asset_id,asset_type,asset_criticality,manufacturer,model_number,installation_date,design_life_hours,nominal_operating_speed_rpm,nominal_load_capacity_pct,operating_environment,industry_sector,facility_id,production_line_id,redundancy_configuration,observation_timestamp,observation_cycle,cumulative_operating_hours,operating_hours_since_last_maintenance,vibration_rms_mm_s,vibration_peak_mm_s,vibration_crest_factor,vibration_kurtosis,bearing_defect_frequency_bpfi,bearing_defect_frequency_bpfo,acoustic_emission_db,temperature_bearing_c,temperature_winding_c,temperature_ambient_c,temperature_differential_c,oil_viscosity_cst,oil_particle_count_iso4406,oil_water_content_ppm,oil_acid_number_mg_koh_g,oil_metal_iron_ppm,oil_metal_copper_ppm,pressure_inlet_bar,pressure_outlet_bar,pressure_differential_bar,flow_rate_m3_hr,current_draw_amps,power_consumption_kw,efficiency_pct,noise_level_dba,surface_crack_length_mm,corrosion_index,shaft_misalignment_mm,imbalance_g_mm,health_index,degradation_stage,degradation_rate_per_hour,anomaly_score,anomaly_flag,failure_mode_primary,failure_mode_secondary,fault_severity_iso13379,operating_age_fraction,cumulative_damage_index,thermal_activation_factor,crack_propagation_rate_mm_cycle,wear_volume_mm3,lubrication_effectiveness_pct,rul_actual_hours,rul_predicted_hours,rul_prediction_lower_ci_hrs,rul_prediction_upper_ci_hrs,rul_model_type,rul_prediction_error_hrs,rul_mae_rolling_20,prognostic_horizon_hrs,failure_probability_30day,failure_probability_90day,failure_probability_365day,weibull_shape_beta,weibull_scale_eta,reliability_at_current_age,hazard_rate_per_hour,maintenance_event_flag,maintenance_type,maintenance_action,maintenance_downtime_hours,maintenance_cost_usd,parts_cost_usd,labour_hours,production_loss_usd,optimal_maintenance_window_start,optimal_maintenance_window_end,scheduling_algorithm,maintenance_overdue_flag,technician_skill_level,spare_parts_availability_flag,lead_time_days,maintenance_effectiveness_pct,post_maintenance_health_index,cbm_trigger_parameter,alarm_priority,asset_replacement_value_usd,annual_revenue_at_risk_usd,cost_of_failure_usd,annual_maintenance_budget_usd,roi_predictive_vs_reactive_pct,mtbf_historical_hours,mttr_historical_hours,availability_pct,oee_score_pct,p_f_interval_hours,safety_risk_score,environmental_risk_score,risk_priority_number,insurance_event_flag,regulatory_reportable_flag,load_profile_type,load_pct_of_rated,operating_speed_pct,start_stop_cycles_total,thermal_cycling_events,overload_events_count,speed_transient_events,process_fluid_type,process_fluid_contamination,humidity_relative_pct,dust_concentration_mg_m3,vibration_environment_external_mm_s,power_quality_thd_pct,voltage_unbalance_pct,edge_case_type
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-10T09:02:54,1,9.05,9.05,5.218,13.506,2.589,3.124,,,61.45,28.77,,-7.89,36.66,44.45,14/12/10,85.6,0.346,11.8,1.7,,,,,70.0,27.475,90.52,63.76,,0.514,0.0667,139.09,0.9955,normal,0.0,0.0426,False,erosion,none,A_healthy,0.0009,0.0023,1.0,,49.08,157.26,10562.95,11466.06,7452.94,15479.18,lstm_sequence,-903.11,1030.67,1636.0,0.0027,0.0103,0.0553,1.224,30467.0,1.0,6.51e-06,False,none,none,,,,,,2015-12-05T06:04:43,2016-05-20T11:12:00,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,115745.02,15122.25,25.59,48823.55,10.23,99.979,84.689,1090.8,1.4,1.802,140,False,False,constant,68.66,83.47,1,0,0,0,oil_process,particulate_mild,59.57,265.49,4.213,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-10T18:05:48,2,18.1,18.1,5.203,16.152,3.104,3.207,,,59.13,24.19,,-7.89,32.08,45.99,13/11/9,65.2,0.335,40.1,7.7,,,,,71.7,28.524,89.2,65.04,,0.179,0.0467,18.73,0.9883,normal,-0.00584645,0.0189,False,erosion,none,A_healthy,0.0017,0.0,1.0,,234.05,142.95,10553.9,11324.03,7360.62,15287.44,kalman_filter,-770.13,661.54,1636.0,0.0028,0.0104,0.0554,1.224,30467.0,0.9999,7.61e-06,False,none,none,,,,,,2015-12-02T16:06:43,2016-05-15T19:31:21,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,147959.62,15122.25,23.86,48823.55,17.35,99.964,82.464,1090.8,1.4,7.318,140,False,False,constant,64.88,83.09,2,0,0,0,gas_compressed_air,particulate_severe,41.42,48.37,0.828,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-11T03:08:42,3,27.15,27.15,5.574,17.613,3.16,3.107,,,64.39,22.91,,-7.89,30.8,47.31,13/11/9,132.1,0.309,113.9,22.4,,,,,74.04,30.912,90.31,63.02,,0.177,0.0122,98.38,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0026,0.0,1.0,,76.51,158.38,10544.85,9676.81,6289.93,13063.69,xgboost_gradient,868.04,920.42,1636.0,0.0028,0.0104,0.0555,1.224,30467.0,0.9998,8.33e-06,False,none,none,,,,,,2015-10-29T17:33:01,2016-03-18T20:26:02,mixed,False,journeyman,False,7.0,,,none,none,302444.96,1782981.49,104014.65,15122.25,49.08,48823.55,9.41,99.981,83.647,1090.8,1.4,6.381,140,False,False,constant,72.71,83.75,3,0,0,0,oil_hydraulic,particulate_severe,36.11,14.4,0.887,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-11T12:11:37,4,36.19,36.19,4.821,16.325,3.386,2.617,,,60.77,29.22,,-7.89,37.12,47.8,14/12/10,168.5,0.601,19.0,2.3,,,,,69.83,26.88,91.33,68.59,,0.185,0.0423,244.05,0.9927,normal,-0.00181698,0.0,False,erosion,none,A_healthy,0.0034,0.0,1.0,,105.96,149.22,10535.81,11622.23,7554.45,15690.02,lstm_sequence,-1086.43,1344.22,1636.0,0.0029,0.0105,0.0557,1.224,30467.0,0.9997,8.89e-06,False,none,none,,,,,,2015-12-09T15:18:37,2016-05-27T03:05:31,mixed,False,oem_certified,True,,,,none,none,302444.96,1782981.49,98373.07,15122.25,47.11,48823.55,14.21,99.971,79.464,1090.8,1.4,1.853,140,False,False,constant,74.37,82.38,4,0,0,0,oil_process,particulate_mild,60.68,14.52,3.472,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-11T21:14:31,5,45.24,45.24,4.939,21.481,4.35,2.933,,,60.73,27.79,,-7.89,35.68,44.79,15/13/11,66.3,0.443,64.8,12.5,,,,,70.39,28.994,89.41,60.71,,0.254,0.003,3.72,1.0,normal,0.0,0.0526,False,erosion,contamination,A_healthy,0.0043,0.0,1.0,,20.07,146.24,10526.76,12037.93,7824.66,16251.21,xgboost_gradient,-1511.17,1520.67,1636.0,0.0029,0.0106,0.0558,1.224,30467.0,0.9997,9.34e-06,False,none,none,,,,,,2015-12-18T16:12:27,2016-06-11T05:29:01,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,93414.33,15122.25,24.21,48823.55,6.3,99.987,89.243,1090.8,1.4,1.466,140,False,False,constant,81.3,82.87,5,0,0,0,none,none,77.73,24.39,0.227,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-12T06:17:25,6,54.29,54.29,5.063,15.876,3.136,3.016,,,60.0,25.34,,-7.89,33.23,47.54,15/13/11,66.3,0.374,6.4,1.1,,,,,71.39,29.768,90.26,61.51,,0.583,0.0037,97.04,1.0,normal,0.00089266,0.002,False,erosion,none,A_healthy,0.0051,0.0096,1.0,,39.79,139.47,10517.71,8367.33,5438.76,11295.9,physics_informed_nn,2150.38,2558.39,1636.0,0.003,0.0107,0.0559,1.224,30467.0,0.9996,9.73e-06,False,none,none,,,,,,2015-10-03T13:57:20,2016-02-02T14:31:15,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,99800.18,15122.25,30.66,48823.55,3.33,99.99,84.503,1090.8,1.4,1.978,140,False,False,constant,78.7,98.86,6,0,0,0,steam,none,36.28,14.48,2.052,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-12T15:20:20,7,63.34,63.34,5.179,21.278,4.109,2.911,,,60.2,26.88,,-7.89,34.77,45.59,13/11/9,105.7,0.31,54.8,6.4,,,,,70.61,28.507,88.43,66.28,,1.304,0.0091,454.05,1.0,normal,0.00233858,0.0253,False,erosion,none,A_healthy,0.006,0.0,1.0,,94.94,160.68,10508.66,11727.59,7622.93,15832.24,lstm_sequence,-1218.93,1334.77,1636.0,0.003,0.0107,0.056,1.224,30467.0,0.9995,1.007e-05,False,none,none,,,,,,2015-12-12T23:07:59,2016-05-31T23:47:20,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,94693.95,15122.25,43.98,48823.55,12.44,99.975,87.332,1090.8,1.4,7.519,140,False,False,constant,84.67,78.09,7,0,0,0,gas_compressed_air,particulate_mild,26.14,98.59,0.458,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-13T00:23:14,8,72.39,72.39,5.416,18.32,3.382,2.962,,,64.55,24.25,,-7.89,32.14,47.94,14/12/10,107.1,0.382,12.4,1.5,,,,,72.76,29.646,92.24,65.28,,1.113,0.1747,19.17,0.997,normal,-0.00059307,0.0229,False,erosion,fretting_corrosion,A_healthy,0.0068,0.0137,1.0,,418.24,157.76,10499.61,9017.58,5861.43,12173.74,xgboost_gradient,1482.03,1513.38,1636.0,0.0031,0.0108,0.0562,1.224,30467.0,0.9994,1.038e-05,False,none,none,,,,,,2015-10-17T21:10:45,2016-02-26T09:20:01,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,150908.58,15122.25,59.96,48823.55,9.48,99.981,84.811,1090.8,1.4,5.66,140,False,False,constant,73.9,84.06,8,0,0,0,water,particulate_severe,82.79,2.95,0.64,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-13T09:26:08,9,81.44,81.44,4.441,19.053,4.29,2.797,,,63.0,23.15,,-7.89,31.04,47.95,14/12/10,89.1,0.401,51.7,11.7,,,,,70.47,27.54,88.54,67.04,,0.302,0.0126,110.24,0.9784,normal,-0.00285656,0.0,False,erosion,fatigue_spalling,A_healthy,0.0077,0.0179,1.0,,260.37,145.46,10490.56,12021.33,7813.86,16228.79,weibull_regression,-1530.76,1257.02,1636.0,0.0031,0.0109,0.0563,1.224,30467.0,0.9993,1.066e-05,False,none,none,,,,,,2015-12-19T20:05:56,2016-06-12T03:33:48,mixed,False,apprentice,True,,,,none,none,302444.96,1782981.49,64794.79,15122.25,42.9,48823.55,8.65,99.982,88.268,1090.8,1.4,2.016,140,False,False,constant,62.48,85.56,9,0,0,0,none,none,60.46,15.51,1.052,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-13T18:29:03,10,90.48,90.48,5.135,19.355,3.769,3.094,,,57.5,20.27,,-7.89,28.16,44.81,13/11/9,63.0,0.308,15.1,3.2,,,,,71.74,29.522,89.59,67.13,,0.342,0.077,10.77,1.0,normal,0.0,0.0174,False,erosion,none,A_healthy,0.0086,0.0,1.0,,405.6,130.09,10481.52,11872.35,7717.03,16027.67,weibull_regression,-1390.83,1624.98,1636.0,0.0031,0.0109,0.0564,1.224,30467.0,0.9992,1.091e-05,False,none,none,,,,,,2015-12-17T02:39:30,2016-06-07T05:58:50,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,130037.61,15122.25,22.88,48823.55,7.84,99.984,81.768,1090.8,1.4,6.894,140,False,False,constant,65.36,79.24,10,0,0,0,oil_process,none,43.39,18.67,1.224,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-14T03:31:57,11,99.53,99.53,6.068,25.282,4.166,2.832,,,62.5,22.34,,-7.89,30.23,46.22,14/12/10,86.6,0.412,16.3,4.4,,,,,72.8,28.075,90.72,68.44,,0.546,0.0707,59.63,0.9684,normal,-0.00632509,0.0,False,erosion,none,A_healthy,0.0094,0.0,1.0,,382.59,135.17,10472.47,9340.69,6071.45,12609.93,physics_informed_nn,1131.78,1150.89,1636.0,0.0032,0.011,0.0565,1.224,30467.0,0.9991,1.115e-05,False,none,none,,,,,,2015-10-25T17:52:36,2016-03-09T23:07:04,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,50093.11,15122.25,39.73,48823.55,16.5,99.966,85.101,1090.8,1.4,1.589,140,False,False,constant,67.36,89.45,11,0,2,0,gas_compressed_air,none,64.63,71.1,4.948,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-14T12:34:51,12,108.58,108.58,4.879,17.925,3.674,2.69,,,56.27,22.96,,-7.89,30.85,47.72,13/11/9,99.9,0.357,7.2,2.0,,,,,71.06,27.791,90.55,63.2,,1.38,0.0146,49.77,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0103,0.0029,1.0,,104.17,145.76,10463.42,12106.84,7869.45,16344.23,kalman_filter,-1643.42,1940.41,1636.0,0.0032,0.0111,0.0566,1.224,30467.0,0.999,1.137e-05,False,none,none,,,,,,2015-12-22T18:00:01,2016-06-16T07:23:38,mixed,False,master_technician,False,58.0,,,none,none,302444.96,1782981.49,137122.65,15122.25,46.16,48823.55,32.58,99.933,84.36,1090.8,1.4,7.789,140,False,False,constant,70.51,70.8,12,0,0,0,water,none,71.36,44.47,1.474,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-14T21:37:46,13,117.63,117.63,4.755,19.671,4.137,3.162,,,62.57,28.63,,-7.89,36.52,43.1,14/12/10,86.9,0.478,72.1,17.9,,,,,70.77,26.905,90.48,65.7,,0.27,0.0002,23.12,0.9919,normal,-0.00103005,0.0,False,erosion,none,A_healthy,0.0111,0.0,1.0,,418.43,136.07,10454.37,11654.54,7575.45,15733.63,lstm_sequence,-1200.17,1363.16,1636.0,0.0032,0.0111,0.0567,1.224,30467.0,0.9989,1.157e-05,False,none,none,,,,,,2015-12-13T16:54:04,2016-05-31T15:59:29,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,77011.64,15122.25,27.5,48823.55,10.27,99.979,85.179,1090.8,1.4,1.594,140,False,False,constant,80.79,99.78,13,0,0,0,oil_process,water_ingress,76.52,46.7,0.401,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-15T06:40:40,14,126.68,126.68,5.241,13.286,2.535,2.739,,,60.53,25.46,,-7.89,33.35,47.82,13/11/9,108.1,0.416,13.5,2.2,,,,,71.91,29.205,90.48,63.57,,0.053,0.0679,122.14,1.0,normal,0.00431014,0.0238,False,erosion,none,A_healthy,0.012,0.0,1.0,,738.75,159.52,10445.32,9753.88,6340.02,13167.74,xgboost_gradient,691.44,855.42,1636.0,0.0032,0.0112,0.0568,1.224,30467.0,0.9988,1.176e-05,False,none,none,,,,,,2015-11-04T11:37:10,2016-03-25T17:28:43,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,91772.44,15122.25,56.1,48823.55,22.44,99.954,88.51,1090.8,1.4,6.513,140,False,False,constant,63.69,77.29,14,0,0,0,oil_hydraulic,none,27.13,82.44,7.053,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-15T15:43:34,15,135.73,135.73,4.903,13.365,2.726,2.983,,,63.31,25.28,,-7.89,33.17,44.95,14/12/10,53.8,0.323,30.6,3.1,,,,,71.86,29.55,89.65,63.05,,0.146,0.035,29.86,0.9953,normal,-0.00094225,0.019,False,erosion,none,A_healthy,0.0128,0.0005,1.0,,48.09,130.69,10436.27,11510.88,7482.07,15539.68,lstm_sequence,-1074.6,1226.8,1636.0,0.0033,0.0112,0.0569,1.224,30467.0,0.9987,1.195e-05,False,none,none,,,,,,2015-12-11T11:09:51,2016-05-27T07:58:15,mixed,False,apprentice,False,27.0,,,none,none,302444.96,1782981.49,94141.85,15122.25,56.75,48823.55,12.35,99.975,77.852,1090.8,1.4,1.065,140,False,False,constant,79.5,89.13,15,0,0,0,oil_process,particulate_mild,27.74,49.88,0.113,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-16T00:46:28,16,144.77,144.77,4.882,16.772,3.436,3.615,,,65.77,27.76,,-7.89,35.65,45.82,14/12/10,93.7,0.38,14.1,1.6,,,,,70.69,28.914,90.0,68.6,,0.114,0.0155,1.83,0.9882,normal,0.00396278,0.0,False,erosion,none,A_healthy,0.0137,0.0189,1.0,,194.87,152.14,10427.23,9224.04,5995.62,12452.45,lstm_sequence,1203.19,1038.37,1636.0,0.0033,0.0113,0.057,1.224,30467.0,0.9986,1.212e-05,False,none,none,,,,,,2015-10-25T04:47:33,2016-03-07T17:12:17,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,150351.76,15122.25,25.08,48823.55,11.53,99.976,89.857,1090.8,1.4,7.281,140,False,False,constant,71.21,93.47,16,0,0,0,oil_process,none,63.53,8.61,0.155,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-16T09:49:23,17,153.82,153.82,4.585,15.119,3.298,3.114,,,63.96,25.77,,-7.89,33.67,47.59,14/12/10,53.1,0.424,26.3,4.8,,,,,71.4,27.557,89.3,62.77,,0.214,0.0562,64.02,0.9973,normal,-0.00053422,0.0,False,erosion,none,A_healthy,0.0146,0.0,1.0,,45.43,168.65,10418.18,11788.53,7662.54,15914.51,lstm_sequence,-1370.35,1721.56,1636.0,0.0033,0.0113,0.0571,1.224,30467.0,0.9985,1.229e-05,False,none,none,,,,,,2015-12-18T00:05:08,2016-06-06T22:04:10,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,85491.65,15122.25,42.8,48823.55,22.02,99.955,88.822,1090.8,1.4,1.732,140,False,False,constant,65.36,86.05,17,0,0,0,oil_process,none,75.87,18.02,1.384,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-16T18:52:17,18,162.87,162.87,4.725,17.499,3.704,2.891,,,58.53,28.29,,-7.89,36.18,45.59,14/12/10,55.7,0.39,11.1,1.3,,,,,71.95,27.878,89.94,64.19,,0.386,0.0846,214.07,1.0,normal,0.00162311,0.0,False,erosion,none,A_healthy,0.0154,0.0,1.0,,37.85,144.42,10409.13,9389.75,6103.34,12676.17,particle_filter,1019.38,1304.46,1636.0,0.0034,0.0114,0.0572,1.224,30467.0,0.9983,1.245e-05,False,none,none,,,,,,2015-10-29T09:44:51,2016-03-14T08:09:40,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,76570.26,15122.25,59.29,48823.55,11.83,99.976,91.998,1090.8,1.4,7.671,140,False,False,constant,77.44,93.39,18,0,0,0,gas_compressed_air,particulate_mild,41.31,18.39,0.182,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-17T03:55:11,19,171.92,171.92,4.422,14.743,3.334,3.031,,,59.98,29.55,,-7.89,37.44,44.16,13/11/9,66.9,0.405,9.2,1.4,,,,,70.29,28.203,90.64,67.97,,0.54,0.0152,264.46,0.988,normal,-0.00240868,0.0198,False,erosion,none,A_healthy,0.0163,0.0,1.0,,178.85,157.06,10400.08,8995.61,5847.14,12144.07,particle_filter,1404.47,1747.16,1636.0,0.0034,0.0114,0.0573,1.224,30467.0,0.9982,1.26e-05,False,none,none,,,,,,2015-10-21T13:43:24,2016-02-29T18:11:08,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,102165.55,15122.25,39.28,48823.55,12.46,99.974,84.181,1090.8,1.4,7.672,140,False,False,constant,74.61,82.15,19,0,0,0,water,chemical_contamination,34.54,20.99,0.162,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-17T12:58:06,20,180.97,180.97,3.734,13.125,3.515,3.136,,,62.58,24.91,,-7.89,32.8,44.62,15/13/11,98.7,0.524,23.6,6.7,,,,,70.11,27.43,88.05,64.17,,0.528,0.0705,0.57,0.9671,normal,-0.00563899,0.0,False,erosion,none,A_healthy,0.0171,0.0115,1.0,,344.08,140.24,10391.03,9335.64,6068.16,12603.11,kalman_filter,1055.4,1051.66,1636.0,0.0034,0.0115,0.0574,1.224,30467.0,0.9981,1.274e-05,False,none,none,,,,,,2015-10-29T00:47:09,2016-03-13T04:15:29,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,115226.37,15122.25,27.09,48823.55,14.98,99.969,87.615,1090.8,1.4,5.747,140,False,False,constant,73.9,95.52,20,0,0,0,none,particulate_mild,51.47,152.65,0.763,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-17T22:01:00,21,190.02,190.02,5.049,21.787,4.315,3.247,,,59.83,24.86,,-7.89,32.75,45.76,14/12/10,90.1,0.397,52.7,5.5,,,,,69.47,27.085,88.76,62.96,,0.391,0.0124,124.22,0.9997,normal,0.00231169,0.0187,False,erosion,none,A_healthy,0.018,0.0029,1.0,,86.39,158.02,10381.98,9739.86,6330.91,13148.81,particle_filter,642.12,604.73,1636.0,0.0034,0.0115,0.0575,1.224,30467.0,0.998,1.288e-05,False,none,none,,,,,,2015-11-06T19:56:50,2016-03-27T20:53:54,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,119613.01,15122.25,32.82,48823.55,4.03,99.99,83.169,1090.8,1.4,7.833,140,False,False,constant,76.79,90.59,21,0,0,0,oil_process,none,21.63,18.36,4.191,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-18T07:03:54,22,199.07,199.07,4.789,21.08,4.401,2.713,,,61.72,21.49,,-7.89,29.38,49.4,13/11/9,72.9,0.51,24.8,3.8,,,,,70.79,29.337,90.11,63.94,,0.301,0.0124,25.95,0.9884,normal,-0.00178249,0.0,False,erosion,none,A_healthy,0.0188,0.002,1.0,,171.64,154.79,10372.93,8866.08,5762.95,11969.2,particle_filter,1506.86,1309.71,1636.0,0.0035,0.0116,0.0576,1.224,30467.0,0.9979,1.302e-05,False,none,none,,,,,,2015-10-20T00:06:14,2016-02-26T07:13:51,mixed,False,oem_certified,True,,,,none,none,302444.96,1782981.49,65753.59,15122.25,59.23,48823.55,23.21,99.952,88.841,1090.8,1.4,1.487,140,False,False,constant,65.27,91.36,22,0,0,0,water,particulate_severe,38.94,132.61,0.973,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-18T16:06:49,23,208.11,208.11,5.673,22.663,3.995,3.292,,,64.1,30.03,,-7.89,37.92,44.64,13/11/9,79.6,0.458,31.5,5.8,,,,,70.09,29.136,90.53,65.42,,0.812,0.0699,295.81,0.9893,normal,-0.00214017,0.0399,False,erosion,none,A_healthy,0.0197,0.0036,1.0,,189.34,148.77,10363.89,10923.4,7100.21,14746.58,lstm_sequence,-559.51,596.95,1636.0,0.0035,0.0116,0.0577,1.224,30467.0,0.9978,1.315e-05,False,none,none,,,,,,2015-12-02T05:48:40,2016-05-09T12:59:58,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,127365.12,15122.25,25.87,48823.55,10.48,99.979,85.143,1090.8,1.4,7.026,140,False,False,constant,80.4,66.44,23,0,0,0,oil_process,none,77.34,5.45,3.095,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-19T01:09:43,24,217.16,217.16,5.284,14.14,2.676,2.885,,,63.4,27.46,,-7.89,35.35,48.16,13/11/9,122.8,0.391,28.8,8.5,,,,,70.86,27.748,87.27,62.18,,0.389,0.0157,17.16,0.9902,normal,0.00045828,0.0,False,erosion,none,A_healthy,0.0205,0.0,1.0,,150.94,152.19,10354.84,8772.71,5702.26,11843.16,lstm_sequence,1582.13,1286.73,1636.0,0.0035,0.0117,0.0578,1.224,30467.0,0.9976,1.327e-05,False,none,none,,,,,,2015-10-18T19:31:02,2016-02-23T17:57:58,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,89683.89,15122.25,30.83,48823.55,5.39,99.989,84.335,1090.8,1.4,4.653,140,False,False,constant,71.23,93.06,24,0,0,0,steam,chemical_contamination,67.37,3.46,0.009,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-19T10:12:37,25,226.21,226.21,5.849,16.909,2.891,2.722,,,64.45,26.57,,-7.89,34.46,46.11,13/11/9,107.2,0.429,16.9,1.9,,,,,70.63,29.351,92.28,63.57,,0.066,0.0272,61.9,1.0,normal,0.00658124,0.0546,False,erosion,none,A_healthy,0.0214,0.0,1.0,,131.91,153.27,10345.79,10873.46,7067.75,14679.17,lstm_sequence,-527.67,585.6,1636.0,0.0035,0.0117,0.0579,1.224,30467.0,0.9975,1.34e-05,False,none,none,,,,,,2015-12-01T22:56:23,2016-05-08T12:39:02,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,101053.27,15122.25,57.95,48823.55,7.65,99.984,82.405,1090.8,1.4,5.038,140,False,False,constant,86.3,89.95,25,0,0,0,none,none,88.5,17.44,8.587,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-19T19:15:32,26,235.26,235.26,5.721,18.978,3.317,3.313,,,60.2,22.37,,-7.89,30.26,44.01,14/12/10,86.2,0.403,45.2,9.5,,,,,72.86,28.172,89.37,67.0,,0.143,0.0488,159.13,1.0,normal,5.061e-05,0.0207,False,erosion,none,A_healthy,0.0223,0.0043,1.0,,12.99,150.6,10336.74,11603.85,7542.5,15665.19,weibull_regression,-1267.11,1176.78,1636.0,0.0035,0.0118,0.058,1.224,30467.0,0.9974,1.351e-05,False,none,none,,,,,,2015-12-17T13:10:57,2016-06-03T18:31:45,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,50932.21,15122.25,20.18,48823.55,9.95,99.98,89.162,1090.8,1.4,1.27,140,False,False,constant,64.35,101.03,26,0,0,0,oil_hydraulic,none,21.86,66.87,4.475,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-20T04:18:26,27,244.31,244.31,4.845,16.961,3.501,3.077,,,62.65,21.13,,-7.89,29.02,43.76,14/12/10,82.0,0.386,24.8,4.9,,,,,70.81,27.243,89.66,66.67,,0.094,0.0273,256.81,0.9968,normal,0.00168405,0.0113,False,erosion,none,A_healthy,0.0231,0.0,1.0,,230.06,153.65,10327.69,11158.79,7253.21,15064.37,lstm_sequence,-831.1,1028.21,1636.0,0.0036,0.0118,0.0581,1.224,30467.0,0.9973,1.363e-05,False,none,none,,,,,,2015-12-08T15:42:08,2016-05-19T09:16:43,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,62662.69,15122.25,38.47,48823.55,11.87,99.976,82.341,1090.8,1.4,4.656,140,False,False,constant,68.07,106.69,27,0,0,0,none,none,33.19,27.89,0.279,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-20T13:21:20,28,253.36,253.36,5.179,18.664,3.604,2.69,,,67.39,26.98,,-7.89,34.87,44.99,13/11/9,195.9,0.746,14.8,1.7,,,,,70.76,28.493,91.54,64.75,,0.639,0.0153,39.21,0.987,normal,-0.00046367,0.0,False,erosion,overload,A_healthy,0.024,0.0,1.0,,186.6,146.4,10318.64,9634.1,6262.16,13006.03,xgboost_gradient,684.55,612.45,1636.0,0.0036,0.0119,0.0582,1.224,30467.0,0.9972,1.374e-05,False,none,none,,,,,,2015-11-07T06:24:15,2016-03-26T18:20:17,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,120296.08,15122.25,25.08,48823.55,18.16,99.963,91.096,1090.8,1.4,6.571,140,False,False,constant,74.23,76.31,28,0,0,0,oil_hydraulic,none,82.92,57.62,0.663,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-20T22:24:15,29,262.4,262.4,5.627,14.478,2.573,3.139,,,54.89,28.14,,-7.89,36.03,46.52,13/11/9,83.1,0.339,10.7,1.2,,,,,71.93,29.134,89.01,66.31,,0.476,0.0303,90.57,0.9856,normal,-0.00092532,0.087,False,erosion,none,A_healthy,0.0248,0.0,1.0,,201.47,131.49,10309.6,12300.78,7995.51,16606.06,lstm_sequence,-1991.19,1939.32,1636.0,0.0036,0.0119,0.0582,1.224,30467.0,0.997,1.385e-05,False,none,none,,,,,,2016-01-02T04:47:47,2016-06-29T14:04:17,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,85413.01,15122.25,46.13,48823.55,10.81,99.978,80.355,1090.8,1.4,5.71,140,False,False,constant,66.5,61.36,29,0,0,0,water,none,70.53,4.3,6.836,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-21T07:27:09,30,271.45,271.45,5.146,18.969,3.686,3.432,,,59.57,24.33,,-7.89,32.22,45.57,13/11/9,56.5,0.314,15.6,4.0,,,,,71.21,28.052,91.47,65.71,,0.632,0.0442,178.2,1.0,normal,0.0,0.0086,False,erosion,none,A_healthy,0.0257,0.0137,1.0,,204.51,151.15,10300.55,11712.16,7612.9,15811.41,weibull_regression,-1411.61,1429.31,1636.0,0.0036,0.0119,0.0583,1.224,30467.0,0.9969,1.395e-05,False,none,none,,,,,,2015-12-21T07:31:52,2016-06-09T02:47:11,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,68178.14,15122.25,49.89,48823.55,12.68,99.974,82.628,1090.8,1.4,7.263,140,False,False,constant,66.55,92.02,30,0,0,0,steam,particulate_mild,86.92,11.59,0.503,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-21T16:30:03,31,280.5,280.5,4.759,13.117,2.756,2.813,,,56.87,24.62,,-7.89,32.51,45.96,14/12/10,168.0,0.624,18.3,3.2,,,,,69.04,28.312,90.26,69.04,,0.129,0.0139,22.87,0.9977,normal,-0.00045934,0.0147,False,erosion,none,A_healthy,0.0265,0.0056,1.0,,411.53,159.47,10291.5,9569.42,6220.12,12918.72,lstm_sequence,722.08,710.98,1636.0,0.0036,0.012,0.0584,1.224,30467.0,0.9968,1.406e-05,False,none,none,,,,,,2015-11-07T01:12:45,2016-03-25T14:30:38,mixed,False,specialist,False,43.0,,,none,none,302444.96,1782981.49,113431.82,15122.25,56.34,48823.55,6.37,99.987,88.497,1090.8,1.4,6.54,140,False,False,constant,72.41,90.99,31,0,0,1,oil_hydraulic,particulate_mild,21.11,154.57,2.702,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-22T01:32:57,32,289.55,289.55,4.897,15.436,3.152,3.071,,,60.21,31.33,,-7.89,39.23,44.45,14/12/10,86.4,0.356,10.8,3.1,,,,,70.56,27.306,89.2,66.92,,0.681,0.036,98.28,0.9849,normal,-0.00237996,0.0117,False,erosion,none,A_healthy,0.0274,0.0031,1.0,,235.95,140.71,10282.45,12183.36,7919.18,16447.54,lstm_sequence,-1900.91,2294.85,1636.0,0.0037,0.012,0.0585,1.224,30467.0,0.9967,1.416e-05,False,none,none,,,,,,2015-12-31T21:13:45,2016-06-26T13:24:19,mixed,False,journeyman,False,18.0,,,none,none,302444.96,1782981.49,90880.16,15122.25,35.13,48823.55,12.15,99.975,89.188,1090.8,1.4,6.846,140,False,False,constant,82.77,92.54,32,0,0,0,oil_hydraulic,particulate_severe,59.98,44.55,0.184,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-22T10:35:52,33,298.6,298.6,4.467,17.055,3.818,2.781,,,61.5,23.97,,-7.89,31.86,49.19,13/11/9,147.4,0.356,38.2,5.3,,,,,71.43,29.737,89.39,64.44,,0.656,0.0275,11.61,0.9895,normal,0.0005047,0.0936,False,erosion,none,A_healthy,0.0282,0.0076,1.0,,185.8,148.26,10273.4,9642.58,6267.68,13017.49,xgboost_gradient,630.82,802.34,1636.0,0.0037,0.0121,0.0586,1.224,30467.0,0.9965,1.426e-05,False,none,none,,,,,,2015-11-09T07:53:21,2016-03-28T22:47:36,mixed,False,journeyman,False,28.0,,,none,none,302444.96,1782981.49,49084.06,15122.25,56.7,48823.55,12.28,99.975,85.091,1090.8,1.4,6.957,140,False,False,constant,61.92,92.79,33,1,0,0,oil_process,particulate_severe,23.54,124.53,4.245,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-22T19:38:46,34,307.65,307.65,5.205,20.974,4.029,2.862,,,62.23,20.0,,-7.89,27.89,47.13,13/11/9,288.0,0.457,10.3,2.5,,,,,71.6,29.959,89.38,66.67,,0.13,0.0189,17.71,0.9918,normal,0.00124407,0.0,False,erosion,none,A_healthy,0.0291,0.0063,1.0,,134.49,143.4,10264.35,8363.87,5436.51,11291.22,kalman_filter,1900.48,1970.74,1636.0,0.0037,0.0121,0.0587,1.224,30467.0,0.9964,1.435e-05,False,none,none,,,,,,2015-10-14T01:34:50,2016-02-13T00:56:05,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,75435.2,15122.25,32.05,48823.55,11.48,99.977,91.999,1090.8,1.4,6.391,140,False,False,constant,61.39,80.69,34,0,0,0,steam,particulate_mild,66.09,57.46,0.071,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-23T04:41:40,35,316.69,316.69,4.791,19.298,4.028,2.953,,,56.12,25.85,,-7.89,33.74,45.6,15/13/11,74.3,0.32,97.8,23.7,,,,,73.11,29.096,89.92,65.67,,1.959,0.0969,53.34,0.9923,normal,-0.00154288,0.0091,False,erosion,none,A_healthy,0.03,0.0154,1.0,,150.66,148.53,10255.31,8158.9,5303.28,11014.51,physics_informed_nn,2096.41,2043.54,1636.0,0.0037,0.0121,0.0588,1.224,30467.0,0.9963,1.444e-05,False,none,none,,,,,,2015-10-10T04:08:34,2016-02-06T03:45:23,mixed,False,master_technician,False,21.0,,,none,none,302444.96,1782981.49,80528.11,15122.25,22.85,48823.55,6.15,99.987,78.126,1090.8,1.4,7.929,140,False,False,constant,77.61,92.32,35,0,0,0,oil_process,chemical_contamination,77.91,38.88,2.587,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-23T13:44:35,36,325.74,325.74,5.045,14.193,2.813,3.443,,,61.81,21.26,,-7.89,29.15,46.78,14/12/10,117.1,0.344,69.6,19.6,,,,,71.84,29.087,89.1,69.7,,0.079,0.0628,37.23,0.9916,normal,-0.00121586,0.0,False,erosion,none,A_healthy,0.0308,0.0,1.0,,113.35,137.53,10246.26,11353.37,7379.69,15327.05,particle_filter,-1107.12,1259.21,1636.0,0.0037,0.0122,0.0588,1.224,30467.0,0.9961,1.454e-05,False,none,none,,,,,,2015-12-16T02:25:44,2016-05-29T16:06:33,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,54545.65,15122.25,53.19,48823.55,7.58,99.984,84.926,1090.8,1.4,4.821,140,False,False,constant,65.53,65.51,36,1,0,2,oil_hydraulic,particulate_mild,54.94,89.73,1.803,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-23T22:47:29,36,334.79,334.79,5.464,18.584,3.401,3.09,,,63.05,23.87,,-7.89,31.76,45.43,13/11/9,53.7,0.335,12.4,3.6,,,,,70.82,28.079,89.56,65.18,,1.299,0.0519,55.31,1.0,normal,0.00301261,0.0,False,erosion,none,A_healthy,0.0317,0.0,1.0,,59.24,141.24,10237.21,12255.58,7966.13,16545.03,kalman_filter,-2018.37,2472.23,1636.0,0.0037,0.0122,0.0589,1.224,30467.0,0.996,1.463e-05,False,none,none,,,,,,2016-01-04T06:34:51,2016-07-01T00:02:01,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,73193.18,15122.25,45.56,48823.55,16.73,99.966,89.381,1090.8,1.4,7.02,140,False,False,constant,80.3,76.06,36,1,0,0,oil_hydraulic,water_ingress,57.0,96.05,1.14,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-24T07:50:23,37,343.84,343.84,5.089,16.888,3.319,3.443,,,57.33,23.92,,-7.89,31.82,43.25,13/11/9,69.3,0.963,26.6,2.8,,,,,70.84,27.102,90.63,65.97,,0.606,0.021,65.81,0.9989,normal,0.00188837,0.0257,False,erosion,adhesive_wear,A_healthy,0.0325,0.0,1.0,,51.25,167.93,10228.16,11351.45,7378.45,15324.46,physics_informed_nn,-1123.29,985.91,1636.0,0.0038,0.0123,0.059,1.224,30467.0,0.9959,1.471e-05,False,none,none,,,,,,2015-12-16T19:34:01,2016-05-30T08:34:33,mixed,False,apprentice,True,,,,none,none,302444.96,1782981.49,130342.67,15122.25,41.98,48823.55,12.98,99.973,84.361,1090.8,1.4,2.05,140,False,False,constant,71.75,81.35,37,0,0,0,oil_hydraulic,none,70.74,22.96,2.883,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-24T16:53:18,38,352.89,352.89,4.592,19.097,4.159,2.532,,,62.58,28.77,,-7.89,36.66,44.04,14/12/10,113.4,0.441,26.2,3.5,,,,,72.02,27.418,88.14,66.78,,0.387,0.1068,8.65,0.9729,normal,-0.00378824,0.0,False,erosion,none,A_healthy,0.0334,0.0,1.0,,278.0,135.76,10219.11,9182.89,5968.88,12396.9,kalman_filter,1036.22,1331.65,1636.0,0.0038,0.0123,0.0591,1.224,30467.0,0.9957,1.48e-05,False,none,none,,,,,,2015-11-02T00:19:58,2016-03-14T22:20:38,mixed,False,apprentice,True,,,,none,none,302444.96,1782981.49,135321.8,15122.25,26.14,48823.55,2.61,99.99,84.326,1090.8,1.4,6.178,140,False,False,constant,73.05,81.77,38,0,0,0,steam,water_ingress,79.43,25.98,2.185,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-25T01:56:12,39,361.94,361.94,5.685,18.512,3.256,2.651,,,57.97,21.04,,-7.89,28.93,43.8,12/10/8,87.2,0.308,29.5,5.0,,,,,71.37,28.077,89.13,63.69,,0.629,0.0297,146.94,1.0,normal,0.00154288,0.0049,False,erosion,none,A_healthy,0.0342,0.0085,1.0,,77.13,152.17,10210.06,7943.44,5163.24,10723.65,lstm_sequence,2266.62,2550.85,1636.0,0.0038,0.0123,0.0592,1.224,30467.0,0.9956,1.488e-05,False,none,none,,,,,,2015-10-07T13:39:27,2016-01-31T09:51:43,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,61529.87,15122.25,37.64,48823.55,15.29,99.969,80.037,1090.8,1.4,3.9,140,False,False,constant,62.14,80.52,39,0,0,0,oil_process,none,22.24,59.88,1.07,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-25T10:59:06,40,370.99,370.99,4.885,17.371,3.556,2.77,,,57.93,21.29,,-7.89,29.18,47.92,14/12/10,123.2,0.334,12.9,2.9,,,,,71.66,27.653,89.19,62.39,,1.42,0.0274,31.12,0.9901,normal,-0.00030503,0.0,False,erosion,none,A_healthy,0.0351,0.0178,1.0,,143.98,122.5,10201.01,9432.76,6131.29,12734.22,xgboost_gradient,768.26,938.3,1636.0,0.0038,0.0124,0.0593,1.224,30467.0,0.9955,1.497e-05,False,none,none,,,,,,2015-11-07T23:21:47,2016-03-24T12:49:40,mixed,False,journeyman,False,31.0,,,none,none,302444.96,1782981.49,50841.76,15122.25,36.95,48823.55,12.99,99.973,81.668,1090.8,1.4,7.511,140,False,False,constant,65.75,81.05,40,0,0,0,oil_hydraulic,none,38.12,21.25,2.519,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-25T20:02:01,41,380.03,380.03,5.304,20.68,3.899,3.299,,,57.42,26.25,,-7.89,34.14,47.22,13/11/9,73.3,0.523,42.7,6.1,,,,,70.02,26.956,89.77,70.95,,0.544,0.0251,13.47,0.9885,normal,-0.00230594,0.0,False,erosion,none,A_healthy,0.0359,0.0105,1.0,,180.6,147.93,10191.97,8001.0,5200.65,10801.35,particle_filter,2190.97,2417.22,1636.0,0.0038,0.0124,0.0593,1.224,30467.0,0.9953,1.505e-05,False,none,none,,,,,,2015-10-09T12:32:00,2016-02-03T04:53:00,mixed,False,journeyman,False,47.0,,,none,none,302444.96,1782981.49,100323.57,15122.25,57.11,48823.55,11.01,99.977,82.102,1090.8,1.4,2.852,140,False,False,constant,71.94,88.26,41,0,0,0,steam,none,36.82,19.6,0.062,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-26T05:04:55,42,389.08,389.08,5.426,24.128,4.447,2.971,,,59.27,24.87,,-7.89,32.76,47.53,14/12/10,134.1,0.423,41.6,6.7,,,,,70.62,26.931,88.64,64.83,,0.337,0.0123,15.0,0.9807,normal,-0.00364469,0.0209,False,erosion,none,A_healthy,0.0368,0.0019,1.0,,268.8,141.87,10182.92,8365.85,5437.8,11293.9,xgboost_gradient,1817.07,1542.58,1636.0,0.0038,0.0124,0.0594,1.224,30467.0,0.9952,1.513e-05,False,none,none,,,,,,2015-10-17T12:00:24,2016-02-16T12:03:15,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,73441.11,15122.25,55.75,48823.55,10.54,99.978,86.425,1090.8,1.4,3.982,140,False,False,constant,72.26,103.7,42,0,0,0,water,none,49.24,13.32,2.302,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-26T14:07:49,43,398.13,398.13,4.861,17.332,3.565,3.254,,,61.12,26.26,,-7.89,34.15,50.38,14/12/10,102.5,0.337,36.4,9.6,,,,,71.91,27.665,89.5,62.94,,0.096,0.0079,56.64,0.9953,normal,0.00448395,0.0,False,erosion,fretting_corrosion,A_healthy,0.0377,0.0096,1.0,,167.27,149.82,10173.87,9130.44,5934.79,12326.1,xgboost_gradient,1043.42,1209.36,1636.0,0.0039,0.0125,0.0595,1.224,30467.0,0.9951,1.52e-05,False,none,none,,,,,,2015-11-02T19:21:10,2016-03-14T23:00:30,mixed,False,oem_certified,True,,,,none,none,302444.96,1782981.49,93568.38,15122.25,24.56,48823.55,16.47,99.966,85.434,1090.8,1.4,7.507,140,False,False,constant,65.66,82.01,43,1,0,0,water,chemical_contamination,44.86,107.12,3.184,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-26T23:10:43,44,407.18,407.18,4.615,18.545,4.019,3.005,,,59.84,21.19,,-7.89,29.08,46.83,13/11/9,67.1,0.359,24.9,3.5,,,,,70.37,28.244,89.66,64.76,,0.152,0.0315,206.62,0.9942,normal,-0.00115125,0.0183,False,erosion,none,A_healthy,0.0385,0.0085,1.0,,541.29,151.48,10164.82,8836.62,5743.8,11929.43,particle_filter,1328.21,1666.76,1636.0,0.0039,0.0125,0.0596,1.224,30467.0,0.9949,1.528e-05,False,none,none,,,,,,2015-10-28T01:29:12,2016-03-04T22:18:07,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,149815.86,15122.25,50.06,48823.55,29.2,99.94,82.426,1090.8,1.4,4.554,140,False,False,constant,59.04,87.22,44,1,0,0,gas_compressed_air,chemical_contamination,64.03,19.67,0.807,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-27T08:13:38,45,416.23,416.23,5.675,16.617,2.928,2.687,,,60.55,23.44,,-7.89,31.33,46.25,13/11/9,89.0,0.45,17.2,1.9,,,,,72.49,30.299,87.87,65.21,,0.34,0.0055,2.07,0.9809,normal,-0.00183101,0.0118,False,erosion,none,A_healthy,0.0394,0.0146,1.0,,216.01,148.41,10155.77,11281.86,7333.21,15230.51,physics_informed_nn,-1126.09,1083.66,1636.0,0.0039,0.0126,0.0596,1.224,30467.0,0.9948,1.536e-05,False,none,none,,,,,,2015-12-18T09:09:27,2016-05-30T21:48:32,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,150694.2,15122.25,31.5,48823.55,12.86,99.974,80.55,1090.8,1.4,2.222,140,False,False,constant,62.54,94.88,45,1,0,0,oil_hydraulic,none,84.35,0.65,0.211,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-27T17:16:32,46,425.28,425.28,5.187,20.122,3.88,3.209,,,66.83,27.33,,-7.89,35.22,45.82,14/12/10,83.5,0.519,11.8,3.2,,,,,70.63,29.253,89.25,59.47,,0.037,0.0059,1.87,1.0,normal,0.00230594,0.0253,False,erosion,none,A_healthy,0.0402,0.0037,1.0,,26.69,127.81,10146.72,9003.65,5852.37,12154.93,kalman_filter,1143.07,1200.61,1636.0,0.0039,0.0126,0.0597,1.224,30467.0,0.9947,1.543e-05,False,none,none,,,,,,2015-11-01T07:06:03,2016-03-11T14:22:42,mixed,False,apprentice,False,73.0,,,none,none,302444.96,1782981.49,95928.61,15122.25,36.74,48823.55,15.38,99.969,84.575,1090.8,1.4,3.566,140,False,False,constant,73.12,77.78,46,1,0,0,oil_hydraulic,none,42.88,53.35,0.579,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-28T02:19:26,47,434.32,434.32,4.807,19.457,4.047,3.83,,,62.71,27.22,,-7.89,35.12,46.13,13/11/9,55.3,0.376,23.3,3.2,,,,,71.81,29.451,91.33,65.52,,0.599,0.053,102.64,0.994,normal,0.00264885,0.0642,False,erosion,none,A_healthy,0.0411,0.0,1.0,,168.23,142.1,10137.68,10921.5,7098.98,14744.03,kalman_filter,-783.83,756.31,1636.0,0.0039,0.0126,0.0598,1.224,30467.0,0.9945,1.55e-05,False,none,none,,,,,,2015-12-11T15:04:31,2016-05-18T21:36:04,mixed,False,specialist,False,53.0,,,none,none,302444.96,1782981.49,102257.59,15122.25,22.69,48823.55,25.15,99.949,82.276,1090.8,1.4,7.52,140,False,False,constant,70.89,91.32,47,0,0,1,oil_process,none,73.57,9.66,1.458,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-28T11:22:21,48,443.37,443.37,4.76,17.69,3.716,3.201,,,63.86,26.77,,-7.89,34.66,42.87,14/12/10,155.6,0.384,14.7,2.7,,,,,72.25,29.31,88.96,63.88,,0.502,0.0504,311.26,0.986,normal,-0.00186222,0.0,False,erosion,corrosion_fatigue,A_healthy,0.0419,0.0,1.0,,205.35,142.13,10128.63,9226.12,5996.98,12455.26,particle_filter,902.51,1115.95,1636.0,0.0039,0.0127,0.0599,1.224,30467.0,0.9944,1.558e-05,False,none,none,,,,,,2015-11-06T16:25:55,2016-03-20T05:34:24,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,123066.61,15122.25,37.85,48823.55,23.65,99.952,84.244,1090.8,1.4,7.049,140,False,False,constant,76.16,93.22,48,1,0,0,water,none,45.78,5.6,0.485,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-28T20:25:15,49,452.42,452.42,4.631,12.625,2.726,2.497,,,57.33,25.4,,-7.89,33.29,47.7,14/12/10,100.8,0.342,40.6,8.1,,,,,72.03,28.169,89.4,64.35,,1.108,0.1323,279.99,0.992,normal,-0.00044393,0.0,False,erosion,erosion,A_healthy,0.0428,0.0143,1.0,,204.37,128.49,10119.58,8285.18,5385.37,11184.99,xgboost_gradient,1834.4,1891.82,1636.0,0.0039,0.0127,0.06,1.224,30467.0,0.9942,1.565e-05,False,none,none,,,,,,2015-10-18T11:00:39,2016-02-16T06:49:26,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,133929.97,15122.25,26.53,48823.55,6.62,99.986,82.984,1090.8,1.4,4.943,140,False,False,constant,69.42,99.53,49,0,0,0,gas_compressed_air,particulate_mild,83.85,6.52,0.427,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-29T05:28:09,50,461.47,461.47,4.96,17.545,3.537,3.032,,,62.79,27.92,,-7.89,35.82,47.12,14/12/10,93.0,0.349,22.6,5.2,,,,,71.75,28.019,87.61,67.16,,0.067,0.012,36.15,0.993,normal,0.00240999,0.0102,False,erosion,none,A_healthy,0.0437,0.014,1.0,,126.9,167.88,10110.53,11776.61,7654.8,15898.43,physics_informed_nn,-1666.08,1763.19,1636.0,0.004,0.0127,0.06,1.224,30467.0,0.9941,1.572e-05,False,none,none,,,,,,2015-12-30T13:46:32,2016-06-19T07:35:24,mixed,False,apprentice,True,,,,none,none,302444.96,1782981.49,114701.82,15122.25,53.07,48823.55,12.77,99.974,86.937,1090.8,1.4,4.816,140,False,False,constant,70.87,93.66,50,1,0,0,water,particulate_severe,80.13,47.06,0.601,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-29T14:31:04,51,470.52,470.52,5.099,21.855,4.286,2.948,,,63.14,24.15,,-7.89,32.04,46.26,14/12/10,57.0,0.39,12.2,3.1,,,,,69.39,28.216,89.51,61.64,,0.136,0.0384,207.97,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0445,0.0083,1.0,,154.34,151.83,10101.48,11577.23,7525.2,15629.26,xgboost_gradient,-1475.74,1750.89,1636.0,0.004,0.0128,0.0601,1.224,30467.0,0.994,1.578e-05,False,none,none,,,,,,2015-12-26T19:07:51,2016-06-12T15:09:36,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,132493.17,15122.25,57.27,48823.55,12.28,99.975,86.842,1090.8,1.4,4.998,140,False,False,constant,75.09,77.29,51,1,0,0,water,none,43.98,26.92,0.264,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-29T23:33:58,52,479.57,479.57,5.403,21.718,4.02,3.102,,,61.38,25.2,,-7.89,33.09,47.23,14/12/10,216.0,0.502,58.6,14.6,,,,,69.21,26.593,89.18,63.91,,0.41,0.0595,18.02,1.0,normal,0.00120661,0.0044,False,erosion,none,A_healthy,0.0454,0.0238,1.0,,17.32,144.48,10092.43,10909.97,7091.48,14728.45,weibull_regression,-817.53,854.98,1636.0,0.004,0.0128,0.0602,1.224,30467.0,0.9938,1.585e-05,False,none,none,,,,,,2015-12-13T06:32:57,2016-05-20T09:02:15,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,94830.31,15122.25,43.28,48823.55,8.88,99.982,83.432,1090.8,1.4,4.507,140,False,False,constant,64.41,78.47,52,1,0,0,gas_compressed_air,none,72.2,65.3,2.403,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-30T08:36:52,53,488.61,488.61,4.978,21.355,4.29,3.342,,,63.93,22.97,,-7.89,30.86,46.83,14/12/10,69.5,0.39,31.2,6.0,,,,,71.51,29.954,89.59,63.06,,0.886,0.0378,72.71,0.9912,normal,0.00103433,0.0109,False,erosion,none,A_healthy,0.0462,0.0,1.0,,154.43,153.53,10083.39,9011.43,5857.43,12165.43,kalman_filter,1071.95,1127.25,1636.0,0.004,0.0128,0.0603,1.224,30467.0,0.9937,1.592e-05,False,none,none,,,,,,2015-11-04T02:19:50,2016-03-14T12:19:55,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,130839.68,15122.25,51.39,48823.55,8.46,99.983,83.134,1090.8,1.4,1.957,140,False,False,constant,64.44,89.07,53,1,0,0,steam,none,20.19,22.42,0.429,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-04-30T17:39:47,54,497.66,497.66,4.912,15.87,3.231,2.793,,,55.73,27.79,,-7.89,35.68,45.38,13/11/9,157.6,0.32,50.0,13.0,,,,,71.33,28.967,91.25,63.38,,0.419,0.0395,196.89,0.9946,normal,0.00052303,0.0309,False,erosion,none,A_healthy,0.0471,0.0188,1.0,,330.28,150.99,10074.34,8514.56,5534.46,11494.65,particle_filter,1559.78,1595.08,1636.0,0.004,0.0128,0.0603,1.224,30467.0,0.9935,1.598e-05,False,none,none,,,,,,2015-10-25T02:56:30,2016-02-26T07:02:12,mixed,False,journeyman,False,13.0,,,none,none,302444.96,1782981.49,129999.74,15122.25,45.94,48823.55,17.08,99.965,85.883,1090.8,1.4,4.598,140,False,False,constant,80.46,83.64,54,0,0,0,oil_hydraulic,none,28.19,21.4,1.471,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-01T02:42:41,55,506.71,506.71,4.505,19.326,4.289,2.861,,,60.72,23.17,,-7.89,31.06,49.36,14/12/10,75.6,0.459,15.5,2.3,,,,,70.9,27.068,90.37,66.95,,0.418,0.0394,22.6,0.9773,normal,-0.00314375,0.0227,False,erosion,erosion,A_healthy,0.0479,0.0144,1.0,,402.47,144.95,10065.29,9445.63,6139.66,12751.6,xgboost_gradient,619.66,680.61,1636.0,0.004,0.0129,0.0604,1.224,30467.0,0.9934,1.605e-05,False,none,none,,,,,,2015-11-13T21:31:39,2016-03-30T15:29:55,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,51088.7,15122.25,28.8,48823.55,5.35,99.989,86.581,1090.8,1.4,6.688,140,False,False,constant,63.27,81.29,55,1,0,0,oil_process,particulate_mild,51.59,23.96,0.639,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-01T11:45:35,56,515.76,515.76,4.742,17.715,3.736,3.32,,,61.87,29.05,,-7.89,36.95,44.78,13/11/9,99.4,0.703,56.5,13.1,,,,,71.9,28.833,90.52,66.55,,0.285,0.1022,61.37,0.9796,normal,-0.00407388,0.0264,False,erosion,adhesive_wear,A_healthy,0.0488,0.0043,1.0,,374.29,149.93,10056.24,11083.5,7204.27,14962.72,kalman_filter,-1027.26,1107.86,1636.0,0.004,0.0129,0.0605,1.224,30467.0,0.9932,1.611e-05,False,none,none,,,,,,2015-12-18T09:30:28,2016-05-28T00:43:53,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,47511.5,15122.25,36.05,48823.55,9.03,99.982,80.351,1090.8,1.4,4.703,140,False,False,constant,82.67,84.07,56,0,0,0,oil_hydraulic,none,26.55,32.89,0.179,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-01T20:48:30,57,524.81,524.81,6.104,16.34,2.677,3.294,,,62.91,20.17,,-7.89,28.06,46.09,14/12/10,70.8,0.593,10.6,3.0,,,,,70.5,28.691,89.34,66.95,,0.447,0.1636,13.85,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0496,0.0095,1.0,,2.03,131.05,10047.19,9553.05,6209.48,12896.62,kalman_filter,494.14,570.45,1636.0,0.0041,0.0129,0.0605,1.224,30467.0,0.9931,1.618e-05,False,none,none,,,,,,2015-11-16T21:20:01,2016-04-04T04:54:05,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,51717.12,15122.25,47.89,48823.55,16.47,99.966,84.42,1090.8,1.4,5.16,140,False,False,constant,60.22,80.7,57,0,0,0,steam,none,81.73,14.32,0.846,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-02T05:51:24,58,533.86,533.86,5.371,22.145,4.123,3.342,,,60.23,26.38,,-7.89,34.27,44.14,13/11/9,67.1,0.366,11.2,1.7,,,,,69.98,28.252,89.17,65.29,,0.497,0.0323,129.97,0.9933,normal,0.00043249,0.0,False,erosion,none,A_healthy,0.0505,0.0027,1.0,,82.31,141.78,10038.14,10846.97,7050.53,14643.41,lstm_sequence,-808.82,879.13,1636.0,0.0041,0.013,0.0606,1.224,30467.0,0.9929,1.624e-05,False,none,none,,,,,,2015-12-14T05:20:26,2016-05-20T09:46:45,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,143875.49,15122.25,48.65,48823.55,6.59,99.987,87.573,1090.8,1.4,7.126,140,False,False,constant,73.33,79.59,58,1,0,0,steam,none,26.97,35.62,0.474,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-02T14:54:18,59,542.91,542.91,4.488,17.141,3.819,2.776,,,62.71,27.88,,-7.89,35.78,43.61,13/11/9,60.7,0.503,57.0,7.0,,,,,71.02,29.153,91.19,68.26,,0.7,0.0219,110.71,0.9972,normal,0.00051343,0.0094,False,erosion,none,A_healthy,0.0514,0.0159,1.0,,169.74,149.05,10029.09,10803.81,7022.48,14585.14,lstm_sequence,-774.71,746.11,1636.0,0.0041,0.013,0.0607,1.224,30467.0,0.9928,1.63e-05,False,none,none,,,,,,2015-12-13T16:48:36,2016-05-19T06:08:36,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,105781.85,15122.25,44.1,48823.55,12.7,99.974,84.91,1090.8,1.4,3.646,140,False,False,constant,73.12,87.54,59,1,0,2,water,none,37.77,58.15,1.506,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-02T23:57:12,60,551.95,551.95,4.95,22.026,4.45,3.69,,,60.59,27.79,,-7.89,35.68,45.61,13/11/9,77.2,0.434,29.3,6.4,,,,,73.77,29.351,89.94,63.96,,2.284,0.0141,337.72,0.9756,normal,-0.00034029,0.0396,False,erosion,none,A_healthy,0.0522,0.0,1.0,,374.52,150.12,10020.05,11343.31,7373.15,15313.47,kalman_filter,-1323.26,1069.37,1636.0,0.0041,0.013,0.0608,1.224,30467.0,0.9927,1.636e-05,False,none,none,,,,,,2015-12-25T07:36:27,2016-06-07T17:45:55,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,141357.49,15122.25,28.88,48823.55,4.47,99.99,83.919,1090.8,1.4,1.797,140,False,False,constant,65.76,75.2,60,1,0,0,oil_hydraulic,particulate_mild,73.27,18.58,0.264,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-03T09:00:07,61,561.0,561.0,4.932,14.918,3.025,2.837,,,62.46,21.2,,-7.89,29.1,46.89,14/12/10,81.4,0.396,18.9,5.4,,,,,71.13,28.313,89.94,64.9,,0.311,0.0751,100.13,0.9929,normal,0.00264558,0.0267,False,erosion,none,A_healthy,0.0531,0.0033,1.0,,73.35,148.97,10011.0,11031.07,7170.2,14891.95,xgboost_gradient,-1020.08,898.78,1636.0,0.0041,0.0131,0.0608,1.224,30467.0,0.9925,1.642e-05,False,none,none,,,,,,2015-12-19T04:32:19,2016-05-28T01:24:51,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,65797.7,15122.25,37.07,48823.55,11.55,99.976,89.618,1090.8,1.4,7.308,140,False,False,constant,65.9,86.66,61,0,0,0,water,particulate_severe,70.5,128.84,6.017,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-03T18:03:01,62,570.05,570.05,4.669,11.679,2.502,2.482,,,56.35,29.58,,-7.89,37.47,45.53,13/11/9,87.5,0.321,39.2,11.5,,,,,70.5,27.06,90.05,63.5,,0.913,0.0653,112.93,0.9964,normal,-0.00072676,0.0426,False,erosion,none,A_healthy,0.0539,0.0308,1.0,,82.97,147.92,10001.95,8034.83,5222.64,10847.02,particle_filter,1967.12,2234.64,1636.0,0.0041,0.0131,0.0609,1.224,30467.0,0.9924,1.648e-05,False,none,none,,,,,,2015-10-18T03:27:49,2016-02-12T07:39:11,mixed,False,apprentice,True,,,,none,none,302444.96,1782981.49,137144.26,15122.25,30.29,48823.55,11.58,99.976,87.796,1090.8,1.4,4.441,140,False,False,constant,80.74,86.48,62,0,0,0,steam,none,70.89,42.89,0.139,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-04T03:05:55,63,579.1,579.1,5.228,21.152,4.046,3.124,,,58.03,26.37,,-7.89,34.26,45.67,13/11/9,66.5,0.322,14.2,3.4,,,,,74.22,28.242,90.36,65.63,,0.18,0.0614,20.29,0.9939,normal,0.00011939,0.0223,False,erosion,none,A_healthy,0.0548,0.0088,1.0,,237.02,142.89,9992.9,11286.93,7336.5,15237.35,lstm_sequence,-1294.02,1485.25,1636.0,0.0041,0.0131,0.061,1.224,30467.0,0.9922,1.654e-05,False,none,none,,,,,,2015-12-25T06:33:42,2016-06-06T20:59:08,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,113971.2,15122.25,24.0,48823.55,8.14,99.983,81.067,1090.8,1.4,2.15,140,False,False,constant,72.87,90.51,63,0,0,0,gas_compressed_air,particulate_mild,39.94,48.93,0.892,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-04T12:08:50,64,588.15,588.15,4.343,15.796,3.637,3.053,,,62.28,27.67,,-7.89,35.56,43.6,14/12/10,61.6,0.372,46.0,5.3,,,,,70.42,28.911,89.32,62.86,,0.343,0.0856,18.47,0.9887,normal,-0.00170282,0.006,False,erosion,none,A_healthy,0.0556,0.012,1.0,,282.98,160.39,9983.85,11734.31,7627.3,15841.32,particle_filter,-1750.46,1961.97,1636.0,0.0041,0.0132,0.061,1.224,30467.0,0.9921,1.659e-05,False,none,none,,,,,,2016-01-03T23:18:07,2016-06-23T02:18:38,mixed,False,specialist,False,21.0,,,none,none,302444.96,1782981.49,79645.69,15122.25,23.77,48823.55,10.11,99.979,78.668,1090.8,1.4,2.335,140,False,False,constant,76.87,85.68,64,1,0,0,oil_hydraulic,particulate_mild,49.47,3.35,0.441,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-04T21:11:44,65,597.2,597.2,4.769,15.197,3.187,2.981,,,62.91,23.95,,-7.89,31.85,45.08,14/12/10,105.4,0.436,50.0,7.9,,,,,70.59,27.705,90.04,66.12,,2.496,0.0523,3.3,0.9697,normal,-0.00117912,0.0117,False,erosion,none,A_healthy,0.0565,0.0183,1.0,,346.37,145.06,9974.8,8154.21,5300.24,11008.19,weibull_regression,1820.59,2006.57,1636.0,0.0042,0.0132,0.0611,1.224,30467.0,0.9919,1.665e-05,False,none,none,,,,,,2015-10-21T18:18:09,2016-02-17T16:16:39,mixed,False,journeyman,False,80.0,,,none,none,302444.96,1782981.49,145309.98,15122.25,34.05,48823.55,14.24,99.971,81.225,1090.8,1.4,4.673,140,False,False,constant,72.96,82.39,65,2,0,0,water,none,56.45,34.38,3.574,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-05T06:14:38,66,606.24,606.24,4.567,14.541,3.184,2.367,,,58.26,21.69,,-7.89,29.58,46.03,14/12/10,74.0,0.405,31.0,5.1,,,,,71.57,28.459,89.14,66.42,,0.138,0.1714,264.41,0.9842,normal,-0.00173826,0.0045,False,erosion,cavitation,A_healthy,0.0573,0.0079,1.0,,485.56,140.93,9965.76,10920.05,7098.03,14742.06,xgboost_gradient,-954.29,1005.46,1636.0,0.0042,0.0132,0.0612,1.224,30467.0,0.9918,1.671e-05,False,none,none,,,,,,2015-12-18T18:16:00,2016-05-26T00:16:57,mixed,False,oem_certified,False,50.0,,,none,none,302444.96,1782981.49,75720.23,15122.25,47.41,48823.55,15.53,99.968,82.954,1090.8,1.4,4.843,140,False,False,constant,58.72,82.49,66,2,0,0,none,none,38.8,12.53,0.638,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-05T15:17:33,67,615.29,615.29,5.115,22.171,4.335,3.019,,,58.13,26.29,,-7.89,34.18,44.1,13/11/9,65.0,0.447,15.6,2.5,,,,,71.94,29.782,88.79,66.65,,0.963,0.0465,316.93,0.9955,normal,-0.00016375,0.0159,False,erosion,none,A_healthy,0.0582,0.0,1.0,,166.01,149.63,9956.71,9121.34,5928.87,12313.81,lstm_sequence,835.37,889.11,1636.0,0.0042,0.0132,0.0612,1.224,30467.0,0.9916,1.676e-05,False,none,none,,,,,,2015-11-11T15:57:46,2016-03-23T16:25:54,mixed,False,master_technician,False,40.0,,,none,none,302444.96,1782981.49,104913.57,15122.25,42.48,48823.55,3.1,99.99,79.255,1090.8,1.4,3.301,140,False,False,constant,77.9,82.96,67,1,0,3,water,none,61.74,15.66,0.312,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-06T00:20:27,69,624.34,624.34,4.997,12.866,2.575,3.188,,,60.11,23.25,,-7.89,31.14,44.19,15/13/11,288.2,0.368,16.3,4.1,,,,,70.34,29.449,88.72,63.95,,0.492,0.0244,68.46,0.9728,normal,-0.00422665,0.0,False,erosion,none,A_healthy,0.0591,0.0039,1.0,,379.51,147.22,9947.66,8637.12,5614.13,11660.11,weibull_regression,1310.54,1331.73,1636.0,0.0042,0.0133,0.0613,1.224,30467.0,0.9915,1.682e-05,False,none,none,,,,,,2015-11-01T22:53:55,2016-03-06T21:53:20,mixed,False,specialist,False,40.0,,,none,none,302444.96,1782981.49,92170.7,15122.25,49.99,48823.55,5.62,99.988,86.632,1090.8,1.4,5.735,140,False,False,constant,67.09,85.92,69,2,0,0,gas_compressed_air,particulate_mild,54.89,166.67,0.008,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-06T09:23:21,70,633.39,633.39,5.003,19.142,3.826,3.319,,,57.46,33.43,,-7.89,41.33,47.16,15/13/11,161.4,0.57,50.5,14.3,,,,,70.59,28.986,89.79,64.66,,0.32,0.023,18.75,0.9888,normal,1.457e-05,0.0279,False,erosion,none,A_healthy,0.0599,0.0339,1.0,,184.14,135.16,9938.61,10811.48,7027.46,14595.5,lstm_sequence,-872.87,886.98,1636.0,0.0042,0.0133,0.0614,1.224,30467.0,0.9913,1.687e-05,False,none,none,,,,,,2015-12-17T15:07:52,2016-05-23T07:09:01,mixed,False,specialist,False,38.0,,,none,none,302444.96,1782981.49,50524.29,15122.25,51.81,48823.55,5.44,99.989,82.858,1090.8,1.4,2.598,140,False,False,constant,80.42,95.9,70,1,0,1,gas_compressed_air,none,41.25,236.56,3.685,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-06T18:26:16,71,642.44,642.44,4.419,15.635,3.538,3.329,,,61.65,24.02,,-7.89,31.91,46.27,14/12/10,60.8,0.403,31.9,8.7,,,,,71.21,27.461,91.08,62.58,,0.438,0.0098,83.16,1.0,normal,0.00606441,0.0387,False,erosion,thermal_degradation,A_healthy,0.0608,0.0054,1.0,,93.24,153.57,9929.56,11334.73,7367.58,15301.89,particle_filter,-1405.17,1304.47,1636.0,0.0042,0.0133,0.0614,1.224,30467.0,0.9912,1.692e-05,False,none,none,,,,,,2015-12-28T21:48:14,2016-06-11T04:57:37,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,87888.86,15122.25,39.37,48823.55,16.49,99.966,86.582,1090.8,1.4,6.456,140,False,False,constant,78.11,85.1,71,1,0,0,water,water_ingress,42.96,71.44,0.9,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-07T03:29:10,72,651.49,651.49,4.877,14.717,3.018,2.724,,,65.41,26.73,,-7.89,34.62,46.19,14/12/10,191.5,0.46,14.8,2.4,,,,,72.2,29.85,88.08,65.76,,0.454,0.0059,21.26,0.9798,normal,-0.00088036,0.0469,False,erosion,none,A_healthy,0.0616,0.0188,1.0,,371.06,160.78,9920.51,8171.7,5311.61,11031.8,lstm_sequence,1748.81,1564.98,1636.0,0.0042,0.0133,0.0615,1.224,30467.0,0.991,1.698e-05,False,none,none,,,,,,2015-10-24T09:20:13,2016-02-20T13:25:57,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,107717.98,15122.25,41.38,48823.55,20.12,99.959,84.026,1090.8,1.4,2.936,140,False,False,constant,71.41,88.92,72,0,0,0,oil_hydraulic,none,32.35,8.2,0.827,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-07T12:32:04,73,660.53,660.53,5.147,17.225,3.346,2.986,,,58.38,22.85,,-7.89,30.74,48.07,13/11/9,79.1,0.39,17.6,3.1,,,,,71.39,28.116,90.14,64.02,,0.625,0.0366,246.05,0.9941,normal,-0.00028626,0.0772,False,erosion,none,A_healthy,0.0625,0.0151,1.0,,62.82,143.32,9911.47,11034.58,7172.48,14896.69,lstm_sequence,-1123.12,1054.7,1636.0,0.0042,0.0134,0.0616,1.224,30467.0,0.9909,1.703e-05,False,none,none,,,,,,2015-12-23T09:49:33,2016-06-01T07:55:48,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,96923.3,15122.25,44.61,48823.55,19.47,99.96,86.338,1090.8,1.4,3.67,140,False,False,constant,76.93,70.18,73,0,0,0,oil_hydraulic,none,26.46,92.8,3.918,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-07T21:34:59,74,669.58,669.58,5.141,16.271,3.165,3.098,,,58.17,21.98,,-7.89,29.88,49.04,14/12/10,146.5,0.401,13.9,3.6,,,,,70.97,29.383,91.15,64.5,,0.226,0.015,89.14,0.9986,normal,0.00515759,0.0,False,erosion,misalignment_induced,A_healthy,0.0633,0.0293,1.0,,19.16,149.94,9902.42,10953.96,7120.08,14787.85,particle_filter,-1051.55,1214.34,1636.0,0.0042,0.0134,0.0616,1.224,30467.0,0.9907,1.708e-05,False,none,none,,,,,,2015-12-22T02:33:54,2016-05-29T20:27:09,mixed,False,specialist,False,86.0,,,none,none,302444.96,1782981.49,106673.43,15122.25,51.83,48823.55,23.77,99.951,83.83,1090.8,1.4,4.089,140,False,False,constant,66.31,72.34,74,1,0,0,oil_process,none,79.95,67.59,0.372,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-08T06:37:53,75,678.63,678.63,5.055,15.622,3.09,3.158,,,62.56,20.0,,-7.89,27.89,43.11,14/12/10,104.2,0.502,40.5,9.4,,,,,71.65,29.572,89.43,66.35,,0.217,0.0302,73.65,0.9755,normal,-0.00265435,0.0,False,erosion,none,A_healthy,0.0642,0.0425,1.0,,281.41,153.01,9893.37,10636.01,6913.41,14358.61,kalman_filter,-742.64,875.58,1636.0,0.0043,0.0134,0.0617,1.224,30467.0,0.9905,1.713e-05,False,none,none,,,,,,2015-12-15T20:38:09,2016-05-18T23:14:21,mixed,False,journeyman,False,30.0,,,none,none,302444.96,1782981.49,100921.02,15122.25,47.93,48823.55,6.5,99.987,80.049,1090.8,1.4,2.551,140,False,False,constant,59.8,78.11,75,1,0,0,oil_process,particulate_severe,30.75,29.41,0.808,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-08T15:40:47,76,687.68,687.68,5.114,19.372,3.788,3.209,,,63.13,28.01,,-7.89,35.9,46.41,14/12/10,81.6,0.364,27.9,6.6,,,,,70.78,26.983,92.58,68.27,,0.416,0.0353,80.63,0.9908,normal,-0.00184631,0.0386,False,erosion,none,A_healthy,0.065,0.0099,1.0,,151.52,152.59,9884.32,10696.56,6952.77,14440.36,physics_informed_nn,-812.24,1029.76,1636.0,0.0043,0.0135,0.0618,1.224,30467.0,0.9904,1.718e-05,False,none,none,,,,,,2015-12-17T11:57:39,2016-05-21T11:45:28,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,95138.23,15122.25,51.8,48823.55,8.34,99.983,82.95,1090.8,1.4,2.981,140,False,False,constant,74.44,87.42,76,2,0,0,oil_hydraulic,particulate_mild,65.68,50.79,6.922,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-09T00:43:41,77,696.73,696.73,5.384,22.434,4.167,3.278,,,62.76,26.98,,-7.89,34.87,44.54,14/12/10,98.5,0.413,33.3,5.0,,,,,70.33,27.04,87.7,68.94,,0.28,0.0224,57.38,0.9855,normal,0.00114463,0.0627,False,erosion,misalignment_induced,A_healthy,0.0659,0.0048,1.0,,202.98,149.41,9875.27,8217.41,5341.32,11093.5,xgboost_gradient,1657.86,1342.85,1636.0,0.0043,0.0135,0.0618,1.224,30467.0,0.9902,1.724e-05,False,none,none,,,,,,2015-10-27T05:25:56,2016-02-24T01:31:31,mixed,False,specialist,False,7.0,,,none,none,302444.96,1782981.49,94444.19,15122.25,57.16,48823.55,16.36,99.966,91.798,1090.8,1.4,2.783,140,False,False,constant,79.95,80.79,77,0,0,0,oil_process,none,56.11,81.26,1.011,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-09T09:46:36,78,705.78,705.78,4.975,17.915,3.601,3.468,,,59.19,25.67,,-7.89,33.56,45.31,13/11/9,73.0,0.336,34.9,6.5,,,,,70.97,27.559,88.8,67.91,,0.621,0.0293,122.15,0.9974,normal,0.00066606,0.0,False,erosion,none,A_healthy,0.0668,0.0201,1.0,,142.92,149.72,9866.22,10758.63,6993.11,14524.16,physics_informed_nn,-892.41,1119.95,1636.0,0.0043,0.0135,0.0619,1.224,30467.0,0.9901,1.729e-05,False,none,none,,,,,,2015-12-19T13:05:38,2016-05-24T10:36:57,mixed,False,apprentice,True,,,,none,none,302444.96,1782981.49,97986.64,15122.25,23.73,48823.55,3.74,99.99,85.976,1090.8,1.4,1.511,140,False,False,constant,66.1,90.71,78,1,0,0,steam,none,62.58,19.33,3.388,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-09T18:49:30,79,714.83,714.83,4.582,20.13,4.394,3.499,,,60.95,23.21,,-7.89,31.1,46.29,13/11/9,71.8,0.733,19.6,3.7,,,,,70.64,27.398,90.32,65.65,,0.521,0.0412,46.74,1.0,normal,0.000281,0.0,False,erosion,none,A_healthy,0.0676,0.0299,1.0,,46.62,134.05,9857.17,10665.94,6932.86,14399.02,lstm_sequence,-808.77,910.6,1636.0,0.0043,0.0135,0.062,1.224,30467.0,0.9899,1.733e-05,False,none,none,,,,,,2015-12-17T23:47:46,2016-05-21T12:52:33,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,84753.38,15122.25,59.85,48823.55,16.42,99.966,87.776,1090.8,1.4,7.857,140,False,False,constant,59.91,95.82,79,1,0,0,water,none,42.65,17.84,0.044,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-10T03:52:24,80,723.87,723.87,4.181,11.788,2.82,2.905,,,58.72,24.01,,-7.89,31.9,47.25,13/11/9,152.1,0.435,24.5,2.9,,,,,70.27,29.24,88.03,66.09,,1.24,0.0547,82.52,0.9808,normal,0.00106962,0.0084,False,erosion,none,A_healthy,0.0685,0.0289,1.0,,258.21,147.39,9848.13,8307.46,5399.85,11215.08,kalman_filter,1540.66,1602.31,1636.0,0.0043,0.0136,0.062,1.224,30467.0,0.9898,1.738e-05,False,none,none,,,,,,2015-10-30T05:36:21,2016-02-28T09:13:06,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,103178.74,15122.25,35.15,48823.55,13.25,99.973,85.268,1090.8,1.4,6.751,140,False,False,constant,62.33,79.97,80,1,0,0,steam,none,29.47,38.45,2.0,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-10T12:55:19,81,732.92,732.92,5.211,23.002,4.414,2.928,,,57.64,25.53,,-7.89,33.42,43.6,13/11/9,55.3,0.449,28.8,3.9,,,,,71.92,27.411,90.27,64.52,,1.054,0.047,20.83,0.9985,normal,0.00154915,0.0473,False,erosion,none,A_healthy,0.0693,0.0147,1.0,,126.36,146.7,9839.08,8660.51,5629.33,11691.69,xgboost_gradient,1178.57,1160.58,1636.0,0.0043,0.0136,0.0621,1.224,30467.0,0.9896,1.743e-05,False,none,none,,,,,,2015-11-06T23:10:35,2016-03-12T06:21:16,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,143095.25,15122.25,24.04,48823.55,8.5,99.983,78.367,1090.8,1.4,6.354,140,False,False,constant,81.32,94.33,81,2,0,0,oil_process,particulate_mild,35.35,49.3,1.123,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-10T21:58:13,82,741.97,741.97,5.739,25.173,4.386,2.966,,,64.95,28.71,,-7.89,36.6,46.1,14/12/10,133.1,0.4,29.2,5.7,,,,,71.45,29.999,89.01,64.32,,0.639,0.0166,420.03,0.9878,normal,0.000463,0.0215,False,erosion,none,A_healthy,0.0702,0.0245,1.0,,165.45,153.89,9830.03,8290.82,5389.03,11192.6,particle_filter,1539.21,1930.65,1636.0,0.0043,0.0136,0.0622,1.224,30467.0,0.9895,1.748e-05,False,none,none,,,,,,2015-10-30T15:22:44,2016-02-28T13:09:53,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,99279.1,15122.25,51.83,48823.55,11.81,99.976,89.491,1090.8,1.4,3.733,140,False,False,constant,76.18,91.93,82,1,0,0,water,particulate_mild,46.81,6.02,0.458,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-11T07:01:07,83,751.02,751.02,5.099,13.489,2.645,2.804,,,58.43,25.52,,-7.89,33.41,47.29,14/12/10,89.2,0.327,24.3,5.0,,,,,68.61,26.881,91.16,64.39,,0.291,0.2278,99.52,0.9909,normal,-0.00130003,0.0108,False,erosion,none,A_healthy,0.071,0.0138,1.0,,95.88,140.86,9820.98,11305.93,7348.85,15263.0,particle_filter,-1484.94,1855.3,1636.0,0.0043,0.0136,0.0622,1.224,30467.0,0.9893,1.753e-05,False,none,none,,,,,,2016-01-01T19:58:52,2016-06-14T17:03:18,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,142626.78,15122.25,39.73,48823.55,37.46,99.923,78.126,1090.8,1.4,1.565,140,False,False,constant,70.43,65.65,83,2,0,1,water,chemical_contamination,78.51,45.1,0.784,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-11T16:04:02,84,760.07,760.07,5.229,13.717,2.623,2.807,,,61.66,23.35,,-7.89,31.24,46.77,13/11/9,91.2,0.461,16.8,5.0,,,,,72.14,27.854,90.34,64.58,,0.697,0.0285,5.26,0.9996,normal,-8.669e-05,0.0,False,erosion,none,A_healthy,0.0719,0.0095,1.0,,72.71,145.98,9811.93,10636.46,6913.7,14359.23,xgboost_gradient,-824.53,889.12,1636.0,0.0043,0.0137,0.0623,1.224,30467.0,0.9891,1.757e-05,False,none,none,,,,,,2015-12-19T06:17:56,2016-05-22T09:03:40,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,127192.91,15122.25,41.48,48823.55,13.98,99.971,86.104,1090.8,1.4,5.587,140,False,False,constant,71.34,79.52,84,2,0,0,steam,chemical_contamination,53.34,75.59,1.813,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-12T01:06:56,85,769.12,769.12,5.439,13.939,2.563,2.601,,,56.43,29.12,,-7.89,37.01,47.76,13/11/9,247.4,0.363,29.5,7.8,,,,,70.18,27.262,90.27,66.05,,0.703,0.1125,120.15,0.9883,normal,0.00149388,0.0941,False,erosion,none,A_healthy,0.0728,0.023,1.0,,160.19,140.16,9802.88,11594.74,7536.58,15652.9,xgboost_gradient,-1791.85,1440.07,1636.0,0.0044,0.0137,0.0624,1.224,30467.0,0.989,1.762e-05,False,none,none,,,,,,2016-01-08T14:29:06,2016-06-25T16:38:37,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,61909.24,15122.25,23.37,48823.55,8.34,99.983,90.026,1090.8,1.4,1.457,140,False,False,constant,81.31,96.12,85,0,0,0,oil_process,particulate_mild,76.67,6.2,6.175,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-12T10:09:50,86,778.16,778.16,5.47,24.352,4.452,3.01,,,61.44,28.44,,-7.89,36.33,47.21,14/12/10,158.9,0.487,23.2,4.2,,,,,70.1,27.201,91.18,66.15,,0.334,0.0297,79.45,0.9846,normal,-0.00278137,0.0423,False,erosion,imbalance_induced,A_healthy,0.0736,0.0239,1.0,,235.66,149.84,9793.84,7911.84,5142.7,10680.98,lstm_sequence,1882.0,2371.66,1636.0,0.0044,0.0137,0.0624,1.224,30467.0,0.9888,1.767e-05,False,none,none,,,,,,2015-10-24T06:05:02,2016-02-16T15:13:41,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,134312.13,15122.25,52.46,48823.55,13.29,99.973,80.19,1090.8,1.4,1.892,140,False,False,constant,77.73,81.53,86,1,0,1,gas_compressed_air,chemical_contamination,36.4,82.97,1.35,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-12T19:12:45,87,787.21,787.21,5.408,19.226,3.555,3.335,,,65.72,24.4,,-7.89,32.29,47.18,14/12/10,96.5,0.399,30.3,4.8,,,,,70.4,27.232,90.18,69.37,,0.989,0.0396,9.86,0.966,normal,-0.00436595,0.0,False,erosion,electrical_pitting,A_healthy,0.0745,0.0243,1.0,,534.23,142.28,9784.79,10521.53,6838.99,14204.06,xgboost_gradient,-736.74,781.68,1636.0,0.0044,0.0137,0.0625,1.224,30467.0,0.9887,1.771e-05,False,none,none,,,,,,2015-12-17T23:58:33,2016-05-19T10:30:37,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,142254.09,15122.25,28.04,48823.55,9.77,99.98,87.257,1090.8,1.4,6.322,140,False,False,constant,65.72,93.77,87,2,0,0,gas_compressed_air,none,45.15,52.96,0.459,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-13T04:15:39,88,796.26,796.26,5.0,14.224,2.845,3.628,,,61.77,21.22,,-7.89,29.12,44.9,14/12/10,67.7,0.463,17.9,2.4,,,,,71.46,27.687,88.43,65.67,,0.807,0.0408,130.67,0.9782,normal,-0.00254694,0.0,False,erosion,none,A_healthy,0.0753,0.0113,1.0,,475.56,137.79,9775.74,9151.24,5948.31,12354.17,weibull_regression,624.5,781.23,1636.0,0.0044,0.0138,0.0625,1.224,30467.0,0.9885,1.776e-05,False,none,none,,,,,,2015-11-19T19:52:50,2016-04-01T06:48:52,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,133093.37,15122.25,32.59,48823.55,16.02,99.967,79.478,1090.8,1.4,7.145,140,False,False,constant,71.2,83.4,88,2,0,0,oil_process,none,52.06,15.03,2.082,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-13T13:18:33,89,805.31,805.31,4.606,19.396,4.211,3.253,,,59.44,22.26,,-7.89,30.15,44.92,13/11/9,146.6,0.514,22.4,5.2,,,,,70.15,27.324,90.3,67.05,,0.211,0.0593,59.38,0.9849,normal,-0.00293967,0.0099,False,erosion,none,A_healthy,0.0762,0.0,1.0,,264.94,137.59,9766.69,11264.24,7321.76,15206.72,weibull_regression,-1497.55,1378.86,1636.0,0.0044,0.0138,0.0626,1.224,30467.0,0.9884,1.78e-05,False,none,none,,,,,,2016-01-03T05:25:44,2016-06-15T11:54:45,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,75894.13,15122.25,24.29,48823.55,10.41,99.979,91.586,1090.8,1.4,2.9,140,False,False,constant,61.43,79.52,89,1,0,0,water,none,54.57,31.38,1.711,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-13T22:21:27,90,814.36,814.36,4.791,17.13,3.575,2.983,,,55.5,31.05,,-7.89,38.94,44.84,14/12/10,90.5,0.346,23.8,6.1,,,,,69.88,28.461,90.87,63.33,,0.57,0.0119,174.89,0.983,normal,-0.00106706,0.0282,False,erosion,none,A_healthy,0.077,0.0287,1.0,,170.74,151.69,9757.64,10879.09,7071.41,14686.77,physics_informed_nn,-1121.45,1263.86,1636.0,0.0044,0.0138,0.0627,1.224,30467.0,0.9882,1.785e-05,False,none,none,,,,,,2015-12-26T13:54:08,2016-06-02T05:35:01,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,137004.68,15122.25,59.59,48823.55,31.15,99.936,77.091,1090.8,1.4,4.454,140,False,False,constant,80.76,78.85,90,1,0,1,steam,none,88.6,31.85,6.012,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-14T07:24:22,91,823.41,823.41,5.242,24.258,4.628,2.813,,,60.24,25.97,,-7.89,33.87,46.35,14/12/10,114.1,0.553,34.9,9.6,,,,,71.74,29.618,88.83,69.17,,0.661,0.0636,188.65,0.9702,normal,-0.00288618,0.0246,False,erosion,none,A_healthy,0.0779,0.0306,1.0,,392.04,140.74,9748.59,10828.43,7038.48,14618.38,kalman_filter,-1079.83,1322.72,1636.0,0.0044,0.0138,0.0627,1.224,30467.0,0.988,1.789e-05,False,none,none,,,,,,2015-12-25T21:37:10,2016-05-31T19:34:07,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,141985.18,15122.25,49.19,48823.55,12.36,99.975,82.07,1090.8,1.4,2.419,140,False,False,constant,74.07,74.54,91,1,0,0,oil_hydraulic,particulate_mild,50.42,13.54,0.972,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-14T16:27:16,92,832.45,832.45,5.309,20.864,3.93,2.725,,,62.64,28.72,,-7.89,36.61,45.26,14/12/10,80.5,0.65,35.0,9.8,,,,,70.32,27.27,87.58,65.2,,0.645,0.0662,86.14,0.9764,normal,0.00209093,0.0009,False,erosion,none,A_healthy,0.0787,0.0228,1.0,,256.19,146.68,9739.55,10655.91,6926.34,14385.48,physics_informed_nn,-916.36,857.38,1636.0,0.0044,0.0139,0.0628,1.224,30467.0,0.9879,1.794e-05,False,none,none,,,,,,2015-12-22T16:24:31,2016-05-26T01:58:35,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,63981.45,15122.25,21.56,48823.55,5.67,99.988,79.721,1090.8,1.4,2.911,140,False,False,constant,83.48,86.09,92,3,0,0,gas_compressed_air,particulate_severe,35.06,42.02,0.851,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-15T01:30:10,93,841.5,841.5,4.732,20.651,4.364,3.534,,,65.11,24.77,,-7.89,32.66,45.93,14/12/10,78.3,0.323,35.8,8.3,,,,,71.84,29.812,89.92,63.34,,0.077,0.0149,7.72,0.9932,normal,0.00299935,0.022,False,erosion,none,A_healthy,0.0796,0.0269,1.0,,83.41,147.18,9730.5,7605.98,4943.89,10268.07,xgboost_gradient,2124.52,2069.14,1636.0,0.0044,0.0139,0.0629,1.224,30467.0,0.9877,1.798e-05,False,none,none,,,,,,2015-10-20T12:29:34,2016-02-08T10:35:08,mixed,False,specialist,False,68.0,,,none,none,302444.96,1782981.49,95290.83,15122.25,46.74,48823.55,9.45,99.981,87.167,1090.8,1.4,3.801,140,False,False,constant,66.46,82.66,93,2,0,1,steam,none,74.3,82.25,1.132,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-15T10:33:05,94,850.55,850.55,5.36,23.381,4.362,3.099,,,64.01,30.75,,-7.89,38.64,45.87,14/12/10,76.8,0.382,42.9,4.9,,,,,73.26,29.039,88.48,63.93,,0.428,0.0887,46.99,0.9867,normal,0.00036923,0.0,False,erosion,none,A_healthy,0.0805,0.0173,1.0,,257.61,137.57,9721.45,11220.23,7293.15,15147.3,particle_filter,-1498.78,1758.02,1636.0,0.0044,0.0139,0.0629,1.224,30467.0,0.9876,1.802e-05,False,none,none,,,,,,2016-01-04T04:39:51,2016-06-15T19:44:35,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,67536.41,15122.25,21.46,48823.55,14.57,99.97,79.553,1090.8,1.4,4.102,140,False,False,constant,76.72,80.09,94,2,0,1,oil_hydraulic,none,27.76,24.83,3.121,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-15T19:35:59,95,859.6,859.6,4.677,16.642,3.559,2.77,,,61.12,25.19,,-7.89,33.08,45.15,13/11/9,97.8,0.344,22.8,2.3,,,,,70.95,28.821,88.88,63.96,,1.902,0.118,50.33,0.9827,normal,-5.333e-05,0.0,False,erosion,none,A_healthy,0.0813,0.0484,1.0,,304.97,140.32,9712.4,8064.14,5241.69,10886.59,weibull_regression,1648.26,2115.5,1636.0,0.0045,0.0139,0.063,1.224,30467.0,0.9874,1.807e-05,False,none,none,,,,,,2015-10-30T19:40:07,2016-02-25T10:07:01,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,117830.44,15122.25,32.63,48823.55,12.94,99.973,85.652,1090.8,1.4,2.27,140,False,False,constant,70.82,80.26,95,1,0,1,steam,none,78.99,14.65,0.621,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-16T04:38:53,96,868.65,868.65,4.711,16.734,3.552,3.108,,,62.65,25.9,,-7.89,33.79,46.68,13/11/9,119.8,0.386,32.0,7.7,,,,,71.83,29.556,90.01,64.17,,1.001,0.0299,27.49,0.9856,normal,0.00309461,0.0212,False,erosion,none,A_healthy,0.0822,0.0346,1.0,,155.52,147.81,9703.35,8441.81,5487.17,11396.44,weibull_regression,1261.55,1218.79,1636.0,0.0045,0.014,0.063,1.224,30467.0,0.9872,1.811e-05,False,none,none,,,,,,2015-11-08T01:33:05,2016-03-10T04:11:01,mixed,False,journeyman,True,,,,none,none,302444.96,1782981.49,61881.12,15122.25,35.79,48823.55,10.04,99.979,81.97,1090.8,1.4,3.11,140,False,False,constant,73.04,84.62,96,1,0,0,oil_process,particulate_severe,29.56,29.28,1.44,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-16T13:41:48,97,877.7,877.7,4.969,15.245,3.068,3.076,,,62.91,23.15,,-7.89,31.04,45.67,14/12/10,87.1,0.454,66.0,14.3,,,,,70.78,27.992,89.64,71.09,,0.467,0.0134,31.5,0.9814,normal,0.00099816,0.0353,False,erosion,none,A_healthy,0.083,0.0269,1.0,,365.98,150.34,9694.3,11077.03,7200.07,14953.99,weibull_regression,-1382.72,1341.45,1636.0,0.0045,0.014,0.0631,1.224,30467.0,0.9871,1.815e-05,False,none,none,,,,,,2016-01-02T08:12:34,2016-06-11T21:10:07,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,87056.41,15122.25,30.75,48823.55,30.09,99.938,82.08,1090.8,1.4,5.844,140,False,False,constant,70.38,85.1,97,2,0,0,oil_hydraulic,none,55.45,119.5,2.159,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-16T22:44:42,98,886.75,886.75,3.899,13.484,3.459,2.971,,,63.84,20.84,,-7.89,28.73,47.35,13/11/9,89.8,0.395,25.2,3.9,,,,,69.92,27.927,89.65,64.03,,0.25,0.0069,126.0,0.9882,normal,-0.00101138,0.0052,False,erosion,none,A_healthy,0.0839,0.0186,1.0,,524.7,128.75,9685.25,11486.81,7466.43,15507.2,physics_informed_nn,-1801.56,1667.26,1636.0,0.0045,0.014,0.0632,1.224,30467.0,0.9869,1.819e-05,False,none,none,,,,,,2016-01-11T06:09:05,2016-06-26T18:32:09,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,112232.47,15122.25,59.35,48823.55,6.02,99.988,81.043,1090.8,1.4,4.721,140,False,False,constant,59.85,79.13,98,3,0,0,steam,particulate_mild,74.82,44.67,1.73,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-17T07:47:36,99,895.79,895.79,5.164,14.668,2.84,2.699,,,56.37,26.35,,-7.89,34.24,46.16,14/12/10,139.5,0.492,23.0,3.8,,,,,72.63,28.206,91.23,64.27,,0.645,0.0267,54.75,0.972,normal,-0.00294311,0.0294,False,erosion,imbalance_induced,A_healthy,0.0847,0.0194,1.0,,532.06,140.39,9676.21,10729.79,6974.36,14485.22,lstm_sequence,-1053.58,1006.56,1636.0,0.0045,0.014,0.0632,1.224,30467.0,0.9867,1.823e-05,False,none,none,,,,,,2015-12-26T20:41:18,2016-05-31T08:06:53,mixed,False,specialist,True,,,,none,none,302444.96,1782981.49,65441.9,15122.25,48.15,48823.55,35.22,99.928,82.321,1090.8,1.4,3.488,140,False,False,constant,80.2,82.21,99,2,0,1,oil_process,none,31.79,24.89,0.074,,,false_positive
ASSET-000001,turbine_gas,medium,Vanguard Fluid Power,MDL-2152-D,2015-04-10,10572.0,1800.0,71.12394072697744,arctic,HVAC,FAC-391,LINE-Q,active_active,2015-05-17T16:50:31,100,904.84,904.84,5.495,19.611,3.569,2.56,,,56.77,23.02,,-7.89,30.91,46.62,14/12/10,72.7,0.371,29.9,8.3,,,,,72.39,28.44,89.97,63.12,,0.134,0.0394,76.24,0.9979,normal,0.00304341,0.0,False,erosion,none,A_healthy,0.0856,0.0199,1.0,,38.11,167.0,9667.16,8619.17,5602.46,11635.89,physics_informed_nn,1047.98,862.71,1636.0,0.0045,0.014,0.0633,1.224,30467.0,0.9866,1.827e-05,False,none,none,,,,,,2015-11-13T06:25:45,2016-03-17T23:08:24,mixed,False,master_technician,True,,,,none,none,302444.96,1782981.49,65489.47,15122.25,32.65,48823.55,13.81,99.972,79.698,1090.8,1.4,3.786,140,False,False,constant,69.91,87.05,100,1,0,3,oil_hydraulic,particulate_mild,31.14,94.85,1.329,,,false_positive
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-13T07:57:41,1,7.96,7.96,1.424,5.793,4.068,2.877,,,56.67,48.58,,17.99,30.59,45.62,14/12/10,127.8,0.365,8.2,2.2,,,,,66.58,27.497,89.29,62.12,,0.256,0.0462,4.01,1.0,normal,0.0,0.0,False,electrical_pitting,none,A_healthy,0.0011,0.0042,1.0,,215.49,154.25,7490.04,6715.24,4364.91,9065.57,lstm_sequence,774.8,943.97,857.0,0.0,0.0004,0.01,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-30T05:34:53,2004-03-07T03:54:55,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,8245.11,2160.15,40.25,29614.83,20.57,99.931,83.741,571.1,1.4,5.358,140,False,False,variable_mild,65.03,74.83,1,0,0,0,oil_hydraulic,none,58.8,78.01,0.229,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-13T15:55:22,2,15.92,15.92,1.451,4.286,2.955,2.847,,,56.43,52.44,,17.99,34.45,47.32,13/11/9,91.1,0.345,16.4,2.6,,,,,69.11,26.435,90.82,64.89,,0.334,0.0285,52.11,1.0,normal,0.0,0.015,False,electrical_pitting,cavitation,A_healthy,0.0021,0.0102,1.0,,155.17,147.27,7482.08,6729.91,4374.44,9085.38,kalman_filter,752.17,974.51,857.0,0.0,0.0005,0.01,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-30T20:52:37,2004-03-08T00:20:41,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,17571.56,2160.15,48.66,29614.83,23.83,99.92,79.842,571.1,1.4,5.38,140,False,False,variable_mild,70.73,76.61,2,0,0,0,water,particulate_mild,32.21,5.05,0.282,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-13T23:53:04,3,23.88,23.88,1.465,6.352,4.336,2.364,,,63.03,48.83,,17.99,30.84,46.57,15/13/11,139.1,0.433,51.3,10.7,,,,,67.41,26.074,89.78,65.41,,1.07,0.0174,42.33,0.9897,normal,-0.00343486,0.0637,False,electrical_pitting,none,A_healthy,0.0032,0.0,1.0,,211.19,157.35,7474.12,6841.77,4447.15,9236.38,lstm_sequence,632.35,648.53,857.0,0.0,0.0005,0.0101,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-03T12:46:04,2004-03-12T07:23:09,mixed,False,specialist,False,13.0,,,none,none,43202.9,4556301.73,13265.71,2160.15,24.09,29614.83,15.48,99.948,79.957,571.1,1.4,4.926,140,False,False,variable_mild,66.81,83.5,3,0,0,0,water,none,53.64,71.98,1.157,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-14T07:50:45,4,31.85,31.85,1.711,5.778,3.377,3.241,,,59.42,50.09,,17.99,32.1,43.62,13/11/9,151.7,0.329,6.3,1.7,,,,,68.31,28.349,91.36,62.28,,1.279,0.0002,440.84,0.9994,normal,-0.00015381,0.0015,False,electrical_pitting,none,A_healthy,0.0042,0.0,1.0,,50.51,154.86,7466.15,8455.96,5496.37,11415.55,lstm_sequence,-989.81,1081.4,857.0,0.0,0.0005,0.0101,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-06T11:49:33,2004-05-08T19:24:42,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,11438.33,2160.15,55.01,29614.83,12.7,99.957,87.754,571.1,1.4,6.777,140,False,False,variable_mild,73.94,73.16,4,0,0,0,water,particulate_mild,72.95,35.49,2.477,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-14T15:48:27,4,39.81,39.81,1.418,5.272,3.717,2.67,,,63.05,53.05,,17.99,35.06,46.62,13/11/9,90.9,0.322,7.8,1.6,,,,,68.21,27.644,88.26,70.99,,0.168,0.1372,45.71,1.0,normal,0.0,0.0202,False,electrical_pitting,none,A_healthy,0.0053,0.0,1.0,,57.71,147.65,7458.19,6759.87,4393.91,9125.82,xgboost_gradient,698.32,646.27,857.0,0.0001,0.0005,0.0102,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-02T11:44:30,2004-03-10T01:41:44,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,7085.75,2160.15,45.37,29614.83,15.96,99.946,80.021,571.1,1.4,7.047,140,False,False,variable_mild,62.38,74.31,4,0,0,0,oil_hydraulic,none,30.25,39.35,11.936,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-14T23:46:08,5,47.77,47.77,1.448,4.424,3.054,2.786,,,57.65,51.54,,17.99,33.55,46.12,13/11/9,90.4,0.493,7.1,2.0,,,,,67.98,28.355,90.05,61.83,,0.46,0.0452,75.79,1.0,normal,0.0,0.0,False,electrical_pitting,none,A_healthy,0.0064,0.0,1.0,,178.68,157.85,7450.23,6513.97,4234.08,8793.86,lstm_sequence,936.26,785.18,857.0,0.0001,0.0005,0.0103,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-27T16:45:13,2004-03-01T16:38:35,mixed,False,oem_certified,False,74.0,,,none,none,43202.9,4556301.73,12949.98,2160.15,59.88,29614.83,18.1,99.939,80.317,571.1,1.4,1.212,140,False,False,variable_mild,64.64,73.1,5,0,0,0,steam,particulate_severe,67.73,70.08,0.659,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-15T07:43:50,6,55.73,55.73,1.561,6.806,4.36,2.705,,,59.69,48.66,,17.99,30.67,44.98,14/12/10,57.4,0.397,6.5,1.5,,,,,67.85,27.761,88.15,61.95,,0.554,0.022,38.78,1.0,normal,0.0,0.0,False,electrical_pitting,none,A_healthy,0.0074,0.0045,1.0,,92.86,165.12,7442.27,7984.31,5189.8,10778.82,xgboost_gradient,-542.04,643.6,857.0,0.0001,0.0005,0.0103,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-28T15:53:12,2004-04-23T02:23:45,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,6953.38,2160.15,39.58,29614.83,14.22,99.952,82.367,571.1,1.4,6.498,140,False,False,variable_mild,74.74,95.81,6,0,0,0,none,particulate_mild,65.22,34.31,7.202,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-15T15:41:31,7,63.69,63.69,1.56,4.4,2.82,2.992,,,63.61,50.42,,17.99,32.43,48.01,14/12/10,86.1,0.633,19.3,2.0,,,,,68.93,27.656,91.31,66.0,,0.131,0.0451,44.08,0.9887,normal,-0.00019238,0.032,False,electrical_pitting,none,A_healthy,0.0085,0.0049,1.0,,112.74,140.04,7434.31,7805.51,5073.58,10537.44,lstm_sequence,-371.21,424.16,857.0,0.0001,0.0005,0.0104,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-25T06:26:55,2004-04-17T02:22:42,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,18724.97,2160.15,45.3,29614.83,13.27,99.955,81.826,571.1,1.4,1.441,140,False,False,variable_mild,61.58,84.54,7,0,0,0,oil_hydraulic,particulate_mild,67.8,25.5,1.584,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-15T23:39:13,8,71.65,71.65,1.517,6.071,4.003,2.903,,,60.98,53.36,,17.99,35.36,47.42,14/12/10,81.6,0.31,10.0,1.3,,,,,68.0,26.928,89.99,67.04,,1.06,0.0012,48.65,0.997,normal,-0.00046905,0.0,False,electrical_pitting,none,A_healthy,0.0096,0.0133,1.0,,64.4,146.43,7426.35,8046.98,5230.54,10863.42,lstm_sequence,-620.63,598.02,857.0,0.0001,0.0005,0.0105,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-30T15:08:39,2004-04-25T23:35:15,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,8681.79,2160.15,46.94,29614.83,5.89,99.98,81.736,571.1,1.4,2.972,140,False,False,variable_mild,64.95,86.89,8,0,0,0,steam,particulate_severe,33.87,133.66,5.603,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-16T07:36:54,9,79.62,79.62,1.375,5.017,3.648,3.233,,,64.48,49.9,,17.99,31.91,46.1,14/12/10,89.4,0.407,8.0,1.4,,,,,69.18,27.211,88.29,63.98,,1.585,0.0201,123.77,0.9823,normal,-0.003531,0.0,False,electrical_pitting,none,A_healthy,0.0106,0.0022,1.0,,245.04,148.96,7418.38,8409.37,5466.09,11352.65,lstm_sequence,-990.98,842.93,857.0,0.0001,0.0005,0.0105,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-07T12:17:59,2004-05-09T03:34:44,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,8841.81,2160.15,40.05,29614.83,11.55,99.961,77.932,571.1,1.4,7.039,140,False,False,variable_mild,68.5,76.76,9,0,0,0,gas_compressed_air,particulate_mild,88.76,27.41,2.654,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-16T15:34:36,10,87.58,87.58,1.661,5.57,3.353,3.27,,,61.67,46.85,,17.99,28.86,45.56,14/12/10,102.4,0.322,17.6,2.0,,,,,67.9,25.959,89.7,62.88,,0.075,0.1098,160.06,1.0,normal,0.0,0.0005,False,electrical_pitting,fatigue_spalling,A_healthy,0.0117,0.0,1.0,,97.04,142.31,7410.42,8664.53,5631.95,11697.12,particle_filter,-1254.11,1183.19,857.0,0.0001,0.0006,0.0106,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-13T03:50:34,2004-05-18T12:25:45,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,19116.06,2160.15,45.67,29614.83,8.44,99.972,82.693,571.1,1.4,5.302,140,False,False,variable_mild,56.72,79.06,10,0,0,0,steam,none,71.44,47.68,0.27,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-16T23:32:17,11,95.54,95.54,1.36,4.495,3.306,3.128,,,61.61,49.78,,17.99,31.79,43.82,13/11/9,105.0,0.354,27.6,4.7,,,,,69.26,26.686,90.35,62.41,,0.124,0.0103,241.32,0.9884,normal,-0.00232335,0.0047,False,electrical_pitting,electrical_pitting,A_healthy,0.0127,0.0061,1.0,,136.5,138.21,7402.46,7049.32,4582.06,9516.58,particle_filter,353.15,319.59,857.0,0.0001,0.0006,0.0106,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-10T20:11:45,2004-03-22T15:27:23,mixed,False,specialist,False,50.0,,,none,none,43202.9,4556301.73,19065.41,2160.15,40.64,29614.83,3.97,99.987,83.637,571.1,1.4,7.327,140,False,False,variable_mild,64.87,83.62,11,0,0,0,oil_hydraulic,none,72.81,7.95,3.383,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-17T07:29:59,12,103.5,103.5,1.432,6.031,4.211,3.487,,,67.47,51.82,,17.99,33.83,44.72,14/12/10,55.1,0.416,7.2,1.3,,,,,69.41,28.521,89.66,65.81,,0.34,0.0372,17.12,1.0,normal,0.0022533,0.0578,False,electrical_pitting,none,A_healthy,0.0138,0.0,1.0,,336.19,146.67,7394.5,6817.69,4431.5,9203.88,weibull_regression,576.81,518.64,857.0,0.0001,0.0006,0.0107,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-06T08:20:37,2004-03-14T18:32:05,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,18023.62,2160.15,55.26,29614.83,17.75,99.94,90.457,571.1,1.4,5.554,140,False,False,variable_mild,71.74,88.03,12,0,0,0,oil_process,chemical_contamination,40.91,42.41,1.532,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-17T15:27:40,13,111.46,111.46,1.512,6.596,4.362,3.141,,,63.29,49.03,,17.99,31.04,48.52,13/11/9,154.5,0.513,34.5,4.0,,,,,66.76,25.509,92.1,67.76,,0.217,0.0023,5.17,0.9849,normal,-0.00243483,0.0,False,electrical_pitting,none,A_healthy,0.0149,0.006,1.0,,199.29,148.17,7386.54,6379.25,4146.51,8611.99,xgboost_gradient,1007.29,1013.98,857.0,0.0001,0.0006,0.0108,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-27T13:05:10,2004-02-28T13:49:25,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,18597.17,2160.15,21.5,29614.83,3.71,99.987,82.846,571.1,1.4,5.955,140,False,False,variable_mild,66.83,83.62,13,0,0,0,steam,particulate_mild,26.13,21.59,2.579,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-17T23:25:22,14,119.42,119.42,1.52,6.601,4.342,3.073,,,59.42,50.94,,17.99,32.95,47.31,13/11/9,133.3,0.325,28.8,3.2,,,,,67.84,27.724,89.86,65.89,,0.39,0.068,4.54,0.994,normal,0.00232574,0.0,False,electrical_pitting,none,A_healthy,0.0159,0.0045,1.0,,64.48,160.54,7378.58,7896.45,5132.69,10660.21,xgboost_gradient,-517.88,505.12,857.0,0.0001,0.0006,0.0108,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-29T11:38:58,2004-04-22T15:24:30,mixed,False,journeyman,False,46.0,,,none,none,43202.9,4556301.73,12018.01,2160.15,51.67,29614.83,7.67,99.974,82.389,571.1,1.4,5.697,140,False,False,variable_mild,68.34,86.81,14,0,0,0,gas_compressed_air,particulate_mild,65.74,106.42,0.122,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-18T07:23:03,15,127.38,127.38,1.407,4.136,2.939,2.06,,,61.15,55.49,,17.99,37.5,44.09,13/11/9,182.3,0.306,37.1,7.8,,,,,68.48,28.035,90.02,63.91,,0.081,0.0809,2.95,1.0,normal,0.0,0.0263,False,electrical_pitting,none,A_healthy,0.017,0.0139,1.0,,140.77,153.88,7370.62,8713.04,5663.47,11762.6,lstm_sequence,-1342.42,1160.05,857.0,0.0001,0.0006,0.0109,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-15T19:54:12,2004-05-21T21:28:00,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,8823.72,2160.15,48.5,29614.83,4.92,99.983,83.238,571.1,1.4,2.967,140,False,False,variable_mild,69.44,78.02,15,0,0,0,water,none,74.96,78.37,1.467,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-18T15:20:45,16,135.35,135.35,1.539,4.217,2.74,3.723,,,62.1,49.1,,17.99,31.11,44.15,13/11/9,106.6,0.405,47.7,10.7,,,,,70.94,28.46,90.25,65.46,,2.317,0.025,181.99,0.9885,normal,1.486e-05,0.0,False,electrical_pitting,none,A_healthy,0.0181,0.0044,1.0,,446.79,152.37,7362.65,8588.71,5582.66,11594.75,xgboost_gradient,-1226.05,1513.44,857.0,0.0001,0.0006,0.0109,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-13T13:41:55,2004-05-17T19:44:44,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,11052.17,2160.15,55.1,29614.83,8.34,99.972,89.942,571.1,1.4,1.322,140,False,False,variable_mild,67.01,93.94,16,0,0,0,oil_process,none,41.66,15.46,2.586,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-18T23:18:26,17,143.31,143.31,1.482,3.877,2.616,2.697,,,65.92,49.75,,17.99,31.76,46.54,13/11/9,113.9,0.373,18.3,2.1,,,,,68.15,27.255,89.42,66.16,,1.545,0.0409,2.62,0.993,normal,-0.00140335,0.0121,False,electrical_pitting,none,A_healthy,0.0191,0.0126,1.0,,99.13,154.64,7354.69,8290.39,5388.75,11192.02,physics_informed_nn,-935.69,882.58,857.0,0.0001,0.0006,0.011,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-07T16:30:03,2004-05-07T14:08:12,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,14576.92,2160.15,33.8,29614.83,19.07,99.936,83.708,571.1,1.4,2.122,140,False,False,variable_mild,62.03,90.19,17,0,0,0,oil_process,none,57.75,141.52,0.69,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-19T07:16:08,18,151.27,151.27,1.597,5.228,3.275,3.341,,,64.36,52.56,,17.99,34.57,46.21,13/11/9,175.3,0.375,39.6,10.2,,,,,68.59,27.78,91.68,62.68,,0.385,0.0198,117.47,0.9882,normal,0.00065908,0.0044,False,electrical_pitting,none,A_healthy,0.0202,0.0143,1.0,,119.38,152.77,7346.73,6500.6,4225.39,8775.81,kalman_filter,846.13,1078.3,857.0,0.0001,0.0007,0.0111,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-01T17:34:09,2004-03-05T12:46:46,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,19161.48,2160.15,26.95,29614.83,14.43,99.951,83.878,571.1,1.4,3.58,140,False,False,variable_mild,66.44,80.57,18,0,0,0,steam,none,21.44,168.38,0.283,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-19T15:13:49,19,159.23,159.23,1.472,5.165,3.51,2.74,,,62.23,56.11,,17.99,38.12,44.67,13/11/9,57.2,0.379,22.7,3.0,,,,,67.11,26.107,89.69,63.13,,1.984,0.021,110.79,0.9977,normal,0.00075513,0.0063,False,electrical_pitting,none,A_healthy,0.0212,0.0024,1.0,,151.7,160.15,7338.77,7927.8,5153.07,10702.53,lstm_sequence,-589.03,475.0,857.0,0.0001,0.0007,0.0111,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-31T19:07:43,2004-04-25T09:51:26,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,11889.7,2160.15,42.91,29614.83,6.85,99.977,78.439,571.1,1.4,1.583,140,False,False,variable_mild,81.09,70.53,19,0,0,0,oil_process,none,54.41,12.89,1.802,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-19T23:11:31,20,167.19,167.19,1.394,4.046,2.901,2.565,,,63.93,49.75,,17.99,31.76,47.8,15/13/11,88.0,0.321,39.7,6.0,,,,,68.15,26.255,91.36,67.73,,0.774,0.0384,87.97,0.9941,normal,-0.00117057,0.0508,False,electrical_pitting,none,A_healthy,0.0223,0.0037,1.0,,131.68,165.26,7330.81,8059.33,5238.56,10880.09,lstm_sequence,-728.52,707.29,857.0,0.0001,0.0007,0.0112,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-03T20:51:21,2004-04-30T09:37:15,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,14567.18,2160.15,30.54,29614.83,15.94,99.946,87.526,571.1,1.4,3.304,140,False,False,variable_mild,69.18,84.57,20,0,0,0,water,none,33.34,33.81,1.346,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-20T07:09:12,21,175.15,175.15,1.567,6.177,3.942,2.573,,,59.43,46.48,,17.99,28.49,46.57,14/12/10,165.8,0.648,29.1,4.9,,,,,66.58,26.526,91.06,62.39,,0.027,0.1821,38.84,1.0,normal,0.00230849,0.0256,False,electrical_pitting,none,A_healthy,0.0234,0.0101,1.0,,29.51,158.77,7322.85,6240.12,4056.08,8424.16,xgboost_gradient,1082.72,1078.5,857.0,0.0001,0.0007,0.0113,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-27T07:12:51,2004-02-26T07:15:25,mixed,False,journeyman,False,50.0,,,none,none,43202.9,4556301.73,12097.93,2160.15,46.42,29614.83,10.32,99.965,87.08,571.1,1.4,2.389,140,False,False,variable_mild,50.66,79.14,21,0,0,0,gas_compressed_air,none,38.38,22.83,0.936,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-20T15:06:54,22,183.12,183.12,1.488,5.264,3.537,3.186,,,62.5,53.61,,17.99,35.62,46.56,13/11/9,231.0,0.34,22.4,4.9,,,,,69.17,26.826,91.18,63.4,,0.283,0.0235,184.36,0.9839,normal,-0.00181988,0.0,False,electrical_pitting,corrosion_fatigue,A_healthy,0.0244,0.0,1.0,,278.12,144.23,7314.88,8068.27,5244.37,10892.16,physics_informed_nn,-753.38,657.68,857.0,0.0001,0.0007,0.0113,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-04T17:14:53,2004-05-01T09:08:28,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,13318.86,2160.15,29.03,29614.83,7.99,99.973,86.773,571.1,1.4,3.465,140,False,False,variable_mild,83.32,78.26,22,0,0,0,oil_process,none,66.81,23.43,0.817,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-20T23:04:35,23,191.08,191.08,1.417,4.775,3.369,3.523,,,61.09,50.09,,17.99,32.1,45.71,13/11/9,127.2,0.347,8.3,2.0,,,,,67.21,25.639,90.3,64.22,,0.541,0.0835,19.14,0.9952,normal,0.00141451,0.0,False,electrical_pitting,none,A_healthy,0.0255,0.0245,1.0,,98.13,152.84,7306.92,8084.81,5255.13,10914.49,lstm_sequence,-777.89,632.35,857.0,0.0001,0.0007,0.0114,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-05T09:28:52,2004-05-02T07:09:52,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,17820.02,2160.15,23.47,29614.83,10.8,99.964,81.619,571.1,1.4,6.87,140,False,False,variable_mild,66.11,80.88,23,0,0,0,oil_process,chemical_contamination,87.8,27.73,3.96,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-21T07:02:17,24,199.04,199.04,1.425,5.751,4.036,2.646,,,60.27,57.23,,17.99,39.24,46.28,13/11/9,124.0,0.379,64.5,13.0,,,,,68.48,28.392,88.8,68.15,,0.554,0.0442,21.69,0.9749,normal,-0.00457215,0.041,False,electrical_pitting,none,A_healthy,0.0265,0.0,1.0,,315.22,132.97,7298.96,8040.08,5226.05,10854.11,lstm_sequence,-741.12,742.25,857.0,0.0001,0.0007,0.0114,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-04T19:04:41,2004-05-01T01:06:23,mixed,False,specialist,False,77.0,,,none,none,43202.9,4556301.73,13579.59,2160.15,26.04,29614.83,12.22,99.959,82.719,571.1,1.4,5.997,140,False,False,variable_mild,77.67,81.35,24,0,0,0,oil_process,water_ingress,81.66,47.01,2.147,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-21T14:59:58,25,207.0,207.0,1.413,4.967,3.516,3.447,,,57.51,51.33,,17.99,33.33,42.89,14/12/10,67.3,0.339,55.0,13.2,,,,,69.28,27.115,89.88,66.52,,0.2,0.0061,182.96,1.0,normal,0.00117057,0.0016,False,electrical_pitting,fretting_corrosion,A_healthy,0.0276,0.0022,1.0,,39.75,139.63,7291.0,6227.15,4047.65,8406.65,weibull_regression,1063.85,1226.48,857.0,0.0001,0.0007,0.0115,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-28T08:34:26,2004-02-27T04:04:33,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,19747.73,2160.15,25.47,29614.83,11.82,99.96,86.78,571.1,1.4,5.382,140,False,False,variable_mild,72.18,81.12,25,0,0,0,water,particulate_mild,62.08,208.07,2.091,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-21T22:57:40,26,214.96,214.96,1.401,5.321,3.798,3.544,,,60.72,51.81,,17.99,33.82,47.22,14/12/10,92.3,0.317,36.7,8.7,,,,,67.97,26.045,89.02,65.1,,0.121,0.0693,122.21,1.0,normal,0.0,0.0,False,electrical_pitting,none,A_healthy,0.0287,0.0,1.0,,173.71,150.74,7283.04,6789.45,4413.14,9165.75,xgboost_gradient,493.59,496.34,857.0,0.0001,0.0007,0.0116,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-10T09:41:05,2004-03-18T09:59:29,mixed,False,specialist,False,45.0,,,none,none,43202.9,4556301.73,12355.49,2160.15,39.8,29614.83,17.4,99.941,88.44,571.1,1.4,7.376,140,False,False,variable_mild,77.42,85.83,26,0,0,0,oil_hydraulic,particulate_mild,35.79,8.09,3.596,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-22T06:55:21,27,222.92,222.92,1.357,4.835,3.563,3.294,,,58.9,51.01,,17.99,33.02,43.85,14/12/10,91.3,0.705,32.9,9.0,,,,,68.53,27.204,89.18,68.85,,1.757,0.0918,34.18,0.9835,normal,-7.659e-05,0.0025,False,electrical_pitting,cavitation,A_healthy,0.0297,0.0251,1.0,,198.92,160.08,7275.08,5832.07,3790.85,7873.3,kalman_filter,1443.01,1684.66,857.0,0.0001,0.0008,0.0116,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-11-20T18:57:29,2004-02-13T20:10:58,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,6791.07,2160.15,26.42,29614.83,11.29,99.962,88.675,571.1,1.4,6.935,140,False,False,variable_mild,56.63,89.98,27,0,0,0,none,none,53.04,14.74,1.915,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-22T14:53:03,28,230.88,230.88,1.543,4.333,2.808,3.192,,,60.55,53.76,,17.99,35.77,46.23,14/12/10,94.2,0.437,17.9,1.9,,,,,68.48,26.25,88.73,64.61,,2.104,0.0317,1.88,0.9849,normal,-0.00206283,0.0057,False,electrical_pitting,fatigue_spalling,A_healthy,0.0308,0.0231,1.0,,240.0,151.95,7267.12,8211.41,5337.42,11085.41,lstm_sequence,-944.3,836.48,857.0,0.0001,0.0008,0.0117,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-09T16:35:29,2004-05-08T10:35:11,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,19973.01,2160.15,53.83,29614.83,16.9,99.943,82.982,571.1,1.4,1.249,140,False,False,variable_mild,76.9,84.92,28,0,0,0,gas_compressed_air,none,39.6,87.92,0.544,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-22T22:50:44,29,238.85,238.85,1.355,5.999,4.426,3.216,,,63.53,50.67,,17.99,32.68,46.22,14/12/10,96.3,0.37,16.9,3.1,,,,,68.05,28.095,91.53,63.13,,0.193,0.0103,223.48,0.9921,normal,0.00343436,0.0,False,electrical_pitting,cavitation,A_healthy,0.0319,0.0199,1.0,,319.93,159.74,7259.15,6760.26,4394.17,9126.35,kalman_filter,498.9,399.99,857.0,0.0001,0.0008,0.0118,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-10T18:58:29,2004-03-18T09:03:55,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,16958.93,2160.15,29.78,29614.83,6.81,99.977,88.128,571.1,1.4,2.872,140,False,False,variable_mild,76.75,86.34,29,0,0,0,water,particulate_mild,21.22,6.54,1.786,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-23T06:48:26,30,246.81,246.81,1.721,7.751,4.503,2.998,,,58.87,53.36,,17.99,35.37,44.69,14/12/10,55.4,0.349,8.0,2.3,,,,,69.32,28.221,89.44,66.64,,1.125,0.0866,40.46,0.9935,normal,-0.0012993,0.0392,False,electrical_pitting,none,A_healthy,0.0329,0.0073,1.0,,146.02,148.74,7251.19,6565.63,4267.66,8863.6,particle_filter,685.56,590.28,857.0,0.0001,0.0008,0.0118,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-07T01:37:24,2004-03-11T19:35:41,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,18853.27,2160.15,22.88,29614.83,7.76,99.974,82.862,571.1,1.4,1.18,140,False,False,variable_mild,68.51,81.64,30,0,0,0,oil_hydraulic,particulate_mild,66.25,161.0,2.61,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-23T14:46:07,31,254.77,254.77,1.281,3.866,3.018,3.26,,,61.57,55.02,,17.99,37.03,50.13,14/12/10,67.6,0.337,38.8,4.9,,,,,67.66,27.5,89.18,64.85,,0.101,0.1591,3.19,0.9938,normal,-0.00123984,0.03,False,electrical_pitting,none,A_healthy,0.034,0.0,1.0,,131.01,137.36,7243.23,7993.41,5195.71,10791.1,kalman_filter,-750.17,732.47,857.0,0.0001,0.0008,0.0119,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-06T03:28:17,2004-05-01T17:09:48,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,13301.03,2160.15,31.18,29614.83,13.33,99.955,87.225,571.1,1.4,3.4,140,False,False,variable_mild,69.1,72.53,31,0,0,0,none,none,58.97,21.37,3.871,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-23T22:43:49,32,262.73,262.73,1.449,5.449,3.761,2.991,,,65.06,46.29,,17.99,28.3,45.42,13/11/9,118.4,0.365,16.0,3.0,,,,,68.28,27.525,89.76,65.92,,0.963,0.0014,17.67,1.0,normal,0.00329982,0.0,False,electrical_pitting,none,A_healthy,0.035,0.0027,1.0,,7.74,158.45,7235.27,6618.8,4302.22,8935.37,lstm_sequence,616.47,794.33,857.0,0.0001,0.0008,0.012,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2003-12-08T20:07:41,2004-03-14T08:42:23,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,15531.42,2160.15,23.94,29614.83,9.54,99.968,77.197,571.1,1.4,5.276,140,False,False,variable_mild,75.88,88.07,32,0,0,0,gas_compressed_air,chemical_contamination,68.43,1.5,0.296,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-24T06:41:30,33,270.69,270.69,1.428,5.508,3.856,2.929,,,59.57,50.25,,17.99,32.26,46.97,14/12/10,128.4,0.31,23.3,4.7,,,,,65.79,26.902,89.94,64.88,,0.946,0.033,131.19,1.0,normal,0.00301617,0.0407,False,electrical_pitting,none,A_healthy,0.0361,0.0082,1.0,,501.46,150.78,7227.31,7723.02,5019.97,10426.08,physics_informed_nn,-495.72,559.01,857.0,0.0002,0.0008,0.012,2.239,22885.0,1.0,1e-06,False,none,none,,,,,,2004-01-01T04:12:14,2004-04-22T19:15:44,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,19276.76,2160.15,45.27,29614.83,40.05,99.865,87.1,571.1,1.4,4.889,140,False,False,variable_mild,77.11,90.98,33,0,0,0,oil_process,none,58.9,8.44,3.476,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-24T14:39:11,34,278.65,278.65,1.433,4.555,3.177,2.822,,,60.09,48.12,,17.99,30.13,43.09,14/12/10,131.2,0.53,47.3,5.0,,,,,69.37,28.08,91.35,68.95,,0.333,0.1055,3.67,0.9992,normal,0.00143167,0.0248,False,electrical_pitting,none,A_healthy,0.0372,0.0323,1.0,,214.83,147.2,7219.35,5799.22,3769.49,7828.95,lstm_sequence,1420.13,1420.64,857.0,0.0002,0.0008,0.0121,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-11-22T10:15:48,2004-02-14T23:59:26,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,20025.76,2160.15,44.05,29614.83,6.64,99.978,85.489,571.1,1.4,1.558,140,False,False,variable_mild,66.66,96.95,34,0,0,0,oil_process,none,34.13,99.22,1.913,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-24T22:36:53,35,286.61,286.61,1.359,4.301,3.164,2.851,,,57.05,50.69,,17.99,32.7,47.47,13/11/9,158.4,0.363,31.6,4.6,,,,,69.18,26.589,89.74,67.56,,0.19,0.0077,119.78,0.991,normal,-0.00049496,0.0,False,electrical_pitting,none,A_healthy,0.0382,0.0042,1.0,,136.11,134.96,7211.39,6144.89,3994.18,8295.6,kalman_filter,1066.5,1353.02,857.0,0.0002,0.0009,0.0121,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-11-29T23:03:34,2004-02-27T13:46:14,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,15979.35,2160.15,26.18,29614.83,21.03,99.929,78.457,571.1,1.4,1.867,140,False,False,variable_mild,71.35,93.06,35,1,0,0,oil_hydraulic,particulate_mild,62.13,44.49,0.168,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-25T06:34:34,36,294.58,294.58,1.409,5.715,4.055,3.158,,,61.7,53.22,,17.99,35.23,46.47,14/12/10,106.3,0.398,13.5,2.0,,,,,70.23,28.719,89.9,67.17,,0.445,0.0209,229.91,0.9796,normal,-0.00283095,0.016,False,electrical_pitting,none,A_healthy,0.0393,0.0047,1.0,,294.04,143.29,7203.42,5833.0,3791.45,7874.56,lstm_sequence,1370.42,1482.43,857.0,0.0002,0.0009,0.0122,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-11-23T19:04:43,2004-02-16T20:37:48,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,14775.1,2160.15,48.57,29614.83,12.18,99.959,88.797,571.1,1.4,6.007,140,False,False,variable_mild,79.13,73.36,36,1,1,0,oil_process,none,87.7,17.41,4.612,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-25T14:32:16,37,302.54,302.54,1.543,5.602,3.63,3.02,,,65.76,48.74,,17.99,30.75,46.97,13/11/9,84.2,0.304,11.9,1.7,,,,,69.07,27.003,89.55,65.7,,0.0,0.1116,132.01,1.0,normal,0.0,0.0,False,electrical_pitting,none,A_healthy,0.0403,0.0043,1.0,,9.34,138.62,7195.46,8238.62,5355.1,11122.14,lstm_sequence,-1043.16,862.98,857.0,0.0002,0.0009,0.0123,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-13T05:50:54,2004-05-12T09:21:56,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,20194.52,2160.15,35.66,29614.83,7.26,99.975,89.513,571.1,1.4,7.047,140,False,False,variable_mild,65.77,80.84,37,0,0,0,gas_compressed_air,none,83.11,24.24,1.452,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-25T22:29:57,38,310.5,310.5,1.592,5.194,3.263,2.902,,,61.9,48.17,,17.99,30.18,49.19,14/12/10,58.4,0.379,23.0,3.5,,,,,67.28,26.131,88.71,69.48,,0.48,0.0394,0.18,1.0,normal,0.0,0.015,False,electrical_pitting,none,A_healthy,0.0414,0.0141,1.0,,15.92,147.69,7187.5,6005.07,3903.29,8106.84,kalman_filter,1182.43,1470.37,857.0,0.0002,0.0009,0.0123,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-11-28T01:01:57,2004-02-23T14:48:21,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,9988.89,2160.15,40.4,29614.83,20.67,99.93,82.195,571.1,1.4,3.042,140,False,False,variable_mild,63.1,86.3,38,1,0,0,oil_hydraulic,chemical_contamination,45.84,48.07,0.302,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-26T06:27:39,39,318.46,318.46,1.624,6.501,4.002,2.888,,,56.47,52.72,,17.99,34.73,44.82,13/11/9,81.7,0.362,88.6,25.8,,,,,67.44,27.334,89.96,65.46,,0.496,0.169,96.87,0.9825,normal,-0.00334673,0.0,False,electrical_pitting,none,A_healthy,0.0425,0.0329,1.0,,266.14,148.53,7179.54,6703.67,4357.39,9049.96,physics_informed_nn,475.87,458.76,857.0,0.0002,0.0009,0.0124,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-12T22:17:49,2004-03-19T16:34:56,mixed,False,specialist,False,48.0,,,none,none,43202.9,4556301.73,10464.66,2160.15,33.58,29614.83,24.21,99.918,78.622,571.1,1.4,2.793,140,False,False,variable_mild,68.04,79.19,39,0,0,1,oil_process,none,38.94,3.55,3.949,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-26T14:25:20,40,326.42,326.42,1.404,4.169,2.97,2.832,,,61.41,50.63,,17.99,32.64,48.16,14/12/10,105.4,0.484,18.1,2.9,,,,,68.04,26.699,90.44,63.75,,0.352,0.0713,49.91,0.9907,normal,-6.879e-05,0.0525,False,electrical_pitting,none,A_healthy,0.0435,0.0081,1.0,,162.17,136.38,7171.58,8031.44,5220.43,10842.44,xgboost_gradient,-859.86,755.05,857.0,0.0002,0.0009,0.0125,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-09T22:08:25,2004-05-06T01:08:34,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,19363.48,2160.15,44.04,29614.83,20.67,99.93,88.71,571.1,1.4,4.909,140,False,False,variable_mild,67.67,90.92,40,1,0,0,water,none,72.1,105.6,1.067,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-26T22:23:02,41,334.38,334.38,1.541,3.923,2.546,3.01,,,62.78,52.27,,17.99,34.28,45.35,14/12/10,185.8,0.892,36.2,5.5,,,,,66.91,26.504,88.67,65.04,,1.717,0.063,176.23,0.9803,normal,0.00013067,0.0586,False,electrical_pitting,none,A_healthy,0.0446,0.0,1.0,,309.63,147.83,7163.62,7839.87,5095.92,10583.83,physics_informed_nn,-676.26,632.59,857.0,0.0002,0.0009,0.0125,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-06T06:19:16,2004-04-29T14:16:37,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,8456.31,2160.15,33.76,29614.83,22.03,99.926,85.422,571.1,1.4,1.039,140,False,False,variable_mild,64.78,89.45,41,1,0,0,water,particulate_mild,48.16,58.69,0.031,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-27T06:20:43,42,342.35,342.35,1.515,4.381,2.891,2.354,,,66.05,47.14,,17.99,29.15,47.36,14/12/10,57.1,0.304,31.9,5.1,,,,,70.9,29.159,91.96,67.99,,0.935,0.0185,31.09,1.0,normal,0.0,0.0474,False,electrical_pitting,cavitation,A_healthy,0.0457,0.011,1.0,,29.46,148.65,7155.65,8322.31,5409.5,11235.12,xgboost_gradient,-1166.65,1265.26,857.0,0.0002,0.001,0.0126,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-16T15:30:00,2004-05-17T00:18:29,mixed,False,oem_certified,False,9.0,,,none,none,43202.9,4556301.73,19773.27,2160.15,40.56,29614.83,13.42,99.955,85.764,571.1,1.4,6.974,140,False,False,variable_mild,60.01,79.46,42,0,0,0,oil_process,none,23.42,17.42,3.291,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-27T14:18:25,43,350.31,350.31,1.38,4.436,3.216,3.25,,,58.36,50.65,,17.99,32.66,46.79,13/11/9,150.2,0.413,43.1,10.5,,,,,68.71,28.619,91.03,66.16,,0.159,0.017,75.21,1.0,normal,0.0,0.0054,False,electrical_pitting,none,A_healthy,0.0467,0.0167,1.0,,135.34,148.09,7147.69,7923.88,5150.52,10697.23,weibull_regression,-776.18,724.6,857.0,0.0002,0.001,0.0127,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-08T16:14:42,2004-05-03T05:36:05,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,16869.4,2160.15,46.39,29614.83,16.26,99.945,85.578,571.1,1.4,7.153,140,False,False,variable_mild,68.0,78.83,43,0,0,0,water,none,51.67,2.66,1.292,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-27T22:16:06,44,358.27,358.27,1.343,4.237,3.154,2.727,,,62.73,50.37,,17.99,32.38,47.49,14/12/10,54.6,0.324,24.5,3.5,,,,,68.5,28.5,90.13,65.27,,1.185,0.036,38.38,1.0,normal,0.00350298,0.0086,False,electrical_pitting,none,A_healthy,0.0478,0.0,1.0,,29.09,153.38,7139.73,6227.56,4047.91,8407.2,xgboost_gradient,912.17,979.13,857.0,0.0002,0.001,0.0127,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-04T16:02:51,2004-03-04T11:41:35,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,14597.83,2160.15,21.47,29614.83,29.38,99.901,79.712,571.1,1.4,2.104,140,False,False,variable_mild,71.22,89.82,44,1,0,0,water,none,54.23,83.29,3.968,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-28T06:13:48,45,366.23,366.23,1.433,6.209,4.333,2.678,,,63.09,46.7,,17.99,28.71,46.71,13/11/9,60.4,0.585,13.0,2.2,,,,,67.48,25.966,90.5,66.55,,0.395,0.0386,361.51,0.9988,normal,0.00162508,0.0,False,electrical_pitting,fatigue_spalling,A_healthy,0.0488,0.0049,1.0,,542.88,159.0,7131.77,6686.24,4346.05,9026.42,lstm_sequence,445.53,414.53,857.0,0.0002,0.001,0.0128,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-14T13:20:56,2004-03-21T01:31:56,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,20062.67,2160.15,41.49,29614.83,7.75,99.974,91.322,571.1,1.4,2.783,140,False,False,variable_mild,62.37,79.58,45,0,0,0,oil_process,particulate_mild,57.95,1.2,1.596,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-28T14:11:29,46,374.19,374.19,1.505,5.151,3.423,2.913,,,63.3,51.27,,17.99,33.28,44.86,14/12/10,165.3,0.406,21.7,5.8,,,,,68.39,27.176,89.53,68.35,,0.148,0.0512,9.99,1.0,normal,0.00394012,0.0,False,electrical_pitting,none,A_healthy,0.0499,0.0051,1.0,,68.51,142.6,7123.81,6150.92,3998.1,8303.74,particle_filter,972.89,1176.69,857.0,0.0002,0.001,0.0129,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-03T17:38:58,2004-03-02T10:28:12,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,16192.03,2160.15,32.57,29614.83,8.88,99.97,82.603,571.1,1.4,3.929,140,False,False,variable_mild,80.67,94.99,46,1,0,0,water,particulate_mild,57.69,147.26,3.695,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-28T22:09:11,47,382.15,382.15,1.453,5.477,3.769,2.818,,,64.0,55.77,,17.99,37.78,45.74,13/11/9,110.6,0.416,50.8,10.2,,,,,67.98,26.551,89.37,65.4,,1.049,0.0676,139.02,0.9757,normal,-0.00485354,0.004,False,electrical_pitting,none,A_healthy,0.051,0.0083,1.0,,255.68,153.09,7115.85,7957.39,5172.31,10742.48,particle_filter,-841.55,1094.0,857.0,0.0002,0.001,0.0129,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-10T16:51:00,2004-05-05T17:56:17,mixed,False,journeyman,False,62.0,,,none,none,43202.9,4556301.73,14075.39,2160.15,27.53,29614.83,9.42,99.968,86.261,571.1,1.4,4.107,140,False,False,variable_mild,72.11,85.52,47,0,0,1,oil_process,particulate_mild,87.51,49.84,2.139,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-29T06:06:52,48,390.11,390.11,1.481,3.884,2.622,3.509,,,57.37,53.49,,17.99,35.5,45.49,14/12/10,92.9,0.363,13.5,1.6,,,,,69.79,27.935,89.29,61.0,,0.151,0.0042,93.43,0.9875,normal,-0.00249659,0.0,False,electrical_pitting,none,A_healthy,0.052,0.0136,1.0,,350.47,140.87,7107.89,8167.36,5308.78,11025.93,physics_informed_nn,-1059.47,1050.76,857.0,0.0002,0.001,0.013,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-15T09:47:39,2004-05-13T12:22:12,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,14524.04,2160.15,46.85,29614.83,22.26,99.925,82.52,571.1,1.4,3.088,140,False,False,variable_mild,83.18,82.95,48,0,0,1,gas_compressed_air,chemical_contamination,84.37,5.78,1.042,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-29T14:04:34,49,398.08,398.08,1.449,6.572,4.536,2.952,,,62.68,51.42,,17.99,33.43,42.66,14/12/10,65.9,0.343,16.0,2.4,,,,,67.7,26.747,87.07,65.71,,0.754,0.0039,100.68,0.9831,normal,-0.00338855,0.0,False,electrical_pitting,none,A_healthy,0.0531,0.0289,1.0,,227.11,149.53,7099.92,6303.69,4097.4,8509.98,weibull_regression,796.24,997.58,857.0,0.0002,0.001,0.013,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-07T21:55:11,2004-03-08T20:12:37,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,11005.83,2160.15,59.38,29614.83,9.48,99.968,89.138,571.1,1.4,4.588,140,False,False,variable_mild,68.83,83.67,49,1,0,0,steam,chemical_contamination,88.99,67.5,0.078,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-29T22:02:15,50,406.04,406.04,1.684,7.17,4.258,2.706,,,54.01,55.54,,17.99,37.55,46.71,13/11/9,176.1,0.346,50.4,10.2,,,,,69.59,26.451,90.62,60.65,,1.029,0.0231,28.64,0.9836,normal,-0.00303939,0.0692,False,electrical_pitting,none,A_healthy,0.0542,0.0028,1.0,,360.19,141.22,7091.96,6318.28,4106.88,8529.68,kalman_filter,773.68,630.91,857.0,0.0002,0.0011,0.0131,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-08T13:10:44,2004-03-09T16:34:40,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,10319.41,2160.15,52.79,29614.83,11.11,99.963,84.262,571.1,1.4,2.557,140,False,False,variable_mild,78.17,76.82,50,1,0,0,gas_compressed_air,none,35.0,117.25,5.373,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-30T05:59:57,51,414.0,414.0,1.62,6.268,3.87,3.035,,,52.11,49.87,,17.99,31.88,46.3,14/12/10,107.1,0.859,23.4,6.9,,,,,68.36,26.04,87.2,64.64,,0.735,0.2578,156.12,0.9669,normal,-0.00662209,0.0132,False,electrical_pitting,none,A_healthy,0.0552,0.0,1.0,,406.49,148.81,7084.0,7904.35,5137.83,10670.87,xgboost_gradient,-820.35,669.29,857.0,0.0002,0.0011,0.0132,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-10T22:10:24,2004-05-05T04:41:43,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,15313.22,2160.15,26.4,29614.83,8.15,99.972,81.459,571.1,1.4,4.698,140,False,False,variable_mild,64.48,96.92,51,1,0,0,oil_hydraulic,none,49.92,65.33,1.022,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-30T13:57:38,52,421.96,421.96,1.721,6.986,4.059,2.804,,,55.69,54.48,,17.99,36.49,48.67,14/12/10,79.4,0.377,37.0,4.8,,,,,69.93,28.878,89.44,64.66,,1.351,0.0883,52.57,0.9947,normal,0.00378471,0.0417,False,electrical_pitting,none,A_healthy,0.0563,0.0223,1.0,,75.19,155.61,7076.04,6619.13,4302.43,8935.82,physics_informed_nn,456.91,466.17,857.0,0.0002,0.0011,0.0132,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-15T11:31:23,2004-03-21T00:13:01,mixed,False,master_technician,False,61.0,,,none,none,43202.9,4556301.73,15292.69,2160.15,54.27,29614.83,14.59,99.951,84.756,571.1,1.4,2.871,140,False,False,variable_mild,72.47,83.46,52,1,0,0,water,none,49.71,128.34,0.437,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-30T21:55:20,53,429.92,429.92,1.498,6.746,4.504,3.282,,,62.35,49.46,,17.99,31.47,48.45,13/11/9,66.5,0.429,19.8,4.8,,,,,67.09,26.51,89.83,63.03,,0.141,0.0206,200.68,0.99,normal,0.0005051,0.0047,False,electrical_pitting,none,A_healthy,0.0573,0.0111,1.0,,103.78,155.99,7068.08,8171.24,5311.31,11031.18,particle_filter,-1103.17,1014.38,857.0,0.0002,0.0011,0.0133,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2004-01-17T03:32:37,2004-05-15T07:28:43,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,16079.87,2160.15,30.85,29614.83,30.23,99.898,87.142,571.1,1.4,2.366,140,False,False,variable_mild,78.11,78.34,53,1,0,0,gas_compressed_air,none,53.84,12.73,4.342,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-31T05:53:01,54,437.88,437.88,1.477,5.675,3.841,3.308,,,54.71,46.95,,17.99,28.96,45.17,14/12/10,57.7,0.429,13.2,3.4,,,,,68.81,28.057,90.66,60.73,,0.132,0.2337,165.49,0.9932,normal,0.00202289,0.0,False,electrical_pitting,misalignment_induced,A_healthy,0.0584,0.0293,1.0,,203.59,151.07,7060.12,6170.31,4010.7,8329.91,weibull_regression,889.81,857.42,857.0,0.0002,0.0011,0.0134,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-06T19:02:13,2004-03-05T18:38:38,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,8099.45,2160.15,48.13,29614.83,12.2,99.959,80.555,571.1,1.4,4.829,140,False,False,variable_mild,57.69,85.21,54,1,0,2,water,none,53.84,9.86,8.432,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-31T13:50:43,55,445.85,445.85,1.476,4.233,2.869,2.879,,,57.75,47.43,,17.99,29.44,43.18,13/11/9,54.8,0.32,17.8,5.2,,,,,67.15,27.42,89.21,66.64,,0.377,0.0406,2.51,1.0,normal,0.00327736,0.0,False,electrical_pitting,corrosion_fatigue,A_healthy,0.0595,0.0254,1.0,,162.26,148.94,7052.15,6162.95,4005.92,8319.99,physics_informed_nn,889.2,1004.4,857.0,0.0002,0.0011,0.0134,2.239,22885.0,0.9999,1e-06,False,none,none,,,,,,2003-12-06T23:19:18,2004-03-05T20:21:18,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,12278.58,2160.15,32.2,29614.83,28.88,99.903,83.659,571.1,1.4,3.513,140,False,False,variable_mild,60.07,89.39,55,1,0,2,oil_process,particulate_severe,66.39,66.13,0.97,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-07-31T21:48:24,56,453.81,453.81,1.474,3.841,2.605,3.195,,,57.22,53.19,,17.99,35.19,46.18,14/12/10,84.5,0.396,30.0,3.0,,,,,66.38,25.677,90.18,60.33,,0.293,0.0675,162.76,0.9865,normal,0.00392469,0.0229,False,electrical_pitting,none,A_healthy,0.0605,0.0141,1.0,,231.76,150.43,7044.19,7513.45,4883.74,10143.16,lstm_sequence,-469.26,521.55,857.0,0.0002,0.0011,0.0135,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-04T10:31:59,2004-04-23T00:14:29,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,20584.03,2160.15,44.56,29614.83,15.6,99.947,89.522,571.1,1.4,7.207,140,False,False,variable_mild,80.28,83.07,56,0,0,0,water,water_ingress,67.45,7.22,1.107,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-01T05:46:06,57,461.77,461.77,1.84,4.761,2.588,2.981,,,61.44,49.32,,17.99,31.33,46.79,13/11/9,230.1,0.451,19.8,3.6,,,,,68.24,26.484,89.32,67.57,,0.441,0.0319,504.07,0.9886,normal,-0.00120607,0.0477,False,electrical_pitting,none,A_healthy,0.0616,0.0048,1.0,,279.75,154.78,7036.23,5727.79,3723.07,7732.52,kalman_filter,1308.44,1413.88,857.0,0.0002,0.0012,0.0136,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-11-28T13:39:54,2004-02-20T02:23:33,mixed,False,journeyman,False,50.0,,,none,none,43202.9,4556301.73,8526.7,2160.15,55.91,29614.83,6.07,99.98,89.28,571.1,1.4,2.946,140,False,False,variable_mild,61.12,85.13,57,0,0,0,gas_compressed_air,particulate_mild,69.17,44.54,0.529,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-01T13:43:47,58,469.73,469.73,1.378,5.208,3.78,3.202,,,59.75,55.78,,17.99,37.79,47.03,14/12/10,157.0,0.434,64.5,14.1,,,,,68.39,28.358,91.0,64.8,,0.23,0.0765,67.44,0.9909,normal,0.0001722,0.0,False,electrical_pitting,none,A_healthy,0.0626,0.0097,1.0,,341.31,148.15,7028.27,6213.45,4038.74,8388.16,xgboost_gradient,814.82,721.25,857.0,0.0003,0.0012,0.0136,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-12-09T00:27:17,2004-03-08T15:09:44,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,9645.48,2160.15,35.73,29614.83,5.15,99.983,86.443,571.1,1.4,6.259,140,False,False,variable_mild,80.04,84.52,58,1,0,0,steam,particulate_mild,85.52,42.8,1.732,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-01T21:41:29,59,477.69,477.69,1.434,3.957,2.759,3.214,,,59.21,51.67,,17.99,33.68,45.11,14/12/10,61.0,0.378,25.6,7.6,,,,,69.04,26.583,89.02,64.3,,0.148,0.0451,43.58,0.9872,normal,-0.00118737,0.0058,False,electrical_pitting,none,A_healthy,0.0637,0.0138,1.0,,152.26,143.31,7020.31,7391.85,4804.71,9979.0,lstm_sequence,-371.55,360.24,857.0,0.0003,0.0012,0.0137,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-02T21:37:07,2004-04-19T16:46:03,mixed,False,apprentice,False,45.0,,,none,none,43202.9,4556301.73,19468.91,2160.15,27.96,29614.83,9.25,99.969,87.213,571.1,1.4,2.258,140,False,False,variable_mild,68.12,103.16,59,1,1,0,gas_compressed_air,particulate_mild,68.94,0.93,0.817,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-02T05:39:10,60,485.65,485.65,1.312,4.322,3.294,2.521,,,60.04,47.14,,17.99,29.15,44.24,13/11/9,93.3,0.398,13.4,2.5,,,,,69.06,26.955,89.46,66.06,,0.099,0.0849,88.0,1.0,normal,0.0,0.0,False,electrical_pitting,none,A_healthy,0.0648,0.0256,1.0,,56.47,140.66,7012.35,6548.16,4256.31,8840.02,xgboost_gradient,464.18,436.93,857.0,0.0003,0.0012,0.0138,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-12-16T15:44:05,2004-03-21T03:35:31,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,15304.54,2160.15,40.51,29614.83,14.06,99.953,84.589,571.1,1.4,4.644,140,False,False,variable_mild,62.85,97.74,60,1,0,0,steam,none,63.67,252.24,0.887,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-02T13:36:52,61,493.61,493.61,1.581,4.604,2.911,2.961,,,65.42,48.7,,17.99,30.71,45.04,14/12/10,69.5,0.4,13.3,2.4,,,,,67.99,26.92,89.74,63.84,,0.103,0.0562,35.64,0.9934,normal,0.00138408,0.0,False,electrical_pitting,contamination,A_healthy,0.0658,0.0451,1.0,,176.5,140.52,7004.39,8217.51,5341.38,11093.64,weibull_regression,-1213.12,1375.96,857.0,0.0003,0.0012,0.0138,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-20T18:22:05,2004-05-19T14:29:45,mixed,False,specialist,False,77.0,,,none,none,43202.9,4556301.73,15927.17,2160.15,59.24,29614.83,22.04,99.926,78.419,571.1,1.4,2.814,140,False,False,variable_mild,66.48,96.99,61,1,0,0,oil_process,water_ingress,45.94,10.38,1.086,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-02T21:34:33,62,501.58,501.58,1.392,5.685,4.082,3.283,,,62.88,49.85,,17.99,31.86,47.06,14/12/10,109.5,0.333,21.3,6.1,,,,,67.85,27.196,88.51,66.59,,1.012,0.0871,35.54,0.9961,normal,0.00149602,0.0363,False,electrical_pitting,none,A_healthy,0.0669,0.0,1.0,,171.25,152.7,6996.42,6106.44,3969.19,8243.7,kalman_filter,889.98,874.21,857.0,0.0003,0.0012,0.0139,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-12-08T02:47:47,2004-03-06T04:03:02,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,12396.83,2160.15,53.33,29614.83,10.25,99.965,82.765,571.1,1.4,5.815,140,False,False,variable_mild,65.0,90.07,62,0,0,0,oil_hydraulic,none,37.47,47.94,5.484,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-03T05:32:15,63,509.54,509.54,1.343,3.779,2.814,3.642,,,57.39,51.2,,17.99,33.21,48.17,13/11/9,63.0,0.445,38.5,6.9,,,,,68.74,28.639,89.93,67.43,,0.385,0.0154,7.43,1.0,normal,0.00181928,0.0043,False,electrical_pitting,none,A_healthy,0.068,0.0597,1.0,,36.29,141.68,6988.46,7372.75,4792.28,9953.21,xgboost_gradient,-384.28,439.65,857.0,0.0003,0.0012,0.014,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-03T19:54:36,2004-04-20T08:22:15,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,11689.57,2160.15,50.09,29614.83,11.08,99.963,81.679,571.1,1.4,1.836,140,False,False,variable_mild,73.3,76.11,63,1,0,0,steam,none,45.95,190.33,2.358,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-03T13:29:56,64,517.5,517.5,1.615,4.244,2.628,2.761,,,64.23,47.66,,17.99,29.67,47.1,13/11/9,95.6,0.408,18.9,4.1,,,,,69.01,27.327,90.53,68.1,,1.047,0.0625,384.58,0.9958,normal,0.00172039,0.0,False,electrical_pitting,imbalance_induced,A_healthy,0.069,0.0256,1.0,,147.23,137.81,6980.5,6239.26,4055.52,8423.0,physics_informed_nn,741.25,901.35,857.0,0.0003,0.0012,0.014,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-12-11T13:07:36,2004-03-11T12:51:58,mixed,False,apprentice,True,,,,none,none,43202.9,4556301.73,7247.81,2160.15,41.02,29614.83,10.98,99.963,85.223,571.1,1.4,6.573,140,False,False,variable_mild,70.03,84.75,64,1,0,0,none,none,82.69,3.56,0.731,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-03T21:27:38,65,525.46,525.46,1.42,4.172,2.938,2.902,,,60.59,51.55,,17.99,33.56,46.98,14/12/10,151.3,0.856,14.7,2.4,,,,,70.31,27.924,89.81,66.83,,1.249,0.0452,143.79,0.9745,normal,-0.00510334,0.0,False,electrical_pitting,none,A_healthy,0.0701,0.0224,1.0,,261.78,152.09,6972.54,5998.87,3899.27,8098.48,physics_informed_nn,973.67,808.56,857.0,0.0003,0.0013,0.0141,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-12-06T20:53:51,2004-03-03T08:30:12,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,18513.06,2160.15,57.3,29614.83,14.42,99.951,87.817,571.1,1.4,6.777,140,False,False,variable_mild,65.53,76.2,65,0,0,0,oil_hydraulic,particulate_mild,81.61,181.26,4.79,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-04T05:25:19,66,533.42,533.42,1.357,5.188,3.824,2.729,,,65.46,52.98,,17.99,34.99,43.55,13/11/9,53.1,0.311,24.8,5.7,,,,,67.9,28.348,89.97,65.9,,0.368,0.0238,55.88,0.9963,normal,0.00057157,0.0212,False,electrical_pitting,none,A_healthy,0.0711,0.0229,1.0,,169.72,152.19,6964.58,6379.46,4146.65,8612.27,weibull_regression,585.12,588.85,857.0,0.0003,0.0013,0.0142,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2003-12-15T03:08:59,2004-03-17T03:57:34,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,8150.03,2160.15,58.96,29614.83,6.8,99.977,78.352,571.1,1.4,2.385,140,False,False,variable_mild,71.97,86.04,66,0,0,0,none,particulate_mild,82.48,31.84,2.028,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-04T13:23:01,67,541.38,541.38,1.365,5.654,4.142,3.2,,,61.78,53.92,,17.99,35.93,48.23,13/11/9,92.8,0.334,15.5,4.1,,,,,68.21,26.092,90.13,66.87,,0.104,0.1537,109.52,0.9903,normal,-0.0011541,0.0072,False,electrical_pitting,none,A_healthy,0.0722,0.0113,1.0,,335.39,148.63,6956.62,7552.39,4909.06,10195.73,physics_informed_nn,-595.78,741.03,857.0,0.0003,0.0013,0.0142,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-08T21:34:49,2004-04-28T00:55:06,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,14897.73,2160.15,43.95,29614.83,10.5,99.965,84.671,571.1,1.4,5.768,140,False,False,variable_mild,78.06,78.54,67,0,0,0,steam,particulate_mild,36.82,82.03,4.119,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-04T21:20:42,68,549.35,549.35,1.235,4.007,3.246,3.159,,,62.37,51.0,,17.99,33.01,46.66,14/12/10,202.7,0.33,27.9,8.0,,,,,70.0,26.914,88.59,64.99,,1.87,0.0146,6.09,0.9921,normal,-0.00157812,0.0091,False,electrical_pitting,none,A_healthy,0.0733,0.0335,1.0,,128.48,166.8,6948.65,7385.67,4800.68,9970.65,xgboost_gradient,-437.01,562.48,857.0,0.0003,0.0013,0.0143,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-05T18:10:45,2004-04-22T11:09:46,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,17724.3,2160.15,48.41,29614.83,5.38,99.982,88.18,571.1,1.4,6.542,140,False,False,variable_mild,71.64,82.61,68,0,0,0,steam,none,71.59,75.81,10.747,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-05T05:18:23,69,557.31,557.31,1.498,6.7,4.471,2.842,,,61.5,49.38,,17.99,31.39,44.08,14/12/10,74.5,0.451,23.7,4.9,,,,,68.37,27.179,89.52,63.79,,0.244,0.1466,32.05,0.9822,normal,-0.00271956,0.0,False,electrical_pitting,none,A_healthy,0.0743,0.0202,1.0,,189.18,148.44,6940.69,8129.4,5284.11,10974.69,lstm_sequence,-1188.71,1222.3,857.0,0.0003,0.0013,0.0144,2.239,22885.0,0.9998,1e-06,False,none,none,,,,,,2004-01-21T14:00:30,2004-05-19T03:17:58,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,12935.81,2160.15,59.52,29614.83,9.89,99.967,78.974,571.1,1.4,5.635,140,False,False,variable_mild,69.93,91.32,69,1,0,0,water,particulate_mild,72.16,25.19,1.089,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-05T13:16:05,70,565.27,565.27,1.581,5.95,3.764,3.281,,,60.18,51.56,,17.99,33.57,44.67,14/12/10,112.6,0.541,22.7,2.3,,,,,68.58,27.136,89.54,64.01,,1.166,0.0065,17.06,0.9795,normal,0.00099729,0.0412,False,electrical_pitting,none,A_healthy,0.0754,0.021,1.0,,224.03,150.22,6932.73,5852.24,3803.95,7900.52,xgboost_gradient,1080.5,895.41,857.0,0.0003,0.0013,0.0144,2.239,22885.0,0.9997,1e-06,False,none,none,,,,,,2003-12-05T11:23:10,2004-02-28T19:40:07,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,10226.57,2160.15,59.19,29614.83,13.69,99.954,86.057,571.1,1.4,1.838,140,False,False,variable_mild,62.32,86.17,70,1,0,0,oil_hydraulic,none,33.08,89.58,5.843,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-05T21:13:46,71,573.23,573.23,1.575,7.16,4.547,2.65,,,60.59,53.22,,17.99,35.23,46.86,14/12/10,76.2,0.646,39.3,10.7,,,,,68.54,26.134,88.27,67.59,,0.183,0.0024,51.07,0.9845,normal,-0.00235812,0.0257,False,electrical_pitting,none,A_healthy,0.0765,0.0241,1.0,,155.27,132.98,6924.77,6559.45,4263.64,8855.25,physics_informed_nn,365.32,437.04,857.0,0.0003,0.0013,0.0145,2.239,22885.0,0.9997,1.02e-06,False,none,none,,,,,,2003-12-20T12:57:08,2004-03-25T04:45:29,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,8187.32,2160.15,39.12,29614.83,10.62,99.964,80.756,571.1,1.4,3.94,140,False,False,variable_mild,73.35,82.04,71,0,0,0,water,particulate_severe,22.48,26.69,2.107,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-06T05:11:28,72,581.19,581.19,1.288,5.187,4.026,3.001,,,60.96,53.51,,17.99,35.52,45.27,13/11/9,78.8,0.568,24.7,4.8,,,,,69.22,28.476,89.25,65.77,,0.582,0.0484,180.17,0.9807,normal,-0.00193186,0.0275,False,electrical_pitting,none,A_healthy,0.0775,0.0247,1.0,,277.99,143.58,6916.81,6320.19,4108.12,8532.26,physics_informed_nn,596.62,693.41,857.0,0.0003,0.0014,0.0146,2.239,22885.0,0.9997,1.03e-06,False,none,none,,,,,,2003-12-15T21:17:10,2004-03-17T01:21:10,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,18255.83,2160.15,53.16,29614.83,25.24,99.915,85.779,571.1,1.4,1.961,140,False,False,variable_mild,74.92,93.08,72,0,0,2,oil_process,none,31.63,17.17,0.166,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-06T13:09:09,73,589.15,589.15,1.362,6.16,4.523,3.037,,,60.72,49.36,,17.99,31.37,46.11,13/11/9,72.4,0.711,14.1,4.1,,,,,66.66,27.09,89.52,63.38,,0.431,0.1194,11.17,0.9822,normal,-0.00198877,0.0,False,electrical_pitting,none,A_healthy,0.0786,0.0123,1.0,,664.86,165.37,6908.85,6045.46,3929.55,8161.37,physics_informed_nn,863.39,1012.04,857.0,0.0003,0.0014,0.0146,2.239,22885.0,0.9997,1.05e-06,False,none,none,,,,,,2003-12-10T11:52:55,2004-03-07T15:47:34,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,8531.66,2160.15,28.5,29614.83,11.18,99.962,79.889,571.1,1.4,6.474,140,False,False,variable_mild,69.75,102.5,73,1,0,2,gas_compressed_air,water_ingress,75.2,235.62,2.52,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-06T21:06:51,74,597.11,597.11,1.512,5.044,3.337,2.96,,,50.06,50.43,,17.99,32.44,48.05,14/12/10,116.1,0.363,48.2,5.7,,,,,68.66,28.098,88.28,63.87,,1.734,0.0874,27.36,0.9815,normal,-0.00015315,0.0157,False,electrical_pitting,erosion,A_healthy,0.0796,0.0352,1.0,,382.06,148.61,6900.89,7292.6,4740.19,9845.01,physics_informed_nn,-391.71,342.23,857.0,0.0003,0.0014,0.0147,2.239,22885.0,0.9997,1.07e-06,False,none,none,,,,,,2004-01-05T19:24:50,2004-04-21T03:49:25,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,15424.17,2160.15,25.42,29614.83,4.79,99.984,81.072,571.1,1.4,5.182,140,False,False,variable_mild,65.8,82.05,74,1,0,0,steam,none,81.75,24.97,0.904,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-07T05:04:32,75,605.08,605.08,1.574,6.772,4.301,2.972,,,59.69,52.75,,17.99,34.75,48.17,14/12/10,176.9,0.445,42.7,4.5,,,,,68.63,26.178,86.81,66.63,,0.206,0.0015,145.48,0.9882,normal,0.00174259,0.0,False,electrical_pitting,none,A_healthy,0.0807,0.0392,1.0,,214.05,142.21,6892.92,6185.49,4020.57,8350.41,lstm_sequence,707.43,705.17,857.0,0.0003,0.0014,0.0148,2.239,22885.0,0.9997,1.09e-06,False,none,none,,,,,,2003-12-14T01:49:18,2004-03-13T06:44:38,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,9127.22,2160.15,57.91,29614.83,11.07,99.963,86.081,571.1,1.4,2.672,140,False,False,variable_mild,72.53,81.18,75,1,0,1,oil_hydraulic,particulate_mild,51.0,27.88,1.046,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-07T13:02:14,76,613.04,613.04,1.648,4.145,2.515,2.778,,,64.67,49.22,,17.99,31.23,47.69,13/11/9,178.5,0.421,16.7,4.9,,,,,68.89,27.381,89.92,66.88,,0.486,0.0948,29.19,0.9727,normal,-0.00236667,0.0488,False,electrical_pitting,none,A_healthy,0.0818,0.0255,1.0,,344.77,154.54,6884.96,6130.11,3984.57,8275.64,lstm_sequence,754.86,866.34,857.0,0.0003,0.0014,0.0148,2.239,22885.0,0.9997,1.1e-06,False,none,none,,,,,,2003-12-13T06:05:25,2004-03-11T15:37:38,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,10943.04,2160.15,34.89,29614.83,5.59,99.981,88.808,571.1,1.4,5.712,140,False,False,variable_mild,64.49,82.23,76,1,0,0,oil_process,particulate_mild,63.29,61.6,1.057,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-07T20:59:55,77,621.0,621.0,1.637,4.277,2.613,3.422,,,60.82,51.01,,17.99,33.02,46.87,13/11/9,140.1,0.353,112.8,24.7,,,,,68.59,27.124,88.27,64.87,,1.43,0.0486,226.97,1.0,normal,0.00386483,0.0602,False,electrical_pitting,none,A_healthy,0.0828,0.0306,1.0,,294.59,146.49,6877.0,7405.9,4813.84,9997.97,kalman_filter,-528.9,536.36,857.0,0.0003,0.0014,0.0149,2.239,22885.0,0.9997,1.12e-06,False,none,none,,,,,,2004-01-09T03:56:57,2004-04-26T04:00:51,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,16192.34,2160.15,20.36,29614.83,25.66,99.913,81.044,571.1,1.4,5.938,140,False,False,variable_mild,68.6,82.89,77,0,0,0,oil_process,chemical_contamination,68.72,2.31,0.276,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-08T04:57:37,78,628.96,628.96,1.744,7.603,4.36,3.159,,,65.6,48.73,,17.99,30.74,47.06,13/11/9,105.4,0.489,31.1,8.6,,,,,69.08,27.248,90.49,66.56,,0.206,0.0136,157.31,0.9906,normal,0.00169224,0.0065,False,electrical_pitting,none,A_healthy,0.0839,0.01,1.0,,184.95,167.93,6869.04,7556.96,4912.03,10201.9,lstm_sequence,-687.92,656.14,857.0,0.0003,0.0014,0.015,2.239,22885.0,0.9997,1.14e-06,False,none,none,,,,,,2004-01-12T15:26:30,2004-05-01T20:22:43,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,12422.8,2160.15,53.45,29614.83,7.15,99.976,90.683,571.1,1.4,7.498,140,False,False,variable_mild,64.81,81.55,78,1,1,1,oil_hydraulic,particulate_severe,78.44,47.12,5.495,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-08T12:55:18,79,636.92,636.92,1.455,5.607,3.854,3.614,,,59.93,53.66,,17.99,35.67,43.61,14/12/10,57.5,0.31,12.1,1.3,,,,,67.82,26.924,88.97,64.0,,0.076,0.0159,132.9,1.0,normal,0.00370534,0.0141,False,electrical_pitting,none,A_healthy,0.0849,0.0265,1.0,,103.05,155.65,6861.08,6395.33,4156.97,8633.7,physics_informed_nn,465.75,512.31,857.0,0.0003,0.0015,0.015,2.239,22885.0,0.9997,1.16e-06,False,none,none,,,,,,2003-12-19T18:35:18,2004-03-22T00:57:17,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,11231.36,2160.15,49.16,29614.83,17.2,99.942,88.283,571.1,1.4,2.411,140,False,False,variable_mild,71.51,69.03,79,1,0,1,oil_hydraulic,none,46.71,67.06,1.486,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-08T20:53:00,80,644.88,644.88,1.325,4.315,3.256,3.154,,,64.35,52.8,,17.99,34.81,44.65,13/11/9,112.3,0.432,36.6,3.8,,,,,68.15,26.293,87.87,64.29,,0.737,0.0026,38.7,0.9667,normal,-0.00430438,0.0,False,electrical_pitting,imbalance_induced,A_healthy,0.086,0.0366,1.0,,356.09,153.63,6853.12,6509.75,4231.34,8788.16,lstm_sequence,343.37,397.98,857.0,0.0003,0.0015,0.0151,2.239,22885.0,0.9997,1.17e-06,False,none,none,,,,,,2003-12-22T11:45:26,2004-03-26T10:10:08,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,11705.99,2160.15,56.58,29614.83,11.57,99.961,88.778,571.1,1.4,4.231,140,False,False,variable_mild,73.83,80.16,80,0,0,0,oil_process,particulate_mild,48.53,31.95,5.19,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-09T04:50:41,81,652.84,652.84,1.475,4.18,2.834,2.975,,,55.92,52.52,,17.99,34.53,46.67,14/12/10,84.6,0.386,59.8,15.0,,,,,68.52,27.843,88.36,61.31,,1.603,0.1503,119.41,0.9834,normal,0.00215035,0.0536,False,electrical_pitting,none,A_healthy,0.0871,0.0223,1.0,,217.84,148.52,6845.16,7667.98,4984.19,10351.77,physics_informed_nn,-822.82,718.38,857.0,0.0004,0.0015,0.0152,2.239,22885.0,0.9997,1.19e-06,False,none,none,,,,,,2004-01-15T22:50:02,2004-05-06T18:37:34,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,8938.0,2160.15,53.73,29614.83,17.34,99.941,79.831,571.1,1.4,5.381,140,False,False,variable_mild,60.05,88.87,81,1,0,0,water,none,72.16,165.12,1.529,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-09T12:48:23,82,660.81,660.81,1.699,6.817,4.013,2.889,,,63.38,52.16,,17.99,34.17,46.88,14/12/10,141.7,0.501,18.2,2.9,,,,,67.98,26.635,89.99,67.18,,1.014,0.0883,151.35,0.9597,normal,-0.00805936,0.0668,False,electrical_pitting,none,A_healthy,0.0881,0.0293,1.0,,484.9,148.63,6837.19,6012.11,3907.87,8116.35,xgboost_gradient,825.08,854.31,857.0,0.0004,0.0015,0.0152,2.239,22885.0,0.9996,1.21e-06,False,none,none,,,,,,2003-12-12T18:51:42,2004-03-09T11:06:02,mixed,False,journeyman,False,26.0,,,none,none,43202.9,4556301.73,17139.6,2160.15,56.0,29614.83,22.23,99.925,82.08,571.1,1.4,3.744,140,False,False,variable_mild,57.7,79.12,82,1,0,1,water,particulate_mild,27.91,24.27,4.071,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-09T20:46:04,83,668.77,668.77,1.661,4.306,2.592,3.315,,,58.31,53.93,,17.99,35.94,46.06,13/11/9,86.2,0.661,12.8,2.7,,,,,67.88,27.706,89.32,63.7,,0.535,0.006,222.19,0.9913,normal,0.00012488,0.0025,False,electrical_pitting,adhesive_wear,A_healthy,0.0892,0.0266,1.0,,163.49,150.28,6829.23,6396.02,4157.41,8634.63,particle_filter,433.21,548.89,857.0,0.0004,0.0015,0.0153,2.239,22885.0,0.9996,1.23e-06,False,none,none,,,,,,2003-12-21T02:46:44,2004-03-23T09:23:12,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,10183.13,2160.15,57.12,29614.83,13.15,99.956,86.702,571.1,1.4,3.398,140,False,False,variable_mild,74.66,86.4,83,1,0,0,water,water_ingress,59.21,18.47,0.639,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-10T04:43:46,84,676.73,676.73,1.558,5.558,3.567,3.28,,,57.73,49.4,,17.99,31.41,44.61,14/12/10,168.4,0.389,24.5,5.3,,,,,68.98,26.766,90.13,65.38,,0.482,0.0111,0.93,0.9901,normal,-0.00197479,0.0,False,electrical_pitting,none,A_healthy,0.0903,0.0217,1.0,,304.46,152.75,6821.27,7857.49,5107.37,10607.62,lstm_sequence,-1036.22,1190.83,857.0,0.0004,0.0015,0.0154,2.239,22885.0,0.9996,1.25e-06,False,none,none,,,,,,2004-01-20T21:28:33,2004-05-14T11:35:54,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,17471.67,2160.15,44.23,29614.83,19.43,99.934,90.21,571.1,1.4,1.489,140,False,False,variable_mild,74.21,98.43,84,1,0,0,steam,particulate_mild,64.14,88.61,0.29,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-10T12:41:27,85,684.69,684.69,1.639,7.394,4.511,2.912,,,65.08,49.92,,17.99,31.93,46.79,14/12/10,69.4,0.343,47.8,12.6,,,,,69.51,27.949,92.28,67.07,,0.621,0.0022,95.21,0.9973,normal,0.00613052,0.0234,False,electrical_pitting,erosion,A_healthy,0.0913,0.0137,1.0,,149.49,139.99,6813.31,5537.63,3599.46,7475.8,particle_filter,1275.68,1520.77,857.0,0.0004,0.0015,0.0154,2.239,22885.0,0.9996,1.27e-06,False,none,none,,,,,,2003-12-03T21:30:18,2004-02-22T15:40:29,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,13495.4,2160.15,48.08,29614.83,4.49,99.985,81.808,571.1,1.4,5.522,140,False,False,variable_mild,63.45,82.71,85,1,0,1,oil_process,none,37.27,45.69,1.223,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-10T20:39:09,86,692.65,692.65,1.448,4.024,2.779,2.802,,,62.74,47.89,,17.99,29.9,43.37,14/12/10,91.7,0.388,20.9,5.2,,,,,67.56,27.579,90.09,63.45,,0.347,0.0503,33.52,0.9958,normal,0.00247233,0.0141,False,electrical_pitting,none,A_healthy,0.0924,0.0194,1.0,,61.14,143.71,6805.35,6092.16,3959.9,8224.41,xgboost_gradient,713.19,658.77,857.0,0.0004,0.0016,0.0155,2.239,22885.0,0.9996,1.28e-06,False,none,none,,,,,,2003-12-15T18:43:55,2004-03-13T14:59:15,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,16571.76,2160.15,43.47,29614.83,13.08,99.956,79.552,571.1,1.4,7.814,140,False,False,variable_mild,49.27,74.91,86,2,0,0,steam,none,39.16,10.27,6.062,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-11T04:36:50,87,700.61,700.61,1.416,5.12,3.616,3.013,,,64.52,45.04,,17.99,27.05,43.34,14/12/10,205.0,0.462,40.3,8.1,,,,,69.47,28.858,88.94,63.23,,0.325,0.0882,32.99,0.9922,normal,0.00650249,0.0,False,electrical_pitting,lubrication_starvation,A_healthy,0.0934,0.0145,1.0,,219.3,147.69,6797.39,7136.26,4638.57,9633.95,kalman_filter,-338.87,289.39,857.0,0.0004,0.0016,0.0156,2.239,22885.0,0.9996,1.3e-06,False,none,none,,,,,,2004-01-06T20:44:32,2004-04-19T22:25:55,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,16023.99,2160.15,27.45,29614.83,17.59,99.941,86.243,571.1,1.4,6.061,140,False,False,variable_mild,58.12,85.34,87,0,0,0,water,water_ingress,50.54,9.31,5.524,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-11T12:34:32,88,708.58,708.58,1.351,4.814,3.563,2.759,,,57.55,49.72,,17.99,31.73,45.88,13/11/9,211.9,0.438,62.2,9.2,,,,,70.14,27.896,88.08,66.06,,1.233,0.0164,202.26,0.9824,normal,-0.00176595,0.0,False,electrical_pitting,adhesive_wear,A_healthy,0.0945,0.0133,1.0,,203.72,151.52,6789.42,7605.94,4943.86,10268.02,physics_informed_nn,-816.52,938.41,857.0,0.0004,0.0016,0.0156,2.239,22885.0,0.9996,1.32e-06,False,none,none,,,,,,2004-01-16T23:32:46,2004-05-06T21:37:31,mixed,False,specialist,False,26.0,,,none,none,43202.9,4556301.73,8039.24,2160.15,40.86,29614.83,13.97,99.953,84.266,571.1,1.4,5.722,140,False,False,variable_mild,65.53,81.51,88,2,0,0,oil_process,none,24.01,39.13,2.969,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-11T20:32:13,89,716.54,716.54,1.441,4.049,2.811,2.829,,,69.88,50.82,,17.99,32.83,44.78,14/12/10,103.5,0.532,17.6,3.6,,,,,68.98,28.732,88.91,65.23,,0.605,0.0081,18.37,0.9713,normal,-0.00376319,0.0127,False,electrical_pitting,none,A_healthy,0.0956,0.0523,1.0,,420.21,161.93,6781.46,6108.61,3970.59,8246.62,physics_informed_nn,672.86,782.91,857.0,0.0004,0.0016,0.0157,2.239,22885.0,0.9996,1.34e-06,False,none,none,,,,,,2003-12-17T02:50:24,2004-03-15T04:51:07,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,12408.39,2160.15,59.25,29614.83,14.55,99.951,84.824,571.1,1.4,3.565,140,False,False,variable_mild,70.98,90.23,89,2,0,0,oil_hydraulic,none,64.32,24.39,0.166,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-12T04:29:55,90,724.5,724.5,1.323,3.954,2.988,2.541,,,58.09,52.14,,17.99,34.15,49.64,13/11/9,209.2,0.392,35.5,9.3,,,,,68.31,28.405,89.72,67.19,,0.402,0.0045,99.49,0.9655,normal,-0.00635678,0.0,False,electrical_pitting,none,A_healthy,0.0966,0.0214,1.0,,534.05,150.14,6773.5,6022.73,3914.78,8130.69,lstm_sequence,750.77,788.55,857.0,0.0004,0.0016,0.0158,2.239,22885.0,0.9996,1.36e-06,False,none,none,,,,,,2003-12-15T15:51:56,2004-03-12T11:49:20,mixed,False,journeyman,False,80.0,,,none,none,43202.9,4556301.73,16663.25,2160.15,57.25,29614.83,7.36,99.975,80.654,571.1,1.4,3.771,140,False,False,variable_mild,66.74,77.91,90,1,1,1,oil_process,water_ingress,38.48,228.84,0.234,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-12T12:27:36,91,732.46,732.46,1.658,6.58,3.969,3.201,,,59.41,56.26,,17.99,38.27,48.08,14/12/10,65.9,0.452,92.1,11.0,,,,,66.84,25.553,89.26,63.31,,0.164,0.0363,83.2,0.9805,normal,-0.0030477,0.0159,False,electrical_pitting,none,A_healthy,0.0977,0.0353,1.0,,210.65,130.23,6765.54,7494.76,4871.59,10117.92,lstm_sequence,-729.22,639.22,857.0,0.0004,0.0016,0.0159,2.239,22885.0,0.9996,1.38e-06,False,none,none,,,,,,2004-01-15T15:50:19,2004-05-03T23:00:13,mixed,False,oem_certified,True,,,,none,none,43202.9,4556301.73,10711.1,2160.15,51.59,29614.83,11.75,99.96,90.103,571.1,1.4,5.288,140,False,False,variable_mild,84.09,93.57,91,2,0,1,oil_hydraulic,none,80.16,46.92,0.005,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-12T20:25:18,92,740.42,740.42,1.36,4.115,3.025,2.997,,,64.09,49.96,,17.99,31.97,46.32,14/12/10,97.8,0.423,17.4,2.4,,,,,68.77,27.716,86.1,64.59,,0.343,0.0176,14.83,0.963,normal,-0.00583714,0.0,False,electrical_pitting,none,A_healthy,0.0987,0.0304,1.0,,415.83,138.13,6757.58,5361.85,3485.2,7238.49,lstm_sequence,1395.73,1701.41,857.0,0.0004,0.0016,0.0159,2.239,22885.0,0.9995,1.39e-06,False,none,none,,,,,,2003-12-02T13:20:43,2004-02-18T17:59:31,mixed,False,journeyman,False,62.0,,,none,none,43202.9,4556301.73,6785.64,2160.15,23.06,29614.83,7.18,99.976,87.107,571.1,1.4,2.713,140,False,False,variable_mild,63.32,71.82,92,2,0,0,oil_hydraulic,none,71.57,42.27,2.057,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-13T04:22:59,93,748.38,748.38,1.644,4.519,2.749,2.86,,,59.51,53.37,,17.99,35.38,45.48,12/10/8,139.6,0.508,20.2,3.5,,,,,67.3,25.668,88.13,64.94,,1.163,0.1819,21.23,0.9784,normal,-0.00080088,0.0372,False,electrical_pitting,none,A_healthy,0.0998,0.0439,1.0,,250.36,146.47,6749.62,7422.4,4824.56,10020.24,xgboost_gradient,-672.78,557.79,857.0,0.0004,0.0017,0.016,2.239,22885.0,0.9995,1.41e-06,False,none,none,,,,,,2004-01-14T19:34:56,2004-05-02T01:25:19,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,17539.0,2160.15,37.63,29614.83,6.99,99.976,83.109,571.1,1.4,6.374,140,False,False,variable_mild,72.5,81.46,93,1,0,1,water,none,64.07,0.7,1.264,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-13T12:20:41,94,756.34,756.34,1.581,7.074,4.475,3.032,,,64.06,53.09,,17.99,35.1,48.14,14/12/10,142.9,0.516,64.9,19.0,,,,,68.87,26.748,90.29,66.3,,1.445,0.0221,33.45,0.9658,normal,-0.00110154,0.0451,False,electrical_pitting,none,A_healthy,0.1009,0.0297,1.0,,423.45,139.2,6741.66,6091.62,3959.55,8223.69,xgboost_gradient,650.03,531.77,857.0,0.0004,0.0017,0.0161,2.239,22885.0,0.9995,1.43e-06,False,none,none,,,,,,2003-12-18T10:09:21,2004-03-16T06:13:24,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,8079.75,2160.15,40.01,29614.83,17.3,99.942,85.744,571.1,1.4,2.072,140,False,False,variable_mild,68.0,72.98,94,1,0,1,water,particulate_severe,84.81,4.7,0.275,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-13T20:18:22,95,764.31,764.31,1.567,5.047,3.221,3.486,,,62.49,49.63,,17.99,31.64,46.47,14/12/10,157.9,0.348,36.7,3.7,,,,,68.64,28.27,89.5,67.06,,0.233,0.0399,315.66,0.9922,normal,0.00534244,0.0435,False,electrical_pitting,none,A_healthy,0.1019,0.0423,1.0,,82.42,159.26,6733.69,5930.58,3854.88,8006.28,physics_informed_nn,803.11,843.83,857.0,0.0004,0.0017,0.0161,2.239,22885.0,0.9995,1.45e-06,False,none,none,,,,,,2003-12-15T09:35:45,2004-03-10T21:17:54,mixed,False,master_technician,True,,,,none,none,43202.9,4556301.73,11302.03,2160.15,30.11,29614.83,23.8,99.92,88.639,571.1,1.4,3.288,140,False,False,variable_mild,59.51,88.19,95,1,0,0,steam,particulate_mild,48.9,13.95,1.598,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-14T04:16:04,96,772.27,772.27,1.721,6.692,3.888,3.422,,,62.06,50.27,,17.99,32.28,45.43,13/11/9,80.2,0.718,25.2,6.5,,,,,69.21,26.966,88.54,64.97,,0.151,0.0092,4.4,0.9921,normal,0.00230843,0.0319,False,electrical_pitting,none,A_healthy,0.103,0.041,1.0,,103.99,166.96,6725.73,5917.96,3846.68,7989.25,physics_informed_nn,807.77,975.11,857.0,0.0004,0.0017,0.0162,2.239,22885.0,0.9995,1.47e-06,False,none,none,,,,,,2003-12-15T11:15:00,2004-03-10T18:32:16,mixed,False,specialist,True,,,,none,none,43202.9,4556301.73,8511.62,2160.15,25.72,29614.83,6.38,99.978,83.848,571.1,1.4,7.835,140,False,False,variable_mild,67.87,71.92,96,0,0,0,oil_hydraulic,particulate_mild,46.14,64.56,0.247,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-14T12:13:45,97,780.23,780.23,1.469,6.698,4.559,3.217,,,62.55,49.25,,17.99,31.26,48.85,15/13/11,109.1,0.408,34.8,4.5,,,,,68.17,26.925,90.59,66.18,,0.746,0.0253,50.52,0.9823,normal,0.00385483,0.0115,False,electrical_pitting,none,A_healthy,0.1041,0.0181,1.0,,188.4,129.48,6717.77,7182.57,4668.67,9696.47,lstm_sequence,-464.8,442.44,857.0,0.0004,0.0017,0.0163,2.239,22885.0,0.9995,1.49e-06,False,none,none,,,,,,2004-01-11T03:30:54,2004-04-24T21:24:54,mixed,False,journeyman,False,23.0,,,none,none,43202.9,4556301.73,11302.13,2160.15,57.41,29614.83,11.29,99.962,77.971,571.1,1.4,1.722,140,False,False,variable_mild,71.39,85.16,97,2,0,2,steam,water_ingress,70.76,3.41,0.645,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-14T20:11:27,98,788.19,788.19,1.347,3.689,2.738,2.437,,,62.11,48.56,,17.99,30.57,46.13,13/11/9,276.6,0.406,31.8,7.2,,,,,68.59,26.126,89.69,63.46,,0.87,0.0816,122.31,0.9697,normal,-0.00174343,0.0,False,electrical_pitting,none,A_healthy,0.1051,0.0331,1.0,,329.47,150.85,6709.81,6233.7,4051.91,8415.5,particle_filter,476.11,473.27,857.0,0.0004,0.0017,0.0163,2.239,22885.0,0.9995,1.51e-06,False,none,none,,,,,,2003-12-22T17:02:28,2004-03-22T14:50:10,mixed,False,specialist,False,21.0,,,none,none,43202.9,4556301.73,18771.06,2160.15,58.4,29614.83,18.31,99.938,87.753,571.1,1.4,2.545,140,False,False,variable_mild,68.21,83.5,98,1,1,0,water,particulate_mild,83.51,16.11,5.84,,,catastrophic
ASSET-000002,rolling_element_bearing,medium,Delta Reliability Systems,MDL-6611-A,2003-07-13,7498.0,1500.0,68.28738423101734,outdoor_sheltered,oil_gas,FAC-189,LINE-H,none,2003-08-15T04:09:08,99,796.15,796.15,1.463,6.131,4.192,3.169,,,62.13,50.87,,17.99,32.88,45.76,14/12/10,103.2,0.481,27.9,3.0,,,,,69.75,28.657,90.12,62.96,,0.268,0.0122,60.11,0.9818,normal,0.00320125,0.0,False,electrical_pitting,none,A_healthy,0.1062,0.0302,1.0,,347.87,148.04,6701.85,5976.29,3884.59,8067.99,weibull_regression,725.56,924.1,857.0,0.0004,0.0018,0.0164,2.239,22885.0,0.9995,1.53e-06,False,none,none,,,,,,2003-12-17T16:17:50,2004-03-13T19:59:56,mixed,False,journeyman,True,,,,none,none,43202.9,4556301.73,11411.85,2160.15,41.71,29614.83,13.49,99.954,87.125,571.1,1.4,4.153,140,False,False,variable_mild,70.71,84.67,99,1,0,0,water,none,35.71,3.06,0.716,,,catastrophic
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-13T04:16:53,1,4.28,4.28,2.144,8.657,4.037,2.894,,,64.29,62.68,,24.52,38.16,44.97,13/11/9,101.0,0.612,8.7,1.7,,,,,85.5,34.837,90.41,62.61,,0.242,0.0379,50.13,0.987,normal,0.0,0.0137,False,fatigue_spalling,none,A_healthy,0.019,0.0,1.0,,191.41,153.28,220.9,252.07,163.84,340.29,lstm_sequence,-31.17,34.43,35.0,0.0986,0.1735,0.3297,0.502,16805.0,0.9844,0.00184027,False,none,none,,,,,,2012-03-18T10:18:57,2012-03-22T02:32:24,mixed,False,apprentice,True,,,,none,none,52671.71,6732493.08,18589.76,2633.59,24.75,53057.72,3.0,99.99,85.082,23.1,0.4,3.134,40,False,False,variable_mild,89.73,95.08,1,0,0,0,oil_process,particulate_severe,84.47,0.82,1.693,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-13T08:33:47,2,8.56,8.56,1.976,6.39,3.233,2.961,,,58.3,57.02,,24.52,32.49,47.97,13/11/9,57.1,0.342,31.8,8.3,,,,,85.3,34.885,90.05,64.12,,0.729,0.0675,35.11,0.9911,normal,-0.0044331,0.0421,False,fatigue_spalling,none,A_healthy,0.038,0.0151,1.0,,296.14,156.12,216.62,231.97,150.78,313.16,particle_filter,-15.35,16.33,35.0,0.0937,0.1686,0.3255,0.502,16805.0,0.978,0.00130311,False,none,none,,,,,,2012-03-18T04:32:59,2012-03-21T13:44:26,mixed,False,master_technician,True,,,,none,none,52671.71,6732493.08,12497.31,2633.59,31.98,53057.72,18.81,99.965,82.549,23.1,0.4,1.023,40,False,False,variable_mild,68.43,92.23,2,0,0,0,oil_hydraulic,none,41.95,22.44,0.324,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-13T12:50:40,3,12.84,12.84,2.068,6.774,3.276,2.836,,,64.19,59.81,,24.52,35.28,44.16,14/12/10,82.7,0.345,36.2,5.2,,,,,84.22,32.637,88.89,65.44,,0.843,0.2207,250.07,0.9872,normal,-0.00425178,0.0492,False,fatigue_spalling,none,A_healthy,0.057,0.0275,1.0,,340.63,125.98,212.34,174.34,113.32,235.36,weibull_regression,38.0,43.15,35.0,0.0901,0.1649,0.3223,0.502,16805.0,0.9731,0.00106487,False,none,none,,,,,,2012-03-17T04:00:56,2012-03-19T17:02:08,mixed,False,journeyman,False,10.0,,,none,none,52671.71,6732493.08,11313.76,2633.59,32.21,53057.72,10.91,99.979,81.88,23.1,0.4,6.279,40,False,False,variable_mild,82.72,90.51,3,0,0,0,oil_hydraulic,particulate_mild,24.29,34.82,1.405,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-13T17:07:34,4,17.13,17.13,2.415,9.641,3.992,3.041,,,61.93,58.87,,24.52,34.34,49.53,14/12/10,116.3,0.385,36.8,6.8,,,,,83.31,32.385,91.1,65.34,,0.725,0.0028,29.51,0.9758,normal,-0.0060617,0.0378,False,fatigue_spalling,none,A_healthy,0.0761,0.0055,1.0,,280.25,135.58,208.06,180.22,117.14,243.3,weibull_regression,27.84,27.67,35.0,0.0871,0.1619,0.3196,0.502,16805.0,0.969,0.00092274,False,none,none,,,,,,2012-03-17T11:14:10,2012-03-20T02:18:47,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,25068.96,2633.59,50.88,53057.72,9.05,99.983,84.327,23.1,0.4,7.83,40,False,False,variable_mild,86.07,79.28,4,0,0,0,oil_process,none,47.41,104.2,2.422,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-13T21:24:27,5,21.41,21.41,2.068,8.116,3.925,2.89,,,58.39,69.08,,24.52,44.56,44.1,14/12/10,141.0,0.661,14.3,1.5,,,,,85.49,34.419,90.14,65.33,,0.357,0.0171,427.0,0.9772,normal,-0.00456806,0.0353,False,fatigue_spalling,none,A_healthy,0.0951,0.0334,1.0,,269.17,137.53,203.77,184.46,119.9,249.02,lstm_sequence,19.31,21.38,35.0,0.0847,0.1593,0.3173,0.502,16805.0,0.9654,0.0008257,False,none,none,,,,,,2012-03-17T17:38:16,2012-03-20T10:11:57,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,19613.99,2633.59,57.34,53057.72,13.14,99.975,82.97,23.1,0.4,5.034,40,False,False,variable_mild,106.14,91.62,5,0,0,0,none,particulate_severe,50.84,1.55,2.486,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-14T01:41:21,6,25.69,25.69,1.926,5.912,3.069,3.012,,,59.9,59.99,,24.52,35.47,44.25,14/12/10,78.1,0.37,25.6,3.4,,,,,86.17,34.418,87.78,63.16,,1.654,0.0153,57.84,0.9735,normal,-0.00270425,0.0991,False,fatigue_spalling,none,A_healthy,0.1141,0.0375,1.0,,322.64,162.43,199.49,210.08,136.56,283.61,xgboost_gradient,-10.59,11.79,35.0,0.0825,0.157,0.3152,0.502,16805.0,0.9622,0.00075404,False,none,none,,,,,,2012-03-18T10:43:54,2012-03-21T12:15:41,mixed,False,oem_certified,True,,,,none,none,52671.71,6732493.08,12156.36,2633.59,35.24,53057.72,15.62,99.971,82.434,23.1,0.4,7.925,40,False,False,variable_mild,76.98,71.92,6,0,0,0,water,none,22.51,39.82,0.212,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-14T05:58:14,7,29.97,29.97,1.924,7.35,3.819,2.449,,,62.13,62.88,,24.52,38.36,43.89,14/12/10,73.3,0.399,7.0,1.0,,,,,85.11,32.571,87.75,67.46,,0.257,0.0455,277.13,0.9785,normal,-0.00252987,0.0503,False,fatigue_spalling,none,A_healthy,0.1331,0.0561,1.0,,288.6,145.13,195.21,221.57,144.02,299.12,lstm_sequence,-26.36,33.92,35.0,0.0806,0.1548,0.3133,0.502,16805.0,0.9592,0.00069833,False,none,none,,,,,,2012-03-18T20:45:20,2012-03-22T02:18:18,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,19609.92,2633.59,30.13,53057.72,21.52,99.959,90.238,23.1,0.4,4.15,40,False,False,variable_mild,87.39,73.8,7,0,0,0,oil_process,particulate_mild,83.03,20.43,0.742,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-14T10:15:08,8,34.25,34.25,2.07,5.251,2.537,3.159,,,62.35,58.14,,24.52,33.62,44.96,13/11/9,79.7,0.465,12.2,3.5,,,,,86.18,35.837,88.42,63.85,,0.625,0.2601,2.83,0.9707,normal,-0.00330779,0.0028,False,fatigue_spalling,none,A_healthy,0.1521,0.0594,1.0,,360.72,153.55,190.93,165.26,107.42,223.1,lstm_sequence,25.67,29.47,35.0,0.0788,0.1529,0.3115,0.502,16805.0,0.9564,0.0006534,False,none,none,,,,,,2012-03-17T20:52:50,2012-03-20T06:43:14,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,14322.44,2633.59,57.01,53057.72,10.53,99.98,88.053,23.1,0.4,4.314,40,False,False,variable_mild,73.48,88.87,8,0,0,0,oil_hydraulic,particulate_mild,37.02,132.11,2.92,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-14T14:32:02,9,38.53,38.53,2.189,9.336,4.266,2.748,,,65.12,62.4,,24.52,37.88,44.42,14/12/10,91.7,0.434,15.0,4.3,,,,,85.09,35.117,90.18,66.86,,0.908,0.198,36.12,0.9611,normal,-0.00292424,0.0386,False,fatigue_spalling,none,A_healthy,0.1711,0.0753,1.0,,452.48,137.83,186.65,170.9,111.08,230.71,particle_filter,15.75,13.29,35.0,0.0772,0.1511,0.3098,0.502,16805.0,0.9538,0.00061618,False,none,none,,,,,,2012-03-18T03:58:53,2012-03-20T15:47:41,mixed,False,specialist,True,,,,none,none,52671.71,6732493.08,15848.82,2633.59,42.94,53057.72,26.6,99.95,86.258,23.1,0.4,1.443,40,False,False,variable_mild,82.59,93.22,9,0,1,0,steam,none,49.99,33.79,6.316,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-14T18:48:55,10,42.82,42.82,1.868,7.932,4.246,2.634,,,66.97,62.01,,24.52,37.49,45.88,14/12/10,257.6,0.679,49.6,9.8,,,,,86.37,35.18,89.04,62.96,,0.95,0.0106,44.93,0.9451,normal,-0.00640473,0.0273,False,fatigue_spalling,electrical_pitting,A_healthy,0.1901,0.0856,1.0,,607.21,137.7,182.37,199.88,129.92,269.84,kalman_filter,-17.51,16.62,35.0,0.0758,0.1494,0.3083,0.502,16805.0,0.9514,0.00058469,False,none,none,,,,,,2012-03-18T22:45:19,2012-03-21T20:42:47,mixed,False,apprentice,True,,,,none,none,52671.71,6732493.08,25764.21,2633.59,53.33,53057.72,15.85,99.97,84.179,23.1,0.4,6.503,40,False,False,variable_mild,78.23,93.24,10,0,1,0,steam,none,42.49,113.52,1.393,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-14T23:05:49,11,47.1,47.1,2.12,7.555,3.563,2.96,,,56.63,60.02,,24.52,35.49,46.33,14/12/10,87.3,0.529,13.9,1.9,,,,,85.95,34.637,87.68,67.99,,0.532,0.0234,251.27,0.9551,normal,-0.00367076,0.0,False,fatigue_spalling,none,A_healthy,0.2092,0.1052,1.0,,503.32,145.97,178.09,162.75,105.79,219.72,weibull_regression,15.33,18.64,35.0,0.0744,0.1479,0.3068,0.502,16805.0,0.949,0.00055759,False,none,none,,,,,,2012-03-18T08:28:25,2012-03-20T17:26:14,mixed,False,specialist,True,,,,none,none,52671.71,6732493.08,23162.79,2633.59,40.42,53057.72,5.06,99.99,92.0,23.1,0.4,1.485,40,False,False,variable_mild,85.9,92.4,11,0,2,0,gas_compressed_air,particulate_severe,27.78,4.46,1.252,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-15T03:22:42,12,51.38,51.38,2.075,8.229,3.966,3.312,,,62.54,70.88,,24.52,46.35,46.49,14/12/10,108.9,0.383,18.8,2.5,,,,,83.86,35.214,89.36,64.57,,0.64,0.0026,37.12,0.9673,normal,-0.00224617,0.0255,False,fatigue_spalling,none,A_healthy,0.2282,0.1296,1.0,,351.24,138.68,173.8,138.17,89.81,186.53,lstm_sequence,35.63,37.76,35.0,0.0731,0.1464,0.3054,0.502,16805.0,0.9468,0.00053394,False,none,none,,,,,,2012-03-18T00:27:54,2012-03-20T00:49:32,mixed,False,specialist,False,51.0,,,none,none,52671.71,6732493.08,14560.88,2633.59,51.59,53057.72,14.83,99.972,86.566,23.1,0.4,1.194,40,False,False,variable_mild,96.88,86.49,12,0,0,0,oil_hydraulic,none,56.15,49.85,4.388,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-15T07:39:36,13,55.66,55.66,1.914,8.527,4.454,3.15,,,58.74,61.31,,24.52,36.79,46.57,13/11/9,89.0,0.6,16.7,1.8,,,,,84.65,33.301,87.95,65.88,,0.348,0.0378,59.38,0.966,normal,-0.00094255,0.0267,False,fatigue_spalling,none,A_healthy,0.2472,0.1252,1.0,,381.08,131.96,169.52,146.03,94.92,197.14,physics_informed_nn,23.49,24.25,35.0,0.0719,0.145,0.304,0.502,16805.0,0.9447,0.00051308,False,none,none,,,,,,2012-03-18T08:40:33,2012-03-20T11:47:13,mixed,False,oem_certified,True,,,,none,none,52671.71,6732493.08,23920.71,2633.59,57.51,53057.72,11.08,99.979,77.953,23.1,0.4,6.714,40,False,False,variable_mild,91.97,89.36,13,0,0,0,steam,water_ingress,30.26,71.15,0.191,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-15T11:56:29,14,59.94,59.94,1.857,5.585,3.007,2.834,,,62.04,59.19,,24.52,34.67,45.76,14/12/10,117.7,0.674,12.0,2.0,,,,,84.58,33.094,87.6,66.13,,0.74,0.0051,22.52,0.9576,normal,-0.00070369,0.033,False,fatigue_spalling,none,A_healthy,0.2662,0.1363,1.0,,500.61,142.11,165.24,184.03,119.62,248.44,lstm_sequence,-18.79,22.17,35.0,0.0708,0.1436,0.3027,0.502,16805.0,0.9427,0.00049449,False,none,none,,,,,,2012-03-19T07:57:21,2012-03-22T00:21:57,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,9348.56,2633.59,51.02,53057.72,16.84,99.968,82.57,23.1,0.4,5.447,40,False,False,variable_mild,82.04,75.94,14,0,1,0,water,particulate_severe,35.01,154.93,1.942,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-15T16:13:23,15,64.22,64.22,2.143,8.666,4.044,3.42,,,63.29,63.39,,24.52,38.87,45.71,14/12/10,99.3,0.454,21.2,6.2,,,,,85.37,35.839,89.87,68.02,,1.73,0.014,181.85,0.9425,normal,-0.00053001,0.0612,False,fatigue_spalling,none,A_healthy,0.2852,0.1529,1.0,,925.62,135.12,160.96,176.84,114.95,238.73,lstm_sequence,-15.88,18.89,35.0,0.0698,0.1423,0.3015,0.502,16805.0,0.9407,0.00047779,False,none,none,,,,,,2012-03-19T08:38:33,2012-03-21T22:32:09,mixed,False,specialist,False,80.0,,,none,none,52671.71,6732493.08,23569.15,2633.59,54.8,53057.72,8.28,99.984,80.814,23.1,0.4,4.247,40,False,False,variable_mild,83.93,91.65,15,0,2,0,water,none,40.94,73.66,0.051,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-15T20:30:17,16,68.5,68.5,2.236,9.246,4.134,3.578,,,63.61,66.58,,24.52,42.06,48.33,13/11/9,191.3,0.45,37.2,8.6,,,,,85.06,34.219,90.09,67.61,,1.997,0.0329,24.59,0.9399,normal,-0.00304345,0.038,False,fatigue_spalling,none,A_healthy,0.3042,0.1821,1.0,,909.24,140.71,156.68,144.12,93.68,194.56,particle_filter,12.56,15.0,35.0,0.0688,0.1411,0.3003,0.502,16805.0,0.9388,0.00046268,False,none,none,,,,,,2012-03-18T20:33:54,2012-03-20T23:00:27,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,22374.86,2633.59,57.17,53057.72,12.04,99.977,89.719,23.1,0.4,4.321,40,False,False,variable_mild,92.11,79.9,16,0,6,0,oil_hydraulic,none,87.19,56.45,3.667,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-16T00:47:10,17,72.79,72.79,2.189,6.44,2.942,2.359,,,60.47,68.13,,24.52,43.61,44.96,15/13/11,168.2,0.58,66.4,18.8,,,,,86.46,33.615,88.38,67.26,,1.109,0.0418,31.6,0.9288,normal,-0.00769918,0.0115,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.3232,0.1925,1.0,,1132.24,139.68,152.4,162.53,105.65,219.42,particle_filter,-10.14,8.82,35.0,0.0678,0.1399,0.2991,0.502,16805.0,0.937,0.00044892,False,none,none,,,,,,2012-03-19T10:03:07,2012-03-21T18:56:16,mixed,False,oem_certified,True,,,,none,none,52671.71,6732493.08,12692.34,2633.59,27.23,53057.72,38.28,99.928,87.008,23.1,0.4,6.929,40,False,False,variable_mild,93.62,90.19,17,0,0,0,gas_compressed_air,none,73.47,35.48,5.091,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-16T05:04:04,18,77.07,77.07,1.81,8.255,4.561,2.826,,,64.96,67.27,,24.52,42.74,45.95,14/12/10,121.4,0.623,64.7,19.0,,,,,86.17,35.593,87.9,68.04,,0.907,0.0123,124.13,0.9166,normal,-0.00987186,0.0573,False,fatigue_spalling,none,A_healthy,0.3422,0.2352,1.0,,926.76,125.14,148.11,123.15,80.05,166.26,weibull_regression,24.96,26.59,35.0,0.0669,0.1388,0.298,0.502,16805.0,0.9352,0.00043632,False,none,none,,,,,,2012-03-18T18:38:41,2012-03-20T13:44:55,mixed,False,specialist,True,,,,none,none,52671.71,6732493.08,18093.26,2633.59,31.41,53057.72,5.31,99.99,84.663,23.1,0.4,5.277,40,False,False,variable_mild,84.23,94.02,18,0,0,0,water,none,51.41,28.18,0.283,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-16T09:20:57,19,81.35,81.35,1.912,7.392,3.866,2.621,,,61.81,62.81,,24.52,38.29,47.24,14/12/10,124.1,0.541,11.3,3.1,,,,,85.3,34.189,86.93,70.47,,2.534,0.0712,15.65,0.9262,normal,-0.00628325,0.0021,False,fatigue_spalling,none,A_healthy,0.3613,0.2387,1.0,,824.29,131.73,143.83,120.77,78.5,163.04,particle_filter,23.07,20.68,35.0,0.0661,0.1377,0.2969,0.502,16805.0,0.9335,0.00042473,False,none,none,,,,,,2012-03-18T21:44:00,2012-03-20T16:00:08,mixed,False,specialist,False,21.0,,,none,none,52671.71,6732493.08,23886.16,2633.59,34.99,53057.72,9.69,99.982,83.361,23.1,0.4,1.302,40,False,False,variable_mild,80.48,86.62,19,0,0,0,gas_compressed_air,none,67.06,6.43,0.525,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-16T13:37:51,20,85.63,85.63,1.988,7.356,3.7,2.61,,,64.24,70.55,,24.52,46.03,45.31,14/12/10,175.5,0.709,37.6,4.3,,,,,86.21,33.052,87.1,65.18,,0.536,0.0472,272.7,0.9386,normal,-0.00078218,0.038,False,fatigue_spalling,none,A_healthy,0.3803,0.2448,1.0,,637.58,140.88,139.55,148.9,96.78,201.01,particle_filter,-9.35,12.03,35.0,0.0652,0.1367,0.2959,0.502,16805.0,0.9318,0.00041402,False,none,none,,,,,,2012-03-19T16:04:47,2012-03-21T20:11:38,mixed,False,specialist,False,49.0,,,none,none,52671.71,6732493.08,11044.7,2633.59,25.68,53057.72,17.15,99.968,83.117,23.1,0.4,5.78,40,False,False,variable_mild,107.72,85.1,20,0,0,0,water,none,27.65,45.51,0.182,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-16T17:54:44,20,89.91,89.91,1.876,5.81,3.097,3.213,,,60.24,69.31,,24.52,44.78,44.91,14/12/10,112.4,0.583,57.9,16.9,,,,,84.86,35.372,86.52,68.02,,0.667,0.0637,151.82,0.9225,normal,-0.00347655,0.0595,False,fatigue_spalling,none,A_healthy,0.3993,0.2803,1.0,,783.75,141.86,135.27,147.4,95.81,198.99,lstm_sequence,-12.13,14.95,35.0,0.0645,0.1357,0.2949,0.502,16805.0,0.9302,0.00040408,False,none,none,,,,,,2012-03-19T19:36:47,2012-03-21T23:12:12,mixed,False,journeyman,False,36.0,,,none,none,52671.71,6732493.08,14420.45,2633.59,45.91,53057.72,17.32,99.967,86.759,23.1,0.4,5.276,40,False,False,variable_mild,92.63,84.51,20,0,0,0,water,particulate_mild,31.59,17.11,3.773,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-16T22:11:38,21,94.19,94.19,1.963,6.373,3.247,3.34,,,60.82,70.24,,24.52,45.72,44.98,14/12/10,241.6,0.538,19.3,3.8,,,,,84.75,34.49,89.29,70.45,,1.025,0.0345,108.28,0.9217,normal,-0.00140853,0.0836,False,fatigue_spalling,misalignment_induced,A_healthy,0.4183,0.2907,1.0,,801.2,155.85,130.99,142.03,92.32,191.73,particle_filter,-11.04,13.39,35.0,0.0637,0.1347,0.2939,0.502,16805.0,0.9286,0.00039483,False,none,none,,,,,,2012-03-19T21:12:23,2012-03-21T22:54:55,mixed,False,master_technician,True,,,,none,none,52671.71,6732493.08,21540.11,2633.59,45.8,53057.72,16.37,99.969,80.617,23.1,0.4,6.752,40,False,False,variable_mild,92.24,98.14,21,0,0,0,oil_hydraulic,particulate_severe,54.35,18.63,0.307,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-17T02:28:31,22,98.48,98.48,2.014,7.688,3.818,3.081,,,64.99,67.42,,24.52,42.9,45.6,14/12/10,133.3,0.6,17.9,2.0,,,,,85.67,33.603,89.06,69.04,,1.003,0.0171,6.76,0.9151,normal,-0.00031668,0.0293,False,fatigue_spalling,none,A_healthy,0.4373,0.3292,1.0,,926.9,139.64,126.71,118.4,76.96,159.84,xgboost_gradient,8.31,10.23,35.0,0.063,0.1338,0.2929,0.502,16805.0,0.927,0.00038619,False,none,none,,,,,,2012-03-19T13:40:31,2012-03-21T07:06:55,mixed,False,journeyman,False,82.0,,,none,none,52671.71,6732493.08,23291.35,2633.59,54.0,53057.72,16.05,99.97,84.983,23.1,0.4,6.105,40,False,False,variable_mild,90.66,86.74,22,0,5,0,none,particulate_severe,64.95,79.13,2.758,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-17T06:45:25,23,102.76,102.76,1.912,5.593,2.925,3.337,,,66.82,65.67,,24.52,41.15,44.65,14/12/10,129.8,0.698,21.1,2.7,,,,,84.86,35.513,86.68,68.8,,0.792,0.034,10.35,0.9165,normal,-0.00193694,0.0,False,fatigue_spalling,none,A_healthy,0.4563,0.3425,1.0,,1096.96,136.83,122.43,109.87,71.41,148.32,lstm_sequence,12.56,10.71,35.0,0.0623,0.1328,0.292,0.502,16805.0,0.9255,0.00037809,False,none,none,,,,,,2012-03-19T13:41:27,2012-03-21T04:08:41,mixed,False,specialist,True,,,,none,none,52671.71,6732493.08,11911.78,2633.59,47.87,53057.72,15.14,99.971,80.795,23.1,0.4,4.616,40,False,False,variable_mild,73.67,86.79,23,0,0,0,oil_hydraulic,none,49.78,92.21,0.147,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-17T11:02:19,24,107.04,107.04,2.152,9.856,4.58,2.813,,,62.55,69.59,,24.52,45.07,46.51,14/12/10,137.6,0.563,12.1,3.5,,,,,86.19,34.81,87.05,65.42,,0.735,0.0075,269.21,0.9286,normal,-0.00199598,0.062,False,fatigue_spalling,none,A_healthy,0.4753,0.3629,1.0,,786.24,143.58,118.14,106.61,69.29,143.92,xgboost_gradient,11.54,11.16,35.0,0.0616,0.1319,0.291,0.502,16805.0,0.9241,0.00037048,False,none,none,,,,,,2012-03-19T16:20:29,2012-03-21T05:39:12,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,13286.13,2633.59,54.84,53057.72,5.24,99.99,85.965,23.1,0.4,5.758,40,False,False,variable_mild,98.6,73.97,24,0,0,0,oil_process,none,30.4,101.03,2.893,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-17T15:19:12,25,111.32,111.32,1.86,8.517,4.58,2.847,,,64.95,62.22,,24.52,37.7,45.98,15/13/11,145.3,0.707,14.1,1.6,,,,,84.78,35.223,87.98,67.26,,0.885,0.037,21.47,0.8926,normal,-0.00599589,0.0,False,fatigue_spalling,none,A_healthy,0.4944,0.3793,1.0,,1126.9,127.85,113.86,92.12,59.88,124.36,physics_informed_nn,21.74,22.99,35.0,0.061,0.1311,0.2901,0.502,16805.0,0.9226,0.00036332,False,none,none,,,,,,2012-03-19T13:22:48,2012-03-20T21:37:20,mixed,False,master_technician,True,,,,none,none,52671.71,6732493.08,23557.4,2633.59,31.24,53057.72,10.77,99.98,79.249,23.1,0.4,1.18,40,False,False,variable_mild,80.92,81.47,25,0,1,0,none,none,68.31,123.84,3.751,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-17T19:36:06,26,115.6,115.6,1.937,7.986,4.124,2.873,,,62.12,62.58,,24.52,38.06,46.56,14/12/10,134.7,0.567,13.5,1.4,,,,,84.96,34.403,87.76,70.46,,0.782,0.024,172.29,0.9025,normal,-0.00383679,0.0,False,fatigue_spalling,none,A_healthy,0.5134,0.4223,1.0,,1090.41,132.38,109.58,124.91,81.19,168.63,weibull_regression,-15.33,19.58,35.0,0.0603,0.1302,0.2892,0.502,16805.0,0.9212,0.00035655,False,none,none,,,,,,2012-03-20T10:03:27,2012-03-22T05:46:36,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,8393.76,2633.59,20.64,53057.72,15.15,99.971,85.403,23.1,0.4,7.916,40,False,False,variable_mild,79.86,89.21,26,0,2,0,oil_process,chemical_contamination,56.32,24.42,0.679,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-17T23:52:59,27,119.88,119.88,1.812,5.786,3.193,2.758,,,63.11,71.42,,24.52,46.9,45.63,15/13/11,184.4,0.608,86.2,22.3,,,,,87.47,35.261,85.85,68.33,,1.183,0.0973,25.02,0.8779,normal,-0.00743721,0.0438,False,fatigue_spalling,none,A_healthy,0.5324,0.4356,1.0,,1298.91,141.93,105.3,96.85,62.95,130.75,physics_informed_nn,8.45,7.78,35.0,0.0597,0.1294,0.2884,0.502,16805.0,0.9198,0.00035015,False,none,none,,,,,,2012-03-20T00:18:34,2012-03-21T10:12:28,mixed,False,master_technician,True,,,,none,none,52671.71,6732493.08,23425.75,2633.59,47.83,53057.72,11.3,99.979,86.82,23.1,0.4,5.125,40,False,False,variable_mild,90.75,100.21,27,0,1,0,oil_process,none,65.69,5.56,3.852,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-18T04:09:53,28,124.16,124.16,2.221,6.652,2.995,2.927,,,61.93,63.13,,24.52,38.61,46.14,15/13/11,194.6,0.789,35.5,4.0,,,,,86.83,34.713,85.23,67.81,,1.37,0.0197,200.9,0.8769,normal,-0.00791264,0.0,False,fatigue_spalling,contamination,A_healthy,0.5514,0.437,1.0,,1284.29,143.53,101.02,117.83,76.59,159.07,lstm_sequence,-16.81,19.98,35.0,0.0591,0.1286,0.2875,0.502,16805.0,0.9184,0.00034409,False,none,none,,,,,,2012-03-20T15:04:52,2012-03-22T08:19:21,mixed,False,specialist,True,,,,none,none,52671.71,6732493.08,12264.29,2633.59,35.23,53057.72,17.05,99.968,82.177,23.1,0.4,4.332,40,False,False,variable_mild,79.66,84.77,28,0,1,0,none,none,79.42,7.56,2.878,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-18T08:26:46,29,128.45,128.45,2.052,9.767,4.76,2.897,,,66.06,68.14,,24.52,43.62,42.99,15/13/11,251.5,0.646,43.9,7.0,,,,,86.9,35.38,84.99,67.74,,1.819,0.0439,22.03,0.8729,normal,-0.01114374,0.0256,False,fatigue_spalling,thermal_degradation,A_healthy,0.5704,0.4591,1.0,,1283.16,122.89,96.74,87.93,57.16,118.71,particle_filter,8.8,10.45,35.0,0.0586,0.1278,0.2867,0.502,16805.0,0.9171,0.00033833,False,none,none,,,,,,2012-03-20T04:24:44,2012-03-21T11:11:19,mixed,False,specialist,False,47.0,,,none,none,52671.71,6732493.08,9311.25,2633.59,43.32,53057.72,3.99,99.99,83.123,23.1,0.4,3.448,40,False,False,variable_mild,87.96,80.13,29,0,5,0,oil_process,none,49.54,52.54,1.045,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-18T12:43:40,30,132.73,132.73,2.075,8.912,4.294,2.721,,,65.71,66.9,,24.52,42.38,44.76,15/13/11,245.9,0.669,26.8,4.3,,,,,86.99,34.628,86.62,66.2,,1.297,0.0282,179.95,0.8525,normal,-0.00801185,0.0886,False,fatigue_spalling,none,A_healthy,0.5894,0.4863,1.0,,1587.39,132.95,92.45,111.34,72.37,150.31,xgboost_gradient,-18.89,16.99,35.0,0.058,0.1271,0.2859,0.502,16805.0,0.9158,0.00033285,False,none,none,,,,,,2012-03-20T20:23:54,2012-03-22T11:22:04,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,21658.54,2633.59,49.28,53057.72,13.7,99.974,85.2,23.1,0.4,4.715,40,False,False,variable_mild,85.56,88.78,30,0,2,0,oil_hydraulic,none,47.29,30.79,0.798,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-18T17:00:34,31,137.01,137.01,1.809,8.98,4.965,3.212,,,64.3,70.78,,24.52,46.26,45.59,15/13/11,266.3,0.801,21.6,2.4,,,,,85.89,35.586,85.76,68.73,,1.732,0.0081,308.45,0.815,normal,-0.01750435,0.0,False,fatigue_spalling,none,A_healthy,0.6084,0.5066,1.0,,2092.2,126.71,88.17,77.0,50.05,103.96,weibull_regression,11.17,13.53,35.0,0.0575,0.1263,0.2851,0.502,16805.0,0.9145,0.00032763,False,none,none,,,,,,2012-03-20T07:30:40,2012-03-21T10:27:45,mixed,False,specialist,True,,,,none,none,52671.71,6732493.08,15726.07,2633.59,31.56,53057.72,10.5,99.98,86.639,23.1,0.4,2.069,40,False,False,variable_mild,97.34,92.98,31,0,3,0,oil_process,particulate_mild,80.19,9.99,2.784,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-18T21:17:27,32,141.29,141.29,2.028,10.715,5.284,3.244,,,69.91,72.23,,24.52,47.71,43.31,15/13/11,222.8,0.926,36.5,3.8,,,,,86.65,33.082,83.97,69.52,,1.718,0.0597,35.9,0.8047,normal,-0.01463197,0.0325,False,fatigue_spalling,none,A_healthy,0.6275,0.5598,1.0,,2349.14,126.51,83.89,97.11,63.12,131.1,physics_informed_nn,-13.22,10.63,35.0,0.057,0.1256,0.2843,0.502,16805.0,0.9132,0.00032265,False,none,none,,,,,,2012-03-20T21:50:46,2012-03-22T07:50:05,mixed,False,journeyman,True,,,,none,none,52671.71,6732493.08,21104.08,2633.59,49.48,53057.72,9.77,99.982,82.713,23.1,0.4,4.426,40,False,False,variable_mild,87.99,76.25,32,0,1,0,oil_process,particulate_mild,40.3,66.71,2.454,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-19T01:34:21,33,145.57,145.57,2.302,12.883,5.597,6.473,0.5332,0.3707,69.34,79.8,,24.52,55.28,46.84,15/13/11,250.1,1.045,53.1,10.3,,,,,87.58,34.02,84.3,71.96,,2.526,0.016,5.46,0.7794,incipient,-0.01950239,0.1246,False,fatigue_spalling,none,B_minor_fault,0.6465,0.5803,1.0,,2378.3,124.85,79.61,87.83,57.09,118.57,physics_informed_nn,-8.22,10.37,35.0,0.0565,0.1249,0.2836,0.502,16805.0,0.9119,0.00031788,False,none,none,,,,,,2012-03-20T21:29:19,2012-03-22T04:13:47,mixed,False,master_technician,False,78.0,,,none,P5_low,52671.71,6732493.08,19612.04,2633.59,40.53,53057.72,7.33,99.986,86.355,23.1,0.4,2.232,40,False,False,variable_mild,101.73,96.11,33,0,0,0,steam,none,37.6,25.05,3.742,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-19T05:51:14,34,149.85,149.85,2.447,12.432,5.08,6.296,0.3777,0.2724,65.2,79.87,,24.52,55.35,43.97,15/13/11,266.9,0.967,32.6,7.1,,,,,87.74,36.774,80.79,68.19,,2.149,0.0506,24.08,0.7422,incipient,-0.02613101,0.106,False,fatigue_spalling,none,B_minor_fault,0.6655,0.6014,1.0,,2691.91,122.96,75.33,71.6,46.54,96.66,particle_filter,3.73,4.1,35.0,0.056,0.1242,0.2828,0.502,16805.0,0.9107,0.00031333,False,none,none,,,,,,2012-03-20T17:39:14,2012-03-21T18:42:50,mixed,False,journeyman,True,,,,none,P5_low,52671.71,6732493.08,12616.43,2633.59,38.28,53057.72,6.2,99.988,80.314,23.1,0.4,2.962,40,False,False,variable_mild,94.02,90.73,34,0,16,2,oil_process,chemical_contamination,63.25,93.74,0.621,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-19T10:08:08,35,154.14,154.14,2.447,12.487,5.104,4.657,0.711,0.4621,66.93,80.86,,24.52,56.34,45.09,16/14/12,501.7,1.287,29.8,6.8,,,,,87.57,35.169,80.48,70.26,,2.637,0.034,116.03,0.6977,incipient,-0.03094929,0.1299,False,fatigue_spalling,none,B_minor_fault,0.6845,0.6436,1.043,,3118.3,85.73,71.05,67.86,50.89,84.82,lstm_sequence,3.19,3.56,35.0,0.0555,0.1235,0.2821,0.502,16805.0,0.9095,0.00030896,False,none,none,,,,,,2012-03-20T20:03:48,2012-03-21T19:48:46,mixed,False,specialist,True,,,,none,P5_low,52671.71,6732493.08,23661.46,2633.59,46.4,53057.72,24.26,99.954,91.804,23.1,0.4,6.294,40,False,False,variable_mild,102.87,100.04,35,0,8,0,steam,none,34.54,42.7,0.023,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-19T14:25:01,36,158.42,158.42,3.049,8.78,2.88,4.915,0.5292,0.6131,71.58,81.24,,24.52,56.72,43.91,16/14/12,342.6,1.137,33.7,4.6,,,,,88.89,36.824,78.54,76.27,,2.707,0.1045,203.25,0.6689,incipient,-0.02922429,0.1111,False,fatigue_spalling,none,B_minor_fault,0.7035,0.6498,1.062,,3377.31,107.79,66.77,73.02,54.76,91.27,physics_informed_nn,-6.25,7.56,35.0,0.0551,0.1229,0.2813,0.502,16805.0,0.9083,0.00030478,False,none,none,,,,,,2012-03-21T02:55:30,2012-03-22T04:28:50,mixed,False,apprentice,True,,,,none,P5_low,52671.71,6732493.08,26169.42,2633.59,50.55,53057.72,12.21,99.977,84.949,23.1,0.4,4.201,40,False,False,variable_mild,90.41,97.56,36,0,1,0,water,water_ingress,82.56,6.87,1.031,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-19T18:41:55,37,162.7,162.7,2.691,16.282,6.051,6.913,0.4796,0.6179,70.15,82.82,,24.52,58.29,40.63,17/15/13,421.7,1.325,66.5,14.3,,,,,89.12,34.297,78.19,71.4,,3.897,0.0813,145.08,0.6145,developing,-0.03803138,0.1562,False,fatigue_spalling,none,C_moderate_fault,0.7225,0.6616,1.141,,4081.21,106.81,62.48,57.48,43.11,71.85,physics_informed_nn,5.01,5.76,35.0,0.0546,0.1222,0.2806,0.502,16805.0,0.9071,0.00030076,False,none,none,,,,,,2012-03-20T23:26:16,2012-03-21T19:33:18,mixed,False,specialist,True,,,,none,P4_medium,52671.71,6732493.08,24914.23,2633.59,40.37,53057.72,6.79,99.987,87.592,23.1,0.4,1.815,40,False,False,variable_mild,87.78,71.37,37,0,14,0,water,water_ingress,75.6,27.16,3.336,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-19T22:58:48,38,166.98,166.98,4.003,26.554,6.634,9.945,0.8031,0.7493,75.17,77.82,,24.52,53.3,44.31,17/15/13,405.7,1.435,47.6,9.5,,,,,93.12,36.84,77.59,73.57,,3.588,0.0582,134.12,0.5649,developing,-0.04290783,0.1837,False,fatigue_spalling,none,C_moderate_fault,0.7415,0.6925,1.0,,4973.51,81.88,58.2,54.3,40.73,67.88,xgboost_gradient,3.9,3.95,35.0,0.0542,0.1216,0.2799,0.502,16805.0,0.906,0.00029689,False,none,none,,,,,,2012-03-21T02:07:53,2012-03-21T21:08:15,mixed,False,specialist,True,,,,none,P4_medium,52671.71,6732493.08,20766.67,2633.59,37.18,53057.72,9.33,99.982,79.74,23.1,0.4,6.14,40,False,False,variable_mild,74.24,78.44,38,0,27,0,water,none,41.47,16.29,2.279,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-20T03:15:42,39,171.26,171.26,3.574,22.077,6.177,10.544,0.72,0.9618,73.5,81.53,,24.52,57.01,42.38,18/16/14,413.4,1.53,50.8,13.8,,,,,91.01,37.397,75.05,75.95,,4.111,0.0362,2.74,0.5559,developing,-0.03726258,0.3035,False,fatigue_spalling,none,C_moderate_fault,0.7605,0.7267,1.077,,4517.16,79.87,53.92,58.11,43.58,72.64,physics_informed_nn,-4.19,5.07,35.0,0.0537,0.1209,0.2792,0.502,16805.0,0.9048,0.00029317,False,none,none,,,,,,2012-03-21T08:18:57,2012-03-22T04:39:14,mixed,False,master_technician,True,,,,none,P4_medium,52671.71,6732493.08,21086.67,2633.59,26.87,53057.72,5.9,99.989,80.979,23.1,0.4,6.035,40,False,False,variable_mild,81.2,78.22,39,0,0,0,oil_hydraulic,particulate_severe,52.64,88.1,1.656,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-20T07:32:36,40,175.54,175.54,4.94,29.998,6.073,12.179,1.0055,1.4648,77.85,86.97,,24.52,62.45,38.93,17/15/13,442.4,1.514,44.7,6.7,,,,,90.49,37.129,72.61,73.08,,3.875,0.0026,50.68,0.5174,developing,-0.03607901,0.3964,False,fatigue_spalling,none,C_moderate_fault,0.7796,0.7572,1.349,,4903.42,82.84,49.64,44.93,33.7,56.17,xgboost_gradient,4.71,5.26,35.0,0.0533,0.1203,0.2785,0.502,16805.0,0.9037,0.00028959,False,none,none,,,,,,2012-03-21T06:00:35,2012-03-21T21:44:11,mixed,False,journeyman,True,,,,none,P4_medium,52671.71,6732493.08,22586.11,2633.59,22.81,53057.72,7.38,99.986,87.994,23.1,0.4,3.999,40,False,False,variable_mild,85.35,84.91,40,0,14,0,oil_process,particulate_mild,68.39,9.15,1.157,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-20T11:49:29,41,179.82,179.82,5.44,15.476,2.845,11.067,1.1987,0.7478,80.05,83.83,,24.52,59.3,45.36,18/16/14,525.5,1.678,48.7,10.0,,,,,92.06,35.448,70.22,75.81,,4.439,0.0098,135.96,0.4756,developing,-0.03865379,0.3012,False,fatigue_spalling,none,C_moderate_fault,0.7986,0.7873,1.191,,5369.22,79.24,45.36,48.97,36.72,61.21,lstm_sequence,-3.61,4.16,35.0,0.0529,0.1197,0.2778,0.502,16805.0,0.9026,0.00028614,False,none,none,,,,,,2012-03-21T12:18:27,2012-03-22T05:26:44,mixed,False,specialist,True,,,,none,P4_medium,52671.71,6732493.08,16543.09,2633.59,40.29,53057.72,18.99,99.964,83.722,23.1,0.4,2.19,40,False,False,variable_mild,79.44,83.97,41,0,1,0,water,particulate_mild,80.85,14.49,2.34,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-20T16:06:23,42,184.11,184.11,6.369,35.996,5.652,13.037,0.8022,0.961,78.84,85.29,,24.52,60.77,43.19,18/16/14,628.3,1.872,68.1,8.8,,,,,91.31,37.139,67.36,77.03,,5.424,0.1576,74.02,0.3968,advanced,-0.0435545,0.4316,False,fatigue_spalling,none,D_severe_fault,0.8176,0.8206,1.264,,6081.96,58.95,41.08,43.51,36.98,50.03,physics_informed_nn,-2.43,3.05,35.0,0.0525,0.1191,0.2772,0.502,16805.0,0.9015,0.0002828,False,none,none,,,,,,2012-03-21T13:51:33,2012-03-22T05:05:10,mixed,False,journeyman,True,,,,none,P3_high,52671.71,6732493.08,23456.01,2633.59,36.58,53057.72,16.82,99.968,87.666,23.1,0.4,1.726,40,False,False,variable_mild,73.71,86.2,42,0,8,0,steam,particulate_mild,32.64,50.21,0.146,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-20T20:23:16,43,188.39,188.39,11.18,55.136,4.932,19.105,0.5654,1.0523,86.77,110.35,,24.52,85.83,39.7,18/16/14,643.7,2.288,60.8,13.6,,,,,95.62,39.858,60.63,74.39,,5.844,0.0887,210.15,0.315,advanced,-0.04998112,0.6528,False,fatigue_spalling,none,D_severe_fault,0.8366,0.8359,2.518,,6893.34,61.15,36.79,38.14,32.42,43.86,kalman_filter,-1.35,1.5,35.0,0.0521,0.1186,0.2765,0.502,16805.0,0.9004,0.00027958,False,none,none,,,,,,2012-03-21T15:27:34,2012-03-22T04:48:34,mixed,False,specialist,True,,,,none,P3_high,52671.71,6732493.08,12229.89,2633.59,27.28,53057.72,6.42,99.988,77.96,23.1,0.4,2.328,40,False,False,variable_mild,110.05,78.79,43,0,9,0,oil_hydraulic,particulate_severe,74.6,42.23,3.956,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-21T00:40:10,44,192.67,0.0,14.651,103.842,7.088,20.22,1.1296,1.2107,92.19,102.64,,24.52,78.11,40.73,20/18/16,699.3,2.527,99.4,20.4,,,,,95.17,39.137,54.22,82.09,,3.482,0.036,56.84,0.6119,imminent_failure,-0.07145432,0.7131,True,fatigue_spalling,none,C_moderate_fault,0.8556,0.8678,2.132,,3920.2,99.49,32.51,35.38,30.08,40.69,physics_informed_nn,-2.87,2.3,35.0,0.0518,0.118,0.2759,0.502,16805.0,0.8993,0.00027647,True,predictive_condition_based,component_overhaul,22.63,2141.21,1427.73,10.72,10960.11,2012-03-21T18:21:40,2012-03-22T06:44:43,mixed,False,oem_certified,True,,51.57,0.6119,visual_inspection,P2_urgent,52671.71,6732493.08,34843.68,2633.59,36.55,53057.72,3.86,99.99,80.366,23.1,0.4,6.899,40,False,False,variable_mild,74.34,80.8,44,0,2,0,oil_process,particulate_mild,35.82,8.93,0.433,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-21T04:57:03,45,196.95,0.0,20.575,161.597,7.854,17.636,2.4798,0.8636,93.05,110.14,,24.52,85.62,39.01,20/18/16,842.6,2.685,65.7,9.4,,,,,97.39,39.554,35.43,81.85,,5.991,0.0022,28.07,0.3691,imminent_failure,-0.09242916,0.8736,True,fatigue_spalling,none,D_severe_fault,0.8746,0.9047,2.507,,6431.9,49.27,28.23,26.47,22.5,30.44,weibull_regression,1.76,1.49,35.0,0.0514,0.1174,0.2752,0.502,16805.0,0.8983,0.00027346,True,predictive_condition_based,component_overhaul,31.59,4889.78,2671.1,27.39,23296.99,2012-03-21T18:11:04,2012-03-22T03:26:52,mixed,False,journeyman,True,,33.22,0.3691,efficiency_drop,P2_urgent,52671.71,6732493.08,49292.97,2633.59,43.08,53057.72,8.76,99.983,84.867,23.1,0.4,1.326,40,False,False,variable_mild,84.84,81.8,45,0,24,0,steam,none,79.82,88.2,0.011,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-21T09:13:57,46,201.23,0.0,24.251,219.968,9.07,14.287,1.7207,1.2982,97.43,113.16,,24.52,88.64,36.06,22/20/18,861.4,2.832,63.5,18.5,,,,,96.71,37.999,20.0,83.25,,7.349,0.0345,184.42,0.0903,failed,-0.0951238,0.8614,True,fatigue_spalling,none,E_critical,0.8936,0.9375,2.658,,9155.2,9.95,0.0,22.2,18.87,25.52,lstm_sequence,1.75,2.15,35.0,0.051,0.1169,0.2746,0.502,16805.0,0.8972,0.00027055,True,corrective_unplanned,full_rebuild,29.87,9487.36,4029.74,81.62,14417.55,2012-03-21T20:19:49,2012-03-22T04:05:55,mixed,False,specialist,True,,9.03,0.0903,rul_threshold,P1_emergency,52671.71,6732493.08,40018.34,2633.59,59.6,53057.72,13.34,99.975,82.776,23.1,0.4,4.247,40,False,False,variable_mild,81.35,94.59,46,0,4,1,oil_hydraulic,water_ingress,37.46,27.55,2.543,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-21T13:30:51,47,205.51,0.0,21.107,122.19,5.789,18.243,2.2415,1.5645,101.53,105.72,,24.52,81.2,40.23,21/19/17,884.6,2.9,63.4,15.7,,,,,96.64,39.641,20.0,84.9,,7.689,0.0964,101.77,0.1388,failed,-0.07911409,0.8579,True,fatigue_spalling,imbalance_induced,E_critical,0.9127,0.9572,2.286,,8709.45,23.89,0.0,18.57,15.78,21.35,lstm_sequence,1.1,0.99,35.0,0.0507,0.1164,0.274,0.502,16805.0,0.8962,0.00026773,True,corrective_unplanned,full_rebuild,28.86,11542.97,7311.54,67.01,21515.1,2012-03-21T22:47:50,2012-03-22T05:17:43,mixed,False,journeyman,True,,13.88,0.1388,efficiency_drop,P1_emergency,52671.71,6732493.08,47633.34,2633.59,37.57,53057.72,8.32,99.984,90.078,23.1,0.4,1.681,40,False,False,variable_mild,71.39,89.0,47,0,25,0,oil_hydraulic,none,56.8,107.87,1.804,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-21T17:47:44,48,209.8,0.0,18.384,131.456,7.151,18.6,2.3762,1.0211,93.99,113.98,,24.52,89.46,38.9,22/20/18,925.9,2.825,58.9,6.7,,,,,97.25,40.547,20.0,85.3,,7.934,0.0116,422.22,0.097,failed,-0.0626306,0.9247,True,fatigue_spalling,none,E_critical,0.9317,0.9839,2.699,,9209.6,14.17,0.0,14.92,12.68,17.15,particle_filter,0.47,0.4,35.0,0.0503,0.1158,0.2734,0.502,16805.0,0.8952,0.00026499,True,corrective_unplanned,full_rebuild,8.71,13005.32,8107.45,112.53,5490.92,2012-03-22T01:15:14,2012-03-22T06:28:29,mixed,False,master_technician,True,,9.7,0.097,efficiency_drop,P1_emergency,52671.71,6732493.08,20238.31,2633.59,41.6,53057.72,11.43,99.978,88.962,23.1,0.4,4.752,40,False,False,variable_mild,86.79,79.68,48,0,32,0,water,none,46.75,34.0,0.398,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-21T22:04:38,49,214.08,0.0,22.933,94.663,4.128,17.088,1.5468,1.4245,97.5,107.13,,24.52,82.61,38.0,21/19/17,859.3,2.823,81.0,20.7,,,,,96.17,39.297,20.0,85.28,,7.313,0.0466,555.8,0.1089,failed,-0.03938713,0.885,True,fatigue_spalling,misalignment_induced,E_critical,0.9507,1.0,2.357,,8916.1,24.14,0.0,11.61,9.87,13.35,lstm_sequence,-0.51,0.62,35.0,0.05,0.1153,0.2728,0.502,16805.0,0.8942,0.00026234,True,corrective_unplanned,full_rebuild,12.76,8476.67,5752.08,48.23,6361.3,2012-03-22T03:52:57,2012-03-22T07:56:46,mixed,False,master_technician,True,,10.79,0.1089,pressure_differential,P1_emergency,52671.71,6732493.08,25572.11,2633.59,24.3,53057.72,9.51,99.982,81.525,23.1,0.4,3.282,40,False,False,variable_mild,76.24,74.93,49,0,15,0,oil_hydraulic,none,38.87,64.88,0.32,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-22T02:21:31,50,218.36,0.0,21.227,158.613,7.472,19.041,1.6842,1.5795,93.66,126.88,,24.52,102.36,36.91,22/20/18,895.3,2.81,75.6,17.2,,,,,97.21,39.411,20.0,88.43,,6.987,0.1697,8.46,0.1485,failed,-0.01104118,0.9381,True,fatigue_spalling,lubrication_starvation,E_critical,0.9697,1.0,3.344,,8598.14,18.92,0.0,7.22,6.14,8.3,particle_filter,-0.39,0.46,35.0,0.0497,0.1148,0.2722,0.502,16805.0,0.8932,0.00025977,True,corrective_unplanned,full_rebuild,4.99,6900.78,3158.35,60.91,3149.84,2012-03-22T05:58:04,2012-03-22T08:29:39,mixed,False,master_technician,False,85.0,14.85,0.1485,rul_threshold,P1_emergency,52671.71,6732493.08,15937.08,2633.59,21.98,53057.72,12.57,99.976,83.503,23.1,0.4,2.097,40,False,False,variable_mild,104.92,101.24,50,0,27,0,none,none,40.18,153.96,1.816,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-22T06:38:25,51,222.64,0.0,22.136,61.187,2.764,15.362,1.7492,1.923,97.88,112.57,,24.52,88.05,35.29,21/19/17,857.0,3.021,55.7,7.5,,,,,97.74,38.56,20.0,84.23,,6.82,0.0084,5.57,0.155,failed,0.0022452,0.8248,True,fatigue_spalling,none,E_critical,0.9887,1.0,2.629,,8505.69,15.3,0.0,2.62,2.23,3.02,particle_filter,-0.08,0.07,35.0,0.0494,0.1143,0.2716,0.502,16805.0,0.8922,0.00025727,True,corrective_unplanned,full_rebuild,14.77,12528.25,7671.32,69.89,6353.25,2012-03-22T07:57:10,2012-03-22T08:52:17,mixed,False,journeyman,True,,15.5,0.155,pressure_differential,P1_emergency,52671.71,6732493.08,29388.5,2633.59,51.43,53057.72,51.77,99.903,83.67,23.1,0.4,7.68,40,False,True,variable_mild,81.62,84.39,51,0,44,0,oil_hydraulic,none,69.13,39.53,0.078,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-22T10:55:18,52,226.92,0.0,21.774,195.295,8.969,14.874,3.5836,0.9063,100.15,116.21,,24.52,91.69,37.17,21/19/17,930.9,2.962,88.0,26.3,,,,,97.25,38.31,20.0,84.17,,6.688,0.0102,76.2,0.1768,failed,-0.00024091,0.8344,True,fatigue_spalling,none,E_critical,1.0077,1.0,2.811,,8271.98,20.74,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.049,0.1138,0.271,0.502,16805.0,0.8912,0.00025484,True,corrective_unplanned,full_rebuild,20.7,11932.01,5848.7,106.8,15653.8,2012-03-22T10:55:18,2012-03-24T10:55:18,mixed,False,specialist,True,,17.68,0.1768,efficiency_drop,P1_emergency,52671.71,6732493.08,48359.17,2633.59,28.06,53057.72,25.97,99.951,87.354,23.1,0.4,1.392,40,False,False,variable_mild,86.41,74.75,52,0,5,0,water,particulate_mild,78.02,88.5,0.122,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-22T15:12:12,53,231.2,0.0,22.6,154.838,6.851,23.185,1.2327,1.8516,93.93,114.18,,24.52,89.66,37.52,21/19/17,903.2,2.847,57.7,13.9,,,,,98.33,39.666,20.79,84.56,,7.49,0.0385,162.75,0.1344,failed,0.00233416,0.9118,True,fatigue_spalling,none,E_critical,1.0267,1.0,2.709,,8935.22,16.52,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.0487,0.1133,0.2704,0.502,16805.0,0.8902,0.00025248,True,corrective_unplanned,full_rebuild,5.1,8815.36,3823.74,94.83,2678.84,2012-03-22T15:12:12,2012-03-24T15:12:12,mixed,False,journeyman,True,,13.44,0.1344,anomaly_score,P1_emergency,52671.71,6732493.08,10766.34,2633.59,47.86,53057.72,31.95,99.94,77.64,23.1,0.4,7.519,40,False,False,variable_mild,81.65,77.75,53,0,26,0,oil_process,water_ingress,88.29,59.12,0.113,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-22T19:29:05,54,235.48,0.0,22.594,101.007,4.47,10.724,1.6886,1.8586,94.37,113.71,,24.52,89.19,41.17,21/19/17,899.0,2.8,82.8,22.0,,,,,97.81,39.328,20.0,89.35,,7.029,0.0263,161.9,0.1239,failed,-0.00034024,0.738,True,fatigue_spalling,erosion,E_critical,1.0458,1.0,2.685,,8776.04,10.43,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0484,0.1128,0.2698,0.502,16805.0,0.8893,0.00025018,True,corrective_unplanned,full_rebuild,18.15,7493.25,4936.04,41.78,11786.91,2012-03-22T19:29:05,2012-03-24T19:29:05,mixed,False,journeyman,True,,12.39,0.1239,rul_threshold,P1_emergency,52671.71,6732493.08,24690.98,2633.59,21.4,53057.72,8.1,99.985,86.356,23.1,0.4,2.173,40,False,False,variable_mild,83.75,77.24,54,0,30,0,gas_compressed_air,none,72.16,135.75,2.2,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-22T23:45:59,55,239.77,0.0,22.242,84.172,3.784,19.564,2.1531,1.2278,93.08,109.4,,24.52,84.88,39.43,21/19/17,938.7,2.939,73.1,14.8,,,,,98.04,38.425,20.0,86.23,,7.385,0.0135,27.88,0.1237,failed,0.00149825,0.8594,True,fatigue_spalling,none,E_critical,1.0648,1.0,2.47,,8834.86,18.6,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0481,0.1123,0.2693,0.502,16805.0,0.8883,0.00024795,True,corrective_unplanned,full_rebuild,39.48,6462.03,3861.29,34.17,21466.31,2012-03-22T23:45:59,2012-03-24T23:45:59,mixed,False,apprentice,False,65.0,12.37,0.1237,vibration_rms,P1_emergency,52671.71,6732493.08,49076.74,2633.59,27.37,53057.72,9.62,99.982,83.474,23.1,0.4,3.122,40,False,False,variable_mild,80.06,75.81,55,0,34,0,water,none,31.44,86.54,1.582,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-23T04:02:53,56,244.05,0.0,25.523,112.026,4.389,16.788,3.1987,1.1221,95.16,123.15,,24.52,98.62,36.02,22/20/18,873.8,2.8,66.6,17.7,,,,,97.89,38.844,20.0,84.62,,8.605,0.0231,107.48,0.1032,failed,-0.0022452,0.8796,True,fatigue_spalling,none,E_critical,1.0838,1.0,3.157,,9058.33,13.89,0.0,0.0,0.0,0.0,physics_informed_nn,0.0,0.0,35.0,0.0478,0.1119,0.2687,0.502,16805.0,0.8874,0.00024577,True,corrective_unplanned,full_rebuild,11.85,6749.34,4051.64,42.55,7206.35,2012-03-23T04:02:53,2012-03-25T04:02:53,mixed,False,specialist,True,,10.32,0.1032,visual_inspection,P1_emergency,52671.71,6732493.08,22758.48,2633.59,46.11,53057.72,7.24,99.986,86.322,23.1,0.4,6.243,40,False,False,variable_mild,96.32,72.57,56,0,23,0,steam,water_ingress,36.52,3.55,0.159,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-23T08:19:46,57,248.33,0.0,22.024,117.746,5.346,8.0,2.8482,1.6616,90.55,115.48,,24.52,90.96,38.82,22/20/18,865.4,2.952,57.3,11.6,,,,,97.01,38.031,20.0,81.92,,7.626,0.0081,194.72,0.1286,failed,0.0,0.7151,True,fatigue_spalling,electrical_pitting,E_critical,1.1028,1.0,2.774,,8771.83,17.26,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0476,0.1114,0.2682,0.502,16805.0,0.8865,0.00024365,True,corrective_unplanned,full_rebuild,47.99,5296.56,3655.48,35.75,32589.09,2012-03-23T08:19:46,2012-03-25T08:19:46,mixed,False,journeyman,True,,12.86,0.1286,anomaly_score,P1_emergency,52671.71,6732493.08,36951.48,2633.59,46.32,53057.72,5.99,99.989,82.132,23.1,0.4,5.591,40,False,False,variable_mild,84.03,80.49,57,0,4,0,water,none,63.41,10.32,2.258,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-23T12:36:40,58,252.61,0.0,22.231,61.903,2.785,14.424,2.1117,1.6303,90.66,119.09,,24.52,94.56,39.75,21/19/17,847.8,2.819,75.8,14.5,,,,,96.18,36.706,20.0,87.09,,8.48,0.0849,246.28,0.123,failed,-0.00067048,0.8475,True,fatigue_spalling,none,E_critical,1.1218,1.0,2.954,,8817.55,13.62,0.0,0.0,0.0,0.0,weibull_regression,0.0,0.0,35.0,0.0473,0.111,0.2676,0.502,16805.0,0.8855,0.00024159,True,corrective_unplanned,full_rebuild,11.8,10123.82,6491.64,68.98,4917.51,2012-03-23T12:36:40,2012-03-25T12:36:40,mixed,False,journeyman,True,,12.3,0.123,rul_threshold,P1_emergency,52671.71,6732493.08,13013.41,2633.59,36.14,53057.72,5.22,99.99,81.613,23.1,0.4,3.109,40,False,False,variable_mild,90.7,75.84,58,0,0,0,none,chemical_contamination,55.79,0.56,2.13,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-23T16:53:33,59,256.89,0.0,21.341,90.416,4.237,15.637,3.0572,1.0986,94.12,119.32,,24.52,94.8,36.15,22/20/18,952.2,2.854,67.6,13.1,,,,,95.87,37.097,20.0,86.05,,8.35,0.0285,8.09,0.1015,failed,0.0,0.8318,True,fatigue_spalling,abrasive_wear,E_critical,1.1408,1.0,2.966,,9099.62,19.12,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.047,0.1105,0.2671,0.502,16805.0,0.8846,0.00023957,True,corrective_unplanned,full_rebuild,26.22,7630.72,4861.22,38.37,14628.71,2012-03-23T16:53:33,2012-03-25T16:53:33,mixed,False,journeyman,False,18.0,10.15,0.1015,rul_threshold,P1_emergency,52671.71,6732493.08,54167.41,2633.59,53.16,53057.72,15.83,99.97,84.425,23.1,0.4,4.49,40,False,False,variable_mild,87.2,89.92,59,0,9,0,oil_hydraulic,particulate_severe,28.26,161.27,0.04,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-23T21:10:27,60,261.17,0.0,21.705,85.238,3.927,19.908,2.0859,1.7455,91.18,124.66,,24.52,100.14,38.99,21/19/17,879.3,2.822,58.8,14.5,,,,,99.05,37.841,20.0,85.02,,6.98,0.0143,245.98,0.1675,failed,-0.00132652,0.9643,True,fatigue_spalling,none,E_critical,1.1598,1.0,3.233,,8363.58,12.42,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.0467,0.1101,0.2666,0.502,16805.0,0.8837,0.00023761,True,corrective_unplanned,full_rebuild,47.63,6555.82,2915.03,45.94,21747.02,2012-03-23T21:10:27,2012-03-25T21:10:27,mixed,False,specialist,False,87.0,16.75,0.1675,rul_threshold,P1_emergency,52671.71,6732493.08,35302.36,2633.59,53.17,53057.72,14.37,99.973,82.197,23.1,0.4,3.152,40,False,False,variable_mild,94.57,79.46,60,0,4,2,steam,particulate_severe,66.45,12.42,0.874,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-24T01:27:20,61,265.46,0.0,23.478,153.025,6.518,11.806,1.5302,1.3409,93.96,110.85,,24.52,86.33,40.95,21/19/17,870.5,2.898,58.7,8.3,,,,,98.54,41.001,20.0,84.81,,6.736,0.0595,17.7,0.1989,failed,0.0,0.7409,True,fatigue_spalling,none,E_critical,1.1788,1.0,2.542,,8095.68,19.34,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.0465,0.1096,0.266,0.502,16805.0,0.8828,0.00023569,True,corrective_unplanned,full_rebuild,7.45,7613.51,5255.85,39.8,4377.73,2012-03-24T01:27:20,2012-03-26T01:27:20,mixed,False,specialist,False,88.0,19.89,0.1989,rul_threshold,P1_emergency,52671.71,6732493.08,10952.7,2633.59,49.57,53057.72,8.33,99.984,84.621,23.1,0.4,3.955,40,False,True,variable_mild,78.54,80.77,61,0,14,1,oil_process,particulate_mild,43.18,5.0,1.276,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-24T05:44:14,62,269.74,0.0,20.38,118.249,5.802,20.196,2.1867,1.5509,95.76,112.6,,24.52,88.08,36.25,23/21/19,856.6,3.097,80.7,18.1,,,,,96.02,37.256,20.0,85.86,,6.575,0.0051,98.25,0.2005,failed,0.00031975,0.9153,True,fatigue_spalling,none,D_severe_fault,1.1979,1.0,2.63,,8166.11,17.1,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0462,0.1092,0.2655,0.502,16805.0,0.8819,0.00023382,True,corrective_unplanned,full_rebuild,27.42,10764.92,6593.06,70.21,18815.11,2012-03-24T05:44:14,2012-03-26T05:44:14,mixed,False,specialist,True,,20.05,0.2005,vibration_rms,P1_emergency,52671.71,6732493.08,39156.6,2633.59,54.18,53057.72,13.48,99.975,81.771,23.1,0.4,7.6,40,False,True,variable_mild,83.05,93.29,62,0,15,0,water,none,20.47,6.47,1.514,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-24T10:01:08,63,274.02,0.0,21.251,92.666,4.361,13.788,2.0544,2.0717,97.8,121.85,,24.52,97.33,37.24,21/19/17,880.5,3.02,62.0,15.9,,,,,97.48,39.814,20.0,84.95,,7.607,0.0748,87.06,0.109,failed,-0.00203162,0.7748,True,fatigue_spalling,none,E_critical,1.2169,1.0,3.093,,8963.06,9.14,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0459,0.1088,0.265,0.502,16805.0,0.8811,0.000232,True,corrective_unplanned,full_rebuild,25.56,9511.94,4733.54,94.91,13000.59,2012-03-24T10:01:08,2012-03-26T10:01:08,mixed,False,apprentice,True,,10.9,0.109,anomaly_score,P1_emergency,52671.71,6732493.08,29249.02,2633.59,26.41,53057.72,7.88,99.985,80.505,23.1,0.4,3.429,40,False,False,variable_mild,90.66,92.52,63,0,27,2,water,particulate_severe,41.39,6.12,2.995,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-24T14:18:01,64,278.3,0.0,21.757,152.074,6.99,18.147,1.4599,0.7703,95.72,113.83,,24.52,89.31,37.38,21/19/17,909.8,2.994,56.3,15.8,,,,,97.42,40.269,20.0,86.93,,7.861,0.1018,74.19,0.064,failed,0.0,0.8333,True,fatigue_spalling,none,E_critical,1.2359,1.0,2.692,,9464.38,11.66,0.0,0.0,0.0,0.0,physics_informed_nn,0.0,0.0,35.0,0.0457,0.1084,0.2645,0.502,16805.0,0.8802,0.00023021,True,corrective_unplanned,full_rebuild,26.08,10900.99,6246.23,70.56,18943.85,2012-03-24T14:18:01,2012-03-26T14:18:01,mixed,False,master_technician,True,,6.4,0.064,temperature_differential,P1_emergency,52671.71,6732493.08,46793.85,2633.59,40.78,53057.72,18.8,99.965,83.509,23.1,0.4,2.92,40,False,False,variable_mild,89.26,83.99,64,0,35,0,oil_hydraulic,water_ingress,66.35,19.93,2.11,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-24T18:34:55,65,282.58,0.0,23.459,60.382,2.574,13.912,3.125,2.0872,99.76,112.65,,24.52,88.13,37.18,22/20/18,898.2,2.908,93.6,10.3,,,,,96.63,39.7,20.0,83.47,,7.196,0.0242,184.86,0.1995,failed,-0.00017172,0.7657,True,fatigue_spalling,none,E_critical,1.2549,1.0,2.633,,8021.51,30.55,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0454,0.108,0.264,0.502,16805.0,0.8793,0.00022847,True,corrective_unplanned,full_rebuild,14.08,5984.43,3294.62,33.14,9770.38,2012-03-24T18:34:55,2012-03-26T18:34:55,mixed,False,master_technician,False,63.0,19.95,0.1995,oil_analysis,P1_emergency,52671.71,6732493.08,24474.21,2633.59,20.36,53057.72,20.01,99.962,85.416,23.1,0.4,2.619,40,False,True,variable_mild,80.25,68.09,65,0,10,0,oil_hydraulic,particulate_mild,71.66,97.35,6.253,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-24T22:51:48,66,286.86,0.0,24.162,207.058,8.569,24.397,1.7257,0.7288,94.21,116.71,,24.52,92.19,38.73,22/20/18,896.1,2.94,60.5,16.1,,,,,98.3,37.885,23.02,85.36,,6.684,0.0925,73.03,0.17,failed,0.00311706,0.9396,True,fatigue_spalling,none,E_critical,1.2739,1.0,2.836,,8335.28,19.81,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0452,0.1076,0.2635,0.502,16805.0,0.8785,0.00022676,True,corrective_unplanned,full_rebuild,47.58,11434.72,6301.49,77.06,34739.48,2012-03-24T22:51:48,2012-03-26T22:51:48,mixed,False,master_technician,True,,17.0,0.17,visual_inspection,P1_emergency,52671.71,6732493.08,87930.83,2633.59,35.54,53057.72,20.44,99.961,83.237,23.1,0.4,3.412,40,False,False,variable_mild,83.38,76.14,66,0,38,0,water,water_ingress,68.29,209.81,4.483,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-25T03:08:42,67,291.15,0.0,21.369,137.556,6.437,14.885,1.5735,1.5214,95.11,106.16,,24.52,81.64,38.78,21/19/17,852.2,2.939,70.1,18.9,,,,,97.38,38.623,20.0,86.87,,7.154,0.0809,138.23,0.1444,failed,-0.00031975,0.7786,True,fatigue_spalling,none,E_critical,1.2929,1.0,2.308,,8579.51,16.76,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.045,0.1072,0.263,0.502,16805.0,0.8776,0.0002251,True,corrective_unplanned,full_rebuild,40.34,11519.68,7331.73,61.25,30596.59,2012-03-25T03:08:42,2012-03-27T03:08:42,mixed,False,journeyman,True,,14.44,0.1444,visual_inspection,P1_emergency,52671.71,6732493.08,44264.1,2633.59,39.35,53057.72,8.3,99.984,84.435,23.1,0.4,6.884,40,False,False,variable_mild,73.14,93.91,67,0,14,3,steam,none,35.87,31.99,2.309,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-25T07:25:35,68,295.43,0.0,21.938,178.502,8.137,21.697,1.491,1.4896,91.76,118.89,,24.52,94.37,38.92,22/20/18,907.4,2.866,60.3,9.3,,,,,96.38,39.367,20.0,86.0,,7.928,0.0311,157.94,0.0909,failed,0.00069296,0.9356,True,fatigue_spalling,none,E_critical,1.3119,1.0,2.945,,9186.05,17.07,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0447,0.1068,0.2625,0.502,16805.0,0.8768,0.00022347,True,corrective_unplanned,full_rebuild,39.75,8806.78,4292.98,71.0,25988.01,2012-03-25T07:25:35,2012-03-27T07:25:35,mixed,False,journeyman,True,,9.09,0.0909,efficiency_drop,P1_emergency,52671.71,6732493.08,45615.09,2633.59,50.13,53057.72,11.36,99.979,88.448,23.1,0.4,3.737,40,False,False,variable_mild,97.31,79.29,68,0,41,0,gas_compressed_air,none,60.82,71.44,14.039,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-25T11:42:29,69,299.71,0.0,20.791,58.753,2.826,20.479,2.4177,1.1451,92.73,110.54,,24.52,86.02,38.2,21/19/17,852.5,2.794,62.3,15.6,,,,,98.48,40.403,24.15,85.03,,7.379,0.0583,55.56,0.0819,failed,0.00385803,0.8811,True,fatigue_spalling,none,E_critical,1.331,1.0,2.527,,9467.71,22.51,0.0,0.0,0.0,0.0,physics_informed_nn,0.0,0.0,35.0,0.0445,0.1064,0.262,0.502,16805.0,0.8759,0.00022187,True,corrective_unplanned,full_rebuild,17.31,8073.62,4140.62,48.98,6705.89,2012-03-25T11:42:29,2012-03-27T11:42:29,mixed,False,journeyman,True,,8.19,0.0819,pressure_differential,P1_emergency,52671.71,6732493.08,26147.95,2633.59,35.23,53057.72,9.6,99.982,82.613,23.1,0.4,6.554,40,False,False,variable_mild,78.55,100.34,69,1,21,2,none,chemical_contamination,26.47,2.0,0.923,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-25T15:59:23,70,303.99,0.0,18.933,100.771,5.323,15.215,3.5353,1.6236,92.62,128.37,,24.52,103.85,36.8,21/19/17,889.0,2.892,60.6,13.1,,,,,98.03,40.573,20.0,86.99,,7.131,0.0277,84.95,0.1864,failed,0.0,0.8671,True,fatigue_spalling,none,E_critical,1.35,1.0,3.418,,8171.11,46.27,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.0443,0.106,0.2615,0.502,16805.0,0.8751,0.00022031,True,corrective_unplanned,full_rebuild,14.56,10351.59,6153.98,58.69,8089.65,2012-03-25T15:59:23,2012-03-27T15:59:23,mixed,False,specialist,True,,18.64,0.1864,anomaly_score,P1_emergency,52671.71,6732493.08,35356.64,2633.59,39.93,53057.72,23.49,99.956,90.115,23.1,0.4,5.37,40,False,False,variable_mild,107.01,96.93,70,0,6,0,oil_hydraulic,particulate_severe,45.69,24.77,7.295,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-25T20:16:16,71,308.27,0.0,25.332,77.679,3.066,9.648,1.3568,1.1107,97.8,113.84,,24.52,89.32,38.02,21/19/17,922.3,2.869,140.2,39.3,,,,,98.09,39.621,20.0,85.64,,7.596,0.0165,82.41,0.052,failed,-0.00311706,0.706,True,fatigue_spalling,abrasive_wear,E_critical,1.369,1.0,2.692,,9518.95,0.0,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.044,0.1056,0.261,0.502,16805.0,0.8743,0.00021878,True,corrective_unplanned,full_rebuild,32.45,7029.4,3488.82,37.93,21636.37,2012-03-25T20:16:16,2012-03-27T20:16:16,mixed,False,journeyman,True,,5.2,0.052,pressure_differential,P1_emergency,52671.71,6732493.08,65381.69,2633.59,33.03,53057.72,10.31,99.981,85.35,23.1,0.4,6.425,40,False,False,variable_mild,80.34,95.48,71,1,12,0,oil_hydraulic,water_ingress,75.7,19.1,1.122,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-26T00:33:10,72,312.55,0.0,19.869,106.477,5.359,17.863,1.7186,2.6463,95.06,107.46,,24.52,82.94,38.66,21/19/17,935.7,2.925,69.2,9.7,,,,,97.75,40.446,20.0,84.73,,6.97,0.0829,187.69,0.1408,failed,0.00144733,0.8492,True,fatigue_spalling,none,E_critical,1.388,1.0,2.373,,8692.65,12.5,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0438,0.1052,0.2605,0.502,16805.0,0.8735,0.00021728,True,corrective_unplanned,full_rebuild,26.49,10703.43,6672.75,65.36,11772.68,2012-03-26T00:33:10,2012-03-28T00:33:10,mixed,False,journeyman,True,,14.08,0.1408,temperature_differential,P1_emergency,52671.71,6732493.08,36251.98,2633.59,37.03,53057.72,10.16,99.981,88.237,23.1,0.4,7.186,40,False,True,variable_mild,71.54,99.6,72,0,2,0,oil_process,none,59.27,65.76,1.659,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-26T04:50:03,73,316.83,0.0,20.46,187.49,9.164,15.201,0.9283,1.1073,99.66,113.91,,24.52,89.39,36.84,22/20/18,873.9,3.061,72.0,9.8,,,,,99.79,38.229,20.0,84.43,,6.85,0.0163,34.93,0.1669,failed,0.00015563,0.8064,True,fatigue_spalling,contamination,E_critical,1.407,1.0,2.696,,8416.15,28.05,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0436,0.1049,0.2601,0.502,16805.0,0.8727,0.00021582,True,corrective_unplanned,full_rebuild,41.67,7654.34,5096.86,38.8,16106.54,2012-03-26T04:50:03,2012-03-28T04:50:03,mixed,False,apprentice,True,,16.69,0.1669,efficiency_drop,P1_emergency,52671.71,6732493.08,51904.64,2633.59,38.19,53057.72,9.72,99.982,86.116,23.1,0.4,2.113,40,False,False,variable_mild,82.21,91.1,73,1,17,0,none,water_ingress,38.14,99.56,4.862,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-26T09:06:57,74,321.12,0.0,21.711,128.802,5.933,13.844,2.3606,0.8874,90.59,120.22,,24.52,95.7,37.66,21/19/17,853.1,3.124,61.7,11.7,,,,,97.82,37.689,20.0,83.93,,6.869,0.0233,35.84,0.163,failed,-0.00348758,0.8171,True,fatigue_spalling,none,E_critical,1.426,1.0,3.011,,8456.38,25.78,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0434,0.1045,0.2596,0.502,16805.0,0.8719,0.00021438,True,corrective_unplanned,full_rebuild,29.57,10263.43,6479.34,113.94,21112.4,2012-03-26T09:06:57,2012-03-28T09:06:57,mixed,False,journeyman,True,,16.15,0.163,oil_analysis,P1_emergency,52671.71,6732493.08,53401.11,2633.59,37.69,53057.72,10.17,99.981,86.586,23.1,0.4,1.761,40,False,True,variable_mild,91.57,96.6,74,0,13,1,gas_compressed_air,none,43.72,98.18,3.232,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-26T13:23:50,75,325.4,0.0,23.245,158.097,6.801,11.026,2.9748,1.2726,90.54,112.81,,24.52,88.29,39.89,21/19/17,907.1,2.871,62.2,9.5,,,,,98.62,40.069,20.0,85.1,,7.191,0.0344,212.73,0.1779,failed,0.0,0.7719,True,fatigue_spalling,none,E_critical,1.445,1.0,2.641,,8436.2,7.46,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0432,0.1041,0.2591,0.502,16805.0,0.8711,0.00021297,True,corrective_unplanned,full_rebuild,38.21,6386.12,2645.51,46.83,24587.26,2012-03-26T13:23:50,2012-03-28T13:23:50,mixed,False,specialist,True,,17.79,0.1779,temperature_differential,P1_emergency,52671.71,6732493.08,38886.77,2633.59,50.63,53057.72,8.84,99.983,79.948,23.1,0.4,5.935,40,False,False,variable_mild,84.8,84.14,75,1,6,0,water,chemical_contamination,64.9,16.8,1.846,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-26T17:40:44,76,329.68,0.0,24.114,223.715,9.277,19.155,1.9276,1.3563,97.74,113.19,,24.52,88.66,39.91,22/20/18,896.6,2.823,129.2,29.2,,,,,97.99,38.066,20.0,82.86,,7.564,0.0679,23.26,0.0943,failed,4.261e-05,0.8582,True,fatigue_spalling,none,E_critical,1.4641,1.0,2.659,,9155.38,0.0,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.043,0.1038,0.2587,0.502,16805.0,0.8703,0.00021159,True,corrective_unplanned,full_rebuild,6.0,11522.07,6345.84,136.31,2355.92,2012-03-26T17:40:44,2012-03-28T17:40:44,mixed,False,specialist,True,,9.43,0.0943,visual_inspection,P1_emergency,52671.71,6732493.08,26230.98,2633.59,25.85,53057.72,16.83,99.968,82.487,23.1,0.4,3.119,40,False,False,variable_mild,82.96,68.66,76,1,65,0,steam,water_ingress,56.94,73.44,0.384,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-26T21:57:37,77,333.96,0.0,24.43,108.432,4.439,16.561,1.5636,1.906,93.73,120.66,,24.52,96.13,38.59,22/20/18,900.1,3.009,118.2,30.1,,,,,96.44,37.716,20.0,85.51,,7.107,0.0106,77.61,0.1568,failed,-0.00144733,0.8225,True,fatigue_spalling,none,E_critical,1.4831,1.0,3.033,,8470.97,20.36,0.0,0.0,0.0,0.0,weibull_regression,0.0,0.0,35.0,0.0428,0.1034,0.2582,0.502,16805.0,0.8695,0.00021023,True,corrective_unplanned,full_rebuild,4.07,9466.01,4605.79,53.15,2127.87,2012-03-26T21:57:37,2012-03-28T21:57:37,mixed,False,journeyman,True,,15.68,0.1568,efficiency_drop,P1_emergency,52671.71,6732493.08,21893.89,2633.59,27.45,53057.72,5.87,99.989,90.523,23.1,0.4,6.331,40,False,False,variable_mild,96.44,84.53,77,1,10,0,gas_compressed_air,none,34.87,1.01,1.135,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-27T02:14:31,78,338.24,0.0,24.675,86.743,3.515,14.812,1.7151,0.915,94.6,117.79,,24.52,93.27,37.23,21/19/17,878.4,2.815,78.2,13.3,,,,,97.83,39.179,20.0,84.53,,6.74,0.023,37.28,0.1581,failed,-0.00084859,0.8493,True,fatigue_spalling,none,E_critical,1.5021,1.0,2.89,,8456.24,20.58,0.0,0.0,0.0,0.0,physics_informed_nn,0.0,0.0,35.0,0.0425,0.1031,0.2578,0.502,16805.0,0.8687,0.0002089,True,corrective_unplanned,full_rebuild,38.23,8907.04,5263.51,48.48,28427.43,2012-03-27T02:14:31,2012-03-29T02:14:31,mixed,False,master_technician,True,,15.81,0.1581,efficiency_drop,P1_emergency,52671.71,6732493.08,51158.68,2633.59,23.4,53057.72,13.86,99.974,91.199,23.1,0.4,6.082,40,False,False,variable_mild,88.24,81.0,78,1,32,0,oil_hydraulic,water_ingress,32.69,142.45,0.728,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-27T06:31:25,79,342.52,0.0,23.782,89.066,3.745,26.72,2.7763,1.1973,96.01,115.4,,24.52,90.88,38.77,22/20/18,1145.5,2.788,128.0,28.5,,,,,99.52,41.596,20.21,79.2,,6.552,0.0238,169.93,0.2051,failed,0.00193071,0.9306,True,fatigue_spalling,none,D_severe_fault,1.5211,1.0,2.77,,7978.61,32.08,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0423,0.1027,0.2573,0.502,16805.0,0.8679,0.0002076,True,corrective_unplanned,full_rebuild,18.48,8021.35,5467.04,45.02,10401.07,2012-03-27T06:31:25,2012-03-29T06:31:25,mixed,False,journeyman,False,18.0,20.51,0.2051,pressure_differential,P1_emergency,52671.71,6732493.08,23843.66,2633.59,31.03,53057.72,11.65,99.978,90.878,23.1,0.4,7.209,40,False,True,variable_mild,88.21,83.05,79,0,2,0,steam,particulate_severe,57.47,27.23,0.931,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-27T10:48:18,80,346.81,0.0,22.299,94.214,4.225,14.158,1.9635,1.2141,88.24,115.32,,24.52,90.8,36.82,22/20/18,903.6,2.791,63.9,16.1,,,,,97.48,38.925,20.0,82.99,,7.409,0.0464,69.22,0.1283,failed,0.00211466,0.7777,True,fatigue_spalling,none,E_critical,1.5401,1.0,2.766,,8794.46,24.55,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0422,0.1024,0.2569,0.502,16805.0,0.8672,0.00020632,True,corrective_unplanned,full_rebuild,2.56,11052.17,5307.16,59.9,1078.13,2012-03-27T10:48:18,2012-03-29T10:48:18,mixed,False,master_technician,True,,12.83,0.1283,vibration_rms,P1_emergency,52671.71,6732493.08,18621.1,2633.59,56.37,53057.72,16.95,99.968,84.488,23.1,0.4,4.36,40,False,False,variable_mild,90.75,80.26,80,1,4,0,oil_process,chemical_contamination,50.86,33.25,2.358,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-27T15:05:12,81,351.09,0.0,20.795,141.624,6.811,20.183,1.7068,2.406,90.61,122.9,,24.52,98.38,39.98,22/20/18,884.9,2.86,113.4,25.3,,,,,95.84,39.056,20.0,86.99,,7.645,0.0279,79.3,0.0516,failed,-4.261e-05,0.9038,True,fatigue_spalling,none,E_critical,1.5591,1.0,3.145,,9615.19,13.32,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.042,0.1021,0.2564,0.502,16805.0,0.8664,0.00020506,True,corrective_unplanned,full_rebuild,6.57,9632.17,6520.42,69.42,4457.56,2012-03-27T15:05:12,2012-03-29T15:05:12,mixed,False,apprentice,True,,5.16,0.0516,temperature_differential,P1_emergency,52671.71,6732493.08,17321.79,2633.59,54.05,53057.72,18.32,99.965,87.476,23.1,0.4,4.203,40,False,False,variable_mild,92.09,91.35,81,0,15,0,water,none,79.22,70.36,2.074,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-27T19:22:05,82,355.37,0.0,21.666,151.504,6.993,18.401,2.1298,2.9265,95.14,125.18,,24.52,100.66,37.51,21/19/17,867.4,2.839,80.0,14.1,,,,,96.56,39.82,20.0,87.75,,8.806,0.009,25.98,0.0535,failed,0.00030439,0.9152,True,fatigue_spalling,none,E_critical,1.5781,1.0,3.259,,9484.9,10.48,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.0418,0.1017,0.256,0.502,16805.0,0.8656,0.00020383,True,corrective_unplanned,full_rebuild,38.65,9393.36,5586.96,92.64,21407.61,2012-03-27T19:22:05,2012-03-29T19:22:05,mixed,False,master_technician,True,,5.35,0.0535,temperature_differential,P1_emergency,52671.71,6732493.08,50885.06,2633.59,49.06,53057.72,6.07,99.989,82.919,23.1,0.4,3.582,40,False,False,variable_mild,103.01,93.13,82,0,61,1,water,water_ingress,39.84,3.2,0.584,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-27T23:38:59,83,359.65,0.0,21.627,67.516,3.122,23.403,1.4452,1.4176,93.14,117.69,,24.52,93.17,39.83,22/20/18,1009.8,2.908,66.7,13.0,,,,,97.91,38.563,20.0,85.6,,7.08,0.0189,48.26,0.1153,failed,0.0,0.9665,True,fatigue_spalling,none,E_critical,1.5971,1.0,2.884,,8887.65,8.13,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.0416,0.1014,0.2556,0.502,16805.0,0.8649,0.00020261,True,corrective_unplanned,full_rebuild,39.48,9166.03,4087.33,78.65,27095.67,2012-03-27T23:38:59,2012-03-29T23:38:59,mixed,False,master_technician,False,73.0,11.53,0.1153,rul_threshold,P1_emergency,52671.71,6732493.08,36143.17,2633.59,46.79,53057.72,24.11,99.955,90.26,23.1,0.4,6.709,40,False,False,variable_mild,90.02,88.07,83,0,48,0,oil_hydraulic,none,66.25,12.62,5.762,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-28T03:55:52,84,363.93,0.0,20.572,65.875,3.202,18.99,2.3204,1.6197,95.98,108.92,,24.52,84.4,41.33,21/19/17,963.9,2.975,113.0,31.0,,,,,98.52,38.591,20.0,82.47,,7.613,0.0219,34.01,0.105,failed,-0.00230117,0.8684,True,fatigue_spalling,none,E_critical,1.6162,1.0,2.446,,8962.4,7.78,0.0,0.0,0.0,0.0,weibull_regression,0.0,0.0,35.0,0.0414,0.1011,0.2551,0.502,16805.0,0.8641,0.00020142,True,corrective_unplanned,full_rebuild,30.8,5429.68,3089.62,32.73,12904.87,2012-03-28T03:55:52,2012-03-30T03:55:52,mixed,False,journeyman,True,,10.5,0.105,anomaly_score,P1_emergency,52671.71,6732493.08,34523.61,2633.59,27.34,53057.72,18.46,99.965,83.114,23.1,0.4,4.696,40,False,False,variable_mild,76.54,67.73,84,1,1,0,oil_process,particulate_mild,75.68,3.01,4.014,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-28T08:12:46,85,368.21,0.0,20.412,85.033,4.166,20.206,3.9832,1.1073,99.65,113.6,,24.52,89.08,35.69,21/19/17,891.4,2.914,67.4,10.4,,,,,96.0,38.654,20.0,86.42,,7.542,0.0234,167.5,0.066,failed,-0.00211466,0.8952,True,fatigue_spalling,none,E_critical,1.6352,1.0,2.68,,9393.4,0.0,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.0412,0.1007,0.2547,0.502,16805.0,0.8634,0.00020025,True,corrective_unplanned,full_rebuild,22.69,9726.25,6647.51,113.69,11866.75,2012-03-28T08:12:46,2012-03-30T08:12:46,mixed,False,oem_certified,False,41.0,6.6,0.066,temperature_differential,P1_emergency,52671.71,6732493.08,36428.12,2633.59,28.57,53057.72,19.5,99.963,91.635,23.1,0.4,5.197,40,False,False,variable_mild,88.29,73.39,85,0,12,0,steam,particulate_mild,64.03,27.47,2.056,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-28T12:29:40,86,372.49,0.0,22.094,185.635,8.402,21.001,2.116,1.6201,96.34,111.38,,24.52,86.86,38.56,21/19/17,875.0,3.086,65.7,7.1,,,,,98.88,38.87,20.0,83.71,,6.865,0.0269,38.04,0.1676,failed,0.0009672,0.8918,True,fatigue_spalling,none,E_critical,1.6542,1.0,2.569,,8618.78,25.67,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.041,0.1004,0.2543,0.502,16805.0,0.8627,0.00019911,True,corrective_unplanned,full_rebuild,16.43,6042.52,3587.81,32.99,11051.04,2012-03-28T12:29:40,2012-03-30T12:29:40,mixed,False,specialist,True,,16.76,0.1676,pressure_differential,P1_emergency,52671.71,6732493.08,30422.04,2633.59,20.03,53057.72,8.77,99.983,85.937,23.1,0.4,4.507,40,False,False,variable_mild,81.44,84.55,86,1,35,0,steam,particulate_mild,55.08,45.95,0.816,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-28T16:46:33,87,376.78,0.0,25.483,193.692,7.601,20.666,1.125,1.9153,90.36,117.17,,24.52,92.64,39.15,21/19/17,874.0,2.797,91.2,11.9,,,,,98.42,38.179,20.0,85.32,,6.65,0.0108,116.17,0.1768,failed,0.00122542,0.9015,True,fatigue_spalling,none,E_critical,1.6732,1.0,2.858,,8301.38,46.07,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.0409,0.1001,0.2539,0.502,16805.0,0.8619,0.00019798,True,corrective_unplanned,full_rebuild,42.57,6136.74,3704.15,39.73,19369.04,2012-03-28T16:46:33,2012-03-30T16:46:33,mixed,False,master_technician,False,49.0,17.68,0.1768,visual_inspection,P1_emergency,52671.71,6732493.08,47384.43,2633.59,57.46,53057.72,8.08,99.985,79.55,23.1,0.4,2.09,40,False,False,variable_mild,92.08,89.01,87,0,9,0,none,none,26.43,18.46,0.929,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-28T21:03:27,88,381.06,0.0,20.317,106.78,5.256,15.002,1.8621,1.3816,97.24,121.53,,24.52,97.01,38.06,21/19/17,1154.8,2.773,61.8,7.4,,,,,96.65,40.307,22.45,82.66,,7.993,0.0696,71.61,0.1454,failed,0.00356553,0.8294,True,fatigue_spalling,none,E_critical,1.6922,1.0,3.076,,8948.88,14.88,0.0,0.0,0.0,0.0,particle_filter,0.0,0.0,35.0,0.0407,0.0998,0.2535,0.502,16805.0,0.8612,0.00019686,True,corrective_unplanned,full_rebuild,27.14,7098.84,3285.03,35.94,12153.31,2012-03-28T21:03:27,2012-03-30T21:03:27,mixed,False,specialist,False,54.0,14.13,0.1454,temperature_differential,P1_emergency,52671.71,6732493.08,30225.02,2633.59,55.77,53057.72,10.05,99.981,81.952,23.1,0.4,6.15,40,False,True,variable_mild,99.76,91.24,88,0,0,0,gas_compressed_air,none,41.56,21.88,2.934,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-29T01:20:20,89,385.34,0.0,20.17,182.948,9.07,15.39,2.6446,1.9997,97.1,115.62,,24.52,91.1,37.54,22/20/18,859.4,3.026,65.5,9.4,,,,,97.51,40.384,20.0,85.93,,7.817,0.0055,155.92,0.1618,failed,0.00083855,0.8201,True,fatigue_spalling,none,E_critical,1.7112,1.0,2.781,,8564.4,26.22,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0405,0.0995,0.2531,0.502,16805.0,0.8605,0.00019577,True,corrective_unplanned,full_rebuild,8.72,8316.57,3751.35,67.6,6522.06,2012-03-29T01:20:20,2012-03-31T01:20:20,mixed,False,specialist,True,,15.83,0.1618,visual_inspection,P1_emergency,52671.71,6732493.08,17014.24,2633.59,20.38,53057.72,18.43,99.965,86.398,23.1,0.4,5.62,40,False,False,variable_mild,84.71,76.66,89,1,0,1,oil_process,none,55.62,12.64,1.407,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-29T05:37:14,90,389.62,0.0,20.831,141.844,6.809,21.133,2.8406,2.0633,94.19,114.66,,24.52,90.14,36.71,22/20/18,853.4,2.817,92.1,25.6,,,,,96.89,38.16,20.0,80.61,,7.537,0.0055,154.82,0.0979,failed,0.0,0.8988,True,fatigue_spalling,none,E_critical,1.7302,1.0,2.733,,9133.05,18.99,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.0403,0.0992,0.2526,0.502,16805.0,0.8598,0.0001947,True,corrective_unplanned,full_rebuild,26.13,12227.53,7295.49,65.35,15386.19,2012-03-29T05:37:14,2012-03-31T05:37:14,mixed,False,journeyman,False,42.0,9.79,0.0979,vibration_rms,P1_emergency,52671.71,6732493.08,22324.85,2633.59,53.04,53057.72,5.39,99.99,78.32,23.1,0.4,1.828,40,False,False,variable_mild,85.58,90.19,90,0,53,1,oil_hydraulic,none,69.53,1.1,3.151,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-29T09:54:07,91,393.9,0.0,20.873,77.96,3.735,19.65,1.7598,1.8304,98.2,113.76,,24.52,89.24,39.87,22/20/18,879.9,3.04,110.5,16.1,,,,,96.99,37.35,20.0,84.79,,9.171,0.0079,113.74,0.1311,failed,-0.0009672,0.9062,True,fatigue_spalling,none,E_critical,1.7493,1.0,2.688,,8744.12,24.08,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0402,0.0989,0.2522,0.502,16805.0,0.859,0.00019364,True,corrective_unplanned,full_rebuild,25.4,12741.93,8663.95,102.6,11980.17,2012-03-29T09:54:07,2012-03-31T09:54:07,mixed,False,journeyman,False,73.0,13.11,0.1311,anomaly_score,P1_emergency,52671.71,6732493.08,30467.45,2633.59,35.11,53057.72,5.34,99.99,87.954,23.1,0.4,5.195,40,False,False,variable_mild,79.26,95.9,91,1,12,0,none,none,80.68,50.11,0.057,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-29T14:11:01,92,398.18,0.0,22.427,205.48,9.162,18.911,2.0201,1.5386,96.2,116.04,,24.52,91.51,39.7,21/19/17,886.6,2.915,58.3,15.2,,,,,97.54,40.178,20.0,83.75,,8.123,0.023,10.22,0.0826,failed,-0.0015298,0.8675,True,fatigue_spalling,none,E_critical,1.7683,1.0,2.802,,9328.46,26.8,0.0,0.0,0.0,0.0,lstm_sequence,0.0,0.0,35.0,0.04,0.0986,0.2518,0.502,16805.0,0.8583,0.0001926,True,corrective_unplanned,full_rebuild,13.0,10707.14,6071.32,81.8,7593.59,2012-03-29T14:11:01,2012-03-31T14:11:01,mixed,False,journeyman,True,,8.26,0.0826,rul_threshold,P1_emergency,52671.71,6732493.08,24990.49,2633.59,58.24,53057.72,14.03,99.974,87.442,23.1,0.4,2.422,40,False,False,variable_mild,84.42,86.98,92,0,40,0,water,particulate_mild,48.48,9.16,2.366,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-29T18:27:54,93,402.47,0.0,22.736,171.399,7.539,22.881,1.6001,1.4275,93.69,114.0,,24.52,89.48,36.5,21/19/17,866.6,2.884,69.2,9.3,,,,,96.3,36.725,20.0,87.29,,7.811,0.0893,105.09,0.1315,failed,-0.00333582,0.918,True,fatigue_spalling,none,E_critical,1.7873,1.0,2.7,,8717.91,23.47,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0398,0.0983,0.2514,0.502,16805.0,0.8576,0.00019158,True,corrective_unplanned,full_rebuild,4.89,10338.61,5168.66,57.89,3070.78,2012-03-29T18:27:54,2012-03-31T18:27:54,mixed,False,journeyman,True,,13.15,0.1315,pressure_differential,P1_emergency,52671.71,6732493.08,24443.36,2633.59,36.38,53057.72,3.97,99.99,87.884,23.1,0.4,1.198,40,False,False,variable_mild,85.08,87.17,93,0,15,0,none,none,86.27,24.83,0.827,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-29T22:44:48,94,406.75,0.0,23.427,108.262,4.621,22.946,1.9819,2.2613,98.46,115.16,,24.52,90.64,37.23,22/20/18,856.3,2.911,61.9,9.9,,,,,96.39,39.946,20.0,84.24,,7.128,0.151,127.92,0.1241,failed,-0.00083855,0.9494,True,fatigue_spalling,none,E_critical,1.8063,1.0,2.758,,8770.73,34.61,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0397,0.098,0.251,0.502,16805.0,0.8569,0.00019057,True,corrective_unplanned,full_rebuild,46.31,13110.01,8385.09,107.9,19937.48,2012-03-29T22:44:48,2012-03-31T22:44:48,mixed,False,specialist,True,,12.41,0.1241,oil_analysis,P1_emergency,52671.71,6732493.08,50072.34,2633.59,47.78,53057.72,8.14,99.985,81.802,23.1,0.4,4.599,40,False,False,variable_mild,81.65,85.92,94,0,28,0,steam,none,54.8,73.02,0.951,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-30T03:01:42,95,411.03,0.0,22.253,188.688,8.479,23.037,2.355,2.2706,94.99,118.14,,24.52,93.61,38.76,22/20/18,948.4,2.834,66.2,6.9,,,,,96.44,36.695,20.0,82.13,,6.826,0.0625,25.53,0.1722,failed,0.00022995,0.9346,True,fatigue_spalling,none,E_critical,1.8253,1.0,2.907,,8522.23,11.89,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0395,0.0977,0.2506,0.502,16805.0,0.8562,0.00018958,True,corrective_unplanned,full_rebuild,47.45,10693.54,6091.57,81.34,31662.69,2012-03-30T03:01:42,2012-04-01T03:01:42,mixed,False,apprentice,False,13.0,17.22,0.1722,vibration_rms,P1_emergency,52671.71,6732493.08,58507.91,2633.59,23.72,53057.72,26.04,99.951,86.254,23.1,0.4,6.437,40,False,False,variable_mild,87.67,72.76,95,0,0,0,oil_hydraulic,particulate_mild,70.95,25.67,1.786,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-30T07:18:35,96,415.31,0.0,20.693,139.133,6.724,18.993,3.334,1.4535,94.88,126.03,,24.52,101.51,37.55,22/20/18,860.6,3.203,68.8,11.2,,,,,97.3,40.11,20.0,84.51,,7.601,0.078,75.98,0.065,failed,0.0,0.8679,True,fatigue_spalling,none,E_critical,1.8443,1.0,3.301,,9695.69,21.93,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.0394,0.0974,0.2502,0.502,16805.0,0.8555,0.0001886,True,corrective_unplanned,full_rebuild,12.68,8491.8,4403.19,44.73,9505.32,2012-03-30T07:18:35,2012-04-01T07:18:35,mixed,False,oem_certified,True,,6.5,0.065,efficiency_drop,P1_emergency,52671.71,6732493.08,37530.78,2633.59,21.28,53057.72,6.88,99.987,87.986,23.1,0.4,3.991,40,False,False,variable_mild,98.28,82.35,96,1,6,2,none,none,63.01,130.44,0.058,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-30T11:35:29,97,419.59,0.0,20.043,118.976,5.936,17.46,1.5611,1.0318,93.09,120.18,,24.52,95.66,37.73,21/19/17,861.7,3.133,98.0,15.0,,,,,98.8,38.402,20.0,84.53,,8.692,0.0813,16.43,0.1366,failed,0.0,0.8231,True,fatigue_spalling,none,E_critical,1.8633,1.0,3.009,,8760.98,18.8,0.0,0.0,0.0,0.0,physics_informed_nn,0.0,0.0,35.0,0.0392,0.0971,0.2499,0.502,16805.0,0.8549,0.00018764,True,corrective_unplanned,full_rebuild,2.1,10680.49,7333.95,90.72,1533.51,2012-03-30T11:35:29,2012-04-01T11:35:29,mixed,False,journeyman,True,,13.66,0.1366,pressure_differential,P1_emergency,52671.71,6732493.08,17610.26,2633.59,28.37,53057.72,12.06,99.977,84.514,23.1,0.4,1.081,40,False,False,variable_mild,95.49,99.99,97,0,22,2,steam,none,59.88,14.52,1.574,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-30T15:52:22,98,423.87,0.0,23.269,148.382,6.377,23.708,1.8017,1.2022,93.39,122.62,,24.52,98.1,37.15,21/19/17,958.1,3.04,57.2,16.9,,,,,97.82,38.198,20.61,84.07,,9.396,0.0197,68.8,0.0781,failed,0.00233925,0.9522,True,fatigue_spalling,lubrication_starvation,E_critical,1.8824,1.0,3.131,,9284.43,0.0,0.0,0.0,0.0,0.0,kalman_filter,0.0,0.0,35.0,0.039,0.0968,0.2495,0.502,16805.0,0.8542,0.0001867,True,corrective_unplanned,full_rebuild,12.45,9074.13,5428.4,73.25,5183.27,2012-03-30T15:52:22,2012-04-01T15:52:22,mixed,False,master_technician,False,12.0,7.81,0.0781,rul_threshold,P1_emergency,52671.71,6732493.08,19122.31,2633.59,48.74,53057.72,20.07,99.962,82.758,23.1,0.4,2.592,40,False,False,variable_mild,100.01,92.0,98,0,0,1,none,particulate_mild,68.32,105.08,0.593,,,infant_mortality
ASSET-000003,conveyor_belt,high,PrecisionDrive GmbH,MDL-9594-A,2012-03-13,9944.0,30000.0,84.76178649381515,indoor_uncontrolled,HVAC,FAC-004,LINE-X,active_standby,2012-03-30T20:09:16,99,428.15,0.0,23.04,140.016,6.077,13.636,1.5143,0.9771,97.0,116.48,,24.52,91.96,38.41,21/19/17,882.7,2.802,69.6,13.2,,,,,97.99,40.749,25.43,88.38,,7.872,0.0194,4.44,0.0821,failed,0.00419966,0.7611,True,fatigue_spalling,erosion,E_critical,1.9014,1.0,2.824,,9190.22,5.62,0.0,0.0,0.0,0.0,xgboost_gradient,0.0,0.0,35.0,0.0389,0.0965,0.2491,0.502,16805.0,0.8535,0.00018577,True,corrective_unplanned,full_rebuild,32.76,6569.08,3523.25,55.47,18700.95,2012-03-30T20:09:16,2012-04-01T20:09:16,mixed,False,journeyman,True,,8.21,0.0821,anomaly_score,P1_emergency,52671.71,6732493.08,24254.38,2633.59,50.26,53057.72,13.7,99.974,89.078,23.1,0.4,4.748,40,False,False,variable_mild,90.26,94.55,99,0,33,1,water,none,40.28,30.4,4.739,,,infant_mortality
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-07T09:22:28,1,9.37,9.37,2.145,9.18,4.279,2.87,,,59.53,64.16,,31.04,33.12,47.15,14/12/10,114.5,0.547,23.6,3.4,,,,,86.1,33.405,90.48,62.11,,0.689,0.0479,76.94,0.9974,normal,0.0,0.0263,False,fatigue_spalling,none,A_healthy,0.0005,0.0153,1.0,,68.02,141.1,20347.63,21674.06,14088.14,29259.98,lstm_sequence,-1326.43,1225.45,5888.0,0.0001,0.0013,0.0268,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-04-02T22:24:11,2010-02-13T00:19:23,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,29309.34,4577.18,56.32,19860.93,7.65,99.961,84.966,3925.1,0.64,7.719,64,False,False,idle_standby,77.79,96.14,1,0,0,0,water,particulate_mild,63.67,18.64,0.237,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-07T18:44:57,2,18.75,18.75,1.843,7.14,3.873,3.299,,,58.69,68.27,,31.04,37.23,45.87,13/11/9,52.8,0.317,9.1,2.4,,,,,84.64,35.511,89.02,65.58,,0.307,0.0258,58.19,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0009,0.0154,1.0,,97.24,151.78,20338.25,17590.26,11433.67,23746.85,lstm_sequence,2747.99,2547.88,5888.0,0.0001,0.0013,0.027,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-08T05:52:45,2009-09-21T18:28:13,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,23606.42,4577.18,32.9,19860.93,5.87,99.97,88.138,3925.1,0.64,5.447,64,False,False,idle_standby,95.24,88.71,2,0,0,0,oil_process,particulate_mild,55.18,50.36,0.005,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-08T04:07:25,3,28.12,28.12,1.886,6.36,3.372,3.253,,,60.28,67.68,,31.04,36.64,43.33,14/12/10,119.3,0.349,30.9,6.1,,,,,85.34,35.396,87.14,64.82,,1.44,0.1453,22.82,1.0,normal,0.0,0.0411,False,fatigue_spalling,none,A_healthy,0.0014,0.0019,1.0,,236.71,143.72,20328.88,19162.4,12455.56,25869.24,weibull_regression,1166.47,1160.04,5888.0,0.0001,0.0014,0.0271,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-02-10T09:19:32,2009-11-16T20:10:00,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,15996.94,4577.18,52.92,19860.93,13.81,99.931,82.657,3925.1,0.64,6.647,64,False,False,idle_standby,74.73,107.41,3,0,0,0,steam,particulate_mild,87.14,9.42,2.172,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-08T13:29:54,4,37.5,37.5,1.999,5.594,2.798,2.685,,,57.58,68.81,,31.04,37.77,46.86,13/11/9,175.6,0.698,19.2,3.9,,,,,85.8,33.528,89.23,64.75,,0.239,0.0731,91.49,1.0,normal,0.0,0.0223,False,fatigue_spalling,none,A_healthy,0.0018,0.0,1.0,,67.47,148.66,20319.5,21785.48,14160.56,29410.39,lstm_sequence,-1465.97,1877.81,5888.0,0.0002,0.0014,0.0273,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-04-06T10:14:11,2010-02-18T03:09:10,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,27705.2,4577.18,38.74,19860.93,12.0,99.94,87.134,3925.1,0.64,7.719,64,False,False,idle_standby,81.6,81.6,4,0,0,0,water,water_ingress,73.21,26.22,1.625,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-08T22:52:23,5,46.87,46.87,1.834,6.725,3.667,2.948,,,59.47,69.88,,31.04,38.84,46.0,14/12/10,88.2,0.339,6.3,1.7,,,,,86.33,33.912,89.99,64.83,,0.221,0.0047,114.64,1.0,normal,0.0,0.0381,False,fatigue_spalling,none,A_healthy,0.0023,0.017,1.0,,43.81,149.94,20310.13,18078.97,11751.33,24406.62,xgboost_gradient,2231.15,2899.21,5888.0,0.0002,0.0014,0.0275,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-19T14:21:36,2009-10-10T06:00:04,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,42336.26,4577.18,40.87,19860.93,14.48,99.927,85.824,3925.1,0.64,7.459,64,False,False,idle_standby,84.93,82.56,5,0,0,0,water,none,81.99,34.12,0.866,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-09T08:14:51,6,56.25,56.25,2.106,5.96,2.83,3.141,,,59.02,65.71,,31.04,34.66,47.08,12/10/8,76.8,0.378,13.5,2.4,,,,,84.91,33.901,89.76,62.36,,0.117,0.0275,146.39,1.0,normal,0.00052118,0.0,False,fatigue_spalling,none,A_healthy,0.0028,0.014,1.0,,102.86,161.05,20300.75,18427.81,11978.07,24877.54,physics_informed_nn,1872.95,2044.04,5888.0,0.0002,0.0015,0.0277,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-27T06:09:01,2009-10-22T23:52:57,mixed,False,master_technician,False,85.0,,,none,none,91543.54,2670097.2,31610.0,4577.18,50.54,19860.93,9.69,99.951,81.933,3925.1,0.64,4.337,64,False,False,idle_standby,87.2,91.41,6,0,0,0,oil_process,none,66.44,89.87,1.119,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-09T17:37:20,7,65.62,65.62,2.004,6.336,3.161,3.606,,,59.36,70.13,,31.04,39.09,46.72,14/12/10,86.7,0.393,34.2,6.7,,,,,84.46,34.893,89.83,63.02,,0.299,0.0216,217.99,0.9944,normal,-0.00112778,0.0385,False,fatigue_spalling,none,A_healthy,0.0032,0.0,1.0,,123.48,161.47,20291.38,18938.5,12310.02,25566.97,xgboost_gradient,1352.88,1167.49,5888.0,0.0002,0.0015,0.0279,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-02-07T06:52:19,2009-11-10T11:20:49,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,28989.16,4577.18,55.43,19860.93,5.39,99.973,90.258,3925.1,0.64,3.365,64,False,False,idle_standby,94.88,81.41,7,0,0,0,gas_compressed_air,particulate_mild,30.22,0.56,1.494,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-10T02:59:48,8,75.0,75.0,1.983,8.35,4.211,3.394,,,58.42,69.38,,31.04,38.33,47.99,14/12/10,91.0,0.445,37.6,11.2,,,,,85.03,34.179,89.58,64.42,,0.62,0.0254,43.25,0.9863,normal,-0.00274869,0.0758,False,fatigue_spalling,none,A_healthy,0.0037,0.0072,1.0,,217.11,152.56,20282.0,17623.27,11455.13,23791.41,xgboost_gradient,2658.73,3437.57,5888.0,0.0002,0.0016,0.0281,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-11T06:37:54,2009-09-25T06:46:34,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,37095.39,4577.18,41.95,19860.93,18.05,99.909,80.468,3925.1,0.64,1.807,64,False,False,idle_standby,83.82,82.76,8,0,0,0,oil_process,particulate_mild,42.4,171.48,1.101,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-10T12:22:17,9,84.37,84.37,1.977,5.724,2.895,2.583,,,55.64,63.04,,31.04,31.99,45.67,14/12/10,79.6,0.336,10.0,2.8,,,,,83.37,34.66,89.56,64.47,,0.013,0.0183,258.54,1.0,normal,0.0,0.0558,False,fatigue_spalling,none,A_healthy,0.0041,0.0,1.0,,117.82,152.27,20272.63,22339.91,14520.94,30158.88,physics_informed_nn,-2067.28,1880.48,5888.0,0.0002,0.0016,0.0283,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-04-19T22:19:36,2010-03-11T17:17:44,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,44792.23,4577.18,30.3,19860.93,5.85,99.971,82.085,3925.1,0.64,1.101,64,False,False,idle_standby,74.43,77.93,9,0,0,0,oil_process,none,24.63,41.55,2.842,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-10T21:44:46,10,93.75,93.75,2.173,5.657,2.603,3.2,,,54.83,68.23,,31.04,37.19,47.31,14/12/10,173.9,0.302,25.9,7.8,,,,,83.65,32.767,89.33,65.81,,0.976,0.0485,167.54,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0046,0.001,1.0,,257.89,149.36,20263.25,21712.71,14113.26,29312.16,particle_filter,-1449.46,1772.17,5888.0,0.0002,0.0016,0.0285,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-04-07T06:06:11,2010-02-17T21:33:11,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,17336.47,4577.18,21.03,19860.93,4.31,99.978,87.236,3925.1,0.64,6.987,64,False,False,idle_standby,89.71,74.61,10,0,0,0,gas_compressed_air,particulate_mild,28.3,48.4,1.595,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-11T07:07:14,11,103.12,103.12,2.251,6.822,3.03,2.793,,,68.4,66.88,,31.04,35.84,44.32,14/12/10,108.6,0.443,64.1,16.8,,,,,84.19,33.661,90.08,64.07,,0.532,0.0598,88.4,0.9954,normal,-0.00092187,0.0024,False,fatigue_spalling,none,A_healthy,0.0051,0.0,1.0,,151.17,132.27,20253.88,17579.11,11426.42,23731.8,weibull_regression,2674.77,2526.97,5888.0,0.0002,0.0017,0.0286,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-11T12:40:39,2009-09-24T21:22:03,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,39793.89,4577.18,28.32,19860.93,25.67,99.871,86.491,3925.1,0.64,5.387,64,False,False,idle_standby,85.81,75.97,11,0,0,0,oil_process,none,88.86,13.06,1.644,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-11T16:29:43,12,112.5,112.5,2.028,8.803,4.34,2.507,,,60.25,62.29,,31.04,31.25,44.06,13/11/9,133.7,0.346,45.7,13.3,,,,,84.87,34.952,90.23,66.01,,0.694,0.0554,52.29,1.0,normal,0.00112778,0.0287,False,fatigue_spalling,none,A_healthy,0.0055,0.0,1.0,,60.33,146.25,20244.5,22241.65,14457.08,30026.23,particle_filter,-1997.15,1792.84,5888.0,0.0002,0.0017,0.0288,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-04-19T01:19:22,2010-03-09T09:54:07,mixed,False,apprentice,True,,,,none,none,91543.54,2670097.2,16961.93,4577.18,38.62,19860.93,4.55,99.977,82.723,3925.1,0.64,5.505,64,False,False,idle_standby,66.08,94.87,12,0,0,0,water,none,54.39,54.73,0.114,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-12T01:52:11,13,121.87,121.87,2.081,6.998,3.364,2.747,,,63.1,68.05,,31.04,37.0,44.94,14/12/10,138.4,0.316,22.3,5.4,,,,,86.35,35.044,91.55,64.78,,0.929,0.0635,348.69,1.0,normal,0.00274869,0.0311,False,fatigue_spalling,none,A_healthy,0.006,0.011,1.0,,55.96,173.02,20235.13,18376.27,11944.58,24807.97,kalman_filter,1858.86,1582.66,5888.0,0.0003,0.0018,0.029,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-28T22:00:23,2009-10-23T21:42:07,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,30256.83,4577.18,30.11,19860.93,7.9,99.96,85.542,3925.1,0.64,4.68,64,False,False,idle_standby,87.83,87.77,13,0,0,0,water,chemical_contamination,82.6,23.5,0.247,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-12T11:14:40,14,131.24,131.24,2.121,7.508,3.54,2.754,,,64.13,68.23,,31.04,37.18,44.98,14/12/10,146.3,0.312,47.1,7.0,,,,,86.08,35.103,90.12,62.97,,0.384,0.0845,13.26,0.9973,normal,-0.00053304,0.0,False,fatigue_spalling,cavitation,A_healthy,0.0064,0.0,1.0,,50.22,146.69,20225.76,17925.46,11651.55,24199.37,xgboost_gradient,2300.3,2360.2,5888.0,0.0003,0.0018,0.0292,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-19T21:58:20,2009-10-08T07:52:54,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,42846.83,4577.18,57.19,19860.93,16.18,99.919,85.011,3925.1,0.64,7.553,64,False,False,idle_standby,82.31,78.43,14,0,0,0,water,chemical_contamination,84.34,22.72,7.981,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-12T20:37:09,15,140.62,140.62,1.872,5.708,3.05,2.849,,,60.14,69.17,,31.04,38.13,45.87,14/12/10,61.5,0.324,28.4,5.1,,,,,85.42,33.328,89.42,63.58,,0.864,0.1288,224.31,1.0,normal,0.0,0.0386,False,fatigue_spalling,none,A_healthy,0.0069,0.0,1.0,,55.09,155.74,20216.38,17842.61,11597.69,24087.52,physics_informed_nn,2373.77,1962.25,5888.0,0.0003,0.0018,0.0294,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-01-18T13:55:20,2009-10-05T18:50:05,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,38208.28,4577.18,23.58,19860.93,7.14,99.964,90.316,3925.1,0.64,1.754,64,False,False,idle_standby,83.73,73.96,15,0,0,0,oil_process,water_ingress,47.46,44.72,0.174,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-13T05:59:37,16,149.99,149.99,2.301,6.745,2.931,3.269,,,67.9,69.49,,31.04,38.44,44.13,14/12/10,53.9,0.421,8.4,1.4,,,,,85.39,35.159,91.11,61.76,,0.336,0.0454,26.85,1.0,normal,0.00092187,0.0,False,fatigue_spalling,none,A_healthy,0.0074,0.0,1.0,,267.24,152.65,20207.01,21610.01,14046.51,29173.51,physics_informed_nn,-1403.0,1129.91,5888.0,0.0003,0.0019,0.0296,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2009-04-07T10:59:52,2010-02-16T14:30:03,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,27795.7,4577.18,34.92,19860.93,26.23,99.868,86.303,3925.1,0.64,4.086,64,False,False,idle_standby,93.0,102.36,16,0,0,0,water,none,50.22,26.47,0.12,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-13T15:22:06,17,159.37,159.37,1.934,5.232,2.705,2.389,,,59.16,69.91,,31.04,38.87,47.73,14/12/10,57.6,0.688,33.7,4.9,,,,,84.95,33.579,88.5,63.12,,0.624,0.116,262.72,0.9987,normal,-0.00026586,0.0416,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0078,0.0067,1.0,,24.76,152.02,20197.63,15542.64,10102.72,20982.57,physics_informed_nn,4654.99,5698.29,5888.0,0.0003,0.0019,0.0298,2.186,15252.0,1.0,1e-06,False,none,none,,,,,,2008-12-02T10:41:24,2009-07-17T02:36:54,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,38331.88,4577.18,55.43,19860.93,9.72,99.951,84.907,3925.1,0.64,5.19,64,False,False,idle_standby,88.77,89.56,17,0,0,0,gas_compressed_air,water_ingress,47.55,1.01,2.305,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-14T00:44:34,18,168.74,168.74,2.155,6.28,2.914,3.126,,,57.07,64.69,,31.04,33.65,45.04,13/11/9,64.5,0.417,16.7,3.9,,,,,84.2,34.541,89.32,62.8,,0.058,0.0169,1.88,0.9957,normal,-0.00085465,0.0,False,fatigue_spalling,adhesive_wear,A_healthy,0.0083,0.0068,1.0,,364.52,152.0,20188.26,18458.56,11998.06,24919.05,physics_informed_nn,1729.7,2211.17,5888.0,0.0003,0.0019,0.03,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2009-02-01T14:01:17,2009-10-28T18:31:00,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,34186.41,4577.18,44.94,19860.93,8.45,99.957,84.694,3925.1,0.64,6.818,64,False,False,idle_standby,79.73,88.7,18,0,0,0,oil_process,none,53.95,58.97,0.658,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-14T10:07:03,19,178.12,178.12,2.084,7.547,3.622,2.835,,,55.66,70.88,,31.04,39.84,44.85,13/11/9,85.4,0.415,8.5,0.9,,,,,85.03,32.368,89.73,65.22,,0.413,0.1857,52.48,1.0,normal,0.00053304,0.0041,False,fatigue_spalling,none,A_healthy,0.0087,0.0046,1.0,,5.63,152.68,20178.88,17476.92,11360.0,23593.84,weibull_regression,2701.97,2432.53,5888.0,0.0003,0.002,0.0302,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2009-01-12T12:34:33,2009-09-24T09:29:48,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,45216.95,4577.18,31.7,19860.93,20.38,99.897,87.904,3925.1,0.64,3.073,64,False,False,idle_standby,99.68,82.13,19,0,0,0,steam,none,31.89,209.03,0.051,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-14T19:29:32,20,187.49,187.49,1.861,8.25,4.432,3.001,,,66.47,69.02,,31.04,37.97,47.33,14/12/10,136.7,0.385,25.1,6.2,,,,,86.88,33.991,90.63,66.73,,0.891,0.0768,128.07,0.9667,normal,-0.00666197,0.0253,False,fatigue_spalling,none,A_healthy,0.0092,0.0,1.0,,358.94,149.89,20169.51,18418.03,11971.72,24864.34,weibull_regression,1751.48,1842.23,5888.0,0.0003,0.002,0.0303,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2009-02-01T12:30:19,2009-10-28T02:48:52,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,30600.41,4577.18,52.97,19860.93,7.19,99.964,85.641,3925.1,0.64,3.936,64,False,False,idle_standby,82.34,88.44,20,0,1,0,oil_process,water_ingress,74.64,11.97,0.676,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-15T04:52:00,21,196.87,196.87,2.253,6.848,3.04,2.725,,,60.98,67.24,,31.04,36.2,41.55,14/12/10,56.3,0.435,16.3,4.3,,,,,86.68,33.22,91.61,65.01,,2.27,0.0355,38.65,0.9953,normal,-0.00093053,0.0,False,fatigue_spalling,erosion,A_healthy,0.0097,0.0,1.0,,314.94,155.62,20160.13,16719.55,10867.7,22571.39,kalman_filter,3440.59,4331.51,5888.0,0.0003,0.0021,0.0305,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2008-12-28T12:38:22,2009-08-29T08:28:50,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,27425.54,4577.18,29.2,19860.93,6.94,99.965,83.632,3925.1,0.64,6.125,64,False,False,idle_standby,74.58,69.43,21,0,0,0,oil_hydraulic,none,70.26,30.4,1.09,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-15T14:14:29,22,206.24,206.24,2.034,7.408,3.643,3.297,,,61.64,74.07,,31.04,43.03,46.16,14/12/10,77.6,0.423,16.0,2.9,,,,,85.76,33.113,89.9,63.55,,0.439,0.0619,11.37,0.9835,normal,-0.00303297,0.017,False,fatigue_spalling,none,A_healthy,0.0101,0.0,1.0,,215.04,138.72,20150.76,15807.99,10275.19,21340.79,particle_filter,4342.77,5056.05,5888.0,0.0004,0.0021,0.0307,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2008-12-09T22:14:14,2009-07-28T11:02:04,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,20151.1,4577.18,37.35,19860.93,23.45,99.882,84.419,3925.1,0.64,6.414,64,False,False,idle_standby,97.6,72.77,22,0,0,0,oil_hydraulic,particulate_mild,38.38,33.51,0.743,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-15T23:36:57,23,215.62,215.62,1.789,6.34,3.544,3.153,,,59.84,67.62,,31.04,36.58,44.67,14/12/10,70.7,0.322,10.0,1.7,,,,,83.78,32.516,91.35,67.04,,0.041,0.0562,285.25,0.997,normal,0.00025711,0.0,False,fatigue_spalling,thermal_degradation,A_healthy,0.0106,0.0,1.0,,61.2,162.61,20141.38,18183.34,11819.17,24547.5,particle_filter,1958.05,1901.77,5888.0,0.0004,0.0021,0.0309,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2009-01-28T19:17:01,2009-10-20T23:27:03,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,32258.52,4577.18,51.14,19860.93,16.77,99.916,78.387,3925.1,0.64,6.198,64,False,False,idle_standby,95.07,92.79,23,0,0,0,oil_process,water_ingress,50.61,31.68,0.784,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-16T08:59:26,24,224.99,224.99,1.834,7.11,3.878,2.405,,,61.08,69.96,,31.04,38.92,46.93,14/12/10,77.3,0.329,35.3,5.5,,,,,85.15,33.916,89.35,65.31,,0.086,0.0347,75.01,0.9937,normal,-0.00126808,0.0791,False,fatigue_spalling,none,A_healthy,0.0111,0.0043,1.0,,66.05,148.76,20132.01,23286.0,15135.9,31436.1,kalman_filter,-3153.99,3887.19,5888.0,0.0004,0.0022,0.0311,2.186,15252.0,0.9999,1e-06,False,none,none,,,,,,2009-05-15T11:59:24,2010-04-20T02:05:23,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,42844.94,4577.18,35.39,19860.93,10.43,99.947,84.508,3925.1,0.64,7.775,64,False,False,idle_standby,93.86,80.38,24,0,0,0,oil_hydraulic,particulate_severe,88.51,27.72,0.488,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-16T18:21:55,25,234.37,234.37,1.971,8.709,4.418,2.994,,,60.59,68.37,,31.04,37.33,47.34,14/12/10,63.1,0.377,53.0,10.1,,,,,85.8,34.439,89.68,65.51,,0.859,0.0,53.49,0.9838,normal,0.00341496,0.0665,False,fatigue_spalling,none,A_healthy,0.0115,0.0163,1.0,,277.98,139.28,20122.63,16647.3,10820.75,22473.86,lstm_sequence,3475.33,4424.1,5888.0,0.0004,0.0022,0.0313,2.186,15252.0,0.9999,1.01e-06,False,none,none,,,,,,2008-12-28T14:00:56,2009-08-28T08:34:14,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,15191.38,4577.18,38.82,19860.93,10.67,99.946,83.885,3925.1,0.64,4.093,64,False,False,idle_standby,87.85,79.03,25,0,0,0,gas_compressed_air,particulate_mild,49.49,101.42,0.601,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-17T03:44:23,26,243.74,243.74,2.09,7.742,3.704,3.388,,,61.54,68.38,,31.04,37.33,43.31,14/12/10,50.1,0.56,48.6,5.9,,,,,84.46,33.068,91.27,62.45,,0.056,0.0586,159.84,1.0,normal,0.00093053,0.0531,False,fatigue_spalling,none,A_healthy,0.012,0.0191,1.0,,3.31,166.13,20113.26,23219.53,15092.7,31346.37,particle_filter,-3106.27,3617.76,5888.0,0.0004,0.0023,0.0315,2.186,15252.0,0.9999,1.06e-06,False,none,none,,,,,,2009-05-14T21:30:20,2010-04-18T12:20:29,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,34813.17,4577.18,41.75,19860.93,27.41,99.862,83.765,3925.1,0.64,4.937,64,False,False,idle_standby,74.03,93.07,26,0,0,0,oil_hydraulic,none,21.65,11.27,3.198,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-17T13:06:52,27,253.11,253.11,1.638,5.497,3.355,3.132,,,59.94,65.78,,31.04,34.73,47.45,13/11/9,182.9,0.567,19.0,4.1,,,,,84.68,32.383,91.19,64.67,,0.115,0.0467,6.71,1.0,normal,0.00329883,0.0157,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0124,0.0,1.0,,126.26,142.1,20103.89,23409.09,15215.91,31602.28,weibull_regression,-3305.21,2804.57,5888.0,0.0004,0.0023,0.0317,2.186,15252.0,0.9999,1.11e-06,False,none,none,,,,,,2009-05-19T05:39:40,2010-04-25T14:50:38,mixed,False,journeyman,False,54.0,,,none,none,91543.54,2670097.2,33768.36,4577.18,28.5,19860.93,11.21,99.944,85.258,3925.1,0.64,7.74,64,False,False,idle_standby,73.38,66.15,27,0,0,0,oil_process,particulate_mild,63.32,49.71,1.455,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-17T22:29:20,28,262.49,262.49,1.998,7.241,3.623,3.282,,,58.5,68.48,,31.04,37.44,44.17,13/11/9,60.8,0.307,11.3,3.3,,,,,85.38,34.66,88.56,62.07,,0.125,0.0933,36.07,1.0,normal,0.00059754,0.0055,False,fatigue_spalling,none,A_healthy,0.0129,0.0094,1.0,,10.02,140.74,20094.51,17782.09,11558.36,24005.82,physics_informed_nn,2312.43,2095.02,5888.0,0.0004,0.0023,0.0319,2.186,15252.0,0.9999,1.16e-06,False,none,none,,,,,,2009-01-22T09:31:55,2009-10-08T17:15:43,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,31961.26,4577.18,37.37,19860.93,9.89,99.95,85.426,3925.1,0.64,7.07,64,False,False,idle_standby,87.29,97.4,28,0,0,0,oil_process,particulate_severe,81.39,47.5,0.283,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-18T07:51:49,29,271.86,271.86,1.8,5.15,2.861,2.771,,,58.44,65.69,,31.04,34.64,46.38,13/11/9,64.8,0.356,37.9,4.6,,,,,85.32,34.609,90.6,63.91,,0.382,0.1776,50.71,0.9957,normal,0.00041674,0.0593,False,fatigue_spalling,electrical_pitting,A_healthy,0.0134,0.0,1.0,,51.94,142.69,20085.14,23517.39,15286.3,31748.47,lstm_sequence,-3432.25,3383.31,5888.0,0.0004,0.0024,0.0321,2.186,15252.0,0.9998,1.21e-06,False,none,none,,,,,,2009-05-22T06:33:24,2010-04-30T05:38:30,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,28793.23,4577.18,41.19,19860.93,19.09,99.904,87.952,3925.1,0.64,6.934,64,False,False,idle_standby,83.3,94.6,29,0,0,0,oil_hydraulic,none,48.68,32.44,5.397,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-18T17:14:18,30,281.24,281.24,1.946,6.278,3.226,3.177,,,62.71,69.62,,31.04,38.57,44.17,13/11/9,84.1,0.376,14.3,3.8,,,,,85.25,34.225,89.23,65.39,,1.101,0.0225,38.75,0.9742,normal,-0.00190323,0.0525,False,fatigue_spalling,none,A_healthy,0.0138,0.0,1.0,,269.99,155.47,20075.76,16944.43,11013.88,22874.98,kalman_filter,3131.33,2887.94,5888.0,0.0005,0.0024,0.0323,2.186,15252.0,0.9998,1.26e-06,False,none,none,,,,,,2009-01-05T17:27:15,2009-09-09T20:00:20,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,39841.66,4577.18,55.7,19860.93,30.24,99.848,85.798,3925.1,0.64,7.707,64,False,False,idle_standby,90.65,102.06,30,0,0,0,none,particulate_mild,77.8,49.08,3.562,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-19T02:36:46,30,290.61,290.61,2.022,6.412,3.17,2.767,,,61.03,69.82,,31.04,38.78,45.58,14/12/10,260.7,0.377,15.2,2.3,,,,,85.52,35.025,91.05,61.01,,0.039,0.0211,38.25,0.9969,normal,-0.0006281,0.0117,False,fatigue_spalling,none,A_healthy,0.0143,0.0096,1.0,,32.25,153.88,20066.39,22122.72,14379.77,29865.67,particle_filter,-2056.33,2173.25,5888.0,0.0005,0.0025,0.0325,2.186,15252.0,0.9998,1.31e-06,False,none,none,,,,,,2009-04-23T23:58:19,2010-03-12T14:55:24,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,22247.38,4577.18,45.36,19860.93,5.86,99.971,88.504,3925.1,0.64,4.562,64,False,False,idle_standby,90.98,93.17,30,1,0,0,oil_hydraulic,none,49.89,69.12,0.873,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-19T11:59:15,31,299.99,299.99,2.061,8.126,3.944,2.875,,,59.4,72.98,,31.04,41.94,43.02,13/11/9,187.6,0.312,37.6,9.2,,,,,85.08,34.444,88.96,63.07,,0.458,0.092,209.27,1.0,normal,0.0,0.0512,False,fatigue_spalling,none,A_healthy,0.0147,0.0238,1.0,,18.5,159.87,20057.01,22202.0,14431.3,29972.7,lstm_sequence,-2144.99,2468.88,5888.0,0.0005,0.0025,0.0326,2.186,15252.0,0.9998,1.36e-06,False,none,none,,,,,,2009-04-26T00:59:18,2010-03-15T19:41:21,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,35951.07,4577.18,36.06,19860.93,7.87,99.96,88.859,3925.1,0.64,1.553,64,False,False,idle_standby,98.2,84.1,31,1,0,0,oil_hydraulic,none,85.31,31.71,2.869,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-19T21:21:43,32,309.36,309.36,2.047,7.01,3.424,2.521,,,57.61,68.15,,31.04,37.11,48.4,13/11/9,68.8,0.303,49.0,9.9,,,,,84.05,33.261,90.56,63.75,,0.098,0.0224,61.83,1.0,normal,0.0,0.0689,False,fatigue_spalling,none,A_healthy,0.0152,0.0,1.0,,38.15,140.33,20047.64,16454.87,10695.66,22214.07,particle_filter,3592.77,3635.4,5888.0,0.0005,0.0026,0.0328,2.186,15252.0,0.9998,1.41e-06,False,none,none,,,,,,2008-12-27T16:47:45,2009-08-24T15:59:58,mixed,False,specialist,False,14.0,,,none,none,91543.54,2670097.2,23351.53,4577.18,30.65,19860.93,8.86,99.955,84.592,3925.1,0.64,7.821,64,False,False,idle_standby,88.22,82.65,32,0,0,0,water,chemical_contamination,47.39,35.09,6.458,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-20T06:44:12,33,318.74,318.74,1.965,7.272,3.701,3.086,,,62.15,65.81,,31.04,34.76,47.39,14/12/10,114.0,0.422,34.8,9.6,,,,,86.28,34.929,91.2,70.88,,0.982,0.0095,77.42,0.9855,normal,-0.00204071,0.0472,False,fatigue_spalling,none,A_healthy,0.0157,0.0057,1.0,,320.59,158.96,20038.26,17460.07,11349.05,23571.09,xgboost_gradient,2578.19,2315.84,5888.0,0.0005,0.0026,0.033,2.186,15252.0,0.9998,1.46e-06,False,none,none,,,,,,2009-01-18T00:46:17,2009-09-29T15:47:45,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,21181.77,4577.18,25.95,19860.93,11.96,99.94,84.928,3925.1,0.64,4.636,64,False,False,idle_standby,92.12,89.79,33,0,0,0,oil_hydraulic,particulate_mild,78.12,2.54,0.454,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-20T16:06:41,34,328.11,328.11,1.688,6.456,3.824,3.436,,,56.26,65.93,,31.04,34.89,47.12,13/11/9,154.4,0.449,24.0,2.4,,,,,86.02,33.357,89.78,67.14,,0.17,0.068,121.92,0.9853,normal,0.0022114,0.0,False,fatigue_spalling,none,A_healthy,0.0161,0.0,1.0,,196.01,142.77,20028.89,22597.91,14688.64,30507.18,lstm_sequence,-2569.02,2830.91,5888.0,0.0005,0.0026,0.0332,2.186,15252.0,0.9998,1.51e-06,False,none,none,,,,,,2009-05-05T11:04:03,2010-03-31T00:20:13,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,18615.5,4577.18,20.11,19860.93,9.63,99.952,83.179,3925.1,0.64,3.661,64,False,False,idle_standby,89.05,92.23,34,0,0,0,water,none,69.07,125.16,1.533,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-21T01:29:09,35,337.49,337.49,2.209,7.753,3.509,3.123,,,57.38,67.4,,31.04,36.36,46.72,14/12/10,75.6,0.414,16.0,2.4,,,,,85.34,33.773,88.16,60.87,,0.417,0.0039,120.88,0.9952,normal,-0.00032897,0.0,False,fatigue_spalling,none,A_healthy,0.0166,0.0,1.0,,49.39,148.79,20019.51,22893.76,14880.94,30906.57,physics_informed_nn,-2874.25,3632.8,5888.0,0.0005,0.0027,0.0334,2.186,15252.0,0.9998,1.56e-06,False,none,none,,,,,,2009-05-12T00:21:56,2010-04-10T21:10:52,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,43109.42,4577.18,23.33,19860.93,12.92,99.935,83.063,3925.1,0.64,7.767,64,False,False,idle_standby,82.18,98.12,35,0,0,0,gas_compressed_air,particulate_mild,28.02,27.6,1.615,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-21T10:51:38,36,346.86,346.86,2.005,8.883,4.43,3.006,,,56.81,65.13,,31.04,34.09,44.54,13/11/9,125.9,0.373,26.8,7.7,,,,,85.14,35.47,89.77,66.02,,0.475,0.0409,15.36,1.0,normal,0.0,0.0,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.017,0.0046,1.0,,98.65,160.51,20010.14,18146.73,11795.37,24498.08,weibull_regression,1863.41,1735.81,5888.0,0.0006,0.0027,0.0336,2.186,15252.0,0.9997,1.61e-06,False,none,none,,,,,,2009-02-02T12:13:30,2009-10-25T03:34:48,mixed,False,specialist,False,74.0,,,none,none,91543.54,2670097.2,45021.44,4577.18,56.8,19860.93,23.09,99.884,89.389,3925.1,0.64,6.322,64,False,False,idle_standby,70.31,83.41,36,1,0,0,gas_compressed_air,none,21.89,27.97,1.274,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-21T20:14:06,37,356.24,356.24,2.019,8.407,4.164,3.586,,,66.12,66.27,,31.04,35.23,47.96,14/12/10,69.5,0.436,31.6,6.0,,,,,84.66,33.523,89.18,64.85,,0.743,0.0074,23.14,0.9837,normal,-0.00326386,0.078,False,fatigue_spalling,electrical_pitting,A_healthy,0.0175,0.0047,1.0,,210.97,156.76,20000.76,15840.25,10296.16,21384.34,particle_filter,4160.52,3743.11,5888.0,0.0006,0.0028,0.0338,2.186,15252.0,0.9997,1.66e-06,False,none,none,,,,,,2008-12-16T20:21:34,2009-08-04T20:26:48,mixed,False,journeyman,False,55.0,,,none,none,91543.54,2670097.2,31617.42,4577.18,56.45,19860.93,13.5,99.932,86.936,3925.1,0.64,3.976,64,False,False,idle_standby,93.73,90.45,37,0,0,0,water,chemical_contamination,63.98,38.5,0.656,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-22T05:36:35,38,365.61,365.61,1.753,4.451,2.539,2.459,,,61.97,69.58,,31.04,38.54,48.43,13/11/9,51.8,0.681,50.9,12.5,,,,,84.25,32.901,91.09,67.22,,0.277,0.0273,74.94,1.0,normal,0.00289206,0.0,False,fatigue_spalling,none,A_healthy,0.018,0.0053,1.0,,26.68,154.36,19991.39,17933.64,11656.87,24210.41,xgboost_gradient,2057.75,2478.6,5888.0,0.0006,0.0028,0.034,2.186,15252.0,0.9997,1.72e-06,False,none,none,,,,,,2009-01-29T20:25:47,2009-10-18T09:12:14,mixed,False,oem_certified,True,,,,none,none,91543.54,2670097.2,42322.77,4577.18,26.46,19860.93,16.48,99.917,89.658,3925.1,0.64,2.578,64,False,False,idle_standby,86.99,81.26,38,1,0,0,steam,none,45.98,120.46,1.804,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-22T14:59:04,39,374.98,374.98,1.929,6.294,3.263,3.289,,,60.86,69.37,,31.04,38.33,47.75,14/12/10,91.7,0.507,11.5,1.7,,,,,87.1,35.545,89.21,63.47,,0.277,0.0291,13.44,0.9994,normal,0.00281544,0.0443,False,fatigue_spalling,none,A_healthy,0.0184,0.0,1.0,,132.37,160.4,19982.02,18302.04,11896.33,24707.76,physics_informed_nn,1679.97,1766.47,5888.0,0.0006,0.0029,0.0342,2.186,15252.0,0.9997,1.77e-06,False,none,none,,,,,,2009-02-06T22:00:23,2009-10-31T19:43:19,mixed,False,oem_certified,True,,,,none,none,91543.54,2670097.2,30941.1,4577.18,58.64,19860.93,11.45,99.942,80.567,3925.1,0.64,2.227,64,False,False,idle_standby,81.81,76.87,39,0,0,0,oil_hydraulic,water_ingress,53.68,64.13,1.904,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-23T00:21:32,40,384.36,384.36,2.035,5.304,2.607,3.2,,,66.41,63.82,,31.04,32.78,47.74,14/12/10,158.4,0.545,64.8,16.5,,,,,84.3,34.772,89.09,63.98,,0.926,0.0021,327.82,0.9885,normal,-0.00134924,0.028,False,fatigue_spalling,overload,A_healthy,0.0189,0.0,1.0,,179.3,149.4,19972.64,24059.12,15638.42,32479.81,lstm_sequence,-4086.47,4044.03,5888.0,0.0006,0.0029,0.0344,2.186,15252.0,0.9997,1.82e-06,False,none,none,,,,,,2009-06-07T05:54:59,2010-05-24T02:36:25,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,40889.2,4577.18,45.46,19860.93,14.23,99.928,86.996,3925.1,0.64,1.979,64,False,False,idle_standby,75.01,78.83,40,0,0,0,water,none,57.68,9.71,4.43,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-23T09:44:01,41,393.73,393.73,2.107,6.613,3.139,3.16,,,60.0,68.14,,31.04,37.1,48.17,14/12/10,66.9,0.666,12.6,1.8,,,,,85.94,33.967,89.67,68.81,,0.621,0.141,234.12,0.9864,normal,-0.0027186,0.0311,False,fatigue_spalling,none,A_healthy,0.0193,0.0,1.0,,178.4,127.84,19963.27,24067.25,15643.71,32490.79,particle_filter,-4103.99,4232.9,5888.0,0.0006,0.0029,0.0346,2.186,15252.0,0.9997,1.87e-06,False,none,none,,,,,,2009-06-07T19:21:35,2010-05-24T18:53:52,mixed,False,apprentice,True,,,,none,none,91543.54,2670097.2,36751.95,4577.18,45.61,19860.93,6.15,99.969,89.07,3925.1,0.64,5.858,64,False,False,idle_standby,94.05,79.53,41,1,0,0,water,none,44.48,0.54,1.685,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-23T19:06:29,42,403.11,403.11,2.135,7.662,3.589,2.672,,,58.43,66.6,,31.04,35.56,47.22,14/12/10,85.1,0.328,14.2,2.7,,,,,84.57,32.691,89.04,64.12,,0.606,0.0673,43.08,1.0,normal,0.00326386,0.0098,False,fatigue_spalling,none,A_healthy,0.0198,0.0,1.0,,40.3,147.36,19953.89,17965.29,11677.44,24253.14,lstm_sequence,1988.6,1971.68,5888.0,0.0006,0.003,0.0348,2.186,15252.0,0.9996,1.93e-06,False,none,none,,,,,,2009-02-01T01:45:08,2009-10-21T01:36:10,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,19394.62,4577.18,35.2,19860.93,5.5,99.972,86.109,3925.1,0.64,6.441,64,False,False,idle_standby,86.96,83.63,42,0,0,0,oil_hydraulic,none,77.68,2.38,2.911,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-24T04:28:58,43,412.48,412.48,2.211,6.1,2.758,2.748,,,60.02,73.64,,31.04,42.59,46.08,13/11/9,60.2,0.349,20.2,4.5,,,,,85.76,35.92,88.67,62.87,,0.141,0.0071,30.7,1.0,normal,0.0,0.0353,False,fatigue_spalling,none,A_healthy,0.0203,0.0024,1.0,,80.01,138.6,19944.52,24032.3,15620.99,32443.6,xgboost_gradient,-4087.78,4159.37,5888.0,0.0006,0.003,0.035,2.186,15252.0,0.9996,1.98e-06,False,none,none,,,,,,2009-06-07T20:37:54,2010-05-24T07:56:10,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,22633.04,4577.18,59.0,19860.93,6.87,99.965,86.093,3925.1,0.64,2.818,64,False,False,idle_standby,99.32,88.47,43,1,0,2,oil_hydraulic,particulate_mild,68.57,14.41,1.36,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-24T13:51:27,44,421.86,421.86,2.152,5.396,2.508,3.12,,,54.66,61.15,,31.04,30.11,45.26,14/12/10,162.2,0.321,55.6,16.6,,,,,84.61,32.912,90.58,66.8,,0.28,0.0019,108.99,1.0,normal,0.00012341,0.0,False,fatigue_spalling,none,A_healthy,0.0207,0.0104,1.0,,68.61,166.62,19935.14,21595.09,14036.81,29153.37,physics_informed_nn,-1659.95,1889.17,5888.0,0.0007,0.0031,0.0352,2.186,15252.0,0.9996,2.03e-06,False,none,none,,,,,,2009-04-18T11:24:04,2010-02-27T09:40:55,mixed,False,apprentice,False,60.0,,,none,none,91543.54,2670097.2,23737.99,4577.18,32.29,19860.93,6.96,99.965,85.589,3925.1,0.64,6.629,64,False,False,idle_standby,78.44,71.43,44,1,0,0,oil_hydraulic,particulate_severe,36.28,18.79,2.342,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-24T23:13:55,45,431.23,431.23,2.344,9.246,3.945,3.899,,,65.72,71.7,,31.04,40.66,46.17,14/12/10,52.7,0.317,10.7,2.5,,,,,84.55,34.457,89.53,64.71,,0.409,0.0238,94.0,1.0,normal,0.0023063,0.0329,False,fatigue_spalling,erosion,A_healthy,0.0212,0.0,1.0,,130.79,157.53,19925.77,17398.22,11308.84,23487.59,physics_informed_nn,2527.55,3206.72,5888.0,0.0007,0.0031,0.0354,2.186,15252.0,0.9996,2.09e-06,False,none,none,,,,,,2009-01-21T10:20:23,2009-10-02T03:42:54,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,31146.89,4577.18,56.56,19860.93,19.69,99.901,83.344,3925.1,0.64,2.512,64,False,False,idle_standby,83.78,86.31,45,0,0,0,water,none,27.01,21.53,3.087,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-25T08:36:24,46,440.61,440.61,2.269,7.068,3.115,2.836,,,59.39,69.36,,31.04,38.32,44.08,14/12/10,142.0,0.338,15.5,4.2,,,,,86.3,34.557,89.71,64.77,,0.197,0.0198,83.16,0.9996,normal,0.00263496,0.0254,False,fatigue_spalling,none,A_healthy,0.0216,0.0149,1.0,,217.09,147.91,19916.39,23272.27,15126.97,31417.56,lstm_sequence,-3355.88,3892.15,5888.0,0.0007,0.0031,0.0356,2.186,15252.0,0.9996,2.14e-06,False,none,none,,,,,,2009-05-24T04:44:27,2010-04-28T14:02:05,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,35588.17,4577.18,42.52,19860.93,30.91,99.845,85.868,3925.1,0.64,2.059,64,False,False,idle_standby,90.84,90.52,46,0,0,0,oil_process,none,20.81,175.13,1.766,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-25T17:58:52,47,449.98,449.98,2.037,8.319,4.084,3.154,,,60.22,69.55,,31.04,38.51,47.01,13/11/9,92.7,0.386,36.1,10.6,,,,,86.7,36.149,89.13,65.3,,1.182,0.0431,50.2,0.9788,normal,-0.00423961,0.0572,False,fatigue_spalling,none,A_healthy,0.0221,0.0084,1.0,,245.16,153.8,19907.02,18175.75,11814.24,24537.26,lstm_sequence,1731.27,1933.46,5888.0,0.0007,0.0032,0.0358,2.186,15252.0,0.9995,2.2e-06,False,none,none,,,,,,2009-02-07T09:51:18,2009-10-30T11:22:00,mixed,False,apprentice,False,18.0,,,none,none,91543.54,2670097.2,41553.79,4577.18,46.63,19860.93,9.53,99.952,84.913,3925.1,0.64,2.67,64,False,False,idle_standby,78.45,92.19,47,1,0,0,oil_process,none,72.0,85.53,1.678,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-26T03:21:21,48,459.36,459.36,2.321,8.797,3.791,3.45,,,57.67,69.83,,31.04,38.79,48.47,14/12/10,115.1,0.36,40.8,6.3,,,,,87.54,34.722,90.39,66.95,,0.795,0.0159,135.14,0.988,normal,-0.00240943,0.0773,False,fatigue_spalling,none,A_healthy,0.0226,0.0069,1.0,,173.29,137.45,19897.64,18561.9,12065.24,25058.57,xgboost_gradient,1335.74,1676.53,5888.0,0.0007,0.0032,0.036,2.186,15252.0,0.9995,2.25e-06,False,none,none,,,,,,2009-02-15T20:18:27,2009-11-13T12:58:25,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,45636.23,4577.18,23.81,19860.93,18.76,99.906,77.272,3925.1,0.64,1.035,64,False,False,idle_standby,92.64,84.07,48,0,0,0,water,none,50.11,19.02,0.738,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-26T12:43:50,49,468.73,468.73,1.882,7.692,4.086,3.234,,,57.21,70.56,,31.04,39.51,46.38,13/11/9,85.9,0.382,10.1,2.2,,,,,84.13,32.022,90.24,62.5,,0.067,0.353,7.5,0.9972,normal,-0.00055022,0.0,False,fatigue_spalling,none,A_healthy,0.023,0.0,1.0,,171.19,132.14,19888.27,21845.24,14199.4,29491.07,lstm_sequence,-1956.97,1784.35,5888.0,0.0007,0.0033,0.0362,2.186,15252.0,0.9995,2.3e-06,False,none,none,,,,,,2009-04-25T15:20:53,2010-03-10T05:10:49,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,36523.69,4577.18,52.37,19860.93,12.16,99.939,89.465,3925.1,0.64,5.078,64,False,False,idle_standby,110.11,89.01,49,1,0,0,oil_process,none,25.06,61.95,1.105,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-26T22:06:18,50,478.11,478.11,1.994,7.475,3.748,2.857,,,64.38,63.18,,31.04,32.14,48.24,13/11/9,83.2,0.406,14.6,2.3,,,,,86.22,35.056,88.84,65.68,,0.545,0.0875,53.54,0.9904,normal,-0.00192239,0.0143,False,fatigue_spalling,none,A_healthy,0.0235,0.0,1.0,,138.53,150.06,19878.89,23476.35,15259.63,31693.07,weibull_regression,-3597.45,3160.07,5888.0,0.0007,0.0033,0.0364,2.186,15252.0,0.9995,2.36e-06,False,none,none,,,,,,2009-05-30T00:16:46,2010-05-07T09:00:06,mixed,False,specialist,False,8.0,,,none,none,91543.54,2670097.2,14283.23,4577.18,48.8,19860.93,14.35,99.928,79.113,3925.1,0.64,4.518,64,False,False,idle_standby,78.61,78.91,50,0,0,0,oil_hydraulic,particulate_severe,42.87,75.33,0.712,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-27T07:28:47,51,487.48,487.48,2.213,7.429,3.358,2.817,,,63.11,68.39,,31.04,37.35,46.55,13/11/9,93.2,0.326,64.8,13.0,,,,,86.13,35.461,90.68,66.11,,0.135,0.0296,19.13,1.0,normal,8.364e-05,0.0094,False,fatigue_spalling,none,A_healthy,0.0239,0.0,1.0,,39.99,146.52,19869.52,17782.75,11558.79,24006.71,physics_informed_nn,2086.77,1903.99,5888.0,0.0008,0.0034,0.0365,2.186,15252.0,0.9995,2.41e-06,False,none,none,,,,,,2009-01-31T18:51:16,2009-10-18T02:49:01,mixed,False,journeyman,False,65.0,,,none,none,91543.54,2670097.2,42317.61,4577.18,47.65,19860.93,7.44,99.963,78.018,3925.1,0.64,3.252,64,False,False,idle_standby,88.06,74.07,51,0,0,1,oil_hydraulic,chemical_contamination,22.0,71.22,2.712,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-27T16:51:15,52,496.85,496.85,1.758,6.701,3.812,3.26,,,61.04,66.89,,31.04,35.84,46.18,13/11/9,103.1,0.406,38.2,5.4,,,,,84.25,33.473,89.66,67.77,,0.347,0.0427,291.74,0.9919,normal,0.00262063,0.0446,False,fatigue_spalling,none,A_healthy,0.0244,0.0,1.0,,686.89,139.0,19860.15,18287.36,11886.79,24687.94,lstm_sequence,1572.78,1472.99,5888.0,0.0008,0.0034,0.0367,2.186,15252.0,0.9994,2.47e-06,False,none,none,,,,,,2009-02-11T16:32:07,2009-11-05T09:06:43,mixed,False,oem_certified,True,,,,none,none,91543.54,2670097.2,19431.39,4577.18,20.23,19860.93,7.07,99.964,82.699,3925.1,0.64,7.866,64,False,False,idle_standby,82.5,78.32,52,1,0,0,none,none,84.47,12.6,3.523,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-28T02:13:44,53,506.23,506.23,2.048,8.453,4.127,3.041,,,57.72,66.0,,31.04,34.96,47.46,14/12/10,77.4,0.385,23.4,2.8,,,,,85.33,35.293,88.66,65.97,,0.101,0.1975,80.27,1.0,normal,0.00240943,0.0031,False,fatigue_spalling,none,A_healthy,0.0249,0.0211,1.0,,113.09,153.53,19850.77,17146.25,11145.06,23147.44,particle_filter,2704.52,2708.38,5888.0,0.0008,0.0035,0.0369,2.186,15252.0,0.9994,2.52e-06,False,none,none,,,,,,2009-01-19T07:21:17,2009-09-26T08:32:35,mixed,False,master_technician,False,60.0,,,none,none,91543.54,2670097.2,30587.15,4577.18,22.12,19860.93,5.57,99.972,80.646,3925.1,0.64,4.699,64,False,False,idle_standby,86.63,96.89,53,1,0,0,oil_hydraulic,chemical_contamination,49.18,4.5,1.403,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-28T11:36:13,54,515.6,515.6,1.707,6.169,3.613,2.634,,,54.65,70.68,,31.04,39.63,45.41,14/12/10,158.3,0.361,17.2,4.1,,,,,85.19,34.831,90.87,66.8,,0.636,0.0095,80.33,1.0,normal,0.00055022,0.0958,False,fatigue_spalling,none,A_healthy,0.0253,0.0,1.0,,160.05,142.89,19841.4,21119.55,13727.71,28511.39,physics_informed_nn,-1278.16,1067.7,5888.0,0.0008,0.0035,0.0371,2.186,15252.0,0.9994,2.58e-06,False,none,none,,,,,,2009-04-12T11:22:46,2010-02-14T11:13:21,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,24938.72,4577.18,51.36,19860.93,4.59,99.977,82.676,3925.1,0.64,1.461,64,False,False,idle_standby,91.5,95.7,54,1,0,0,gas_compressed_air,water_ingress,83.12,13.56,2.774,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-28T20:58:41,55,524.98,524.98,2.161,6.163,2.852,2.934,,,63.68,64.58,,31.04,33.53,47.3,13/11/9,76.2,0.474,12.2,2.3,,,,,86.33,33.46,90.01,66.73,,0.241,0.0035,264.68,0.9857,normal,-0.00093952,0.0,False,fatigue_spalling,none,A_healthy,0.0258,0.0072,1.0,,396.86,141.8,19832.02,17641.48,11466.96,23815.99,physics_informed_nn,2190.55,2708.89,5888.0,0.0008,0.0035,0.0373,2.186,15252.0,0.9994,2.64e-06,False,none,none,,,,,,2009-01-30T09:42:57,2009-10-14T16:13:56,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,35578.6,4577.18,35.42,19860.93,3.98,99.98,85.813,3925.1,0.64,1.84,64,False,False,idle_standby,78.47,82.12,55,1,0,0,steam,particulate_mild,47.4,117.98,3.582,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-29T06:21:10,56,534.35,534.35,2.028,7.913,3.903,3.24,,,62.07,64.35,,31.04,33.3,43.08,13/11/9,196.7,0.421,40.1,5.3,,,,,83.42,33.723,88.78,63.02,,0.078,0.0187,17.14,0.9917,normal,-0.00166149,0.0,False,fatigue_spalling,none,A_healthy,0.0262,0.0002,1.0,,254.59,151.48,19822.65,21600.64,14040.42,29160.87,xgboost_gradient,-1777.99,2049.7,5888.0,0.0008,0.0036,0.0375,2.186,15252.0,0.9993,2.69e-06,False,none,none,,,,,,2009-04-23T06:40:25,2010-03-04T06:53:53,mixed,False,apprentice,True,,,,none,none,91543.54,2670097.2,39916.37,4577.18,25.42,19860.93,17.05,99.914,83.102,3925.1,0.64,4.824,64,False,False,idle_standby,77.61,95.8,56,1,0,0,oil_hydraulic,none,76.72,49.05,3.921,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-29T15:43:38,57,543.73,543.73,1.94,7.165,3.694,3.049,,,58.47,68.44,,31.04,37.4,46.08,13/11/9,75.1,0.444,18.1,2.5,,,,,84.58,33.884,91.48,63.01,,0.49,0.0806,39.14,0.9926,normal,0.00013691,0.0224,False,fatigue_spalling,none,A_healthy,0.0267,0.0012,1.0,,214.12,137.86,19813.27,20622.97,13404.93,27841.02,particle_filter,-809.7,984.4,5888.0,0.0008,0.0036,0.0377,2.186,15252.0,0.9993,2.75e-06,False,none,none,,,,,,2009-04-03T07:12:52,2010-01-29T01:15:20,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,45354.27,4577.18,50.83,19860.93,12.15,99.939,81.421,3925.1,0.64,4.931,64,False,False,idle_standby,82.64,92.64,57,1,0,0,oil_process,none,51.36,20.84,2.349,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-30T01:06:07,58,553.1,553.1,2.235,7.079,3.168,3.346,,,58.19,65.84,,31.04,34.79,47.02,14/12/10,61.9,0.413,39.2,10.9,,,,,84.57,35.509,90.04,65.33,,0.176,0.0934,133.82,0.9978,normal,-0.0004366,0.0,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0272,0.0018,1.0,,23.49,132.63,19803.9,16955.32,11020.96,22889.69,xgboost_gradient,2848.58,2382.63,5888.0,0.0009,0.0037,0.0379,2.186,15252.0,0.9993,2.8e-06,False,none,none,,,,,,2009-01-17T06:45:48,2009-09-21T13:07:34,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,21085.97,4577.18,31.86,19860.93,15.29,99.923,85.783,3925.1,0.64,4.074,64,False,False,idle_standby,86.59,68.51,58,1,0,0,oil_hydraulic,none,23.89,83.46,0.652,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-30T10:28:36,59,562.48,562.48,1.879,6.729,3.582,2.612,,,61.7,65.81,,31.04,34.77,43.69,13/11/9,58.6,0.479,34.4,8.0,,,,,86.54,32.94,88.97,65.11,,0.39,0.0251,61.28,0.9927,normal,-0.00146948,0.0252,False,fatigue_spalling,none,A_healthy,0.0276,0.0,1.0,,80.89,158.89,19794.52,18438.68,11985.14,24892.22,particle_filter,1355.85,1262.82,5888.0,0.0009,0.0037,0.0381,2.186,15252.0,0.9993,2.86e-06,False,none,none,,,,,,2009-02-17T13:48:56,2009-11-13T11:21:11,mixed,False,specialist,False,76.0,,,none,none,91543.54,2670097.2,21711.53,4577.18,47.92,19860.93,32.15,99.838,84.276,3925.1,0.64,5.928,64,False,False,idle_standby,95.27,84.32,59,2,0,0,oil_process,chemical_contamination,75.04,107.03,0.541,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-30T19:51:04,60,571.85,571.85,2.123,8.675,4.085,2.441,,,56.32,67.56,,31.04,36.51,46.28,14/12/10,102.7,0.445,16.5,4.2,,,,,85.06,33.111,90.47,67.76,,0.518,0.0128,128.16,1.0,normal,0.00286191,0.0443,False,fatigue_spalling,none,A_healthy,0.0281,0.0042,1.0,,39.03,170.22,19785.15,21754.8,14140.62,29368.98,physics_informed_nn,-1969.65,2160.77,5888.0,0.0009,0.0038,0.0383,2.186,15252.0,0.9992,2.92e-06,False,none,none,,,,,,2009-04-28T01:14:59,2010-03-11T07:25:44,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,35535.85,4577.18,57.5,19860.93,9.58,99.952,86.369,3925.1,0.64,4.689,64,False,False,idle_standby,82.8,84.7,60,1,0,0,oil_process,particulate_mild,85.82,25.56,0.75,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-31T05:13:33,61,581.23,581.23,2.091,6.536,3.126,3.596,,,60.59,64.73,,31.04,33.68,46.37,13/11/9,135.2,0.439,27.6,4.6,,,,,84.13,32.996,88.28,67.03,,0.102,0.003,38.83,0.9916,normal,-1.669e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0286,0.0,1.0,,144.85,135.37,19775.77,21000.58,13650.38,28350.78,particle_filter,-1224.81,1417.61,5888.0,0.0009,0.0038,0.0385,2.186,15252.0,0.9992,2.97e-06,False,none,none,,,,,,2009-04-12T17:30:57,2010-02-12T23:43:07,mixed,False,oem_certified,False,69.0,,,none,none,91543.54,2670097.2,14842.61,4577.18,48.49,19860.93,7.91,99.96,84.581,3925.1,0.64,6.881,64,False,False,idle_standby,84.83,87.83,61,1,0,0,oil_hydraulic,particulate_mild,61.93,15.13,0.041,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-31T14:36:01,62,590.6,590.6,1.971,8.608,4.368,3.31,,,59.63,64.15,,31.04,33.11,46.53,13/11/9,83.9,0.321,54.0,5.7,,,,,84.66,32.794,91.2,64.82,,0.507,0.0061,149.34,0.9979,normal,0.00107172,0.0112,False,fatigue_spalling,none,A_healthy,0.029,0.0052,1.0,,195.38,149.46,19766.4,17358.61,11283.09,23434.12,physics_informed_nn,2407.79,2477.51,5888.0,0.0009,0.0039,0.0387,2.186,15252.0,0.9992,3.03e-06,False,none,none,,,,,,2009-01-27T05:54:14,2009-10-07T09:24:59,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,41104.28,4577.18,21.5,19860.93,33.64,99.831,79.802,3925.1,0.64,6.967,64,False,False,idle_standby,79.44,80.66,62,1,0,0,oil_hydraulic,none,31.1,30.62,0.975,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-01-31T23:58:30,63,599.98,599.98,2.005,7.742,3.862,3.471,,,62.42,68.06,,31.04,37.02,46.58,13/11/9,56.9,0.419,26.9,4.0,,,,,86.52,32.899,88.67,65.99,,0.034,0.1259,109.19,1.0,normal,0.0004366,0.0,False,fatigue_spalling,none,A_healthy,0.0295,0.0024,1.0,,76.61,159.88,19757.02,22677.0,14740.05,30613.95,physics_informed_nn,-2919.97,3398.99,5888.0,0.0009,0.0039,0.0389,2.186,15252.0,0.9992,3.09e-06,False,none,none,,,,,,2009-05-18T10:28:24,2010-04-14T03:25:19,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,18693.54,4577.18,46.06,19860.93,10.12,99.949,89.711,3925.1,0.64,4.648,64,False,False,idle_standby,92.64,88.95,63,1,0,0,water,particulate_severe,65.32,13.46,1.981,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-01T09:20:59,64,609.35,609.35,1.877,6.926,3.689,3.294,,,64.0,71.7,,31.04,40.66,47.21,14/12/10,75.5,0.42,23.8,5.3,,,,,84.8,33.865,88.91,64.72,,2.263,0.0608,306.12,0.9889,normal,-0.00074447,0.0,False,fatigue_spalling,none,A_healthy,0.0299,0.0054,1.0,,158.05,151.56,19747.65,18440.92,11986.6,24895.24,xgboost_gradient,1306.73,1602.33,5888.0,0.0009,0.0039,0.0391,2.186,15252.0,0.9991,3.15e-06,False,none,none,,,,,,2009-02-19T13:48:29,2009-11-15T12:07:45,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,34873.14,4577.18,25.24,19860.93,16.48,99.917,81.37,3925.1,0.64,4.247,64,False,False,idle_standby,87.24,80.03,64,1,0,0,gas_compressed_air,none,69.22,35.86,0.498,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-01T18:43:27,65,618.72,618.72,2.003,8.635,4.312,2.766,,,60.92,70.35,,31.04,39.3,46.39,13/11/9,91.8,0.416,20.0,5.7,,,,,86.09,34.895,89.92,65.2,,0.29,0.0462,12.53,0.9815,normal,-0.0037053,0.0409,False,fatigue_spalling,none,A_healthy,0.0304,0.0157,1.0,,457.37,154.47,19738.28,22766.59,14798.29,30734.9,lstm_sequence,-3028.32,3319.92,5888.0,0.0009,0.004,0.0393,2.186,15252.0,0.9991,3.2e-06,False,none,none,,,,,,2009-05-21T02:01:14,2010-04-18T02:19:40,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,33423.05,4577.18,33.46,19860.93,8.48,99.957,77.781,3925.1,0.64,4.785,64,False,False,idle_standby,92.5,84.19,65,0,0,1,none,particulate_severe,38.43,17.45,2.146,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-02T04:05:56,66,628.1,628.1,2.128,5.728,2.692,2.427,,,55.5,67.51,,31.04,36.47,48.65,14/12/10,82.3,0.392,24.3,6.2,,,,,87.03,35.493,89.15,65.07,,1.751,0.0071,64.89,0.9954,normal,0.00076501,0.0,False,fatigue_spalling,none,A_healthy,0.0309,0.0338,1.0,,215.76,137.47,19728.9,21008.92,13655.8,28362.04,weibull_regression,-1280.02,1660.67,5888.0,0.001,0.004,0.0395,2.186,15252.0,0.9991,3.26e-06,False,none,none,,,,,,2009-04-14T20:33:29,2010-02-15T05:40:47,mixed,False,specialist,False,72.0,,,none,none,91543.54,2670097.2,35081.69,4577.18,31.98,19860.93,10.55,99.947,86.259,3925.1,0.64,3.156,64,False,False,idle_standby,76.91,87.83,66,2,0,1,gas_compressed_air,chemical_contamination,24.19,31.55,0.106,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-02T13:28:24,67,637.47,637.47,2.046,6.477,3.166,2.704,,,62.24,67.44,,31.04,36.4,45.14,14/12/10,79.7,0.443,14.4,4.2,,,,,84.79,32.861,90.21,61.62,,0.177,0.0662,284.05,1.0,normal,0.00041035,0.0476,False,fatigue_spalling,none,A_healthy,0.0313,0.0,1.0,,39.14,145.89,19719.53,16164.94,10507.21,21822.67,particle_filter,3554.59,3837.6,5888.0,0.001,0.0041,0.0397,2.186,15252.0,0.999,3.32e-06,False,none,none,,,,,,2009-01-04T07:56:36,2009-08-28T01:40:20,mixed,False,master_technician,False,29.0,,,none,none,91543.54,2670097.2,23011.95,4577.18,49.47,19860.93,8.01,99.96,81.654,3925.1,0.64,4.94,64,False,False,idle_standby,96.49,76.08,67,0,0,0,water,particulate_mild,61.71,41.73,2.934,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-02T22:50:53,68,646.85,646.85,2.063,5.394,2.615,2.838,,,59.81,62.96,,31.04,31.91,45.6,15/13/11,141.7,0.325,49.0,6.0,,,,,85.05,33.056,90.6,64.21,,0.283,0.0073,16.76,0.9969,normal,-0.00062584,0.0339,False,fatigue_spalling,none,A_healthy,0.0318,0.0099,1.0,,75.5,146.91,19710.15,17500.58,11375.37,23625.78,lstm_sequence,2209.58,1916.67,5888.0,0.001,0.0041,0.0399,2.186,15252.0,0.999,3.38e-06,False,none,none,,,,,,2009-02-01T13:08:10,2009-10-14T18:20:15,mixed,False,apprentice,True,,,,none,none,91543.54,2670097.2,45746.51,4577.18,38.27,19860.93,9.63,99.952,87.638,3925.1,0.64,2.742,64,False,False,idle_standby,78.92,81.32,68,1,0,0,oil_process,water_ingress,49.62,115.17,0.014,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-03T08:13:22,69,656.22,656.22,2.029,8.653,4.265,3.179,,,64.33,72.7,,31.04,41.65,47.67,13/11/9,50.2,0.318,47.5,13.6,,,,,87.6,34.937,92.15,63.71,,0.524,0.055,13.85,1.0,normal,0.00221394,0.0132,False,fatigue_spalling,adhesive_wear,A_healthy,0.0322,0.0053,1.0,,20.77,138.75,19700.78,16153.66,10499.88,21807.43,xgboost_gradient,3547.12,4368.6,5888.0,0.001,0.0042,0.0401,2.186,15252.0,0.999,3.43e-06,False,none,none,,,,,,2009-01-04T21:03:01,2009-08-28T10:49:46,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,21501.04,4577.18,32.58,19860.93,9.47,99.952,88.922,3925.1,0.64,4.005,64,False,False,idle_standby,98.47,85.76,69,0,0,0,oil_hydraulic,particulate_mild,39.69,15.34,1.726,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-03T17:35:50,70,665.6,665.6,2.121,9.277,4.373,2.881,,,56.51,66.99,,31.04,35.95,45.5,13/11/9,139.7,0.311,34.2,7.4,,,,,85.34,34.374,90.95,63.19,,0.561,0.0248,53.28,1.0,normal,0.0037053,0.0077,False,fatigue_spalling,none,A_healthy,0.0327,0.0,1.0,,181.18,156.8,19691.4,18087.53,11756.89,24418.16,lstm_sequence,1603.87,1623.03,5888.0,0.001,0.0042,0.0403,2.186,15252.0,0.9989,3.49e-06,False,none,none,,,,,,2009-02-14T13:21:41,2009-11-05T07:59:47,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,36261.75,4577.18,20.2,19860.93,13.37,99.933,83.661,3925.1,0.64,1.508,64,False,False,idle_standby,79.49,83.86,70,1,0,1,oil_process,particulate_mild,68.21,3.34,0.439,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-04T02:58:19,71,674.97,674.97,2.023,8.406,4.156,3.113,,,65.58,71.89,,31.04,40.85,46.34,13/11/9,68.8,0.396,12.6,1.3,,,,,85.59,35.802,88.46,65.15,,0.453,0.0115,32.1,1.0,normal,0.00091316,0.0191,False,fatigue_spalling,none,A_healthy,0.0332,0.0,1.0,,20.46,160.93,19682.03,21832.88,14191.37,29474.39,xgboost_gradient,-2150.85,2022.78,5888.0,0.001,0.0043,0.0405,2.186,15252.0,0.9989,3.55e-06,False,none,none,,,,,,2009-05-03T23:24:40,2010-03-18T08:55:07,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,21044.57,4577.18,50.19,19860.93,10.55,99.947,81.764,3925.1,0.64,1.222,64,False,False,idle_standby,99.58,93.83,71,2,0,1,water,none,83.19,18.32,0.458,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-04T12:20:47,73,684.35,684.35,1.662,5.247,3.157,3.155,,,60.46,65.32,,31.04,34.27,46.01,13/11/9,53.1,0.35,30.1,3.6,,,,,86.13,33.635,89.31,61.7,,0.251,0.0439,169.01,1.0,normal,0.0,0.0203,False,fatigue_spalling,none,A_healthy,0.0336,0.0167,1.0,,25.44,154.59,19672.65,22824.79,14836.11,30813.47,physics_informed_nn,-3152.14,3692.91,5888.0,0.001,0.0043,0.0407,2.186,15252.0,0.9989,3.61e-06,False,none,none,,,,,,2009-05-25T00:44:29,2010-04-22T21:25:04,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,16232.11,4577.18,44.0,19860.93,13.36,99.933,84.108,3925.1,0.64,2.663,64,False,False,idle_standby,82.59,108.11,73,1,0,0,oil_process,none,63.3,86.21,0.289,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-04T21:43:16,74,693.72,693.72,1.749,5.374,3.072,3.012,,,60.99,62.61,,31.04,31.57,45.29,14/12/10,60.4,0.436,75.0,10.3,,,,,84.62,34.882,90.15,64.78,,1.009,0.1655,24.42,1.0,normal,0.00062584,0.0,False,fatigue_spalling,none,A_healthy,0.0341,0.0109,1.0,,14.38,148.85,19663.28,17779.47,11556.66,24002.29,kalman_filter,1883.81,1760.19,5888.0,0.0011,0.0043,0.0409,2.186,15252.0,0.9988,3.67e-06,False,none,none,,,,,,2009-02-09T07:27:25,2009-10-26T14:16:20,mixed,False,oem_certified,True,,,,none,none,91543.54,2670097.2,25142.84,4577.18,45.43,19860.93,11.44,99.942,88.199,3925.1,0.64,6.966,64,False,False,idle_standby,77.62,98.51,74,1,0,1,gas_compressed_air,chemical_contamination,32.84,5.09,4.582,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-05T07:05:45,75,703.1,703.1,2.254,7.455,3.308,2.56,,,59.79,65.01,,31.04,33.97,46.46,14/12/10,66.4,0.642,15.4,2.5,,,,,84.21,33.042,89.91,66.25,,0.955,0.0094,13.35,0.9851,normal,-0.00298623,0.0,False,fatigue_spalling,none,A_healthy,0.0345,0.0,1.0,,367.33,144.24,19653.9,21509.94,13981.46,29038.41,weibull_regression,-1856.03,2183.83,5888.0,0.0011,0.0044,0.0411,2.186,15252.0,0.9988,3.73e-06,False,none,none,,,,,,2009-04-28T10:03:51,2010-03-08T02:32:31,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,35291.06,4577.18,35.8,19860.93,16.55,99.917,81.292,3925.1,0.64,7.656,64,False,False,idle_standby,82.27,99.13,75,1,1,0,none,none,89.39,60.75,1.286,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-05T16:28:13,76,712.47,712.47,2.061,9.068,4.4,2.538,,,56.13,69.44,,31.04,38.39,45.81,13/11/9,67.7,0.402,31.7,9.5,,,,,86.56,36.293,89.6,63.18,,0.312,0.001,17.95,0.9951,normal,-0.00097934,0.0128,False,fatigue_spalling,none,A_healthy,0.035,0.0115,1.0,,70.62,141.39,19644.53,22895.71,14882.21,30909.2,lstm_sequence,-3251.18,3717.04,5888.0,0.0011,0.0044,0.0413,2.186,15252.0,0.9988,3.79e-06,False,none,none,,,,,,2009-05-27T16:19:26,2010-04-26T13:49:18,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,35286.26,4577.18,42.97,19860.93,20.2,99.898,90.753,3925.1,0.64,4.392,64,False,False,idle_standby,80.64,94.53,76,2,0,0,water,chemical_contamination,86.68,5.25,0.348,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-06T01:50:42,77,721.85,721.85,2.072,6.113,2.951,2.769,,,55.97,68.1,,31.04,37.06,45.42,13/11/9,92.3,0.392,25.4,3.4,,,,,85.48,33.98,90.02,65.78,,0.218,0.0822,75.2,0.9927,normal,-0.0014543,0.0019,False,fatigue_spalling,none,A_healthy,0.0355,0.0061,1.0,,190.25,158.69,19635.15,17323.19,11260.07,23386.31,lstm_sequence,2311.96,2468.86,5888.0,0.0011,0.0045,0.0415,2.186,15252.0,0.9987,3.85e-06,False,none,none,,,,,,2009-01-31T23:26:27,2009-10-11T14:33:28,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,39759.22,4577.18,49.63,19860.93,6.38,99.968,83.547,3925.1,0.64,7.971,64,False,False,idle_standby,84.77,84.47,77,0,0,0,oil_process,particulate_severe,61.84,35.2,3.724,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-06T11:13:10,78,731.22,731.22,2.085,8.444,4.05,3.219,,,60.96,70.43,,31.04,39.39,45.98,13/11/9,91.7,0.456,75.6,11.8,,,,,85.73,35.055,89.82,62.65,,0.299,0.1028,68.07,0.9661,normal,-0.00677975,0.0075,False,fatigue_spalling,abrasive_wear,A_healthy,0.0359,0.0,1.0,,369.54,168.34,19625.78,21369.44,13890.13,28848.74,lstm_sequence,-1743.65,2161.48,5888.0,0.0011,0.0045,0.0417,2.186,15252.0,0.9987,3.91e-06,False,none,none,,,,,,2009-04-26T15:56:14,2010-03-04T07:14:22,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,33157.73,4577.18,31.71,19860.93,13.99,99.93,82.056,3925.1,0.64,5.512,64,False,False,idle_standby,75.27,81.52,78,2,0,1,none,particulate_mild,79.11,2.39,1.377,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-06T20:35:39,79,740.59,740.59,2.074,5.361,2.585,2.371,,,57.23,66.38,,31.04,35.34,44.65,14/12/10,55.8,0.387,25.3,6.0,,,,,86.0,33.243,88.69,66.09,,0.157,0.104,104.19,1.0,normal,0.0,0.0416,False,fatigue_spalling,none,A_healthy,0.0364,0.0162,1.0,,113.86,137.65,19616.41,16875.03,10968.77,22781.3,lstm_sequence,2741.37,2215.23,5888.0,0.0011,0.0046,0.0419,2.186,15252.0,0.9987,3.96e-06,False,none,none,,,,,,2009-01-23T10:06:41,2009-09-26T12:22:24,mixed,False,journeyman,False,69.0,,,none,none,91543.54,2670097.2,17509.8,4577.18,57.32,19860.93,22.38,99.887,87.6,3925.1,0.64,5.779,64,False,False,idle_standby,78.46,107.12,79,1,0,2,none,none,68.12,123.82,0.021,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-07T05:58:08,80,749.97,749.97,2.178,9.63,4.422,3.321,,,60.17,73.62,,31.04,42.57,46.59,13/11/9,57.4,0.485,45.6,6.9,,,,,84.24,33.985,88.14,69.07,,0.766,0.0065,1.26,1.0,normal,0.00298623,0.0379,False,fatigue_spalling,erosion,A_healthy,0.0368,0.0015,1.0,,24.22,151.03,19607.03,21674.03,14088.12,29259.95,particle_filter,-2067.0,1724.44,5888.0,0.0012,0.0046,0.0421,2.186,15252.0,0.9986,4.02e-06,False,none,none,,,,,,2009-05-03T18:59:08,2010-03-15T20:53:51,mixed,False,apprentice,True,,,,none,none,91543.54,2670097.2,43322.98,4577.18,49.09,19860.93,13.63,99.931,90.524,3925.1,0.64,6.806,64,False,False,idle_standby,96.99,93.95,80,1,0,0,water,none,42.96,85.17,1.695,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-07T15:20:36,81,759.34,759.34,1.926,7.386,3.835,2.788,,,63.0,66.74,,31.04,35.7,46.34,14/12/10,73.8,0.345,135.6,38.0,,,,,86.69,35.308,90.56,68.5,,0.755,0.0097,25.74,0.9952,normal,2.728e-05,0.0129,False,fatigue_spalling,none,A_healthy,0.0373,0.0,1.0,,104.52,144.5,19597.66,22496.23,14622.55,30369.91,particle_filter,-2898.57,3084.7,5888.0,0.0012,0.0047,0.0423,2.186,15252.0,0.9986,4.08e-06,False,none,none,,,,,,2009-05-21T07:27:30,2010-04-14T09:08:20,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,36911.22,4577.18,44.74,19860.93,10.59,99.947,91.162,3925.1,0.64,6.506,64,False,False,idle_standby,78.38,75.37,81,2,0,2,oil_process,none,37.09,80.04,3.807,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-08T00:43:05,82,768.72,768.72,1.968,6.48,3.293,3.429,,,60.11,67.99,,31.04,36.94,46.42,13/11/9,60.8,0.473,34.3,7.6,,,,,87.61,36.317,88.12,66.08,,0.14,0.0341,150.87,0.9896,normal,-0.00061908,0.0,False,fatigue_spalling,none,A_healthy,0.0378,0.0166,1.0,,339.6,145.47,19588.28,20615.71,13400.21,27831.21,particle_filter,-1027.43,1145.92,5888.0,0.0012,0.0047,0.0425,2.186,15252.0,0.9985,4.14e-06,False,none,none,,,,,,2009-04-12T12:34:28,2010-02-07T04:04:26,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,15744.19,4577.18,26.75,19860.93,16.78,99.916,87.102,3925.1,0.64,1.053,64,False,False,idle_standby,88.31,88.48,82,1,0,1,gas_compressed_air,none,51.14,35.46,3.611,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-08T10:05:33,83,778.09,778.09,1.999,7.942,3.973,3.007,,,57.52,70.01,,31.04,38.97,44.7,13/11/9,154.5,0.346,64.4,15.4,,,,,87.31,35.965,90.17,66.19,,2.766,0.0664,38.89,0.9856,normal,0.00390203,0.029,False,fatigue_spalling,none,A_healthy,0.0382,0.0111,1.0,,209.13,127.35,19578.91,17068.23,11094.35,23042.11,lstm_sequence,2510.68,2109.81,5888.0,0.0012,0.0048,0.0427,2.186,15252.0,0.9985,4.2e-06,False,none,none,,,,,,2009-01-29T00:12:20,2009-10-04T22:05:05,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,45769.79,4577.18,58.19,19860.93,8.78,99.956,86.493,3925.1,0.64,5.996,64,False,False,idle_standby,95.92,83.03,83,2,0,1,water,none,37.11,102.05,1.147,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-08T19:28:02,84,787.47,787.47,1.966,8.374,4.259,2.939,,,62.46,69.81,,31.04,38.77,45.05,14/12/10,101.6,0.333,17.5,3.2,,,,,85.27,32.931,89.83,63.92,,0.326,0.0062,109.02,0.9943,normal,-0.00113075,0.0605,False,fatigue_spalling,none,A_healthy,0.0387,0.0,1.0,,125.64,153.02,19569.53,22409.75,14566.34,30253.16,lstm_sequence,-2840.22,3536.14,5888.0,0.0012,0.0048,0.0429,2.186,15252.0,0.9985,4.26e-06,False,none,none,,,,,,2009-05-20T16:20:34,2010-04-12T11:45:20,mixed,False,oem_certified,False,72.0,,,none,none,91543.54,2670097.2,21619.06,4577.18,22.21,19860.93,32.68,99.836,83.273,3925.1,0.64,1.452,64,False,False,idle_standby,88.99,78.29,84,1,0,0,water,none,87.93,16.84,2.472,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-09T04:50:31,85,796.84,796.84,2.087,5.749,2.754,2.764,,,64.46,66.84,,31.04,35.8,48.1,13/11/9,93.2,0.322,28.3,3.6,,,,,86.12,32.833,89.56,64.87,,0.343,0.0143,147.05,1.0,normal,0.0,0.0515,False,fatigue_spalling,none,A_healthy,0.0391,0.0057,1.0,,90.42,141.42,19560.16,22817.07,14831.09,30803.04,physics_informed_nn,-3256.91,2835.31,5888.0,0.0012,0.0049,0.0431,2.186,15252.0,0.9984,4.32e-06,False,none,none,,,,,,2009-05-29T13:22:35,2010-04-27T07:21:02,mixed,False,oem_certified,False,62.0,,,none,none,91543.54,2670097.2,17647.17,4577.18,29.53,19860.93,30.1,99.849,82.103,3925.1,0.64,3.104,64,False,False,idle_standby,88.77,89.55,85,2,0,0,water,none,69.57,27.74,2.044,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-09T14:12:59,86,806.22,806.22,2.289,8.05,3.517,2.927,,,64.04,64.94,,31.04,33.9,49.72,15/13/11,53.9,0.332,60.3,13.6,,,,,83.72,34.366,89.65,64.92,,0.29,0.0592,112.19,1.0,normal,0.00095206,0.0549,False,fatigue_spalling,misalignment_induced,A_healthy,0.0396,0.0071,1.0,,361.02,137.17,19550.78,15652.69,10174.25,21131.13,physics_informed_nn,3898.09,3993.91,5888.0,0.0012,0.0049,0.0433,2.186,15252.0,0.9984,4.38e-06,False,none,none,,,,,,2008-12-31T16:33:41,2009-08-16T23:00:11,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,20478.23,4577.18,22.83,19860.93,34.35,99.827,87.213,3925.1,0.64,3.531,64,False,False,idle_standby,80.64,92.83,86,1,0,0,gas_compressed_air,particulate_severe,83.8,73.84,2.562,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-09T23:35:28,87,815.59,815.59,2.444,10.844,4.437,2.876,,,58.99,69.94,,31.04,38.89,48.39,14/12/10,55.3,0.304,19.7,5.1,,,,,84.43,34.028,89.26,66.06,,0.216,0.0681,11.8,1.0,normal,0.00207338,0.0221,False,fatigue_spalling,none,A_healthy,0.0401,0.0158,1.0,,82.04,151.43,19541.41,22676.24,14739.56,30612.93,weibull_regression,-3134.83,2907.88,5888.0,0.0013,0.0049,0.0435,2.186,15252.0,0.9983,4.45e-06,False,none,none,,,,,,2009-05-27T09:42:45,2010-04-23T02:23:51,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,22073.82,4577.18,51.08,19860.93,7.03,99.965,84.27,3925.1,0.64,6.225,64,False,False,idle_standby,88.43,78.65,87,1,0,2,water,particulate_mild,78.85,13.85,0.137,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-10T08:57:56,88,824.97,824.97,1.966,6.723,3.421,3.406,,,56.06,64.86,,31.04,33.82,44.3,14/12/10,189.5,0.376,32.7,5.4,,,,,86.47,34.645,91.12,66.36,,0.127,0.0412,108.61,1.0,normal,0.00287772,0.0,False,fatigue_spalling,none,A_healthy,0.0405,0.0142,1.0,,64.51,168.55,19532.03,16726.96,10872.52,22581.39,physics_informed_nn,2805.08,2398.56,5888.0,0.0013,0.005,0.0437,2.186,15252.0,0.9983,4.51e-06,False,none,none,,,,,,2009-01-23T20:26:39,2009-09-24T18:52:45,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,45684.08,4577.18,26.68,19860.93,11.03,99.944,85.119,3925.1,0.64,5.469,64,False,False,idle_standby,78.21,79.25,88,0,0,1,gas_compressed_air,particulate_mild,66.42,19.06,4.736,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-10T18:20:25,89,834.34,834.34,1.798,6.256,3.478,3.143,,,62.08,66.35,,31.04,35.3,47.37,14/12/10,73.9,0.498,17.6,2.1,,,,,84.25,32.16,90.9,63.5,,0.664,0.0053,19.03,0.9918,normal,-0.00050967,0.0,False,fatigue_spalling,none,A_healthy,0.041,0.0111,1.0,,110.67,147.39,19522.66,21749.82,14137.39,29362.26,xgboost_gradient,-2227.16,2888.06,5888.0,0.0013,0.005,0.0439,2.186,15252.0,0.9983,4.57e-06,False,none,none,,,,,,2009-05-08T21:15:09,2010-03-22T01:41:28,mixed,False,master_technician,False,55.0,,,none,none,91543.54,2670097.2,31310.49,4577.18,39.91,19860.93,14.88,99.925,82.571,3925.1,0.64,5.247,64,False,False,idle_standby,74.81,88.7,89,1,0,0,gas_compressed_air,none,24.62,22.22,0.942,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-11T03:42:54,90,843.72,843.72,2.304,8.582,3.725,2.635,,,61.85,70.48,,31.04,39.43,48.6,14/12/10,55.2,0.34,24.6,6.9,,,,,85.0,34.101,89.71,63.48,,0.17,0.0292,88.48,1.0,normal,0.0,0.0722,False,fatigue_spalling,none,A_healthy,0.0414,0.0,1.0,,32.85,166.45,19513.28,16872.29,10966.99,22777.59,lstm_sequence,2641.0,3151.87,5888.0,0.0013,0.0051,0.0441,2.186,15252.0,0.9982,4.63e-06,False,none,none,,,,,,2009-01-27T15:51:32,2009-09-30T17:09:35,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,14468.04,4577.18,40.4,19860.93,2.74,99.986,89.781,3925.1,0.64,4.419,64,False,False,idle_standby,94.42,91.7,90,2,0,0,steam,none,26.62,38.32,2.582,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-11T13:05:22,91,853.09,853.09,1.961,8.826,4.502,2.98,,,61.1,69.95,,31.04,38.91,44.95,13/11/9,96.6,0.43,56.0,14.3,,,,,85.84,34.754,89.12,64.86,,0.093,0.0313,179.1,0.9972,normal,-0.00056781,0.0375,False,fatigue_spalling,none,A_healthy,0.0419,0.0,1.0,,134.19,153.22,19503.91,17015.96,11060.38,22971.55,physics_informed_nn,2487.95,2819.1,5888.0,0.0013,0.0051,0.0444,2.186,15252.0,0.9982,4.69e-06,False,none,none,,,,,,2009-01-31T01:04:13,2009-10-06T04:39:25,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,35232.95,4577.18,46.25,19860.93,14.5,99.927,85.775,3925.1,0.64,6.874,64,False,False,idle_standby,97.76,86.69,91,2,0,3,oil_hydraulic,none,85.97,25.32,0.505,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-11T22:27:51,92,862.46,862.46,1.868,4.771,2.554,2.901,,,61.9,65.02,,31.04,33.97,46.69,13/11/9,65.3,0.408,27.2,4.2,,,,,84.86,33.288,90.11,67.69,,0.606,0.0632,54.42,0.9985,normal,-0.00030383,0.0049,False,fatigue_spalling,none,A_healthy,0.0424,0.0222,1.0,,55.86,145.3,19494.54,18368.04,11939.23,24796.86,kalman_filter,1126.49,981.29,5888.0,0.0013,0.0052,0.0446,2.186,15252.0,0.9981,4.75e-06,False,none,none,,,,,,2009-02-28T14:29:11,2009-11-23T11:18:07,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,38065.98,4577.18,44.26,19860.93,5.8,99.971,81.067,3925.1,0.64,3.249,64,False,False,idle_standby,72.2,77.6,92,3,0,0,gas_compressed_air,none,37.24,0.46,0.567,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-12T07:50:19,93,871.84,871.84,2.005,8.227,4.102,2.82,,,60.42,66.07,,31.04,35.03,46.09,14/12/10,79.4,0.397,42.8,9.6,,,,,83.47,33.028,89.71,63.5,,1.179,0.0261,89.55,1.0,normal,0.0,0.0048,False,fatigue_spalling,none,A_healthy,0.0428,0.0098,1.0,,75.81,136.86,19485.16,21122.06,13729.34,28514.79,particle_filter,-1636.9,1600.43,5888.0,0.0013,0.0052,0.0448,2.186,15252.0,0.9981,4.81e-06,False,none,none,,,,,,2009-04-27T08:52:14,2010-03-01T09:35:35,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,15806.27,4577.18,59.54,19860.93,8.49,99.957,84.679,3925.1,0.64,5.416,64,False,False,idle_standby,77.58,86.0,93,3,0,0,water,none,32.14,77.53,1.646,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-12T17:12:48,94,881.21,881.21,2.188,6.674,3.05,2.831,,,54.97,70.29,,31.04,39.25,47.3,14/12/10,58.4,0.33,16.9,4.4,,,,,85.57,32.822,89.5,61.02,,0.01,0.0434,239.14,1.0,normal,0.00164043,0.0464,False,fatigue_spalling,none,A_healthy,0.0433,0.0,1.0,,7.52,147.36,19475.79,22098.42,14363.97,29832.87,physics_informed_nn,-2622.63,2972.41,5888.0,0.0014,0.0053,0.045,2.186,15252.0,0.998,4.87e-06,False,none,none,,,,,,2009-05-18T02:25:26,2010-04-05T08:52:17,mixed,False,journeyman,True,,,,none,none,91543.54,2670097.2,40146.08,4577.18,21.59,19860.93,12.36,99.938,86.188,3925.1,0.64,2.408,64,False,False,idle_standby,79.59,76.32,94,1,0,0,water,none,42.36,75.67,0.102,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-13T02:35:17,95,890.59,890.59,2.272,8.294,3.65,3.045,,,61.69,66.11,,31.04,35.07,46.04,14/12/10,219.6,0.332,24.3,4.0,,,,,85.95,34.709,91.78,69.13,,0.16,0.014,32.31,0.989,normal,-0.00220184,0.0166,False,fatigue_spalling,none,A_healthy,0.0437,0.012,1.0,,304.02,141.21,19466.41,16165.76,10507.75,21823.78,physics_informed_nn,3300.65,3446.7,5888.0,0.0014,0.0053,0.0452,2.186,15252.0,0.998,4.93e-06,False,none,none,,,,,,2009-01-14T21:28:13,2009-09-07T15:29:16,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,29819.19,4577.18,52.13,19860.93,8.22,99.959,78.971,3925.1,0.64,7.056,64,False,False,idle_standby,75.18,82.36,95,1,0,0,gas_compressed_air,none,20.35,141.46,0.853,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-13T11:57:45,96,899.96,899.96,2.006,7.57,3.773,2.902,,,57.48,68.1,,31.04,37.05,44.9,14/12/10,163.3,0.401,20.8,4.8,,,,,85.46,35.229,89.41,67.56,,0.263,0.0285,22.45,0.9959,normal,-0.00025518,0.0206,False,fatigue_spalling,none,A_healthy,0.0442,0.0,1.0,,105.83,167.34,19457.04,15542.52,10102.64,20982.41,physics_informed_nn,3914.51,4201.54,5888.0,0.0014,0.0054,0.0454,2.186,15252.0,0.9979,5e-06,False,none,none,,,,,,2009-01-02T07:13:29,2009-08-16T23:06:30,mixed,False,apprentice,True,,,,none,none,91543.54,2670097.2,45249.59,4577.18,56.06,19860.93,4.77,99.976,78.887,3925.1,0.64,1.626,64,False,False,idle_standby,94.64,88.37,96,2,0,0,oil_hydraulic,none,81.59,81.96,0.838,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-13T21:20:14,97,909.34,909.34,2.259,7.347,3.252,3.726,,,61.81,63.9,,31.04,32.86,46.32,14/12/10,76.4,0.748,29.8,5.2,,,,,85.26,32.788,90.4,68.05,,0.36,0.1186,25.75,1.0,normal,0.00030383,0.0139,False,fatigue_spalling,none,A_healthy,0.0447,0.0039,1.0,,56.81,151.02,19447.66,17933.66,11656.88,24210.45,kalman_filter,1514.0,1713.48,5888.0,0.0014,0.0054,0.0456,2.186,15252.0,0.9979,5.06e-06,False,none,none,,,,,,2009-02-21T12:10:09,2009-11-10T00:57:06,mixed,False,journeyman,False,74.0,,,none,none,91543.54,2670097.2,25319.67,4577.18,29.26,19860.93,9.98,99.95,89.066,3925.1,0.64,3.024,64,False,False,idle_standby,82.23,92.37,97,3,0,2,gas_compressed_air,none,72.81,56.73,1.498,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-14T06:42:42,98,918.71,918.71,2.171,7.769,3.579,3.093,,,61.25,59.52,,31.04,28.48,46.42,13/11/9,67.2,0.334,33.9,8.5,,,,,85.83,35.624,90.43,66.54,,0.21,0.0541,115.4,0.9903,normal,-0.00194144,0.0175,False,fatigue_spalling,none,A_healthy,0.0451,0.0057,1.0,,130.54,146.31,19438.29,22351.31,14528.35,30174.27,lstm_sequence,-2913.02,2554.09,5888.0,0.0014,0.0055,0.0458,2.186,15252.0,0.9979,5.12e-06,False,none,none,,,,,,2009-05-24T22:22:05,2010-04-15T21:19:40,mixed,False,master_technician,True,,,,none,none,91543.54,2670097.2,33475.31,4577.18,48.79,19860.93,5.18,99.974,86.28,3925.1,0.64,1.657,64,False,False,idle_standby,68.52,73.75,98,3,0,2,oil_process,none,54.41,25.23,1.753,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-14T16:05:11,99,928.09,928.09,2.044,6.578,3.219,2.866,,,59.85,65.63,,31.04,34.59,46.15,14/12/10,82.8,0.394,57.6,8.8,,,,,84.96,34.105,90.93,68.27,,0.161,0.0282,29.1,0.9894,normal,-0.00212968,0.0384,False,fatigue_spalling,none,A_healthy,0.0456,0.0154,1.0,,116.48,133.31,19428.91,16951.52,11018.49,22884.56,weibull_regression,2477.39,2547.54,5888.0,0.0014,0.0055,0.046,2.186,15252.0,0.9978,5.18e-06,False,none,none,,,,,,2009-02-01T19:50:55,2009-10-07T00:52:56,mixed,False,specialist,True,,,,none,none,91543.54,2670097.2,20006.55,4577.18,38.0,19860.93,20.37,99.898,83.278,3925.1,0.64,4.428,64,False,False,idle_standby,76.48,83.83,99,1,0,0,oil_process,none,61.18,10.67,4.504,,,standard
ASSET-000004,conveyor_belt,medium,Apex Rotating Systems,MDL-6272-D,2008-01-07,20357.0,20000.0,85.24255595634031,outdoor_sheltered,paper_pulp,FAC-450,LINE-Y,n_plus_1,2008-02-15T01:27:40,100,937.46,937.46,1.911,8.053,4.215,3.008,,,59.85,65.49,,31.04,34.44,48.0,13/11/9,104.8,0.404,61.4,8.0,,,,,86.38,36.096,90.72,64.23,,1.325,0.0094,48.13,0.9934,normal,0.0008914,0.0195,False,fatigue_spalling,none,A_healthy,0.0461,0.01,1.0,,105.43,156.12,19419.54,17862.6,11610.69,24114.51,physics_informed_nn,1556.94,1522.65,5888.0,0.0015,0.0056,0.0462,2.186,15252.0,0.9978,5.24e-06,False,none,none,,,,,,2009-02-21T04:45:37,2009-11-08T16:40:11,mixed,False,oem_certified,True,,,,none,none,91543.54,2670097.2,41236.33,4577.18,56.92,19860.93,10.07,99.949,79.828,3925.1,0.64,7.984,64,False,False,idle_standby,81.54,87.78,100,1,0,0,water,none,46.87,24.51,0.221,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-15T08:36:19,1,8.61,8.61,1.405,5.293,3.766,2.845,,,59.91,49.54,,21.44,28.1,47.92,13/11/9,178.9,0.486,5.9,1.4,,,,,63.02,25.794,90.94,61.01,,0.29,0.01,5.29,1.0,normal,0.0,0.0234,False,lubrication_starvation,none,A_healthy,0.0008,0.0,1.0,,277.46,155.47,10527.39,9725.41,6321.51,13129.3,lstm_sequence,801.99,753.94,1335.0,0.0001,0.0009,0.0149,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-08-05T23:18:28,2003-12-25T19:11:59,mixed,False,apprentice,False,41.0,,,none,none,19366.33,18108158.33,6385.29,968.32,28.91,30333.85,14.84,99.951,80.262,890.3,1.68,3.286,168,False,False,peak_demand,53.33,89.73,1,0,0,0,oil_hydraulic,water_ingress,56.41,1.94,2.617,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-15T17:12:39,2,17.21,17.21,1.476,6.026,4.083,3.375,,,59.6,51.8,,21.44,30.36,47.52,14/12/10,179.5,0.342,9.5,1.9,,,,,62.66,25.813,91.69,66.69,,0.01,0.0082,100.48,1.0,normal,0.0,0.0,False,lubrication_starvation,none,A_healthy,0.0016,0.0093,1.0,,2.85,134.18,10518.79,8928.31,5803.4,12053.22,xgboost_gradient,1590.47,1940.76,1335.0,0.0001,0.0009,0.015,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-07-20T17:22:05,2003-11-27T22:16:41,mixed,False,apprentice,False,34.0,,,none,none,19366.33,18108158.33,4902.33,968.32,58.48,30333.85,7.73,99.975,85.112,890.3,1.68,1.815,168,False,False,peak_demand,70.44,92.61,2,0,0,0,oil_hydraulic,chemical_contamination,71.3,10.5,2.458,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-16T01:48:58,3,25.82,25.82,1.452,3.848,2.65,3.083,,,58.42,48.97,,21.44,27.53,45.55,13/11/9,165.5,0.36,28.1,7.7,,,,,64.31,25.3,89.23,61.6,,0.189,0.0043,176.88,0.9949,normal,-0.00170664,0.0,False,lubrication_starvation,none,A_healthy,0.0025,0.0,1.0,,181.07,157.37,10510.18,12040.3,7826.19,16254.4,lstm_sequence,-1530.11,1717.87,1335.0,0.0001,0.0009,0.0151,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-23T21:57:53,2004-03-17T12:04:07,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,8213.98,968.32,59.14,30333.85,12.3,99.959,83.842,890.3,1.68,7.639,168,False,False,peak_demand,56.38,91.74,3,0,0,0,steam,particulate_severe,55.77,92.98,1.22,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-16T10:25:18,4,34.42,34.42,1.325,3.553,2.682,3.68,,,62.84,55.02,,21.44,33.58,44.0,14/12/10,57.8,0.311,19.0,5.0,,,,,62.03,24.401,89.13,62.95,,0.286,0.0806,242.17,1.0,normal,0.0,0.0,False,lubrication_starvation,fretting_corrosion,A_healthy,0.0033,0.0029,1.0,,97.02,152.8,10501.58,12299.27,7994.53,16604.02,weibull_regression,-1797.7,1929.74,1335.0,0.0001,0.0009,0.0152,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-29T16:03:31,2004-03-27T00:48:15,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,9601.94,968.32,44.55,30333.85,22.8,99.925,90.042,890.3,1.68,2.8,168,False,False,peak_demand,67.87,91.67,4,0,0,0,gas_compressed_air,none,37.86,79.38,4.359,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-16T19:01:37,5,43.03,43.03,1.302,4.753,3.65,3.367,,,59.45,53.06,,21.44,31.62,44.37,13/11/9,82.5,0.506,24.9,6.4,,,,,64.25,26.103,89.39,66.4,,0.082,0.0256,125.4,0.9936,normal,-0.00128406,0.0142,False,lubrication_starvation,none,A_healthy,0.0041,0.0,1.0,,214.15,141.9,10492.97,7954.96,5170.72,10739.2,lstm_sequence,2538.01,2775.49,1335.0,0.0001,0.001,0.0153,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-07-01T12:30:25,2003-10-25T12:44:34,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3492.64,968.32,54.43,30333.85,5.68,99.981,82.363,890.3,1.68,1.767,168,False,False,peak_demand,63.04,94.43,5,0,0,0,steam,none,78.57,60.43,0.163,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-17T03:37:57,6,51.63,51.63,1.472,5.215,3.542,2.984,,,61.98,55.04,,21.44,33.6,49.23,13/11/9,102.6,0.51,11.5,1.3,,,,,65.27,25.323,90.21,66.08,,0.2,0.0281,140.89,0.9958,normal,-0.0008374,0.0,False,lubrication_starvation,none,A_healthy,0.0049,0.0,1.0,,257.21,142.27,10484.37,9100.2,5915.13,12285.27,kalman_filter,1384.17,1554.69,1335.0,0.0001,0.001,0.0153,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-07-25T17:43:59,2003-12-05T10:48:12,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,7970.16,968.32,30.19,30333.85,16.05,99.947,85.363,890.3,1.68,5.173,168,False,False,peak_demand,55.24,70.51,6,0,0,0,water,particulate_mild,60.62,17.25,8.752,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-17T12:14:17,7,60.24,60.24,1.471,4.888,3.322,2.808,,,59.47,49.57,,21.44,28.13,45.48,14/12/10,108.9,0.687,13.2,3.7,,,,,63.24,25.985,89.8,66.41,,0.067,0.0413,20.05,1.0,normal,0.0,0.0167,False,lubrication_starvation,none,A_healthy,0.0057,0.0,1.0,,1.63,152.38,10475.76,8094.12,5261.18,10927.07,kalman_filter,2381.64,2450.28,1335.0,0.0001,0.001,0.0154,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-07-05T03:18:01,2003-10-31T04:14:37,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,8615.13,968.32,45.67,30333.85,6.38,99.979,87.351,890.3,1.68,3.248,168,False,False,peak_demand,64.31,79.1,7,0,0,0,water,particulate_mild,43.42,75.9,0.405,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-17T20:50:36,8,68.84,68.84,1.558,4.245,2.726,2.831,,,61.2,51.99,,21.44,30.55,46.85,13/11/9,118.3,0.838,19.1,5.1,,,,,62.37,25.2,91.71,64.72,,0.581,0.0299,240.5,1.0,normal,0.00102398,0.0,False,lubrication_starvation,none,A_healthy,0.0065,0.0,1.0,,1.62,146.85,10467.16,11887.86,7727.11,16048.62,xgboost_gradient,-1420.71,1680.76,1335.0,0.0001,0.001,0.0155,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-22T12:46:33,2004-03-13T21:31:42,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,7915.36,968.32,59.87,30333.85,7.98,99.974,86.307,890.3,1.68,4.268,168,False,False,peak_demand,60.89,92.09,8,0,0,0,oil_hydraulic,none,54.29,5.6,2.887,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-18T05:26:56,9,77.45,77.45,1.511,4.89,3.235,3.045,,,64.11,50.01,,21.44,28.57,46.31,14/12/10,95.3,0.388,6.4,0.9,,,,,62.75,23.896,89.16,66.68,,0.343,0.0226,74.07,0.9959,normal,-0.00081419,0.0,False,lubrication_starvation,thermal_degradation,A_healthy,0.0074,0.0035,1.0,,344.17,152.07,10458.55,11905.18,7738.37,16071.99,lstm_sequence,-1446.63,1262.95,1335.0,0.0002,0.001,0.0156,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-23T06:02:22,2004-03-14T20:51:10,mixed,False,specialist,False,65.0,,,none,none,19366.33,18108158.33,8673.45,968.32,51.23,30333.85,6.03,99.98,78.422,890.3,1.68,5.213,168,False,False,peak_demand,67.69,97.04,9,0,0,0,oil_hydraulic,particulate_severe,28.64,140.1,2.005,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-18T14:03:15,10,86.05,86.05,1.39,5.673,4.08,3.725,,,59.06,51.06,,21.44,29.62,45.08,13/11/9,63.7,0.411,21.7,4.8,,,,,64.16,24.907,90.44,63.25,,0.122,0.0013,168.41,1.0,normal,0.00128406,0.0213,False,lubrication_starvation,none,A_healthy,0.0082,0.0,1.0,,40.33,164.19,10449.95,9712.69,6313.25,13112.13,weibull_regression,737.26,707.95,1335.0,0.0002,0.0011,0.0157,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-08-08T22:23:56,2003-12-28T13:50:24,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,6246.28,968.32,24.33,30333.85,23.39,99.923,86.939,890.3,1.68,7.791,168,False,False,peak_demand,52.52,90.64,10,0,0,0,gas_compressed_air,none,30.42,97.47,4.845,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-18T22:39:35,11,94.66,94.66,1.49,4.291,2.881,3.656,,,56.06,46.77,,21.44,25.33,46.85,13/11/9,83.2,0.359,25.6,5.0,,,,,63.12,26.253,90.25,66.02,,0.296,0.0247,16.31,0.9977,normal,0.00037668,0.0168,False,lubrication_starvation,none,A_healthy,0.009,0.0071,1.0,,152.03,135.5,10441.34,9240.13,6006.09,12474.18,weibull_regression,1201.21,967.64,1335.0,0.0002,0.0011,0.0158,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-07-30T10:43:32,2003-12-12T04:46:18,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,6590.63,968.32,44.69,30333.85,11.23,99.963,83.365,890.3,1.68,1.226,168,False,False,peak_demand,65.96,84.79,11,0,0,0,water,particulate_severe,86.4,31.75,1.95,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-19T07:15:55,12,103.27,103.27,1.493,3.843,2.575,3.069,,,57.96,51.63,,21.44,30.19,45.61,13/11/9,129.7,0.343,9.4,2.4,,,,,65.23,26.279,89.97,62.71,,0.808,0.0106,43.37,0.9855,normal,-0.00289865,0.0339,False,lubrication_starvation,none,A_healthy,0.0098,0.0,1.0,,153.96,152.79,10432.73,11523.04,7489.97,15556.1,lstm_sequence,-1090.3,906.04,1335.0,0.0002,0.0011,0.0159,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-16T08:46:59,2004-03-02T09:50:45,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,6416.1,968.32,53.52,30333.85,10.97,99.964,89.413,890.3,1.68,2.487,168,False,False,peak_demand,57.55,87.83,12,0,0,0,gas_compressed_air,water_ingress,85.93,20.5,0.863,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-19T15:52:14,13,111.87,111.87,1.481,4.163,2.811,2.307,,,62.44,57.95,,21.44,36.51,45.09,14/12/10,55.9,0.561,47.4,9.5,,,,,62.12,26.068,91.03,64.31,,0.043,0.0043,113.67,1.0,normal,0.0,0.0336,False,lubrication_starvation,erosion,A_healthy,0.0106,0.0,1.0,,656.41,131.7,10424.13,9558.3,6212.89,12903.7,lstm_sequence,865.83,756.71,1335.0,0.0002,0.0011,0.016,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-08-06T19:01:10,2003-12-24T04:25:26,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5978.6,968.32,37.55,30333.85,9.97,99.967,84.401,890.3,1.68,4.425,168,False,False,peak_demand,70.02,82.71,13,0,0,0,oil_process,particulate_mild,61.29,26.76,3.302,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-20T00:28:34,14,120.48,120.48,1.553,4.661,3.002,3.514,,,59.31,54.02,,21.44,32.58,48.25,14/12/10,89.6,0.367,31.0,3.9,,,,,64.84,26.714,87.37,63.66,,0.158,0.0897,45.4,0.9873,normal,-0.00172951,0.0,False,lubrication_starvation,none,A_healthy,0.0114,0.0,1.0,,216.93,136.79,10415.52,9403.92,6112.55,12695.29,particle_filter,1011.61,1266.3,1335.0,0.0002,0.0011,0.0161,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-08-03T22:26:03,2003-12-19T01:48:17,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,7936.4,968.32,28.32,30333.85,33.13,99.891,86.435,890.3,1.68,7.215,168,False,False,peak_demand,64.1,91.8,14,0,0,0,oil_hydraulic,none,81.58,26.34,2.011,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-20T09:04:53,15,129.08,129.08,1.501,6.514,4.339,3.182,,,65.42,49.91,,21.44,28.47,46.85,14/12/10,186.4,0.33,24.2,3.1,,,,,63.32,26.495,89.15,64.96,,0.79,0.0378,15.49,0.9976,normal,-0.00048446,0.0,False,lubrication_starvation,none,A_healthy,0.0123,0.0003,1.0,,82.01,159.99,10406.92,11991.18,7794.26,16188.09,xgboost_gradient,-1584.26,1282.5,1335.0,0.0002,0.0012,0.0161,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-27T04:40:10,2004-03-20T01:34:52,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5564.97,968.32,52.23,30333.85,14.0,99.954,80.05,890.3,1.68,1.259,168,False,False,peak_demand,56.13,72.67,15,0,0,0,oil_hydraulic,particulate_mild,58.88,25.28,0.362,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-20T17:41:13,16,137.69,137.69,1.62,4.67,2.882,2.758,,,61.96,56.8,,21.44,35.36,42.38,13/11/9,211.1,0.407,7.9,1.7,,,,,62.22,24.09,89.19,66.0,,0.634,0.1075,49.48,0.9897,normal,-0.00160558,0.0,False,lubrication_starvation,none,A_healthy,0.0131,0.0002,1.0,,206.82,150.37,10398.31,11147.09,7245.61,15048.57,particle_filter,-748.78,904.56,1335.0,0.0002,0.0012,0.0162,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-09T23:13:55,2004-02-19T12:42:48,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,4441.38,968.32,23.13,30333.85,14.78,99.951,91.202,890.3,1.68,2.113,168,False,False,peak_demand,69.57,108.34,16,0,0,0,water,particulate_mild,57.06,23.57,0.423,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-21T02:17:33,17,146.29,146.29,1.257,3.968,3.158,2.894,,,62.93,53.64,,21.44,32.2,49.44,14/12/10,88.1,0.431,27.2,3.9,,,,,64.53,26.568,90.43,70.73,,0.181,0.0872,8.74,0.9912,normal,0.00113632,0.079,False,lubrication_starvation,none,A_healthy,0.0139,0.0,1.0,,161.49,147.63,10389.71,9101.16,5915.75,12286.57,lstm_sequence,1288.55,1443.88,1335.0,0.0002,0.0012,0.0163,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-07-29T16:52:21,2003-12-09T10:16:43,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,6545.46,968.32,36.69,30333.85,7.25,99.976,87.522,890.3,1.68,4.424,168,False,False,peak_demand,57.11,84.94,17,0,0,0,steam,none,52.04,195.48,3.888,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-21T10:53:52,17,154.9,154.9,1.429,4.892,3.424,2.27,,,57.75,52.3,,21.44,30.86,49.24,14/12/10,85.3,0.324,11.4,1.6,,,,,63.06,24.355,91.74,67.08,,0.372,0.0376,114.76,0.9943,normal,-0.00113839,0.0,False,lubrication_starvation,none,A_healthy,0.0147,0.0049,1.0,,127.39,154.18,10381.1,11481.5,7462.98,15500.03,particle_filter,-1100.4,1286.15,1335.0,0.0002,0.0012,0.0164,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-09-17T15:38:58,2004-03-03T02:10:33,mixed,False,oem_certified,False,62.0,,,none,none,19366.33,18108158.33,8432.16,968.32,36.76,30333.85,47.53,99.844,86.14,890.3,1.68,4.239,168,False,False,peak_demand,54.85,80.28,17,0,0,0,none,particulate_severe,33.96,97.65,0.277,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-21T19:30:12,18,163.5,163.5,1.417,6.357,4.487,3.587,,,59.38,57.99,,21.44,36.55,43.76,14/12/10,149.3,0.58,10.4,1.7,,,,,63.87,26.381,88.61,67.06,,1.41,0.0334,21.77,0.9721,normal,-0.00302949,0.0,False,lubrication_starvation,none,A_healthy,0.0155,0.0155,1.0,,323.16,154.74,10372.5,12579.29,8176.54,16982.04,physics_informed_nn,-2206.79,1862.86,1335.0,0.0002,0.0013,0.0165,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-10-10T21:08:52,2004-04-11T07:53:56,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,7044.02,968.32,26.13,30333.85,9.81,99.968,83.294,890.3,1.68,2.364,168,False,False,peak_demand,67.85,78.87,18,0,0,0,oil_hydraulic,chemical_contamination,28.93,10.31,1.488,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-22T04:06:31,19,172.11,172.11,1.666,6.97,4.183,2.742,,,55.95,54.85,,21.44,33.41,42.48,15/13/11,148.7,0.304,16.2,2.0,,,,,62.99,26.303,90.68,68.33,,0.002,0.0063,72.27,0.9998,normal,0.00044069,0.0,False,lubrication_starvation,none,A_healthy,0.0163,0.0117,1.0,,44.3,151.5,10363.89,12717.65,8266.47,17168.82,lstm_sequence,-2353.76,1915.78,1335.0,0.0002,0.0013,0.0166,2.043,22868.0,1.0,1e-06,False,none,none,,,,,,2003-10-14T02:55:57,2004-04-16T14:06:34,mixed,False,journeyman,False,57.0,,,none,none,19366.33,18108158.33,4101.88,968.32,27.51,30333.85,16.15,99.947,86.872,890.3,1.68,7.399,168,False,False,peak_demand,69.4,96.69,19,0,0,0,oil_process,none,51.76,15.92,2.103,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-22T12:42:51,20,180.71,180.71,1.478,6.518,4.41,2.816,,,60.69,54.32,,21.44,32.88,45.06,13/11/9,75.1,0.419,97.3,13.4,,,,,63.82,25.237,89.55,62.99,,0.677,0.0324,75.81,0.9881,normal,-0.00030498,0.003,False,lubrication_starvation,none,A_healthy,0.0172,0.0,1.0,,202.51,144.69,10355.29,10899.07,7084.4,14713.75,xgboost_gradient,-543.79,446.3,1335.0,0.0002,0.0013,0.0167,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-09-06T14:15:02,2004-02-12T12:55:33,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3066.02,968.32,44.73,30333.85,12.86,99.958,86.208,890.3,1.68,4.992,168,False,False,peak_demand,73.2,80.79,20,0,0,0,oil_hydraulic,particulate_mild,29.78,9.35,0.501,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-22T21:19:10,21,189.32,189.32,1.662,7.077,4.258,3.068,,,57.67,54.81,,21.44,33.37,46.6,14/12/10,67.6,0.458,23.9,6.0,,,,,62.01,24.203,89.19,66.67,,1.008,0.1487,100.32,0.9816,normal,-0.00192411,0.0517,False,lubrication_starvation,none,A_healthy,0.018,0.0173,1.0,,230.38,149.44,10346.68,11031.77,7170.65,14892.88,kalman_filter,-685.09,622.51,1335.0,0.0002,0.0013,0.0168,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-09-09T17:12:10,2004-02-17T14:19:15,mixed,False,oem_certified,False,13.0,,,none,none,19366.33,18108158.33,8088.87,968.32,37.28,30333.85,10.51,99.965,84.818,890.3,1.68,6.255,168,False,False,peak_demand,69.82,81.84,21,0,0,0,water,none,81.24,12.05,2.556,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-23T05:55:30,22,197.93,197.93,1.432,4.955,3.459,2.912,,,58.45,52.57,,21.44,31.13,47.34,13/11/9,115.4,0.326,8.1,2.2,,,,,61.82,24.159,91.03,64.8,,0.263,0.0339,366.62,1.0,normal,0.00113839,0.0,False,lubrication_starvation,none,A_healthy,0.0188,0.0,1.0,,205.09,127.66,10338.07,8259.16,5368.45,11149.86,weibull_regression,2078.92,2563.69,1335.0,0.0002,0.0013,0.0169,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-07-14T07:30:16,2003-11-11T18:12:37,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5082.06,968.32,34.11,30333.85,13.17,99.957,84.338,890.3,1.68,3.312,168,False,False,peak_demand,57.69,77.66,22,0,0,0,gas_compressed_air,none,28.24,84.73,0.339,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-23T14:31:50,23,206.53,206.53,1.52,6.451,4.244,2.812,,,61.12,54.49,,21.44,33.05,46.54,13/11/9,79.0,0.752,39.8,6.2,,,,,63.12,24.283,90.94,64.9,,0.939,0.0011,111.51,1.0,normal,0.00557319,0.0391,False,lubrication_starvation,none,A_healthy,0.0196,0.0,1.0,,164.93,155.02,10329.47,11537.62,7499.45,15575.78,weibull_regression,-1208.15,1214.34,1335.0,0.0003,0.0014,0.0169,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-09-20T23:20:17,2004-03-07T05:30:12,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,4640.33,968.32,41.27,30333.85,6.04,99.98,85.377,890.3,1.68,5.452,168,False,False,peak_demand,60.12,83.75,23,0,0,0,water,particulate_mild,39.32,80.45,0.822,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-23T23:08:09,24,215.14,215.14,1.513,5.001,3.305,3.02,,,60.61,49.63,,21.44,28.19,46.44,13/11/9,102.7,0.866,22.5,5.6,,,,,62.78,25.38,88.74,63.45,,0.704,0.0016,1.88,0.9979,normal,-0.00038118,0.0,False,lubrication_starvation,none,A_healthy,0.0204,0.0,1.0,,58.94,144.58,10320.86,8665.89,5632.83,11698.95,particle_filter,1654.97,2032.16,1335.0,0.0003,0.0014,0.017,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-07-23T12:04:52,2003-11-26T21:08:34,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,5732.73,968.32,31.27,30333.85,13.9,99.954,85.806,890.3,1.68,3.276,168,False,False,peak_demand,60.32,77.11,24,0,0,0,oil_process,particulate_severe,49.01,9.91,2.854,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-24T07:44:29,25,223.74,223.74,1.497,5.176,3.458,2.991,,,64.04,51.27,,21.44,29.83,41.94,13/11/9,149.1,0.32,16.9,2.2,,,,,62.96,25.303,90.63,66.93,,0.749,0.0834,11.65,1.0,normal,0.00237127,0.0466,False,lubrication_starvation,none,A_healthy,0.0212,0.0005,1.0,,36.13,159.07,10312.26,8901.98,5786.28,12017.67,physics_informed_nn,1410.28,1477.31,1335.0,0.0003,0.0014,0.0171,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-07-28T18:43:46,2003-12-05T14:25:15,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,9002.05,968.32,29.04,30333.85,12.72,99.958,88.606,890.3,1.68,1.854,168,False,False,peak_demand,54.1,89.67,25,0,0,0,none,particulate_severe,20.24,71.15,5.972,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-24T16:20:48,26,232.35,232.35,1.488,5.97,4.011,3.144,,,56.91,45.9,,21.44,24.46,46.72,13/11/9,98.8,0.303,38.1,7.4,,,,,61.51,24.958,89.93,66.74,,0.476,0.0578,7.31,1.0,normal,0.00368644,0.0306,False,lubrication_starvation,none,A_healthy,0.0221,0.0032,1.0,,9.18,144.61,10303.65,8657.72,5627.52,11687.93,lstm_sequence,1645.93,1797.76,1335.0,0.0003,0.0014,0.0172,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-07-24T01:12:30,2003-11-27T07:24:41,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,8014.88,968.32,30.88,30333.85,8.91,99.971,85.388,890.3,1.68,6.387,168,False,False,peak_demand,53.56,84.62,26,0,0,0,steam,particulate_mild,74.89,77.58,0.846,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-25T00:57:08,27,240.95,240.95,1.452,4.541,3.128,2.988,,,54.6,52.34,,21.44,30.9,46.08,14/12/10,63.7,0.395,8.3,1.5,,,,,65.02,25.685,91.07,65.24,,1.267,0.069,148.36,0.9974,normal,-0.00052578,0.0,False,lubrication_starvation,none,A_healthy,0.0229,0.0,1.0,,504.08,151.26,10295.05,8914.16,5794.2,12034.11,lstm_sequence,1380.89,1671.27,1335.0,0.0003,0.0014,0.0173,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-07-29T18:01:48,2003-12-06T17:59:04,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,9327.8,968.32,41.8,30333.85,13.01,99.957,87.183,890.3,1.68,3.52,168,False,False,peak_demand,65.45,87.42,27,0,0,0,oil_hydraulic,none,54.74,6.59,1.085,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-25T09:33:28,28,249.56,249.56,1.496,5.445,3.64,3.332,,,58.77,53.12,,21.44,31.68,45.41,13/11/9,206.3,0.559,35.8,6.9,,,,,63.95,24.316,90.8,65.65,,0.234,0.0009,71.81,0.9937,normal,-0.00126785,0.0,False,lubrication_starvation,none,A_healthy,0.0237,0.0034,1.0,,144.0,134.23,10286.44,10762.56,6995.67,14529.46,physics_informed_nn,-476.12,480.26,1335.0,0.0003,0.0015,0.0174,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-09-06T14:50:24,2004-02-10T13:44:16,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,8423.06,968.32,33.51,30333.85,14.75,99.951,83.036,890.3,1.68,4.167,168,False,False,peak_demand,63.34,80.82,28,0,0,0,none,particulate_mild,79.43,77.06,1.976,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-25T18:09:47,29,258.16,258.16,1.553,6.549,4.218,2.996,,,63.03,52.78,,21.44,31.34,46.23,14/12/10,127.7,0.497,9.0,2.5,,,,,62.67,24.646,89.01,66.58,,1.118,0.0406,44.8,0.9841,normal,-0.00275615,0.0402,False,lubrication_starvation,none,A_healthy,0.0245,0.0018,1.0,,166.34,146.45,10277.84,11414.88,7419.67,15410.09,xgboost_gradient,-1137.04,1111.0,1335.0,0.0003,0.0015,0.0175,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-09-20T13:36:10,2004-03-05T00:48:39,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5776.75,968.32,38.42,30333.85,12.95,99.957,87.486,890.3,1.68,7.566,168,False,False,peak_demand,66.36,82.62,29,0,0,0,water,particulate_mild,69.56,11.06,3.427,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-26T02:46:07,30,266.77,266.77,1.433,5.218,3.641,2.87,,,66.43,56.39,,21.44,34.95,49.38,14/12/10,170.1,0.405,48.6,9.4,,,,,64.2,24.836,90.09,62.65,,0.967,0.0591,58.16,0.994,normal,-0.00119787,0.0163,False,lubrication_starvation,none,A_healthy,0.0253,0.0,1.0,,150.26,161.16,10269.23,9364.05,6086.63,12641.47,lstm_sequence,905.18,1147.7,1335.0,0.0003,0.0015,0.0176,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-08-09T04:47:39,2003-12-23T18:12:43,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,4128.92,968.32,20.03,30333.85,25.18,99.917,83.563,890.3,1.68,1.048,168,False,False,peak_demand,75.92,77.45,30,0,0,0,none,particulate_mild,53.94,107.91,0.591,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-26T11:22:26,31,275.37,275.37,1.335,4.884,3.659,3.195,,,60.4,53.29,,21.44,31.85,46.39,14/12/10,91.7,0.362,22.2,5.9,,,,,63.83,24.478,89.1,65.31,,0.21,0.0737,60.62,0.9883,normal,-0.00234847,0.0,False,lubrication_starvation,none,A_healthy,0.0261,0.0032,1.0,,217.44,159.23,10260.63,11741.09,7631.71,15850.47,lstm_sequence,-1480.47,1639.85,1335.0,0.0003,0.0015,0.0177,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-09-28T01:55:12,2004-03-17T07:18:09,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,9481.12,968.32,35.25,30333.85,9.57,99.968,84.918,890.3,1.68,6.059,168,False,False,peak_demand,59.18,73.42,31,0,0,0,steam,none,82.04,2.47,0.289,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-26T19:58:46,32,283.98,283.98,1.7,5.439,3.2,2.641,,,59.56,50.83,,21.44,29.39,47.01,13/11/9,143.3,0.44,14.4,2.0,,,,,64.11,26.071,88.79,63.72,,1.042,0.0069,57.83,1.0,normal,0.00052578,0.0,False,lubrication_starvation,none,A_healthy,0.027,0.0029,1.0,,52.61,146.7,10252.02,8888.56,5777.57,11999.56,lstm_sequence,1363.46,1469.18,1335.0,0.0003,0.0016,0.0178,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-07-31T00:15:38,2003-12-07T15:15:26,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,7883.75,968.32,20.26,30333.85,14.78,99.951,85.734,890.3,1.68,4.714,168,False,False,peak_demand,60.53,72.81,32,0,0,0,oil_process,particulate_mild,67.17,113.99,0.597,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-27T04:35:06,33,292.59,292.59,1.488,4.067,2.733,3.266,,,60.88,50.74,,21.44,29.3,46.23,14/12/10,90.6,0.381,59.2,13.4,,,,,62.53,26.024,89.21,66.71,,0.766,0.0368,289.36,0.9801,normal,-0.00271697,0.0389,False,lubrication_starvation,erosion,A_healthy,0.0278,0.0,1.0,,220.05,134.22,10243.41,9292.58,6040.18,12544.98,xgboost_gradient,950.84,1232.46,1335.0,0.0003,0.0016,0.0178,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-08-08T18:52:27,2003-12-22T07:16:36,mixed,False,journeyman,False,16.0,,,none,none,19366.33,18108158.33,4511.16,968.32,52.52,30333.85,14.22,99.953,78.711,890.3,1.68,3.3,168,False,False,peak_demand,56.62,90.58,33,0,0,0,steam,none,55.39,35.08,1.057,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-27T13:11:25,34,301.19,301.19,1.67,5.555,3.326,3.267,,,60.8,52.0,,21.44,30.56,44.24,13/11/9,73.9,0.382,17.6,2.1,,,,,63.87,25.915,89.77,64.96,,0.782,0.0448,5.61,0.9834,normal,-0.00014541,0.0389,False,lubrication_starvation,none,A_healthy,0.0286,0.0261,1.0,,394.64,165.8,10234.81,9156.78,5951.91,12361.66,physics_informed_nn,1078.03,1075.21,1335.0,0.0003,0.0016,0.0179,2.043,22868.0,0.9999,1e-06,False,none,none,,,,,,2003-08-06T07:34:54,2003-12-17T20:27:20,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,6492.66,968.32,47.47,30333.85,22.51,99.926,80.007,890.3,1.68,1.315,168,False,False,peak_demand,58.58,67.8,34,0,0,0,oil_hydraulic,none,34.24,38.21,1.557,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-27T21:47:45,35,309.8,309.8,1.39,5.525,3.974,3.115,,,56.2,51.57,,21.44,30.13,44.67,14/12/10,86.8,0.447,45.8,9.1,,,,,62.68,25.44,90.01,65.11,,0.791,0.0166,14.3,0.9947,normal,0.00013657,0.0,False,lubrication_starvation,none,A_healthy,0.0294,0.0116,1.0,,124.93,161.55,10226.2,11415.56,7420.11,15411.01,lstm_sequence,-1189.36,1009.11,1335.0,0.0003,0.0016,0.018,2.043,22868.0,0.9998,1.01e-06,False,none,none,,,,,,2003-09-22T17:34:32,2004-03-07T05:01:17,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,7122.17,968.32,35.83,30333.85,12.45,99.959,78.289,890.3,1.68,3.388,168,False,False,peak_demand,54.66,89.64,35,0,0,0,oil_hydraulic,none,75.82,1.94,5.712,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-28T06:24:04,36,318.4,318.4,1.438,6.051,4.207,2.585,,,58.26,53.03,,21.44,31.59,42.88,13/11/9,95.1,0.451,23.2,5.1,,,,,64.68,26.405,88.89,65.84,,0.685,0.0163,51.05,0.9762,normal,-0.00240352,0.0116,False,lubrication_starvation,none,A_healthy,0.0302,0.0,1.0,,310.66,146.03,10217.6,9502.17,6176.41,12827.92,physics_informed_nn,715.43,839.18,1335.0,0.0003,0.0016,0.0181,2.043,22868.0,0.9998,1.04e-06,False,none,none,,,,,,2003-08-14T05:29:03,2003-12-30T19:14:32,mixed,False,journeyman,False,15.0,,,none,none,19366.33,18108158.33,4006.84,968.32,22.65,30333.85,8.18,99.973,89.986,890.3,1.68,4.104,168,False,False,peak_demand,56.73,105.06,36,0,0,2,none,none,37.29,60.47,0.491,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-28T15:00:24,37,327.01,327.01,1.585,5.52,3.482,2.787,,,61.2,58.48,,21.44,37.04,47.17,14/12/10,104.9,0.494,53.6,8.1,,,,,64.25,25.328,89.48,65.17,,0.689,0.0122,272.39,0.9639,normal,-0.00722213,0.0,False,lubrication_starvation,none,A_healthy,0.031,0.0123,1.0,,410.21,156.62,10208.99,12474.25,8108.26,16840.24,physics_informed_nn,-2265.26,2896.81,1335.0,0.0004,0.0017,0.0182,2.043,22868.0,0.9998,1.06e-06,False,none,none,,,,,,2003-10-15T12:07:54,2004-04-14T10:07:09,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,5262.85,968.32,48.92,30333.85,10.48,99.965,86.458,890.3,1.68,6.324,168,False,False,peak_demand,64.98,87.36,37,0,0,0,water,chemical_contamination,48.44,4.74,0.742,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-28T23:36:44,38,335.61,335.61,1.564,5.543,3.545,2.949,,,57.87,52.11,,21.44,30.68,43.93,14/12/10,80.1,0.357,27.8,7.6,,,,,63.91,24.535,87.3,69.41,,0.599,0.0021,189.71,0.9923,normal,0.00244598,0.0422,False,lubrication_starvation,none,A_healthy,0.0319,0.0,1.0,,162.9,147.82,10200.39,11111.95,7222.76,15001.13,xgboost_gradient,-911.56,851.26,1335.0,0.0004,0.0017,0.0183,2.043,22868.0,0.9998,1.09e-06,False,none,none,,,,,,2003-09-17T11:35:06,2004-02-26T12:45:57,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,7560.05,968.32,25.64,30333.85,20.96,99.931,83.785,890.3,1.68,1.884,168,False,False,peak_demand,64.72,80.96,38,1,0,0,water,none,51.51,14.17,0.51,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-29T08:13:03,39,344.22,344.22,1.682,4.263,2.534,3.252,,,60.69,52.7,,21.44,31.26,46.07,14/12/10,79.3,0.338,14.9,3.5,,,,,62.08,25.482,89.79,65.59,,0.787,0.1204,40.2,0.9926,normal,0.00184684,0.0144,False,lubrication_starvation,none,A_healthy,0.0327,0.0054,1.0,,113.36,138.49,10191.78,9408.17,6115.31,12701.03,kalman_filter,783.61,763.84,1335.0,0.0004,0.0017,0.0184,2.043,22868.0,0.9998,1.12e-06,False,none,none,,,,,,2003-08-13T08:18:09,2003-12-28T13:09:43,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,5145.37,968.32,51.23,30333.85,9.29,99.969,79.976,890.3,1.68,5.034,168,False,False,peak_demand,66.28,73.76,39,1,0,0,steam,none,44.43,22.86,0.562,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-29T16:49:23,40,352.82,352.82,1.635,6.039,3.693,2.863,,,58.36,53.2,,21.44,31.76,43.84,13/11/9,63.1,0.403,32.2,5.2,,,,,60.15,25.162,89.57,64.25,,0.544,0.0918,18.26,0.9915,normal,-0.00064577,0.0,False,lubrication_starvation,none,A_healthy,0.0335,0.0052,1.0,,159.28,144.66,10183.18,9569.09,6219.91,12918.27,kalman_filter,614.09,582.54,1335.0,0.0004,0.0017,0.0185,2.043,22868.0,0.9998,1.15e-06,False,none,none,,,,,,2003-08-17T01:21:58,2004-01-03T14:32:46,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,9359.96,968.32,48.94,30333.85,13.91,99.954,82.366,890.3,1.68,7.276,168,False,False,peak_demand,59.87,89.14,40,1,0,0,steam,chemical_contamination,47.29,32.04,2.649,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-30T01:25:42,41,361.43,361.43,1.409,5.569,3.953,2.607,,,66.46,54.76,,21.44,33.32,46.86,14/12/10,71.6,0.391,11.0,2.2,,,,,63.18,26.159,89.1,67.65,,0.415,0.0752,129.53,0.9956,normal,0.00388032,0.0,False,lubrication_starvation,none,A_healthy,0.0343,0.0103,1.0,,143.91,148.15,10174.57,9344.79,6074.11,12615.47,particle_filter,829.78,1021.82,1335.0,0.0004,0.0018,0.0186,2.043,22868.0,0.9998,1.18e-06,False,none,none,,,,,,2003-08-12T17:49:27,2003-12-27T00:30:04,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5724.41,968.32,21.74,30333.85,11.64,99.962,79.241,890.3,1.68,2.1,168,False,False,peak_demand,56.75,74.03,41,0,0,0,steam,none,44.9,139.84,2.917,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-30T10:02:02,42,370.03,370.03,1.649,4.641,2.814,3.086,,,58.38,54.1,,21.44,32.66,46.7,14/12/10,92.4,0.316,32.6,6.4,,,,,62.51,25.015,89.25,65.04,,1.125,0.0863,27.4,1.0,normal,0.00722213,0.0,False,lubrication_starvation,misalignment_induced,A_healthy,0.0351,0.0148,1.0,,36.42,147.57,10165.97,9023.0,5864.95,12181.05,lstm_sequence,1142.97,1484.04,1335.0,0.0004,0.0018,0.0186,2.043,22868.0,0.9998,1.21e-06,False,none,none,,,,,,2003-08-06T09:31:57,2003-12-15T23:34:53,mixed,False,journeyman,False,40.0,,,none,none,19366.33,18108158.33,9124.79,968.32,53.04,30333.85,9.85,99.968,81.504,890.3,1.68,1.403,168,False,False,peak_demand,62.91,77.23,42,1,0,0,oil_process,none,69.42,12.9,4.194,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-30T18:38:21,43,378.64,378.64,1.672,4.307,2.575,2.965,,,57.02,51.99,,21.44,30.55,44.56,13/11/9,184.7,0.528,55.6,16.3,,,,,64.53,25.789,90.56,62.83,,0.192,0.0903,14.16,1.0,normal,0.00153884,0.0,False,lubrication_starvation,none,A_healthy,0.0359,0.0169,1.0,,59.65,153.43,10157.36,8852.22,5753.94,11950.5,xgboost_gradient,1305.14,1612.21,1335.0,0.0004,0.0018,0.0187,2.043,22868.0,0.9998,1.24e-06,False,none,none,,,,,,2003-08-03T04:45:02,2003-12-10T07:01:43,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,8529.83,968.32,47.2,30333.85,12.51,99.959,85.296,890.3,1.68,3.253,168,False,False,peak_demand,61.2,83.48,43,0,0,0,water,none,49.37,1.69,6.439,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-31T03:14:41,44,387.24,387.24,1.557,5.041,3.237,2.757,,,64.43,53.47,,21.44,32.03,46.29,13/11/9,101.5,0.367,30.0,4.0,,,,,64.89,24.92,89.32,65.57,,0.734,0.0167,30.57,0.9883,normal,-0.00086913,0.0,False,lubrication_starvation,none,A_healthy,0.0368,0.014,1.0,,247.27,152.24,10148.76,11037.77,7174.55,14900.99,lstm_sequence,-889.02,766.0,1335.0,0.0004,0.0018,0.0188,2.043,22868.0,0.9998,1.27e-06,False,none,none,,,,,,2003-09-18T02:07:50,2004-02-26T01:21:02,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,3392.88,968.32,23.58,30333.85,10.85,99.964,83.701,890.3,1.68,3.476,168,False,False,peak_demand,64.9,71.91,44,0,0,0,water,none,43.09,10.89,9.294,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-31T11:51:01,45,395.85,395.85,1.392,4.383,3.148,2.627,,,58.57,53.03,,21.44,31.59,46.18,14/12/10,147.5,0.401,104.7,20.2,,,,,62.48,26.057,91.31,65.0,,0.586,0.0575,82.51,0.9893,normal,-0.00044235,0.0,False,lubrication_starvation,none,A_healthy,0.0376,0.0232,1.0,,171.82,152.31,10140.15,10738.78,6980.2,14497.35,weibull_regression,-598.63,565.77,1335.0,0.0004,0.0018,0.0189,2.043,22868.0,0.9997,1.3e-06,False,none,none,,,,,,2003-09-12T05:14:16,2004-02-15T19:48:32,mixed,False,journeyman,False,46.0,,,none,none,19366.33,18108158.33,5997.4,968.32,24.49,30333.85,15.45,99.949,87.323,890.3,1.68,7.272,168,False,False,peak_demand,66.78,85.64,45,0,0,0,steam,none,88.73,3.77,0.324,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-01-31T20:27:20,46,404.46,404.46,1.43,4.445,3.109,3.643,,,62.22,52.47,,21.44,31.03,46.51,13/11/9,50.0,0.341,9.8,1.8,,,,,64.32,25.778,92.18,66.45,,0.31,0.0159,159.45,1.0,normal,0.00087166,0.0124,False,lubrication_starvation,none,A_healthy,0.0384,0.0055,1.0,,114.14,136.48,10131.54,11473.92,7458.05,15489.8,physics_informed_nn,-1342.38,1492.08,1335.0,0.0004,0.0019,0.019,2.043,22868.0,0.9997,1.33e-06,False,none,none,,,,,,2003-09-27T21:25:02,2004-03-13T05:17:25,mixed,False,master_technician,False,58.0,,,none,none,19366.33,18108158.33,8886.99,968.32,49.17,30333.85,15.25,99.95,82.464,890.3,1.68,7.707,168,False,False,peak_demand,64.59,88.74,46,0,0,0,water,particulate_mild,76.11,59.87,1.567,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-01T05:03:40,47,413.06,413.06,1.559,4.9,3.143,2.671,,,63.72,57.7,,21.44,36.26,44.33,14/12/10,68.1,0.355,16.7,1.9,,,,,62.8,25.964,90.3,67.02,,0.31,0.1088,331.29,0.9782,normal,-0.00436037,0.0625,False,lubrication_starvation,none,A_healthy,0.0392,0.0,1.0,,456.37,155.99,10122.94,9073.87,5898.02,12249.73,xgboost_gradient,1049.07,846.44,1335.0,0.0004,0.0019,0.0191,2.043,22868.0,0.9997,1.36e-06,False,none,none,,,,,,2003-08-09T05:59:49,2003-12-19T13:51:08,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,6737.64,968.32,44.95,30333.85,7.37,99.976,81.448,890.3,1.68,5.596,168,False,False,peak_demand,74.56,80.99,47,0,0,1,oil_hydraulic,particulate_severe,77.16,19.69,4.121,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-01T13:39:59,48,421.67,421.67,1.406,5.444,3.872,2.93,,,64.16,57.99,,21.44,36.55,48.37,13/11/9,83.2,0.397,23.6,5.9,,,,,62.84,24.927,88.79,64.52,,0.612,0.0133,72.69,0.9907,normal,-0.00186692,0.0694,False,lubrication_starvation,none,A_healthy,0.04,0.0123,1.0,,95.03,149.42,10114.33,10664.89,6932.18,14397.6,particle_filter,-550.56,552.41,1335.0,0.0004,0.0019,0.0192,2.043,22868.0,0.9997,1.39e-06,False,none,none,,,,,,2003-09-11T18:06:40,2004-02-14T06:49:20,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,8115.62,968.32,21.33,30333.85,17.65,99.942,87.913,890.3,1.68,7.858,168,False,False,peak_demand,69.67,78.04,48,1,0,0,none,none,54.97,59.12,0.284,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-01T22:16:19,49,430.27,430.27,1.738,7.873,4.53,3.565,,,63.19,52.29,,21.44,30.85,46.54,13/11/9,187.1,0.454,24.7,2.9,,,,,63.69,25.965,88.32,66.25,,0.928,0.0829,279.47,0.9838,normal,-0.00089465,0.0022,False,lubrication_starvation,none,A_healthy,0.0408,0.0044,1.0,,280.94,141.32,10105.73,8689.42,5648.12,11730.71,physics_informed_nn,1416.31,1144.08,1335.0,0.0004,0.0019,0.0193,2.043,22868.0,0.9997,1.42e-06,False,none,none,,,,,,2003-08-01T22:58:47,2003-12-06T16:16:30,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,9419.97,968.32,49.36,30333.85,16.95,99.944,84.769,890.3,1.68,4.871,168,False,False,peak_demand,52.47,99.11,49,0,0,0,oil_process,none,60.56,14.4,5.718,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-02T06:52:39,50,438.88,438.88,1.58,6.297,3.984,3.091,,,62.49,51.03,,21.44,29.59,45.65,13/11/9,145.5,0.42,21.2,4.4,,,,,63.72,24.727,88.97,70.2,,1.024,0.0437,135.83,0.9772,normal,-0.00242046,0.0221,False,lubrication_starvation,none,A_healthy,0.0417,0.0077,1.0,,259.54,139.2,10097.12,10923.97,7100.58,14747.36,particle_filter,-826.85,746.82,1335.0,0.0004,0.0019,0.0194,2.043,22868.0,0.9997,1.45e-06,False,none,none,,,,,,2003-09-17T20:51:49,2004-02-24T04:15:14,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,9325.27,968.32,53.83,30333.85,9.08,99.97,83.367,890.3,1.68,4.328,168,False,False,peak_demand,59.82,93.44,50,0,0,0,steam,particulate_mild,66.79,63.55,0.31,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-02T15:28:58,51,447.48,447.48,1.461,6.078,4.161,3.119,,,62.4,54.01,,21.44,32.57,46.24,13/11/9,90.4,0.364,62.8,8.5,,,,,64.24,24.44,88.81,65.08,,0.658,0.0162,22.84,0.9862,normal,-0.00276402,0.0379,False,lubrication_starvation,none,A_healthy,0.0425,0.0142,1.0,,139.03,136.1,10088.52,9259.77,6018.85,12500.68,lstm_sequence,828.75,955.38,1335.0,0.0005,0.002,0.0195,2.043,22868.0,0.9997,1.48e-06,False,none,none,,,,,,2003-08-14T13:21:58,2003-12-27T14:17:04,mixed,False,specialist,False,23.0,,,none,none,19366.33,18108158.33,6402.83,968.32,20.16,30333.85,14.04,99.954,82.662,890.3,1.68,4.931,168,False,False,peak_demand,59.28,92.82,51,0,0,0,water,none,65.56,97.67,0.381,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-03T00:05:18,52,456.09,456.09,1.61,7.132,4.429,3.01,,,62.18,52.97,,21.44,31.53,45.5,13/11/9,151.1,0.404,63.3,13.8,,,,,62.49,25.225,91.15,65.21,,0.64,0.0125,9.53,0.999,normal,0.00415364,0.0635,False,lubrication_starvation,none,A_healthy,0.0433,0.0185,1.0,,10.88,155.39,10079.91,10644.76,6919.09,14370.43,xgboost_gradient,-564.85,499.61,1335.0,0.0005,0.002,0.0195,2.043,22868.0,0.9997,1.51e-06,False,none,none,,,,,,2003-09-12T18:28:08,2004-02-15T00:08:07,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,6050.81,968.32,50.48,30333.85,10.49,99.965,81.878,890.3,1.68,4.378,168,False,False,peak_demand,63.37,77.7,52,1,0,0,water,none,27.65,260.65,0.915,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-03T08:41:37,53,464.69,464.69,1.738,6.874,3.955,2.605,,,61.18,55.51,,21.44,34.07,47.05,13/11/9,80.4,0.325,17.8,3.9,,,,,63.78,26.374,89.51,65.95,,0.506,0.0242,101.04,0.9942,normal,0.0007118,0.0551,False,lubrication_starvation,none,A_healthy,0.0441,0.0301,1.0,,76.71,142.78,10071.31,11028.22,7168.34,14888.1,xgboost_gradient,-956.92,828.96,1335.0,0.0005,0.002,0.0196,2.043,22868.0,0.9997,1.54e-06,False,none,none,,,,,,2003-09-21T02:48:18,2004-02-28T22:40:58,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5331.7,968.32,38.74,30333.85,10.2,99.966,82.489,890.3,1.68,4.013,168,False,False,peak_demand,72.04,75.41,53,1,0,0,water,none,88.3,75.76,0.939,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-03T17:17:57,54,473.3,473.3,1.377,6.18,4.487,3.311,,,66.71,55.3,,21.44,33.86,48.21,13/11/9,78.7,0.329,16.5,4.3,,,,,61.37,25.235,89.96,65.38,,0.11,0.0071,90.31,0.998,normal,0.00284566,0.03,False,lubrication_starvation,none,A_healthy,0.0449,0.0,1.0,,34.52,144.48,10062.7,8480.42,5512.28,11448.57,physics_informed_nn,1582.28,1684.03,1335.0,0.0005,0.002,0.0197,2.043,22868.0,0.9996,1.57e-06,False,none,none,,,,,,2003-07-30T09:30:39,2003-12-01T01:39:33,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,7599.47,968.32,53.5,30333.85,7.8,99.974,83.813,890.3,1.68,1.162,168,False,False,peak_demand,63.17,82.1,54,0,0,0,water,particulate_mild,27.43,5.23,0.435,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-04T01:54:17,55,481.9,481.9,1.389,4.226,3.042,3.332,,,54.66,50.47,,21.44,29.03,47.59,13/11/9,122.4,0.408,12.7,3.6,,,,,61.73,23.739,88.14,65.23,,0.255,0.0242,66.52,0.9956,normal,0.00368933,0.0,False,lubrication_starvation,none,A_healthy,0.0457,0.0124,1.0,,96.34,147.31,10054.1,9384.34,6099.82,12668.87,physics_informed_nn,669.75,740.67,1335.0,0.0005,0.0021,0.0198,2.043,22868.0,0.9996,1.59e-06,False,none,none,,,,,,2003-08-18T14:04:37,2004-01-02T10:35:51,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,8418.62,968.32,46.27,30333.85,53.28,99.825,88.313,890.3,1.68,6.81,168,False,False,peak_demand,57.45,89.92,55,1,0,0,steam,none,30.14,35.95,0.482,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-04T10:30:36,56,490.51,490.51,1.469,6.099,4.151,3.432,,,57.08,51.74,,21.44,30.3,47.78,13/11/9,65.1,0.353,22.9,6.6,,,,,65.61,26.004,91.62,66.83,,0.136,0.0398,84.41,0.9885,normal,0.00045925,0.0,False,lubrication_starvation,none,A_healthy,0.0466,0.0299,1.0,,131.31,148.34,10045.49,11117.48,7226.36,15008.6,xgboost_gradient,-1071.99,1128.8,1335.0,0.0005,0.0021,0.0199,2.043,22868.0,0.9996,1.62e-06,False,none,none,,,,,,2003-09-24T01:14:57,2004-03-04T04:22:00,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,4327.32,968.32,34.4,30333.85,15.42,99.949,85.961,890.3,1.68,3.506,168,False,False,peak_demand,70.31,94.28,56,1,0,0,water,none,88.51,15.63,6.802,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-04T19:06:56,57,499.12,499.12,1.599,4.053,2.535,3.401,,,60.1,56.54,,21.44,35.1,48.03,14/12/10,64.3,0.38,18.1,3.3,,,,,63.3,25.795,88.06,62.94,,1.167,0.0532,30.73,0.9831,normal,-0.0031655,0.0,False,lubrication_starvation,none,A_healthy,0.0474,0.0,1.0,,294.5,143.49,10036.88,11789.81,7663.37,15916.24,lstm_sequence,-1752.92,1881.25,1335.0,0.0005,0.0021,0.02,2.043,22868.0,0.9996,1.65e-06,False,none,none,,,,,,2003-10-08T10:01:09,2004-03-28T08:27:07,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,8110.21,968.32,47.24,30333.85,11.39,99.962,84.667,890.3,1.68,4.64,168,False,False,peak_demand,69.7,82.09,57,0,0,0,none,none,82.21,85.22,2.748,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-05T03:43:15,58,507.72,507.72,1.536,4.89,3.184,2.92,,,57.02,54.81,,21.44,33.37,48.6,14/12/10,63.5,0.689,15.1,1.8,,,,,62.89,24.417,90.68,65.44,,0.305,0.0604,172.56,1.0,normal,0.00115511,0.0,False,lubrication_starvation,none,A_healthy,0.0482,0.0331,1.0,,89.86,142.92,10028.28,11383.87,7399.52,15368.23,weibull_regression,-1355.59,1098.02,1335.0,0.0005,0.0021,0.0201,2.043,22868.0,0.9996,1.68e-06,False,none,none,,,,,,2003-09-30T07:39:28,2004-03-14T08:00:48,mixed,False,apprentice,False,79.0,,,none,none,19366.33,18108158.33,8320.78,968.32,53.27,30333.85,12.32,99.959,90.5,890.3,1.68,2.687,168,False,False,peak_demand,59.57,85.28,58,1,0,0,oil_process,none,42.12,40.05,1.626,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-05T12:19:35,59,516.33,516.33,1.485,4.521,3.045,3.248,,,61.05,51.88,,21.44,30.44,45.04,14/12/10,80.0,0.396,13.6,2.4,,,,,62.68,24.255,90.41,65.78,,2.088,0.0067,27.9,1.0,normal,0.00039779,0.0647,False,lubrication_starvation,erosion,A_healthy,0.049,0.0,1.0,,20.04,158.64,10019.67,7991.14,5194.24,10788.03,xgboost_gradient,2028.54,2208.07,1335.0,0.0005,0.0021,0.0202,2.043,22868.0,0.9996,1.71e-06,False,none,none,,,,,,2003-07-21T23:53:40,2003-11-15T12:47:32,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,9328.15,968.32,29.39,30333.85,8.03,99.974,82.98,890.3,1.68,3.403,168,False,False,peak_demand,52.26,95.82,59,1,0,0,water,none,66.94,49.26,2.823,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-05T20:55:55,60,524.93,524.93,1.426,5.196,3.643,2.997,,,59.16,51.87,,21.44,30.43,44.04,13/11/9,56.6,0.505,13.0,3.2,,,,,64.82,25.429,90.65,63.84,,0.267,0.062,48.61,0.992,normal,-0.00071193,0.0,False,lubrication_starvation,none,A_healthy,0.0498,0.0019,1.0,,321.36,154.42,10011.07,9337.94,6069.66,12606.21,physics_informed_nn,673.13,677.65,1335.0,0.0005,0.0022,0.0203,2.043,22868.0,0.9996,1.74e-06,False,none,none,,,,,,2003-08-19T09:53:59,2004-01-02T14:10:38,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,6886.31,968.32,22.2,30333.85,17.96,99.941,84.674,890.3,1.68,2.906,168,False,False,peak_demand,78.13,90.26,60,0,0,0,oil_process,none,64.58,22.37,1.749,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-06T05:32:14,61,533.54,533.54,1.296,3.329,2.569,3.462,,,56.73,50.31,,21.44,28.87,50.02,14/12/10,117.6,0.487,30.5,8.9,,,,,63.3,25.859,88.46,67.96,,0.734,0.0049,24.2,0.982,normal,-0.00130234,0.0268,False,lubrication_starvation,corrosion_fatigue,A_healthy,0.0506,0.0,1.0,,210.48,152.66,10002.46,11110.85,7222.05,14999.65,particle_filter,-1108.39,1056.59,1335.0,0.0005,0.0022,0.0204,2.043,22868.0,0.9995,1.77e-06,False,none,none,,,,,,2003-09-25T16:57:51,2004-03-05T17:45:46,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5057.33,968.32,23.54,30333.85,13.55,99.955,81.49,890.3,1.68,2.55,168,False,False,peak_demand,51.63,79.4,61,1,0,0,water,particulate_mild,58.84,41.66,1.731,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-06T14:08:34,62,542.14,542.14,1.473,5.472,3.714,2.748,,,68.02,54.7,,21.44,33.26,47.99,13/11/9,118.9,0.373,19.5,4.1,,,,,62.63,24.18,88.53,69.86,,0.222,0.0345,68.89,0.9797,normal,-0.00069088,0.0246,False,lubrication_starvation,none,A_healthy,0.0515,0.0285,1.0,,236.24,149.4,9993.86,11892.0,7729.8,16054.2,lstm_sequence,-1898.14,2379.82,1335.0,0.0005,0.0022,0.0204,2.043,22868.0,0.9995,1.8e-06,False,none,none,,,,,,2003-10-12T08:08:28,2004-04-02T18:20:23,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,6819.05,968.32,56.77,30333.85,11.28,99.963,85.143,890.3,1.68,7.841,168,False,False,peak_demand,64.69,87.18,62,0,0,1,steam,particulate_severe,63.45,33.23,0.517,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-06T22:44:53,63,550.75,550.75,1.212,4.67,3.853,3.095,,,60.11,54.44,,21.44,33.0,43.95,13/11/9,70.5,0.444,30.1,3.8,,,,,64.11,24.685,90.72,66.24,,0.665,0.0016,28.38,0.9782,normal,-0.00436682,0.0552,False,lubrication_starvation,thermal_degradation,A_healthy,0.0523,0.017,1.0,,333.76,143.9,9985.25,9087.85,5907.1,12268.6,particle_filter,897.4,933.37,1335.0,0.0005,0.0022,0.0205,2.043,22868.0,0.9995,1.83e-06,False,none,none,,,,,,2003-08-15T06:40:20,2003-12-25T19:25:09,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3146.23,968.32,59.5,30333.85,13.57,99.955,77.694,890.3,1.68,4.19,168,False,False,peak_demand,64.59,93.24,63,1,0,2,none,none,20.54,119.88,4.377,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-07T07:21:13,64,559.35,559.35,1.511,6.164,4.081,2.977,,,59.23,52.81,,21.44,31.37,47.33,13/11/9,109.5,0.424,23.9,5.7,,,,,62.14,25.899,90.23,66.35,,0.45,0.0722,38.34,0.9888,normal,-0.00223577,0.0118,False,lubrication_starvation,none,A_healthy,0.0531,0.0239,1.0,,131.9,146.22,9976.65,9173.2,5962.58,12383.82,lstm_sequence,803.45,698.47,1335.0,0.0005,0.0023,0.0206,2.043,22868.0,0.9995,1.86e-06,False,none,none,,,,,,2003-08-17T09:57:06,2003-12-29T04:34:14,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,7762.68,968.32,41.34,30333.85,13.75,99.955,79.686,890.3,1.68,6.038,168,False,False,peak_demand,62.26,76.83,64,1,0,0,none,particulate_severe,84.22,68.94,2.478,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-07T15:57:32,65,567.96,567.96,1.519,3.948,2.599,2.684,,,58.97,53.68,,21.44,32.24,44.39,14/12/10,178.5,0.406,64.6,12.6,,,,,62.29,25.526,89.55,66.71,,0.271,0.0618,43.73,0.9753,normal,-0.00335126,0.0546,False,lubrication_starvation,none,A_healthy,0.0539,0.0231,1.0,,336.2,134.04,9968.04,11141.13,7241.74,15040.53,xgboost_gradient,-1173.09,1121.14,1335.0,0.0006,0.0023,0.0207,2.043,22868.0,0.9995,1.89e-06,False,none,none,,,,,,2003-09-27T18:31:29,2004-03-08T05:55:14,mixed,False,specialist,False,36.0,,,none,none,19366.33,18108158.33,9463.86,968.32,35.31,30333.85,8.32,99.973,80.498,890.3,1.68,5.765,168,False,False,peak_demand,71.69,82.86,65,1,0,0,oil_process,particulate_mild,33.56,44.3,0.622,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-08T00:33:52,66,576.56,576.56,1.676,6.66,3.973,2.917,,,60.56,53.84,,21.44,32.4,47.16,14/12/10,85.6,0.356,24.7,6.6,,,,,63.21,25.349,89.76,64.71,,0.212,0.0613,166.7,0.9807,normal,-0.00024353,0.0303,False,lubrication_starvation,thermal_degradation,A_healthy,0.0547,0.0182,1.0,,221.58,137.67,9959.44,8707.26,5659.72,11754.8,physics_informed_nn,1252.18,1586.24,1335.0,0.0006,0.0023,0.0208,2.043,22868.0,0.9995,1.92e-06,False,none,none,,,,,,2003-08-08T10:11:37,2003-12-13T09:44:02,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5008.94,968.32,38.67,30333.85,10.12,99.967,84.078,890.3,1.68,4.967,168,False,False,peak_demand,57.17,78.17,66,1,0,0,water,none,40.18,122.26,4.282,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-08T09:10:12,67,585.17,585.17,1.316,5.587,4.247,3.222,,,59.29,54.05,,21.44,32.61,44.55,14/12/10,62.9,0.695,20.4,3.0,,,,,62.46,25.718,91.14,64.97,,0.266,0.0357,42.98,0.9841,normal,0.00088214,0.0057,False,lubrication_starvation,none,A_healthy,0.0555,0.0165,1.0,,415.29,146.01,9950.83,8558.21,5562.84,11553.58,xgboost_gradient,1392.62,1807.46,1335.0,0.0006,0.0023,0.0209,2.043,22868.0,0.9994,1.95e-06,False,none,none,,,,,,2003-08-05T16:16:28,2003-12-08T11:38:51,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3435.22,968.32,46.47,30333.85,10.09,99.967,88.644,890.3,1.68,6.112,168,False,False,peak_demand,57.11,82.3,67,1,0,0,oil_hydraulic,none,41.47,12.77,1.727,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-08T17:46:31,68,593.78,593.78,1.553,7.027,4.526,3.504,,,55.12,53.8,,21.44,32.36,45.06,14/12/10,136.2,0.382,15.1,1.9,,,,,62.89,25.67,88.63,63.68,,0.583,0.0604,246.5,0.987,normal,0.00175914,0.0325,False,lubrication_starvation,none,A_healthy,0.0564,0.0132,1.0,,505.46,149.39,9942.22,11264.0,7321.6,15206.39,xgboost_gradient,-1321.77,1109.58,1335.0,0.0006,0.0023,0.021,2.043,22868.0,0.9994,1.98e-06,False,none,none,,,,,,2003-10-01T09:46:23,2004-03-13T16:10:18,mixed,False,journeyman,False,46.0,,,none,none,19366.33,18108158.33,8924.12,968.32,27.58,30333.85,11.05,99.964,86.127,890.3,1.68,6.068,168,False,False,peak_demand,65.66,89.88,68,1,0,0,oil_hydraulic,chemical_contamination,89.58,82.0,0.147,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-09T02:22:51,69,602.38,602.38,1.437,5.824,4.054,3.242,,,58.92,57.7,,21.44,36.26,45.77,13/11/9,185.5,0.72,16.0,2.1,,,,,62.21,25.128,89.04,64.41,,0.434,0.1397,36.84,0.9814,normal,-0.00147623,0.038,False,lubrication_starvation,none,A_healthy,0.0572,0.0294,1.0,,197.57,149.91,9933.62,8626.42,5607.18,11645.67,particle_filter,1307.2,1397.89,1335.0,0.0006,0.0024,0.0211,2.043,22868.0,0.9994,2.01e-06,False,none,none,,,,,,2003-08-07T19:35:33,2003-12-11T14:50:27,mixed,False,specialist,False,55.0,,,none,none,19366.33,18108158.33,4519.27,968.32,59.97,30333.85,13.23,99.956,83.384,890.3,1.68,7.727,168,False,False,peak_demand,69.32,78.73,69,0,0,2,gas_compressed_air,chemical_contamination,38.25,7.79,0.716,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-09T10:59:10,70,610.99,610.99,1.327,5.132,3.867,2.675,,,61.47,51.72,,21.44,30.28,46.58,14/12/10,57.4,0.339,12.1,1.7,,,,,63.62,26.277,91.13,62.54,,0.062,0.0662,24.67,0.9957,normal,0.00408351,0.0,False,lubrication_starvation,none,A_healthy,0.058,0.0095,1.0,,260.26,130.23,9925.01,11000.79,7150.51,14851.06,lstm_sequence,-1075.77,1246.82,1335.0,0.0006,0.0024,0.0212,2.043,22868.0,0.9994,2.04e-06,False,none,none,,,,,,2003-09-26T15:22:46,2004-03-05T01:39:17,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3649.48,968.32,21.51,30333.85,9.77,99.968,83.736,890.3,1.68,5.15,168,False,False,peak_demand,65.93,81.48,70,1,0,0,oil_process,none,37.48,7.41,5.982,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-09T19:35:30,71,619.59,619.59,1.254,4.045,3.226,3.12,,,59.98,48.28,,21.44,26.84,43.0,13/11/9,63.0,0.325,28.9,3.8,,,,,62.82,25.346,89.44,62.96,,0.193,0.0654,37.13,0.9977,normal,0.00339499,0.0,False,lubrication_starvation,none,A_healthy,0.0588,0.0331,1.0,,103.1,154.54,9916.41,8568.8,5569.72,11567.89,lstm_sequence,1347.6,1312.91,1335.0,0.0006,0.0024,0.0213,2.043,22868.0,0.9994,2.07e-06,False,none,none,,,,,,2003-08-07T07:59:37,2003-12-10T07:04:30,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,8229.58,968.32,29.17,30333.85,8.87,99.971,89.939,890.3,1.68,5.257,168,False,False,peak_demand,62.37,75.77,71,0,0,0,oil_hydraulic,none,41.09,52.97,2.764,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-10T04:11:50,72,628.2,628.2,1.532,6.475,4.225,2.986,,,66.71,57.03,,21.44,35.59,49.48,14/12/10,122.0,0.434,29.2,5.4,,,,,62.42,24.483,90.41,65.31,,0.713,0.0471,13.91,0.9684,normal,-0.00314655,0.0494,False,lubrication_starvation,none,A_healthy,0.0596,0.0281,1.0,,348.65,142.13,9907.8,10443.35,6788.18,14098.52,lstm_sequence,-535.55,607.41,1335.0,0.0006,0.0024,0.0213,2.043,22868.0,0.9994,2.1e-06,False,none,none,,,,,,2003-09-15T17:52:16,2004-02-15T01:02:34,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,6115.07,968.32,38.64,30333.85,14.34,99.953,87.204,890.3,1.68,6.506,168,False,False,peak_demand,58.55,94.35,72,0,0,0,water,none,32.99,47.8,2.618,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-10T12:48:09,74,636.8,636.8,1.612,6.353,3.941,2.988,,,58.86,56.39,,21.44,34.95,45.13,14/12/10,232.9,0.422,15.2,4.5,,,,,63.53,24.703,89.86,65.13,,0.931,0.0147,120.9,0.991,normal,0.00081198,0.0305,False,lubrication_starvation,none,A_healthy,0.0604,0.01,1.0,,358.0,143.76,9899.2,7897.05,5133.08,10661.01,particle_filter,2002.15,1773.08,1335.0,0.0006,0.0024,0.0214,2.043,22868.0,0.9993,2.13e-06,False,none,none,,,,,,2003-07-25T01:19:36,2003-11-17T05:17:36,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,4113.88,968.32,44.87,30333.85,8.95,99.971,86.881,890.3,1.68,1.188,168,False,False,peak_demand,62.74,83.41,74,2,0,0,water,particulate_severe,72.39,13.78,0.149,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-10T21:24:29,75,645.41,645.41,1.445,5.363,3.711,2.725,,,57.87,53.58,,21.44,32.14,46.27,13/11/9,57.9,0.329,12.9,3.5,,,,,63.25,24.311,89.75,61.15,,1.255,0.0009,200.23,0.9973,normal,0.00316287,0.039,False,lubrication_starvation,none,A_healthy,0.0613,0.0153,1.0,,36.41,150.41,9890.59,10984.42,7139.88,14828.97,physics_informed_nn,-1093.83,1376.78,1335.0,0.0006,0.0025,0.0215,2.043,22868.0,0.9993,2.16e-06,False,none,none,,,,,,2003-09-27T17:37:12,2004-03-05T22:10:07,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,6256.93,968.32,34.34,30333.85,14.04,99.954,78.828,890.3,1.68,1.578,168,False,False,peak_demand,68.54,88.19,75,0,0,0,gas_compressed_air,none,86.06,3.57,0.286,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-11T06:00:48,76,654.01,654.01,1.515,5.889,3.887,2.947,,,63.13,53.69,,21.44,32.25,48.62,14/12/10,181.4,0.403,52.3,9.2,,,,,63.05,25.538,90.04,63.88,,0.254,0.0423,75.17,0.9888,normal,-0.00138024,0.0049,False,lubrication_starvation,none,A_healthy,0.0621,0.0101,1.0,,276.1,142.28,9881.99,11106.43,7219.18,14993.68,physics_informed_nn,-1224.44,1591.24,1335.0,0.0006,0.0025,0.0216,2.043,22868.0,0.9993,2.19e-06,False,none,none,,,,,,2003-09-30T15:13:41,2004-03-10T14:28:41,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,3202.58,968.32,26.66,30333.85,6.36,99.979,80.148,890.3,1.68,1.068,168,False,False,peak_demand,58.69,77.78,76,1,0,0,none,particulate_severe,31.24,14.62,2.842,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-11T14:37:08,77,662.62,662.62,1.569,6.766,4.311,3.212,,,58.24,57.26,,21.44,35.82,43.23,14/12/10,172.3,0.385,16.0,2.6,,,,,63.74,24.947,90.29,65.71,,0.122,0.0213,733.35,0.9852,normal,-0.00251312,0.0,False,lubrication_starvation,none,A_healthy,0.0629,0.0268,1.0,,149.3,147.66,9873.38,10824.63,7036.01,14613.25,lstm_sequence,-951.25,987.35,1335.0,0.0006,0.0025,0.0217,2.043,22868.0,0.9993,2.22e-06,False,none,none,,,,,,2003-09-25T02:55:57,2004-02-29T23:33:07,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,4319.1,968.32,34.51,30333.85,12.34,99.959,83.468,890.3,1.68,1.828,168,False,False,peak_demand,77.2,88.58,77,2,0,0,steam,water_ingress,44.86,93.24,0.853,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-11T23:13:28,78,671.22,671.22,1.86,8.437,4.536,3.232,,,61.07,56.75,,21.44,35.31,46.05,13/11/9,108.4,0.348,25.1,3.2,,,,,61.84,23.788,89.52,67.61,,0.562,0.0078,97.77,0.9904,normal,0.00440178,0.0256,False,lubrication_starvation,none,A_healthy,0.0637,0.0199,1.0,,116.1,136.88,9864.78,11011.86,7157.71,14866.02,particle_filter,-1147.09,1366.47,1335.0,0.0006,0.0025,0.0218,2.043,22868.0,0.9993,2.25e-06,False,none,none,,,,,,2003-09-29T09:09:22,2004-03-07T23:18:31,mixed,False,oem_certified,True,,,,none,none,19366.33,18108158.33,4337.41,968.32,27.83,30333.85,13.25,99.956,79.523,890.3,1.68,6.243,168,False,False,peak_demand,61.62,87.29,78,2,0,1,oil_hydraulic,none,49.52,9.42,2.848,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-12T07:49:47,79,679.83,679.83,1.667,6.097,3.659,2.607,,,60.0,56.45,,21.44,35.01,46.44,13/11/9,99.1,0.457,31.4,8.8,,,,,64.74,25.18,90.31,66.7,,0.854,0.0166,14.78,0.9713,normal,-0.00394065,0.0,False,lubrication_starvation,corrosion_fatigue,A_healthy,0.0645,0.0144,1.0,,294.37,142.71,9856.17,8115.87,5275.32,10956.43,particle_filter,1740.3,1847.72,1335.0,0.0006,0.0026,0.0219,2.043,22868.0,0.9992,2.28e-06,False,none,none,,,,,,2003-07-31T09:45:57,2003-11-26T18:19:16,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,5565.15,968.32,36.48,30333.85,7.16,99.976,86.111,890.3,1.68,2.411,168,False,False,peak_demand,64.85,96.0,79,1,0,0,oil_hydraulic,none,40.36,32.32,0.703,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-12T16:26:07,80,688.44,688.44,1.373,5.977,4.354,3.21,,,61.07,55.35,,21.44,33.91,43.26,14/12/10,136.3,0.554,14.3,3.1,,,,,63.4,25.345,88.95,61.71,,0.387,0.0024,67.64,0.9872,normal,-0.00200181,0.004,False,lubrication_starvation,none,A_healthy,0.0653,0.0277,1.0,,237.11,150.29,9847.56,8468.13,5504.29,11431.98,lstm_sequence,1379.43,1660.74,1335.0,0.0007,0.0026,0.022,2.043,22868.0,0.9992,2.31e-06,False,none,none,,,,,,2003-08-08T02:30:08,2003-12-09T14:20:57,mixed,False,journeyman,False,8.0,,,none,none,19366.33,18108158.33,3055.06,968.32,33.34,30333.85,17.93,99.941,87.801,890.3,1.68,6.647,168,False,False,peak_demand,57.48,83.44,80,1,0,0,oil_process,particulate_mild,26.24,109.17,2.388,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-13T01:02:26,81,697.04,697.04,1.43,3.937,2.754,2.943,,,59.16,49.39,,21.44,27.95,44.99,13/11/9,90.2,0.433,36.8,10.9,,,,,62.96,26.212,90.9,69.12,,0.21,0.0204,108.32,0.9771,normal,-0.00233259,0.0,False,lubrication_starvation,abrasive_wear,A_healthy,0.0662,0.0125,1.0,,230.77,149.15,9838.96,8959.4,5823.61,12095.19,particle_filter,879.56,1047.66,1335.0,0.0007,0.0026,0.0221,2.043,22868.0,0.9992,2.34e-06,False,none,none,,,,,,2003-08-18T16:44:26,2003-12-27T08:31:49,mixed,False,oem_certified,True,,,,none,none,19366.33,18108158.33,8809.84,968.32,52.88,30333.85,16.01,99.947,80.647,890.3,1.68,6.451,168,False,False,peak_demand,60.26,89.73,81,2,0,0,gas_compressed_air,none,87.53,73.08,0.256,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-13T09:38:46,82,705.65,705.65,1.617,5.444,3.367,2.938,,,55.06,58.67,,21.44,37.23,48.37,14/12/10,110.7,0.406,20.4,5.1,,,,,65.03,26.082,88.43,66.36,,1.195,0.1694,200.46,0.9748,normal,-0.00206134,0.0104,False,lubrication_starvation,none,A_healthy,0.067,0.0332,1.0,,520.21,147.81,9830.35,10600.15,6890.1,14310.2,particle_filter,-769.8,839.93,1335.0,0.0007,0.0026,0.0222,2.043,22868.0,0.9992,2.37e-06,False,none,none,,,,,,2003-09-22T05:43:18,2004-02-23T19:46:29,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,6972.75,968.32,40.66,30333.85,15.28,99.95,87.6,890.3,1.68,2.091,168,False,False,peak_demand,67.45,73.22,82,0,0,1,oil_process,none,54.64,116.7,5.3,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-13T18:15:05,83,714.25,714.25,1.657,4.193,2.53,3.03,,,62.88,53.52,,21.44,32.08,46.41,13/11/9,121.3,0.45,16.8,4.5,,,,,63.17,25.794,89.76,66.27,,1.063,0.0214,298.16,0.9746,normal,-0.00314454,0.0252,False,lubrication_starvation,corrosion_fatigue,A_healthy,0.0678,0.0272,1.0,,295.93,137.79,9821.75,7666.18,4983.02,10349.34,lstm_sequence,2155.57,2558.28,1335.0,0.0007,0.0026,0.0222,2.043,22868.0,0.9992,2.4e-06,False,none,none,,,,,,2003-07-23T11:20:32,2003-11-12T06:30:20,mixed,False,journeyman,False,43.0,,,none,none,19366.33,18108158.33,8283.05,968.32,22.31,30333.85,15.05,99.95,81.703,890.3,1.68,2.12,168,False,False,peak_demand,61.74,94.3,83,2,0,0,gas_compressed_air,none,77.62,27.13,0.571,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-14T02:51:25,84,722.86,722.86,1.511,6.773,4.482,3.054,,,60.63,58.49,,21.44,37.05,43.23,15/13/11,74.0,0.447,20.1,5.9,,,,,62.73,24.039,89.6,64.19,,2.708,0.0205,33.07,0.977,normal,0.0011446,0.0,False,lubrication_starvation,none,A_healthy,0.0686,0.0007,1.0,,323.09,140.75,9813.14,11579.33,7526.56,15632.09,weibull_regression,-1766.18,2014.67,1335.0,0.0007,0.0027,0.0223,2.043,22868.0,0.9991,2.43e-06,False,none,none,,,,,,2003-10-13T08:31:12,2004-03-30T05:17:02,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,6177.66,968.32,35.7,30333.85,16.12,99.947,84.389,890.3,1.68,4.903,168,False,False,peak_demand,68.07,90.22,84,1,2,0,oil_hydraulic,particulate_severe,46.14,84.29,3.148,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-14T11:27:45,85,731.46,731.46,1.347,4.792,3.559,3.154,,,62.16,50.57,,21.44,29.13,46.76,14/12/10,77.2,0.401,37.5,6.5,,,,,62.27,24.377,90.54,67.75,,2.803,0.0176,77.93,0.9868,normal,-9.796e-05,0.0,False,lubrication_starvation,none,A_healthy,0.0694,0.041,1.0,,441.63,151.2,9804.54,8561.49,5564.97,11558.01,physics_informed_nn,1243.05,1042.32,1335.0,0.0007,0.0027,0.0224,2.043,22868.0,0.9991,2.46e-06,False,none,none,,,,,,2003-08-11T20:12:24,2003-12-14T16:43:40,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5336.56,968.32,31.16,30333.85,11.7,99.961,86.952,890.3,1.68,4.772,168,False,False,peak_demand,54.85,88.6,85,0,0,2,oil_process,particulate_severe,51.66,23.37,0.024,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-14T20:04:04,86,740.07,740.07,1.385,5.392,3.892,3.254,,,59.47,54.99,,21.44,33.55,44.37,14/12/10,91.9,0.374,31.4,3.8,,,,,63.36,24.171,89.34,64.66,,0.552,0.0205,7.71,0.9848,normal,0.00153752,0.0,False,lubrication_starvation,none,A_healthy,0.0702,0.0129,1.0,,476.76,144.51,9795.93,9137.23,5939.2,12335.26,physics_informed_nn,658.7,627.24,1335.0,0.0007,0.0027,0.0225,2.043,22868.0,0.9991,2.49e-06,False,none,none,,,,,,2003-08-24T04:40:56,2004-01-04T10:42:45,mixed,False,oem_certified,True,,,,none,none,19366.33,18108158.33,4773.21,968.32,42.8,30333.85,14.85,99.951,84.044,890.3,1.68,6.596,168,False,False,peak_demand,65.03,74.46,86,2,0,0,water,particulate_mild,48.53,41.6,1.202,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-15T04:40:24,87,748.67,748.67,1.577,6.771,4.292,3.306,,,61.03,57.3,,21.44,35.86,46.51,13/11/9,61.7,0.343,54.6,11.8,,,,,62.03,23.694,90.23,64.23,,0.176,0.0144,55.98,0.9904,normal,0.00310973,0.0,False,lubrication_starvation,none,A_healthy,0.0711,0.0271,1.0,,112.16,144.48,9787.33,10659.16,6928.45,14389.86,weibull_regression,-871.83,906.17,1335.0,0.0007,0.0027,0.0226,2.043,22868.0,0.9991,2.52e-06,False,none,none,,,,,,2003-09-25T06:15:05,2004-02-27T16:57:21,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,4172.12,968.32,25.31,30333.85,9.46,99.969,85.671,890.3,1.68,5.223,168,False,False,peak_demand,73.54,73.32,87,0,0,0,oil_process,particulate_mild,62.68,4.54,1.559,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-15T13:16:43,88,757.28,757.28,1.539,3.878,2.52,2.81,,,60.3,57.3,,21.44,35.86,44.24,14/12/10,76.9,0.45,30.7,7.1,,,,,63.8,25.476,90.63,67.93,,0.434,0.2274,426.6,0.9734,normal,-0.00025337,0.0092,False,lubrication_starvation,none,A_healthy,0.0719,0.014,1.0,,282.97,139.53,9778.72,10486.65,6816.32,14156.97,physics_informed_nn,-707.93,876.42,1335.0,0.0007,0.0028,0.0227,2.043,22868.0,0.9991,2.56e-06,False,none,none,,,,,,2003-09-22T00:36:10,2004-02-21T22:55:46,mixed,False,specialist,False,39.0,,,none,none,19366.33,18108158.33,6292.15,968.32,47.78,30333.85,6.82,99.978,88.887,890.3,1.68,6.885,168,False,False,peak_demand,64.08,81.42,88,2,0,1,oil_hydraulic,particulate_mild,73.97,68.94,0.612,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-15T21:53:03,89,765.88,765.88,1.744,6.777,3.885,2.526,,,59.84,55.58,,21.44,34.14,44.11,14/12/10,106.9,0.714,13.6,3.1,,,,,62.25,25.456,89.57,64.95,,0.085,0.0622,54.56,1.0,normal,0.00459175,0.0,False,lubrication_starvation,none,A_healthy,0.0727,0.0232,1.0,,45.63,148.45,9770.12,10353.96,6730.08,13977.85,physics_informed_nn,-583.85,622.91,1335.0,0.0007,0.0028,0.0228,2.043,22868.0,0.999,2.59e-06,False,none,none,,,,,,2003-09-19T14:51:54,2004-02-17T14:45:06,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,5982.48,968.32,35.8,30333.85,9.27,99.969,83.301,890.3,1.68,6.358,168,False,False,peak_demand,70.13,79.23,89,2,0,2,water,none,38.17,30.4,4.723,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-16T06:29:23,90,774.49,774.49,1.369,5.418,3.957,2.559,,,60.99,54.41,,21.44,32.97,44.93,14/12/10,123.1,0.451,32.7,7.1,,,,,61.7,24.508,88.83,68.27,,0.4,0.0458,1.95,0.9894,normal,0.00053298,0.0534,False,lubrication_starvation,none,A_healthy,0.0735,0.0242,1.0,,209.14,155.06,9761.51,11183.81,7269.48,15098.14,physics_informed_nn,-1422.3,1834.73,1335.0,0.0007,0.0028,0.0229,2.043,22868.0,0.999,2.62e-06,False,none,none,,,,,,2003-10-07T06:23:41,2004-03-18T08:43:42,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,4719.85,968.32,49.61,30333.85,4.91,99.984,88.736,890.3,1.68,5.78,168,False,False,peak_demand,58.64,75.29,90,0,0,0,water,none,37.42,16.98,0.817,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-16T15:05:42,91,783.1,783.1,1.641,4.227,2.576,2.982,,,62.29,54.65,,21.44,33.21,45.96,14/12/10,81.0,0.613,66.1,17.8,,,,,64.64,25.203,89.26,64.57,,0.522,0.025,27.81,0.9716,normal,-0.00263751,0.0467,False,lubrication_starvation,none,A_healthy,0.0743,0.0203,1.0,,306.09,151.8,9752.9,11213.63,7288.86,15138.39,lstm_sequence,-1460.72,1175.95,1335.0,0.0007,0.0028,0.023,2.043,22868.0,0.999,2.65e-06,False,none,none,,,,,,2003-10-08T05:54:27,2004-03-19T18:40:35,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,4807.48,968.32,40.11,30333.85,5.63,99.981,86.287,890.3,1.68,1.341,168,False,False,peak_demand,55.25,91.77,91,1,0,0,water,water_ingress,49.57,102.61,3.9,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-16T23:42:02,92,791.7,791.7,1.312,4.033,3.075,2.657,,,58.32,59.8,,21.44,38.36,46.51,13/11/9,83.9,0.46,52.4,13.4,,,,,63.65,24.287,89.13,65.32,,0.612,0.0074,189.54,0.9746,normal,-0.00316756,0.0218,False,lubrication_starvation,none,A_healthy,0.0751,0.0207,1.0,,334.95,174.38,9744.3,11179.11,7266.42,15091.79,kalman_filter,-1434.81,1198.76,1335.0,0.0007,0.0028,0.0231,2.043,22868.0,0.999,2.68e-06,False,none,none,,,,,,2003-10-07T21:15:12,2004-03-18T21:56:25,mixed,False,oem_certified,True,,,,none,none,19366.33,18108158.33,5013.71,968.32,55.51,30333.85,3.51,99.988,88.951,890.3,1.68,4.755,168,False,False,peak_demand,68.23,86.52,92,1,0,2,water,none,55.13,28.91,3.245,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-17T08:18:21,93,800.31,800.31,1.414,4.816,3.405,2.679,,,61.37,57.06,,21.44,35.62,42.93,14/12/10,318.0,0.651,64.6,10.2,,,,,63.57,25.497,89.05,64.09,,1.187,0.0763,302.78,0.9645,normal,-0.00176765,0.0,False,lubrication_starvation,none,A_healthy,0.076,0.011,1.0,,676.54,133.16,9735.69,11358.15,7382.8,15333.5,xgboost_gradient,-1622.46,1957.82,1335.0,0.0008,0.0029,0.0231,2.043,22868.0,0.9989,2.71e-06,False,none,none,,,,,,2003-10-11T23:22:52,2004-03-25T14:44:02,mixed,False,journeyman,True,,,,none,none,19366.33,18108158.33,8368.21,968.32,50.4,30333.85,15.4,99.949,79.447,890.3,1.68,6.644,168,False,False,peak_demand,58.69,78.32,93,2,0,1,oil_process,none,55.13,3.87,2.916,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-17T16:54:41,94,808.91,808.91,1.787,8.034,4.495,3.363,,,60.14,51.47,,21.44,30.04,44.14,15/13/11,144.0,0.45,58.4,11.0,,,,,60.85,23.952,89.09,65.83,,0.249,0.0245,256.37,0.982,normal,-0.00359474,0.0,False,lubrication_starvation,none,A_healthy,0.0768,0.0162,1.0,,190.63,149.3,9727.09,10864.22,7061.74,14666.7,weibull_regression,-1137.13,1435.08,1335.0,0.0008,0.0029,0.0232,2.043,22868.0,0.9989,2.74e-06,False,none,none,,,,,,2003-10-02T01:01:18,2004-03-08T11:29:56,mixed,False,journeyman,False,83.0,,,none,none,19366.33,18108158.33,9111.37,968.32,49.49,30333.85,15.84,99.948,82.314,890.3,1.68,4.326,168,False,False,peak_demand,58.98,81.67,94,1,0,1,none,particulate_severe,29.43,12.52,0.232,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-18T01:31:01,95,817.52,817.52,1.676,5.67,3.383,3.721,,,58.57,54.06,,21.44,32.62,46.56,14/12/10,71.7,0.386,22.2,4.2,,,,,63.45,25.905,88.87,67.62,,0.698,0.1394,56.23,0.9797,normal,-0.00194157,0.0128,False,lubrication_starvation,none,A_healthy,0.0776,0.0475,1.0,,271.81,140.2,9718.48,10724.29,6970.79,14477.79,particle_filter,-1005.81,864.3,1335.0,0.0008,0.0029,0.0233,2.043,22868.0,0.9989,2.77e-06,False,none,none,,,,,,2003-09-29T11:39:40,2004-03-03T21:09:43,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3994.95,968.32,32.7,30333.85,18.08,99.94,90.147,890.3,1.68,3.114,168,False,False,peak_demand,68.33,85.65,95,3,0,1,steam,particulate_severe,67.99,6.5,0.353,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-18T10:07:20,96,826.12,826.12,1.48,4.479,3.025,2.703,,,59.51,54.76,,21.44,33.32,47.73,13/11/9,133.9,0.571,25.3,7.0,,,,,63.14,26.288,90.39,65.15,,2.18,0.0191,28.48,0.9841,normal,0.00249983,0.0178,False,lubrication_starvation,none,A_healthy,0.0784,0.0451,1.0,,380.77,152.64,9709.88,11296.39,7342.65,15250.12,weibull_regression,-1586.51,1618.02,1335.0,0.0008,0.0029,0.0234,2.043,22868.0,0.9989,2.8e-06,False,none,none,,,,,,2003-10-11T18:18:56,2004-03-24T12:03:03,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,3333.04,968.32,24.54,30333.85,15.24,99.95,85.487,890.3,1.68,6.304,168,False,False,peak_demand,76.3,82.76,96,2,0,0,gas_compressed_air,particulate_severe,85.47,16.45,3.68,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-18T18:43:40,97,834.73,834.73,1.428,5.688,3.982,2.911,,,61.39,59.05,,21.44,37.61,45.75,14/12/10,106.4,0.381,22.3,3.5,,,,,63.62,24.989,90.03,67.31,,0.741,0.0944,42.69,0.9702,normal,-0.00087683,0.0,False,lubrication_starvation,none,A_healthy,0.0792,0.0382,1.0,,471.33,132.09,9701.27,10858.64,7058.12,14659.16,kalman_filter,-1157.37,1407.59,1335.0,0.0008,0.003,0.0235,2.043,22868.0,0.9988,2.83e-06,False,none,none,,,,,,2003-10-03T00:02:51,2004-03-09T08:34:17,mixed,False,apprentice,True,,,,none,none,19366.33,18108158.33,8382.01,968.32,49.41,30333.85,30.88,99.898,82.264,890.3,1.68,1.565,168,False,False,peak_demand,73.72,71.92,97,2,0,0,oil_hydraulic,none,74.06,29.31,2.862,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-19T03:19:59,98,843.33,843.33,1.676,7.244,4.323,3.241,,,61.96,59.28,,21.44,37.84,45.89,14/12/10,149.6,0.363,38.7,8.9,,,,,63.68,24.529,90.56,68.03,,0.481,0.0224,332.21,0.9766,normal,0.00241809,0.0451,False,lubrication_starvation,none,A_healthy,0.08,0.0183,1.0,,471.18,146.87,9692.67,9061.63,5890.06,12233.2,weibull_regression,631.04,774.58,1335.0,0.0008,0.003,0.0236,2.043,22868.0,0.9988,2.86e-06,False,none,none,,,,,,2003-08-26T22:08:55,2004-01-06T01:43:09,mixed,False,specialist,True,,,,none,none,19366.33,18108158.33,8635.55,968.32,54.99,30333.85,24.05,99.921,77.158,890.3,1.68,3.062,168,False,False,peak_demand,84.46,89.84,98,1,0,0,oil_process,none,81.38,8.52,1.003,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-19T11:56:19,99,851.94,851.94,1.518,4.961,3.267,2.609,,,62.98,59.82,,21.44,38.38,46.57,14/12/10,122.6,0.378,49.6,9.5,,,,,63.89,26.351,89.29,63.94,,0.514,0.0063,63.48,0.9728,normal,-0.001846,0.0745,False,lubrication_starvation,none,A_healthy,0.0809,0.0297,1.0,,476.24,138.78,9684.06,9270.81,6026.03,12515.59,lstm_sequence,413.25,413.93,1335.0,0.0008,0.003,0.0237,2.043,22868.0,0.9988,2.89e-06,False,none,none,,,,,,2003-08-31T15:20:38,2004-01-13T20:07:39,mixed,False,oem_certified,True,,,,none,none,19366.33,18108158.33,4223.19,968.32,42.83,30333.85,9.66,99.968,87.296,890.3,1.68,4.826,168,False,False,peak_demand,76.69,99.07,99,3,0,0,water,chemical_contamination,31.05,6.51,4.373,,,standard
ASSET-000005,rolling_element_bearing,medium,IndustrialTech Corp,MDL-3059-A,2003-01-15,10536.0,1800.0,63.04671903142456,outdoor_sheltered,water_treatment,FAC-387,LINE-I,active_active,2003-02-19T20:32:39,100,860.54,860.54,1.619,6.799,4.199,3.278,,,66.53,54.49,,21.44,33.05,44.9,14/12/10,105.1,0.443,24.9,3.8,,,,,63.12,26.23,88.73,67.84,,0.616,0.0759,4.36,0.9552,normal,-0.00490795,0.0,False,lubrication_starvation,none,A_healthy,0.0817,0.0323,1.0,,582.12,146.35,9675.46,8918.29,5796.89,12039.69,xgboost_gradient,757.17,893.05,1335.0,0.0008,0.003,0.0238,2.043,22868.0,0.9988,2.92e-06,False,none,none,,,,,,2003-08-24T15:41:19,2004-01-01T17:05:24,mixed,False,master_technician,True,,,,none,none,19366.33,18108158.33,6252.44,968.32,52.22,30333.85,7.73,99.975,83.009,890.3,1.68,2.65,168,False,False,peak_demand,66.2,93.87,100,1,0,1,water,particulate_severe,53.48,143.75,6.517,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-23T03:34:46,1,3.58,3.58,1.724,5.355,3.106,2.81,,,59.95,93.79,,62.32,31.47,45.42,14/12/10,117.0,0.375,8.2,2.1,,,,,60.27,23.886,89.78,68.4,,0.16,0.0859,67.36,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0002,0.0149,1.689,,97.23,163.25,21693.42,24973.2,16232.58,33713.83,lstm_sequence,-3279.78,3995.52,4514.0,0.0,0.0001,0.0032,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-25T10:10:53,2004-02-24T14:48:10,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,40399.64,4284.58,50.27,42734.79,9.31,99.978,84.948,3009.5,0.84,1.76,84,False,False,variable_mild,55.61,87.16,1,0,0,0,water,none,77.27,115.68,0.382,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-23T07:09:32,2,7.16,7.16,2.173,9.407,4.328,3.062,,,66.81,94.03,,62.32,31.71,44.22,14/12/10,87.6,0.458,15.5,3.8,,,,,62.65,24.584,90.07,64.78,,0.526,0.021,125.19,1.0,normal,0.0,0.0454,False,fatigue_spalling,none,A_healthy,0.0003,0.0274,1.701,,98.42,149.3,21689.84,23858.92,15508.3,32209.54,lstm_sequence,-2169.08,1849.83,4514.0,0.0,0.0001,0.0032,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-02T08:37:02,2004-01-16T07:14:17,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,15121.93,4284.58,48.53,42734.79,16.38,99.962,80.505,3009.5,0.84,4.311,84,False,False,variable_mild,70.03,81.72,2,0,0,0,oil_hydraulic,particulate_severe,56.04,118.75,1.35,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-23T10:44:18,3,10.74,10.74,2.041,6.928,3.394,3.193,,,56.46,91.75,,62.32,29.43,46.26,13/11/9,77.6,0.465,23.1,3.7,,,,,60.75,23.868,91.29,66.58,,0.525,0.0204,7.66,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0005,0.0142,1.587,,209.93,163.04,21686.26,23928.42,15553.47,32303.36,lstm_sequence,-2242.15,2350.03,4514.0,0.0,0.0001,0.0032,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-03T22:56:46,2004-01-18T21:53:30,mixed,False,apprentice,True,,,,none,none,85691.59,25638804.63,33973.95,4284.58,46.03,42734.79,12.37,99.971,82.475,3009.5,0.84,5.763,84,False,False,variable_mild,61.24,83.97,3,0,0,0,oil_process,chemical_contamination,37.47,50.71,2.288,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-23T14:19:04,4,14.32,14.32,1.612,5.822,3.611,3.031,,,59.35,92.99,,62.32,30.67,47.18,13/11/9,65.6,0.472,88.0,17.1,,,,,60.9,23.855,91.78,64.9,,0.497,0.0278,133.21,1.0,normal,0.0,0.0,False,fatigue_spalling,contamination,A_healthy,0.0007,0.01,1.649,,6.34,154.03,21682.68,24033.96,15622.07,32445.85,particle_filter,-2351.28,2077.59,4514.0,0.0,0.0001,0.0032,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-06T07:17:51,2004-01-22T19:11:00,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,28378.28,4284.58,33.93,42734.79,30.06,99.93,86.283,3009.5,0.84,3.712,84,False,False,variable_mild,62.42,95.43,4,0,0,0,none,none,84.49,31.31,1.999,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-23T17:53:50,5,17.9,17.9,1.67,4.973,2.977,2.9,,,60.76,88.39,,62.32,26.07,46.79,13/11/9,56.1,0.365,13.1,3.5,,,,,61.24,24.504,89.52,66.29,,0.96,0.0075,320.44,1.0,normal,0.0,0.0143,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0008,0.0,1.42,,215.55,174.11,21679.1,17970.22,11680.65,24259.8,lstm_sequence,3708.88,3899.76,4514.0,0.0,0.0001,0.0032,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-03T03:00:32,2003-06-22T04:35:13,mixed,False,oem_certified,True,,,,none,none,85691.59,25638804.63,20329.71,4284.58,51.34,42734.79,8.69,99.98,85.725,3009.5,0.84,6.304,84,False,False,variable_mild,54.09,90.44,5,0,0,0,steam,none,57.39,126.56,1.426,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-23T21:28:36,6,21.48,21.48,2.272,9.288,4.088,3.47,,,58.04,86.98,,62.32,24.66,47.91,14/12/10,59.8,0.42,79.0,18.8,,,,,61.5,24.578,89.35,61.16,,0.521,0.0767,73.74,0.9912,normal,-0.0017589,0.0,False,fatigue_spalling,none,A_healthy,0.001,0.0,1.349,,183.81,146.12,21675.52,17011.0,11057.15,22964.85,kalman_filter,4664.53,4187.07,4514.0,0.0,0.0001,0.0032,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-09-13T06:58:30,2003-05-19T08:49:25,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,36023.53,4284.58,47.94,42734.79,9.14,99.979,80.555,3009.5,0.84,5.783,84,False,False,variable_mild,64.08,81.37,6,0,0,0,oil_process,none,41.81,119.02,3.304,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T01:03:22,7,25.06,25.06,2.006,6.686,3.333,3.328,,,63.31,89.73,,62.32,27.41,45.89,14/12/10,78.6,0.335,21.0,4.2,,,,,62.67,24.489,90.75,61.38,,0.163,0.0166,494.63,1.0,normal,0.0,0.0,False,fatigue_spalling,misalignment_induced,A_healthy,0.0012,0.0047,1.487,,169.19,159.43,21671.94,19593.69,12735.9,26451.48,kalman_filter,2078.25,1754.48,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-06T05:54:04,2003-08-18T23:41:33,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,17605.23,4284.58,37.43,42734.79,18.57,99.957,85.238,3009.5,0.84,6.157,84,False,False,variable_mild,63.79,83.33,7,0,0,0,water,none,84.3,28.49,0.256,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T04:38:08,8,28.64,28.64,1.826,6.271,3.434,3.155,,,65.68,92.91,,62.32,30.59,48.02,14/12/10,199.5,0.337,25.6,5.1,,,,,61.82,23.883,90.7,63.86,,1.717,0.0548,139.73,0.9985,normal,-0.0003017,0.0,False,fatigue_spalling,none,A_healthy,0.0013,0.0,1.645,,39.29,153.67,21668.36,26050.86,16933.06,35168.67,physics_informed_nn,-4382.5,5144.86,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-20T22:04:03,2004-04-03T19:52:11,mixed,False,master_technician,False,78.0,,,none,none,85691.59,25638804.63,19752.11,4284.58,55.54,42734.79,6.96,99.984,79.388,3009.5,0.84,2.296,84,False,False,variable_mild,59.13,78.98,8,0,0,0,gas_compressed_air,water_ingress,87.07,35.42,0.565,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T08:12:54,9,32.22,32.22,1.941,7.925,4.084,2.898,,,61.4,94.32,,62.32,32.0,46.83,14/12/10,180.6,0.373,29.2,8.5,,,,,62.13,25.232,90.37,63.07,,0.525,0.0386,107.82,0.9806,normal,-0.00388746,0.0,False,fatigue_spalling,none,A_healthy,0.0015,0.0,1.716,,211.51,135.57,21664.78,24036.41,15623.67,32449.15,xgboost_gradient,-2371.63,2029.48,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-07T02:25:13,2004-01-23T15:09:51,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,32609.15,4284.58,26.14,42734.79,6.46,99.985,82.811,3009.5,0.84,6.839,84,False,False,variable_mild,70.03,85.3,9,0,0,0,oil_hydraulic,particulate_mild,73.27,91.91,0.762,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T11:47:40,10,35.79,35.79,1.915,5.201,2.716,2.888,,,58.48,99.29,,62.32,36.97,44.88,14/12/10,90.0,0.505,39.8,9.9,,,,,62.57,25.273,88.23,67.61,,0.955,0.0494,161.72,0.9978,normal,-0.00044216,0.0332,False,fatigue_spalling,contamination,A_healthy,0.0016,0.0068,1.964,,90.41,154.07,21661.21,19386.93,12601.5,26172.35,lstm_sequence,2274.28,2922.61,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-02T09:15:28,2003-08-12T02:40:56,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,23644.62,4284.58,36.75,42734.79,18.23,99.957,87.256,3009.5,0.84,5.905,84,False,False,variable_mild,77.34,89.34,10,0,0,0,gas_compressed_air,water_ingress,69.61,25.71,3.573,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T15:22:26,11,39.37,39.37,1.905,5.022,2.637,3.017,,,58.06,95.04,,62.32,32.72,46.32,14/12/10,61.5,0.637,16.4,1.9,,,,,60.76,24.707,89.91,68.6,,0.456,0.0818,54.92,0.9903,normal,-0.00018408,0.0,False,fatigue_spalling,none,A_healthy,0.0018,0.0,1.752,,203.63,141.79,21657.63,19049.81,12382.38,25717.24,xgboost_gradient,2607.82,2419.04,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-26T12:16:43,2003-07-31T07:42:42,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,18612.92,4284.58,36.15,42734.79,19.55,99.954,82.555,3009.5,0.84,6.074,84,False,False,variable_mild,63.57,72.02,11,0,0,0,oil_hydraulic,particulate_mild,22.32,35.38,0.408,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T18:57:12,12,42.95,42.95,1.677,7.231,4.312,3.13,,,59.91,93.08,,62.32,30.76,44.74,13/11/9,91.7,0.38,19.8,4.2,,,,,61.96,24.532,90.13,70.21,,0.906,0.0054,237.1,1.0,normal,0.0,0.0117,False,fatigue_spalling,none,A_healthy,0.002,0.0,1.654,,93.72,152.58,21654.05,23497.2,15273.18,31721.22,xgboost_gradient,-1843.15,2081.92,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-27T07:33:10,2004-01-04T23:34:20,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,37098.81,4284.58,46.79,42734.79,4.31,99.99,87.146,3009.5,0.84,1.218,84,False,False,variable_mild,61.5,82.54,12,0,0,0,oil_hydraulic,none,25.62,33.17,0.888,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-24T22:31:59,13,46.53,46.53,1.949,6.242,3.203,2.789,,,58.08,98.13,,62.32,35.81,43.18,14/12/10,78.3,0.459,25.2,7.1,,,,,61.61,25.11,91.03,66.95,,0.213,0.071,177.13,0.9899,normal,-0.00172469,0.0287,False,fatigue_spalling,none,A_healthy,0.0021,0.0216,1.906,,111.1,132.78,21650.47,20068.44,13044.49,27092.39,physics_informed_nn,1582.03,1701.89,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-17T00:45:09,2003-09-05T16:42:22,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,35572.51,4284.58,30.49,42734.79,7.39,99.983,77.407,3009.5,0.84,6.36,84,False,False,variable_mild,70.63,88.93,13,0,0,0,oil_hydraulic,particulate_mild,80.88,25.17,1.116,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T02:06:45,14,50.11,50.11,1.984,8.274,4.171,3.053,,,54.71,91.55,,62.32,29.23,46.58,13/11/9,62.0,0.331,26.7,5.7,,,,,62.5,24.858,88.96,64.1,,0.585,0.0396,39.18,1.0,normal,0.00388746,0.0,False,fatigue_spalling,none,A_healthy,0.0023,0.006,1.578,,47.93,155.84,21646.89,26130.51,16984.83,35276.19,physics_informed_nn,-4483.62,4585.11,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-23T11:22:05,2004-04-07T13:02:49,mixed,False,specialist,False,42.0,,,none,none,85691.59,25638804.63,30435.7,4284.58,49.03,42734.79,14.16,99.967,88.783,3009.5,0.84,6.941,84,False,False,variable_mild,62.31,84.48,14,0,0,0,oil_process,particulate_mild,68.25,64.52,0.743,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T05:41:31,15,53.69,53.69,2.083,7.19,3.452,2.734,,,60.6,93.68,,62.32,31.36,44.77,13/11/9,65.5,0.432,35.1,7.8,,,,,61.97,24.525,90.58,65.81,,0.344,0.0093,173.69,1.0,normal,0.00044216,0.0,False,fatigue_spalling,none,A_healthy,0.0025,0.007,1.684,,43.43,147.71,21643.31,20024.64,13016.01,27033.26,particle_filter,1618.67,1967.37,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-16T10:00:35,2003-09-04T10:37:56,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,33168.82,4284.58,21.03,42734.79,12.48,99.971,85.255,3009.5,0.84,2.856,84,False,False,variable_mild,66.57,102.27,15,0,0,0,gas_compressed_air,chemical_contamination,82.51,2.2,0.036,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T09:16:17,16,57.27,57.27,1.675,4.48,2.674,2.833,,,60.96,94.01,,62.32,31.69,44.3,14/12/10,81.9,0.378,32.9,8.1,,,,,62.1,25.442,91.48,63.23,,0.488,0.0199,18.54,1.0,normal,0.00194298,0.013,False,fatigue_spalling,none,A_healthy,0.0026,0.0,1.701,,79.77,137.73,21639.73,25345.62,16474.65,34216.59,kalman_filter,-3705.89,3731.39,4514.0,0.0,0.0001,0.0033,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-07T10:04:50,2004-03-11T01:02:50,mixed,False,master_technician,False,77.0,,,none,none,85691.59,25638804.63,40344.78,4284.58,50.93,42734.79,21.19,99.95,85.759,3009.5,0.84,4.466,84,False,False,variable_mild,58.85,84.71,16,0,0,0,oil_process,water_ingress,69.68,76.19,1.065,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T12:51:03,17,60.85,60.85,1.871,7.651,4.089,2.81,,,62.1,94.45,,62.32,32.13,43.9,13/11/9,129.6,0.414,14.9,2.6,,,,,60.99,25.176,90.95,64.39,,0.471,0.0297,37.93,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0028,0.0048,1.723,,106.97,136.85,21636.15,26165.66,17007.68,35323.64,lstm_sequence,-4529.51,5688.9,4514.0,0.0,0.0001,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-24T15:40:52,2004-04-09T05:39:45,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,22397.52,4284.58,32.38,42734.79,18.76,99.956,80.04,3009.5,0.84,5.532,84,False,False,variable_mild,55.12,71.01,17,0,0,0,oil_process,water_ingress,21.16,47.28,2.611,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T16:25:49,18,64.43,64.43,1.688,5.01,2.968,2.708,,,56.35,94.08,,62.32,31.76,44.58,13/11/9,87.0,0.371,9.7,1.6,,,,,63.36,24.872,89.98,60.94,,0.348,0.0194,109.88,1.0,normal,0.00202638,0.0605,False,fatigue_spalling,none,A_healthy,0.003,0.0138,1.704,,343.9,150.78,21632.57,23361.42,15184.92,31537.92,particle_filter,-1728.85,1755.99,4514.0,0.0,0.0001,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-25T09:08:26,2004-01-01T01:38:15,mixed,False,master_technician,False,31.0,,,none,none,85691.59,25638804.63,17526.79,4284.58,22.1,42734.79,21.03,99.951,89.549,3009.5,0.84,2.044,84,False,False,variable_mild,66.49,84.51,18,0,0,0,oil_hydraulic,water_ingress,76.2,7.87,3.936,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T20:00:35,19,68.01,68.01,1.853,6.44,3.475,3.307,,,54.69,94.02,,62.32,31.7,46.05,13/11/9,57.5,0.789,19.2,2.3,,,,,60.36,25.067,89.73,66.32,,1.919,0.0202,80.62,0.9922,normal,-0.00156042,0.012,False,fatigue_spalling,none,A_healthy,0.0031,0.0014,1.701,,186.24,131.9,21628.99,20396.81,13257.93,27535.69,particle_filter,1232.18,1088.68,4514.0,0.0,0.0001,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-24T18:24:53,2003-09-18T05:17:53,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,34061.45,4284.58,42.54,42734.79,9.32,99.978,89.5,3009.5,0.84,2.832,84,False,False,variable_mild,57.97,85.23,19,0,0,0,steam,chemical_contamination,70.24,107.33,1.297,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-25T23:35:21,20,71.59,71.59,2.055,5.561,2.707,3.153,,,61.0,93.5,,62.32,31.19,45.59,13/11/9,171.7,0.471,21.7,5.2,,,,,61.57,25.013,88.81,62.22,,0.672,0.0264,172.43,0.984,normal,-0.00319205,0.0,False,fatigue_spalling,none,A_healthy,0.0033,0.0,1.675,,163.42,151.99,21625.41,20160.87,13104.56,27217.17,lstm_sequence,1464.55,1329.96,4514.0,0.0,0.0001,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-20T00:01:19,2003-09-10T00:19:30,mixed,False,oem_certified,True,,,,none,none,85691.59,25638804.63,28191.11,4284.58,41.9,42734.79,19.31,99.955,80.9,3009.5,0.84,3.128,84,False,False,variable_mild,53.64,77.84,20,0,0,0,oil_process,none,53.78,10.54,0.14,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-26T03:10:07,21,75.17,75.17,1.793,6.031,3.365,2.996,,,63.51,89.05,,62.32,26.73,45.53,13/11/9,67.7,0.413,9.3,1.0,,,,,61.37,24.533,90.43,65.92,,0.462,0.0074,36.21,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0035,0.0,1.453,,16.57,154.27,21621.83,20235.0,13152.75,27317.24,xgboost_gradient,1386.84,1259.86,4514.0,0.0,0.0001,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-21T16:40:00,2003-09-12T18:54:55,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,25755.45,4284.58,40.55,42734.79,8.91,99.979,83.963,3009.5,0.84,6.688,84,False,False,variable_mild,53.4,74.01,21,0,0,0,oil_process,particulate_mild,49.08,11.11,0.915,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-26T06:44:53,22,78.75,78.75,2.128,8.087,3.801,3.087,,,60.12,96.7,,62.32,34.38,46.0,13/11/9,107.7,0.519,14.7,2.9,,,,,63.06,25.411,89.85,68.23,,2.895,0.0532,26.46,0.9891,normal,-0.00217015,0.0042,False,fatigue_spalling,none,A_healthy,0.0036,0.0,1.835,,213.74,153.07,21618.25,23829.25,15489.01,32169.49,physics_informed_nn,-2211.0,2453.72,4514.0,0.0,0.0002,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-04T17:22:21,2004-01-18T05:36:35,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,28870.71,4284.58,42.64,42734.79,6.42,99.985,84.092,3009.5,0.84,4.575,84,False,False,variable_mild,68.56,100.11,22,0,0,0,none,particulate_severe,71.19,32.17,1.809,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-26T10:19:39,23,82.33,82.33,1.823,6.387,3.503,2.903,,,59.24,88.23,,62.32,25.91,45.97,14/12/10,90.8,0.403,32.2,8.7,,,,,61.87,23.613,91.24,67.71,,0.268,0.0547,408.53,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0038,0.0,1.412,,114.36,146.86,21614.67,23618.51,15352.03,31885.0,physics_informed_nn,-2003.84,2044.46,4514.0,0.0,0.0002,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-31T11:35:06,2004-01-10T22:03:55,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,38628.59,4284.58,58.42,42734.79,11.31,99.974,84.952,3009.5,0.84,4.18,84,False,False,variable_mild,55.48,81.42,23,0,0,0,none,none,75.53,2.09,0.286,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-26T13:54:25,24,85.91,85.91,2.247,6.507,2.896,3.173,,,52.11,96.42,,62.32,34.1,48.33,14/12/10,76.0,0.427,46.6,12.9,,,,,60.87,23.696,88.65,62.61,,1.086,0.0177,12.79,0.992,normal,-4.451e-05,0.0,False,fatigue_spalling,none,A_healthy,0.004,0.0,1.821,,99.66,155.32,21611.09,22933.49,14906.77,30960.21,particle_filter,-1322.4,1237.25,4514.0,0.0,0.0002,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-17T08:39:04,2003-12-17T19:22:19,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,26600.11,4284.58,37.36,42734.79,14.27,99.967,84.583,3009.5,0.84,4.705,84,False,False,variable_mild,68.26,78.66,24,0,0,0,gas_compressed_air,none,60.23,11.54,2.499,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-26T17:29:12,25,89.49,89.49,2.252,7.417,3.294,3.512,,,60.95,91.9,,62.32,29.58,44.39,12/10/8,68.9,0.326,7.8,1.5,,,,,63.87,24.643,89.14,66.02,,0.829,0.0109,4.24,0.995,normal,0.00219157,0.0,False,fatigue_spalling,none,A_healthy,0.0041,0.0278,1.595,,112.21,146.77,21607.51,19811.37,12877.39,26745.35,xgboost_gradient,1796.15,1537.01,4514.0,0.0,0.0002,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-13T11:10:14,2003-08-29T09:08:57,mixed,False,apprentice,True,,,,none,none,85691.59,25638804.63,16886.97,4284.58,26.1,42734.79,13.54,99.968,87.764,3009.5,0.84,7.502,84,False,False,variable_mild,58.69,88.65,25,0,0,0,oil_hydraulic,none,48.3,27.04,2.052,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-26T21:03:58,26,93.07,93.07,2.04,8.023,3.933,3.158,,,59.02,94.92,,62.32,32.6,46.18,14/12/10,52.4,0.308,29.2,6.4,,,,,60.6,23.107,89.72,63.57,,0.201,0.1089,114.91,1.0,normal,0.0,0.0,False,fatigue_spalling,erosion,A_healthy,0.0043,0.0,1.746,,35.85,139.78,21603.93,17380.78,11297.51,23464.05,kalman_filter,4223.16,3427.21,4514.0,0.0,0.0002,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-09-23T23:27:18,2003-06-04T10:43:39,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,15346.91,4284.58,37.36,42734.79,18.16,99.958,82.751,3009.5,0.84,1.452,84,False,False,variable_mild,72.05,86.98,26,0,0,0,none,none,63.27,15.9,0.073,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T00:38:44,26,96.65,96.65,2.087,6.161,2.952,3.254,,,59.24,97.34,,62.32,35.02,45.85,14/12/10,60.1,0.368,19.0,5.0,,,,,61.38,25.315,89.96,64.81,,0.432,0.0314,187.84,0.9916,normal,0.00049907,0.015,False,fatigue_spalling,none,A_healthy,0.0045,0.0,1.867,,249.31,143.31,21600.35,25878.09,16820.76,34935.42,physics_informed_nn,-4277.74,4744.65,4514.0,0.0,0.0002,0.0034,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-20T03:41:27,2004-03-31T13:01:21,mixed,False,specialist,False,67.0,,,none,none,85691.59,25638804.63,17802.95,4284.58,46.01,42734.79,16.93,99.96,83.527,3009.5,0.84,2.636,84,False,False,variable_mild,68.02,93.76,26,0,0,0,oil_hydraulic,water_ingress,38.59,22.4,2.479,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T04:13:30,27,100.23,100.23,1.772,4.555,2.57,3.196,,,63.75,93.34,,62.32,31.02,48.15,14/12/10,75.2,0.339,17.6,3.1,,,,,60.89,25.14,88.75,66.34,,0.182,0.3055,32.41,0.9851,normal,-0.0029703,0.0,False,fatigue_spalling,none,A_healthy,0.0046,0.0086,1.667,,319.25,157.49,21596.77,23801.53,15471.0,32132.07,physics_informed_nn,-2204.76,2172.38,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-05T00:59:33,2004-01-18T03:31:47,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,19006.51,4284.58,52.0,42734.79,11.31,99.974,88.941,3009.5,0.84,4.308,84,False,False,variable_mild,62.1,90.94,27,0,0,0,none,particulate_mild,68.03,50.63,1.654,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T07:48:16,28,103.8,103.8,2.127,8.187,3.849,3.503,,,58.0,93.34,,62.32,31.02,47.53,13/11/9,151.8,0.361,57.0,15.5,,,,,60.83,25.405,91.71,66.46,,0.397,0.0037,67.28,0.9948,normal,0.00056377,0.0212,False,fatigue_spalling,none,A_healthy,0.0048,0.0,1.667,,199.93,153.48,21593.2,20559.2,13363.48,27754.92,physics_informed_nn,1033.99,1259.23,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-29T15:24:18,2003-09-25T11:07:31,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,23715.68,4284.58,26.12,42734.79,5.59,99.987,85.146,3009.5,0.84,7.972,84,False,False,variable_mild,66.45,82.83,28,0,0,0,gas_compressed_air,chemical_contamination,32.52,24.13,7.341,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T11:23:02,29,107.38,107.38,2.129,9.512,4.467,3.276,,,64.67,98.24,,62.32,35.92,45.68,12/10/8,56.0,0.342,73.7,16.5,,,,,60.63,25.364,89.82,66.49,,0.157,0.0119,115.63,0.9977,normal,0.00053469,0.0026,False,fatigue_spalling,none,A_healthy,0.0049,0.0119,1.912,,37.69,154.22,21589.62,24014.55,15609.46,32419.65,xgboost_gradient,-2424.94,2378.96,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-09T18:39:40,2004-01-25T23:45:18,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,25940.62,4284.58,23.94,42734.79,24.12,99.944,83.748,3009.5,0.84,6.675,84,False,False,variable_mild,76.01,88.16,29,0,0,0,none,particulate_severe,41.68,10.35,0.172,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T14:57:48,30,110.96,110.96,2.2,5.972,2.715,3.252,,,60.64,90.59,,62.32,28.27,46.52,13/11/9,63.8,0.35,14.9,1.5,,,,,63.18,26.401,91.51,66.8,,0.314,0.0307,28.74,0.9864,normal,-0.00271687,0.0,False,fatigue_spalling,none,A_healthy,0.0051,0.0153,1.529,,152.91,148.14,21586.04,23676.44,15389.68,31963.19,lstm_sequence,-2090.4,2447.15,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-02T21:10:56,2004-01-14T03:56:08,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,28430.81,4284.58,39.21,42734.79,14.67,99.966,88.281,3009.5,0.84,2.059,84,False,False,variable_mild,54.09,93.97,30,0,0,0,oil_process,particulate_mild,81.57,163.61,0.272,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T18:32:34,31,114.54,114.54,2.146,7.45,3.472,2.869,,,59.55,95.32,,62.32,33.0,44.71,13/11/9,51.9,0.382,23.2,5.3,,,,,62.48,23.927,90.59,65.6,,0.092,0.069,76.85,1.0,normal,0.00167108,0.0,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0053,0.0,1.766,,461.64,146.75,21582.46,18997.66,12348.48,25646.84,weibull_regression,2584.8,2849.71,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-28T13:22:20,2003-08-01T14:33:10,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,41601.02,4284.58,52.08,42734.79,7.44,99.983,83.158,3009.5,0.84,4.801,84,False,False,variable_mild,66.89,79.18,31,0,0,0,none,particulate_severe,85.94,62.33,3.929,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-27T22:07:20,32,118.12,118.12,1.869,5.346,2.86,3.017,,,56.5,92.32,,62.32,30.0,45.78,13/11/9,102.7,0.344,44.4,4.8,,,,,62.94,25.564,91.48,64.11,,0.871,0.0304,56.79,1.0,normal,0.0029703,0.0,False,fatigue_spalling,none,A_healthy,0.0054,0.0028,1.616,,45.38,139.82,21578.88,18011.11,11707.22,24315.0,lstm_sequence,3567.77,3493.1,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-08T03:40:43,2003-06-27T19:34:04,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,28888.01,4284.58,35.06,42734.79,10.62,99.975,83.234,3009.5,0.84,4.519,84,False,False,variable_mild,60.08,78.05,32,0,0,0,oil_process,none,62.79,48.71,0.962,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T01:42:06,33,121.7,121.7,1.975,6.106,3.092,2.798,,,60.91,94.7,,62.32,32.38,46.29,13/11/9,56.5,0.45,6.3,1.0,,,,,62.92,24.123,89.93,64.94,,0.216,0.0363,88.68,1.0,normal,0.00104116,0.0,False,fatigue_spalling,none,A_healthy,0.0056,0.0209,1.735,,108.55,150.49,21575.3,19146.35,12445.13,25847.57,lstm_sequence,2428.95,2727.63,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-31T22:52:33,2003-08-07T04:05:52,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,21913.97,4284.58,52.96,42734.79,8.09,99.981,81.297,3009.5,0.84,3.337,84,False,False,variable_mild,57.95,101.51,33,0,0,0,oil_hydraulic,particulate_mild,22.41,32.02,6.884,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T05:16:52,34,125.28,125.28,1.762,4.783,2.714,2.734,,,62.55,96.25,,62.32,33.93,44.15,13/11/9,88.9,0.374,20.5,2.8,,,,,61.86,25.255,90.4,66.17,,1.013,0.0946,37.8,0.9969,normal,-0.00015821,0.0,False,fatigue_spalling,none,A_healthy,0.0058,0.0,1.812,,69.6,148.4,21571.72,17273.43,11227.73,23319.13,physics_informed_nn,4298.29,3778.68,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-09-23T01:59:47,2003-06-01T23:41:49,mixed,False,specialist,False,49.0,,,none,none,85691.59,25638804.63,42155.87,4284.58,40.91,42734.79,17.83,99.958,89.298,3009.5,0.84,6.408,84,False,False,variable_mild,73.73,86.38,34,0,0,0,steam,none,77.62,72.99,0.091,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T08:51:38,35,128.86,128.86,2.123,7.058,3.325,3.15,,,67.17,90.5,,62.32,28.18,49.02,14/12/10,56.7,0.312,76.7,20.2,,,,,60.21,24.392,89.88,67.61,,0.042,0.0045,25.86,0.9956,normal,0.0018314,0.0,False,fatigue_spalling,none,A_healthy,0.0059,0.0099,1.525,,46.9,150.74,21568.14,19141.78,12442.15,25841.4,physics_informed_nn,2426.36,2122.78,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-01T03:44:54,2003-08-07T07:22:11,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,29854.52,4284.58,54.83,42734.79,14.58,99.966,83.97,3009.5,0.84,5.496,84,False,False,variable_mild,59.76,89.01,35,0,0,0,oil_hydraulic,water_ingress,65.48,73.92,0.231,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T12:26:25,36,132.44,132.44,1.877,5.296,2.822,3.278,,,62.48,91.41,,62.32,29.09,47.55,14/12/10,151.9,0.338,21.0,6.2,,,,,61.38,24.303,88.32,64.62,,0.84,0.0171,38.57,0.9889,normal,-0.00221804,0.0154,False,fatigue_spalling,none,A_healthy,0.0061,0.0183,1.57,,220.51,143.02,21564.56,26379.46,17146.65,35612.27,physics_informed_nn,-4814.9,4355.95,4514.0,0.0,0.0002,0.0035,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-04-01T02:10:11,2004-04-19T18:58:50,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,28205.67,4284.58,51.48,42734.79,27.16,99.936,82.663,3009.5,0.84,5.324,84,False,False,variable_mild,57.78,94.24,36,0,0,0,steam,particulate_severe,46.02,21.03,0.691,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T16:01:11,37,136.02,136.02,2.108,7.633,3.621,3.279,,,56.44,90.54,,62.32,28.23,46.27,14/12/10,53.0,0.393,18.4,4.3,,,,,64.93,24.859,90.55,65.66,,0.192,0.0329,48.01,1.0,normal,0.0,0.003,False,fatigue_spalling,none,A_healthy,0.0063,0.0031,1.527,,90.35,152.49,21560.98,18601.82,12091.18,25112.46,lstm_sequence,2959.16,3206.56,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-21T04:55:45,2003-07-19T11:33:57,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,37731.2,4284.58,25.23,42734.79,12.45,99.971,85.783,3009.5,0.84,3.212,84,False,False,variable_mild,54.55,78.4,37,0,0,0,oil_process,none,23.91,97.74,0.609,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T19:35:57,38,139.6,139.6,2.191,7.402,3.378,3.201,,,55.39,92.04,,62.32,29.72,46.62,15/13/11,200.3,0.356,20.4,2.3,,,,,61.49,23.399,89.69,64.15,,0.367,0.0365,189.3,0.9874,normal,-0.00251711,0.0085,False,fatigue_spalling,erosion,A_healthy,0.0064,0.0,1.602,,349.48,136.33,21557.4,19727.56,12822.91,26632.2,particle_filter,1829.85,2256.41,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-13T19:22:36,2003-08-28T12:01:16,mixed,False,oem_certified,True,,,,none,none,85691.59,25638804.63,25082.89,4284.58,51.77,42734.79,14.65,99.966,83.835,3009.5,0.84,6.606,84,False,False,variable_mild,59.58,82.07,38,0,1,0,steam,water_ingress,42.5,61.87,0.143,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-28T23:10:43,39,143.18,143.18,2.177,9.744,4.477,2.751,,,62.16,94.52,,62.32,32.2,45.42,15/13/11,109.0,0.365,18.5,4.7,,,,,60.94,23.412,88.69,65.67,,0.269,0.0213,129.07,0.994,normal,-0.00056705,0.0353,False,fatigue_spalling,none,A_healthy,0.0066,0.0,1.726,,67.47,147.18,21553.82,23430.7,15229.96,31631.45,physics_informed_nn,-1876.88,1760.47,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-30T02:31:47,2004-01-06T19:16:32,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,37995.96,4284.58,44.23,42734.79,11.16,99.974,92.61,3009.5,0.84,2.062,84,False,False,variable_mild,63.38,80.88,39,0,0,0,gas_compressed_air,none,62.09,41.38,3.729,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-29T02:45:29,40,146.76,146.76,1.788,5.121,2.864,2.971,,,63.48,95.72,,62.32,33.4,45.84,14/12/10,75.2,0.37,11.6,1.7,,,,,61.58,25.182,90.85,63.98,,1.086,0.1166,35.62,0.9811,normal,-0.00288888,0.0011,False,fatigue_spalling,contamination,A_healthy,0.0068,0.0,1.786,,303.96,149.03,21550.24,25923.86,16850.51,34997.21,physics_informed_nn,-4373.61,5678.25,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-23T04:41:09,2004-04-04T06:02:08,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,21867.51,4284.58,58.87,42734.79,15.19,99.964,85.892,3009.5,0.84,1.344,84,False,False,variable_mild,58.51,97.74,40,0,0,0,water,particulate_mild,58.24,110.06,2.663,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-29T06:20:15,41,150.34,150.34,2.043,7.795,3.816,2.98,,,61.83,97.97,,62.32,35.66,45.07,14/12/10,70.9,0.804,58.5,9.2,,,,,61.5,25.263,88.46,65.25,,0.668,0.1022,44.6,0.9878,normal,-0.00021991,0.034,False,fatigue_spalling,none,A_healthy,0.0069,0.0006,1.899,,151.37,140.8,21546.66,26693.96,17351.07,36036.85,lstm_sequence,-5147.3,5436.16,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-04-08T09:19:05,2004-05-01T16:12:17,mixed,False,master_technician,False,81.0,,,none,none,85691.59,25638804.63,35075.98,4284.58,40.97,42734.79,12.24,99.971,82.877,3009.5,0.84,5.751,84,False,False,variable_mild,75.93,89.19,41,0,0,0,water,none,72.16,4.04,1.548,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-29T09:55:01,42,153.92,153.92,2.0,5.115,2.557,3.933,,,60.12,93.35,,62.32,31.03,45.11,14/12/10,112.4,0.547,51.7,11.3,,,,,62.04,25.108,90.31,68.03,,0.642,0.0233,129.65,0.9958,normal,-0.00083575,0.0527,False,fatigue_spalling,none,A_healthy,0.0071,0.0,1.667,,105.58,146.43,21543.08,19178.31,12465.9,25890.71,physics_informed_nn,2364.78,2371.5,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-02T23:04:11,2003-08-09T15:28:37,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,21631.13,4284.58,27.19,42734.79,28.28,99.934,85.56,3009.5,0.84,7.315,84,False,False,variable_mild,68.87,87.39,42,0,0,0,water,chemical_contamination,52.89,28.86,4.314,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-29T13:29:47,43,157.5,157.5,1.961,8.491,4.331,2.423,,,61.0,90.62,,62.32,28.3,44.03,14/12/10,53.6,0.42,10.5,2.3,,,,,60.72,24.412,89.4,66.99,,0.748,0.0878,37.64,0.9961,normal,0.00174482,0.0,False,fatigue_spalling,none,A_healthy,0.0073,0.0,1.531,,68.13,153.06,21539.5,17519.99,11387.99,23651.98,lstm_sequence,4019.52,4703.34,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-09-29T13:29:25,2003-06-12T01:29:09,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,42215.82,4284.58,58.9,42734.79,10.54,99.975,86.207,3009.5,0.84,4.235,84,False,False,variable_mild,59.46,83.04,43,0,0,0,oil_process,none,78.87,23.71,0.252,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-29T17:04:33,44,161.08,161.08,1.967,8.267,4.203,2.847,,,62.14,90.31,,62.32,27.99,44.9,14/12/10,137.5,0.467,32.0,8.2,,,,,62.24,26.126,89.77,65.43,,0.685,0.0061,13.47,0.9853,normal,-0.00175592,0.0183,False,fatigue_spalling,overload,A_healthy,0.0074,0.0,1.516,,187.65,146.9,21535.92,23018.38,14961.95,31074.82,particle_filter,-1482.46,1774.37,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-22T06:16:05,2003-12-23T22:42:10,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,17993.18,4284.58,46.41,42734.79,21.62,99.949,84.633,3009.5,0.84,6.739,84,False,False,variable_mild,61.17,85.56,44,0,0,0,steam,particulate_mild,24.74,88.29,0.775,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-29T20:39:19,45,164.66,164.66,1.881,5.671,3.016,3.485,,,56.73,89.55,,62.32,27.23,44.56,14/12/10,141.5,0.481,38.7,10.1,,,,,62.23,24.735,89.61,60.86,,0.756,0.0116,72.8,0.9718,normal,-0.00186205,0.0041,False,fatigue_spalling,erosion,A_healthy,0.0076,0.0027,1.478,,531.76,152.91,21532.34,22953.26,14919.62,30986.9,weibull_regression,-1420.91,1283.6,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-21T01:17:00,2003-12-21T18:55:23,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,38442.68,4284.58,28.22,42734.79,8.06,99.981,88.159,3009.5,0.84,1.723,84,False,False,variable_mild,54.81,84.73,45,0,0,0,gas_compressed_air,particulate_mild,86.27,164.53,1.732,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T00:14:05,46,168.23,168.23,1.897,6.617,3.489,3.102,,,56.99,96.83,,62.32,34.51,46.09,14/12/10,79.7,0.828,96.2,10.7,,,,,61.67,25.626,91.07,66.94,,0.018,0.0441,2.1,1.0,normal,0.00243795,0.0,False,fatigue_spalling,none,A_healthy,0.0078,0.0,1.842,,38.74,163.82,21528.77,24181.05,15717.69,32644.42,kalman_filter,-2652.29,2761.49,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-15T18:45:44,2004-02-03T10:07:52,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,34835.3,4284.58,54.57,42734.79,17.37,99.959,82.699,3009.5,0.84,4.705,84,False,False,variable_mild,65.09,94.67,46,0,0,0,oil_hydraulic,none,71.78,10.63,8.702,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T03:48:51,47,171.81,171.81,1.98,7.841,3.96,2.452,,,63.1,88.59,,62.32,26.27,44.74,14/12/10,190.9,0.335,8.8,2.4,,,,,61.05,23.308,90.27,63.95,,0.461,0.273,32.59,0.9963,normal,8.809e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0079,0.0,1.429,,99.81,143.6,21525.19,25100.7,16315.45,33885.94,physics_informed_nn,-3575.51,3311.95,4514.0,0.0,0.0002,0.0036,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-07T02:09:51,2004-03-07T03:24:33,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,33295.23,4284.58,25.16,42734.79,12.42,99.971,86.56,3009.5,0.84,1.34,84,False,False,variable_mild,48.74,78.94,47,0,0,0,steam,particulate_mild,76.01,132.9,0.162,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T07:23:37,48,175.39,175.39,1.957,8.349,4.267,2.926,,,62.39,92.15,,62.32,29.83,47.68,13/11/9,195.7,0.569,20.9,4.4,,,,,61.96,24.702,91.46,66.66,,0.054,0.0535,31.85,0.9987,normal,0.00050414,0.0,False,fatigue_spalling,none,A_healthy,0.0081,0.0,1.608,,37.78,138.37,21521.61,23234.99,15102.75,31367.24,xgboost_gradient,-1713.39,1882.28,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-27T08:53:27,2004-01-01T05:08:19,mixed,False,apprentice,True,,,,none,none,85691.59,25638804.63,19302.23,4284.58,21.17,42734.79,6.99,99.984,86.089,3009.5,0.84,5.873,84,False,False,variable_mild,62.63,83.3,48,0,0,0,oil_process,none,27.89,11.99,1.821,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T10:58:24,49,178.97,178.97,1.923,5.613,2.919,2.985,,,60.27,91.51,,62.32,29.19,45.9,14/12/10,56.3,0.428,20.0,3.6,,,,,63.06,24.251,89.12,63.2,,0.259,0.0154,158.95,1.0,normal,0.00294698,0.0,False,fatigue_spalling,none,A_healthy,0.0082,0.0024,1.576,,16.75,146.9,21518.03,24426.46,15877.2,32975.72,lstm_sequence,-2908.43,3151.52,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-21T08:12:04,2004-02-12T13:27:39,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,35916.26,4284.58,24.86,42734.79,16.44,99.962,87.113,3009.5,0.84,4.853,84,False,False,variable_mild,58.2,84.69,49,0,0,0,none,none,35.45,20.99,0.108,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T14:33:10,50,182.55,182.55,1.773,4.748,2.677,2.64,,,64.23,90.17,,62.32,27.85,45.92,13/11/9,67.4,0.33,10.0,2.3,,,,,62.09,24.932,89.27,63.96,,0.425,0.0224,79.61,0.9899,normal,0.0036177,0.0559,False,fatigue_spalling,none,A_healthy,0.0084,0.0025,1.509,,178.5,131.9,21514.45,20335.22,13217.89,27452.54,xgboost_gradient,1179.23,1390.65,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-28T06:09:41,2003-09-20T19:29:14,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,22263.15,4284.58,21.61,42734.79,17.57,99.959,83.697,3009.5,0.84,6.687,84,False,False,variable_mild,62.76,85.38,50,0,0,0,oil_hydraulic,none,78.72,118.78,0.205,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T18:07:56,51,186.13,186.13,2.13,8.561,4.019,2.812,,,60.28,89.83,,62.32,27.52,45.7,14/12/10,182.9,0.506,10.0,2.9,,,,,63.79,26.608,90.4,63.34,,1.247,0.1585,180.89,0.9964,normal,-0.00071302,0.0031,False,fatigue_spalling,none,A_healthy,0.0086,0.009,1.492,,38.64,145.31,21510.87,16764.33,10896.81,22631.84,lstm_sequence,4746.54,3930.26,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-09-15T00:17:48,2003-05-17T11:48:43,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,16387.46,4284.58,21.72,42734.79,22.45,99.947,89.075,3009.5,0.84,2.64,84,False,False,variable_mild,59.64,90.66,51,0,0,0,oil_hydraulic,none,49.34,38.89,2.002,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-09-30T21:42:42,52,189.71,189.71,1.837,5.572,3.033,2.895,,,61.57,94.31,,62.32,31.99,45.06,14/12/10,72.3,0.352,73.3,13.0,,,,,61.86,24.976,88.25,62.79,,0.299,0.0747,0.15,0.9852,normal,-0.00221108,0.0,False,fatigue_spalling,none,A_healthy,0.0087,0.0,1.716,,193.49,136.94,21507.29,25026.94,16267.51,33786.38,weibull_regression,-3519.66,3378.19,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-06T07:11:02,2004-03-05T06:36:52,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,15888.43,4284.58,21.66,42734.79,12.96,99.97,86.128,3009.5,0.84,2.435,84,False,False,variable_mild,68.98,87.83,52,0,0,0,oil_process,chemical_contamination,52.65,0.36,1.418,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T01:17:28,53,193.29,193.29,2.103,5.579,2.653,2.801,,,61.16,96.2,,62.32,33.88,44.05,13/11/9,93.4,0.439,13.5,2.4,,,,,62.46,24.97,90.67,67.23,,0.301,0.0115,170.08,0.9914,normal,-0.00146106,0.0336,False,fatigue_spalling,erosion,A_healthy,0.0089,0.0122,1.81,,119.34,141.64,21503.71,20559.8,13363.87,27755.73,particle_filter,943.91,1174.2,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-12-03T09:11:30,2003-09-29T05:07:20,mixed,False,apprentice,False,14.0,,,none,none,85691.59,25638804.63,34279.61,4284.58,22.22,42734.79,17.68,99.959,80.274,3009.5,0.84,3.748,84,False,False,variable_mild,73.91,86.6,53,0,0,0,gas_compressed_air,particulate_mild,27.47,33.59,2.013,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T04:52:14,54,196.87,196.87,1.922,5.832,3.035,3.036,,,62.29,89.54,,62.32,27.22,46.83,13/11/9,69.6,0.408,35.3,8.1,,,,,59.54,22.681,90.14,67.06,,0.372,0.0223,76.97,0.986,normal,-0.00279073,0.0086,False,fatigue_spalling,none,A_healthy,0.0091,0.0,1.477,,154.87,129.72,21500.13,23951.31,15568.35,32334.26,physics_informed_nn,-2451.18,2596.15,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-12T04:31:26,2004-01-27T11:28:53,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,13537.59,4284.58,46.0,42734.79,35.21,99.918,82.316,3009.5,0.84,1.852,84,False,False,variable_mild,61.31,84.52,54,0,0,0,oil_process,particulate_severe,80.17,25.51,5.436,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T08:27:00,55,200.45,200.45,1.715,7.005,4.083,3.26,,,57.77,91.72,,62.32,29.4,48.12,14/12/10,72.7,0.405,35.5,7.7,,,,,59.64,23.571,91.42,68.44,,0.197,0.0925,91.22,0.9956,normal,0.00113025,0.0,False,fatigue_spalling,none,A_healthy,0.0092,0.0288,1.586,,260.16,154.11,21496.55,24618.57,16002.07,33235.07,physics_informed_nn,-3122.02,3207.97,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-26T05:44:06,2004-02-20T06:14:04,mixed,False,journeyman,False,67.0,,,none,none,85691.59,25638804.63,25082.28,4284.58,31.81,42734.79,14.8,99.965,84.864,3009.5,0.84,7.696,84,False,False,variable_mild,58.3,81.57,55,0,0,0,steam,none,76.73,61.35,3.014,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T12:01:46,56,204.03,204.03,1.923,5.073,2.638,3.342,,,59.23,98.77,,62.32,36.45,46.24,14/12/10,141.0,0.513,20.9,2.3,,,,,59.89,24.668,89.06,65.11,,0.179,0.0019,326.67,0.9956,normal,-0.00016508,0.0682,False,fatigue_spalling,imbalance_induced,A_healthy,0.0094,0.012,1.939,,116.15,162.2,21492.97,19052.71,12384.26,25721.15,weibull_regression,2440.26,2132.26,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-02T10:22:58,2003-08-07T06:49:48,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,41698.71,4284.58,50.25,42734.79,10.66,99.975,79.105,3009.5,0.84,2.125,84,False,False,variable_mild,62.2,85.06,56,0,0,0,water,particulate_mild,87.68,28.14,2.383,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T15:36:32,57,207.61,207.61,2.352,5.992,2.547,2.97,,,59.36,95.18,,62.32,32.87,47.73,13/11/9,59.3,0.387,17.8,3.6,,,,,62.48,25.076,89.74,63.17,,0.469,0.0378,10.67,1.0,normal,0.00295874,0.0,False,fatigue_spalling,none,A_healthy,0.0096,0.0,1.759,,4.46,154.49,21489.39,19330.28,12564.68,26095.87,weibull_regression,2159.12,2103.16,4514.0,0.0,0.0002,0.0037,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-08T08:44:48,2003-08-17T06:20:34,mixed,False,oem_certified,True,,,,none,none,85691.59,25638804.63,38565.35,4284.58,36.46,42734.79,9.71,99.977,86.828,3009.5,0.84,1.253,84,False,False,variable_mild,68.84,93.44,57,0,0,0,steam,particulate_mild,86.51,91.15,0.102,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T19:11:18,58,211.19,211.19,1.962,5.217,2.659,2.863,,,56.26,91.37,,62.32,29.05,45.32,13/11/9,88.0,0.354,17.8,3.6,,,,,59.48,22.683,90.49,66.33,,0.195,0.017,9.22,0.9887,normal,-0.0005374,0.0132,False,fatigue_spalling,none,A_healthy,0.0097,0.0,1.568,,116.6,148.25,21485.81,20523.89,13340.53,27707.26,physics_informed_nn,961.92,905.97,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-12-03T09:08:08,2003-09-28T16:29:55,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,35119.7,4284.58,43.43,42734.79,12.04,99.972,83.875,3009.5,0.84,6.549,84,False,False,variable_mild,52.0,84.11,58,0,0,0,steam,particulate_mild,75.56,8.37,0.576,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-01T22:46:04,59,214.77,214.77,2.033,8.385,4.125,2.842,,,64.54,90.31,,62.32,27.99,46.73,14/12/10,63.3,0.345,21.1,5.1,,,,,62.11,23.893,88.95,63.35,,0.083,0.0584,35.63,1.0,normal,0.00279073,0.0597,False,fatigue_spalling,none,A_healthy,0.0099,0.0077,1.516,,6.71,131.78,21482.23,18640.72,12116.47,25164.97,lstm_sequence,2841.52,2968.57,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-25T07:07:32,2003-07-24T03:22:34,mixed,False,apprentice,True,,,,none,none,85691.59,25638804.63,37210.57,4284.58,22.01,42734.79,8.49,99.98,85.132,3009.5,0.84,3.389,84,False,False,variable_mild,65.43,84.5,59,0,0,2,water,particulate_severe,78.54,41.81,1.563,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T02:20:50,60,218.35,218.35,1.809,8.113,4.484,2.587,,,59.71,90.66,,62.32,28.34,43.72,14/12/10,148.5,0.367,20.9,3.9,,,,,59.84,24.352,90.13,63.51,,0.558,0.0026,14.42,1.0,normal,0.00088845,0.0,False,fatigue_spalling,cavitation,A_healthy,0.0101,0.0094,1.533,,17.83,139.0,21478.65,19243.83,12508.49,25979.17,physics_informed_nn,2234.82,2348.93,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-07T00:15:49,2003-08-14T15:36:19,mixed,False,apprentice,False,62.0,,,none,none,85691.59,25638804.63,42139.26,4284.58,52.96,42734.79,18.45,99.957,85.412,3009.5,0.84,1.175,84,False,False,variable_mild,60.09,93.4,60,0,0,0,oil_process,none,30.47,1.82,1.265,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T05:55:37,61,221.93,221.93,2.245,9.578,4.266,2.739,,,62.66,91.53,,62.32,29.22,46.38,13/11/9,93.4,0.359,29.6,6.5,,,,,62.47,23.997,88.22,62.74,,0.258,0.0882,63.9,0.9871,normal,-0.00170411,0.0159,False,fatigue_spalling,none,A_healthy,0.0102,0.0,1.577,,344.11,141.4,21475.07,19924.52,12950.94,26898.1,xgboost_gradient,1550.55,1939.37,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-21T08:11:11,2003-09-07T21:46:05,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,27289.77,4284.58,26.73,42734.79,8.33,99.981,80.674,3009.5,0.84,5.5,84,False,False,variable_mild,64.9,93.17,61,0,0,0,oil_process,chemical_contamination,36.96,116.99,0.564,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T09:30:23,62,225.51,225.51,1.942,5.198,2.677,3.002,,,61.79,87.49,,62.32,25.17,45.24,15/13/11,147.9,0.484,19.5,4.3,,,,,60.69,25.198,89.53,62.55,,0.835,0.1911,174.78,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0104,0.0008,1.374,,61.36,145.18,21471.49,18615.86,12100.31,25131.41,kalman_filter,2855.63,3700.19,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-25T05:26:08,2003-07-23T16:59:10,mixed,False,master_technician,False,22.0,,,none,none,85691.59,25638804.63,41366.26,4284.58,21.76,42734.79,10.09,99.976,79.651,3009.5,0.84,5.615,84,False,False,variable_mild,47.89,76.93,62,0,0,0,water,particulate_severe,56.32,54.93,3.805,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T13:05:09,63,229.09,229.09,1.83,6.027,3.293,2.835,,,62.35,90.64,,62.32,28.32,46.91,14/12/10,60.9,0.331,16.8,4.7,,,,,59.89,23.638,89.07,64.48,,0.113,0.0533,156.23,0.9977,normal,0.00180048,0.0,False,fatigue_spalling,none,A_healthy,0.0106,0.0038,1.532,,87.53,151.46,21467.91,23252.34,15114.02,31390.66,physics_informed_nn,-1784.43,1659.64,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-29T23:15:25,2004-01-04T01:34:37,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,41572.85,4284.58,30.72,42734.79,10.38,99.976,79.607,3009.5,0.84,4.587,84,False,False,variable_mild,55.16,70.89,63,0,0,0,oil_process,none,31.25,37.02,0.334,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T16:39:55,64,232.67,232.67,2.268,7.982,3.52,3.141,,,63.28,93.36,,62.32,31.04,46.55,13/11/9,134.2,0.433,65.6,12.7,,,,,63.17,24.27,88.91,66.5,,0.137,0.0612,8.69,0.984,normal,-0.00320908,0.0101,False,fatigue_spalling,contamination,A_healthy,0.0107,0.0,1.668,,176.17,156.79,21464.33,19469.08,12654.9,26283.26,xgboost_gradient,1995.25,1733.73,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-12T07:12:23,2003-08-23T05:23:07,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,32592.66,4284.58,36.77,42734.79,8.45,99.98,82.463,3009.5,0.84,3.138,84,False,False,variable_mild,53.52,80.86,64,0,0,0,oil_process,none,31.78,24.0,0.875,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T20:14:41,65,236.24,236.24,1.929,7.349,3.81,2.501,,,62.04,95.9,,62.32,33.58,48.26,14/12/10,68.9,0.423,15.0,3.6,,,,,60.99,23.788,88.65,62.57,,1.828,0.02,46.14,0.997,normal,-0.00060489,0.0509,False,fatigue_spalling,none,A_healthy,0.0109,0.0051,1.795,,80.43,131.01,21460.76,25596.57,16637.77,34555.36,physics_informed_nn,-4135.81,4626.81,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-20T02:31:41,2004-03-27T09:19:34,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,13479.28,4284.58,54.86,42734.79,7.29,99.983,86.407,3009.5,0.84,3.363,84,False,False,variable_mild,69.32,97.16,65,0,0,0,steam,none,49.23,10.68,1.069,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-02T23:49:27,66,239.82,239.82,1.772,7.341,4.143,2.39,,,56.66,90.65,,62.32,28.33,45.37,14/12/10,156.7,0.45,19.5,3.4,,,,,61.76,25.465,90.02,60.91,,0.041,0.0291,146.58,1.0,normal,0.00258221,0.0,False,fatigue_spalling,none,A_healthy,0.0111,0.013,1.533,,41.23,153.19,21457.18,25141.19,16341.78,33940.61,kalman_filter,-3684.02,4505.21,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-10T18:25:17,2004-03-11T09:50:22,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,21417.16,4284.58,31.24,42734.79,15.96,99.963,84.196,3009.5,0.84,1.004,84,False,False,variable_mild,57.38,73.96,66,0,0,0,oil_hydraulic,particulate_severe,37.68,4.72,2.034,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-03T03:24:13,67,243.4,243.4,1.881,4.732,2.515,3.058,,,64.0,94.72,,62.32,32.4,44.99,14/12/10,74.5,0.373,19.6,3.6,,,,,60.96,24.33,87.75,65.28,,0.521,0.0718,7.45,0.9913,normal,-0.00174282,0.0524,False,fatigue_spalling,none,A_healthy,0.0112,0.0147,1.736,,272.18,149.04,21453.6,17130.63,11134.91,23126.36,particle_filter,4322.96,4788.05,4514.0,0.0,0.0002,0.0038,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-09-25T00:43:13,2003-06-01T20:26:31,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,38843.6,4284.58,49.56,42734.79,7.1,99.983,89.909,3009.5,0.84,4.307,84,False,False,variable_mild,75.77,78.89,67,0,0,0,steam,particulate_mild,21.54,82.46,0.333,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-03T06:58:59,68,246.98,246.98,2.022,8.231,4.071,2.944,,,61.02,91.0,,62.32,28.68,46.68,13/11/9,65.9,0.352,66.9,8.7,,,,,61.14,23.26,90.31,64.53,,0.669,0.0432,103.42,0.992,normal,-0.00112769,0.0089,False,fatigue_spalling,none,A_healthy,0.0114,0.0031,1.55,,91.13,155.01,21450.02,23168.17,15059.31,31277.03,particle_filter,-1718.16,1452.55,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-28T23:04:10,2004-01-01T19:55:48,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,28138.82,4284.58,57.31,42734.79,7.19,99.983,86.639,3009.5,0.84,3.478,84,False,False,variable_mild,51.33,82.58,68,0,0,1,oil_hydraulic,particulate_mild,64.62,82.53,1.454,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-03T10:33:45,69,250.56,250.56,1.952,6.474,3.316,2.953,,,63.52,90.95,,62.32,28.63,45.57,14/12/10,71.9,0.488,9.1,1.4,,,,,61.35,24.816,89.63,65.11,,0.14,0.0556,88.52,0.9906,normal,0.00132529,0.0,False,fatigue_spalling,none,A_healthy,0.0115,0.0143,1.548,,148.78,155.79,21446.44,19087.96,12407.18,25768.75,lstm_sequence,2358.48,3023.53,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-05T02:32:37,2003-08-10T11:19:50,mixed,False,apprentice,False,87.0,,,none,none,85691.59,25638804.63,30176.14,4284.58,25.18,42734.79,17.3,99.96,83.646,3009.5,0.84,6.966,84,False,False,variable_mild,68.62,91.04,69,0,0,0,oil_process,particulate_mild,28.49,85.95,0.42,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-03T14:08:31,70,254.14,254.14,2.219,7.682,3.462,2.865,,,61.07,96.23,,62.32,33.91,45.92,13/11/9,66.3,0.429,61.0,15.6,,,,,61.69,24.035,91.26,67.29,,0.184,0.0084,92.63,1.0,normal,0.00060489,0.0264,False,fatigue_spalling,none,A_healthy,0.0117,0.0,1.811,,51.24,149.89,21442.86,25280.64,16432.41,34128.86,xgboost_gradient,-3837.78,4430.25,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-14T06:27:38,2004-03-16T22:41:02,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,19510.12,4284.58,28.7,42734.79,17.17,99.96,81.701,3009.5,0.84,3.54,84,False,False,variable_mild,65.47,94.37,70,0,0,0,water,particulate_severe,64.71,27.56,2.224,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-03T17:43:17,71,257.72,257.72,2.023,6.407,3.166,3.26,,,64.46,91.29,,62.32,28.97,46.82,13/11/9,121.3,0.316,13.1,2.8,,,,,61.63,25.502,88.54,63.14,,1.738,0.0121,35.29,1.0,normal,0.0,0.015,False,fatigue_spalling,none,A_healthy,0.0119,0.0,1.564,,264.92,141.87,21439.28,19021.6,12364.04,25679.16,xgboost_gradient,2417.68,1963.41,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-04T00:31:13,2003-08-08T10:04:46,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,38614.2,4284.58,48.98,42734.79,18.23,99.957,87.669,3009.5,0.84,3.23,84,False,False,variable_mild,61.26,84.08,71,0,0,1,oil_process,none,62.45,98.44,2.913,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-03T21:18:03,72,261.3,261.3,1.846,6.639,3.597,2.8,,,59.15,97.23,,62.32,34.91,45.27,14/12/10,85.9,0.475,9.1,1.6,,,,,62.71,25.575,89.84,67.7,,0.387,0.2651,180.29,1.0,normal,0.00174282,0.0152,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.012,0.0023,1.862,,190.93,138.16,21435.7,18203.32,11832.16,24574.48,particle_filter,3232.38,3636.85,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-18T02:57:38,2003-07-10T14:07:21,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,22560.92,4284.58,23.54,42734.79,13.24,99.969,86.487,3009.5,0.84,5.65,84,False,False,variable_mild,65.03,88.89,72,0,0,1,oil_hydraulic,particulate_mild,37.43,5.23,1.028,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T00:52:50,73,264.88,264.88,1.925,7.707,4.004,2.956,,,54.63,89.14,,62.32,26.82,48.39,14/12/10,80.6,0.388,47.6,13.2,,,,,62.85,25.58,89.59,64.05,,0.319,0.0307,58.77,1.0,normal,0.00159383,0.0259,False,fatigue_spalling,none,A_healthy,0.0122,0.0094,1.457,,113.29,137.75,21432.12,22229.52,14449.19,30009.85,physics_informed_nn,-797.4,1032.24,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-10T03:38:22,2003-11-30T07:58:15,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,39995.2,4284.58,55.96,42734.79,23.66,99.945,82.94,3009.5,0.84,2.793,84,False,False,variable_mild,55.02,80.69,73,0,0,0,oil_hydraulic,particulate_mild,24.46,18.71,3.938,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T04:27:36,74,268.46,268.46,1.935,4.868,2.516,3.62,,,55.56,92.2,,62.32,29.88,45.87,14/12/10,115.9,0.362,19.5,5.6,,,,,60.66,23.423,88.71,61.57,,0.721,0.0243,125.02,0.9817,normal,-0.00176694,0.0,False,fatigue_spalling,none,A_healthy,0.0124,0.0,1.61,,262.68,140.78,21428.54,19418.83,12622.24,26215.42,lstm_sequence,2009.71,2045.26,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-12T17:52:23,2003-08-22T22:27:45,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,35306.11,4284.58,44.21,42734.79,5.27,99.988,81.396,3009.5,0.84,2.722,84,False,False,variable_mild,53.71,80.11,74,0,0,0,water,water_ingress,55.96,64.17,0.812,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T08:02:22,75,272.04,272.04,1.917,8.781,4.581,2.952,,,66.69,91.5,,62.32,29.18,46.76,15/13/11,107.6,0.372,68.2,8.6,,,,,62.33,25.759,88.04,65.49,,2.193,0.0039,140.81,0.9833,normal,-0.00333135,0.0614,False,fatigue_spalling,none,A_healthy,0.0125,0.0003,1.575,,172.58,149.77,21424.96,19204.03,12482.62,25925.44,physics_informed_nn,2220.93,2815.08,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-08T10:03:19,2003-08-15T11:28:00,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,39301.54,4284.58,33.31,42734.79,9.72,99.977,82.69,3009.5,0.84,6.877,84,False,False,variable_mild,67.96,92.4,75,0,0,0,water,none,20.07,0.53,0.324,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T11:37:08,76,275.62,275.62,1.858,5.777,3.109,3.176,,,59.65,93.55,,62.32,31.23,47.23,14/12/10,67.3,0.324,30.6,8.2,,,,,60.6,24.53,89.32,63.67,,0.626,0.0221,3.36,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0127,0.0052,1.677,,37.26,162.62,21421.38,24002.42,15601.57,32403.26,kalman_filter,-2581.03,2300.23,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-16T12:49:35,2004-02-01T13:40:18,mixed,False,specialist,False,79.0,,,none,none,85691.59,25638804.63,41713.4,4284.58,27.72,42734.79,18.03,99.958,80.956,3009.5,0.84,2.074,84,False,False,variable_mild,64.44,96.82,76,0,0,0,water,none,87.58,193.26,2.252,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T15:11:54,77,279.2,279.2,2.381,8.893,3.734,3.129,,,63.53,91.07,,62.32,28.75,46.88,14/12/10,127.4,0.474,55.6,12.3,,,,,62.54,23.851,90.27,70.51,,3.123,0.0376,18.27,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0129,0.0006,1.553,,118.94,155.36,21417.8,18907.15,12289.65,25524.65,kalman_filter,2510.65,2455.43,4514.0,0.0,0.0002,0.0039,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-02T12:46:25,2003-08-05T06:16:34,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,22324.64,4284.58,28.33,42734.79,14.67,99.966,87.709,3009.5,0.84,7.308,84,False,False,variable_mild,57.41,82.19,77,0,0,0,steam,none,48.54,99.49,0.277,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T18:46:40,78,282.78,282.78,2.095,5.733,2.736,3.09,,,55.9,94.43,,62.32,32.11,46.55,14/12/10,56.1,0.531,23.9,7.0,,,,,62.21,24.717,89.89,63.13,,0.066,0.037,49.77,1.0,normal,0.0,0.0109,False,fatigue_spalling,none,A_healthy,0.013,0.0,1.722,,29.33,139.2,21414.22,23600.25,15340.17,31860.34,physics_informed_nn,-2186.03,2425.14,4514.0,0.0,0.0002,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-08T10:54:18,2004-01-18T14:59:38,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,13414.73,4284.58,58.4,42734.79,21.22,99.95,87.638,3009.5,0.84,5.199,84,False,False,variable_mild,73.5,65.61,78,0,0,1,oil_hydraulic,chemical_contamination,50.12,43.97,3.59,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-04T22:21:26,79,286.36,286.36,1.779,4.477,2.517,3.073,,,59.53,92.58,,62.32,30.26,45.97,13/11/9,92.0,0.411,41.9,7.9,,,,,61.04,25.491,89.91,59.23,,0.129,0.0359,5.05,1.0,normal,0.00365074,0.0134,False,fatigue_spalling,cavitation,A_healthy,0.0132,0.0,1.629,,46.93,153.26,21410.64,24452.15,15893.9,33010.4,lstm_sequence,-3041.51,3908.64,4514.0,0.0,0.0002,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-26T08:25:58,2004-02-17T22:41:09,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,38374.11,4284.58,31.92,42734.79,28.04,99.934,83.333,3009.5,0.84,4.745,84,False,False,variable_mild,57.31,80.54,79,0,0,0,oil_hydraulic,particulate_mild,59.35,20.74,2.497,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T01:56:12,80,289.94,289.94,2.032,6.229,3.065,2.978,,,62.46,92.36,,62.32,30.04,44.97,14/12/10,186.6,0.393,21.3,5.2,,,,,61.14,25.471,89.43,64.79,,1.159,0.0752,187.81,1.0,normal,0.00333135,0.0047,False,fatigue_spalling,none,A_healthy,0.0134,0.0025,1.618,,25.94,162.2,21407.06,18980.73,12337.47,25623.98,particle_filter,2426.33,2551.49,4514.0,0.0,0.0002,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-04T12:18:03,2003-08-08T07:33:21,mixed,False,journeyman,False,32.0,,,none,none,85691.59,25638804.63,22418.24,4284.58,22.45,42734.79,6.5,99.985,87.307,3009.5,0.84,1.534,84,False,False,variable_mild,65.21,103.05,80,0,0,2,gas_compressed_air,none,69.63,17.71,0.928,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T05:30:58,81,293.52,293.52,1.931,8.308,4.302,2.626,,,52.56,94.41,,62.32,32.09,45.94,14/12/10,203.4,0.392,12.3,2.4,,,,,62.14,24.297,90.53,64.41,,0.464,0.0016,162.8,1.0,normal,0.0,0.0063,False,fatigue_spalling,none,A_healthy,0.0135,0.022,1.72,,90.17,165.1,21403.48,19916.07,12945.44,26886.69,particle_filter,1487.42,1505.97,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-24T03:33:01,2003-09-10T14:10:27,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,35213.06,4284.58,36.82,42734.79,12.49,99.971,83.419,3009.5,0.84,7.223,84,False,False,variable_mild,59.08,76.79,81,0,0,1,gas_compressed_air,none,67.46,28.97,0.139,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T09:05:44,82,297.1,297.1,1.817,5.332,2.934,2.942,,,59.95,98.68,,62.32,36.36,45.51,13/11/9,89.0,0.353,12.7,3.3,,,,,61.46,23.493,90.17,67.35,,0.563,0.1234,252.78,0.9986,normal,-0.00027873,0.0,False,fatigue_spalling,none,A_healthy,0.0137,0.0144,1.934,,74.88,152.96,21399.9,19029.41,12369.12,25689.7,lstm_sequence,2370.49,2286.9,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-05T19:48:02,2003-08-10T08:05:38,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,29195.27,4284.58,53.88,42734.79,5.12,99.988,81.947,3009.5,0.84,6.344,84,False,False,variable_mild,75.42,91.59,82,0,0,0,gas_compressed_air,none,35.79,124.46,0.869,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T12:40:30,83,300.68,300.68,1.727,7.684,4.449,2.813,,,58.99,90.98,,62.32,28.66,49.37,14/12/10,259.5,0.388,85.1,12.3,,,,,61.72,24.589,88.31,65.56,,0.446,0.0463,18.79,0.9873,normal,-0.00253201,0.0,False,fatigue_spalling,none,A_healthy,0.0139,0.0,1.549,,317.18,139.89,21396.32,22926.51,14902.23,30950.79,physics_informed_nn,-1530.19,1537.86,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-26T03:55:51,2003-12-26T12:12:35,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,21053.25,4284.58,28.76,42734.79,5.83,99.986,89.047,3009.5,0.84,6.501,84,False,False,variable_mild,63.22,70.03,83,0,0,1,steam,none,21.28,162.13,0.15,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T16:15:16,84,304.25,304.25,2.276,9.745,4.281,2.599,,,64.82,94.0,,62.32,31.69,46.63,13/11/9,140.3,0.314,12.1,1.8,,,,,60.84,24.908,90.85,63.91,,0.644,0.0054,12.02,0.9969,normal,-0.00062589,0.0106,False,fatigue_spalling,abrasive_wear,A_healthy,0.014,0.0,1.7,,114.91,136.55,21392.75,24754.25,16090.26,33418.24,physics_informed_nn,-3361.5,4175.13,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-05T09:22:47,2004-02-29T09:22:02,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,19599.0,4284.58,59.16,42734.79,9.97,99.977,88.631,3009.5,0.84,1.956,84,False,False,variable_mild,55.36,93.6,84,0,0,0,none,water_ingress,80.71,70.74,1.585,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T19:50:02,85,307.83,307.83,2.272,9.283,4.086,2.766,,,61.86,92.31,,62.32,29.99,47.32,12/10/8,64.3,0.32,26.6,4.9,,,,,63.1,24.508,87.63,63.41,,0.397,0.0597,6.27,1.0,normal,0.0,0.0053,False,fatigue_spalling,none,A_healthy,0.0142,0.0,1.616,,199.7,127.15,21389.17,18027.69,11718.0,24337.38,physics_informed_nn,3361.47,3591.49,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-16T09:40:46,2003-07-06T07:22:17,mixed,False,master_technician,False,49.0,,,none,none,85691.59,25638804.63,21498.19,4284.58,33.1,42734.79,18.59,99.957,79.939,3009.5,0.84,6.11,84,False,False,variable_mild,59.75,84.96,85,0,0,0,oil_hydraulic,none,36.16,36.8,3.237,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-05T23:24:49,86,311.41,311.41,1.866,7.025,3.765,2.895,,,62.7,90.63,,62.32,28.32,48.98,14/12/10,152.0,0.391,74.0,16.6,,,,,61.82,24.586,90.04,62.73,,0.091,0.0369,26.13,0.9904,normal,-0.00191543,0.0695,False,fatigue_spalling,none,A_healthy,0.0144,0.0103,1.532,,270.28,152.31,21385.59,23208.48,15085.51,31331.45,kalman_filter,-1822.9,1577.99,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-01T11:39:17,2004-01-05T22:37:25,mixed,False,apprentice,False,67.0,,,none,none,85691.59,25638804.63,19578.57,4284.58,24.71,42734.79,5.03,99.988,88.761,3009.5,0.84,5.377,84,False,False,variable_mild,53.21,101.4,86,0,0,0,oil_hydraulic,none,75.03,77.47,5.574,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-06T02:59:35,87,314.99,314.99,2.169,5.435,2.505,2.945,,,63.86,95.04,,62.32,32.72,44.39,13/11/9,63.9,0.441,14.9,4.0,,,,,62.26,25.236,88.63,69.78,,0.873,0.0087,56.23,1.0,normal,0.00027873,0.0,False,fatigue_spalling,none,A_healthy,0.0145,0.001,1.752,,9.45,125.3,21382.01,18394.23,11956.25,24832.21,lstm_sequence,2987.78,2700.04,4514.0,0.0,0.0003,0.004,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-24T08:06:23,2003-07-19T14:05:10,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,19534.71,4284.58,53.05,42734.79,13.2,99.969,84.284,3009.5,0.84,7.602,84,False,False,variable_mild,70.67,75.11,87,0,0,0,oil_process,none,24.24,9.64,4.134,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-06T06:34:21,88,318.57,318.57,2.038,6.208,3.046,2.624,,,63.09,94.33,,62.32,32.01,46.42,13/11/9,56.5,0.344,9.2,2.6,,,,,62.09,23.812,89.66,68.1,,1.212,0.0785,565.77,1.0,normal,0.00253201,0.0233,False,fatigue_spalling,adhesive_wear,A_healthy,0.0147,0.0098,1.716,,137.63,133.9,21378.43,22759.07,14793.4,30724.75,particle_filter,-1380.64,1587.44,4514.0,0.0,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-23T10:06:31,2003-12-21T07:47:02,mixed,False,journeyman,True,,,,none,none,85691.59,25638804.63,14899.47,4284.58,31.19,42734.79,4.74,99.989,85.919,3009.5,0.84,3.926,84,False,False,variable_mild,61.22,68.05,88,0,0,0,steam,none,54.28,89.31,0.784,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-06T10:09:07,89,322.15,322.15,2.005,5.713,2.85,3.381,,,61.57,94.6,,62.32,32.28,44.89,14/12/10,50.6,0.323,16.1,2.7,,,,,61.75,24.022,91.75,65.4,,0.611,0.125,45.15,1.0,normal,0.00062589,0.0527,False,fatigue_spalling,none,A_healthy,0.0148,0.0,1.73,,84.93,142.39,21374.85,18360.8,11934.52,24787.08,lstm_sequence,3014.05,2569.52,4514.0,0.0,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-23T22:33:07,2003-07-18T16:49:55,mixed,False,apprentice,False,83.0,,,none,none,85691.59,25638804.63,35382.81,4284.58,46.83,42734.79,7.17,99.983,83.68,3009.5,0.84,1.148,84,False,False,variable_mild,64.34,88.47,89,0,0,1,none,none,57.18,45.04,0.374,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-06T13:43:53,90,325.73,325.73,1.945,8.291,4.264,3.229,,,57.93,92.02,,62.32,29.7,48.35,14/12/10,70.8,0.386,15.9,4.2,,,,,61.0,24.706,89.13,69.95,,1.344,0.0365,172.15,0.9973,normal,-0.00053488,0.0,False,fatigue_spalling,none,A_healthy,0.015,0.0,1.601,,270.4,158.12,21371.27,18804.76,12223.1,25386.43,weibull_regression,2566.5,2676.11,4514.0,0.0,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-02T08:06:48,2003-08-03T13:46:50,mixed,False,specialist,False,69.0,,,none,none,85691.59,25638804.63,34773.09,4284.58,20.45,42734.79,12.15,99.972,85.716,3009.5,0.84,7.541,84,False,False,variable_mild,61.09,85.91,90,0,0,3,oil_process,particulate_mild,62.07,40.66,2.359,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-06T17:18:39,91,329.31,329.31,2.186,5.869,2.685,2.849,,,59.92,92.56,,62.32,30.24,45.49,13/11/9,85.4,0.501,13.9,3.0,,,,,60.54,24.038,89.8,60.55,,0.99,0.019,0.37,0.9991,normal,0.00174231,0.0519,False,fatigue_spalling,none,A_healthy,0.0152,0.0015,1.628,,57.77,148.05,21367.69,19322.79,12559.81,26085.77,particle_filter,2044.9,1850.51,4514.0,0.0,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-13T06:42:23,2003-08-22T01:40:59,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,24157.0,4284.58,34.7,42734.79,10.27,99.976,87.164,3009.5,0.84,2.408,84,False,False,variable_mild,57.05,84.85,91,0,0,0,oil_process,chemical_contamination,28.47,24.84,1.65,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-06T20:53:25,92,332.89,332.89,1.932,5.707,2.954,2.867,,,64.15,91.09,,62.32,28.77,46.64,13/11/9,169.1,0.304,11.8,1.8,,,,,60.97,24.941,89.54,66.72,,0.471,0.0607,77.8,0.9985,normal,-0.0002912,0.0,False,fatigue_spalling,imbalance_induced,A_healthy,0.0153,0.0162,1.555,,32.01,164.26,21364.11,18742.42,12182.57,25302.27,kalman_filter,2621.69,2617.5,4514.0,0.0,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-11-01T08:06:04,2003-08-01T15:56:55,mixed,False,apprentice,True,,,,none,none,85691.59,25638804.63,42484.88,4284.58,42.3,42734.79,17.7,99.959,84.683,3009.5,0.84,4.292,84,False,False,variable_mild,60.3,82.77,92,1,0,0,none,particulate_mild,50.06,83.0,2.153,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T00:28:11,93,336.47,336.47,1.91,7.158,3.747,3.076,,,62.41,96.32,,62.32,34.0,47.41,13/11/9,72.5,0.557,24.8,5.5,,,,,61.54,24.926,90.75,64.3,,1.186,0.0115,1.76,0.9893,normal,-0.00213687,0.0098,False,fatigue_spalling,none,A_healthy,0.0155,0.0,1.816,,158.51,157.97,21360.53,22456.53,14596.75,30316.32,xgboost_gradient,-1096.0,1091.08,4514.0,0.0001,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-17T20:44:11,2003-12-11T08:31:23,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,27977.59,4284.58,39.99,42734.79,12.2,99.971,78.839,3009.5,0.84,3.895,84,False,False,variable_mild,72.36,97.32,93,0,0,0,water,particulate_mild,65.1,11.26,4.256,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T04:02:57,94,340.05,340.05,2.201,6.43,2.922,2.559,,,55.49,94.6,,62.32,32.28,46.2,13/11/9,116.6,0.574,47.5,11.9,,,,,61.92,23.703,89.87,66.3,,0.226,0.0651,290.9,0.9813,normal,-0.00373027,0.039,False,fatigue_spalling,none,A_healthy,0.0157,0.0087,1.73,,229.92,142.84,21356.95,22819.65,14832.77,30806.52,lstm_sequence,-1462.7,1626.73,4514.0,0.0001,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-25T13:52:20,2003-12-24T08:44:53,mixed,False,master_technician,True,,,,none,none,85691.59,25638804.63,32662.85,4284.58,21.17,42734.79,18.81,99.956,87.261,3009.5,0.84,4.701,84,False,False,variable_mild,59.9,88.11,94,1,0,0,water,none,82.83,22.8,1.263,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T07:37:43,95,343.63,343.63,2.074,5.274,2.543,3.915,,,63.29,99.14,,62.32,36.82,45.4,13/11/9,85.4,0.38,14.7,4.1,,,,,62.56,25.554,88.35,64.89,,0.283,0.1158,164.26,0.9933,normal,-0.00081484,0.0519,False,fatigue_spalling,none,A_healthy,0.0158,0.0,1.957,,220.97,142.63,21353.37,18258.91,11868.29,24649.53,xgboost_gradient,3094.46,3891.88,4514.0,0.0001,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-22T17:05:05,2003-07-15T23:42:14,mixed,False,apprentice,False,26.0,,,none,none,85691.59,25638804.63,24593.59,4284.58,47.66,42734.79,18.72,99.956,86.452,3009.5,0.84,3.461,84,False,False,variable_mild,66.44,96.18,95,1,0,2,oil_hydraulic,none,73.87,8.08,2.921,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T11:12:29,96,347.21,347.21,2.085,5.968,2.862,3.287,,,56.15,91.58,,62.32,29.26,44.98,14/12/10,157.4,0.375,80.2,8.8,,,,,63.44,26.451,90.51,63.8,,0.164,0.003,394.19,0.9975,normal,-0.00031752,0.0518,False,fatigue_spalling,none,A_healthy,0.016,0.0065,1.579,,117.89,146.98,21349.79,23819.08,15482.4,32155.75,physics_informed_nn,-2469.28,2009.47,4514.0,0.0001,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-02-15T16:44:45,2004-01-29T01:25:20,mixed,False,oem_certified,True,,,,none,none,85691.59,25638804.63,12985.43,4284.58,59.47,42734.79,23.59,99.945,82.655,3009.5,0.84,2.322,84,False,False,variable_mild,53.18,85.28,96,0,0,0,oil_hydraulic,none,23.93,23.17,3.277,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T14:47:15,97,350.79,350.79,2.059,6.782,3.294,2.762,,,56.3,88.52,,62.32,26.2,43.81,14/12/10,50.4,0.311,9.5,1.7,,,,,63.22,25.017,90.92,63.32,,1.035,0.0223,18.82,1.0,normal,0.0002912,0.0,False,fatigue_spalling,none,A_healthy,0.0162,0.0,1.426,,83.69,143.36,21346.21,22664.37,14731.84,30596.89,weibull_regression,-1318.15,1175.65,4514.0,0.0001,0.0003,0.0041,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-01-22T18:58:13,2003-12-19T07:29:53,mixed,False,apprentice,True,,,,none,none,85691.59,25638804.63,20674.2,4284.58,57.28,42734.79,12.88,99.97,84.049,3009.5,0.84,7.893,84,False,False,variable_mild,48.05,96.33,97,0,0,0,oil_process,particulate_mild,68.94,98.75,3.64,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T18:22:02,98,354.37,354.37,1.893,7.785,4.113,2.727,,,65.05,91.06,,62.32,28.74,48.73,13/11/9,96.1,0.381,9.6,1.2,,,,,61.14,24.845,89.9,62.3,,0.97,0.0066,1.08,0.9888,normal,-0.00010026,0.0,False,fatigue_spalling,none,A_healthy,0.0163,0.0,1.553,,123.47,157.9,21342.63,25266.01,16422.91,34109.12,particle_filter,-3923.38,3652.61,4514.0,0.0001,0.0003,0.0042,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2003-03-18T03:22:27,2004-03-20T14:28:45,mixed,False,master_technician,False,33.0,,,none,none,85691.59,25638804.63,27965.52,4284.58,21.2,42734.79,11.94,99.972,82.39,3009.5,0.84,1.739,84,False,False,variable_mild,54.7,100.58,98,1,0,0,oil_hydraulic,none,81.11,128.59,6.465,,,standard
ASSET-000006,diesel_engine,high,CoreMech International,MDL-9797-D,2001-09-23,21697.0,1450.0,61.58141167667133,high_temperature_furnace,rail_transport,FAC-484,LINE-F,none,2001-10-07T21:56:48,99,357.95,357.95,2.112,9.468,4.484,2.636,,,56.15,91.39,,62.32,29.07,44.74,14/12/10,86.1,0.325,14.4,3.2,,,,,59.78,23.607,88.95,63.9,,0.365,0.1199,424.02,1.0,normal,0.00373027,0.0245,False,fatigue_spalling,none,A_healthy,0.0165,0.0,1.57,,14.7,139.35,21339.05,18102.73,11766.78,24438.69,kalman_filter,3236.32,3227.09,4514.0,0.0001,0.0003,0.0042,2.356,33449.0,1.0,1e-06,False,none,none,,,,,,2002-10-20T01:18:50,2003-07-11T01:16:16,mixed,False,specialist,True,,,,none,none,85691.59,25638804.63,29147.36,4284.58,43.85,42734.79,7.57,99.982,84.114,3009.5,0.84,6.512,84,False,False,variable_mild,54.27,89.21,99,1,0,0,steam,chemical_contamination,73.49,110.49,1.744,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-27T07:00:59,1,7.02,7.02,2.154,7.395,3.434,2.979,,,59.49,63.41,,32.97,30.44,47.94,15/13/11,140.4,0.549,133.9,26.6,,,,,62.14,24.155,90.51,66.9,,0.255,0.0978,142.48,1.0,normal,0.0,0.0269,False,contamination,none,A_healthy,0.0001,0.0066,1.0,,15.11,161.66,62480.98,72383.9,47049.54,97718.27,xgboost_gradient,-9902.92,10707.07,16070.0,0.0,0.0,0.0008,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-13T06:58:03,2015-09-03T21:20:00,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,98039.81,13252.05,43.9,60073.88,13.56,99.977,82.827,10713.4,1.28,3.109,128,False,False,constant,66.48,72.76,1,0,0,0,water,none,63.92,37.77,0.591,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-27T14:01:59,2,14.03,14.03,2.041,7.734,3.789,3.215,,,62.6,57.77,,32.97,24.8,46.04,13/11/9,51.6,0.923,22.9,5.4,,,,,64.92,25.785,88.96,66.18,,0.005,0.0703,250.07,1.0,normal,0.0,0.0126,False,contamination,none,A_healthy,0.0002,0.0,1.0,,133.89,138.23,62473.97,71217.65,46291.47,96143.83,lstm_sequence,-8743.68,9987.07,16070.0,0.0,0.0,0.0008,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-19T06:51:26,2015-07-24T21:02:03,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,75833.41,13252.05,54.75,60073.88,8.93,99.985,81.831,10713.4,1.28,1.877,128,False,False,constant,57.33,80.67,2,0,0,0,water,none,75.84,28.3,1.001,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-27T21:02:58,3,21.05,21.05,2.175,8.79,4.042,2.893,,,60.14,62.39,,32.97,29.41,47.4,13/11/9,102.8,0.424,52.2,5.6,,,,,61.81,25.34,89.23,66.68,,0.727,0.0614,42.16,0.9933,normal,-0.00223553,0.0187,False,contamination,none,A_healthy,0.0003,0.0054,1.0,,215.19,161.49,62466.95,56830.77,36940.0,76721.54,lstm_sequence,5636.18,5149.98,16070.0,0.0,0.0,0.0008,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-11-24T20:26:00,2014-03-02T15:12:07,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,81364.54,13252.05,59.46,60073.88,12.86,99.979,86.571,10713.4,1.28,5.997,128,False,False,constant,62.83,87.56,3,0,0,0,oil_process,none,57.05,88.6,0.172,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-28T04:03:58,4,28.07,28.07,2.085,8.731,4.188,3.113,,,60.99,64.32,,32.97,31.34,48.12,14/12/10,57.4,0.388,26.9,7.6,,,,,62.08,25.926,89.6,64.28,,0.307,0.0565,70.38,1.0,normal,0.0,0.0176,False,contamination,none,A_healthy,0.0004,0.0,1.0,,72.28,163.78,62459.93,72845.07,47349.3,98340.85,lstm_sequence,-10385.14,11470.95,16070.0,0.0,0.0,0.0008,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-23T18:36:09,2015-09-21T02:22:41,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,88348.35,13252.05,52.33,60073.88,11.08,99.982,83.081,10713.4,1.28,3.815,128,False,False,constant,58.06,82.1,4,0,0,0,oil_process,none,53.56,10.67,1.394,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-28T11:04:57,5,35.08,35.08,2.054,7.309,3.558,2.81,,,57.94,60.47,,32.97,27.49,46.4,15/13/11,75.4,0.511,37.3,4.2,,,,,63.02,24.195,89.36,63.02,,1.978,0.1316,18.59,0.9863,normal,-0.00274291,0.0661,False,contamination,erosion,A_healthy,0.0006,0.0045,1.0,,180.53,147.3,62452.92,50074.25,32548.26,67600.24,lstm_sequence,12378.67,10275.03,16070.0,0.0,0.0,0.0008,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-07-07T16:12:26,2013-07-06T22:11:41,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,77777.46,13252.05,40.52,60073.88,10.67,99.982,91.598,10713.4,1.28,7.021,128,False,False,constant,56.28,87.16,5,0,0,0,gas_compressed_air,particulate_mild,59.32,14.17,0.466,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-28T18:05:57,6,42.1,42.1,1.928,6.781,3.517,3.167,,,55.63,62.49,,32.97,29.52,48.63,14/12/10,92.2,0.369,19.3,3.1,,,,,63.01,24.684,91.09,69.93,,0.081,0.1171,46.85,0.9936,normal,-0.00128956,0.0263,False,contamination,none,A_healthy,0.0007,0.0,1.0,,147.05,153.83,62445.9,54623.87,35505.52,73742.23,weibull_regression,7822.03,6974.74,16070.0,0.0,0.0,0.0008,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-10T18:02:11,2013-12-15T08:23:33,mixed,False,oem_certified,False,49.0,,,none,none,265040.96,6395659.35,67563.43,13252.05,43.79,60073.88,11.12,99.981,80.529,10713.4,1.28,1.48,128,False,False,constant,62.95,90.77,6,0,0,0,oil_hydraulic,none,49.53,57.18,2.452,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-29T01:06:56,7,49.12,49.12,1.921,6.487,3.377,3.226,,,63.28,59.92,,32.97,26.94,43.17,14/12/10,61.8,0.337,10.3,1.7,,,,,62.69,24.137,88.37,60.95,,0.115,0.0157,589.43,1.0,normal,0.0,0.0307,False,contamination,none,A_healthy,0.0008,0.0,1.0,,30.63,139.3,62438.88,57232.41,37201.06,77263.75,physics_informed_nn,5206.48,4807.56,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-04T09:19:05,2014-03-18T00:39:36,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,59392.76,13252.05,22.23,60073.88,4.38,99.99,83.03,10713.4,1.28,1.201,128,False,False,constant,56.98,84.15,7,0,0,0,water,none,26.19,1.83,2.747,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-29T08:07:56,8,56.13,56.13,1.923,6.905,3.59,3.329,,,61.19,61.61,,32.97,28.64,43.75,12/10/8,68.1,0.33,7.5,1.3,,,,,63.27,26.39,90.33,64.55,,1.544,0.0116,139.44,0.9886,normal,-0.00094216,0.029,False,contamination,none,A_healthy,0.0009,0.0082,1.0,,180.0,164.93,62431.87,68648.4,44621.46,92675.35,lstm_sequence,-6216.54,7258.53,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-29T12:20:03,2015-04-26T15:16:32,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,66898.01,13252.05,38.38,60073.88,11.44,99.981,82.168,10713.4,1.28,1.547,128,False,False,constant,56.81,77.71,8,0,0,0,water,none,53.93,145.13,0.217,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-29T15:08:55,9,63.15,63.15,1.953,7.08,3.624,2.95,,,58.9,64.79,,32.97,31.82,47.09,14/12/10,145.3,0.346,40.1,7.3,,,,,62.04,26.051,88.76,65.53,,0.845,0.0465,17.31,0.9819,normal,-0.00362152,0.006,False,contamination,none,A_healthy,0.001,0.0076,1.0,,401.13,148.85,62424.85,74067.85,48144.1,99991.59,particle_filter,-11643.0,11636.4,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-11-19T17:04:21,2015-11-04T20:49:09,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,63126.23,13252.05,33.59,60073.88,12.56,99.979,83.965,10713.4,1.28,3.948,128,False,False,constant,63.59,79.5,9,0,0,0,gas_compressed_air,chemical_contamination,68.3,8.73,1.031,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-29T22:09:55,10,70.17,70.17,1.986,5.945,2.994,2.947,,,63.69,67.11,,32.97,34.14,45.75,14/12/10,96.0,0.386,47.6,8.8,,,,,63.09,25.639,88.88,65.13,,0.248,0.0517,124.6,0.9966,normal,0.00207267,0.03,False,contamination,none,A_healthy,0.0011,0.0084,1.0,,45.65,143.11,62417.83,52671.14,34236.24,71106.04,lstm_sequence,9746.69,7852.33,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-01T05:44:08,2013-10-08T08:38:06,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,100216.53,13252.05,57.84,60073.88,11.75,99.98,81.004,10713.4,1.28,6.612,128,False,False,constant,72.63,86.88,10,0,0,0,gas_compressed_air,particulate_mild,35.42,103.32,2.668,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-30T05:10:54,10,77.18,77.18,1.907,6.807,3.569,2.999,,,66.62,59.92,,32.97,26.95,46.56,14/12/10,109.0,0.354,10.7,1.4,,,,,61.81,25.533,90.59,63.02,,0.954,0.0761,51.68,1.0,normal,0.00128956,0.0035,False,contamination,none,A_healthy,0.0012,0.0,1.0,,53.45,150.46,62410.82,69162.1,44955.37,93368.84,xgboost_gradient,-6751.28,5964.37,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-10T02:13:55,2015-05-15T16:58:02,mixed,False,journeyman,False,18.0,,,none,none,265040.96,6395659.35,60421.87,13252.05,23.76,60073.88,8.03,99.987,77.539,10713.4,1.28,3.388,128,False,False,constant,52.07,86.91,10,0,0,0,water,none,55.43,84.92,0.68,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-30T12:11:54,12,84.2,84.2,2.084,6.125,2.94,3.34,,,57.34,63.43,,32.97,30.46,45.33,13/11/9,55.0,0.461,35.6,5.2,,,,,62.73,25.049,89.83,67.57,,0.62,0.0547,117.04,1.0,normal,0.0,0.0086,False,contamination,none,A_healthy,0.0013,0.0003,1.0,,50.61,145.39,62403.8,65400.0,42510.0,88290.0,physics_informed_nn,-2996.2,3020.66,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-05-24T00:11:53,2015-01-02T18:11:52,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,82728.56,13252.05,20.31,60073.88,22.48,99.963,82.719,10713.4,1.28,7.508,128,False,False,constant,63.48,74.48,12,0,0,0,oil_process,chemical_contamination,28.04,64.28,2.556,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-30T19:12:53,13,91.21,91.21,1.823,6.941,3.808,3.014,,,57.75,60.64,,32.97,27.67,48.23,13/11/9,62.0,0.533,17.9,3.8,,,,,60.92,23.939,90.9,68.06,,0.489,0.1011,247.71,0.9925,normal,0.00078137,0.0061,False,contamination,none,A_healthy,0.0015,0.0,1.0,,168.78,134.28,62396.79,57054.53,37085.44,77023.61,physics_informed_nn,5342.26,5624.73,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-02T10:28:45,2014-03-13T11:33:51,mixed,False,journeyman,False,45.0,,,none,none,265040.96,6395659.35,72915.91,13252.05,28.55,60073.88,8.66,99.986,85.674,10713.4,1.28,3.986,128,False,False,constant,53.29,89.27,13,0,0,0,oil_process,chemical_contamination,89.33,124.26,1.548,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-31T02:13:53,14,98.23,98.23,1.765,4.992,2.828,3.798,,,59.26,67.38,,32.97,34.41,45.13,15/13/11,70.3,0.576,15.2,2.2,,,,,62.63,26.011,89.81,66.11,,0.755,0.0563,231.08,0.9929,normal,0.00220038,0.0268,False,contamination,none,A_healthy,0.0016,0.0,1.0,,185.84,137.78,62389.77,50860.69,33059.45,68661.93,physics_informed_nn,11529.08,10904.17,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-07-26T16:34:39,2013-08-06T09:49:12,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,125979.03,13252.05,25.39,60073.88,13.23,99.978,90.683,10713.4,1.28,6.597,128,False,False,constant,67.6,89.95,14,0,0,0,gas_compressed_air,none,33.74,28.3,1.296,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-31T09:14:52,15,105.25,105.25,1.854,5.619,3.031,3.365,,,57.0,64.29,,32.97,31.32,43.46,13/11/9,97.8,0.33,37.9,10.3,,,,,64.14,26.495,89.54,62.36,,0.368,0.0239,242.51,1.0,normal,0.00067024,0.0236,False,contamination,none,A_healthy,0.0017,0.0,1.0,,44.11,145.3,62382.75,65923.53,42850.3,88996.77,kalman_filter,-3540.78,3624.17,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-04T19:00:53,2015-01-22T04:15:05,mixed,False,oem_certified,True,,,,none,none,265040.96,6395659.35,41034.24,13252.05,36.82,60073.88,13.19,99.978,81.989,10713.4,1.28,5.086,128,False,False,constant,70.63,81.61,15,0,0,0,gas_compressed_air,particulate_mild,35.03,73.56,0.078,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-31T16:15:52,16,112.26,112.26,1.644,5.899,3.589,2.7,,,59.58,60.72,,32.97,27.74,47.2,14/12/10,59.9,0.413,55.1,6.9,,,,,62.12,24.685,90.34,69.89,,1.471,0.1278,43.48,1.0,normal,0.0,0.0195,False,contamination,none,A_healthy,0.0018,0.0,1.0,,80.73,156.45,62375.74,58891.67,38279.59,79503.76,physics_informed_nn,3484.06,3019.7,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-01-10T14:06:04,2014-05-18T10:11:13,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,58453.85,13252.05,57.03,60073.88,12.08,99.98,79.819,10713.4,1.28,1.672,128,False,False,constant,62.37,86.12,16,0,0,0,water,none,86.96,70.74,2.838,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-08-31T23:16:51,17,119.28,119.28,1.982,6.168,3.112,3.587,,,63.47,63.74,,32.97,30.76,46.93,13/11/9,90.6,0.321,28.2,3.2,,,,,61.74,24.119,91.25,64.59,,0.221,0.0665,26.17,1.0,normal,0.0,0.0555,False,contamination,none,A_healthy,0.0019,0.0,1.0,,30.3,130.95,62368.72,71314.06,46354.14,96273.98,particle_filter,-8945.34,7643.29,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-25T16:18:39,2015-08-01T16:13:54,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,129830.82,13252.05,42.22,60073.88,9.75,99.984,81.75,10713.4,1.28,5.381,128,False,False,constant,67.3,92.9,17,0,0,0,oil_hydraulic,none,54.91,42.31,2.894,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-01T06:17:51,18,126.3,126.3,1.961,6.428,3.278,3.143,,,57.53,59.59,,32.97,26.61,46.37,14/12/10,83.5,0.345,31.3,8.2,,,,,63.22,25.236,90.34,60.3,,0.766,0.017,131.64,1.0,normal,0.00150211,0.0,False,contamination,none,A_healthy,0.002,0.0033,1.0,,5.8,144.42,62361.7,69044.26,44878.77,93209.76,lstm_sequence,-6682.56,6117.08,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-09T16:25:47,2015-05-13T13:55:20,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,129217.14,13252.05,38.05,60073.88,8.59,99.986,81.838,10713.4,1.28,6.449,128,False,False,constant,58.17,77.01,18,0,0,0,oil_hydraulic,water_ingress,34.0,83.01,2.804,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-01T13:18:50,19,133.31,133.31,1.84,4.788,2.602,2.926,,,64.39,60.86,,32.97,27.89,43.81,14/12/10,53.8,0.329,6.6,1.6,,,,,62.71,25.762,90.63,66.74,,0.769,0.0074,0.27,0.9988,normal,0.00117815,0.0013,False,contamination,none,A_healthy,0.0021,0.0194,1.0,,287.14,140.1,62354.69,55332.44,35966.09,74698.8,lstm_sequence,7022.24,8168.2,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-29T07:32:05,2014-01-13T05:53:22,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,121960.81,13252.05,27.67,60073.88,8.32,99.986,87.992,10713.4,1.28,2.935,128,False,False,constant,59.5,77.29,19,0,0,0,oil_process,particulate_severe,23.15,2.98,0.598,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-01T20:19:50,20,140.33,140.33,2.073,7.16,3.453,2.954,,,58.95,69.42,,32.97,36.44,46.08,14/12/10,55.5,0.311,37.7,5.5,,,,,62.74,25.236,92.17,63.91,,0.164,0.0086,83.53,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0022,0.0008,1.0,,4.41,146.61,62347.67,68950.62,44817.9,93083.34,physics_informed_nn,-6602.95,6763.12,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-08T07:38:25,2015-05-10T20:21:26,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,120529.46,13252.05,29.52,60073.88,15.46,99.974,85.602,10713.4,1.28,1.891,128,False,False,constant,78.8,99.88,20,0,0,0,water,none,36.24,2.29,7.294,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-02T03:20:49,21,147.35,147.35,2.166,8.87,4.096,2.698,,,67.01,66.37,,32.97,33.4,43.77,14/12/10,302.6,0.322,22.2,2.9,,,,,63.57,25.276,90.15,63.87,,0.553,0.0261,35.04,0.9916,normal,-0.00168664,0.0296,False,contamination,none,A_healthy,0.0024,0.0,1.0,,169.52,149.25,62340.65,54129.04,35183.88,73074.21,physics_informed_nn,8211.61,7359.92,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-04T19:52:04,2013-12-02T05:01:57,mixed,False,oem_certified,True,,,,none,none,265040.96,6395659.35,110733.87,13252.05,53.16,60073.88,4.66,99.99,80.957,10713.4,1.28,1.085,128,False,False,constant,66.86,89.49,21,0,0,0,steam,none,39.91,36.46,0.605,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-02T10:21:49,22,154.36,154.36,2.162,9.793,4.53,3.051,,,63.58,68.4,,32.97,35.43,44.23,14/12/10,120.6,0.468,54.2,11.3,,,,,63.46,24.94,88.82,64.62,,0.565,0.003,63.65,0.9858,normal,-0.0028445,0.0021,False,contamination,none,A_healthy,0.0025,0.0,1.0,,158.41,151.72,62333.64,72332.17,47015.91,97648.43,particle_filter,-9998.53,12040.55,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-18T08:26:51,2015-09-08T04:42:22,mixed,False,oem_certified,True,,,,none,none,265040.96,6395659.35,46153.03,13252.05,31.22,60073.88,19.7,99.967,89.416,10713.4,1.28,6.459,128,False,False,constant,71.52,79.85,22,0,0,0,oil_process,none,40.63,72.79,2.617,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-02T17:22:48,23,161.38,161.38,1.84,7.445,4.046,2.956,,,62.01,62.7,,32.97,29.73,47.25,14/12/10,68.7,0.366,8.8,1.1,,,,,61.89,24.569,89.88,62.85,,0.334,0.0032,130.62,0.9899,normal,-0.00201621,0.0282,False,contamination,none,A_healthy,0.0026,0.0,1.0,,237.01,142.82,62326.62,51822.05,33684.33,69959.76,physics_informed_nn,10504.57,11222.4,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-08-18T08:24:12,2013-09-12T02:07:10,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,114136.11,13252.05,41.79,60073.88,7.4,99.988,85.94,10713.4,1.28,5.808,128,False,False,constant,50.51,98.41,23,0,0,0,none,particulate_severe,57.23,116.63,2.998,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-03T00:23:48,24,168.4,168.4,1.907,5.581,2.927,3.324,,,62.24,60.64,,32.97,27.66,45.86,13/11/9,63.7,0.386,12.1,2.3,,,,,61.46,25.446,91.19,67.4,,0.013,0.0656,8.9,1.0,normal,0.00024299,0.0,False,contamination,none,A_healthy,0.0027,0.0144,1.0,,54.12,148.53,62319.6,72581.42,47177.92,97984.91,kalman_filter,-10261.81,12358.43,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-24T03:06:20,2015-09-17T14:36:07,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,113595.37,13252.05,36.51,60073.88,6.7,99.989,87.254,10713.4,1.28,7.357,128,False,False,constant,62.56,95.24,24,0,0,0,gas_compressed_air,none,86.51,22.51,6.549,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-03T07:24:48,25,175.41,175.41,2.153,6.348,2.948,3.222,,,57.5,63.38,,32.97,30.41,45.78,13/11/9,55.3,0.393,43.1,9.8,,,,,62.55,26.073,90.46,64.55,,0.542,0.0132,390.0,1.0,normal,0.0,0.0004,False,contamination,none,A_healthy,0.0028,0.0,1.0,,28.41,164.65,62312.59,67006.74,43554.38,90459.1,weibull_regression,-4694.15,4375.48,16070.0,0.0,0.0,0.0009,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-30T06:47:01,2015-03-04T11:08:34,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,97015.64,13252.05,57.45,60073.88,6.75,99.989,86.133,10713.4,1.28,1.33,128,False,False,constant,61.05,88.91,25,0,0,0,oil_hydraulic,chemical_contamination,30.92,18.6,0.911,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-03T14:25:47,26,182.43,182.43,2.016,8.885,4.408,2.925,,,58.03,64.07,,32.97,31.09,45.32,13/11/9,115.4,0.315,47.8,12.8,,,,,63.12,25.337,89.18,67.76,,0.614,0.0268,2.26,0.999,normal,0.00148251,0.0,False,contamination,none,A_healthy,0.0029,0.0,1.0,,27.45,168.32,62305.57,70058.41,45537.97,94578.86,xgboost_gradient,-7752.84,7990.08,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-02T03:38:13,2015-06-20T20:04:56,mixed,False,apprentice,True,,,,none,none,265040.96,6395659.35,63818.04,13252.05,49.26,60073.88,6.0,99.99,82.316,10713.4,1.28,5.193,128,False,False,constant,56.33,68.23,26,0,0,0,water,chemical_contamination,49.44,16.47,2.321,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-03T21:26:47,27,189.45,189.45,2.005,8.502,4.241,3.147,,,60.77,64.64,,32.97,31.67,47.66,14/12/10,63.5,1.091,50.0,9.2,,,,,62.86,25.497,91.53,67.09,,0.138,0.1214,49.77,0.9942,normal,0.0016796,0.0582,False,contamination,none,A_healthy,0.003,0.0054,1.0,,69.54,153.87,62298.55,52953.13,34419.53,71486.72,physics_informed_nn,9345.42,10685.02,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-12T02:00:38,2013-10-23T07:36:20,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,81288.84,13252.05,20.91,60073.88,7.5,99.988,86.364,10713.4,1.28,3.206,128,False,False,constant,63.0,81.75,27,0,0,0,steam,particulate_mild,26.94,70.17,0.198,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-04T04:27:46,28,196.46,196.46,2.021,5.609,2.775,3.268,,,55.5,63.44,,32.97,30.46,47.07,13/11/9,154.4,0.44,60.3,14.6,,,,,62.64,25.273,89.93,62.08,,0.339,0.0096,55.12,1.0,normal,0.00201621,0.0126,False,contamination,none,A_healthy,0.0031,0.0,1.0,,48.85,133.81,62291.54,54668.75,35534.69,73802.82,lstm_sequence,7622.78,9579.19,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-18T02:50:24,2013-12-23T08:54:14,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,82205.99,13252.05,40.12,60073.88,6.3,99.99,91.209,10713.4,1.28,7.726,128,False,False,constant,69.46,84.45,28,0,0,0,oil_hydraulic,none,66.92,46.42,0.429,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-04T11:28:46,29,203.48,203.48,1.724,6.993,4.057,3.695,,,60.77,63.98,,32.97,31.01,48.39,13/11/9,73.5,0.368,23.7,5.0,,,,,63.67,25.398,90.68,66.25,,1.61,0.0122,54.68,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0033,0.0,1.0,,81.12,154.0,62284.52,51877.32,33720.26,70034.39,particle_filter,10407.2,10569.12,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-08-21T06:08:30,2013-09-15T19:12:20,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,75034.46,13252.05,52.44,60073.88,19.97,99.967,85.205,10713.4,1.28,7.687,128,False,False,constant,55.59,84.39,29,0,0,0,oil_process,particulate_severe,29.19,56.09,2.512,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-04T18:29:45,30,210.5,210.5,2.1,8.214,3.912,2.659,,,60.03,62.23,,32.97,29.26,44.79,15/13/11,75.2,0.476,7.4,1.9,,,,,61.98,24.635,90.23,61.22,,0.403,0.0528,47.83,0.9967,normal,-0.00066676,0.0,False,contamination,none,A_healthy,0.0034,0.0018,1.0,,556.95,144.29,62277.5,72679.04,47241.38,98116.71,lstm_sequence,-10401.54,12082.81,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-27T22:00:59,2015-09-22T19:40:51,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,59925.16,13252.05,23.0,60073.88,9.27,99.985,83.671,10713.4,1.28,2.747,128,False,False,constant,60.62,70.72,30,0,0,0,steam,particulate_mild,39.75,61.1,6.094,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-05T01:30:45,31,217.51,217.51,1.85,8.131,4.396,3.081,,,58.39,59.45,,32.97,26.48,48.28,13/11/9,86.3,0.365,74.2,12.2,,,,,63.69,25.891,91.27,61.17,,0.603,0.0318,34.6,0.9934,normal,-0.00112251,0.0,False,contamination,none,A_healthy,0.0035,0.0,1.0,,106.66,148.53,62270.49,53112.92,34523.39,71702.44,weibull_regression,9157.57,10836.53,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-16T13:58:12,2013-10-30T03:29:26,mixed,False,specialist,False,65.0,,,none,none,265040.96,6395659.35,102241.09,13252.05,21.13,60073.88,9.46,99.984,87.272,10713.4,1.28,3.914,128,False,False,constant,60.02,77.65,31,0,0,0,steam,particulate_severe,54.04,23.18,1.061,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-05T08:31:44,32,224.53,224.53,2.059,6.799,3.302,2.479,,,58.73,58.39,,32.97,25.41,47.94,13/11/9,172.7,0.379,13.4,2.3,,,,,61.93,25.053,90.88,65.74,,0.324,0.009,59.78,0.9952,normal,0.0001966,0.0,False,contamination,none,A_healthy,0.0036,0.0,1.0,,63.89,147.58,62263.47,67785.36,44060.48,91510.23,xgboost_gradient,-5521.89,6107.49,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-18T13:12:31,2015-04-03T02:05:03,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,117378.41,13252.05,27.25,60073.88,16.82,99.972,88.103,10713.4,1.28,6.35,128,False,False,constant,58.17,78.24,32,0,0,0,none,particulate_mild,80.67,36.36,2.694,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-05T15:32:44,33,231.55,231.55,2.196,6.372,2.901,3.619,,,59.73,61.69,,32.97,28.71,51.01,13/11/9,121.9,0.334,44.4,11.1,,,,,63.61,25.829,91.84,62.78,,0.119,0.0484,38.13,0.9964,normal,-0.00071386,0.0,False,contamination,imbalance_induced,A_healthy,0.0037,0.0,1.0,,35.7,154.74,62256.45,66532.99,43246.44,89819.54,kalman_filter,-4276.54,4290.43,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-22T18:02:27,2015-02-18T00:35:16,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,119916.41,13252.05,26.19,60073.88,20.83,99.965,84.752,10713.4,1.28,6.632,128,False,False,constant,53.16,87.02,33,0,0,0,oil_hydraulic,particulate_severe,22.13,36.93,0.314,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-05T22:33:43,34,238.56,238.56,2.064,8.997,4.359,3.172,,,61.44,60.67,,32.97,27.7,44.83,13/11/9,132.5,0.38,18.7,1.9,,,,,62.25,24.712,88.09,68.43,,0.034,0.0604,93.09,1.0,normal,0.0,0.0103,False,contamination,none,A_healthy,0.0038,0.0,1.0,,107.74,157.72,62249.44,68699.33,44654.56,92744.09,weibull_regression,-6449.89,6863.66,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-07T04:13:30,2015-05-06T00:59:20,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,48507.84,13252.05,44.57,60073.88,10.2,99.983,85.832,10713.4,1.28,4.863,128,False,False,constant,64.73,87.19,34,0,0,1,gas_compressed_air,particulate_severe,65.98,82.04,1.35,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-06T05:34:43,35,245.58,245.58,2.068,6.156,2.977,2.787,,,60.33,63.61,,32.97,30.63,44.42,13/11/9,125.7,0.353,25.1,4.3,,,,,63.65,24.197,89.29,68.74,,1.079,0.069,86.38,0.9799,normal,-0.00335775,0.0,False,contamination,fretting_corrosion,A_healthy,0.0039,0.0,1.0,,250.93,150.4,62242.42,51983.82,33789.48,70178.16,kalman_filter,10258.6,8215.47,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-08-25T05:29:18,2013-09-21T07:49:30,mixed,False,specialist,False,50.0,,,none,none,265040.96,6395659.35,117281.64,13252.05,26.43,60073.88,7.23,99.988,82.784,10713.4,1.28,1.154,128,False,False,constant,57.74,89.4,35,0,0,0,gas_compressed_air,chemical_contamination,89.0,190.29,1.817,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-06T12:35:42,36,252.6,252.6,1.675,7.476,4.464,2.752,,,55.02,64.73,,32.97,31.76,45.64,13/11/9,62.5,0.454,35.0,8.4,,,,,61.95,24.25,88.7,66.18,,0.258,0.022,56.8,0.997,normal,0.00073518,0.0,False,contamination,none,A_healthy,0.004,0.0,1.0,,178.84,136.31,62235.4,67406.21,43814.04,90998.39,kalman_filter,-5170.81,4152.21,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-11T19:42:06,2015-03-21T19:52:35,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,54163.09,13252.05,48.68,60073.88,6.19,99.99,83.298,10713.4,1.28,3.26,128,False,False,constant,70.29,92.9,36,0,0,1,none,none,37.94,23.55,0.661,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-06T19:36:42,37,259.61,259.61,1.956,6.827,3.491,3.049,,,58.81,63.14,,32.97,30.16,47.78,14/12/10,97.7,0.375,22.8,2.9,,,,,61.29,25.01,88.95,68.32,,0.299,0.0212,100.71,0.9976,normal,0.00048714,0.0296,False,contamination,imbalance_induced,A_healthy,0.0042,0.0031,1.0,,24.38,144.27,62228.39,55872.15,36316.9,75427.41,lstm_sequence,6356.23,5660.0,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-11-14T19:41:19,2014-02-06T14:56:33,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,68322.61,13252.05,40.89,60073.88,10.98,99.982,82.725,10713.4,1.28,7.341,128,False,False,constant,54.27,80.49,37,0,0,0,oil_hydraulic,particulate_mild,36.08,167.74,0.76,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-07T02:37:41,38,266.63,266.63,1.866,8.241,4.417,2.886,,,60.28,61.91,,32.97,28.94,43.58,14/12/10,188.5,0.375,54.6,12.0,,,,,62.41,25.598,90.15,62.85,,1.187,0.0684,89.12,0.9966,normal,2.563e-05,0.0117,False,contamination,none,A_healthy,0.0043,0.0,1.0,,57.15,155.46,62221.37,58556.23,38061.55,79050.92,physics_informed_nn,3665.14,4741.58,16070.0,0.0,0.0,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-01-10T00:44:42,2014-05-12T23:25:37,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,77577.67,13252.05,45.24,60073.88,20.87,99.965,82.752,10713.4,1.28,6.633,128,False,False,constant,69.74,86.4,38,0,0,0,gas_compressed_air,particulate_severe,28.84,21.98,5.682,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-07T09:38:41,39,273.64,273.64,1.93,8.688,4.502,2.905,,,64.61,67.07,,32.97,34.1,46.95,13/11/9,112.6,0.444,26.8,7.8,,,,,64.24,25.538,88.77,66.72,,0.267,0.018,9.6,0.9867,normal,-0.00265804,0.0175,False,contamination,none,A_healthy,0.0044,0.0101,1.0,,168.04,135.36,62214.36,52564.42,34166.87,70961.97,lstm_sequence,9649.94,8762.81,16070.0,0.0,0.0001,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-07T11:51:15,2013-10-13T01:24:03,mixed,False,apprentice,True,,,,none,none,265040.96,6395659.35,62924.76,13252.05,30.6,60073.88,14.93,99.975,91.186,10713.4,1.28,1.053,128,False,False,constant,70.07,82.33,39,0,0,0,oil_hydraulic,none,52.88,39.17,1.821,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-07T16:39:40,40,280.66,280.66,1.835,6.56,3.575,2.829,,,58.79,66.63,,32.97,33.66,46.35,13/11/9,162.4,0.39,14.0,3.5,,,,,64.88,26.268,92.08,61.27,,1.266,0.0183,130.19,0.9963,normal,0.00327482,0.0,False,contamination,none,A_healthy,0.0045,0.0188,1.0,,70.5,152.2,62207.34,71646.78,46570.41,96723.15,xgboost_gradient,-9439.44,11452.87,16070.0,0.0,0.0001,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-09T08:03:05,2015-08-20T04:25:27,mixed,False,oem_certified,True,,,,none,none,265040.96,6395659.35,119920.31,13252.05,39.94,60073.88,11.13,99.981,85.535,10713.4,1.28,4.409,128,False,False,constant,70.19,94.38,40,0,0,0,gas_compressed_air,particulate_mild,37.6,49.32,1.934,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-07T23:40:40,41,287.68,287.68,1.797,7.704,4.288,3.155,,,58.07,65.12,,32.97,32.15,46.33,14/12/10,62.4,0.334,11.4,3.0,,,,,62.09,26.048,90.89,63.85,,0.278,0.0606,10.47,0.9948,normal,-0.00044821,0.027,False,contamination,none,A_healthy,0.0046,0.0036,1.0,,66.89,150.01,62200.32,57262.95,37220.92,77304.99,lstm_sequence,4937.37,4046.47,16070.0,0.0,0.0001,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-14T23:09:15,2014-03-29T01:11:15,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,126292.06,13252.05,56.04,60073.88,16.4,99.973,83.926,10713.4,1.28,4.02,128,False,False,constant,59.37,79.06,41,0,0,0,oil_hydraulic,none,54.53,122.27,0.888,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-08T06:41:39,42,294.69,294.69,1.899,5.888,3.101,2.789,,,58.31,61.9,,32.97,28.93,43.7,14/12/10,55.2,0.302,14.5,3.3,,,,,63.13,26.228,90.4,65.93,,0.281,0.0111,1.66,1.0,normal,0.00048116,0.0,False,contamination,none,A_healthy,0.0047,0.0,1.0,,197.06,141.95,62193.31,52145.1,33894.32,70395.89,physics_informed_nn,10048.2,9468.06,16070.0,0.0,0.0001,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-08-30T15:14:43,2013-09-29T02:01:51,mixed,False,master_technician,False,21.0,,,none,none,265040.96,6395659.35,96339.63,13252.05,33.65,60073.88,12.01,99.98,87.275,10713.4,1.28,7.695,128,False,False,constant,61.7,89.04,42,0,0,0,water,none,32.48,159.46,4.392,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-08T13:42:39,43,301.71,301.71,1.906,7.044,3.696,2.785,,,58.96,63.77,,32.97,30.8,48.06,14/12/10,92.4,0.306,47.2,6.1,,,,,63.02,24.014,90.49,63.86,,0.278,0.0642,7.11,1.0,normal,0.00068823,0.0,False,contamination,none,A_healthy,0.0048,0.0015,1.0,,53.01,138.09,62186.29,65360.82,42484.54,88237.11,lstm_sequence,-3174.53,2937.45,16070.0,0.0,0.0001,0.001,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-01T06:07:22,2015-01-10T10:24:40,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,118788.78,13252.05,44.96,60073.88,7.96,99.987,85.202,10713.4,1.28,2.061,128,False,False,constant,65.73,81.36,43,0,0,0,oil_hydraulic,water_ingress,31.72,77.27,3.254,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-08T20:43:38,44,308.73,308.73,1.96,7.56,3.857,3.105,,,59.48,65.75,,32.97,32.78,45.59,13/11/9,97.3,0.539,39.5,6.6,,,,,61.35,25.154,90.33,64.07,,0.76,0.0162,320.46,1.0,normal,0.00265804,0.0369,False,contamination,none,A_healthy,0.0049,0.0,1.0,,21.46,137.44,62179.27,56172.9,36512.38,75833.41,physics_informed_nn,6006.37,6809.15,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-11-23T03:10:36,2014-02-19T07:41:28,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,60733.09,13252.05,31.21,60073.88,10.88,99.982,79.535,10713.4,1.28,5.143,128,False,False,constant,70.24,81.55,44,1,0,0,gas_compressed_air,none,27.38,110.31,0.126,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-09T03:44:38,45,315.74,315.74,2.088,8.987,4.304,3.107,,,59.82,62.53,,32.97,29.55,45.71,13/11/9,64.3,0.494,15.3,4.0,,,,,61.27,23.293,91.04,66.97,,0.325,0.0509,36.19,0.9971,normal,0.0001643,0.0,False,contamination,none,A_healthy,0.0051,0.0,1.0,,104.84,153.78,62172.26,49824.86,32386.16,67263.56,lstm_sequence,12347.39,10931.45,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-07-14T04:10:30,2013-07-09T18:52:37,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,104744.43,13252.05,23.22,60073.88,6.99,99.988,88.04,10713.4,1.28,3.949,128,False,False,constant,74.87,74.45,45,0,0,0,water,none,62.39,47.5,2.2,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-09T10:45:37,46,322.76,322.76,1.987,7.141,3.594,2.878,,,58.52,60.28,,32.97,27.31,45.7,14/12/10,90.9,0.324,36.3,7.5,,,,,62.37,25.543,89.89,66.92,,0.239,0.0087,246.05,1.0,normal,0.00103968,0.024,False,contamination,none,A_healthy,0.0052,0.0087,1.0,,0.03,157.05,62165.24,49780.96,32357.63,67204.3,lstm_sequence,12384.28,10886.09,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-07-13T13:14:32,2013-07-08T12:34:47,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,107319.69,13252.05,45.32,60073.88,4.65,99.99,79.521,10713.4,1.28,7.255,128,False,False,constant,59.31,82.34,46,0,0,0,oil_hydraulic,chemical_contamination,78.83,13.48,0.665,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-09T17:46:37,46,329.78,329.78,2.266,7.685,3.391,2.474,,,57.07,63.03,,32.97,30.06,46.94,13/11/9,56.2,0.312,25.7,3.4,,,,,61.97,25.618,91.4,65.07,,1.276,0.0086,130.14,0.996,normal,-0.00080071,0.0,False,contamination,none,A_healthy,0.0053,0.0162,1.0,,150.02,147.46,62158.22,65006.45,42254.19,87758.71,lstm_sequence,-2848.23,3259.68,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-05-26T01:00:09,2014-12-30T01:15:38,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,94668.9,13252.05,39.81,60073.88,18.52,99.969,85.358,10713.4,1.28,7.463,128,False,False,constant,60.61,96.54,46,0,0,1,oil_process,none,61.52,76.89,0.443,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-10T00:47:36,47,336.79,336.79,1.986,7.722,3.888,3.195,,,59.87,64.32,,32.97,31.34,43.9,13/11/9,95.0,0.465,48.9,5.0,,,,,63.4,24.386,89.67,64.17,,0.941,0.0703,29.3,0.9836,normal,-0.00327878,0.0,False,contamination,none,A_healthy,0.0054,0.0,1.0,,199.74,133.23,62151.21,54104.52,35167.94,73041.11,weibull_regression,8046.68,10198.88,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-12T05:03:18,2013-12-09T05:38:17,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,74200.36,13252.05,54.01,60073.88,7.48,99.988,83.267,10713.4,1.28,3.375,128,False,False,constant,53.26,85.63,47,1,0,0,steam,particulate_mild,72.8,8.91,1.268,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-10T07:48:36,48,343.81,343.81,1.953,7.829,4.008,3.136,,,64.95,62.33,,32.97,29.36,45.58,14/12/10,175.7,0.4,60.4,15.2,,,,,62.77,25.931,88.53,62.96,,0.042,0.0156,308.41,0.9948,normal,-0.00104457,0.0,False,contamination,none,A_healthy,0.0055,0.0091,1.0,,86.0,136.17,62144.19,74137.27,48189.23,100085.32,physics_informed_nn,-11993.08,10560.76,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-12-02T20:26:43,2015-11-19T00:29:23,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,131363.44,13252.05,28.97,60073.88,10.75,99.982,85.286,10713.4,1.28,5.946,128,False,False,constant,54.17,93.02,48,1,0,0,gas_compressed_air,none,27.32,53.39,0.768,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-10T14:49:36,49,350.83,350.83,1.798,5.478,3.047,2.823,,,58.01,64.7,,32.97,31.72,46.49,14/12/10,84.3,0.347,23.4,3.7,,,,,63.88,26.081,89.11,67.24,,0.284,0.0065,57.56,0.9925,normal,-0.00090873,0.0185,False,contamination,none,A_healthy,0.0056,0.0,1.0,,76.72,154.03,62137.17,76386.84,49651.45,103122.24,physics_informed_nn,-14249.67,15221.06,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2013-01-19T00:14:55,2016-02-06T23:38:39,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,122600.56,13252.05,47.29,60073.88,17.82,99.97,85.521,10713.4,1.28,5.554,128,False,False,constant,77.07,87.39,49,0,0,0,oil_hydraulic,none,43.49,4.58,0.027,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-10T21:50:35,50,357.84,357.84,1.975,6.291,3.185,2.825,,,60.78,68.01,,32.97,35.04,45.8,14/12/10,111.4,0.338,25.2,4.2,,,,,64.28,24.51,91.5,64.41,,1.853,0.0948,15.89,0.9923,normal,-0.00154452,0.0504,False,contamination,adhesive_wear,A_healthy,0.0057,0.015,1.0,,145.6,160.4,62130.16,65625.07,42656.3,88593.85,particle_filter,-3494.92,4082.85,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-09T02:22:50,2015-01-22T03:09:24,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,65395.95,13252.05,21.63,60073.88,25.76,99.957,85.843,10713.4,1.28,1.843,128,False,False,constant,74.14,75.99,50,0,0,0,oil_hydraulic,water_ingress,67.24,33.9,1.136,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-11T04:51:35,51,364.86,364.86,1.879,4.818,2.564,2.709,,,62.55,60.92,,32.97,27.95,43.43,14/12/10,50.9,0.646,28.4,4.5,,,,,62.44,25.32,90.83,65.33,,0.517,0.0571,21.02,1.0,normal,0.00080071,0.0121,False,contamination,none,A_healthy,0.0058,0.0,1.0,,103.74,166.74,62123.14,53591.03,34834.17,72347.9,particle_filter,8532.11,9842.15,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-02T16:22:38,2013-11-22T05:14:22,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,95506.93,13252.05,41.47,60073.88,12.98,99.978,81.422,10713.4,1.28,3.686,128,False,False,constant,59.67,73.88,51,0,0,0,oil_hydraulic,none,51.96,52.57,0.091,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-11T11:52:34,52,371.88,371.88,2.044,9.1,4.453,3.183,,,59.2,66.07,,32.97,33.1,44.09,14/12/10,223.9,0.329,46.1,8.1,,,,,62.81,24.493,89.52,65.59,,0.486,0.0681,90.3,1.0,normal,0.00327878,0.0056,False,contamination,none,A_healthy,0.006,0.0135,1.0,,54.62,160.82,62116.12,58339.9,37920.94,78758.87,physics_informed_nn,3776.22,3630.63,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-01-09T21:49:34,2014-05-09T16:47:29,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,46393.98,13252.05,45.37,60073.88,14.3,99.976,88.98,10713.4,1.28,6.404,128,False,False,constant,64.91,91.79,52,1,0,0,oil_process,none,45.05,27.37,1.452,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-11T18:53:34,53,378.89,378.89,2.108,6.544,3.104,2.775,,,62.87,63.53,,32.97,30.56,45.36,15/13/11,254.2,0.385,29.3,3.1,,,,,64.12,25.485,90.35,64.48,,0.41,0.0166,104.12,0.9812,normal,-0.00270709,0.0009,False,contamination,none,A_healthy,0.0061,0.0,1.0,,251.12,135.49,62109.11,66300.41,43095.27,89505.56,lstm_sequence,-4191.31,5390.36,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-24T01:05:58,2015-02-15T22:14:40,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,118983.9,13252.05,31.06,60073.88,34.41,99.943,79.078,10713.4,1.28,4.041,128,False,False,constant,57.93,94.09,53,1,0,0,water,none,42.96,14.49,0.341,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-12T01:54:33,54,385.91,385.91,1.837,7.25,3.947,3.489,,,60.84,67.5,,32.97,34.52,43.31,14/12/10,63.1,0.333,10.8,2.8,,,,,63.46,26.42,88.84,65.34,,0.585,0.0172,48.24,0.996,normal,0.00068711,0.015,False,contamination,none,A_healthy,0.0062,0.0106,1.0,,165.39,150.5,62102.09,59314.85,38554.65,80075.04,physics_informed_nn,2787.24,2784.16,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-01-30T19:19:56,2014-06-13T19:31:42,mixed,False,specialist,False,21.0,,,none,none,265040.96,6395659.35,87076.31,13252.05,34.25,60073.88,10.35,99.983,87.336,10713.4,1.28,3.403,128,False,False,constant,71.86,96.2,54,0,0,0,water,none,27.39,6.89,0.462,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-12T08:55:33,55,392.93,392.93,1.935,5.081,2.626,3.0,,,58.6,63.62,,32.97,30.65,44.98,13/11/9,87.0,0.397,21.4,2.2,,,,,63.18,25.504,88.3,63.35,,0.564,0.0428,39.67,0.9935,normal,0.00025066,0.0134,False,contamination,corrosion_fatigue,A_healthy,0.0063,0.0,1.0,,71.41,159.35,62095.07,68753.1,44689.51,92816.68,lstm_sequence,-6658.03,5364.35,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-14T17:28:32,2015-05-14T09:03:38,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,69717.91,13252.05,42.01,60073.88,15.12,99.975,85.239,10713.4,1.28,3.641,128,False,False,constant,58.54,102.18,55,1,0,0,oil_hydraulic,particulate_mild,68.33,22.81,1.4,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-12T15:56:32,56,399.94,399.94,1.857,6.64,3.576,2.611,,,59.99,68.27,,32.97,35.29,44.7,12/10/8,89.0,0.405,31.3,8.6,,,,,62.51,25.882,88.89,64.83,,1.418,0.0224,51.27,0.9877,normal,-0.00246356,0.0,False,contamination,none,A_healthy,0.0064,0.0147,1.0,,222.76,139.46,62088.06,75656.96,49177.02,102136.89,lstm_sequence,-13568.9,12735.76,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2013-01-05T20:25:18,2016-01-14T04:21:26,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,40141.35,13252.05,29.0,60073.88,17.82,99.97,84.441,10713.4,1.28,7.481,128,False,False,constant,79.03,78.57,56,1,0,0,oil_hydraulic,particulate_mild,35.25,60.95,3.404,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-12T22:57:32,57,406.96,406.96,1.819,8.123,4.466,3.308,,,61.08,64.01,,32.97,31.04,46.07,13/11/9,94.2,0.369,13.2,2.3,,,,,64.11,24.402,90.76,66.16,,0.165,0.1785,81.09,0.9912,normal,-0.00175447,0.0,False,contamination,none,A_healthy,0.0065,0.0,1.0,,208.88,146.95,62081.04,57394.02,37306.12,77481.93,lstm_sequence,4687.02,5838.59,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-22T15:58:16,2014-04-07T15:52:47,mixed,False,oem_certified,True,,,,none,none,265040.96,6395659.35,78703.17,13252.05,49.21,60073.88,9.06,99.985,87.073,10713.4,1.28,1.143,128,False,False,constant,57.09,83.07,57,1,0,0,oil_hydraulic,none,52.96,126.19,3.316,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-13T05:58:31,58,413.98,413.98,2.052,8.517,4.152,3.638,,,57.9,69.36,,32.97,36.39,44.02,14/12/10,68.7,0.411,15.5,3.1,,,,,64.33,26.757,90.07,63.97,,0.189,0.0039,280.62,0.9857,normal,0.00088229,0.0019,False,contamination,none,A_healthy,0.0066,0.0,1.0,,434.82,150.91,62074.02,73017.16,47461.15,98573.16,particle_filter,-10943.13,11761.43,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-11-12T10:33:17,2015-10-13T06:33:37,mixed,False,specialist,False,20.0,,,none,none,265040.96,6395659.35,111722.65,13252.05,45.95,60073.88,4.64,99.99,82.131,10713.4,1.28,4.766,128,False,False,constant,77.78,69.01,58,0,0,0,oil_process,particulate_mild,83.67,21.61,0.213,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-13T12:59:31,59,420.99,420.99,1.953,8.563,4.383,2.719,,,55.91,62.1,,32.97,29.13,43.21,12/10/8,181.1,0.348,30.1,7.4,,,,,62.96,25.235,90.57,60.41,,0.066,0.0136,193.3,0.9982,normal,0.00044343,0.015,False,contamination,none,A_healthy,0.0067,0.0094,1.0,,91.34,139.27,62067.01,59060.93,38389.6,79732.26,lstm_sequence,3006.08,3893.13,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-01-26T23:27:24,2014-06-06T06:46:56,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,113410.13,13252.05,52.78,60073.88,11.97,99.98,87.62,10713.4,1.28,2.526,128,False,False,constant,62.78,85.25,59,1,0,0,oil_hydraulic,none,84.34,215.77,1.447,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-13T20:00:30,60,428.01,428.01,1.771,4.709,2.658,3.459,,,61.82,62.97,,32.97,30.0,45.81,14/12/10,59.9,0.395,95.8,15.8,,,,,63.89,26.471,90.14,64.98,,0.021,0.0698,476.22,0.9997,normal,0.00124052,0.0,False,contamination,none,A_healthy,0.0068,0.0,1.0,,33.2,144.57,62059.99,54075.73,35149.23,73002.24,weibull_regression,7984.26,10092.39,16070.0,0.0,0.0001,0.0011,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-15T09:52:28,2013-12-12T00:22:50,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,89953.49,13252.05,40.75,60073.88,18.69,99.969,88.55,10713.4,1.28,5.187,128,False,False,constant,57.9,94.48,60,0,0,1,water,none,33.87,1.49,5.686,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-14T03:01:30,61,435.03,435.03,2.21,8.082,3.657,3.349,,,62.68,59.67,,32.97,26.7,48.48,14/12/10,62.3,0.316,64.8,16.8,,,,,64.48,25.091,89.62,65.02,,0.063,0.2093,171.2,1.0,normal,0.00246356,0.0104,False,contamination,none,A_healthy,0.007,0.0,1.0,,55.63,146.29,62052.97,48303.76,31397.44,65210.08,lstm_sequence,13749.21,16239.78,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-06-17T10:54:20,2013-05-21T21:13:19,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,87343.51,13252.05,45.4,60073.88,43.8,99.927,85.583,10713.4,1.28,2.888,128,False,False,constant,61.15,74.6,61,1,0,0,steam,chemical_contamination,34.51,139.75,3.443,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-14T10:02:29,62,442.04,442.04,2.069,8.24,3.983,2.691,,,59.02,63.2,,32.97,30.23,45.88,13/11/9,111.4,0.301,15.0,2.0,,,,,62.5,25.424,88.28,64.39,,0.127,0.0557,34.64,1.0,normal,0.00175447,0.0168,False,contamination,none,A_healthy,0.0071,0.0064,1.0,,7.16,145.78,62045.96,75602.36,49141.53,102063.18,xgboost_gradient,-13556.4,15528.55,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2013-01-06T11:13:15,2016-01-14T00:02:47,mixed,False,specialist,False,31.0,,,none,none,265040.96,6395659.35,90629.37,13252.05,39.15,60073.88,15.16,99.975,82.709,10713.4,1.28,6.564,128,False,False,constant,56.8,87.19,62,1,0,0,oil_process,water_ingress,36.5,47.65,1.911,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-14T17:03:29,63,449.06,449.06,1.867,5.226,2.799,2.481,,,60.34,67.13,,32.97,34.16,42.77,14/12/10,201.6,0.322,23.4,6.4,,,,,64.3,25.0,90.08,61.7,,0.025,0.032,29.84,0.9983,normal,0.00252762,0.0,False,contamination,none,A_healthy,0.0072,0.0029,1.0,,212.57,147.83,62038.94,71430.51,46429.83,96431.19,lstm_sequence,-9391.57,9379.81,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-11T20:18:52,2015-08-19T12:59:38,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,41844.44,13252.05,50.82,60073.88,8.96,99.985,83.936,10713.4,1.28,3.65,128,False,False,constant,65.56,92.36,63,1,0,0,steam,none,80.68,80.98,1.991,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-15T00:04:28,64,456.07,456.07,1.993,8.729,4.38,2.88,,,54.7,63.4,,32.97,30.42,46.39,14/12/10,133.8,0.328,33.5,3.5,,,,,62.39,24.476,91.02,73.18,,0.112,0.0021,230.51,1.0,normal,0.00036358,0.0,False,contamination,none,A_healthy,0.0073,0.0123,1.0,,152.0,151.0,62031.93,68780.48,44707.31,92853.64,xgboost_gradient,-6748.55,8420.68,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-17T22:18:44,2015-05-17T23:28:43,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,66795.73,13252.05,33.72,60073.88,14.01,99.977,86.057,10713.4,1.28,3.197,128,False,False,constant,63.68,84.64,64,0,0,0,gas_compressed_air,none,39.85,80.66,1.29,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-15T07:05:28,65,463.09,463.09,1.84,5.643,3.066,2.529,,,63.67,65.94,,32.97,32.97,45.71,13/11/9,72.6,0.338,16.5,2.3,,,,,62.38,25.674,89.05,64.52,,0.112,0.0132,1.21,1.0,normal,5.334e-05,0.0,False,contamination,thermal_degradation,A_healthy,0.0074,0.0068,1.0,,98.54,149.6,62024.91,57470.24,37355.66,77584.83,lstm_sequence,4554.67,5880.77,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-26T14:12:45,2014-04-12T16:47:51,mixed,False,apprentice,True,,,,none,none,265040.96,6395659.35,91003.98,13252.05,38.57,60073.88,23.78,99.96,83.531,10713.4,1.28,6.936,128,False,False,constant,72.75,84.24,65,1,0,0,none,particulate_severe,36.77,37.93,2.462,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-15T14:06:27,66,470.11,470.11,2.271,10.021,4.413,3.246,,,60.56,64.7,,32.97,31.73,45.62,14/12/10,52.8,0.361,32.1,4.1,,,,,60.3,23.887,89.96,65.22,,0.112,0.2347,29.99,1.0,normal,0.0,0.0586,False,contamination,none,A_healthy,0.0075,0.0216,1.0,,71.31,164.15,62017.89,70459.32,45798.56,95120.08,lstm_sequence,-8441.42,8899.07,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-22T11:45:57,2015-07-17T00:31:36,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,79403.04,13252.05,48.4,60073.88,10.42,99.983,82.592,10713.4,1.28,7.702,128,False,False,constant,55.67,81.83,66,1,0,1,water,none,62.26,37.61,2.241,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-15T21:07:27,67,477.12,477.12,1.922,6.555,3.411,3.429,,,67.54,64.52,,32.97,31.54,41.94,13/11/9,60.2,0.547,24.7,4.8,,,,,62.76,25.932,89.71,63.75,,0.34,0.0324,38.52,0.988,normal,-0.00239392,0.0184,False,contamination,none,A_healthy,0.0076,0.0,1.0,,165.82,134.63,62010.88,52811.85,34327.7,71295.99,weibull_regression,9199.03,11575.05,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-21T03:02:49,2013-10-30T07:11:34,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,102710.87,13252.05,35.7,60073.88,7.84,99.987,84.271,10713.4,1.28,2.668,128,False,False,constant,64.39,88.22,67,0,0,0,oil_hydraulic,chemical_contamination,32.9,92.05,1.327,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-16T04:08:26,68,484.14,484.14,1.965,8.235,4.19,2.824,,,55.46,67.14,,32.97,34.17,45.56,15/13/11,62.4,0.424,56.8,8.8,,,,,59.51,24.412,90.44,64.02,,0.489,0.0312,17.37,0.9916,normal,-0.00134644,0.0,False,contamination,none,A_healthy,0.0077,0.0,1.0,,365.66,152.02,62003.86,55810.47,36276.8,75344.13,xgboost_gradient,6193.39,6942.14,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-11-22T21:22:30,2014-02-13T19:02:20,mixed,False,specialist,False,83.0,,,none,none,265040.96,6395659.35,94590.34,13252.05,43.95,60073.88,10.45,99.983,92.178,10713.4,1.28,5.773,128,False,False,constant,68.37,94.87,68,1,0,0,gas_compressed_air,none,69.23,130.79,2.787,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-16T11:09:26,69,491.16,491.16,1.741,5.255,3.019,2.707,,,55.49,67.11,,32.97,34.14,45.02,14/12/10,137.1,0.581,48.9,14.0,,,,,63.12,24.032,89.64,65.21,,0.4,0.0104,79.66,1.0,normal,0.0,0.0032,False,contamination,none,A_healthy,0.0079,0.0037,1.0,,120.6,150.47,61996.84,70572.51,45872.13,95272.89,xgboost_gradient,-8575.67,7337.65,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-25T17:24:41,2015-07-21T21:47:21,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,47683.87,13252.05,48.99,60073.88,11.31,99.981,83.574,10713.4,1.28,3.112,128,False,False,constant,70.22,87.62,69,1,0,1,water,none,26.73,20.48,0.861,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-16T18:10:25,70,498.17,498.17,1.933,6.408,3.315,2.348,,,59.78,65.52,,32.97,32.55,45.57,14/12/10,140.9,0.322,14.9,4.1,,,,,63.76,24.327,90.8,66.41,,0.035,0.0064,18.46,1.0,normal,0.0,0.0258,False,contamination,none,A_healthy,0.008,0.0038,1.0,,199.14,132.51,61989.83,57333.4,37266.71,77400.09,weibull_regression,4656.43,3772.78,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-25T04:52:21,2014-04-09T07:33:42,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,122535.14,13252.05,29.98,60073.88,9.93,99.983,83.854,10713.4,1.28,4.147,128,False,False,constant,69.93,94.39,70,1,0,0,oil_process,none,67.95,83.94,3.555,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-17T01:11:25,71,505.19,505.19,1.875,5.86,3.126,2.865,,,56.19,64.71,,32.97,31.73,45.58,13/11/9,98.6,0.356,28.2,3.2,,,,,63.66,24.581,90.19,63.24,,1.405,0.018,100.05,0.9877,normal,-0.00246602,0.0,False,contamination,none,A_healthy,0.0081,0.0,1.0,,152.69,143.87,61982.81,52623.04,34204.98,71041.11,xgboost_gradient,9359.77,8033.64,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-18T08:42:41,2013-10-24T18:46:34,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,46154.54,13252.05,47.45,60073.88,20.83,99.965,82.643,10713.4,1.28,1.593,128,False,False,constant,60.04,86.49,71,1,0,1,gas_compressed_air,none,47.28,46.69,0.271,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-17T08:12:24,72,512.21,512.21,1.908,7.037,3.689,2.743,,,59.09,69.24,,32.97,36.27,43.79,14/12/10,61.3,0.436,20.3,2.7,,,,,62.23,23.917,88.49,63.09,,1.87,0.0372,18.2,0.9923,normal,0.00086028,0.0006,False,contamination,none,A_healthy,0.0082,0.0144,1.0,,155.43,168.63,61975.79,68494.22,44521.24,92467.19,physics_informed_nn,-6518.42,7670.08,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-14T07:18:53,2015-05-10T04:17:26,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,57935.01,13252.05,41.88,60073.88,8.15,99.986,84.887,10713.4,1.28,6.344,128,False,False,constant,71.49,85.54,72,1,0,0,gas_compressed_air,water_ingress,42.7,100.31,0.271,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-17T15:13:24,73,519.22,519.22,2.158,5.557,2.575,3.371,,,56.88,63.99,,32.97,31.02,45.91,14/12/10,80.9,0.424,22.1,5.6,,,,,61.99,25.317,89.21,64.28,,0.683,0.1029,111.53,0.9762,normal,-0.003072,0.0066,False,contamination,none,A_healthy,0.0083,0.0,1.0,,363.36,147.05,61968.78,65553.01,42609.46,88496.56,particle_filter,-3584.23,4055.51,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-06-14T07:43:41,2015-01-26T07:16:52,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,111423.87,13252.05,39.62,60073.88,6.48,99.989,83.411,10713.4,1.28,1.755,128,False,False,constant,60.66,98.31,73,1,2,0,water,particulate_severe,88.91,23.48,0.109,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-17T22:14:24,74,526.24,526.24,2.171,8.012,3.691,3.318,,,62.4,65.33,,32.97,32.35,43.7,14/12/10,133.6,0.325,14.5,1.7,,,,,62.61,24.539,87.33,63.21,,0.156,0.0092,40.64,0.9998,normal,-3.348e-05,0.0203,False,contamination,none,A_healthy,0.0084,0.0003,1.0,,20.39,148.82,61961.76,67116.06,43625.44,90606.67,particle_filter,-5154.3,6583.76,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-17T04:16:03,2015-03-22T22:53:12,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,67430.63,13252.05,35.05,60073.88,7.47,99.988,89.746,10713.4,1.28,6.027,128,False,False,constant,62.12,76.34,74,1,0,0,gas_compressed_air,none,50.49,10.37,1.016,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-18T05:15:23,75,533.26,533.26,1.981,7.389,3.729,3.238,,,55.84,66.36,,32.97,33.38,44.29,13/11/9,155.5,0.417,14.5,3.1,,,,,62.67,25.281,90.13,64.14,,0.356,0.0195,28.45,1.0,normal,0.0,0.0006,False,contamination,none,A_healthy,0.0085,0.0015,1.0,,69.14,136.57,61954.74,54514.52,35434.43,73594.6,physics_informed_nn,7440.23,6243.28,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-28T22:30:50,2013-12-31T22:35:40,mixed,False,apprentice,False,20.0,,,none,none,265040.96,6395659.35,112792.24,13252.05,29.31,60073.88,8.58,99.986,90.777,10713.4,1.28,2.757,128,False,False,constant,67.5,102.85,75,1,0,0,steam,particulate_severe,28.17,5.73,3.466,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-18T12:16:23,76,540.27,540.27,1.969,7.207,3.66,3.101,,,58.34,59.24,,32.97,26.27,42.75,13/11/9,108.0,0.417,10.5,2.9,,,,,61.42,23.425,90.67,64.35,,0.041,0.0111,117.49,1.0,normal,0.00246602,0.0,False,contamination,none,A_healthy,0.0086,0.0,1.0,,248.9,145.39,61947.73,53611.16,34847.25,72375.07,lstm_sequence,8336.57,9257.74,16070.0,0.0,0.0001,0.0012,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-10T09:51:12,2013-11-30T05:45:34,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,98730.66,13252.05,57.29,60073.88,11.93,99.98,83.068,10713.4,1.28,6.754,128,False,False,constant,54.47,81.66,76,1,0,0,water,none,26.5,14.96,0.27,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-18T19:17:22,77,547.29,547.29,1.905,7.214,3.786,2.816,,,60.53,64.84,,32.97,31.87,47.38,14/12/10,115.0,0.454,53.8,13.7,,,,,62.15,25.392,89.83,65.23,,0.022,0.022,22.63,0.998,normal,0.00114174,0.0165,False,contamination,none,A_healthy,0.0088,0.0102,1.0,,126.82,147.63,61940.71,66314.56,43104.46,89524.65,lstm_sequence,-4373.84,4166.76,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-01T08:34:01,2015-02-23T10:39:41,mixed,False,apprentice,True,,,,none,none,265040.96,6395659.35,39989.74,13252.05,21.86,60073.88,6.66,99.989,87.637,10713.4,1.28,6.456,128,False,False,constant,60.02,91.5,77,1,0,0,none,none,83.54,90.19,0.26,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-19T02:18:22,78,554.31,554.31,1.939,6.02,3.105,3.117,,,59.95,60.97,,32.97,28.0,45.78,12/10/8,51.0,0.624,14.2,2.1,,,,,61.99,24.488,88.99,66.08,,0.47,0.1681,35.89,1.0,normal,0.00476019,0.0191,False,contamination,abrasive_wear,A_healthy,0.0089,0.0041,1.0,,321.06,149.53,61933.69,68038.38,44224.95,91851.81,particle_filter,-6104.68,6312.4,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-06T13:29:43,2015-04-25T18:55:39,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,97946.3,13252.05,22.43,60073.88,9.74,99.984,87.375,10713.4,1.28,5.046,128,False,False,constant,59.0,75.04,78,1,0,0,oil_hydraulic,none,40.1,25.69,2.972,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-19T09:19:21,79,561.32,561.32,1.904,8.229,4.322,3.025,,,54.5,65.83,,32.97,32.86,43.67,14/12/10,96.9,0.31,14.2,2.7,,,,,62.57,24.39,90.41,63.6,,1.069,0.0394,16.32,1.0,normal,3.348e-05,0.0484,False,contamination,none,A_healthy,0.009,0.0,1.0,,171.19,144.87,61926.68,56692.7,36850.26,76535.15,physics_informed_nn,5233.98,5061.52,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-14T11:40:22,2014-03-20T06:07:04,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,131003.82,13252.05,39.37,60073.88,12.84,99.979,91.483,10713.4,1.28,1.865,128,False,False,constant,67.24,85.11,79,1,0,0,water,chemical_contamination,37.8,43.58,6.252,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-19T16:20:21,80,568.34,568.34,1.765,5.026,2.848,2.728,,,55.5,60.37,,32.97,27.4,47.45,14/12/10,71.4,0.397,16.1,3.2,,,,,62.46,25.987,90.68,61.21,,1.345,0.0411,40.82,0.9875,normal,-0.00250892,0.0274,False,contamination,none,A_healthy,0.0091,0.0118,1.0,,341.85,160.52,61919.66,55156.01,35851.41,74460.62,physics_informed_nn,6763.65,7367.82,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-11-12T18:20:43,2014-01-25T02:56:59,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,75162.36,13252.05,41.91,60073.88,9.5,99.984,85.804,10713.4,1.28,1.274,128,False,False,constant,50.85,94.93,80,1,0,1,oil_hydraulic,none,48.47,20.29,0.019,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-19T23:21:20,81,575.36,575.36,1.934,5.066,2.619,3.097,,,61.91,62.18,,32.97,29.21,47.69,13/11/9,140.4,0.453,25.4,6.5,,,,,63.77,26.601,90.83,64.01,,0.34,0.0447,3.29,0.9979,normal,-0.0004237,0.0,False,contamination,none,A_healthy,0.0092,0.0008,1.0,,28.22,150.82,61912.64,57881.1,37622.72,78139.49,particle_filter,4031.54,4578.31,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-01-08T19:54:26,2014-05-01T22:17:37,mixed,False,apprentice,True,,,,none,none,265040.96,6395659.35,66935.98,13252.05,35.86,60073.88,6.29,99.99,85.35,10713.4,1.28,1.268,128,False,False,constant,53.25,85.31,81,1,0,0,none,none,56.35,24.93,0.408,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-20T06:22:20,82,582.37,582.37,1.672,7.187,4.299,3.174,,,62.0,60.82,,32.97,27.85,44.08,13/11/9,94.7,0.488,94.5,24.1,,,,,63.37,25.157,89.92,68.66,,1.03,0.0554,43.17,0.9924,normal,-0.00112021,0.0587,False,contamination,none,A_healthy,0.0093,0.009,1.0,,121.9,167.29,61905.63,56420.25,36673.16,76167.33,particle_filter,5485.38,4728.31,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-09T16:29:43,2014-03-11T11:34:54,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,69686.9,13252.05,22.34,60073.88,8.57,99.986,85.974,10713.4,1.28,4.175,128,False,False,constant,58.35,88.53,82,1,0,1,water,water_ingress,22.92,76.58,2.437,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-20T13:23:19,83,589.39,589.39,2.181,8.18,3.751,2.705,,,58.87,65.12,,32.97,32.14,44.71,14/12/10,81.5,0.465,80.4,23.8,,,,,63.09,24.623,90.25,64.99,,0.161,0.1553,66.58,0.9825,normal,-0.00349761,0.0335,False,contamination,none,A_healthy,0.0094,0.0,1.0,,200.33,147.14,61898.61,70131.33,45585.36,94677.29,lstm_sequence,-8232.72,6722.98,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-20T15:03:12,2015-07-10T09:01:07,mixed,False,journeyman,False,45.0,,,none,none,265040.96,6395659.35,43483.01,13252.05,57.52,60073.88,12.2,99.98,83.402,10713.4,1.28,1.819,128,False,False,constant,62.38,83.43,83,1,0,1,oil_process,water_ingress,67.58,16.7,2.803,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-20T20:24:19,84,596.41,596.41,1.816,6.819,3.755,2.91,,,52.9,64.2,,32.97,31.22,46.97,13/11/9,77.6,0.416,72.3,11.1,,,,,63.27,25.322,90.99,66.98,,0.065,0.0143,187.11,0.9952,normal,-0.00095225,0.0178,False,contamination,none,A_healthy,0.0095,0.0,1.0,,99.67,163.37,61891.59,52808.16,34325.3,71291.02,lstm_sequence,9083.43,7759.62,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-26T00:29:07,2013-11-04T03:20:28,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,117439.36,13252.05,31.02,60073.88,12.0,99.98,89.34,10713.4,1.28,6.077,128,False,False,constant,59.71,81.43,84,0,0,1,oil_hydraulic,chemical_contamination,35.83,8.64,3.107,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-21T03:25:18,85,603.42,603.42,2.175,6.778,3.116,2.727,,,61.05,63.47,,32.97,30.5,46.01,13/11/9,108.6,0.546,19.2,4.7,,,,,63.83,24.993,90.5,65.61,,0.531,0.058,54.68,0.9879,normal,8.971e-05,0.0,False,contamination,none,A_healthy,0.0097,0.0,1.0,,231.36,129.31,61884.58,66981.9,43538.24,90425.57,weibull_regression,-5097.33,6085.38,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-17T14:22:26,2015-03-21T10:02:25,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,52829.18,13252.05,55.61,60073.88,16.02,99.973,91.462,10713.4,1.28,1.952,128,False,False,constant,59.77,79.52,85,1,0,0,none,water_ingress,26.95,164.38,4.903,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-21T10:26:18,86,610.44,610.44,1.916,8.514,4.445,3.138,,,60.09,62.56,,32.97,29.59,45.03,13/11/9,206.3,0.311,36.5,8.0,,,,,63.13,26.244,90.5,65.09,,0.728,0.059,22.76,1.0,normal,0.0004237,0.0,False,contamination,none,A_healthy,0.0098,0.0061,1.0,,87.13,143.29,61877.56,73907.87,48040.12,99775.63,lstm_sequence,-12030.31,14019.85,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-12-09T04:22:28,2015-11-22T00:07:48,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,93158.46,13252.05,23.98,60073.88,20.62,99.966,84.176,10713.4,1.28,7.29,128,False,False,constant,62.75,87.3,86,1,0,1,water,none,66.46,25.55,0.104,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-21T17:27:17,87,617.45,617.45,1.912,7.075,3.701,2.809,,,59.8,63.02,,32.97,30.04,44.92,13/11/9,209.8,0.457,30.6,5.4,,,,,62.07,23.935,89.83,64.86,,1.425,0.2286,10.36,0.9932,normal,0.00014311,0.0343,False,contamination,none,A_healthy,0.0099,0.0,1.0,,124.83,140.85,61870.55,68825.89,44736.83,92914.95,lstm_sequence,-6955.34,6534.71,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-25T14:23:51,2015-05-26T07:27:27,mixed,False,specialist,False,10.0,,,none,none,265040.96,6395659.35,68618.61,13252.05,56.68,60073.88,9.98,99.983,81.85,10713.4,1.28,2.544,128,False,False,constant,64.21,92.45,87,1,0,0,water,chemical_contamination,42.48,40.89,5.073,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-22T00:28:17,89,624.47,624.47,1.912,6.706,3.508,3.658,,,61.76,66.85,,32.97,33.88,45.1,14/12/10,124.7,0.474,18.3,4.9,,,,,63.04,24.463,91.14,64.59,,2.504,0.0548,201.11,1.0,normal,0.00349761,0.002,False,contamination,none,A_healthy,0.01,0.0,1.0,,14.26,148.03,61863.53,67839.11,44095.42,91582.8,xgboost_gradient,-5975.58,5262.44,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-05T08:01:39,2015-04-21T15:43:01,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,47880.05,13252.05,58.86,60073.88,28.22,99.953,82.602,10713.4,1.28,1.852,128,False,False,constant,70.85,101.62,89,1,0,0,gas_compressed_air,particulate_mild,81.93,78.12,0.616,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-22T07:29:16,90,631.49,631.49,1.947,7.495,3.849,2.688,,,60.3,66.03,,32.97,33.06,47.25,14/12/10,111.6,0.351,19.1,5.5,,,,,62.99,24.796,90.37,66.71,,0.877,0.0063,69.2,0.9871,normal,-0.00162484,0.0269,False,contamination,none,A_healthy,0.0101,0.0006,1.0,,255.19,166.72,61856.51,69718.45,45316.99,94119.91,xgboost_gradient,-7861.94,8329.15,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-13T18:42:47,2015-06-27T12:10:15,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,131938.51,13252.05,44.03,60073.88,8.64,99.986,87.325,10713.4,1.28,3.375,128,False,False,constant,57.48,92.37,90,1,0,2,oil_hydraulic,chemical_contamination,87.17,59.97,0.646,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-22T14:30:16,91,638.5,638.5,2.021,7.507,3.714,2.954,,,60.99,62.52,,32.97,29.55,46.5,13/11/9,79.0,0.54,39.7,9.5,,,,,62.53,25.444,89.53,64.78,,0.282,0.0628,133.09,0.9742,normal,-0.00274119,0.0,False,contamination,none,A_healthy,0.0102,0.0,1.0,,405.88,156.28,61849.5,70643.74,45918.43,95369.05,kalman_filter,-8794.25,9294.56,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-10-03T08:22:32,2015-07-30T13:41:08,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,131768.97,13252.05,26.54,60073.88,10.85,99.982,89.892,10713.4,1.28,2.231,128,False,False,constant,58.31,95.34,91,1,2,1,oil_process,particulate_mild,20.63,7.28,1.986,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-22T21:31:15,92,645.52,645.52,1.666,5.911,3.547,2.957,,,58.7,63.05,,32.97,30.07,45.66,13/11/9,86.6,0.567,28.7,6.4,,,,,61.67,25.727,90.23,63.16,,1.239,0.0396,55.79,0.979,normal,-0.00420375,0.0,False,contamination,none,A_healthy,0.0103,0.0,1.0,,243.19,150.6,61842.48,52361.76,34035.14,70688.38,lstm_sequence,9480.72,8135.71,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-18T18:24:03,2013-10-21T09:01:00,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,41064.65,13252.05,57.35,60073.88,11.68,99.981,81.515,10713.4,1.28,1.501,128,False,False,constant,60.31,78.57,92,1,0,0,oil_process,particulate_mild,67.75,35.66,4.181,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-23T04:32:15,93,652.54,652.54,1.997,8.653,4.332,2.953,,,58.91,70.39,,32.97,37.41,44.03,14/12/10,73.2,0.414,35.0,8.9,,,,,64.3,24.614,88.8,61.71,,0.213,0.0942,31.21,0.9817,normal,-0.00229126,0.0493,False,contamination,none,A_healthy,0.0104,0.0026,1.0,,366.96,140.63,61835.46,69877.88,45420.62,94335.14,xgboost_gradient,-8042.42,9043.17,16070.0,0.0,0.0001,0.0013,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-09-17T23:28:47,2015-07-04T00:44:21,mixed,False,master_technician,False,8.0,,,none,none,265040.96,6395659.35,119412.88,13252.05,56.98,60073.88,10.56,99.982,80.51,10713.4,1.28,2.564,128,False,False,constant,66.22,80.91,93,1,0,0,oil_process,chemical_contamination,61.44,46.28,6.157,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-23T11:33:14,94,659.55,659.55,1.794,4.877,2.719,3.164,,,60.85,63.92,,32.97,30.95,46.35,13/11/9,102.8,0.319,32.0,8.5,,,,,61.47,24.93,89.72,67.34,,1.416,0.059,35.53,0.9991,normal,-0.00018586,0.0,False,contamination,none,A_healthy,0.0106,0.0224,1.0,,47.69,151.77,61828.45,54277.86,35280.61,73275.11,physics_informed_nn,7550.59,6257.07,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-10-29T06:28:57,2013-12-28T19:43:57,mixed,False,journeyman,True,,,,none,none,265040.96,6395659.35,97435.18,13252.05,35.17,60073.88,5.01,99.99,80.405,10713.4,1.28,4.73,128,False,False,constant,54.54,78.53,94,1,0,0,none,particulate_mild,39.68,14.63,0.065,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-23T18:34:14,95,666.57,666.57,2.025,8.436,4.166,2.624,,,56.73,61.64,,32.97,28.67,44.41,15/13/11,93.9,0.316,17.0,2.6,,,,,64.02,25.413,89.86,66.76,,0.094,0.0371,49.16,1.0,normal,0.0025771,0.0,False,contamination,none,A_healthy,0.0107,0.0,1.0,,61.22,140.53,61821.43,56340.89,36621.58,76060.2,physics_informed_nn,5480.54,5983.37,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-12-11T13:00:53,2014-03-12T04:19:33,mixed,False,journeyman,False,9.0,,,none,none,265040.96,6395659.35,87396.29,13252.05,54.98,60073.88,9.23,99.985,83.327,10713.4,1.28,6.0,128,False,False,constant,54.86,96.61,95,0,0,1,oil_process,particulate_mild,78.7,33.81,1.184,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-24T01:35:13,96,673.59,673.59,2.278,7.554,3.317,3.119,,,59.89,62.99,,32.97,30.02,47.63,14/12/10,59.8,0.33,29.8,5.5,,,,,63.74,24.86,89.79,65.5,,0.27,0.0308,211.72,1.0,normal,0.00516041,0.0,False,contamination,none,A_healthy,0.0108,0.0,1.0,,130.03,157.7,61814.41,52159.99,33903.99,70415.99,particle_filter,9654.42,11725.48,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-15T17:34:56,2013-10-15T09:34:43,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,81634.84,13252.05,35.1,60073.88,20.93,99.965,85.524,10713.4,1.28,1.178,128,False,False,constant,61.87,79.57,96,2,0,0,oil_process,particulate_mild,51.61,24.08,1.01,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-24T08:36:13,97,680.6,680.6,2.044,8.341,4.08,2.495,,,63.3,64.68,,32.97,31.71,44.87,14/12/10,125.4,0.381,14.3,2.8,,,,,62.15,24.236,89.54,65.45,,0.367,0.0206,75.51,0.9847,normal,0.00113893,0.0,False,contamination,none,A_healthy,0.0109,0.0,1.0,,191.87,152.38,61807.4,47671.57,30986.52,64356.62,weibull_regression,14135.83,12703.78,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-06-14T12:23:17,2013-05-09T17:26:14,mixed,False,apprentice,True,,,,none,none,265040.96,6395659.35,57180.47,13252.05,50.22,60073.88,13.56,99.977,83.468,10713.4,1.28,1.366,128,False,False,constant,69.94,90.74,97,2,0,0,water,none,38.38,6.21,7.325,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-24T15:37:12,98,687.62,687.62,2.113,8.364,3.958,3.22,,,60.01,66.13,,32.97,33.16,45.94,14/12/10,79.4,0.431,28.7,7.5,,,,,63.53,26.21,86.62,62.34,,0.691,0.0507,17.77,0.9855,normal,0.00076767,0.0,False,contamination,none,A_healthy,0.011,0.0073,1.0,,188.96,152.36,61800.38,67760.5,44044.33,91476.68,lstm_sequence,-5960.12,6957.16,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-08-06T07:52:14,2015-04-21T12:02:45,mixed,False,specialist,True,,,,none,none,265040.96,6395659.35,101212.08,13252.05,36.06,60073.88,15.94,99.973,84.656,10713.4,1.28,2.976,128,False,False,constant,56.69,81.24,98,0,0,0,oil_process,none,56.94,20.16,4.033,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-24T22:38:12,99,694.64,694.64,2.333,7.959,3.412,3.237,,,61.31,66.85,,32.97,33.88,49.36,14/12/10,69.7,0.304,32.5,4.1,,,,,62.96,25.262,89.82,65.4,,0.561,0.0239,288.15,1.0,normal,0.00018586,0.0382,False,contamination,misalignment_induced,A_healthy,0.0111,0.0125,1.0,,81.4,139.24,61793.36,66398.01,43158.71,89637.32,kalman_filter,-4604.65,4417.71,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2012-07-09T05:38:33,2015-03-04T12:56:48,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,59366.41,13252.05,52.47,60073.88,19.26,99.968,83.835,10713.4,1.28,1.972,128,False,False,constant,70.94,76.86,99,1,0,1,oil_hydraulic,none,24.85,1.71,1.723,,,standard
ASSET-000007,robot_joint,medium,PrecisionDrive GmbH,MDL-3178-B,2008-08-27,62488.0,1000.0,62.67158173165131,indoor_controlled,food_beverage,FAC-043,LINE-G,none,2008-09-25T05:39:12,100,701.65,701.65,1.723,5.725,3.323,2.666,,,64.38,62.56,,32.97,29.58,46.52,13/11/9,52.3,0.306,43.0,12.1,,,,,62.24,25.389,89.98,65.69,,0.093,0.0542,55.58,1.0,normal,0.0,0.0334,False,contamination,none,A_healthy,0.0112,0.0023,1.0,,33.84,135.48,61786.35,52540.68,34151.44,70929.92,xgboost_gradient,9245.67,8165.69,16070.0,0.0,0.0001,0.0014,2.542,47871.0,1.0,1e-06,False,none,none,,,,,,2011-09-24T19:59:33,2013-10-30T01:13:48,mixed,False,master_technician,True,,,,none,none,265040.96,6395659.35,48813.38,13252.05,32.65,60073.88,24.51,99.959,81.091,10713.4,1.28,6.24,128,False,False,constant,57.27,82.33,100,2,0,0,water,chemical_contamination,22.1,51.72,0.811,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-24T09:21:17,1,9.35,9.35,1.92,6.469,3.369,3.413,,,56.82,72.77,,31.55,41.22,47.73,13/11/9,160.2,0.449,7.6,1.3,,,,,80.16,31.942,89.68,63.08,,0.947,0.0351,163.32,0.9954,normal,0.0,0.0304,False,contamination,none,A_healthy,0.0007,0.0019,1.0,,124.96,145.59,12988.65,11481.3,7462.85,15499.76,lstm_sequence,1507.34,1503.56,2127.0,0.0,0.0003,0.0074,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-18T14:00:20,2001-08-05T00:27:41,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,6743.43,1245.71,40.0,29741.62,6.25,99.979,83.686,1417.9,2.94,4.479,294,False,False,idle_standby,91.45,91.48,1,0,0,0,steam,chemical_contamination,26.28,94.9,1.201,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-24T18:42:34,2,18.71,18.71,2.226,9.671,4.344,3.198,,,64.05,68.65,,31.55,37.1,45.22,14/12/10,69.8,0.453,32.8,7.5,,,,,80.8,31.3,91.8,64.34,,0.07,0.1237,44.66,0.9958,normal,-0.00207858,0.0184,False,contamination,none,A_healthy,0.0014,0.0003,1.0,,108.77,142.9,12979.29,14521.88,9439.22,19604.54,xgboost_gradient,-1542.59,1803.34,2127.0,0.0,0.0003,0.0075,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-23T07:38:57,2001-11-21T02:18:25,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,7391.83,1245.71,34.87,29741.62,13.38,99.955,85.371,1417.9,2.94,4.056,294,False,False,idle_standby,88.86,84.53,2,0,0,0,none,none,76.3,6.0,4.033,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-25T04:03:52,3,28.06,28.06,2.125,5.985,2.816,2.9,,,61.58,66.79,,31.55,35.23,47.76,14/12/10,62.1,0.506,32.4,6.9,,,,,82.66,33.582,90.04,66.27,,0.388,0.0665,141.65,0.9888,normal,-0.00374417,0.0034,False,contamination,none,A_healthy,0.0022,0.0,1.0,,191.56,144.42,12969.94,14279.79,9281.86,19277.71,physics_informed_nn,-1309.85,1466.78,2127.0,0.0,0.0003,0.0075,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T15:57:25,2001-11-12T21:52:55,mixed,False,master_technician,False,26.0,,,none,none,24914.22,1272564.74,7908.18,1245.71,37.35,29741.62,8.94,99.97,81.984,1417.9,2.94,4.135,294,False,False,idle_standby,78.37,84.09,3,0,0,0,oil_hydraulic,none,41.85,24.09,3.879,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-25T13:25:09,4,37.42,37.42,2.174,7.572,3.483,2.788,,,58.46,67.53,,31.55,35.97,46.86,14/12/10,67.5,0.487,30.0,6.9,,,,,80.85,31.612,89.08,63.4,,0.006,0.0905,9.63,1.0,normal,0.0,0.0517,False,contamination,none,A_healthy,0.0029,0.0,1.0,,9.76,156.06,12960.58,10789.13,7012.94,14565.33,xgboost_gradient,2171.45,2309.69,2127.0,0.0,0.0003,0.0076,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-05T07:59:10,2001-07-12T16:10:59,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,10476.24,1245.71,47.58,29741.62,12.75,99.957,85.126,1417.9,2.94,3.876,294,False,False,idle_standby,75.88,81.33,4,0,0,0,steam,none,65.45,23.38,1.626,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-25T22:46:26,5,46.77,46.77,2.199,7.105,3.231,2.816,,,61.64,69.92,,31.55,38.37,47.74,13/11/9,67.4,0.432,30.1,5.8,,,,,81.94,31.936,92.26,63.42,,0.304,0.0401,113.64,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0036,0.0,1.0,,35.39,142.64,12951.23,14319.79,9307.86,19331.71,physics_informed_nn,-1368.56,1479.56,2127.0,0.0,0.0003,0.0076,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-20T06:40:00,2001-11-15T02:35:29,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,12097.62,1245.71,42.02,29741.62,4.3,99.986,82.351,1417.9,2.94,1.445,294,False,False,idle_standby,78.26,88.69,5,0,0,0,none,none,31.49,25.54,3.801,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-26T08:07:44,6,56.13,56.13,2.26,10.129,4.483,3.376,,,60.88,63.23,,31.55,31.68,44.91,13/11/9,173.1,0.499,34.4,7.4,,,,,80.41,33.048,89.15,65.85,,0.502,0.0273,6.73,0.9986,normal,0.0006527,0.0069,False,contamination,none,A_healthy,0.0043,0.009,1.0,,263.03,136.03,12941.87,15555.96,10111.37,21000.54,particle_filter,-2614.08,2531.36,2127.0,0.0,0.0003,0.0077,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-16T10:06:24,2001-12-29T06:41:28,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,6058.94,1245.71,34.66,29741.62,22.14,99.926,86.831,1417.9,2.94,3.297,294,False,False,idle_standby,79.53,91.26,6,0,0,0,steam,none,51.24,192.29,0.333,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-26T17:29:01,6,65.48,65.48,1.831,6.91,3.773,3.006,,,59.48,62.51,,31.55,30.96,48.04,14/12/10,67.3,0.349,51.7,12.0,,,,,82.2,32.085,90.59,65.25,,0.645,0.0162,199.18,1.0,normal,0.00083143,0.0129,False,contamination,none,A_healthy,0.005,0.0043,1.0,,81.2,148.39,12932.52,13807.91,8975.14,18640.68,physics_informed_nn,-875.39,1118.06,2127.0,0.0,0.0003,0.0078,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-10T09:26:16,2001-10-28T18:12:20,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,7697.07,1245.71,33.18,29741.62,8.93,99.97,89.681,1417.9,2.94,7.957,294,False,False,idle_standby,65.07,70.46,6,0,0,0,none,water_ingress,48.91,86.3,1.533,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-27T02:50:18,8,74.84,74.84,2.062,5.663,2.747,2.576,,,62.15,66.41,,31.55,34.86,47.3,14/12/10,186.4,0.317,14.9,2.3,,,,,79.85,32.117,91.16,66.93,,0.123,0.0093,287.43,1.0,normal,0.0022465,0.0133,False,contamination,none,A_healthy,0.0058,0.0,1.0,,7.55,155.18,12923.16,15311.15,9952.25,20670.05,particle_filter,-2387.99,1922.05,2127.0,0.0,0.0003,0.0078,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-12T02:24:46,2001-12-21T09:18:53,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,5182.01,1245.71,41.01,29741.62,11.05,99.963,83.167,1417.9,2.94,5.251,294,False,False,idle_standby,85.71,84.0,8,0,0,0,oil_hydraulic,none,30.86,6.4,5.163,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-27T12:11:36,9,84.19,84.19,2.198,8.195,3.728,2.315,,,62.43,66.0,,31.55,34.44,43.01,14/12/10,119.0,0.365,24.6,2.9,,,,,81.46,31.791,89.18,67.02,,0.313,0.0066,71.08,0.9994,normal,-0.00012285,0.0,False,contamination,none,A_healthy,0.0065,0.004,1.0,,15.05,165.4,12913.81,15195.31,9876.95,20513.66,particle_filter,-2281.5,2226.89,2127.0,0.0,0.0003,0.0079,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-10T01:50:46,2001-12-17T16:12:12,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,12313.5,1245.71,56.41,29741.62,19.55,99.934,85.721,1417.9,2.94,1.289,294,False,False,idle_standby,74.53,83.42,9,0,0,0,oil_hydraulic,none,77.09,19.27,1.414,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-27T21:32:53,10,93.55,93.55,2.013,7.515,3.734,3.186,,,55.49,70.49,,31.55,38.94,44.95,13/11/9,68.6,0.341,45.8,8.3,,,,,79.81,32.647,90.06,62.16,,0.591,0.0689,13.33,0.9933,normal,-0.00133066,0.0457,False,contamination,fatigue_spalling,A_healthy,0.0072,0.0,1.0,,171.83,169.79,12904.45,11782.39,7658.55,15906.22,lstm_sequence,1122.07,1275.15,2127.0,0.0,0.0004,0.0079,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-28T08:44:27,2001-08-19T04:34:32,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,7025.99,1245.71,46.95,29741.62,7.61,99.974,83.225,1417.9,2.94,6.406,294,False,False,idle_standby,88.73,93.09,10,0,0,0,water,particulate_severe,57.14,45.36,1.516,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-28T06:54:11,11,102.9,102.9,1.991,8.386,4.212,3.295,,,60.66,68.75,,31.55,37.19,44.97,14/12/10,56.2,0.321,6.6,2.0,,,,,82.93,34.314,89.55,64.62,,0.977,0.0062,131.47,0.993,normal,-0.00112903,0.0171,False,contamination,none,A_healthy,0.0079,0.0015,1.0,,234.5,138.41,12895.1,13924.41,9050.87,18797.96,xgboost_gradient,-1029.31,1024.56,2127.0,0.0,0.0004,0.008,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-14T09:06:31,2001-11-03T10:39:09,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,9199.65,1245.71,55.56,29741.62,7.43,99.975,83.87,1417.9,2.94,2.432,294,False,False,idle_standby,88.4,81.96,11,0,0,0,water,particulate_mild,67.92,13.73,2.263,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-28T16:15:28,12,112.26,112.26,1.935,4.995,2.582,3.452,,,57.11,63.11,,31.55,31.55,47.26,13/11/9,64.7,0.471,39.9,10.8,,,,,81.97,33.066,88.88,68.11,,0.418,0.0238,15.56,1.0,normal,0.0,0.0123,False,contamination,none,A_healthy,0.0086,0.0,1.0,,122.07,160.95,12885.74,13633.42,8861.72,18405.11,physics_informed_nn,-747.67,707.14,2127.0,0.0,0.0004,0.008,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-08T16:57:56,2001-10-24T12:39:40,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,3822.35,1245.71,34.08,29741.62,19.52,99.934,87.705,1417.9,2.94,4.808,294,False,False,idle_standby,71.1,94.84,12,0,0,0,oil_hydraulic,particulate_mild,71.89,9.37,2.015,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-29T01:36:45,13,121.61,121.61,1.912,7.461,3.903,3.039,,,64.96,71.85,,31.55,40.29,45.05,13/11/9,85.5,0.315,46.0,7.6,,,,,80.04,33.304,90.51,59.54,,0.212,0.0219,66.08,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0094,0.0,1.0,,252.56,153.46,12876.39,14400.38,9360.24,19440.51,lstm_sequence,-1523.99,1747.42,2127.0,0.0,0.0004,0.0081,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-25T01:48:02,2001-11-21T01:55:56,mixed,False,specialist,False,73.0,,,none,none,24914.22,1272564.74,4362.16,1245.71,24.54,29741.62,23.02,99.923,90.742,1417.9,2.94,1.434,294,False,False,idle_standby,93.57,82.88,13,0,0,0,water,none,57.3,65.4,5.735,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-29T10:58:03,14,130.97,130.97,2.079,6.034,2.902,2.577,,,59.28,67.17,,31.55,35.62,48.48,14/12/10,55.0,0.39,9.1,2.0,,,,,80.52,33.401,89.86,65.68,,1.797,0.016,159.16,0.9976,normal,-0.00034867,0.0557,False,contamination,none,A_healthy,0.0101,0.0025,1.0,,271.53,148.89,12867.03,11565.17,7517.36,15612.98,particle_filter,1301.86,1291.0,2127.0,0.0001,0.0004,0.0082,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-25T09:33:12,2001-08-13T01:21:48,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,8329.68,1245.71,27.34,29741.62,17.09,99.943,86.583,1417.9,2.94,1.011,294,False,False,idle_standby,78.32,95.16,14,0,0,0,oil_process,water_ingress,76.15,59.43,5.115,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-29T20:19:20,15,140.32,140.32,1.988,8.87,4.462,2.861,,,56.11,75.68,,31.55,44.13,46.0,13/11/9,90.7,0.432,17.4,4.3,,,,,80.04,32.545,91.69,66.94,,0.384,0.0013,37.03,1.0,normal,0.00133066,0.0137,False,contamination,thermal_degradation,A_healthy,0.0108,0.0089,1.0,,173.63,132.22,12857.68,12187.05,7921.58,16452.51,physics_informed_nn,670.63,608.4,2127.0,0.0001,0.0004,0.0082,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-03-10T17:50:44,2001-09-04T11:18:43,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,10303.95,1245.71,30.39,29741.62,18.89,99.937,84.378,1417.9,2.94,3.087,294,False,False,idle_standby,100.3,77.93,15,0,0,0,water,particulate_severe,87.17,1.87,2.128,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-30T05:40:37,16,149.68,149.68,2.1,9.125,4.346,3.178,,,61.84,70.06,,31.55,38.5,46.59,14/12/10,87.9,0.318,12.5,2.9,,,,,81.52,30.982,88.57,66.02,,1.738,0.0021,6.31,0.9954,normal,0.00048355,0.0076,False,contamination,none,A_healthy,0.0115,0.0,1.0,,95.75,158.11,12848.32,14444.01,9388.6,19499.41,physics_informed_nn,-1595.68,2072.19,2127.0,0.0001,0.0004,0.0083,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-27T03:40:49,2001-11-23T19:04:58,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,8054.76,1245.71,39.47,29741.62,20.32,99.932,86.915,1417.9,2.94,4.51,294,False,False,idle_standby,90.71,89.39,16,0,0,1,oil_process,none,51.79,3.04,1.61,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-06-30T15:01:55,17,159.03,159.03,1.901,8.15,4.286,2.437,,,58.78,62.77,,31.55,31.22,44.93,13/11/9,72.5,0.336,28.0,6.7,,,,,82.08,34.192,89.19,63.9,,0.459,0.0576,79.3,1.0,normal,0.0,0.0347,False,contamination,contamination,A_healthy,0.0122,0.0,1.0,,152.04,157.52,12838.97,11080.26,7202.17,14958.35,kalman_filter,1758.71,1469.35,2127.0,0.0001,0.0004,0.0083,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-16T11:09:38,2001-07-28T01:15:02,mixed,False,journeyman,False,72.0,,,none,none,24914.22,1272564.74,8105.14,1245.71,54.82,29741.62,24.96,99.916,79.454,1417.9,2.94,4.713,294,False,False,idle_standby,83.64,86.53,17,0,0,0,steam,none,85.45,96.03,0.631,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-01T00:23:12,17,168.39,168.39,1.957,5.785,2.956,2.857,,,61.88,67.02,,31.55,35.47,47.27,13/11/9,131.6,0.674,11.8,1.6,,,,,80.92,31.394,89.57,63.48,,0.331,0.0399,42.95,0.9898,normal,-0.00203692,0.0153,False,contamination,none,A_healthy,0.013,0.006,1.0,,126.17,145.49,12829.61,11433.2,7431.58,15434.82,lstm_sequence,1396.42,1153.9,2127.0,0.0001,0.0004,0.0084,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-24T04:59:08,2001-08-09T22:36:17,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,4738.76,1245.71,46.27,29741.62,7.71,99.974,85.085,1417.9,2.94,2.636,294,False,False,idle_standby,78.53,81.18,17,0,0,0,water,none,29.08,15.36,0.369,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-01T09:44:30,18,177.74,177.74,1.901,5.597,2.945,3.026,,,58.63,64.93,,31.55,33.38,44.75,13/11/9,54.5,0.51,13.5,3.6,,,,,79.9,33.37,90.65,65.8,,0.399,0.093,175.04,1.0,normal,0.00047152,0.009,False,contamination,none,A_healthy,0.0137,0.0114,1.0,,89.74,151.0,12820.26,10660.67,6929.43,14391.9,physics_informed_nn,2159.59,2366.69,2127.0,0.0001,0.0004,0.0085,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-08T12:04:28,2001-07-13T23:18:26,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,8669.68,1245.71,46.37,29741.62,5.11,99.983,82.136,1417.9,2.94,6.346,294,False,False,idle_standby,83.27,90.57,18,0,0,0,oil_process,none,44.04,41.09,6.351,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-01T19:05:47,19,187.1,187.1,1.721,7.235,4.204,3.069,,,59.07,69.43,,31.55,37.88,44.49,14/12/10,50.2,0.365,10.7,1.9,,,,,81.66,34.262,88.74,61.44,,0.115,0.0379,26.7,1.0,normal,0.0,0.0511,False,contamination,none,A_healthy,0.0144,0.0053,1.0,,268.88,167.31,12810.9,14480.56,9412.36,19548.75,particle_filter,-1669.65,1642.67,2127.0,0.0001,0.0005,0.0085,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T11:22:31,2001-11-26T15:34:13,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,11268.21,1245.71,31.82,29741.62,8.15,99.973,86.417,1417.9,2.94,5.174,294,False,False,idle_standby,82.01,73.72,19,0,0,0,water,particulate_severe,27.19,10.54,2.43,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-02T04:27:04,20,196.45,196.45,1.858,5.948,3.2,2.658,,,61.11,74.53,,31.55,42.98,47.9,14/12/10,88.5,0.501,9.0,2.0,,,,,79.83,31.265,89.54,60.68,,1.637,0.0554,28.4,0.9909,normal,-0.00089495,0.0911,False,contamination,none,A_healthy,0.0151,0.0129,1.0,,175.57,163.85,12801.55,11859.72,7708.82,16010.63,particle_filter,941.83,766.18,2127.0,0.0001,0.0005,0.0086,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-03-06T06:18:46,2001-08-26T05:12:57,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,7981.47,1245.71,50.57,29741.62,13.3,99.955,83.782,1417.9,2.94,2.171,294,False,False,idle_standby,105.65,77.34,20,0,0,0,oil_process,particulate_mild,88.73,123.02,1.414,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-02T13:48:22,21,205.81,205.81,1.93,7.934,4.111,2.876,,,60.92,67.61,,31.55,36.05,45.33,13/11/9,112.0,0.345,15.2,2.2,,,,,81.09,32.905,88.5,66.23,,0.165,0.0198,11.18,0.9923,normal,-0.00154779,0.0,False,contamination,none,A_healthy,0.0158,0.02,1.0,,129.9,139.01,12792.19,15217.51,9891.38,20543.64,xgboost_gradient,-2425.32,2871.22,2127.0,0.0001,0.0005,0.0086,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-15T14:33:45,2001-12-23T12:41:32,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,9770.24,1245.71,22.59,29741.62,12.29,99.959,80.898,1417.9,2.94,5.938,294,False,False,idle_standby,69.72,84.45,21,0,0,0,oil_process,none,82.05,28.93,0.004,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-02T23:09:39,22,215.16,215.16,2.014,6.739,3.347,2.556,,,56.86,62.71,,31.55,31.15,48.45,13/11/9,72.5,0.389,53.4,11.5,,,,,80.18,30.824,90.05,64.69,,0.04,0.055,32.48,1.0,normal,0.00203692,0.0,False,contamination,none,A_healthy,0.0166,0.0054,1.0,,76.32,142.14,12782.84,14430.32,9379.7,19480.93,physics_informed_nn,-1647.48,1539.48,2127.0,0.0001,0.0005,0.0087,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T14:19:06,2001-11-26T00:55:43,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,12437.63,1245.71,53.49,29741.62,7.63,99.974,81.496,1417.9,2.94,2.477,294,False,False,idle_standby,72.33,87.05,22,0,0,0,oil_hydraulic,particulate_mild,76.36,145.36,0.827,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-03T08:30:56,23,224.52,224.52,1.873,5.645,3.014,3.072,,,61.07,68.04,,31.55,36.48,45.62,14/12/10,109.7,0.438,18.9,2.7,,,,,82.67,34.25,89.99,64.8,,0.506,0.0598,134.3,0.9935,normal,-0.00129706,0.0822,False,contamination,none,A_healthy,0.0173,0.01,1.0,,77.75,156.14,12773.48,11910.24,7741.65,16078.82,kalman_filter,863.25,956.58,2127.0,0.0001,0.0005,0.0088,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-03-08T11:38:02,2001-08-29T04:13:01,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,9422.29,1245.71,35.29,29741.62,5.32,99.982,83.174,1417.9,2.94,7.582,294,False,False,idle_standby,74.54,92.49,23,0,0,0,steam,none,77.89,58.11,1.275,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-03T17:52:14,24,233.87,233.87,2.041,5.463,2.677,2.687,,,60.17,66.48,,31.55,34.93,47.56,13/11/9,247.7,0.371,39.7,5.1,,,,,79.97,33.57,89.71,63.76,,0.397,0.0557,9.83,0.9763,normal,-0.00474093,0.0299,False,contamination,cavitation,A_healthy,0.018,0.0,1.0,,361.59,150.68,12764.13,13593.83,8835.99,18351.67,lstm_sequence,-829.7,672.08,2127.0,0.0001,0.0005,0.0088,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-12T22:47:08,2001-10-28T04:37:35,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,9635.23,1245.71,29.04,29741.62,15.63,99.947,77.51,1417.9,2.94,1.883,294,False,False,idle_standby,85.29,83.67,24,0,0,0,oil_hydraulic,water_ingress,41.36,48.89,5.268,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-04T03:13:31,25,243.23,243.23,1.844,8.22,4.459,2.986,,,57.22,69.23,,31.55,37.68,44.39,13/11/9,79.5,0.362,10.8,2.5,,,,,78.95,32.691,91.4,65.18,,0.219,0.0839,153.88,1.0,normal,0.00181286,0.0,False,contamination,none,A_healthy,0.0187,0.0021,1.0,,56.6,137.3,12754.77,14600.49,9490.32,19710.66,lstm_sequence,-1845.72,2219.63,2127.0,0.0001,0.0005,0.0089,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-04T07:28:14,2001-12-03T05:38:31,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,10291.25,1245.71,49.07,29741.62,11.93,99.96,84.625,1417.9,2.94,2.258,294,False,False,idle_standby,92.34,84.36,25,0,0,0,water,particulate_mild,50.83,17.09,2.892,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-04T12:34:48,26,252.58,252.58,2.103,8.808,4.188,2.554,,,63.1,66.03,,31.55,34.48,47.24,14/12/10,113.8,0.305,29.4,4.7,,,,,78.99,33.045,88.9,58.25,,0.383,0.0441,120.24,1.0,normal,0.00154779,0.0075,False,contamination,none,A_healthy,0.0194,0.0005,1.0,,55.0,147.58,12745.42,14303.14,9297.04,19309.24,weibull_regression,-1557.72,1461.02,2127.0,0.0001,0.0005,0.0089,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T12:09:03,2001-11-23T02:15:00,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,6176.24,1245.71,22.0,29741.62,29.16,99.902,84.848,1417.9,2.94,4.86,294,False,False,idle_standby,79.94,92.5,26,0,0,0,gas_compressed_air,none,38.23,88.89,3.89,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-04T21:56:06,27,261.94,261.94,1.678,7.168,4.272,2.551,,,54.58,66.47,,31.55,34.91,48.43,14/12/10,226.6,0.37,14.2,2.1,,,,,81.97,34.341,89.21,64.17,,0.61,0.0636,355.96,0.9968,normal,-0.00063153,0.0,False,contamination,none,A_healthy,0.0202,0.0,1.0,,356.25,146.43,12736.06,14987.3,9741.75,20232.86,weibull_regression,-2251.24,2089.76,2127.0,0.0001,0.0005,0.009,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-13T03:35:06,2001-12-17T17:08:24,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,8509.39,1245.71,24.57,29741.62,8.09,99.973,84.291,1417.9,2.94,7.479,294,False,False,idle_standby,87.48,87.72,27,0,0,0,oil_hydraulic,particulate_mild,22.25,58.25,2.492,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-05T07:17:23,28,271.29,271.29,1.699,6.526,3.842,2.504,,,62.29,66.53,,31.55,34.97,43.38,13/11/9,71.9,0.355,12.5,3.6,,,,,81.87,34.243,89.91,64.42,,0.634,0.0279,202.43,0.9827,normal,-0.00215815,0.0317,False,contamination,none,A_healthy,0.0209,0.0,1.0,,198.2,157.39,12726.71,13922.14,9049.39,18794.9,xgboost_gradient,-1195.43,1325.43,2127.0,0.0001,0.0005,0.0091,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-21T08:21:44,2001-11-10T09:06:47,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,6599.01,1245.71,36.06,29741.62,6.66,99.978,89.769,1417.9,2.94,1.962,294,False,False,idle_standby,81.73,77.68,28,0,0,0,oil_hydraulic,chemical_contamination,46.86,124.77,2.838,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-05T16:38:41,29,280.64,280.64,2.03,5.355,2.638,2.815,,,58.46,61.43,,31.55,29.88,43.96,14/12/10,131.1,0.323,11.5,1.7,,,,,81.8,33.724,89.37,65.81,,0.221,0.0225,90.0,0.996,normal,0.00393534,0.0076,False,contamination,none,A_healthy,0.0216,0.0127,1.0,,64.15,166.66,12717.36,10252.16,6663.9,13840.41,lstm_sequence,2465.2,3091.53,2127.0,0.0001,0.0006,0.0091,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-04T06:43:22,2001-07-03T18:58:39,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,10914.58,1245.71,39.47,29741.62,16.16,99.946,86.535,1417.9,2.94,6.333,294,False,False,idle_standby,66.79,78.54,29,0,0,0,steam,water_ingress,87.04,49.26,1.618,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-06T01:59:58,30,290.0,290.0,2.081,7.928,3.809,3.012,,,57.47,70.04,,31.55,38.48,46.35,15/13/11,51.1,0.651,33.5,3.7,,,,,80.81,31.177,90.27,61.89,,0.381,0.002,37.77,1.0,normal,0.0,0.0042,False,contamination,none,A_healthy,0.0223,0.0161,1.0,,96.05,152.09,12708.0,11402.72,7411.77,15393.67,xgboost_gradient,1305.28,1251.73,2127.0,0.0001,0.0006,0.0092,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-28T15:21:34,2001-08-13T22:18:40,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,12421.32,1245.71,51.86,29741.62,9.62,99.968,86.104,1417.9,2.94,7.649,294,False,False,idle_standby,82.18,79.97,30,0,0,0,oil_process,none,31.6,10.23,1.823,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-06T11:21:15,31,299.35,299.35,1.699,4.504,2.651,2.947,,,55.69,68.38,,31.55,36.83,48.81,13/11/9,66.2,0.305,12.0,3.6,,,,,79.87,33.305,90.63,67.57,,0.374,0.014,88.55,1.0,normal,0.0,0.0342,False,contamination,none,A_healthy,0.023,0.0,1.0,,44.59,128.58,12698.65,15501.15,10075.75,20926.56,weibull_regression,-2802.51,2897.15,2127.0,0.0001,0.0006,0.0092,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-05-25T09:55:52,2002-01-06T11:20:06,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,5414.63,1245.71,23.48,29741.62,22.49,99.924,83.534,1417.9,2.94,7.368,294,False,False,idle_standby,86.54,97.46,31,0,0,0,water,none,20.59,89.39,2.123,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-06T20:42:33,32,308.71,308.71,2.237,6.206,2.775,2.695,,,56.94,67.45,,31.55,35.89,46.93,14/12/10,126.7,0.307,24.4,2.5,,,,,80.26,33.678,90.65,63.8,,1.176,0.0272,338.1,1.0,normal,0.00063153,0.0,False,contamination,none,A_healthy,0.0238,0.0,1.0,,72.38,143.6,12689.29,10783.3,7009.14,14557.45,kalman_filter,1905.99,2071.51,2127.0,0.0001,0.0006,0.0093,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-16T12:21:26,2001-07-23T18:30:40,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,5194.18,1245.71,30.35,29741.62,14.01,99.953,90.561,1417.9,2.94,5.852,294,False,False,idle_standby,70.06,86.07,32,0,0,1,water,particulate_mild,34.03,20.46,1.103,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-07T06:03:50,33,318.06,318.06,2.209,8.647,3.915,3.161,,,60.06,71.39,,31.55,39.83,47.26,12/10/8,104.7,0.424,10.9,2.2,,,,,80.8,33.279,90.94,62.59,,0.326,0.019,316.86,0.9984,normal,0.00312718,0.0078,False,contamination,none,A_healthy,0.0245,0.0106,1.0,,184.87,152.91,12679.94,13577.43,8825.33,18329.52,xgboost_gradient,-897.49,1030.18,2127.0,0.0001,0.0006,0.0094,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T02:46:37,2001-10-31T02:52:33,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,7320.89,1245.71,26.94,29741.62,5.95,99.98,84.381,1417.9,2.94,7.333,294,False,False,idle_standby,87.1,81.69,33,0,0,1,water,particulate_mild,47.78,257.84,3.086,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-07T15:25:07,34,327.42,327.42,1.887,5.794,3.071,2.645,,,63.03,70.59,,31.55,39.03,45.59,14/12/10,301.4,0.342,11.1,1.9,,,,,81.61,34.123,89.89,66.78,,0.234,0.057,150.9,1.0,normal,0.00080559,0.0989,False,contamination,abrasive_wear,A_healthy,0.0252,0.0,1.0,,404.83,164.57,12670.58,10808.8,7025.72,14591.88,xgboost_gradient,1861.78,1792.67,2127.0,0.0001,0.0006,0.0094,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-02-17T19:49:09,2001-07-25T10:53:57,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,5163.32,1245.71,50.16,29741.62,12.87,99.957,87.66,1417.9,2.94,6.92,294,False,False,idle_standby,81.44,77.02,34,0,0,0,none,none,71.6,14.09,1.104,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-08T00:46:25,35,336.77,336.77,1.84,6.109,3.321,3.033,,,57.88,64.95,,31.55,33.4,46.3,14/12/10,91.4,0.452,19.9,4.5,,,,,79.6,32.893,89.32,65.74,,0.141,0.0449,17.99,0.995,normal,-0.0009967,0.0,False,contamination,none,A_healthy,0.0259,0.0,1.0,,63.81,145.96,12661.23,14110.66,9171.93,19049.39,particle_filter,-1449.43,1425.66,2127.0,0.0001,0.0006,0.0095,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T00:06:08,2001-11-19T18:49:56,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,10189.92,1245.71,23.34,29741.62,12.74,99.957,80.773,1417.9,2.94,5.987,294,False,False,idle_standby,71.97,84.35,35,0,0,0,oil_process,none,82.29,67.34,0.209,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-08T10:07:42,36,346.13,346.13,1.809,5.089,2.814,2.913,,,49.6,66.94,,31.55,35.39,44.5,13/11/9,108.5,0.535,16.6,4.2,,,,,80.77,32.242,89.05,68.61,,0.11,0.0287,733.94,0.9887,normal,-0.00226046,0.006,False,contamination,none,A_healthy,0.0266,0.0106,1.0,,147.63,154.25,12651.87,11762.05,7645.33,15878.77,lstm_sequence,889.82,1078.2,2127.0,0.0001,0.0006,0.0095,2.363,23296.0,1.0,1e-06,False,none,none,,,,,,2001-03-10T11:09:14,2001-08-28T23:52:18,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,5936.38,1245.71,45.32,29741.62,21.71,99.927,81.163,1417.9,2.94,7.554,294,False,False,idle_standby,75.4,87.6,36,0,0,1,oil_process,none,58.99,8.77,2.521,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-08T19:29:00,37,355.48,355.48,1.883,6.688,3.551,2.808,,,61.8,65.7,,31.55,34.14,45.26,15/13/11,73.4,0.634,17.2,1.8,,,,,81.73,34.024,90.96,64.98,,1.485,0.0281,142.03,0.9979,normal,-0.00042434,0.0174,False,contamination,erosion,A_healthy,0.0273,0.0107,1.0,,84.34,140.04,12642.52,11220.1,7293.06,15147.13,xgboost_gradient,1422.42,1389.28,2127.0,0.0001,0.0006,0.0096,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-02-27T13:31:53,2001-08-10T04:33:55,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,10315.19,1245.71,42.46,29741.62,16.35,99.945,81.209,1417.9,2.94,5.532,294,False,False,idle_standby,78.57,76.6,37,1,0,0,steam,none,81.61,178.33,3.778,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-09T04:50:17,38,364.84,364.84,2.015,7.102,3.524,3.022,,,59.0,67.23,,31.55,35.67,45.98,13/11/9,187.9,0.531,28.0,4.0,,,,,81.01,33.462,90.4,64.94,,0.577,0.0762,35.73,0.9945,normal,-0.00077437,0.015,False,contamination,none,A_healthy,0.0281,0.0,1.0,,182.95,152.02,12633.16,13532.49,8796.12,18268.86,xgboost_gradient,-899.32,915.56,2127.0,0.0001,0.0007,0.0097,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-04-17T03:04:53,2001-10-31T11:27:06,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,9857.83,1245.71,52.42,29741.62,14.07,99.953,78.1,1417.9,2.94,6.81,294,False,False,idle_standby,78.66,82.44,38,1,0,0,oil_process,none,42.2,64.02,1.705,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-09T14:11:34,39,374.19,374.19,1.964,7.427,3.782,2.82,,,60.38,68.35,,31.55,36.8,47.24,14/12/10,89.6,0.457,18.0,4.1,,,,,79.74,32.442,90.02,65.8,,0.151,0.0227,23.08,1.0,normal,0.0,0.0181,False,contamination,none,A_healthy,0.0288,0.0,1.0,,176.62,152.94,12623.81,11421.23,7423.8,15418.66,particle_filter,1202.58,1239.74,2127.0,0.0001,0.0007,0.0097,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-04T12:48:28,2001-08-18T02:14:18,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,11220.79,1245.71,50.06,29741.62,9.41,99.968,80.447,1417.9,2.94,5.393,294,False,False,idle_standby,81.7,74.54,39,0,0,0,water,none,75.1,68.1,4.129,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-09T23:32:52,40,383.55,383.55,1.9,6.301,3.317,2.923,,,60.43,63.55,,31.55,32.0,44.35,14/12/10,145.9,0.439,29.5,5.7,,,,,81.65,33.749,89.98,67.46,,0.618,0.0306,38.01,0.9852,normal,-0.0019635,0.0,False,contamination,none,A_healthy,0.0295,0.0,1.0,,154.2,156.18,12614.45,10101.85,6566.2,13637.5,xgboost_gradient,2512.6,2877.35,2127.0,0.0001,0.0007,0.0098,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-02-05T10:28:20,2001-07-02T18:07:10,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,8476.15,1245.71,36.79,29741.62,19.29,99.935,81.996,1417.9,2.94,2.347,294,False,False,idle_standby,74.49,97.54,40,1,0,0,gas_compressed_air,particulate_severe,42.03,2.56,3.577,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-10T08:54:09,41,392.9,392.9,1.807,6.527,3.612,2.835,,,59.08,66.82,,31.55,35.26,44.83,13/11/9,93.9,0.356,17.9,4.9,,,,,81.65,31.105,89.61,69.49,,0.496,0.0307,34.1,1.0,normal,0.00226046,0.0241,False,contamination,erosion,A_healthy,0.0302,0.0,1.0,,81.03,137.84,12605.1,13418.76,8722.19,18115.32,weibull_regression,-813.66,861.24,2127.0,0.0001,0.0007,0.0098,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-04-15T22:16:51,2001-10-28T14:50:45,mixed,False,journeyman,False,38.0,,,none,none,24914.22,1272564.74,4805.01,1245.71,39.87,29741.62,43.16,99.855,87.75,1417.9,2.94,4.201,294,False,False,idle_standby,86.42,97.24,41,0,0,0,steam,water_ingress,53.23,4.95,0.399,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-10T18:15:26,42,402.26,402.26,2.111,8.039,3.808,3.142,,,57.4,63.98,,31.55,32.43,44.06,14/12/10,123.6,0.37,47.6,7.1,,,,,80.83,33.17,89.15,61.15,,0.023,0.0278,157.72,1.0,normal,0.00042434,0.0121,False,contamination,none,A_healthy,0.0309,0.0,1.0,,24.36,168.36,12595.74,10918.43,7096.98,14739.88,particle_filter,1677.31,2156.23,2127.0,0.0001,0.0007,0.0099,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-02-23T05:28:23,2001-08-01T10:55:26,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,10018.5,1245.71,47.75,29741.62,14.35,99.952,89.859,1417.9,2.94,7.63,294,False,False,idle_standby,76.41,89.22,42,1,0,0,steam,none,83.66,53.67,0.1,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-11T03:36:44,43,411.61,411.61,1.931,7.434,3.849,3.011,,,60.68,73.0,,31.55,41.45,46.83,14/12/10,101.6,0.529,26.9,3.9,,,,,80.29,33.556,88.19,64.84,,0.118,0.025,65.43,0.9853,normal,-0.00183002,0.0293,False,contamination,none,A_healthy,0.0317,0.0288,1.0,,272.02,128.34,12586.39,11203.7,7282.41,15125.0,weibull_regression,1382.69,1734.81,2127.0,0.0001,0.0007,0.01,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-01T13:27:45,2001-08-11T22:45:28,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,9228.54,1245.71,29.57,29741.62,4.87,99.984,83.807,1417.9,2.94,6.094,294,False,False,idle_standby,97.73,94.66,43,1,0,0,water,particulate_mild,83.22,123.91,0.123,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-11T12:58:01,44,420.97,420.97,2.126,7.337,3.452,2.805,,,56.42,65.85,,31.55,34.29,47.08,14/12/10,132.0,0.51,12.2,3.0,,,,,81.32,33.687,90.91,64.1,,0.116,0.0071,52.66,0.9862,normal,-0.00276711,0.0576,False,contamination,none,A_healthy,0.0324,0.0182,1.0,,218.02,157.2,12577.03,11671.78,7586.66,15756.9,weibull_regression,905.25,921.18,2127.0,0.0001,0.0007,0.01,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-11T16:51:22,2001-08-28T21:58:43,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,11881.88,1245.71,44.62,29741.62,16.49,99.945,78.867,1417.9,2.94,4.448,294,False,False,idle_standby,73.36,103.6,44,1,0,1,water,chemical_contamination,61.68,51.53,1.066,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-11T22:19:19,45,430.32,430.32,1.858,7.465,4.017,2.704,,,53.96,69.14,,31.55,37.59,47.06,14/12/10,114.5,0.314,14.4,4.2,,,,,80.41,33.082,89.74,64.33,,2.062,0.0502,26.52,1.0,normal,0.0029602,0.0306,False,contamination,none,A_healthy,0.0331,0.0,1.0,,83.45,153.42,12567.68,11229.21,7298.98,15159.43,physics_informed_nn,1338.47,1187.15,2127.0,0.0001,0.0007,0.0101,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-02T20:55:30,2001-08-13T15:08:49,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,7299.47,1245.71,25.83,29741.62,13.62,99.954,86.135,1417.9,2.94,7.987,294,False,False,idle_standby,96.64,69.8,45,1,0,0,oil_hydraulic,none,74.46,14.47,0.325,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-12T07:40:36,46,439.68,439.68,1.852,5.234,2.826,2.779,,,59.96,72.96,,31.55,41.41,46.49,14/12/10,96.7,0.335,11.6,2.0,,,,,81.67,31.4,89.74,62.12,,0.221,0.0547,23.03,0.9868,normal,-0.00264553,0.0194,False,contamination,none,A_healthy,0.0338,0.013,1.0,,231.42,136.08,12558.32,14598.59,9489.08,19708.1,kalman_filter,-2040.27,2586.35,2127.0,0.0002,0.0007,0.0102,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-05-12T10:58:17,2001-12-11T08:28:40,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,6863.59,1245.71,53.23,29741.62,8.86,99.97,78.143,1417.9,2.94,4.911,294,False,False,idle_standby,100.96,100.4,46,1,0,0,oil_hydraulic,none,31.1,10.72,0.118,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-12T17:01:53,47,449.03,449.03,2.024,6.868,3.393,3.091,,,63.58,71.1,,31.55,39.54,43.7,15/13/11,268.5,0.38,34.5,9.2,,,,,81.11,31.69,89.77,63.98,,0.778,0.036,1.41,0.9761,normal,-0.00478979,0.0213,False,contamination,none,A_healthy,0.0345,0.0264,1.0,,322.96,133.81,12548.97,13727.67,8922.98,18532.35,particle_filter,-1178.7,1125.54,2127.0,0.0002,0.0008,0.0102,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-04-24T16:51:55,2001-11-10T21:32:55,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,12439.66,1245.71,33.0,29741.62,13.28,99.955,84.98,1417.9,2.94,7.706,294,False,False,idle_standby,93.3,78.21,47,1,0,0,steam,particulate_severe,75.49,123.01,1.289,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-13T02:23:11,48,458.39,458.39,1.736,6.289,3.622,3.056,,,61.15,65.6,,31.55,34.04,45.65,14/12/10,90.5,0.305,38.4,5.9,,,,,82.15,32.943,88.41,63.17,,0.438,0.0565,152.22,0.9986,normal,0.00265162,0.0176,False,contamination,none,A_healthy,0.0353,0.0,1.0,,115.41,167.14,12539.61,11537.85,7499.6,15576.09,xgboost_gradient,1001.77,1294.26,2127.0,0.0002,0.0008,0.0103,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-10T11:18:32,2001-08-25T17:33:18,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,7036.95,1245.71,56.87,29741.62,12.16,99.959,83.464,1417.9,2.94,6.482,294,False,False,idle_standby,77.02,80.83,48,1,0,0,steam,none,66.32,82.44,7.534,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-13T11:44:28,49,467.74,467.74,2.041,8.99,4.404,2.956,,,59.52,65.49,,31.55,33.94,43.73,13/11/9,95.3,0.671,27.5,3.8,,,,,80.62,32.979,90.14,64.24,,1.134,0.0149,128.96,1.0,normal,0.00276711,0.0042,False,contamination,none,A_healthy,0.036,0.0146,1.0,,83.53,149.35,12530.26,11679.94,7591.96,15767.92,lstm_sequence,850.32,913.38,2127.0,0.0002,0.0008,0.0104,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-13T19:42:40,2001-08-31T03:41:25,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,8768.5,1245.71,37.57,29741.62,7.61,99.974,89.508,1417.9,2.94,1.093,294,False,False,idle_standby,72.71,81.24,49,0,0,0,gas_compressed_air,none,28.26,0.9,1.958,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-13T21:05:45,50,477.1,477.1,2.054,7.637,3.718,3.22,,,56.07,63.22,,31.55,31.67,47.0,14/12/10,161.0,0.325,26.6,6.4,,,,,81.56,33.736,90.01,66.96,,0.037,0.0309,41.19,0.9994,normal,-0.00011634,0.0512,False,contamination,none,A_healthy,0.0367,0.0255,1.0,,80.76,163.41,12520.9,11559.02,7513.36,15604.68,physics_informed_nn,961.88,984.36,2127.0,0.0002,0.0008,0.0104,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-11T16:36:24,2001-08-27T06:15:51,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,11858.73,1245.71,28.64,29741.62,5.5,99.982,88.551,1417.9,2.94,1.742,294,False,False,idle_standby,71.1,79.7,50,1,0,0,water,water_ingress,26.75,55.39,0.19,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-14T06:27:03,51,486.45,486.45,1.623,5.849,3.604,2.673,,,58.38,66.52,,31.55,34.96,45.95,13/11/9,112.6,0.489,75.9,15.1,,,,,80.02,32.259,88.98,65.4,,0.168,0.0613,7.5,0.9889,normal,0.00043392,0.0,False,contamination,none,A_healthy,0.0374,0.0,1.0,,190.58,136.78,12511.55,11165.13,7257.33,15072.93,xgboost_gradient,1346.42,1544.01,2127.0,0.0002,0.0008,0.0105,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-03T21:00:58,2001-08-13T16:48:42,mixed,False,oem_certified,True,,,,none,none,24914.22,1272564.74,9308.28,1245.71,34.5,29741.62,6.8,99.977,86.807,1417.9,2.94,2.067,294,False,False,idle_standby,82.64,89.29,51,1,0,0,oil_hydraulic,water_ingress,29.3,34.21,1.711,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-14T15:48:20,52,495.81,495.81,2.02,8.654,4.284,3.279,,,61.17,71.11,,31.55,39.55,46.12,14/12/10,128.8,0.304,21.5,3.1,,,,,80.18,31.391,89.17,65.54,,0.261,0.0193,54.53,1.0,normal,0.00478979,0.0,False,contamination,none,A_healthy,0.0381,0.0089,1.0,,41.35,127.27,12502.19,13509.53,8781.2,18237.87,xgboost_gradient,-1007.34,847.82,2127.0,0.0002,0.0008,0.0105,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-04-22T02:34:22,2001-11-05T02:54:36,mixed,False,master_technician,False,76.0,,,none,none,24914.22,1272564.74,12266.0,1245.71,58.4,29741.62,3.43,99.988,81.376,1417.9,2.94,7.617,294,False,False,idle_standby,83.09,78.77,52,0,0,0,water,particulate_mild,24.58,42.52,4.462,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-15T01:09:37,53,505.16,505.16,2.043,8.385,4.105,2.676,,,63.17,62.06,,31.55,30.51,45.97,15/13/11,108.1,0.325,10.6,1.1,,,,,80.06,32.039,88.84,62.37,,0.052,0.0018,36.34,1.0,normal,0.0002808,0.0309,False,contamination,none,A_healthy,0.0389,0.0,1.0,,269.52,142.18,12492.84,11741.68,7632.09,15851.27,particle_filter,751.16,908.5,2127.0,0.0002,0.0008,0.0106,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-16T15:59:58,2001-09-03T21:35:13,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,8998.71,1245.71,49.02,29741.62,8.91,99.97,83.881,1417.9,2.94,6.902,294,False,False,idle_standby,88.4,71.67,53,0,0,0,water,particulate_severe,28.29,19.07,1.059,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-15T10:30:55,54,514.52,514.52,1.975,6.517,3.299,3.236,,,55.3,71.33,,31.55,39.77,47.09,14/12/10,256.6,0.372,23.9,4.3,,,,,83.14,33.771,91.5,60.31,,1.094,0.0599,58.06,0.991,normal,-0.00179299,0.0508,False,contamination,none,A_healthy,0.0396,0.0,1.0,,321.57,147.93,12483.48,10838.9,7045.29,14632.52,xgboost_gradient,1644.58,1884.55,2127.0,0.0002,0.0008,0.0107,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-02-26T05:58:01,2001-08-03T07:35:00,mixed,False,journeyman,False,34.0,,,none,none,24914.22,1272564.74,5885.24,1245.71,27.33,29741.62,10.24,99.966,83.084,1417.9,2.94,1.475,294,False,False,idle_standby,94.31,77.52,54,1,0,0,oil_process,none,24.32,129.98,10.514,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-15T19:52:12,55,523.87,523.87,2.24,5.796,2.588,2.073,,,63.73,69.56,,31.55,38.0,46.53,13/11/9,89.2,0.498,23.4,5.2,,,,,79.87,33.474,90.18,65.58,,0.447,0.0498,163.58,0.9923,normal,-0.00141911,0.0136,False,contamination,none,A_healthy,0.0403,0.0018,1.0,,147.06,160.35,12474.13,10478.46,6811.0,14145.92,xgboost_gradient,1995.67,1603.96,2127.0,0.0002,0.0009,0.0107,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-02-19T03:05:58,2001-07-21T22:33:37,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,8294.95,1245.71,48.48,29741.62,9.75,99.967,81.67,1417.9,2.94,5.168,294,False,False,idle_standby,89.92,81.33,55,0,0,0,oil_process,none,75.55,40.41,0.292,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-16T05:13:30,56,533.23,533.23,1.824,7.03,3.854,3.134,,,68.41,68.63,,31.55,37.07,44.37,13/11/9,78.4,0.351,20.1,4.0,,,,,81.48,33.711,90.31,67.77,,0.931,0.0397,40.92,0.9918,normal,0.00056854,0.0643,False,contamination,none,A_healthy,0.041,0.0228,1.0,,89.72,141.49,12464.77,10377.2,6745.18,14009.22,lstm_sequence,2087.57,2407.63,2127.0,0.0002,0.0009,0.0108,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-02-17T09:49:34,2001-07-18T17:50:49,mixed,False,specialist,False,33.0,,,none,none,24914.22,1272564.74,9508.23,1245.71,37.62,29741.62,14.69,99.951,82.969,1417.9,2.94,4.189,294,False,False,idle_standby,79.14,74.62,56,2,0,1,water,particulate_mild,33.61,16.97,2.595,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-16T14:34:47,57,542.58,542.58,2.157,5.992,2.778,2.693,,,66.02,62.0,,31.55,30.44,48.96,14/12/10,53.1,0.303,50.2,15.0,,,,,81.98,34.188,91.11,63.78,,0.965,0.0337,95.61,1.0,normal,0.0,0.0122,False,contamination,none,A_healthy,0.0417,0.0,1.0,,45.34,132.39,12455.42,13929.41,9054.12,18804.71,xgboost_gradient,-1473.99,1633.02,2127.0,0.0002,0.0009,0.0109,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-05-02T19:17:11,2001-11-21T22:34:52,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,4574.45,1245.71,40.01,29741.62,9.49,99.968,83.755,1417.9,2.94,1.283,294,False,False,idle_standby,81.16,86.07,57,1,0,0,oil_hydraulic,particulate_severe,68.15,1.92,5.84,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-16T23:56:04,58,551.93,551.93,1.848,7.439,4.025,3.497,,,63.93,70.78,,31.55,39.23,46.2,14/12/10,91.6,0.391,12.3,1.9,,,,,79.04,32.798,91.48,64.45,,0.378,0.0249,57.25,0.9915,normal,-0.00170219,0.0309,False,contamination,none,A_healthy,0.0425,0.0068,1.0,,128.36,131.49,12446.07,11240.15,7306.1,15174.21,xgboost_gradient,1205.91,1394.69,2127.0,0.0002,0.0009,0.0109,2.363,23296.0,0.9999,1e-06,False,none,none,,,,,,2001-03-08T04:00:42,2001-08-19T02:03:57,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,12162.01,1245.71,37.22,29741.62,13.57,99.954,88.981,1417.9,2.94,7.886,294,False,False,idle_standby,85.48,87.53,58,1,0,0,water,particulate_mild,75.39,95.25,0.538,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-17T09:17:22,59,561.29,561.29,2.052,7.833,3.817,3.332,,,62.19,67.27,,31.55,35.72,45.1,13/11/9,137.2,0.388,14.9,4.4,,,,,82.04,32.714,90.49,64.78,,0.177,0.0714,49.55,0.9898,normal,-0.00025143,0.0,False,contamination,none,A_healthy,0.0432,0.0282,1.0,,176.42,135.33,12436.71,13109.45,8521.14,17697.76,physics_informed_nn,-672.74,688.47,2127.0,0.0002,0.0009,0.011,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-04-16T12:00:52,2001-10-24T16:19:19,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,8183.53,1245.71,44.8,29741.62,8.39,99.972,82.736,1417.9,2.94,2.121,294,False,False,idle_standby,80.56,70.92,59,1,0,0,gas_compressed_air,none,55.75,53.05,0.714,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-17T18:38:39,61,570.64,570.64,2.126,8.282,3.896,2.908,,,59.23,66.88,,31.55,35.32,46.9,13/11/9,94.7,0.314,14.7,1.7,,,,,78.88,30.208,91.5,63.18,,0.0,0.0514,0.52,1.0,normal,0.00153546,0.0558,False,contamination,none,A_healthy,0.0439,0.0015,1.0,,47.18,149.13,12427.36,13782.33,8958.51,18606.14,weibull_regression,-1354.97,1629.52,2127.0,0.0002,0.0009,0.0111,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-04-30T21:48:31,2001-11-17T21:37:25,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,11015.23,1245.71,44.34,29741.62,5.45,99.982,85.029,1417.9,2.94,1.588,294,False,False,idle_standby,79.36,85.29,61,1,0,0,oil_hydraulic,none,20.17,33.92,0.638,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-18T03:59:56,62,580.0,580.0,2.275,7.419,3.26,2.876,,,65.41,68.29,,31.55,36.73,44.17,14/12/10,153.4,0.393,23.4,2.7,,,,,81.81,31.167,88.59,68.81,,0.276,0.0152,57.0,0.974,normal,-0.00355979,0.0,False,contamination,none,A_healthy,0.0446,0.0192,1.0,,316.28,149.42,12418.0,14515.8,9435.27,19596.33,lstm_sequence,-2097.8,1879.45,2127.0,0.0002,0.0009,0.0111,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-05-16T13:53:56,2001-12-14T06:25:43,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,10957.46,1245.71,59.9,29741.62,10.56,99.965,85.73,1417.9,2.94,4.105,294,False,False,idle_standby,87.35,84.01,62,1,1,0,oil_hydraulic,particulate_mild,89.83,127.1,5.889,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-18T13:21:14,63,589.35,589.35,1.974,5.14,2.604,3.015,,,59.18,65.54,,31.55,33.98,46.73,13/11/9,63.8,0.551,16.8,4.1,,,,,79.95,31.677,89.97,61.98,,0.015,0.265,151.3,1.0,normal,0.0,0.0143,False,contamination,none,A_healthy,0.0453,0.0024,1.0,,142.67,150.48,12408.65,13120.57,8528.37,17712.77,xgboost_gradient,-711.93,854.26,2127.0,0.0002,0.0009,0.0112,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-04-17T21:38:23,2001-10-26T05:50:23,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,10143.1,1245.71,52.29,29741.62,14.12,99.953,86.678,1417.9,2.94,3.1,294,False,False,idle_standby,75.22,90.26,63,0,0,0,gas_compressed_air,particulate_mild,57.79,152.48,8.503,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-18T22:42:31,64,598.71,598.71,1.814,4.598,2.534,3.006,,,57.27,70.02,,31.55,38.47,47.45,13/11/9,127.9,0.327,34.1,4.6,,,,,80.25,31.223,89.5,62.88,,0.602,0.0366,10.48,1.0,normal,0.00170219,0.0435,False,contamination,none,A_healthy,0.0461,0.0,1.0,,93.75,128.7,12399.29,13209.48,8586.16,17832.79,weibull_regression,-810.19,966.87,2127.0,0.0002,0.001,0.0112,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-04-20T03:26:50,2001-10-29T18:45:52,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,9957.29,1245.71,26.13,29741.62,11.6,99.961,83.402,1417.9,2.94,2.342,294,False,False,idle_standby,81.73,67.27,64,1,0,0,oil_hydraulic,particulate_severe,57.65,261.37,2.287,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-19T08:03:49,65,608.06,608.06,1.898,5.282,2.783,2.788,,,54.51,65.52,,31.55,33.97,44.75,13/11/9,83.5,0.399,43.7,7.7,,,,,80.29,31.272,90.43,66.56,,0.314,0.0209,0.28,0.9865,normal,-0.00065817,0.0762,False,contamination,none,A_healthy,0.0468,0.0,1.0,,145.5,154.35,12389.94,14705.53,9558.59,19852.46,lstm_sequence,-2315.59,2971.6,2127.0,0.0002,0.001,0.0113,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-05-21T16:49:38,2001-12-22T03:45:43,mixed,False,oem_certified,True,,,,none,none,24914.22,1272564.74,6902.87,1245.71,41.48,29741.62,14.0,99.953,85.75,1417.9,2.94,6.042,294,False,False,idle_standby,72.26,85.95,65,1,0,0,oil_process,none,59.01,78.48,2.576,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-19T17:25:06,66,617.42,617.42,2.003,8.903,4.444,2.603,,,66.14,68.76,,31.55,37.21,45.88,14/12/10,140.5,0.618,42.4,6.3,,,,,79.1,32.005,89.83,68.51,,0.841,0.0104,33.19,0.9864,normal,-0.00271847,0.0153,False,contamination,none,A_healthy,0.0475,0.0,1.0,,146.41,147.81,12380.58,10800.62,7020.4,14580.83,lstm_sequence,1579.97,1960.46,2127.0,0.0002,0.001,0.0114,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-03-01T17:43:33,2001-08-06T05:56:28,mixed,False,specialist,False,74.0,,,none,none,24914.22,1272564.74,11871.52,1245.71,51.43,29741.62,6.42,99.978,86.88,1417.9,2.94,5.576,294,False,False,idle_standby,86.4,86.23,66,2,0,1,gas_compressed_air,water_ingress,75.49,17.34,1.981,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-20T02:46:23,67,626.77,626.77,1.809,7.393,4.087,3.508,,,59.27,70.55,,31.55,39.0,43.6,13/11/9,90.4,0.455,13.7,3.2,,,,,81.95,32.209,90.28,66.12,,1.013,0.085,80.96,0.9941,normal,0.00401698,0.0525,False,contamination,none,A_healthy,0.0482,0.0101,1.0,,121.85,160.19,12371.23,11162.46,7255.6,15069.32,lstm_sequence,1208.77,1452.59,2127.0,0.0002,0.001,0.0114,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-03-09T16:00:11,2001-08-19T10:51:50,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,10424.58,1245.71,34.45,29741.62,20.58,99.931,89.882,1417.9,2.94,6.677,294,False,False,idle_standby,94.09,82.4,67,2,0,0,oil_hydraulic,particulate_mild,55.78,95.14,0.787,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-20T12:07:41,68,636.13,636.13,2.156,9.515,4.413,3.338,,,55.89,67.82,,31.55,36.27,47.62,14/12/10,96.0,0.441,14.9,4.0,,,,,80.62,33.118,90.18,60.75,,1.18,0.0392,20.46,1.0,normal,0.0,0.0785,False,contamination,none,A_healthy,0.0489,0.0133,1.0,,55.75,161.06,12361.87,13293.7,8640.91,17946.5,xgboost_gradient,-931.83,1141.55,2127.0,0.0002,0.001,0.0115,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-04-23T10:58:43,2001-11-03T07:46:27,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,11998.16,1245.71,55.2,29741.62,12.3,99.959,88.077,1417.9,2.94,1.927,294,False,False,idle_standby,87.04,79.22,68,2,0,0,oil_hydraulic,none,44.11,85.48,0.129,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-20T21:28:58,69,645.48,645.48,2.169,7.354,3.391,3.088,,,63.48,66.99,,31.55,35.43,45.62,14/12/10,118.1,0.347,86.3,23.7,,,,,80.59,31.03,88.18,63.53,,0.972,0.0125,0.44,0.9936,normal,-0.00128044,0.0,False,contamination,none,A_healthy,0.0497,0.0205,1.0,,227.34,130.34,12352.52,11245.17,7309.36,15180.98,lstm_sequence,1107.34,923.6,2127.0,0.0002,0.001,0.0116,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-03-12T04:04:09,2001-08-23T03:52:46,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,6477.92,1245.71,48.05,29741.62,11.12,99.963,80.368,1417.9,2.94,5.143,294,False,False,idle_standby,81.79,93.99,69,2,0,1,water,particulate_mild,30.26,12.09,2.3,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-21T06:50:15,70,654.84,654.84,2.007,6.415,3.196,2.944,,,57.21,68.39,,31.55,36.83,44.09,14/12/10,106.9,0.412,22.2,3.0,,,,,81.46,33.86,89.33,60.85,,1.369,0.0094,41.22,0.9914,normal,0.00097564,0.0635,False,contamination,none,A_healthy,0.0504,0.0185,1.0,,90.15,153.36,12343.16,11202.32,7281.51,15123.14,xgboost_gradient,1140.84,1243.51,2127.0,0.0002,0.001,0.0116,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-03-11T15:59:58,2001-08-22T00:48:45,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,6589.2,1245.71,45.92,29741.62,14.96,99.95,83.348,1417.9,2.94,5.814,294,False,False,idle_standby,84.4,73.94,70,1,0,2,water,particulate_mild,31.36,63.3,4.715,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-21T16:11:33,71,664.19,664.19,2.134,6.799,3.187,2.996,,,58.68,64.91,,31.55,33.36,46.9,14/12/10,115.1,0.637,16.0,2.6,,,,,78.15,32.695,88.53,62.32,,0.121,0.1057,5.32,1.0,normal,0.00271847,0.0076,False,contamination,fretting_corrosion,A_healthy,0.0511,0.0,1.0,,25.45,147.67,12333.81,10240.04,6656.02,13824.05,kalman_filter,2093.77,2665.79,2127.0,0.0002,0.001,0.0117,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-02-20T00:12:39,2001-07-19T08:13:25,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,10794.62,1245.71,27.99,29741.62,16.52,99.944,86.18,1417.9,2.94,1.718,294,False,False,idle_standby,75.72,96.7,71,1,0,0,water,none,37.28,20.61,3.444,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-22T01:32:50,72,673.55,673.55,1.824,7.27,3.986,3.324,,,55.29,66.76,,31.55,35.2,44.87,13/11/9,77.9,0.616,43.1,8.7,,,,,81.54,34.182,89.11,63.74,,0.133,0.012,111.81,1.0,normal,0.00118588,0.0084,False,contamination,none,A_healthy,0.0518,0.0073,1.0,,146.44,152.25,12324.45,14170.51,9210.83,19130.19,weibull_regression,-1846.06,1864.85,2127.0,0.0002,0.0011,0.0118,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-05-13T06:48:04,2001-12-05T22:28:45,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,10301.17,1245.71,42.97,29741.62,6.47,99.978,84.099,1417.9,2.94,5.446,294,False,False,idle_standby,81.4,97.32,72,2,0,0,none,none,34.11,12.43,2.382,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-22T10:54:07,73,682.9,682.9,2.1,5.779,2.752,3.263,,,59.97,64.52,,31.55,32.96,43.92,13/11/9,91.8,0.413,38.2,10.2,,,,,82.44,31.801,89.57,63.61,,0.625,0.1051,104.03,0.983,normal,-0.00340375,0.0405,False,contamination,fretting_corrosion,A_healthy,0.0525,0.0,1.0,,188.43,164.43,12315.1,11207.01,7284.56,15129.47,xgboost_gradient,1108.09,930.66,2127.0,0.0002,0.0011,0.0118,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-03-12T22:24:29,2001-08-23T08:51:44,mixed,False,journeyman,False,80.0,,,none,none,24914.22,1272564.74,8152.9,1245.71,55.28,29741.62,14.53,99.951,85.067,1417.9,2.94,5.579,294,False,False,idle_standby,77.48,88.45,73,0,0,1,water,none,44.57,67.1,2.652,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-22T20:15:25,74,692.26,692.26,2.215,7.8,3.521,2.807,,,56.02,68.67,,31.55,37.11,46.25,14/12/10,81.3,0.619,19.5,3.9,,,,,79.86,30.742,90.26,64.27,,0.267,0.0328,62.09,1.0,normal,0.00128044,0.0205,False,contamination,none,A_healthy,0.0533,0.0,1.0,,18.94,153.74,12305.74,14436.93,9384.01,19489.86,lstm_sequence,-2131.19,1893.37,2127.0,0.0003,0.0011,0.0119,2.363,23296.0,0.9998,1e-06,False,none,none,,,,,,2001-05-19T14:43:22,2001-12-16T03:38:56,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,4814.76,1245.71,30.85,29741.62,10.34,99.965,83.131,1417.9,2.94,2.989,294,False,False,idle_standby,75.77,88.1,74,0,0,0,water,none,68.45,11.88,1.52,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-23T05:36:42,75,701.61,701.61,2.063,5.356,2.596,3.118,,,57.84,65.3,,31.55,33.74,47.12,15/13/11,270.9,0.421,25.8,6.8,,,,,81.01,32.405,90.78,63.83,,0.086,0.0775,32.81,0.9988,normal,0.00148557,0.0,False,contamination,none,A_healthy,0.054,0.0027,1.0,,13.52,143.52,12296.39,11452.9,7444.38,15461.41,weibull_regression,843.49,875.81,2127.0,0.0003,0.0011,0.012,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-03-18T20:03:39,2001-09-01T20:34:30,mixed,False,journeyman,False,69.0,,,none,none,24914.22,1272564.74,6194.57,1245.71,42.75,29741.62,12.53,99.958,89.69,1417.9,2.94,2.545,294,False,False,idle_standby,70.0,100.04,75,1,0,0,steam,particulate_mild,21.33,115.41,1.347,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-23T14:58:00,76,710.97,710.97,1.82,5.878,3.23,2.87,,,56.5,64.12,,31.55,32.57,44.17,13/11/9,113.5,0.476,24.9,5.5,,,,,81.13,33.961,89.22,65.06,,0.504,0.0684,19.71,1.0,normal,0.0,0.0,False,contamination,thermal_degradation,A_healthy,0.0547,0.0002,1.0,,0.82,156.42,12287.03,13304.92,8648.2,17961.65,physics_informed_nn,-1017.89,996.52,2127.0,0.0003,0.0011,0.012,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-04-26T19:25:43,2001-11-06T20:09:07,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,10654.58,1245.71,22.0,29741.62,16.35,99.945,87.628,1417.9,2.94,1.953,294,False,False,idle_standby,70.66,78.42,76,2,0,0,oil_process,none,51.32,33.97,2.532,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-24T00:19:17,77,720.32,720.32,2.078,5.513,2.653,2.784,,,63.03,66.25,,31.55,34.7,47.41,13/11/9,70.7,0.575,22.4,6.6,,,,,80.81,31.582,88.65,65.43,,0.557,0.0021,176.91,0.9884,normal,-0.0023194,0.073,False,contamination,none,A_healthy,0.0554,0.014,1.0,,261.98,150.68,12277.68,14280.54,9282.35,19278.73,lstm_sequence,-2002.86,2530.9,2127.0,0.0003,0.0011,0.0121,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-05-17T12:35:32,2001-12-11T18:46:55,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,7862.07,1245.71,59.94,29741.62,11.54,99.961,85.037,1417.9,2.94,6.3,294,False,False,idle_standby,70.72,79.73,77,2,0,0,water,none,43.09,49.95,4.14,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-24T09:40:34,78,729.68,729.68,1.828,7.754,4.243,3.3,,,59.72,66.6,,31.55,35.05,46.6,14/12/10,142.9,0.379,18.0,4.9,,,,,80.49,32.603,90.4,63.69,,0.114,0.1038,526.93,0.9991,normal,0.00322153,0.0048,False,contamination,lubrication_starvation,A_healthy,0.0561,0.0132,1.0,,39.55,155.17,12268.32,10735.87,6978.31,14493.42,particle_filter,1532.46,1987.43,2127.0,0.0003,0.0011,0.0122,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-03-05T01:36:33,2001-08-08T15:09:43,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,10303.57,1245.71,43.78,29741.62,20.23,99.932,82.716,1417.9,2.94,5.894,294,False,False,idle_standby,78.33,73.72,78,0,0,1,oil_process,none,48.43,61.33,0.104,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-24T19:01:52,79,739.03,739.03,1.637,4.42,2.7,2.873,,,55.48,69.18,,31.55,37.63,46.27,14/12/10,75.6,0.415,30.8,3.5,,,,,81.02,32.982,89.8,65.84,,0.185,0.0942,10.01,0.9841,normal,-0.00318292,0.0,False,contamination,none,A_healthy,0.0569,0.0248,1.0,,285.09,143.3,12258.97,11156.49,7251.72,15061.26,particle_filter,1102.48,1126.74,2127.0,0.0003,0.0011,0.0122,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-03-14T05:16:31,2001-08-23T22:02:47,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,6754.2,1245.71,56.27,29741.62,17.67,99.941,87.951,1417.9,2.94,5.913,294,False,False,idle_standby,87.12,77.24,79,2,0,0,oil_process,none,77.66,49.54,0.278,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-25T04:23:09,80,748.39,748.39,2.064,7.726,3.743,3.048,,,58.54,69.79,,31.55,38.23,45.41,13/11/9,78.6,0.542,18.8,2.4,,,,,80.2,33.159,89.18,67.45,,0.334,0.0522,159.34,1.0,normal,0.00024138,0.0553,False,contamination,none,A_healthy,0.0576,0.0116,1.0,,110.46,148.22,12249.61,13764.8,8947.12,18582.49,physics_informed_nn,-1515.19,1777.01,2127.0,0.0003,0.0012,0.0123,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-05-07T22:47:18,2001-11-24T16:28:12,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,8764.12,1245.71,34.88,29741.62,17.02,99.943,79.877,1417.9,2.94,5.781,294,False,False,idle_standby,91.65,77.73,80,0,0,0,oil_hydraulic,none,49.01,44.21,0.052,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-25T13:44:26,81,757.74,757.74,1.98,6.287,3.176,3.187,,,57.78,63.03,,31.55,31.47,44.01,13/11/9,65.4,0.498,17.6,3.5,,,,,80.64,31.584,90.2,65.24,,0.128,0.013,258.35,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0583,0.0,1.0,,289.36,150.15,12240.26,13837.17,8994.16,18680.18,weibull_regression,-1596.91,2063.22,2127.0,0.0003,0.0012,0.0124,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-05-09T20:19:37,2001-11-27T15:20:14,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,8043.9,1245.71,44.34,29741.62,15.53,99.948,87.582,1417.9,2.94,7.614,294,False,False,idle_standby,78.33,89.91,81,1,0,0,water,chemical_contamination,88.49,15.3,0.445,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-25T23:05:44,82,767.1,767.1,1.995,6.14,3.078,2.897,,,58.48,64.95,,31.55,33.4,46.61,13/11/9,100.3,0.446,17.3,4.0,,,,,80.26,31.786,90.59,66.35,,1.146,0.0173,19.85,0.9969,normal,0.00170208,0.0411,False,contamination,none,A_healthy,0.059,0.0031,1.0,,66.8,149.93,12230.9,11498.1,7473.76,15522.43,physics_informed_nn,732.81,833.54,2127.0,0.0003,0.0012,0.0124,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-03-22T12:08:42,2001-09-06T04:28:47,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,8694.82,1245.71,48.13,29741.62,10.39,99.965,83.784,1417.9,2.94,6.465,294,False,False,idle_standby,73.19,81.81,82,1,0,0,oil_process,none,25.96,43.95,2.147,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-26T08:27:01,83,776.45,776.45,1.853,6.015,3.245,3.208,,,64.42,75.73,,31.55,44.18,46.52,14/12/10,76.5,0.348,33.5,7.0,,,,,81.39,33.621,88.6,63.34,,0.251,0.0811,151.97,0.9825,normal,-0.00330939,0.1068,False,contamination,none,A_healthy,0.0597,0.0,1.0,,282.93,161.46,12221.55,10008.14,6505.29,13510.99,particle_filter,2213.41,2180.35,2127.0,0.0003,0.0012,0.0125,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-02-19T20:31:10,2001-07-15T19:22:04,mixed,False,specialist,False,22.0,,,none,none,24914.22,1272564.74,5764.03,1245.71,47.25,29741.62,9.83,99.967,85.949,1417.9,2.94,4.88,294,False,False,idle_standby,105.76,100.91,83,1,0,0,water,particulate_mild,55.88,5.16,1.576,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-26T17:48:19,84,785.81,785.81,2.056,6.098,2.966,2.928,,,61.62,67.44,,31.55,35.89,46.86,14/12/10,50.1,0.331,25.1,3.2,,,,,79.93,32.394,89.21,67.08,,0.32,0.1784,9.29,1.0,normal,0.00318292,0.053,False,contamination,none,A_healthy,0.0605,0.0166,1.0,,251.22,136.27,12212.19,10421.91,6774.24,14069.58,xgboost_gradient,1790.28,2314.75,2127.0,0.0003,0.0012,0.0126,2.363,23296.0,0.9997,1e-06,False,none,none,,,,,,2001-02-28T20:45:41,2001-07-30T20:25:51,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,10708.29,1245.71,50.29,29741.62,8.31,99.972,81.609,1417.9,2.94,4.484,294,False,False,idle_standby,81.74,85.7,84,1,0,0,oil_process,particulate_severe,76.05,65.57,5.487,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-27T03:09:36,85,795.16,795.16,1.977,5.226,2.643,3.598,,,62.21,65.78,,31.55,34.23,44.44,13/11/9,98.1,0.423,26.9,8.0,,,,,80.02,31.105,88.85,65.55,,0.115,0.1035,1.67,0.9896,normal,-0.00208462,0.0,False,contamination,none,A_healthy,0.0612,0.0236,1.0,,198.67,133.32,12202.84,10827.68,7037.99,14617.37,physics_informed_nn,1375.16,1306.24,2127.0,0.0003,0.0012,0.0126,2.363,23296.0,0.9997,1.02e-06,False,none,none,,,,,,2001-03-09T17:00:01,2001-08-14T14:41:18,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,12374.46,1245.71,46.92,29741.62,16.33,99.945,92.377,1417.9,2.94,4.813,294,False,False,idle_standby,79.02,75.76,85,1,0,1,steam,chemical_contamination,78.38,37.06,0.105,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-27T12:30:53,86,804.51,804.51,1.978,5.592,2.828,2.97,,,58.86,64.26,,31.55,32.71,47.65,13/11/9,81.5,0.385,15.9,4.6,,,,,79.98,33.207,90.83,65.7,,0.109,0.0219,27.12,0.9955,normal,-0.00089573,0.0259,False,contamination,none,A_healthy,0.0619,0.0047,1.0,,153.25,144.6,12193.49,10836.15,7043.5,14628.8,weibull_regression,1357.34,1134.91,2127.0,0.0003,0.0012,0.0127,2.363,23296.0,0.9996,1.03e-06,False,none,none,,,,,,2001-03-10T06:35:19,2001-08-15T07:14:25,mixed,False,specialist,False,57.0,,,none,none,24914.22,1272564.74,7489.43,1245.71,31.77,29741.62,8.04,99.973,82.939,1417.9,2.94,1.917,294,False,False,idle_standby,71.21,100.0,86,1,0,2,oil_hydraulic,particulate_severe,62.49,66.65,4.764,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-27T21:52:11,87,813.87,813.87,1.965,5.177,2.635,3.233,,,63.07,72.62,,31.55,41.07,48.35,13/11/9,84.1,0.445,29.0,6.6,,,,,79.33,32.497,87.75,65.31,,0.419,0.0589,172.28,0.9753,normal,-0.0043301,0.0,False,contamination,fretting_corrosion,A_healthy,0.0626,0.0,1.0,,259.28,132.85,12184.13,10951.56,7118.51,14784.6,particle_filter,1232.57,1324.28,2127.0,0.0003,0.0013,0.0128,2.363,23296.0,0.9996,1.05e-06,False,none,none,,,,,,2001-03-13T01:38:57,2001-08-19T18:41:41,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,10535.96,1245.71,44.93,29741.62,8.1,99.973,83.298,1417.9,2.94,6.889,294,False,False,idle_standby,90.67,80.35,87,2,0,3,oil_process,particulate_mild,58.96,120.6,0.163,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-28T07:13:28,88,823.22,823.22,2.069,8.086,3.907,2.725,,,61.93,68.5,,31.55,36.94,44.66,13/11/9,56.5,0.408,31.9,7.0,,,,,80.28,30.978,91.24,65.95,,1.418,0.0187,31.97,0.9978,normal,0.00304207,0.027,False,contamination,none,A_healthy,0.0633,0.0043,1.0,,49.27,150.84,12174.78,13327.08,8662.61,17991.56,lstm_sequence,-1152.31,1060.88,2127.0,0.0003,0.0013,0.0128,2.363,23296.0,0.9996,1.07e-06,False,none,none,,,,,,2001-05-01T22:46:00,2001-11-12T07:14:47,mixed,False,specialist,False,89.0,,,none,none,24914.22,1272564.74,10588.71,1245.71,38.14,29741.62,13.53,99.955,88.025,1417.9,2.94,7.206,294,False,False,idle_standby,92.63,78.46,88,1,0,0,none,chemical_contamination,79.85,42.75,2.541,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-28T16:34:45,89,832.58,832.58,2.067,7.535,3.644,3.243,,,57.28,68.56,,31.55,37.0,45.66,13/11/9,82.0,0.433,43.8,8.5,,,,,80.36,30.709,90.16,64.1,,0.345,0.0134,74.71,0.9925,normal,-0.00150364,0.0198,False,contamination,none,A_healthy,0.0641,0.0073,1.0,,75.7,158.58,12165.42,12676.97,8240.03,17113.91,particle_filter,-511.55,495.03,2127.0,0.0003,0.0013,0.0129,2.363,23296.0,0.9996,1.08e-06,False,none,none,,,,,,2001-04-18T19:03:46,2001-10-20T16:00:04,mixed,False,master_technician,False,34.0,,,none,none,24914.22,1272564.74,12255.28,1245.71,51.74,29741.62,16.78,99.944,80.119,1417.9,2.94,1.085,294,False,False,idle_standby,91.98,88.29,89,3,0,0,water,particulate_mild,64.69,227.5,2.459,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-29T01:56:03,90,841.93,841.93,1.989,8.312,4.179,3.042,,,58.84,69.51,,31.55,37.95,46.89,13/11/9,152.0,0.554,20.0,5.6,,,,,82.03,33.574,89.1,65.91,,0.061,0.1077,244.26,0.9935,normal,0.00077506,0.0111,False,contamination,none,A_healthy,0.0648,0.0207,1.0,,105.01,140.02,12156.07,14289.09,9287.91,19290.26,physics_informed_nn,-2133.02,2278.58,2127.0,0.0003,0.0013,0.013,2.363,23296.0,0.9996,1.1e-06,False,none,none,,,,,,2001-05-22T18:28:36,2001-12-17T03:39:23,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,4790.92,1245.71,44.55,29741.62,2.81,99.99,80.989,1417.9,2.94,6.081,294,False,False,idle_standby,83.65,67.2,90,3,0,0,oil_process,none,88.13,44.04,2.286,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-29T11:17:20,91,851.29,851.29,1.937,6.934,3.58,2.567,,,58.29,67.74,,31.55,36.19,44.44,13/11/9,66.5,0.335,56.0,5.9,,,,,78.65,30.411,89.82,62.89,,0.636,0.0194,10.97,0.9979,normal,0.00047121,0.0191,False,contamination,none,A_healthy,0.0655,0.0096,1.0,,42.32,140.74,12146.71,10445.46,6789.55,14101.37,physics_informed_nn,1701.25,1847.35,2127.0,0.0003,0.0013,0.013,2.363,23296.0,0.9996,1.11e-06,False,none,none,,,,,,2001-03-04T02:01:02,2001-08-03T09:55:38,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,10892.07,1245.71,52.59,29741.62,8.66,99.971,89.911,1417.9,2.94,7.881,294,False,False,idle_standby,80.17,98.6,91,0,0,1,oil_hydraulic,none,87.79,54.66,1.829,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-29T20:38:38,92,860.64,860.64,1.786,5.786,3.24,3.57,,,55.24,70.73,,31.55,39.17,46.5,15/13/11,93.2,0.492,48.0,11.3,,,,,81.42,34.012,89.2,69.12,,0.202,0.0128,32.2,0.9973,normal,0.00440522,0.0109,False,contamination,none,A_healthy,0.0662,0.0,1.0,,61.91,146.04,12137.36,13245.6,8609.64,17881.56,particle_filter,-1108.25,1266.51,2127.0,0.0003,0.0013,0.0131,2.363,23296.0,0.9996,1.13e-06,False,none,none,,,,,,2001-05-01T19:26:41,2001-11-10T23:24:20,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,12079.38,1245.71,50.36,29741.62,11.6,99.961,87.597,1417.9,2.94,1.421,294,False,False,idle_standby,83.44,75.63,92,3,0,0,oil_process,none,74.61,20.0,0.611,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-30T05:59:55,93,870.0,870.0,1.9,6.114,3.218,3.433,,,61.28,69.87,,31.55,38.32,47.06,14/12/10,179.1,0.455,18.0,4.8,,,,,79.84,32.286,90.22,65.82,,0.216,0.0131,31.41,0.9788,normal,-0.00378224,0.0,False,contamination,none,A_healthy,0.0669,0.0,1.0,,230.5,144.83,12128.0,10220.15,6643.1,13797.2,lstm_sequence,1907.85,2146.73,2127.0,0.0003,0.0013,0.0132,2.363,23296.0,0.9996,1.15e-06,False,none,none,,,,,,2001-02-28T04:04:24,2001-07-27T05:07:32,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,6068.19,1245.71,32.6,29741.62,8.76,99.971,87.395,1417.9,2.94,5.918,294,False,False,idle_standby,88.92,67.67,93,1,0,2,steam,chemical_contamination,20.6,6.98,0.203,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-30T15:21:12,94,879.35,879.35,2.014,8.995,4.466,2.809,,,63.58,69.91,,31.55,38.35,44.78,13/11/9,122.5,0.448,20.2,2.5,,,,,81.09,34.031,90.48,63.46,,0.479,0.0518,3.12,1.0,normal,0.00150364,0.008,False,contamination,none,A_healthy,0.0677,0.0206,1.0,,11.03,132.18,12118.65,10779.06,7006.39,14551.74,particle_filter,1339.58,1548.21,2127.0,0.0003,0.0013,0.0132,2.363,23296.0,0.9996,1.17e-06,False,none,none,,,,,,2001-03-12T04:53:07,2001-08-16T09:33:27,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,7087.83,1245.71,24.07,29741.62,17.87,99.94,84.528,1417.9,2.94,6.507,294,False,False,idle_standby,81.42,92.88,94,2,0,0,gas_compressed_air,particulate_mild,85.98,67.19,1.027,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-31T00:42:30,95,888.71,888.71,2.034,8.589,4.224,3.224,,,64.43,69.42,,31.55,37.87,47.86,14/12/10,60.6,0.469,24.7,2.9,,,,,79.01,32.548,90.83,66.1,,0.094,0.0049,27.5,0.9927,normal,-0.00014938,0.0206,False,contamination,none,A_healthy,0.0684,0.018,1.0,,273.91,150.91,12109.29,12836.96,8344.02,17329.9,lstm_sequence,-727.67,936.07,2127.0,0.0003,0.0014,0.0133,2.363,23296.0,0.9996,1.18e-06,False,none,none,,,,,,2001-04-24T11:11:18,2001-10-28T16:07:28,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,7207.28,1245.71,37.89,29741.62,8.77,99.971,90.285,1417.9,2.94,7.905,294,False,False,idle_standby,84.37,92.2,95,3,0,1,oil_process,particulate_mild,59.49,57.81,4.13,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-31T10:03:47,96,898.06,898.06,1.835,7.737,4.216,3.056,,,58.64,67.32,,31.55,35.76,46.24,13/11/9,57.9,0.329,28.0,4.9,,,,,81.56,32.988,89.75,64.01,,0.078,0.0138,113.04,0.9903,normal,-0.00152421,0.0177,False,contamination,none,A_healthy,0.0691,0.0274,1.0,,146.51,156.42,12099.94,10270.02,6675.51,13864.53,lstm_sequence,1829.92,2184.96,2127.0,0.0003,0.0014,0.0134,2.363,23296.0,0.9995,1.2e-06,False,none,none,,,,,,2001-03-02T09:04:23,2001-07-30T03:34:48,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,4857.36,1245.71,52.31,29741.62,7.94,99.973,77.178,1417.9,2.94,7.545,294,False,False,idle_standby,84.15,105.63,96,2,0,2,steam,none,42.99,89.65,1.626,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-07-31T19:25:04,97,907.42,907.42,2.007,6.222,3.101,3.243,,,56.11,72.57,,31.55,41.01,45.24,13/11/9,104.5,0.38,23.6,6.2,,,,,82.36,32.304,90.28,63.67,,0.152,0.0634,80.5,0.9962,normal,-0.00021312,0.015,False,contamination,none,A_healthy,0.0698,0.0084,1.0,,306.24,162.41,12090.58,13835.63,8993.16,18678.1,lstm_sequence,-1745.05,1515.65,2127.0,0.0003,0.0014,0.0135,2.363,23296.0,0.9995,1.22e-06,False,none,none,,,,,,2001-05-16T01:13:57,2001-12-03T19:42:10,mixed,False,master_technician,True,,,,none,none,24914.22,1272564.74,10742.04,1245.71,43.58,29741.62,5.29,99.982,84.138,1417.9,2.94,3.224,294,False,False,idle_standby,89.27,88.26,97,2,0,3,water,water_ingress,40.15,54.38,1.562,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-08-01T04:46:22,98,916.77,916.77,2.016,8.773,4.35,2.999,,,59.35,69.69,,31.55,38.14,45.75,14/12/10,94.9,0.335,21.3,3.6,,,,,81.25,32.816,89.95,65.71,,1.385,0.0807,77.94,0.9887,normal,0.00196793,0.0161,False,contamination,lubrication_starvation,A_healthy,0.0705,0.0228,1.0,,116.08,138.27,12081.23,13889.61,9028.25,18750.97,weibull_regression,-1808.38,1561.67,2127.0,0.0004,0.0014,0.0135,2.363,23296.0,0.9995,1.23e-06,False,none,none,,,,,,2001-05-17T13:34:39,2001-12-06T02:56:26,mixed,False,specialist,True,,,,none,none,24914.22,1272564.74,12262.09,1245.71,27.93,29741.62,18.72,99.937,92.45,1417.9,2.94,6.803,294,False,False,idle_standby,79.37,79.32,98,3,0,1,water,particulate_mild,72.83,11.35,6.252,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-08-01T14:07:39,99,926.13,926.13,1.981,6.981,3.523,2.548,,,60.3,70.14,,31.55,38.58,46.4,13/11/9,55.7,0.402,32.5,8.0,,,,,80.55,31.532,90.77,61.86,,0.497,0.0231,172.29,1.0,normal,0.0,0.0503,False,contamination,imbalance_induced,A_healthy,0.0713,0.0141,1.0,,146.01,137.65,12071.87,10591.44,6884.44,14298.45,weibull_regression,1480.43,1324.18,2127.0,0.0004,0.0014,0.0136,2.363,23296.0,0.9995,1.25e-06,False,none,none,,,,,,2001-03-10T05:50:59,2001-08-11T16:51:18,mixed,False,journeyman,True,,,,none,none,24914.22,1272564.74,6211.4,1245.71,31.3,29741.62,28.22,99.905,85.216,1417.9,2.94,5.387,294,False,False,idle_standby,82.48,87.33,99,1,0,0,none,none,59.84,21.8,2.742,,,standard
ASSET-000008,hydraulic_system,medium,Apex Rotating Systems,MDL-8192-B,2000-06-24,12998.0,1500.0,80.74881616316924,clean_room,mining,FAC-292,LINE-Q,none,2000-08-01T23:28:56,100,935.48,935.48,1.767,7.705,4.36,2.825,,,59.29,72.64,,31.55,41.09,48.27,13/11/9,73.8,0.494,36.1,8.2,,,,,82.2,31.896,90.77,66.14,,1.205,0.0287,7.76,0.9957,normal,0.00060885,0.0642,False,contamination,none,A_healthy,0.072,0.0037,1.0,,86.13,141.77,12062.52,9432.23,6130.95,12733.51,weibull_regression,2630.29,2677.66,2127.0,0.0004,0.0014,0.0137,2.363,23296.0,0.9995,1.27e-06,False,none,none,,,,,,2001-02-14T11:35:53,2001-07-02T00:52:45,mixed,False,apprentice,True,,,,none,none,24914.22,1272564.74,4291.58,1245.71,56.52,29741.62,23.48,99.921,87.074,1417.9,2.94,6.673,294,False,False,idle_standby,88.03,91.24,100,3,0,0,steam,none,88.12,7.83,5.252,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-13T03:46:26,1,3.77,3.77,2.073,8.546,4.123,2.916,,,64.04,55.78,,23.39,32.39,45.99,14/12/10,346.6,0.577,13.6,3.8,,,,,67.47,27.99,89.88,64.7,,0.443,0.1151,327.26,0.9972,normal,0.0,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.001,0.0,1.0,,36.96,149.37,3743.23,3076.65,1999.82,4153.48,physics_informed_nn,666.58,840.18,748.0,0.0007,0.0045,0.0507,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-03-18T06:05:53,2021-05-02T02:55:29,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,44360.31,7989.48,55.89,21961.09,23.1,99.895,89.231,498.7,1.75,4.326,175,False,False,variable_heavy,61.48,77.06,1,0,0,0,gas_compressed_air,chemical_contamination,44.82,22.72,7.136,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-13T07:32:52,2,7.55,7.55,1.925,6.611,3.434,2.952,,,58.42,49.04,,23.39,25.65,45.36,14/12/10,133.0,0.344,11.9,1.3,,,,,67.05,27.473,89.28,66.72,,0.358,0.0303,144.76,0.9995,normal,-0.00023542,0.0053,False,adhesive_wear,misalignment_induced,A_healthy,0.002,0.0244,1.0,,55.75,158.96,3739.45,4251.58,2763.53,5739.63,lstm_sequence,-512.13,649.17,748.0,0.0007,0.0045,0.0508,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-04-11T21:20:11,2021-06-12T21:23:19,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,61412.72,7989.48,46.77,21961.09,8.36,99.962,85.052,498.7,1.75,2.066,175,False,False,variable_heavy,54.46,80.41,2,0,0,0,gas_compressed_air,none,63.89,53.65,1.341,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-13T11:19:18,2,11.32,11.32,1.646,4.264,2.591,2.982,,,63.33,55.09,,23.39,31.7,46.92,13/11/9,114.5,0.641,6.2,0.7,,,,,66.17,27.466,89.69,63.18,,0.273,0.0058,91.89,1.0,normal,0.0,0.0424,False,adhesive_wear,none,A_healthy,0.003,0.0,1.0,,35.72,158.82,3735.68,3121.04,2028.67,4213.4,lstm_sequence,614.64,512.25,748.0,0.0007,0.0046,0.0509,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-03-19T11:50:27,2021-05-04T00:12:16,mixed,False,master_technician,False,23.0,,,none,none,159789.63,2441108.21,47599.43,7989.48,52.0,21961.09,10.38,99.953,78.26,498.7,1.75,5.656,175,False,False,variable_heavy,66.4,89.3,2,0,0,0,water,particulate_mild,42.16,28.92,0.398,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-13T15:05:44,4,15.1,15.1,1.776,4.961,2.793,2.969,,,63.47,57.06,,23.39,33.67,47.58,14/12/10,165.4,0.333,36.3,5.9,,,,,66.19,26.132,89.68,68.81,,0.028,0.0603,147.49,0.998,normal,-0.00049457,0.0,False,adhesive_wear,none,A_healthy,0.004,0.0004,1.0,,53.87,131.6,3731.9,4042.47,2627.6,5457.33,xgboost_gradient,-310.56,249.91,748.0,0.0007,0.0046,0.0511,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-04-07T20:19:46,2021-06-05T19:11:34,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,78802.65,7989.48,53.49,21961.09,8.3,99.962,84.15,498.7,1.75,3.838,175,False,False,variable_heavy,64.45,82.44,4,0,0,0,oil_hydraulic,none,54.68,36.93,1.535,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-13T18:52:11,5,18.87,18.87,2.101,8.371,3.984,3.549,,,49.64,57.29,,23.39,33.9,44.7,14/12/10,53.2,0.32,8.5,1.8,,,,,65.2,26.895,89.87,63.22,,0.839,0.0047,46.79,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.005,0.0,1.0,,103.55,160.14,3728.13,4030.96,2620.12,5441.8,particle_filter,-302.83,349.09,748.0,0.0007,0.0047,0.0512,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-04-07T18:21:01,2021-06-05T13:11:12,mixed,False,master_technician,False,67.0,,,none,none,159789.63,2441108.21,56574.17,7989.48,30.62,21961.09,9.23,99.958,80.483,498.7,1.75,6.816,175,False,False,variable_heavy,58.18,85.38,5,0,0,0,none,none,84.53,68.14,0.461,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-13T22:38:37,6,22.64,22.64,2.114,5.323,2.518,3.055,,,63.68,52.43,,23.39,29.04,46.57,14/12/10,103.0,0.321,6.5,1.4,,,,,65.24,27.383,90.88,63.32,,0.004,0.0015,19.99,1.0,normal,0.00056825,0.0,False,adhesive_wear,none,A_healthy,0.006,0.0132,1.0,,136.68,147.99,3724.36,3428.4,2228.46,4628.34,particle_filter,295.96,363.72,748.0,0.0008,0.0047,0.0513,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-03-26T08:50:36,2021-05-15T08:46:59,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,39795.68,7989.48,42.1,21961.09,15.17,99.931,78.128,498.7,1.75,6.182,175,False,False,variable_heavy,65.52,77.62,6,0,0,0,water,none,84.64,24.78,0.875,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-14T02:25:03,7,26.42,26.42,1.852,6.171,3.332,2.891,,,56.43,57.25,,23.39,33.86,43.57,14/12/10,183.0,0.74,17.8,3.6,,,,,68.07,27.796,89.39,65.22,,0.049,0.0022,86.38,0.9946,normal,-0.00099449,0.0206,False,adhesive_wear,none,A_healthy,0.0071,0.0,1.0,,318.02,145.01,3720.58,4543.85,2953.5,6134.2,lstm_sequence,-823.27,832.93,748.0,0.0008,0.0047,0.0514,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-04-18T18:20:33,2021-06-24T00:41:25,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,76777.36,7989.48,31.48,21961.09,21.48,99.902,86.372,498.7,1.75,2.763,175,False,False,variable_heavy,84.73,96.93,7,0,0,0,water,none,85.18,41.03,1.516,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-14T06:11:29,8,30.19,30.19,2.07,6.796,3.283,3.057,,,58.97,53.89,,23.39,30.5,47.24,14/12/10,92.8,0.363,8.7,2.3,,,,,67.42,26.566,91.94,69.4,,0.851,0.0522,408.36,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0081,0.0,1.0,,55.04,145.51,3716.81,3511.55,2282.51,4740.6,lstm_sequence,205.25,248.54,748.0,0.0008,0.0048,0.0515,1.752,15797.0,1.0,1e-06,False,none,none,,,,,,2021-03-28T09:58:08,2021-05-18T15:00:48,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,32629.73,7989.48,57.01,21961.09,15.13,99.931,79.394,498.7,1.75,3.824,175,False,False,variable_heavy,65.99,99.34,8,0,0,0,gas_compressed_air,chemical_contamination,55.44,41.99,0.441,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-14T09:57:56,9,33.97,33.97,1.964,8.732,4.447,3.597,,,61.21,53.35,,23.39,29.96,41.84,14/12/10,107.1,0.307,7.7,2.2,,,,,66.25,27.713,90.45,65.73,,0.357,0.0406,213.58,0.9985,normal,0.00010438,0.0548,False,adhesive_wear,none,A_healthy,0.0091,0.0009,1.0,,38.61,144.56,3713.03,4327.72,2813.02,5842.42,lstm_sequence,-614.69,592.46,748.0,0.0008,0.0048,0.0516,1.752,15797.0,1.0,1.09e-06,False,none,none,,,,,,2021-04-14T13:49:34,2021-06-16T16:31:42,mixed,False,specialist,False,47.0,,,none,none,159789.63,2441108.21,37122.99,7989.48,29.71,21961.09,33.85,99.846,86.475,498.7,1.75,4.577,175,False,False,variable_heavy,64.94,83.35,9,0,0,0,steam,particulate_mild,43.29,113.37,0.41,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-14T13:44:22,10,37.74,37.74,2.183,9.053,4.147,2.261,,,56.38,52.17,,23.39,28.77,43.88,13/11/9,252.9,0.306,25.1,4.0,,,,,67.2,27.943,88.23,63.03,,0.021,0.0862,21.71,1.0,normal,0.0,0.0112,False,adhesive_wear,none,A_healthy,0.0101,0.0125,1.0,,22.33,151.93,3709.26,4259.87,2768.91,5750.82,physics_informed_nn,-550.61,707.02,748.0,0.0008,0.0048,0.0517,1.752,15797.0,1.0,1.18e-06,False,none,none,,,,,,2021-04-13T07:40:24,2021-06-14T10:37:37,mixed,False,oem_certified,True,,,,none,none,159789.63,2441108.21,72151.77,7989.48,33.45,21961.09,17.21,99.922,80.798,498.7,1.75,7.709,175,False,False,variable_heavy,57.56,86.82,10,0,0,0,gas_compressed_air,chemical_contamination,39.31,8.39,4.772,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-14T17:30:48,11,41.51,41.51,2.105,8.951,4.253,2.75,,,58.48,58.18,,23.39,34.79,49.31,13/11/9,149.5,0.582,23.7,6.4,,,,,66.16,26.923,90.36,64.32,,0.299,0.0013,86.04,0.9906,normal,-0.00188059,0.0,False,adhesive_wear,none,A_healthy,0.0111,0.0,1.0,,185.65,137.13,3705.49,4354.79,2830.61,5878.97,weibull_regression,-649.31,668.76,748.0,0.0008,0.0049,0.0518,1.752,15797.0,1.0,1.27e-06,False,none,none,,,,,,2021-04-15T10:54:33,2021-06-17T23:05:11,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,74586.73,7989.48,23.91,21961.09,6.25,99.972,85.235,498.7,1.75,6.101,175,False,False,variable_heavy,75.79,87.0,11,0,0,0,steam,water_ingress,53.67,50.17,0.681,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-14T21:17:14,11,45.29,45.29,1.852,8.312,4.488,3.249,,,57.32,59.39,,23.39,36.0,47.11,13/11/9,113.4,0.323,11.8,2.9,,,,,64.65,26.295,90.34,67.85,,1.303,0.0442,105.02,0.9917,normal,-0.00057837,0.0879,False,adhesive_wear,none,A_healthy,0.0121,0.0098,1.0,,157.63,152.88,3701.71,4028.78,2618.71,5438.86,particle_filter,-327.07,299.56,748.0,0.0008,0.0049,0.0519,1.752,15797.0,1.0,1.36e-06,False,none,none,,,,,,2021-04-08T19:40:45,2021-06-06T13:45:12,mixed,False,oem_certified,True,,,,none,none,159789.63,2441108.21,75700.43,7989.48,42.64,21961.09,7.53,99.966,85.068,498.7,1.75,5.901,175,False,False,variable_heavy,72.72,101.3,11,0,0,0,oil_hydraulic,chemical_contamination,80.95,31.58,0.955,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T01:03:41,12,49.06,49.06,1.909,4.933,2.584,3.527,,,63.16,48.0,,23.39,24.61,45.8,14/12/10,57.3,0.545,24.0,4.1,,,,,65.38,25.305,88.65,61.58,,0.088,0.0189,261.76,0.9959,normal,-0.00082188,0.0228,False,adhesive_wear,none,A_healthy,0.0131,0.0,1.0,,71.49,141.56,3697.94,4353.12,2829.53,5876.72,particle_filter,-655.19,835.81,748.0,0.0009,0.005,0.052,1.752,15797.0,1.0,1.44e-06,False,none,none,,,,,,2021-04-15T17:37:25,2021-06-18T05:13:01,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,49449.63,7989.48,50.65,21961.09,7.96,99.964,86.442,498.7,1.75,5.392,175,False,False,variable_heavy,62.98,91.13,12,0,0,0,oil_process,none,79.14,7.7,0.195,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T04:50:07,13,52.84,52.84,1.955,8.064,4.124,3.177,,,59.53,54.97,,23.39,31.58,44.98,13/11/9,147.0,0.416,9.1,1.0,,,,,66.6,27.932,89.21,65.25,,0.556,0.1424,13.26,1.0,normal,0.00029127,0.0,False,adhesive_wear,none,A_healthy,0.0141,0.0,1.0,,128.92,153.96,3694.16,4092.5,2660.12,5524.87,particle_filter,-398.33,502.96,748.0,0.0009,0.005,0.0521,1.752,15797.0,1.0,1.53e-06,False,none,none,,,,,,2021-04-10T11:05:06,2021-06-09T03:27:35,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,74528.34,7989.48,50.38,21961.09,8.56,99.961,80.37,498.7,1.75,5.433,175,False,False,variable_heavy,67.53,85.74,13,0,0,0,water,particulate_severe,30.45,50.4,0.633,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T08:36:33,14,56.61,56.61,2.148,7.397,3.444,1.945,,,62.13,54.15,,23.39,30.76,46.3,13/11/9,58.5,0.361,9.3,1.9,,,,,65.45,26.99,90.3,68.66,,0.054,0.0053,77.7,0.999,normal,-0.00020696,0.0007,False,adhesive_wear,none,A_healthy,0.0151,0.0,1.0,,167.32,149.25,3690.39,4272.26,2776.97,5767.55,weibull_regression,-581.87,533.6,748.0,0.0009,0.005,0.0522,1.752,15797.0,0.9999,1.61e-06,False,none,none,,,,,,2021-04-14T08:44:17,2021-06-15T16:01:43,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,28894.87,7989.48,56.34,21961.09,19.2,99.913,82.88,498.7,1.75,1.903,175,False,False,variable_heavy,59.31,96.68,14,0,0,0,oil_hydraulic,none,70.53,39.01,1.565,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T12:22:59,15,60.38,60.38,1.961,5.691,2.902,3.214,,,61.71,55.25,,23.39,31.86,45.59,14/12/10,91.6,0.417,54.4,14.6,,,,,66.06,25.152,89.62,65.34,,0.376,0.0137,3.8,0.9829,normal,-0.00153641,0.0188,False,adhesive_wear,none,A_healthy,0.0161,0.0126,1.0,,358.13,138.43,3686.62,3398.47,2209.01,4587.94,weibull_regression,288.15,266.12,748.0,0.0009,0.0051,0.0524,1.752,15797.0,0.9999,1.69e-06,False,none,none,,,,,,2021-03-27T07:37:08,2021-05-15T21:05:02,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,75733.38,7989.48,49.44,21961.09,9.02,99.959,84.435,498.7,1.75,7.569,175,False,False,variable_heavy,74.21,90.88,15,0,0,0,none,particulate_mild,38.45,73.77,0.402,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T16:09:26,16,64.16,64.16,2.003,5.741,2.866,2.857,,,62.15,53.42,,23.39,30.03,46.09,14/12/10,135.5,0.362,42.2,12.0,,,,,65.69,25.464,90.09,66.3,,0.117,0.0592,103.36,0.9938,normal,0.00042696,0.0,False,adhesive_wear,none,A_healthy,0.0171,0.0158,1.0,,81.11,139.47,3682.84,3169.31,2060.05,4278.57,weibull_regression,513.53,651.33,748.0,0.0009,0.0051,0.0525,1.752,15797.0,0.9999,1.76e-06,False,none,none,,,,,,2021-03-22T16:48:47,2021-05-07T22:04:20,mixed,False,specialist,False,23.0,,,none,none,159789.63,2441108.21,38907.82,7989.48,46.85,21961.09,31.33,99.858,77.91,498.7,1.75,6.306,175,False,False,variable_heavy,59.4,88.69,16,0,0,0,water,chemical_contamination,73.56,44.57,5.005,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T19:55:52,18,67.93,67.93,2.104,7.867,3.739,2.929,,,60.28,55.51,,23.39,32.12,47.89,13/11/9,85.2,0.421,56.8,7.4,,,,,66.68,25.688,87.89,65.33,,1.556,0.0982,19.81,0.9873,normal,-0.00171097,0.0268,False,adhesive_wear,none,A_healthy,0.0181,0.007,1.0,,379.23,153.27,3679.07,2944.28,1913.78,3974.78,particle_filter,734.79,901.28,748.0,0.0009,0.0051,0.0526,1.752,15797.0,0.9999,1.84e-06,False,none,none,,,,,,2021-03-18T04:04:15,2021-04-30T02:34:07,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,71471.54,7989.48,44.92,21961.09,23.34,99.894,81.14,498.7,1.75,6.822,175,False,False,variable_heavy,70.84,103.53,18,0,0,0,none,none,23.3,47.25,1.241,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-15T23:42:18,19,71.71,71.71,1.837,6.0,3.265,3.82,,,59.92,57.73,,23.39,34.34,42.04,13/11/9,67.4,0.495,12.6,1.8,,,,,66.11,26.285,87.81,65.93,,0.927,0.0065,32.63,0.9816,normal,-0.0036893,0.0316,False,adhesive_wear,none,A_healthy,0.0191,0.0093,1.0,,231.09,131.77,3675.29,3404.54,2212.95,4596.13,lstm_sequence,270.76,233.84,748.0,0.001,0.0052,0.0527,1.752,15797.0,0.9999,1.92e-06,False,none,none,,,,,,2021-03-27T21:58:30,2021-05-16T13:33:50,mixed,False,apprentice,True,,,,none,none,159789.63,2441108.21,50744.43,7989.48,31.25,21961.09,10.34,99.953,82.342,498.7,1.75,3.363,175,False,False,variable_heavy,71.24,82.23,19,0,0,0,oil_process,particulate_mild,76.34,27.92,2.024,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-16T03:28:44,20,75.48,75.48,2.117,7.392,3.493,2.912,,,58.21,55.1,,23.39,31.71,46.5,14/12/10,65.3,0.347,14.1,4.0,,,,,64.9,26.24,90.34,61.72,,0.215,0.0219,368.74,0.9826,normal,-0.0032762,0.0,False,adhesive_wear,contamination,A_healthy,0.0201,0.0,1.0,,236.8,135.97,3671.52,4213.51,2738.78,5688.24,kalman_filter,-541.99,687.04,748.0,0.001,0.0052,0.0528,1.752,15797.0,0.9999,1.99e-06,False,none,none,,,,,,2021-04-13T22:14:07,2021-06-14T08:57:54,mixed,False,journeyman,False,31.0,,,none,none,159789.63,2441108.21,73686.94,7989.48,37.22,21961.09,10.38,99.953,83.982,498.7,1.75,7.85,175,False,False,variable_heavy,63.05,83.9,20,0,1,0,oil_hydraulic,none,43.37,141.43,4.269,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-16T07:15:11,21,79.25,79.25,2.312,8.296,3.589,2.562,,,64.94,58.41,,23.39,35.02,46.62,13/11/9,174.0,0.67,34.3,10.3,,,,,66.47,27.052,89.55,63.74,,0.167,0.0302,7.82,0.9848,normal,0.00038478,0.0,False,adhesive_wear,none,A_healthy,0.0212,0.0057,1.0,,172.43,168.32,3667.75,3506.83,2279.44,4734.22,physics_informed_nn,160.92,145.52,748.0,0.001,0.0053,0.0529,1.752,15797.0,0.9999,2.07e-06,False,none,none,,,,,,2021-03-30T08:39:58,2021-05-20T12:03:20,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,24156.67,7989.48,56.14,21961.09,14.93,99.932,91.614,498.7,1.75,4.795,175,False,False,variable_heavy,67.12,95.7,21,0,0,0,oil_hydraulic,particulate_severe,85.6,0.97,2.829,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-16T11:01:37,22,83.03,83.03,2.215,5.602,2.529,2.724,,,60.5,54.39,,23.39,31.0,46.68,13/11/9,64.7,0.368,15.3,3.3,,,,,64.11,24.458,88.88,67.71,,1.865,0.0071,12.05,0.9918,normal,-0.00040112,0.0066,False,adhesive_wear,none,A_healthy,0.0222,0.0085,1.0,,87.67,144.5,3663.97,3255.9,2116.34,4395.47,particle_filter,408.07,483.47,748.0,0.001,0.0053,0.053,1.752,15797.0,0.9999,2.14e-06,False,none,none,,,,,,2021-03-25T06:58:42,2021-05-11T18:32:39,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,55757.36,7989.48,30.73,21961.09,5.85,99.973,86.518,498.7,1.75,2.041,175,False,False,variable_heavy,68.41,91.34,22,0,0,0,gas_compressed_air,particulate_mild,84.96,3.1,2.559,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-16T14:48:03,23,86.8,86.8,1.903,5.067,2.663,2.905,,,62.85,56.62,,23.39,33.23,45.16,13/11/9,147.9,0.365,32.3,4.8,,,,,66.09,26.282,90.49,65.22,,1.703,0.115,75.55,0.9976,normal,0.00204786,0.0071,False,adhesive_wear,none,A_healthy,0.0232,0.0003,1.0,,112.13,150.27,3660.2,2922.37,1899.54,3945.2,lstm_sequence,737.83,897.22,748.0,0.001,0.0053,0.0531,1.752,15797.0,0.9999,2.22e-06,False,none,none,,,,,,2021-03-18T11:59:03,2021-04-30T02:48:46,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,68838.71,7989.48,43.51,21961.09,8.4,99.962,85.625,498.7,1.75,7.902,175,False,False,variable_heavy,64.69,83.86,23,0,0,0,none,particulate_mild,55.29,34.93,2.386,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-16T18:34:29,24,90.57,90.57,2.055,6.02,2.929,3.305,,,57.68,54.35,,23.39,30.96,44.6,14/12/10,71.0,0.511,17.3,3.9,,,,,64.15,25.398,88.07,62.03,,0.543,0.0155,1.85,0.9793,normal,-0.00044863,0.0,False,adhesive_wear,none,A_healthy,0.0242,0.0,1.0,,214.7,149.75,3656.43,4056.23,2636.55,5475.91,weibull_regression,-399.81,500.43,748.0,0.001,0.0054,0.0532,1.752,15797.0,0.9999,2.29e-06,False,none,none,,,,,,2021-04-11T06:41:26,2021-06-09T10:22:18,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,37684.22,7989.48,54.16,21961.09,8.82,99.96,78.387,498.7,1.75,4.301,175,False,False,variable_heavy,55.84,93.34,24,0,0,0,oil_hydraulic,none,27.43,0.74,4.005,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-16T22:20:55,25,94.35,94.35,2.145,6.112,2.85,3.318,,,61.05,51.64,,23.39,28.25,43.06,14/12/10,67.0,0.518,49.6,12.2,,,,,68.56,28.78,89.66,68.91,,0.908,0.0053,214.72,0.9882,normal,0.00112422,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0252,0.0227,1.0,,166.48,156.58,3652.65,3405.71,2213.71,4597.71,kalman_filter,246.94,261.62,748.0,0.001,0.0054,0.0533,1.752,15797.0,0.9999,2.36e-06,False,none,none,,,,,,2021-03-28T21:12:09,2021-05-17T13:12:01,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,70273.29,7989.48,57.17,21961.09,8.17,99.963,87.684,498.7,1.75,5.359,175,False,False,variable_heavy,61.92,77.33,25,0,0,0,oil_process,none,31.97,17.72,2.266,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-17T02:07:22,26,98.12,98.12,1.806,6.09,3.373,3.314,,,62.19,58.46,,23.39,35.07,47.27,13/11/9,110.4,0.668,54.2,14.2,,,,,68.12,28.551,89.44,65.04,,0.38,0.0862,231.91,0.9932,normal,0.00166234,0.0117,False,adhesive_wear,none,A_healthy,0.0262,0.013,1.0,,77.25,150.81,3648.88,2965.77,1927.75,4003.79,xgboost_gradient,683.11,717.8,748.0,0.0011,0.0054,0.0534,1.752,15797.0,0.9999,2.43e-06,False,none,none,,,,,,2021-03-19T21:00:31,2021-05-02T03:01:44,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,68708.42,7989.48,28.37,21961.09,7.98,99.964,81.978,498.7,1.75,4.454,175,False,False,variable_heavy,59.39,83.02,26,0,0,0,none,none,64.01,42.64,0.843,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-17T05:53:48,27,101.9,101.9,1.785,5.494,3.078,2.874,,,58.48,58.15,,23.39,34.75,46.53,14/12/10,52.1,0.487,44.6,9.6,,,,,65.78,26.292,90.56,62.94,,0.164,0.044,87.44,0.9975,normal,0.0011383,0.0605,False,adhesive_wear,none,A_healthy,0.0272,0.0103,1.0,,138.66,152.25,3645.1,3314.94,2154.71,4475.17,xgboost_gradient,330.17,417.59,748.0,0.0011,0.0055,0.0535,1.752,15797.0,0.9999,2.5e-06,False,none,none,,,,,,2021-03-27T07:21:55,2021-05-14T15:35:36,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,66928.17,7989.48,21.48,21961.09,31.47,99.857,87.823,498.7,1.75,1.925,175,False,False,variable_heavy,77.9,83.13,27,0,0,0,water,particulate_mild,33.79,12.74,0.17,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-17T09:40:14,28,105.67,105.67,2.142,7.838,3.66,2.92,,,58.23,53.71,,23.39,30.32,43.27,13/11/9,69.6,0.49,13.0,1.6,,,,,66.31,26.502,89.61,65.69,,1.31,0.0186,1.34,1.0,normal,0.00048499,0.0,False,adhesive_wear,none,A_healthy,0.0282,0.0308,1.0,,19.86,155.71,3641.33,4336.97,2819.03,5854.91,xgboost_gradient,-695.64,654.32,748.0,0.0011,0.0055,0.0536,1.752,15797.0,0.9998,2.57e-06,False,none,none,,,,,,2021-04-17T18:09:15,2021-06-20T00:05:33,mixed,False,specialist,False,15.0,,,none,none,159789.63,2441108.21,68458.85,7989.48,29.54,21961.09,8.55,99.961,83.667,498.7,1.75,3.018,175,False,False,variable_heavy,61.21,78.25,28,0,0,0,water,particulate_mild,24.99,46.21,0.468,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-17T13:26:40,29,109.44,109.44,2.126,7.391,3.477,3.302,,,63.32,54.05,,23.39,30.66,45.39,14/12/10,80.2,0.497,7.3,1.5,,,,,65.9,26.972,91.93,63.78,,0.603,0.0101,36.13,0.9883,normal,0.00180601,0.0,False,adhesive_wear,none,A_healthy,0.0292,0.0,1.0,,243.64,159.27,3637.56,3917.59,2546.43,5288.75,lstm_sequence,-280.03,227.89,748.0,0.0011,0.0055,0.0537,1.752,15797.0,0.9998,2.64e-06,False,none,none,,,,,,2021-04-09T04:14:22,2021-06-05T07:23:44,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,72597.47,7989.48,43.14,21961.09,8.33,99.962,79.793,498.7,1.75,6.487,175,False,False,variable_heavy,70.4,78.99,29,0,0,0,water,none,54.09,45.33,2.436,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-17T17:13:07,30,113.22,113.22,2.134,9.345,4.38,3.583,,,60.63,55.37,,23.39,31.98,47.34,14/12/10,161.8,0.349,39.2,5.3,,,,,66.92,27.054,90.49,62.98,,0.196,0.0518,51.63,0.9915,normal,0.00066744,0.003,False,adhesive_wear,none,A_healthy,0.0302,0.0074,1.0,,103.29,136.55,3633.78,4207.32,2734.76,5679.89,kalman_filter,-573.54,723.93,748.0,0.0011,0.0056,0.0538,1.752,15797.0,0.9998,2.71e-06,False,none,none,,,,,,2021-04-15T08:52:52,2021-06-15T17:26:41,mixed,False,journeyman,False,17.0,,,none,none,159789.63,2441108.21,65721.31,7989.48,35.79,21961.09,13.45,99.939,80.978,498.7,1.75,7.74,175,False,False,variable_heavy,61.68,89.98,30,0,0,0,steam,none,32.25,8.49,2.918,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-17T20:59:33,31,116.99,116.99,2.055,6.347,3.089,2.44,,,59.63,53.05,,23.39,29.65,47.22,13/11/9,84.2,0.372,29.8,7.7,,,,,67.73,26.407,92.1,63.81,,0.45,0.0357,3.47,1.0,normal,0.00136989,0.0019,False,adhesive_wear,none,A_healthy,0.0312,0.0258,1.0,,43.92,158.12,3630.01,3015.61,1960.15,4071.08,lstm_sequence,614.4,781.1,748.0,0.0011,0.0056,0.0539,1.752,15797.0,0.9998,2.77e-06,False,none,none,,,,,,2021-03-21T16:47:55,2021-05-04T16:15:46,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,31070.33,7989.48,43.32,21961.09,18.04,99.918,85.818,498.7,1.75,6.624,175,False,False,variable_heavy,65.61,88.04,31,0,0,0,gas_compressed_air,particulate_mild,41.22,51.73,4.558,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T00:45:59,32,120.77,120.77,1.905,7.574,3.976,2.948,,,57.3,53.32,,23.39,29.93,45.33,13/11/9,54.5,0.44,15.2,1.9,,,,,67.51,26.469,90.67,59.89,,0.401,0.2468,46.78,0.9949,normal,-0.00052461,0.0,False,adhesive_wear,none,A_healthy,0.0322,0.0096,1.0,,432.16,148.28,3626.23,3072.14,1996.89,4147.38,lstm_sequence,554.1,526.44,748.0,0.0011,0.0057,0.054,1.752,15797.0,0.9998,2.84e-06,False,none,none,,,,,,2021-03-23T00:50:05,2021-05-06T20:04:57,mixed,False,journeyman,False,68.0,,,none,none,159789.63,2441108.21,61628.72,7989.48,41.78,21961.09,32.21,99.854,83.768,498.7,1.75,5.258,175,False,False,variable_heavy,67.37,93.73,32,0,0,0,oil_process,water_ingress,28.84,47.16,3.325,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T04:32:25,33,124.54,124.54,1.967,5.31,2.699,2.842,,,65.38,54.73,,23.39,31.34,45.77,14/12/10,86.3,0.407,21.5,3.9,,,,,67.72,27.89,90.32,65.49,,0.868,0.0581,316.72,0.9805,normal,-0.00390523,0.012,False,adhesive_wear,none,A_healthy,0.0332,0.0044,1.0,,361.13,136.34,3622.46,3380.73,2197.47,4563.98,weibull_regression,241.73,222.02,748.0,0.0011,0.0057,0.0541,1.752,15797.0,0.9998,2.91e-06,False,none,none,,,,,,2021-03-29T14:54:14,2021-05-17T22:09:30,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,42564.03,7989.48,21.73,21961.09,12.74,99.942,85.362,498.7,1.75,4.197,175,False,False,variable_heavy,66.72,96.59,33,0,0,0,none,particulate_mild,43.37,71.65,0.122,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T08:18:52,34,128.31,128.31,1.96,7.028,3.586,3.214,,,59.76,51.06,,23.39,27.67,46.22,13/11/9,83.7,0.401,22.7,3.1,,,,,66.88,25.94,90.8,61.06,,0.846,0.0107,238.04,0.9977,normal,0.00187139,0.0336,False,adhesive_wear,none,A_healthy,0.0342,0.0014,1.0,,91.91,150.11,3618.69,3987.6,2591.94,5383.25,physics_informed_nn,-368.91,354.2,748.0,0.0012,0.0057,0.0543,1.752,15797.0,0.9998,2.97e-06,False,none,none,,,,,,2021-04-11T10:06:44,2021-06-08T13:46:15,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,64326.03,7989.48,38.7,21961.09,7.01,99.968,81.3,498.7,1.75,6.284,175,False,False,variable_heavy,52.21,84.19,34,0,0,0,oil_hydraulic,particulate_mild,87.52,11.08,1.773,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T12:05:18,35,132.09,132.09,1.911,5.739,3.003,3.124,,,60.59,53.36,,23.39,29.97,46.49,13/11/9,76.2,0.479,13.4,2.7,,,,,65.56,26.945,89.29,61.08,,0.204,0.0231,91.44,0.99,normal,-0.00031725,0.0559,False,adhesive_wear,none,A_healthy,0.0353,0.0,1.0,,150.62,135.42,3614.91,3859.16,2508.46,5209.87,lstm_sequence,-244.25,248.05,748.0,0.0012,0.0058,0.0544,1.752,15797.0,0.9998,3.04e-06,False,none,none,,,,,,2021-04-08T21:40:12,2021-06-04T04:22:37,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,48251.95,7989.48,23.4,21961.09,19.46,99.911,78.497,498.7,1.75,2.172,175,False,False,variable_heavy,59.08,76.68,35,0,0,0,steam,none,33.63,16.69,0.357,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T15:51:44,36,135.86,135.86,2.207,7.586,3.437,3.033,,,62.06,52.34,,23.39,28.95,45.01,14/12/10,70.6,0.353,19.6,4.4,,,,,66.26,26.59,88.95,70.3,,0.839,0.0773,19.78,0.9864,normal,-0.00271308,0.0259,False,adhesive_wear,none,A_healthy,0.0363,0.0165,1.0,,190.36,169.36,3611.14,2975.77,1934.25,4017.28,physics_informed_nn,635.37,718.17,748.0,0.0012,0.0058,0.0545,1.752,15797.0,0.9998,3.1e-06,False,none,none,,,,,,2021-03-21T15:44:43,2021-05-04T01:15:49,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,37090.56,7989.48,31.04,21961.09,6.83,99.969,81.92,498.7,1.75,5.089,175,False,False,variable_heavy,61.05,78.93,36,0,0,0,oil_process,none,38.15,12.81,1.545,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T19:38:10,37,139.64,139.64,1.869,5.473,2.929,2.982,,,60.1,59.35,,23.39,35.95,43.09,14/12/10,130.5,0.48,122.7,29.2,,,,,65.78,25.621,88.95,66.42,,0.623,0.1674,129.37,0.9855,normal,-0.00186728,0.0018,False,adhesive_wear,none,A_healthy,0.0373,0.0087,1.0,,292.41,142.33,3607.36,3818.57,2482.07,5155.07,kalman_filter,-211.21,247.41,748.0,0.0012,0.0058,0.0546,1.752,15797.0,0.9997,3.17e-06,False,none,none,,,,,,2021-04-08T08:55:21,2021-06-03T01:25:23,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,30726.59,7989.48,54.84,21961.09,10.74,99.951,88.152,498.7,1.75,3.142,175,False,False,variable_heavy,65.25,76.0,37,0,0,0,gas_compressed_air,particulate_mild,57.11,76.58,1.994,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-18T23:24:37,38,143.41,143.41,1.812,5.258,2.902,2.688,,,57.57,60.16,,23.39,36.77,46.64,14/12/10,135.0,0.399,17.7,4.1,,,,,66.1,25.427,90.11,66.13,,0.344,0.0263,149.32,0.9742,normal,-0.00124994,0.0408,False,adhesive_wear,none,A_healthy,0.0383,0.0148,1.0,,338.06,144.13,3603.59,2814.07,1829.15,3799.0,physics_informed_nn,789.52,812.1,748.0,0.0012,0.0059,0.0547,1.752,15797.0,0.9997,3.23e-06,False,none,none,,,,,,2021-03-18T14:26:45,2021-04-28T15:22:14,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,27755.11,7989.48,30.19,21961.09,8.56,99.961,81.886,498.7,1.75,7.255,175,False,False,variable_heavy,74.49,87.67,38,0,0,1,water,particulate_mild,36.5,86.73,1.461,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-19T03:11:03,39,147.18,147.18,1.711,7.699,4.5,3.179,,,58.67,61.0,,23.39,37.61,44.32,14/12/10,92.8,0.471,10.9,2.4,,,,,65.55,25.425,89.76,66.45,,1.437,0.023,194.8,0.9796,normal,-0.00362282,0.0132,False,adhesive_wear,overload,A_healthy,0.0393,0.0076,1.0,,231.81,150.07,3599.82,3917.83,2546.59,5289.07,lstm_sequence,-318.01,263.28,748.0,0.0012,0.0059,0.0548,1.752,15797.0,0.9997,3.3e-06,False,none,none,,,,,,2021-04-10T18:05:51,2021-06-06T21:20:13,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,28605.52,7989.48,42.04,21961.09,14.52,99.934,85.362,498.7,1.75,7.308,175,False,False,variable_heavy,88.69,82.93,39,0,0,0,water,water_ingress,44.13,52.56,0.422,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-19T06:57:29,40,150.96,150.96,2.07,6.824,3.296,2.484,,,56.55,50.05,,23.39,26.66,48.39,14/12/10,101.9,0.503,14.9,3.4,,,,,66.41,27.703,90.06,67.0,,0.388,0.0128,60.71,1.0,normal,0.00200875,0.0,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0403,0.0,1.0,,126.43,146.21,3596.04,3423.97,2225.58,4622.36,physics_informed_nn,172.07,139.5,748.0,0.0012,0.0059,0.0549,1.752,15797.0,0.9997,3.36e-06,False,none,none,,,,,,2021-03-31T14:56:35,2021-05-20T13:19:58,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,38861.69,7989.48,54.81,21961.09,4.58,99.979,86.564,498.7,1.75,5.852,175,False,False,variable_heavy,65.17,93.06,40,0,0,0,steam,none,31.05,28.66,2.327,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-19T10:43:55,41,154.73,154.73,1.942,7.338,3.778,3.087,,,62.76,55.22,,23.39,31.83,44.38,14/12/10,145.1,0.362,10.0,1.1,,,,,67.3,27.7,89.36,66.41,,0.505,0.0346,200.15,0.9853,normal,-0.00023373,0.0033,False,adhesive_wear,none,A_healthy,0.0413,0.0116,1.0,,310.93,157.14,3592.27,3187.69,2072.0,4303.38,particle_filter,404.58,435.93,748.0,0.0013,0.006,0.055,1.752,15797.0,0.9997,3.42e-06,False,none,none,,,,,,2021-03-26T20:34:42,2021-05-12T08:16:14,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,54411.08,7989.48,49.79,21961.09,8.56,99.961,80.073,498.7,1.75,2.027,175,False,False,variable_heavy,62.99,84.5,41,0,0,0,none,particulate_mild,75.38,1.79,0.775,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-19T14:30:22,42,158.51,158.51,2.049,7.409,3.615,2.861,,,63.56,52.88,,23.39,29.49,46.74,14/12/10,85.0,0.462,22.5,6.7,,,,,66.83,26.347,90.61,65.17,,0.343,0.0089,97.45,1.0,normal,0.00289477,0.0,False,adhesive_wear,none,A_healthy,0.0423,0.0108,1.0,,17.45,152.1,3588.49,3770.05,2450.53,5089.56,lstm_sequence,-181.55,163.03,748.0,0.0013,0.006,0.0551,1.752,15797.0,0.9997,3.48e-06,False,none,none,,,,,,2021-04-08T03:31:43,2021-06-02T03:02:39,mixed,False,apprentice,True,,,,none,none,159789.63,2441108.21,77511.41,7989.48,49.64,21961.09,10.61,99.952,90.906,498.7,1.75,5.146,175,False,False,variable_heavy,66.21,101.06,42,0,0,1,oil_process,water_ingress,52.56,45.76,0.112,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-19T18:16:48,42,162.28,162.28,1.958,5.702,2.912,3.464,,,60.84,54.9,,23.39,31.51,46.36,14/12/10,65.5,0.637,21.3,5.6,,,,,65.83,26.446,89.47,65.95,,0.644,0.2652,397.78,1.0,normal,0.00515517,0.0,False,adhesive_wear,none,A_healthy,0.0433,0.0188,1.0,,174.01,140.69,3584.72,3044.76,1979.09,4110.42,weibull_regression,539.96,543.74,748.0,0.0013,0.006,0.0552,1.752,15797.0,0.9997,3.55e-06,False,none,none,,,,,,2021-03-24T04:39:30,2021-05-07T14:19:23,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,72975.0,7989.48,40.91,21961.09,9.37,99.957,81.971,498.7,1.75,2.718,175,False,False,variable_heavy,62.74,81.62,42,0,0,0,water,none,27.05,49.78,3.349,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-19T22:03:14,43,166.05,166.05,1.691,6.836,4.043,2.99,,,62.15,57.6,,23.39,34.21,47.12,14/12/10,233.3,0.412,16.3,4.5,,,,,68.13,28.44,88.38,66.27,,0.398,0.0674,101.47,0.9763,normal,-0.00065142,0.0,False,adhesive_wear,cavitation,A_healthy,0.0443,0.0221,1.0,,445.82,126.37,3580.95,3804.71,2473.06,5136.36,physics_informed_nn,-223.76,181.42,748.0,0.0013,0.0061,0.0553,1.752,15797.0,0.9997,3.61e-06,False,none,none,,,,,,2021-04-09T04:24:28,2021-06-03T16:03:20,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,30844.39,7989.48,29.42,21961.09,16.79,99.924,87.169,498.7,1.75,5.39,175,False,False,variable_heavy,70.32,62.59,43,0,0,0,oil_process,none,32.11,5.12,0.005,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-20T01:49:40,44,169.83,169.83,1.95,5.503,2.822,2.621,,,61.47,54.71,,23.39,31.32,45.86,13/11/9,223.7,0.337,7.0,1.0,,,,,66.99,27.858,90.81,63.79,,0.102,0.0174,1.48,1.0,normal,0.0,0.0118,False,adhesive_wear,none,A_healthy,0.0453,0.0033,1.0,,22.87,151.66,3577.17,3954.7,2570.55,5338.84,kalman_filter,-377.53,302.47,748.0,0.0013,0.0061,0.0554,1.752,15797.0,0.9996,3.67e-06,False,none,none,,,,,,2021-04-12T11:10:40,2021-06-09T03:19:22,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,77753.79,7989.48,33.4,21961.09,11.51,99.948,83.258,498.7,1.75,3.28,175,False,False,variable_heavy,56.91,73.0,44,0,0,0,oil_hydraulic,water_ingress,48.48,36.41,0.329,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-20T05:36:07,45,173.6,173.6,2.199,6.154,2.798,3.025,,,59.39,56.74,,23.39,33.35,45.58,13/11/9,98.6,0.515,18.7,2.1,,,,,67.1,26.617,89.8,66.66,,0.195,0.1119,98.56,0.9986,normal,0.00266991,0.031,False,adhesive_wear,imbalance_induced,A_healthy,0.0463,0.0142,1.0,,33.13,129.99,3573.4,4155.85,2701.3,5610.39,particle_filter,-582.45,576.35,748.0,0.0013,0.0061,0.0555,1.752,15797.0,0.9996,3.73e-06,False,none,none,,,,,,2021-04-16T19:31:33,2021-06-16T10:04:21,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,55786.74,7989.48,58.8,21961.09,18.83,99.914,81.024,498.7,1.75,3.069,175,False,False,variable_heavy,63.25,74.75,45,0,0,0,gas_compressed_air,none,82.32,23.65,2.3,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-20T09:22:33,46,177.38,177.38,1.919,6.601,3.44,3.091,,,55.37,55.54,,23.39,32.15,46.45,14/12/10,79.4,0.372,14.7,2.2,,,,,67.19,26.489,89.02,67.11,,1.011,0.0283,186.79,0.9832,normal,-0.00335322,0.0096,False,adhesive_wear,none,A_healthy,0.0473,0.0178,1.0,,170.4,134.61,3569.62,2741.68,1782.09,3701.27,particle_filter,827.94,970.97,748.0,0.0013,0.0062,0.0556,1.752,15797.0,0.9996,3.79e-06,False,none,none,,,,,,2021-03-18T12:13:04,2021-04-27T11:48:26,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,64934.35,7989.48,56.9,21961.09,9.2,99.958,81.505,498.7,1.75,6.139,175,False,False,variable_heavy,64.89,85.78,46,0,0,0,water,none,27.82,22.61,0.048,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-20T13:08:59,47,181.15,181.15,2.097,6.395,3.05,3.292,,,64.85,56.97,,23.39,33.58,45.7,14/12/10,85.6,0.543,24.1,5.1,,,,,66.83,26.733,89.07,64.99,,0.695,0.1224,38.21,0.9848,normal,-0.0030392,0.0349,False,adhesive_wear,none,A_healthy,0.0483,0.0113,1.0,,212.58,139.82,3565.85,3934.8,2557.62,5311.99,xgboost_gradient,-368.95,319.99,748.0,0.0013,0.0062,0.0557,1.752,15797.0,0.9996,3.85e-06,False,none,none,,,,,,2021-04-12T12:33:06,2021-06-08T21:43:59,mixed,False,apprentice,False,52.0,,,none,none,159789.63,2441108.21,29050.23,7989.48,40.43,21961.09,12.96,99.941,85.295,498.7,1.75,2.126,175,False,False,variable_heavy,62.74,84.17,47,0,0,0,oil_process,chemical_contamination,31.81,182.73,0.465,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-20T16:55:25,48,184.92,184.92,1.944,5.459,2.808,3.267,,,58.16,57.5,,23.39,34.11,46.28,14/12/10,203.2,0.643,15.0,3.8,,,,,65.51,27.488,91.81,63.83,,0.543,0.0817,87.37,0.99,normal,0.00274454,0.023,False,adhesive_wear,none,A_healthy,0.0494,0.019,1.0,,166.18,150.92,3562.08,3908.5,2540.53,5276.48,weibull_regression,-346.43,447.55,748.0,0.0014,0.0062,0.0558,1.752,15797.0,0.9996,3.91e-06,False,none,none,,,,,,2021-04-12T03:10:33,2021-06-08T03:09:09,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,41755.84,7989.48,31.77,21961.09,9.44,99.957,85.194,498.7,1.75,2.088,175,False,False,variable_heavy,66.87,86.54,48,0,0,4,none,none,52.76,30.67,1.835,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-20T20:41:51,49,188.7,188.7,1.915,5.05,2.638,2.911,,,58.74,55.63,,23.39,32.24,45.53,15/13/11,80.4,0.702,121.5,21.8,,,,,68.0,27.117,87.46,66.94,,1.306,0.0223,1.93,0.9688,normal,-0.00623373,0.0,False,adhesive_wear,none,A_healthy,0.0504,0.0158,1.0,,437.45,157.37,3558.3,3922.01,2549.3,5294.71,xgboost_gradient,-363.71,311.51,748.0,0.0014,0.0063,0.0559,1.752,15797.0,0.9996,3.97e-06,False,none,none,,,,,,2021-04-12T13:42:05,2021-06-08T18:24:14,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,54682.81,7989.48,42.18,21961.09,14.7,99.933,81.677,498.7,1.75,5.613,175,False,False,variable_heavy,68.44,83.79,49,0,0,0,oil_hydraulic,particulate_mild,67.03,55.92,0.952,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T00:28:18,50,192.47,192.47,2.353,8.769,3.728,2.885,,,60.12,57.32,,23.39,33.93,45.92,15/13/11,175.9,0.52,66.6,18.1,,,,,66.92,27.935,89.37,64.89,,0.342,0.0086,28.18,0.9772,normal,-0.00428186,0.048,False,adhesive_wear,none,A_healthy,0.0514,0.0009,1.0,,229.33,158.07,3554.53,4019.03,2612.37,5425.69,kalman_filter,-464.5,554.37,748.0,0.0014,0.0063,0.056,1.752,15797.0,0.9996,4.03e-06,False,none,none,,,,,,2021-04-14T17:59:07,2021-06-12T08:38:41,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,62983.66,7989.48,54.1,21961.09,29.0,99.868,78.641,498.7,1.75,1.37,175,False,False,variable_heavy,70.87,90.09,50,0,0,0,water,particulate_mild,68.39,12.7,1.053,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T04:14:44,51,196.25,196.25,1.995,8.953,4.487,2.545,,,55.23,56.29,,23.39,32.9,47.09,13/11/9,71.7,0.458,13.0,3.4,,,,,67.1,26.752,87.72,64.87,,0.159,0.0355,25.99,0.9888,normal,0.00110328,0.0,False,adhesive_wear,none,A_healthy,0.0524,0.0192,1.0,,250.37,143.16,3550.75,4189.74,2723.33,5656.14,lstm_sequence,-638.98,621.02,748.0,0.0014,0.0063,0.0561,1.752,15797.0,0.9995,4.09e-06,False,none,none,,,,,,2021-04-18T11:06:47,2021-06-18T13:31:13,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,32813.65,7989.48,21.08,21961.09,7.18,99.967,80.646,498.7,1.75,3.116,175,False,False,variable_heavy,67.05,95.67,51,0,0,0,none,none,59.82,20.08,0.605,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T08:01:10,52,200.02,200.02,1.969,5.328,2.706,2.872,,,61.61,57.7,,23.39,34.31,46.43,14/12/10,120.0,0.448,37.2,5.1,,,,,66.62,27.226,88.02,62.32,,0.267,0.0291,77.3,0.9821,normal,-0.00054922,0.0152,False,adhesive_wear,none,A_healthy,0.0534,0.0224,1.0,,192.31,135.38,3546.98,4116.27,2675.58,5556.97,physics_informed_nn,-569.29,683.9,748.0,0.0014,0.0064,0.0562,1.752,15797.0,0.9995,4.15e-06,False,none,none,,,,,,2021-04-17T02:09:23,2021-06-16T02:51:09,mixed,False,apprentice,True,,,,none,none,159789.63,2441108.21,42142.84,7989.48,37.64,21961.09,10.73,99.951,88.995,498.7,1.75,1.861,175,False,False,variable_heavy,78.68,83.19,52,0,0,0,water,none,61.9,122.99,0.369,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T11:47:36,53,203.79,203.79,1.949,7.851,4.028,3.317,,,61.54,55.03,,23.39,31.64,45.74,13/11/9,61.3,0.455,15.6,1.8,,,,,66.35,26.744,88.92,67.83,,0.204,0.1059,132.57,0.9875,normal,-0.00051654,0.0,False,adhesive_wear,none,A_healthy,0.0544,0.0372,1.0,,159.68,129.27,3543.21,3320.13,2158.08,4482.17,particle_filter,223.08,279.91,748.0,0.0014,0.0064,0.0563,1.752,15797.0,0.9995,4.21e-06,False,none,none,,,,,,2021-03-31T15:51:27,2021-05-19T01:54:08,mixed,False,specialist,False,74.0,,,none,none,159789.63,2441108.21,50928.07,7989.48,32.18,21961.09,17.89,99.919,83.937,498.7,1.75,7.257,175,False,False,variable_heavy,63.05,90.0,53,0,0,0,oil_process,particulate_mild,82.16,6.81,0.528,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T15:34:03,54,207.57,207.57,1.958,5.71,2.916,3.287,,,63.87,55.29,,23.39,31.9,44.24,13/11/9,157.0,0.403,47.2,7.9,,,,,66.11,27.233,86.99,65.47,,1.442,0.0777,11.47,0.9698,normal,0.00020286,0.0162,False,adhesive_wear,none,A_healthy,0.0554,0.0179,1.0,,494.88,156.83,3539.43,2939.65,1910.77,3968.52,particle_filter,599.79,627.07,748.0,0.0014,0.0064,0.0564,1.752,15797.0,0.9995,4.27e-06,False,none,none,,,,,,2021-03-23T21:23:27,2021-05-05T18:16:01,mixed,False,apprentice,True,,,,none,none,159789.63,2441108.21,25517.79,7989.48,42.01,21961.09,3.58,99.984,84.878,498.7,1.75,6.134,175,False,False,variable_heavy,70.86,77.48,54,0,0,0,steam,particulate_severe,88.99,48.84,0.341,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T19:20:29,55,211.34,211.34,2.322,6.618,2.85,2.827,,,57.55,55.02,,23.39,31.63,46.1,13/11/9,84.4,0.352,23.8,6.4,,,,,65.33,26.313,90.07,63.24,,0.439,0.0466,149.37,0.9841,normal,0.00138686,0.019,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0564,0.0226,1.0,,422.71,145.34,3535.66,4055.86,2636.31,5475.41,lstm_sequence,-520.2,591.65,748.0,0.0014,0.0065,0.0565,1.752,15797.0,0.9995,4.33e-06,False,none,none,,,,,,2021-04-16T07:16:13,2021-06-14T10:49:13,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,61072.53,7989.48,37.5,21961.09,7.88,99.964,89.301,498.7,1.75,4.44,175,False,False,variable_heavy,60.94,91.98,55,0,1,0,oil_process,none,39.93,19.24,0.372,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-21T23:06:55,56,215.12,215.12,1.788,5.965,3.335,2.799,,,57.9,54.5,,23.39,31.11,43.3,13/11/9,115.3,0.348,22.2,3.1,,,,,67.19,28.08,89.57,68.11,,0.374,0.0385,71.79,0.9933,normal,0.00090245,0.0,False,adhesive_wear,none,A_healthy,0.0574,0.0149,1.0,,174.52,145.67,3531.88,3903.91,2537.54,5270.28,physics_informed_nn,-372.03,297.77,748.0,0.0015,0.0065,0.0566,1.752,15797.0,0.9995,4.38e-06,False,none,none,,,,,,2021-04-13T07:04:14,2021-06-09T05:26:21,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,71714.75,7989.48,59.93,21961.09,12.24,99.944,86.261,498.7,1.75,1.368,175,False,False,variable_heavy,65.08,80.14,56,0,0,0,oil_process,none,52.37,241.02,0.18,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-22T02:53:21,57,218.89,218.89,2.024,9.065,4.478,3.536,,,54.06,58.72,,23.39,35.33,45.78,14/12/10,68.1,0.404,31.2,7.1,,,,,65.7,26.072,89.8,66.14,,0.545,0.0212,80.5,0.9894,normal,0.00147606,0.028,False,adhesive_wear,none,A_healthy,0.0584,0.0097,1.0,,302.8,151.7,3528.11,3975.92,2584.34,5367.49,kalman_filter,-447.8,491.83,748.0,0.0015,0.0065,0.0567,1.752,15797.0,0.9994,4.44e-06,False,none,none,,,,,,2021-04-14T22:50:49,2021-06-11T22:25:02,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,62667.53,7989.48,49.27,21961.09,12.66,99.942,79.973,498.7,1.75,5.975,175,False,False,variable_heavy,72.2,84.33,57,0,0,0,water,particulate_mild,37.46,30.12,1.368,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-22T06:39:48,58,222.66,222.66,2.029,7.557,3.724,3.169,,,53.75,49.63,,23.39,26.24,47.91,14/12/10,199.1,0.466,19.5,2.4,,,,,67.07,25.981,89.3,64.44,,0.02,0.0198,6.58,0.9983,normal,0.00216241,0.024,False,adhesive_wear,none,A_healthy,0.0594,0.0266,1.0,,169.03,153.93,3524.34,3273.46,2127.75,4419.17,xgboost_gradient,250.88,321.18,748.0,0.0015,0.0066,0.0568,1.752,15797.0,0.9994,4.5e-06,False,none,none,,,,,,2021-03-31T11:23:28,2021-05-18T05:06:02,mixed,False,journeyman,False,73.0,,,none,none,159789.63,2441108.21,30396.78,7989.48,59.73,21961.09,6.88,99.969,87.927,498.7,1.75,1.286,175,False,False,variable_heavy,55.44,82.4,58,0,0,0,steam,water_ingress,86.51,20.19,0.497,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-22T10:26:14,59,226.44,226.44,2.176,9.108,4.186,2.484,,,60.18,53.92,,23.39,30.53,42.72,12/10/8,59.4,0.405,19.5,4.8,,,,,65.89,26.073,89.68,66.18,,0.254,0.025,57.64,0.9963,normal,0.00528368,0.0285,False,adhesive_wear,none,A_healthy,0.0604,0.0297,1.0,,75.19,149.63,3520.56,3279.25,2131.51,4426.98,lstm_sequence,241.32,204.93,748.0,0.0015,0.0066,0.0569,1.752,15797.0,0.9994,4.56e-06,False,none,none,,,,,,2021-03-31T18:03:37,2021-05-18T13:47:47,mixed,False,specialist,False,28.0,,,none,none,159789.63,2441108.21,30847.21,7989.48,53.67,21961.09,25.54,99.884,79.826,498.7,1.75,4.884,175,False,False,variable_heavy,57.47,83.01,59,0,0,0,gas_compressed_air,particulate_mild,46.01,132.59,0.655,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-22T14:12:40,60,230.21,230.21,2.073,8.512,4.107,2.815,,,55.6,55.54,,23.39,32.15,46.6,13/11/9,128.6,0.372,34.5,8.2,,,,,66.57,27.576,89.12,67.51,,0.542,0.0409,1.02,0.9833,normal,-0.00016344,0.0532,False,adhesive_wear,misalignment_induced,A_healthy,0.0614,0.0182,1.0,,259.03,150.56,3516.79,3188.2,2072.33,4304.07,kalman_filter,328.59,329.59,748.0,0.0015,0.0066,0.057,1.752,15797.0,0.9994,4.61e-06,False,none,none,,,,,,2021-03-30T00:18:39,2021-05-15T12:10:51,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,53746.91,7989.48,44.1,21961.09,6.89,99.969,79.538,498.7,1.75,4.813,175,False,False,variable_heavy,71.95,85.49,60,0,0,0,oil_hydraulic,water_ingress,59.85,47.9,0.358,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-22T17:59:06,61,233.99,233.99,1.966,5.91,3.006,3.372,,,53.93,56.69,,23.39,33.3,46.26,13/11/9,63.8,0.372,17.9,2.5,,,,,64.73,26.67,89.79,66.31,,0.254,0.0341,161.39,0.9885,normal,-0.00095334,0.0,False,adhesive_wear,none,A_healthy,0.0624,0.0289,1.0,,417.09,153.95,3513.01,2887.58,1876.93,3898.24,lstm_sequence,625.43,693.07,748.0,0.0015,0.0067,0.0571,1.752,15797.0,0.9994,4.67e-06,False,none,none,,,,,,2021-03-23T21:46:37,2021-05-05T00:25:53,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,63643.01,7989.48,45.32,21961.09,5.58,99.975,83.114,498.7,1.75,7.298,175,False,False,variable_heavy,70.13,80.98,61,0,0,0,oil_process,particulate_mild,30.29,74.16,6.033,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-22T21:45:33,62,237.76,237.76,1.884,6.559,3.482,3.207,,,63.29,54.73,,23.39,31.33,46.05,14/12/10,143.1,0.397,24.4,5.7,,,,,67.59,26.454,89.0,65.88,,0.96,0.0601,268.5,0.9979,normal,0.00169258,0.0312,False,adhesive_wear,none,A_healthy,0.0635,0.0213,1.0,,97.03,148.56,3509.24,3831.53,2490.49,5172.56,physics_informed_nn,-322.29,395.7,748.0,0.0015,0.0067,0.0572,1.752,15797.0,0.9994,4.73e-06,False,none,none,,,,,,2021-04-12T17:31:20,2021-06-07T14:33:23,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,35920.68,7989.48,31.51,21961.09,9.67,99.956,87.342,498.7,1.75,6.396,175,False,False,variable_heavy,62.43,95.06,62,0,0,2,water,none,50.82,65.31,7.234,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-23T01:31:59,63,241.53,241.53,2.015,5.097,2.53,3.708,,,58.86,55.46,,23.39,32.07,44.11,14/12/10,83.8,0.684,52.0,8.9,,,,,67.14,27.247,89.11,63.73,,0.962,0.0166,215.92,0.9864,normal,-0.00238464,0.0412,False,adhesive_wear,none,A_healthy,0.0645,0.0272,1.0,,447.42,135.74,3505.47,3187.48,2071.86,4303.09,weibull_regression,317.99,402.81,748.0,0.0015,0.0067,0.0573,1.752,15797.0,0.9993,4.78e-06,False,none,none,,,,,,2021-03-30T11:16:17,2021-05-15T22:53:17,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,44113.52,7989.48,55.82,21961.09,24.33,99.889,86.724,498.7,1.75,3.719,175,False,False,variable_heavy,57.48,75.2,63,0,0,0,oil_process,particulate_mild,69.29,5.53,0.847,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-23T05:18:25,64,245.31,245.31,2.131,6.27,2.942,3.458,,,59.41,52.54,,23.39,29.15,46.27,14/12/10,95.3,0.393,57.4,14.4,,,,,65.81,26.341,89.02,64.42,,0.731,0.045,19.07,0.9961,normal,-3.375e-05,0.0,False,adhesive_wear,none,A_healthy,0.0655,0.0314,1.0,,72.01,157.27,3501.69,3265.92,2122.85,4409.0,physics_informed_nn,235.77,269.27,748.0,0.0016,0.0068,0.0574,1.752,15797.0,0.9993,4.84e-06,False,none,none,,,,,,2021-04-01T06:16:06,2021-05-18T21:20:29,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,50427.62,7989.48,45.18,21961.09,11.4,99.948,79.424,498.7,1.75,5.749,175,False,False,variable_heavy,64.69,66.03,64,0,0,0,oil_hydraulic,none,63.99,54.44,1.777,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-23T09:04:51,65,249.08,249.08,2.099,9.187,4.377,3.414,,,59.07,53.58,,23.39,30.19,46.01,14/12/10,187.0,0.336,23.6,4.2,,,,,66.69,27.93,89.83,65.29,,0.114,0.0113,142.48,0.9912,normal,0.00158091,0.0,False,adhesive_wear,none,A_healthy,0.0665,0.0056,1.0,,113.36,151.98,3497.92,4091.3,2659.35,5523.26,weibull_regression,-593.39,654.22,748.0,0.0016,0.0068,0.0575,1.752,15797.0,0.9993,4.89e-06,False,none,none,,,,,,2021-04-18T14:43:58,2021-06-17T06:41:21,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,68400.71,7989.48,26.4,21961.09,8.27,99.962,84.64,498.7,1.75,6.095,175,False,False,variable_heavy,57.78,82.93,65,0,0,0,oil_process,particulate_severe,46.03,7.17,1.947,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-23T12:51:18,66,252.86,252.86,2.106,7.357,3.494,3.203,,,59.96,51.4,,23.39,28.01,44.67,13/11/9,155.1,0.386,22.7,3.0,,,,,66.77,26.426,88.68,68.45,,0.896,0.0167,50.97,0.9859,normal,-0.00051116,0.0,False,adhesive_wear,none,A_healthy,0.0675,0.0224,1.0,,229.79,135.87,3494.14,3170.82,2061.03,4280.61,kalman_filter,323.33,301.5,748.0,0.0016,0.0068,0.0576,1.752,15797.0,0.9993,4.95e-06,False,none,none,,,,,,2021-03-30T14:15:52,2021-05-15T20:03:04,mixed,False,specialist,False,45.0,,,none,none,159789.63,2441108.21,48909.96,7989.48,30.86,21961.09,25.63,99.883,84.79,498.7,1.75,2.055,175,False,False,variable_heavy,56.92,76.63,66,0,0,0,oil_hydraulic,none,38.56,57.76,0.477,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-23T16:37:44,67,256.63,256.63,2.154,5.955,2.765,2.735,,,58.12,56.58,,23.39,33.19,47.49,13/11/9,63.5,0.339,13.6,2.7,,,,,65.27,26.136,86.43,64.39,,0.515,0.0041,22.49,0.9856,normal,-0.00245927,0.0239,False,adhesive_wear,adhesive_wear,A_healthy,0.0685,0.0123,1.0,,184.74,150.61,3490.37,3094.4,2011.36,4177.45,lstm_sequence,395.97,397.87,748.0,0.0016,0.0069,0.0577,1.752,15797.0,0.9993,5.01e-06,False,none,none,,,,,,2021-03-29T03:49:53,2021-05-13T06:52:23,mixed,False,journeyman,False,72.0,,,none,none,159789.63,2441108.21,71333.54,7989.48,28.79,21961.09,8.26,99.962,89.026,498.7,1.75,5.757,175,False,False,variable_heavy,59.79,71.93,67,0,0,0,oil_hydraulic,particulate_mild,85.42,56.88,5.827,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-23T20:24:10,68,260.4,260.4,2.257,8.426,3.734,3.109,,,56.64,59.19,,23.39,35.8,44.42,13/11/9,147.7,0.383,15.3,2.9,,,,,65.27,26.748,89.85,62.9,,0.139,0.0007,3.88,0.9851,normal,-0.00024877,0.0,False,adhesive_wear,none,A_healthy,0.0695,0.0412,1.0,,367.3,137.47,3486.6,4078.2,2650.83,5505.57,lstm_sequence,-591.6,510.3,748.0,0.0016,0.0069,0.0578,1.752,15797.0,0.9992,5.06e-06,False,none,none,,,,,,2021-04-18T19:30:05,2021-06-17T06:52:14,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,70510.43,7989.48,56.5,21961.09,14.24,99.935,84.944,498.7,1.75,3.195,175,False,False,variable_heavy,82.4,81.88,68,0,0,0,oil_process,particulate_mild,43.66,49.22,1.387,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T00:10:36,69,264.18,264.18,1.984,5.661,2.854,3.237,,,58.87,62.56,,23.39,39.17,46.72,14/12/10,191.2,0.447,23.9,7.1,,,,,66.78,26.147,89.68,66.79,,0.563,0.0227,55.17,0.977,normal,-0.00382829,0.0866,False,adhesive_wear,none,A_healthy,0.0705,0.0261,1.0,,267.92,146.21,3482.82,4159.76,2703.84,5615.67,physics_informed_nn,-676.93,545.41,748.0,0.0016,0.0069,0.0579,1.752,15797.0,0.9992,5.12e-06,False,none,none,,,,,,2021-04-20T16:03:19,2021-06-20T07:58:13,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,67313.5,7989.48,29.02,21961.09,44.99,99.796,78.134,498.7,1.75,3.798,175,False,False,variable_heavy,83.14,78.1,69,0,0,0,steam,none,63.95,10.93,3.331,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T03:57:03,70,267.95,267.95,2.107,9.277,4.402,2.913,,,57.0,57.55,,23.39,34.16,44.44,14/12/10,273.3,0.425,14.7,1.8,,,,,65.34,25.481,89.36,61.19,,0.165,0.0575,32.48,1.0,normal,0.00175443,0.0205,False,adhesive_wear,none,A_healthy,0.0715,0.0217,1.0,,170.81,146.76,3479.05,3072.1,1996.86,4147.33,physics_informed_nn,406.95,440.25,748.0,0.0016,0.007,0.058,1.752,15797.0,0.9992,5.17e-06,False,none,none,,,,,,2021-03-29T04:00:02,2021-05-12T23:14:08,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,56814.41,7989.48,22.7,21961.09,17.04,99.922,88.611,498.7,1.75,1.414,175,False,False,variable_heavy,66.28,78.76,70,0,0,0,oil_hydraulic,particulate_mild,41.73,16.98,0.465,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T07:43:29,71,271.72,271.72,1.976,6.355,3.216,3.291,,,54.44,60.55,,23.39,37.15,45.62,14/12/10,110.2,0.493,22.2,5.0,,,,,66.86,27.615,91.16,65.61,,0.275,0.0723,1.04,0.9873,normal,0.00026768,0.0397,False,adhesive_wear,none,A_healthy,0.0725,0.0234,1.0,,218.9,152.63,3475.28,3759.07,2443.4,5074.75,weibull_regression,-283.8,236.46,748.0,0.0016,0.007,0.0581,1.752,15797.0,0.9992,5.23e-06,False,none,none,,,,,,2021-04-12T15:15:43,2021-06-06T10:56:17,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,35655.03,7989.48,36.41,21961.09,20.16,99.908,83.347,498.7,1.75,6.791,175,False,False,variable_heavy,77.65,78.77,71,0,0,0,water,none,68.81,15.19,7.232,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T11:29:55,72,275.5,275.5,2.121,6.369,3.002,3.083,,,55.18,52.38,,23.39,28.98,47.33,14/12/10,228.7,0.38,11.3,2.8,,,,,66.45,27.622,89.96,65.99,,1.042,0.0078,267.09,0.983,normal,-0.00052067,0.0,False,adhesive_wear,none,A_healthy,0.0735,0.0307,1.0,,244.61,142.06,3471.5,2844.79,1849.12,3840.47,particle_filter,626.71,761.74,748.0,0.0017,0.007,0.0582,1.752,15797.0,0.9992,5.28e-06,False,none,none,,,,,,2021-03-24T17:53:44,2021-05-05T05:34:24,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,32755.68,7989.48,33.56,21961.09,5.0,99.977,81.367,498.7,1.75,4.434,175,False,False,variable_heavy,65.21,84.45,72,0,0,3,oil_hydraulic,water_ingress,51.56,16.57,1.896,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T15:16:21,73,279.27,279.27,2.027,8.884,4.382,2.859,,,63.39,57.4,,23.39,34.01,48.48,13/11/9,91.9,0.441,46.8,6.1,,,,,68.05,27.617,88.37,64.21,,0.414,0.0153,210.25,0.9708,normal,-0.00287167,0.0248,False,adhesive_wear,none,A_healthy,0.0745,0.0194,1.0,,645.91,141.03,3467.73,2836.59,1843.79,3829.4,particle_filter,631.13,542.83,748.0,0.0017,0.0071,0.0583,1.752,15797.0,0.9992,5.33e-06,False,none,none,,,,,,2021-03-24T17:34:11,2021-05-05T02:22:40,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,60479.28,7989.48,45.74,21961.09,15.9,99.928,82.304,498.7,1.75,5.993,175,False,False,variable_heavy,67.48,86.18,73,0,0,0,oil_hydraulic,particulate_mild,69.36,39.23,0.634,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T19:02:47,74,283.05,283.05,2.066,7.006,3.392,2.734,,,56.51,55.42,,23.39,32.02,46.47,14/12/10,134.7,0.515,17.8,2.5,,,,,65.21,26.343,89.41,69.12,,0.499,0.17,19.2,0.974,normal,-0.00058282,0.0341,False,adhesive_wear,abrasive_wear,A_healthy,0.0755,0.0208,1.0,,315.6,139.81,3463.95,2997.4,1948.31,4046.49,lstm_sequence,466.55,384.45,748.0,0.0017,0.0071,0.0584,1.752,15797.0,0.9991,5.39e-06,False,none,none,,,,,,2021-03-28T05:44:48,2021-05-10T22:50:13,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,64425.83,7989.48,28.25,21961.09,8.99,99.959,84.355,498.7,1.75,5.134,175,False,False,variable_heavy,75.16,81.75,74,0,0,1,gas_compressed_air,particulate_mild,23.59,52.72,14.83,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-24T22:49:14,75,286.82,286.82,1.981,6.239,3.149,2.477,,,64.06,53.54,,23.39,30.15,45.98,14/12/10,84.8,0.399,45.2,10.9,,,,,65.78,26.447,88.01,65.33,,1.445,0.0745,171.46,0.9681,normal,-0.00638712,0.0,False,adhesive_wear,none,A_healthy,0.0765,0.0436,1.0,,358.98,137.44,3460.18,2965.37,1927.49,4003.25,physics_informed_nn,494.81,529.36,748.0,0.0017,0.0071,0.0585,1.752,15797.0,0.9991,5.44e-06,False,none,none,,,,,,2021-03-27T17:30:20,2021-05-09T23:23:07,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,27322.9,7989.48,36.29,21961.09,22.54,99.897,80.644,498.7,1.75,7.551,175,False,False,variable_heavy,62.72,78.01,75,0,0,0,oil_process,particulate_mild,72.56,6.88,1.209,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-25T02:35:40,76,290.59,290.59,2.213,6.254,2.826,3.257,,,62.49,56.21,,23.39,32.82,45.5,14/12/10,137.0,0.438,23.6,6.7,,,,,65.73,25.657,89.94,65.44,,1.389,0.0627,8.47,0.967,normal,-0.00406249,0.0,False,adhesive_wear,none,A_healthy,0.0776,0.0399,1.0,,451.01,133.01,3456.41,3143.24,2043.11,4243.37,physics_informed_nn,313.16,304.8,748.0,0.0017,0.0072,0.0586,1.752,15797.0,0.9991,5.5e-06,False,none,none,,,,,,2021-03-31T14:12:53,2021-05-16T10:20:56,mixed,False,apprentice,True,,,,none,none,159789.63,2441108.21,64150.44,7989.48,58.13,21961.09,10.59,99.952,83.023,498.7,1.75,6.123,175,False,False,variable_heavy,70.95,83.91,76,0,1,0,gas_compressed_air,none,45.98,161.27,0.081,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-25T06:22:06,77,294.37,294.37,2.003,8.675,4.331,2.029,,,65.04,55.96,,23.39,32.56,46.17,14/12/10,105.4,0.482,39.1,4.5,,,,,66.57,27.382,89.29,63.46,,0.25,0.014,80.03,0.9898,normal,0.00135606,0.0,False,adhesive_wear,imbalance_induced,A_healthy,0.0786,0.0278,1.0,,108.08,145.0,3452.63,3063.66,1991.38,4135.95,physics_informed_nn,388.97,463.41,748.0,0.0017,0.0072,0.0587,1.752,15797.0,0.9991,5.55e-06,False,none,none,,,,,,2021-03-30T02:12:03,2021-05-13T18:29:00,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,33232.51,7989.48,51.92,21961.09,9.78,99.955,90.168,498.7,1.75,2.889,175,False,False,variable_heavy,73.47,74.44,77,1,0,0,none,water_ingress,88.56,77.22,0.283,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-25T10:08:32,78,298.14,298.14,1.882,6.789,3.608,3.033,,,65.85,54.43,,23.39,31.04,47.55,13/11/9,84.1,0.388,18.4,4.0,,,,,67.67,26.882,88.28,64.35,,0.145,0.003,343.2,0.9868,normal,0.003218,0.0001,False,adhesive_wear,none,A_healthy,0.0796,0.0406,1.0,,247.46,165.05,3448.86,2983.39,1939.2,4027.58,lstm_sequence,465.47,491.48,748.0,0.0017,0.0072,0.0588,1.752,15797.0,0.999,5.6e-06,False,none,none,,,,,,2021-03-28T13:50:13,2021-05-11T02:01:24,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,55501.15,7989.48,37.06,21961.09,15.57,99.929,83.021,498.7,1.75,4.401,175,False,False,variable_heavy,56.37,86.74,78,1,0,2,oil_process,water_ingress,22.96,32.04,0.466,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-25T13:54:59,79,301.92,301.92,1.796,4.493,2.501,3.016,,,62.6,57.17,,23.39,33.78,43.72,14/12/10,294.4,0.732,29.9,3.4,,,,,66.2,26.638,89.15,63.1,,0.363,0.0016,87.35,0.9809,normal,0.00136521,0.0605,False,adhesive_wear,contamination,A_healthy,0.0806,0.0353,1.0,,228.06,147.18,3445.08,3107.91,2020.14,4195.68,xgboost_gradient,337.17,310.56,748.0,0.0017,0.0073,0.0589,1.752,15797.0,0.999,5.66e-06,False,none,none,,,,,,2021-03-31T07:52:21,2021-05-15T15:38:30,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,38073.75,7989.48,22.44,21961.09,13.92,99.937,81.798,498.7,1.75,4.255,175,False,False,variable_heavy,79.88,87.51,79,0,0,0,oil_hydraulic,water_ingress,47.04,73.44,4.788,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-25T17:41:25,80,305.69,305.69,2.283,8.423,3.69,3.223,,,60.48,54.78,,23.39,31.39,46.64,13/11/9,76.4,0.349,26.1,6.2,,,,,67.88,27.98,89.84,66.21,,0.281,0.0468,163.31,0.9832,normal,0.00302251,0.0051,False,adhesive_wear,none,A_healthy,0.0816,0.029,1.0,,248.07,150.55,3441.31,3837.96,2494.68,5181.25,particle_filter,-396.65,460.78,748.0,0.0018,0.0073,0.059,1.752,15797.0,0.999,5.71e-06,False,none,none,,,,,,2021-04-15T16:40:17,2021-06-10T15:57:30,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,73205.2,7989.48,48.72,21961.09,28.02,99.873,83.153,498.7,1.75,1.272,175,False,False,variable_heavy,62.99,84.95,80,1,0,0,oil_process,particulate_mild,38.97,0.8,4.861,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-25T21:27:51,81,309.46,309.46,2.054,5.296,2.578,3.121,,,58.9,61.43,,23.39,38.03,48.13,14/12/10,265.9,0.457,56.3,8.7,,,,,66.23,26.265,90.37,64.07,,0.175,0.0539,29.92,0.9875,normal,0.00410766,0.0,False,adhesive_wear,none,A_healthy,0.0826,0.0501,1.0,,165.85,139.09,3437.54,3779.08,2456.4,5101.76,particle_filter,-341.54,439.95,748.0,0.0018,0.0073,0.0591,1.752,15797.0,0.999,5.76e-06,False,none,none,,,,,,2021-04-14T15:00:16,2021-06-08T17:40:57,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,47240.94,7989.48,38.83,21961.09,32.16,99.854,76.525,498.7,1.75,4.909,175,False,False,variable_heavy,76.53,94.32,81,0,0,0,steam,particulate_severe,61.0,11.98,0.852,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T01:14:17,82,313.24,313.24,2.115,7.282,3.444,3.286,,,59.56,52.86,,23.39,29.47,45.64,13/11/9,84.6,0.347,22.4,2.4,,,,,66.34,26.108,90.85,66.91,,0.732,0.0072,11.85,0.9863,normal,-0.00070583,0.0,False,adhesive_wear,none,A_healthy,0.0836,0.0269,1.0,,220.44,144.25,3433.76,4021.19,2613.77,5428.61,particle_filter,-587.43,481.94,748.0,0.0018,0.0073,0.0592,1.752,15797.0,0.999,5.81e-06,False,none,none,,,,,,2021-04-19T19:49:59,2021-06-17T11:14:58,mixed,False,master_technician,False,40.0,,,none,none,159789.63,2441108.21,33123.91,7989.48,26.78,21961.09,11.46,99.948,81.223,498.7,1.75,5.613,175,False,False,variable_heavy,57.82,88.29,82,0,0,1,oil_process,none,56.49,14.43,5.083,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T05:00:44,83,317.01,317.01,2.017,5.954,2.952,3.467,,,64.22,53.81,,23.39,30.42,46.47,13/11/9,72.4,0.445,27.3,6.6,,,,,64.29,26.123,88.45,65.87,,0.279,0.1433,187.3,0.9882,normal,0.00027077,0.0,False,adhesive_wear,none,A_healthy,0.0846,0.0362,1.0,,289.88,140.12,3429.99,3222.19,2094.43,4349.96,kalman_filter,207.79,241.93,748.0,0.0018,0.0074,0.0593,1.752,15797.0,0.9989,5.87e-06,False,none,none,,,,,,2021-04-03T08:06:33,2021-05-20T07:52:37,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,25641.87,7989.48,44.29,21961.09,14.44,99.934,83.725,498.7,1.75,5.9,175,False,False,variable_heavy,69.87,92.47,83,0,0,0,oil_process,particulate_mild,21.18,28.22,0.127,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T08:47:10,84,320.79,320.79,2.179,6.725,3.087,3.167,,,62.49,57.57,,23.39,34.18,46.34,14/12/10,77.2,0.384,23.1,4.1,,,,,67.52,27.591,88.02,67.58,,0.633,0.0987,87.01,0.9718,normal,-0.00181137,0.0,False,adhesive_wear,none,A_healthy,0.0856,0.0149,1.0,,521.03,144.92,3426.21,3804.89,2473.18,5136.6,physics_informed_nn,-378.68,373.84,748.0,0.0018,0.0074,0.0594,1.752,15797.0,0.9989,5.92e-06,False,none,none,,,,,,2021-04-15T15:13:54,2021-06-10T02:56:37,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,62505.67,7989.48,48.05,21961.09,12.28,99.944,82.683,498.7,1.75,7.385,175,False,False,variable_heavy,74.75,81.24,84,1,1,2,water,particulate_severe,87.04,66.88,2.681,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T12:33:36,85,324.56,324.56,1.727,5.177,2.998,2.709,,,59.39,52.54,,23.39,29.15,45.89,14/12/10,216.5,0.419,80.5,19.0,,,,,65.42,25.735,90.59,66.31,,0.527,0.0479,52.05,0.9719,normal,-0.00226088,0.0135,False,adhesive_wear,none,A_healthy,0.0866,0.0505,1.0,,323.91,150.91,3422.44,2858.88,1858.27,3859.49,particle_filter,563.56,596.54,748.0,0.0018,0.0074,0.0595,1.752,15797.0,0.9989,5.97e-06,False,none,none,,,,,,2021-03-27T02:00:05,2021-05-07T18:36:38,mixed,False,journeyman,False,42.0,,,none,none,159789.63,2441108.21,33980.98,7989.48,53.47,21961.09,10.56,99.952,83.225,498.7,1.75,6.268,175,False,False,variable_heavy,65.35,93.86,85,0,0,0,water,none,67.49,0.28,1.236,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T16:20:02,86,328.33,328.33,1.74,5.915,3.4,3.186,,,59.65,58.1,,23.39,34.71,43.25,14/12/10,136.2,0.378,36.2,9.1,,,,,64.43,25.102,89.31,62.21,,0.801,0.0143,230.85,0.9728,normal,-0.00293393,0.0245,False,adhesive_wear,none,A_healthy,0.0876,0.0198,1.0,,428.75,145.48,3418.67,3171.27,2061.33,4281.22,physics_informed_nn,247.39,226.63,748.0,0.0018,0.0075,0.0596,1.752,15797.0,0.9989,6.02e-06,False,none,none,,,,,,2021-04-02T17:58:11,2021-05-18T23:54:52,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,73436.54,7989.48,25.0,21961.09,9.57,99.956,85.692,498.7,1.75,2.873,175,False,False,variable_heavy,63.11,91.53,86,1,0,0,gas_compressed_air,none,53.4,67.39,1.352,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T20:06:29,87,332.11,332.11,1.882,8.71,4.627,2.639,,,63.64,62.24,,23.39,38.85,47.16,14/12/10,91.3,0.51,15.4,4.6,,,,,67.76,28.167,88.49,67.15,,0.735,0.0023,128.07,0.9665,normal,-0.00395824,0.0295,False,adhesive_wear,none,A_healthy,0.0886,0.0392,1.0,,469.43,132.61,3414.89,3997.7,2598.51,5396.9,xgboost_gradient,-582.81,706.48,748.0,0.0018,0.0075,0.0597,1.752,15797.0,0.9988,6.08e-06,False,none,none,,,,,,2021-04-20T02:57:35,2021-06-17T10:09:21,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,40221.53,7989.48,44.01,21961.09,12.7,99.942,83.206,498.7,1.75,7.445,175,False,False,variable_heavy,67.82,88.82,87,0,0,0,none,particulate_severe,87.58,18.38,2.951,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-26T23:52:55,88,335.88,335.88,1.875,5.672,3.025,3.236,,,56.87,58.86,,23.39,35.47,45.54,13/11/9,92.2,0.349,50.4,12.5,,,,,67.81,27.903,90.09,66.69,,0.93,0.1432,119.1,0.9979,normal,0.0019427,0.0,False,adhesive_wear,none,A_healthy,0.0896,0.0608,1.0,,104.23,151.62,3411.12,3041.17,1976.76,4105.58,kalman_filter,369.95,363.25,748.0,0.0018,0.0075,0.0598,1.752,15797.0,0.9988,6.13e-06,False,none,none,,,,,,2021-03-31T08:27:57,2021-05-14T16:52:29,mixed,False,journeyman,False,35.0,,,none,none,159789.63,2441108.21,67986.26,7989.48,33.44,21961.09,10.73,99.951,80.25,498.7,1.75,7.797,175,False,False,variable_heavy,72.02,77.67,88,0,0,0,gas_compressed_air,particulate_mild,64.16,190.71,1.401,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-27T03:39:21,89,339.66,339.66,1.796,7.984,4.445,3.545,,,58.46,51.37,,23.39,27.98,45.38,14/12/10,71.4,0.549,24.9,5.7,,,,,65.58,27.305,89.23,64.95,,0.722,0.0158,314.09,0.9919,normal,0.00401062,0.0159,False,adhesive_wear,none,A_healthy,0.0906,0.0452,1.0,,116.45,166.63,3407.34,3017.81,1961.58,4074.04,lstm_sequence,389.53,376.74,748.0,0.0019,0.0076,0.0599,1.752,15797.0,0.9988,6.18e-06,False,none,none,,,,,,2021-03-31T00:33:37,2021-05-14T00:47:37,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,63763.62,7989.48,49.88,21961.09,11.63,99.947,78.935,498.7,1.75,3.44,175,False,False,variable_heavy,60.07,87.78,89,1,0,1,none,particulate_mild,72.97,25.82,0.918,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-27T07:25:47,90,343.43,343.43,2.186,5.854,2.678,3.401,,,63.56,55.67,,23.39,32.28,46.84,12/10/8,231.2,0.41,40.9,6.0,,,,,66.88,27.363,91.2,65.47,,0.109,0.1365,76.45,0.9878,normal,0.00319041,0.0092,False,adhesive_wear,none,A_healthy,0.0917,0.0409,1.0,,308.22,148.08,3403.57,3659.38,2378.6,4940.16,particle_filter,-255.81,289.2,748.0,0.0019,0.0076,0.06,1.752,15797.0,0.9988,6.23e-06,False,none,none,,,,,,2021-04-13T13:07:09,2021-06-05T21:54:06,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,29560.26,7989.48,35.36,21961.09,20.18,99.908,80.596,498.7,1.75,6.557,175,False,False,variable_heavy,62.5,76.63,90,0,0,0,water,water_ingress,36.26,56.32,0.309,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-27T11:12:14,91,347.2,347.2,2.051,8.527,4.157,3.039,,,59.93,57.23,,23.39,33.84,48.6,13/11/9,133.5,0.467,35.5,10.3,,,,,66.16,26.639,88.9,69.49,,0.173,0.1645,186.21,0.9908,normal,0.00359114,0.0,False,adhesive_wear,none,A_healthy,0.0927,0.0545,1.0,,250.32,165.14,3399.8,3205.78,2083.75,4327.8,physics_informed_nn,194.02,178.53,748.0,0.0019,0.0076,0.0601,1.752,15797.0,0.9988,6.28e-06,False,none,none,,,,,,2021-04-04T06:05:29,2021-05-21T00:06:46,mixed,False,specialist,True,,,,none,none,159789.63,2441108.21,38930.99,7989.48,44.13,21961.09,11.5,99.948,86.626,498.7,1.75,1.391,175,False,False,variable_heavy,72.54,81.9,91,0,0,2,water,none,83.28,65.8,0.289,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-27T14:58:40,92,350.98,350.98,2.183,9.153,4.192,2.604,,,59.76,55.65,,23.39,32.26,46.29,14/12/10,121.3,0.412,24.1,6.3,,,,,66.39,27.114,88.38,65.43,,1.399,0.0085,154.58,0.9997,normal,0.00665373,0.0,False,adhesive_wear,none,A_healthy,0.0937,0.0503,1.0,,18.2,141.84,3396.02,3074.48,1998.41,4150.55,kalman_filter,321.54,316.74,748.0,0.0019,0.0077,0.0602,1.752,15797.0,0.9987,6.33e-06,False,none,none,,,,,,2021-04-01T16:13:12,2021-05-16T12:17:22,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,34169.35,7989.48,42.55,21961.09,15.26,99.931,84.588,498.7,1.75,4.733,175,False,False,variable_heavy,74.26,66.54,92,0,0,0,gas_compressed_air,particulate_mild,30.89,47.11,0.651,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-27T18:45:06,93,354.75,354.75,1.804,6.198,3.436,3.056,,,61.03,51.64,,23.39,28.25,44.26,14/12/10,179.1,0.42,12.0,1.4,,,,,65.37,25.505,90.13,61.23,,0.257,0.0166,37.29,0.9774,normal,-0.00411131,0.0,False,adhesive_wear,none,A_healthy,0.0947,0.0355,1.0,,244.52,152.72,3392.25,4098.34,2663.92,5532.76,xgboost_gradient,-706.09,877.62,748.0,0.0019,0.0077,0.0603,1.752,15797.0,0.9987,6.39e-06,False,none,none,,,,,,2021-04-23T03:55:18,2021-06-21T22:20:27,mixed,False,oem_certified,False,66.0,,,none,none,159789.63,2441108.21,72374.6,7989.48,57.49,21961.09,11.87,99.946,85.077,498.7,1.75,4.966,175,False,False,variable_heavy,54.3,94.33,93,0,0,0,oil_process,particulate_severe,33.2,16.07,1.378,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-27T22:31:32,94,358.53,358.53,2.022,7.822,3.868,2.687,,,56.42,55.39,,23.39,32.0,45.8,14/12/10,81.1,0.387,12.0,3.0,,,,,66.4,25.537,88.49,61.83,,0.304,0.0103,138.34,0.9723,normal,-0.00390527,0.0145,False,adhesive_wear,none,A_healthy,0.0957,0.0285,1.0,,291.21,153.27,3388.47,4006.06,2603.94,5408.18,weibull_regression,-617.58,697.46,748.0,0.0019,0.0077,0.0604,1.752,15797.0,0.9987,6.44e-06,False,none,none,,,,,,2021-04-21T09:33:15,2021-06-18T19:40:27,mixed,False,journeyman,False,65.0,,,none,none,159789.63,2441108.21,56391.84,7989.48,41.06,21961.09,17.31,99.921,87.106,498.7,1.75,1.349,175,False,False,variable_heavy,74.95,92.48,94,0,0,1,none,none,39.61,7.54,0.3,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-28T02:17:58,95,362.3,362.3,1.96,8.665,4.421,2.965,,,61.43,56.5,,23.39,33.11,47.45,13/11/9,76.7,0.351,37.3,6.7,,,,,68.11,27.684,89.16,63.68,,0.227,0.0241,228.83,0.9884,normal,0.00011573,0.0335,False,adhesive_wear,none,A_healthy,0.0967,0.0386,1.0,,364.28,147.01,3384.7,2754.52,1790.44,3718.6,kalman_filter,630.18,692.54,748.0,0.0019,0.0078,0.0605,1.752,15797.0,0.9987,6.49e-06,False,none,none,,,,,,2021-03-26T11:33:33,2021-05-05T15:38:27,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,78718.51,7989.48,36.18,21961.09,44.58,99.797,87.737,498.7,1.75,1.454,175,False,False,variable_heavy,69.56,84.74,95,0,0,2,water,particulate_mild,48.12,50.71,0.493,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-28T06:04:25,96,366.07,366.07,2.129,7.349,3.452,3.127,,,59.58,53.55,,23.39,30.16,43.07,13/11/9,84.1,0.403,31.3,3.5,,,,,66.83,25.747,90.16,65.05,,0.394,0.0112,212.3,0.9721,normal,-0.00373088,0.0,False,adhesive_wear,thermal_degradation,A_healthy,0.0977,0.0422,1.0,,432.49,136.27,3380.93,2936.03,1908.42,3963.64,physics_informed_nn,444.9,454.27,748.0,0.0019,0.0078,0.0606,1.752,15797.0,0.9986,6.54e-06,False,none,none,,,,,,2021-03-30T10:05:14,2021-05-12T05:41:48,mixed,False,oem_certified,False,28.0,,,none,none,159789.63,2441108.21,43591.75,7989.48,35.1,21961.09,15.19,99.931,82.407,498.7,1.75,6.607,175,False,False,variable_heavy,60.63,86.8,96,1,1,0,oil_hydraulic,particulate_mild,64.11,28.42,3.319,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-28T09:50:51,97,369.85,369.85,1.9,6.667,3.508,3.554,,,62.08,60.37,,23.39,36.98,45.88,14/12/10,132.5,0.388,10.9,3.1,,,,,67.7,28.413,90.3,66.32,,0.289,0.046,134.43,0.9762,normal,-0.00471198,0.0574,False,adhesive_wear,none,A_healthy,0.0987,0.0283,1.0,,315.52,158.45,3377.15,3183.17,2069.06,4297.28,lstm_sequence,193.98,155.59,748.0,0.0019,0.0078,0.0607,1.752,15797.0,0.9986,6.59e-06,False,none,none,,,,,,2021-04-04T17:25:54,2021-05-21T03:32:26,mixed,False,master_technician,True,,,,none,none,159789.63,2441108.21,47079.68,7989.48,58.37,21961.09,6.95,99.968,80.559,498.7,1.75,2.455,175,False,False,variable_heavy,68.88,84.94,97,0,1,2,steam,none,58.35,68.79,2.379,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-28T13:37:17,98,373.62,373.62,1.959,8.71,4.446,2.499,,,61.75,58.13,,23.39,34.74,45.51,14/12/10,116.2,0.368,15.5,4.2,,,,,65.84,26.778,90.62,65.42,,0.544,0.0189,118.69,0.9921,normal,0.00295419,0.0,False,adhesive_wear,none,A_healthy,0.0997,0.0352,1.0,,233.02,141.01,3373.38,3605.44,2343.54,4867.34,physics_informed_nn,-232.06,210.17,748.0,0.002,0.0078,0.0608,1.752,15797.0,0.9986,6.64e-06,False,none,none,,,,,,2021-04-13T16:20:30,2021-06-05T06:14:45,mixed,False,specialist,False,34.0,,,none,none,159789.63,2441108.21,47896.34,7989.48,28.84,21961.09,10.47,99.952,86.773,498.7,1.75,5.462,175,False,False,variable_heavy,71.41,78.71,98,1,0,0,steam,none,64.7,68.87,2.128,,,standard
ASSET-000009,valve_control,high,CoreMech International,MDL-9345-C,2021-01-13,3747.0,500.0,66.56072658266355,indoor_uncontrolled,paper_pulp,FAC-318,LINE-R,active_active,2021-01-28T17:23:43,99,377.4,377.4,2.009,7.916,3.939,3.036,,,65.41,56.05,,23.39,32.66,46.8,13/11/9,68.3,0.431,20.7,6.0,,,,,67.89,26.314,89.58,66.22,,0.91,0.1519,124.75,0.9847,normal,0.00248,0.0457,False,adhesive_wear,none,A_healthy,0.1007,0.0174,1.0,,190.86,156.42,3369.6,2903.15,1887.05,3919.25,physics_informed_nn,466.46,599.68,748.0,0.002,0.0079,0.0609,1.752,15797.0,0.9986,6.69e-06,False,none,none,,,,,,2021-03-30T04:58:08,2021-05-11T13:04:13,mixed,False,journeyman,True,,,,none,none,159789.63,2441108.21,67435.76,7989.48,51.83,21961.09,4.61,99.979,87.488,498.7,1.75,6.679,175,False,False,variable_heavy,74.72,87.34,99,1,0,0,none,particulate_mild,82.78,25.61,0.968,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-08T04:02:42,1,4.05,4.05,1.907,7.01,3.675,2.336,,,60.94,80.48,,50.63,29.84,46.28,14/12/10,56.4,0.353,7.2,2.1,,,,,74.0,29.637,90.74,62.83,,0.551,0.1553,50.83,1.0,normal,0.0,0.0121,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.024,,9.67,141.96,33253.95,35414.48,23019.41,47809.55,xgboost_gradient,-2160.53,2028.29,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-15T23:17:07,2020-08-13T10:21:12,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,7870.77,2337.85,32.12,38000.08,10.03,99.974,82.696,3666.7,2.88,3.295,288,False,False,intermittent,75.53,73.13,1,0,0,0,none,none,63.64,63.42,2.982,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-08T08:05:25,2,8.09,8.09,1.784,7.626,4.275,3.204,,,59.59,85.63,,50.63,34.99,43.43,14/12/10,75.0,0.5,22.2,6.1,,,,,73.01,29.932,89.83,66.0,,0.828,0.2518,51.61,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.281,,4.64,164.89,33249.91,30996.74,20147.88,41845.59,lstm_sequence,2253.17,2685.43,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-14T02:27:29,2020-03-10T03:18:56,mixed,False,journeyman,False,41.0,,,none,none,46757.0,6723028.51,7154.18,2337.85,53.57,38000.08,13.52,99.964,79.312,3666.7,2.88,3.627,288,False,False,intermittent,77.37,90.62,2,0,0,0,steam,none,24.94,154.52,1.458,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-08T12:08:08,3,12.14,12.14,2.072,6.901,3.33,2.649,,,62.41,85.24,,50.63,34.61,46.87,14/12/10,95.0,0.408,14.8,3.1,,,,,72.7,29.732,89.26,64.69,,0.29,0.0499,82.56,1.0,normal,0.0,0.0121,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.262,,40.24,140.61,33245.86,36354.84,23630.65,49079.03,weibull_regression,-3108.97,3383.26,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-04T21:33:18,2020-09-16T01:44:56,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,21394.89,2337.85,45.03,38000.08,11.38,99.97,83.57,3666.7,2.88,3.902,288,False,False,intermittent,69.66,86.65,3,0,0,0,oil_process,none,33.68,1.83,2.605,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-08T16:10:51,4,16.18,16.18,2.06,6.774,3.289,3.038,,,62.71,83.8,,50.63,33.17,48.49,14/12/10,116.8,0.332,10.9,2.9,,,,,74.54,30.611,89.23,67.32,,0.358,0.0944,92.56,0.9878,normal,-0.00304052,0.0042,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.19,,142.05,144.74,33241.82,38276.4,24879.66,51673.14,xgboost_gradient,-5034.58,5174.95,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-15T02:22:45,2020-11-23T07:07:05,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,10588.98,2337.85,44.54,38000.08,23.07,99.939,86.606,3666.7,2.88,6.088,288,False,False,intermittent,71.15,80.06,4,0,1,0,steam,particulate_mild,72.34,22.42,1.357,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-08T20:13:34,5,20.23,20.23,1.674,6.737,4.025,2.918,,,60.96,87.52,,50.63,36.89,45.35,13/11/9,76.2,0.432,18.6,3.9,,,,,74.05,28.678,88.32,64.05,,0.473,0.0733,26.88,0.9999,normal,-1.412e-05,0.0122,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.376,,57.36,151.29,33237.77,34927.2,22702.68,47151.72,xgboost_gradient,-1689.43,1505.7,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-06T11:49:34,2020-07-27T20:20:46,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,14170.52,2337.85,48.22,38000.08,18.81,99.951,85.974,3666.7,2.88,5.532,288,False,False,intermittent,70.39,86.85,5,0,0,0,steam,particulate_mild,68.79,132.26,0.125,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-09T00:16:16,6,24.27,24.27,1.985,8.151,4.106,2.758,,,56.43,79.69,,50.63,29.06,45.06,14/12/10,152.1,0.429,39.6,8.5,,,,,75.55,29.806,89.33,67.46,,0.725,0.1753,75.06,0.9913,normal,-0.00173754,0.0,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,373.46,157.92,33233.73,38934.0,25307.1,52560.9,xgboost_gradient,-5700.27,6234.51,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-29T03:16:13,2020-12-16T22:10:11,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,9125.11,2337.85,25.62,38000.08,13.33,99.965,79.571,3666.7,2.88,5.19,288,False,False,intermittent,71.57,91.39,6,0,0,0,gas_compressed_air,particulate_mild,62.61,84.42,1.719,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-09T04:18:59,7,28.32,28.32,2.178,9.74,4.472,2.614,,,58.63,80.71,,50.63,30.08,46.36,13/11/9,113.2,0.477,28.3,6.7,,,,,74.45,28.986,90.78,67.86,,1.422,0.0453,4.38,0.9947,normal,-0.00105721,0.0527,False,adhesive_wear,none,A_healthy,0.0009,0.0,1.036,,147.18,158.23,33229.68,38789.33,25213.06,52365.59,particle_filter,-5559.65,6410.98,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-26T06:58:53,2020-12-11T23:14:48,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,21141.67,2337.85,57.32,38000.08,17.93,99.953,87.497,3666.7,2.88,1.41,288,False,False,intermittent,66.63,68.29,7,0,0,0,water,none,78.81,22.9,1.681,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-09T08:21:42,8,32.36,32.36,1.851,6.467,3.495,1.926,,,60.85,84.45,,50.63,33.81,43.98,13/11/9,75.3,0.406,52.8,14.7,,,,,74.8,30.463,89.18,62.54,,0.258,0.0238,48.31,0.999,normal,-0.0001962,0.0111,False,adhesive_wear,none,A_healthy,0.001,0.0,1.222,,82.28,137.83,33225.64,37028.22,24068.34,49988.1,physics_informed_nn,-3802.58,3106.26,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-19T18:28:21,2020-10-10T18:21:01,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,13748.97,2337.85,33.31,38000.08,23.59,99.938,83.963,3666.7,2.88,2.105,288,False,False,intermittent,65.76,80.99,8,0,0,0,oil_process,water_ingress,43.94,3.52,5.789,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-09T12:24:25,9,36.41,36.41,1.838,5.525,3.006,3.077,,,63.53,80.42,,50.63,29.78,47.04,13/11/9,95.6,0.361,64.8,17.5,,,,,74.24,29.183,89.51,63.53,,0.345,0.056,142.76,0.9905,normal,0.00053971,0.0,False,adhesive_wear,none,A_healthy,0.0011,0.0024,1.021,,153.81,144.24,33221.59,28696.16,18652.51,38739.82,physics_informed_nn,4525.43,4405.48,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-28T08:29:19,2019-12-20T20:08:45,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,15165.14,2337.85,50.3,38000.08,16.27,99.957,87.469,3666.7,2.88,7.349,288,False,False,intermittent,71.17,89.01,9,0,0,0,steam,none,33.34,127.17,1.153,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-09T16:27:08,10,40.45,40.45,1.987,5.607,2.821,3.657,,,62.56,85.16,,50.63,34.53,47.09,14/12/10,166.3,0.321,54.4,15.5,,,,,74.99,30.377,89.78,62.85,,0.177,0.0647,220.31,1.0,normal,1.412e-05,0.007,False,adhesive_wear,none,A_healthy,0.0012,0.0023,1.258,,92.03,143.59,33217.55,38244.91,24859.19,51630.63,lstm_sequence,-5027.36,5243.65,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-15T10:54:31,2020-11-23T04:37:40,mixed,False,apprentice,False,10.0,,,none,none,46757.0,6723028.51,14177.42,2337.85,45.97,38000.08,19.64,99.948,82.977,3666.7,2.88,2.848,288,False,False,intermittent,75.05,90.5,10,0,0,0,water,particulate_mild,83.51,28.63,0.77,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-09T20:29:51,11,44.5,44.5,1.988,5.754,2.894,2.95,,,61.48,85.7,,50.63,35.07,46.02,13/11/9,67.7,0.373,8.8,1.5,,,,,74.2,29.853,90.83,65.82,,0.224,0.0212,54.26,0.9946,normal,0.00065931,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.285,,86.77,149.98,33213.5,30534.03,19847.12,41220.94,lstm_sequence,2679.47,2725.32,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-05T23:30:48,2020-02-24T06:25:29,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,13545.31,2337.85,44.83,38000.08,7.67,99.98,89.793,3666.7,2.88,7.505,288,False,False,intermittent,76.73,89.85,11,0,0,0,gas_compressed_air,none,48.6,54.81,2.628,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-10T00:32:33,12,48.54,48.54,1.706,7.006,4.106,3.381,,,57.94,79.96,,50.63,29.32,46.75,14/12/10,235.9,0.329,13.8,1.5,,,,,74.31,29.808,90.34,65.29,,0.324,0.01,82.05,0.9984,normal,0.0007315,0.0027,False,adhesive_wear,misalignment_induced,A_healthy,0.0015,0.0083,1.0,,65.43,147.23,33209.46,31272.52,20327.14,42217.9,physics_informed_nn,1936.94,1786.95,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-21T12:48:05,2020-03-21T14:10:56,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,9897.33,2337.85,49.85,38000.08,5.25,99.986,84.114,3666.7,2.88,3.836,288,False,False,intermittent,62.32,84.53,12,0,0,0,oil_process,chemical_contamination,42.4,77.86,0.076,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-10T04:35:16,13,52.59,52.59,1.805,7.156,3.964,3.257,,,61.07,80.89,,50.63,30.26,44.52,13/11/9,67.0,0.446,29.7,4.7,,,,,75.1,29.11,89.8,69.14,,0.013,0.1857,152.93,1.0,normal,0.0001962,0.0358,False,adhesive_wear,overload,A_healthy,0.0016,0.0,1.045,,122.85,157.45,33205.41,38891.48,25279.47,52503.5,lstm_sequence,-5686.07,5308.45,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-29T10:19:49,2020-12-16T14:21:00,mixed,False,oem_certified,True,,,,none,none,46757.0,6723028.51,18922.12,2337.85,52.75,38000.08,13.21,99.965,87.752,3666.7,2.88,1.245,288,False,False,intermittent,70.15,72.71,13,0,0,0,none,none,86.36,154.09,2.467,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-10T08:37:59,14,56.63,56.63,1.951,6.301,3.229,3.422,,,56.2,84.97,,50.63,34.33,43.82,14/12/10,84.8,0.496,20.8,3.4,,,,,74.44,29.14,88.49,64.56,,0.392,0.1325,6.23,0.9843,normal,-0.00124935,0.0273,False,adhesive_wear,cavitation,A_healthy,0.0017,0.0035,1.248,,216.24,141.64,33201.37,37651.54,24473.5,50829.58,xgboost_gradient,-4450.18,5251.36,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-03T18:24:15,2020-11-02T20:26:38,mixed,False,specialist,False,13.0,,,none,none,46757.0,6723028.51,17986.33,2337.85,59.67,38000.08,11.18,99.971,88.062,3666.7,2.88,7.293,288,False,False,intermittent,79.38,76.74,14,0,0,0,water,particulate_mild,43.0,11.84,2.912,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-10T12:40:42,15,60.68,60.68,1.837,4.75,2.586,3.001,,,65.74,84.37,,50.63,33.74,44.53,13/11/9,68.9,0.441,6.8,1.2,,,,,75.98,28.925,89.28,66.99,,0.306,0.1502,35.01,0.9914,normal,-0.0017188,0.0065,False,adhesive_wear,none,A_healthy,0.0018,0.0,1.219,,110.98,142.92,33197.32,31294.08,20341.15,42247.01,lstm_sequence,1903.24,2066.05,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-22T11:43:09,2020-03-22T20:38:53,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,8668.89,2337.85,46.84,38000.08,11.71,99.969,84.029,3666.7,2.88,4.822,288,False,False,intermittent,78.71,93.81,15,0,0,0,oil_hydraulic,particulate_severe,67.09,62.31,3.001,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-10T16:43:25,16,64.72,64.72,1.893,6.041,3.191,3.083,,,60.89,86.06,,50.63,35.43,45.3,14/12/10,62.3,0.585,10.9,2.3,,,,,73.03,29.291,89.26,65.26,,0.839,0.0491,82.17,1.0,normal,0.00107823,0.0291,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.303,,215.13,149.28,33193.28,30382.95,19748.92,41016.98,lstm_sequence,2810.33,3189.77,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-03T16:11:56,2020-02-19T18:13:53,mixed,False,specialist,False,55.0,,,none,none,46757.0,6723028.51,8555.38,2337.85,39.44,38000.08,7.76,99.98,84.081,3666.7,2.88,1.09,288,False,False,intermittent,73.87,84.88,16,0,0,0,none,none,87.13,33.12,3.577,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-10T20:46:08,17,68.77,68.77,1.886,7.586,4.022,2.772,,,58.53,87.78,,50.63,37.15,46.22,14/12/10,93.5,0.368,31.2,6.2,,,,,73.88,30.87,90.33,65.4,,0.345,0.1056,49.07,1.0,normal,0.00032571,0.0245,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.389,,121.02,146.36,33189.23,36981.49,24037.97,49925.02,weibull_regression,-3792.26,4036.33,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-20T07:30:55,2020-10-10T15:02:16,mixed,False,master_technician,False,85.0,,,none,none,46757.0,6723028.51,13452.66,2337.85,48.46,38000.08,19.52,99.949,79.508,3666.7,2.88,6.778,288,False,False,intermittent,97.19,91.23,17,0,0,0,oil_process,particulate_mild,42.88,89.09,1.315,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-11T00:48:50,17,72.81,72.81,1.981,8.745,4.414,3.289,,,59.18,82.95,,50.63,32.32,47.0,14/12/10,230.6,0.437,57.3,10.3,,,,,74.03,28.575,89.11,66.74,,0.427,0.103,19.55,0.9913,normal,-0.00174219,0.0,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.148,,172.5,148.27,33185.19,29174.73,18963.57,39385.89,xgboost_gradient,4010.46,4515.53,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-08T20:10:44,2020-01-08T07:20:04,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,9440.73,2337.85,27.13,38000.08,6.18,99.984,86.196,3666.7,2.88,4.564,288,False,False,intermittent,67.85,87.88,17,0,0,0,gas_compressed_air,particulate_mild,73.76,18.76,0.943,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-11T04:51:33,18,76.86,76.86,1.991,5.768,2.897,2.412,,,61.41,84.32,,50.63,33.69,45.09,14/12/10,174.2,0.399,23.9,4.4,,,,,74.56,28.813,89.09,67.29,,0.129,0.0747,162.46,0.9839,normal,-8.61e-05,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.0023,0.0,1.216,,309.43,147.04,33181.14,37514.58,24384.48,50644.68,xgboost_gradient,-4333.44,4176.67,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-01T18:08:58,2020-10-29T20:15:09,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,9649.24,2337.85,56.62,38000.08,19.83,99.948,82.011,3666.7,2.88,3.04,288,False,False,intermittent,73.77,86.49,18,0,1,0,gas_compressed_air,particulate_mild,76.82,53.3,0.212,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-11T08:54:16,19,80.9,80.9,1.913,4.841,2.53,3.504,,,60.1,87.79,,50.63,37.15,44.92,13/11/9,61.3,0.346,20.4,3.5,,,,,74.73,29.885,88.05,64.17,,0.587,0.044,21.03,1.0,normal,0.0017188,0.0533,False,adhesive_wear,none,A_healthy,0.0024,0.0058,1.389,,52.64,147.46,33177.1,36490.56,23718.86,49262.26,lstm_sequence,-3313.46,4194.82,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-10T14:11:04,2020-09-23T17:52:50,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,10675.09,2337.85,33.02,38000.08,13.31,99.965,85.504,3666.7,2.88,2.038,288,False,False,intermittent,86.17,80.75,19,0,0,0,oil_process,none,22.78,8.57,0.358,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-11T12:56:59,20,84.95,84.95,1.954,5.396,2.761,2.951,,,59.9,87.32,,50.63,36.69,44.2,14/12/10,52.4,0.479,33.6,9.9,,,,,75.46,30.222,89.37,66.14,,0.18,0.0793,66.25,1.0,normal,0.0,0.0577,False,adhesive_wear,adhesive_wear,A_healthy,0.0026,0.0082,1.366,,10.55,130.21,33173.05,35209.99,22886.49,47533.49,xgboost_gradient,-2036.94,2226.12,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-15T01:56:45,2020-08-09T13:26:35,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,19558.71,2337.85,45.43,38000.08,14.85,99.961,87.697,3666.7,2.88,1.511,288,False,False,intermittent,75.1,68.99,20,0,0,0,steam,none,75.11,13.16,0.151,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-11T16:59:42,21,89.0,89.0,2.148,9.517,4.431,3.217,,,65.99,84.49,,50.63,33.86,47.08,14/12/10,62.0,0.322,14.0,2.7,,,,,73.77,28.1,90.56,64.87,,0.615,0.0535,220.69,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.225,,131.29,148.52,33169.0,26042.58,16927.68,35157.48,xgboost_gradient,7126.43,7756.38,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-05T06:17:04,2019-09-20T01:11:13,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,17176.41,2337.85,48.87,38000.08,30.01,99.921,90.634,3666.7,2.88,7.488,288,False,False,intermittent,67.8,82.8,21,0,0,0,oil_process,none,60.6,117.39,0.192,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-11T21:02:25,22,93.04,93.04,2.151,9.279,4.313,2.625,,,59.84,84.12,,50.63,33.49,44.78,13/11/9,190.2,0.307,17.8,4.5,,,,,74.56,29.438,88.67,63.88,,0.086,0.1088,7.52,1.0,normal,0.00174219,0.0,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0028,0.0,1.206,,3.85,145.81,33164.96,27627.42,17957.82,37297.01,xgboost_gradient,5537.54,6523.33,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-08T10:44:55,2019-11-15T08:20:40,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,8039.33,2337.85,22.52,38000.08,13.91,99.963,86.131,3666.7,2.88,5.341,288,False,False,intermittent,73.68,81.45,22,0,0,0,none,particulate_mild,72.18,11.8,0.498,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-12T01:05:07,23,97.09,97.09,2.151,8.639,4.017,2.607,,,58.95,86.78,,50.63,36.14,46.34,15/13/11,74.3,0.414,14.4,4.2,,,,,74.83,30.755,91.07,69.52,,0.011,0.0188,218.15,1.0,normal,0.00322816,0.0352,False,adhesive_wear,none,A_healthy,0.0029,0.0,1.339,,36.99,148.89,33160.91,29851.06,19403.19,40298.94,physics_informed_nn,3309.85,3049.54,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-23T22:37:04,2020-02-02T06:29:26,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,7295.54,2337.85,52.2,38000.08,11.28,99.97,84.473,3666.7,2.88,3.877,288,False,False,intermittent,77.72,76.84,23,0,0,0,water,particulate_mild,68.54,58.97,0.092,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-12T05:07:50,24,101.13,101.13,1.835,5.198,2.832,3.583,,,59.58,81.21,,50.63,30.58,47.62,14/12/10,112.8,0.343,16.4,3.3,,,,,73.75,30.331,89.5,64.08,,0.061,0.1034,7.49,0.9974,normal,-0.00052008,0.0145,False,adhesive_wear,none,A_healthy,0.003,0.0,1.061,,35.51,149.56,33156.87,35474.27,23058.27,47890.26,xgboost_gradient,-2317.4,2933.74,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-21T06:15:53,2020-08-19T14:15:30,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,15882.36,2337.85,41.46,38000.08,21.27,99.944,81.217,3666.7,2.88,4.073,288,False,False,intermittent,64.82,80.57,24,0,0,0,oil_hydraulic,none,41.86,36.46,0.816,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-12T09:10:33,25,105.18,105.18,2.006,8.509,4.241,2.907,,,57.66,83.24,,50.63,32.61,43.16,13/11/9,67.4,0.482,9.1,2.7,,,,,74.37,30.393,89.7,63.5,,0.846,0.0513,19.02,0.9828,normal,-0.00343326,0.0532,False,adhesive_wear,none,A_healthy,0.0032,0.0034,1.162,,394.62,141.0,33152.82,31028.5,20168.53,41888.48,xgboost_gradient,2124.32,2197.37,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-18T19:25:41,2020-03-15T07:24:16,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,8008.01,2337.85,57.72,38000.08,6.1,99.984,80.693,3666.7,2.88,1.484,288,False,False,intermittent,68.79,84.39,25,0,0,0,oil_process,water_ingress,36.51,6.25,0.915,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-12T13:13:16,26,109.22,109.22,2.153,7.814,3.629,2.96,,,59.21,82.63,,50.63,31.99,46.4,13/11/9,82.4,0.392,14.6,2.0,,,,,75.16,28.709,91.96,66.34,,0.171,0.0158,82.33,0.9911,normal,-0.00177287,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0033,0.0017,1.131,,197.39,139.85,33148.78,30537.92,19849.65,41226.19,particle_filter,2610.86,2310.35,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-08T18:10:56,2020-02-27T02:27:18,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,10422.11,2337.85,50.08,38000.08,5.74,99.985,83.639,3666.7,2.88,4.649,288,False,False,intermittent,68.18,98.85,26,0,0,0,oil_hydraulic,none,48.53,11.74,1.154,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-12T17:15:59,27,113.27,113.27,1.802,7.944,4.409,2.863,,,62.59,84.31,,50.63,33.68,45.03,13/11/9,58.4,0.505,6.1,1.6,,,,,73.53,29.563,90.74,65.54,,0.523,0.0432,6.64,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0034,0.0063,1.215,,191.18,135.49,33144.73,29569.57,19220.22,39918.92,physics_informed_nn,3575.16,3190.39,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-18T18:03:06,2020-01-23T23:24:06,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,16977.36,2337.85,48.27,38000.08,11.64,99.969,83.284,3666.7,2.88,3.06,288,False,False,intermittent,78.2,93.95,27,0,0,0,oil_process,none,59.09,6.31,0.282,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-12T21:18:42,28,117.31,117.31,1.876,6.951,3.705,3.67,,,60.59,81.65,,50.63,31.02,45.95,13/11/9,110.3,0.385,29.0,8.0,,,,,73.99,29.149,90.43,66.1,,0.279,0.0266,261.9,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.083,,115.96,133.03,33140.69,26255.52,17066.09,35444.95,physics_informed_nn,6885.17,7991.4,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-10T21:04:19,2019-09-28T18:30:14,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,19476.37,2337.85,46.1,38000.08,4.36,99.989,81.994,3666.7,2.88,3.313,288,False,False,intermittent,62.74,73.25,28,0,0,0,none,none,36.98,38.48,0.667,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-13T01:21:24,29,121.36,121.36,1.971,6.787,3.443,3.22,,,59.55,83.8,,50.63,33.17,44.46,13/11/9,100.4,0.39,42.1,9.5,,,,,76.27,29.582,89.2,67.56,,2.128,0.1659,43.2,1.0,normal,0.00052008,0.0056,False,adhesive_wear,none,A_healthy,0.0036,0.0,1.19,,45.18,141.35,33136.64,29385.41,19100.52,39670.31,xgboost_gradient,3751.23,4367.45,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-15T06:03:51,2020-01-17T18:57:34,mixed,False,journeyman,False,69.0,,,none,none,46757.0,6723028.51,19648.81,2337.85,43.02,38000.08,16.31,99.957,91.276,3666.7,2.88,3.561,288,False,False,intermittent,74.57,91.93,29,0,0,0,oil_hydraulic,none,33.45,2.94,2.167,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-13T05:24:07,30,125.4,125.4,2.044,7.462,3.65,2.784,,,57.18,86.92,,50.63,36.29,46.12,14/12/10,212.6,0.376,12.8,2.2,,,,,73.96,30.548,89.27,63.7,,0.6,0.0048,0.8,0.9772,normal,-0.00112028,0.0,False,adhesive_wear,none,A_healthy,0.0038,0.0045,1.346,,267.26,133.27,33132.6,40175.81,26114.28,54237.34,xgboost_gradient,-7043.21,6380.68,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-28T05:18:22,2021-02-03T02:50:19,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,10922.95,2337.85,43.44,38000.08,19.17,99.95,81.847,3666.7,2.88,5.644,288,False,False,intermittent,73.5,69.44,30,0,1,0,water,none,60.87,47.47,0.422,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-13T09:26:50,31,129.45,129.45,2.089,6.523,3.123,2.681,,,61.03,83.5,,50.63,32.87,45.0,14/12/10,56.4,0.41,38.8,9.1,,,,,74.6,29.601,89.17,63.21,,0.616,0.0441,35.72,1.0,normal,0.00177287,0.0087,False,adhesive_wear,none,A_healthy,0.0039,0.0,1.175,,100.49,145.51,33128.55,40186.14,26120.99,54251.29,physics_informed_nn,-7057.59,7557.06,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-28T14:31:02,2021-02-03T15:39:57,mixed,False,oem_certified,True,,,,none,none,46757.0,6723028.51,18306.3,2337.85,59.97,38000.08,13.84,99.964,83.84,3666.7,2.88,7.055,288,False,False,intermittent,61.0,87.71,31,0,0,0,gas_compressed_air,none,51.69,59.05,0.879,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-13T13:29:33,32,133.49,133.49,1.737,5.678,3.268,2.684,,,59.34,84.43,,50.63,33.8,44.25,14/12/10,164.8,0.341,38.8,10.8,,,,,73.71,30.95,91.7,63.23,,1.401,0.0263,318.37,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.004,0.0,1.222,,35.49,146.69,33124.51,29073.33,18897.66,39248.99,physics_informed_nn,4051.18,3651.55,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-09T06:09:25,2020-01-07T05:49:20,mixed,False,oem_certified,True,,,,none,none,46757.0,6723028.51,18559.84,2337.85,28.47,38000.08,18.55,99.951,81.37,3666.7,2.88,2.3,288,False,False,intermittent,85.26,80.87,32,0,0,0,oil_hydraulic,none,31.2,61.72,1.376,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-13T17:32:16,33,137.54,137.54,1.858,5.792,3.118,2.782,,,58.64,82.62,,50.63,31.99,41.88,13/11/9,55.1,0.32,8.8,2.5,,,,,74.54,28.891,90.63,68.18,,0.666,0.0058,21.04,1.0,normal,0.0,0.0324,False,adhesive_wear,none,A_healthy,0.0041,0.0,1.131,,66.1,156.28,33120.46,36412.03,23667.82,49156.24,weibull_regression,-3291.57,2994.55,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-11T07:33:15,2020-09-23T07:45:56,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,9239.53,2337.85,50.2,38000.08,10.67,99.972,83.901,3666.7,2.88,5.507,288,False,False,intermittent,67.6,89.63,33,0,0,0,oil_process,particulate_mild,21.65,30.29,0.152,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-13T21:34:59,34,141.58,141.58,2.327,7.221,3.103,3.026,,,62.18,81.84,,50.63,31.2,46.9,13/11/9,87.7,0.504,16.8,3.9,,,,,73.06,29.518,88.79,64.91,,0.495,0.2364,365.55,0.9896,normal,-0.00207613,0.0,False,adhesive_wear,none,A_healthy,0.0043,0.0131,1.092,,177.02,138.35,33116.42,39775.7,25854.2,53697.19,particle_filter,-6659.28,7341.88,5500.0,0.0,0.0,0.0002,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-20T13:25:54,2021-01-20T14:55:32,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,15328.45,2337.85,30.13,38000.08,7.51,99.98,88.027,3666.7,2.88,6.367,288,False,False,intermittent,66.59,90.11,34,0,0,0,oil_process,particulate_mild,43.54,28.36,6.221,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-14T01:37:41,35,145.63,145.63,1.901,7.563,3.978,2.699,,,62.87,88.73,,50.63,38.1,45.3,13/11/9,84.6,0.547,20.7,4.0,,,,,72.88,29.152,88.42,66.8,,0.572,0.0314,109.92,0.986,normal,0.00175626,0.0677,False,adhesive_wear,none,A_healthy,0.0044,0.0152,1.437,,150.58,153.97,33112.37,26920.9,17498.59,36343.22,xgboost_gradient,6191.47,5606.86,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-25T22:04:42,2019-10-23T12:23:37,mixed,False,specialist,False,14.0,,,none,none,46757.0,6723028.51,11103.37,2337.85,55.33,38000.08,9.14,99.976,87.415,3666.7,2.88,6.664,288,False,False,intermittent,88.39,92.87,35,0,0,0,oil_process,none,89.42,116.6,1.022,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-14T05:40:24,36,149.67,149.67,1.699,4.395,2.586,3.429,,,62.56,88.21,,50.63,37.58,47.88,14/12/10,70.9,0.43,26.3,5.2,,,,,74.72,30.833,89.35,62.6,,0.994,0.0068,198.82,0.9879,normal,-0.00242122,0.0693,False,adhesive_wear,none,A_healthy,0.0045,0.0009,1.411,,256.22,167.85,33108.33,38636.33,25113.61,52159.04,physics_informed_nn,-5528.0,6383.19,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-28T03:50:16,2020-12-11T14:33:10,mixed,False,specialist,False,64.0,,,none,none,46757.0,6723028.51,9391.32,2337.85,25.99,38000.08,15.16,99.96,84.808,3666.7,2.88,6.465,288,False,False,intermittent,82.09,78.74,36,0,0,0,water,none,55.62,2.13,2.196,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-14T09:43:07,37,153.72,153.72,1.881,8.317,4.422,2.989,,,63.44,84.27,,50.63,33.64,48.03,13/11/9,79.6,0.31,30.5,6.2,,,,,72.91,30.329,89.23,64.75,,1.049,0.0728,13.16,0.9963,normal,-0.00074305,0.0,False,adhesive_wear,none,A_healthy,0.0046,0.0,1.213,,393.45,144.25,33104.28,37797.33,24568.26,51026.39,physics_informed_nn,-4693.04,5981.45,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-10T20:22:54,2020-11-12T01:26:45,mixed,False,oem_certified,True,,,,none,none,46757.0,6723028.51,16495.39,2337.85,59.99,38000.08,8.61,99.977,88.284,3666.7,2.88,2.175,288,False,False,intermittent,77.07,86.88,37,0,0,0,gas_compressed_air,particulate_severe,46.53,134.53,1.216,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-14T13:45:50,38,157.76,157.76,1.922,6.559,3.412,2.711,,,60.12,76.89,,50.63,26.25,44.93,13/11/9,98.4,0.511,11.1,2.2,,,,,74.89,30.386,88.96,62.67,,0.428,0.0208,283.65,0.9935,normal,-0.00130955,0.0273,False,adhesive_wear,none,A_healthy,0.0047,0.0,1.0,,73.25,161.06,33100.24,30422.99,19774.94,41071.04,lstm_sequence,2677.25,2621.34,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-08T09:15:32,2020-02-25T01:18:20,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,11833.2,2337.85,46.26,38000.08,15.5,99.959,81.928,3666.7,2.88,7.221,288,False,False,intermittent,63.12,92.09,38,0,0,1,oil_hydraulic,particulate_mild,88.48,43.3,0.611,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-14T17:48:33,39,161.81,161.81,1.91,7.519,3.937,2.774,,,52.17,86.24,,50.63,35.61,47.74,13/11/9,113.6,0.402,10.9,2.5,,,,,74.09,28.683,90.08,64.94,,0.473,0.0345,70.46,0.9883,normal,-0.00027009,0.0184,False,adhesive_wear,none,A_healthy,0.0049,0.0267,1.312,,684.29,143.3,33096.19,28926.3,18802.09,39050.5,physics_informed_nn,4169.89,3455.41,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-07T08:57:26,2020-01-03T05:09:39,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,8914.21,2337.85,43.03,38000.08,13.08,99.966,80.884,3666.7,2.88,3.564,288,False,False,intermittent,72.88,76.12,39,0,0,0,oil_hydraulic,particulate_mild,51.77,43.81,0.2,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-14T21:51:16,40,165.85,165.85,1.936,6.103,3.153,2.853,,,58.21,83.81,,50.63,33.18,46.72,13/11/9,68.1,0.381,12.5,2.3,,,,,74.61,28.785,90.74,64.36,,0.598,0.024,31.65,1.0,normal,0.00279729,0.0,False,adhesive_wear,none,A_healthy,0.005,0.0,1.191,,60.76,143.15,33092.15,31652.1,20573.87,42730.34,particle_filter,1440.04,1685.71,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-01-03T07:54:19,2020-04-08T22:08:27,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,8024.27,2337.85,26.08,38000.08,5.11,99.987,88.336,3666.7,2.88,3.157,288,False,False,intermittent,64.78,75.67,40,0,0,0,gas_compressed_air,none,73.98,27.24,0.875,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-15T01:53:58,41,169.9,169.9,2.276,5.779,2.54,2.975,,,62.53,84.18,,50.63,33.55,46.07,13/11/9,76.8,0.305,7.0,1.7,,,,,73.49,28.474,89.23,65.49,,0.438,0.0332,31.21,1.0,normal,0.00242122,0.024,False,adhesive_wear,none,A_healthy,0.0051,0.0161,1.209,,169.71,168.21,33088.1,39192.06,25474.84,52909.28,physics_informed_nn,-6103.96,7356.56,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-09T13:55:50,2021-01-01T03:09:08,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,9322.29,2337.85,29.99,38000.08,7.69,99.98,84.734,3666.7,2.88,1.616,288,False,False,intermittent,69.86,91.64,41,0,0,0,water,none,23.62,31.94,1.007,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-15T05:56:41,42,173.94,173.94,2.141,5.616,2.623,3.572,,,66.11,85.67,,50.63,35.04,44.34,14/12/10,81.5,0.662,17.8,3.2,,,,,75.69,29.961,88.87,67.37,,1.43,0.0661,142.37,1.0,normal,0.00074305,0.0414,False,adhesive_wear,none,A_healthy,0.0052,0.007,1.284,,281.95,143.79,33084.06,35738.59,23230.08,48247.09,particle_filter,-2654.53,2775.48,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-29T19:14:15,2020-08-31T23:44:33,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,15709.38,2337.85,36.69,38000.08,16.97,99.955,82.466,3666.7,2.88,5.809,288,False,False,intermittent,83.2,67.73,42,0,0,0,gas_compressed_air,none,79.09,0.55,3.21,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-15T09:59:24,43,177.99,177.99,2.23,8.002,3.588,2.653,,,57.89,80.88,,50.63,30.24,48.68,14/12/10,125.5,0.318,18.1,4.9,,,,,73.14,29.2,89.83,64.77,,0.206,0.0095,11.15,1.0,normal,0.00130955,0.0,False,adhesive_wear,none,A_healthy,0.0054,0.0,1.044,,15.88,145.01,33080.01,29195.31,18976.95,39413.67,xgboost_gradient,3884.7,4776.01,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-13T15:38:47,2020-01-13T10:00:20,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,21974.57,2337.85,40.01,38000.08,5.6,99.985,79.538,3666.7,2.88,1.602,288,False,False,intermittent,66.95,81.16,43,0,0,0,water,none,32.61,59.87,1.777,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-15T14:02:07,44,182.04,182.04,1.874,5.43,2.897,3.296,,,59.06,82.59,,50.63,31.95,45.96,13/11/9,145.6,0.511,16.6,4.9,,,,,75.81,31.173,90.42,66.54,,1.839,0.1412,35.68,1.0,normal,0.00234622,0.052,False,adhesive_wear,none,A_healthy,0.0055,0.0068,1.129,,92.26,140.42,33075.96,36476.45,23709.69,49243.21,kalman_filter,-3400.49,3225.57,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-14T12:15:39,2020-09-27T11:01:07,mixed,False,journeyman,False,9.0,,,none,none,46757.0,6723028.51,10075.28,2337.85,36.29,38000.08,15.8,99.958,86.609,3666.7,2.88,2.431,288,False,False,intermittent,77.66,84.2,44,0,0,1,steam,none,22.25,172.11,1.465,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-15T18:04:50,45,186.08,186.08,2.123,9.32,4.391,2.716,,,58.9,82.45,,50.63,31.82,48.89,14/12/10,91.5,0.307,25.8,4.2,,,,,76.15,30.488,88.68,61.94,,0.05,0.0132,134.75,1.0,normal,0.0,0.0307,False,adhesive_wear,none,A_healthy,0.0056,0.0101,1.123,,2.97,163.3,33071.92,29074.17,18898.21,39250.13,xgboost_gradient,3997.75,3200.22,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-11T11:09:59,2020-01-09T11:07:35,mixed,False,master_technician,False,69.0,,,none,none,46757.0,6723028.51,22221.76,2337.85,20.09,38000.08,10.94,99.971,88.159,3666.7,2.88,4.61,288,False,False,intermittent,67.3,95.45,45,0,0,0,gas_compressed_air,none,77.62,185.9,2.228,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-15T22:07:33,46,190.13,190.13,2.364,9.989,4.225,3.294,,,54.98,85.99,,50.63,35.36,46.5,14/12/10,60.4,0.36,68.0,20.0,,,,,75.78,30.776,86.69,65.73,,0.965,0.261,330.7,0.9942,normal,-0.00116063,0.0,False,adhesive_wear,none,A_healthy,0.0057,0.0,1.3,,151.28,143.23,33067.87,35490.38,23068.75,47912.02,physics_informed_nn,-2422.51,2755.52,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-25T07:19:04,2020-08-23T20:57:07,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,19731.02,2337.85,40.91,38000.08,5.46,99.986,82.104,3666.7,2.88,7.35,288,False,False,intermittent,79.99,70.97,46,0,0,0,water,particulate_severe,68.38,40.83,1.776,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-16T02:10:15,47,194.17,194.17,1.719,7.241,4.212,2.431,,,61.11,89.18,,50.63,38.55,45.57,14/12/10,73.0,0.33,54.2,14.0,,,,,76.31,30.379,90.71,63.58,,1.161,0.03,47.26,0.9961,normal,-0.00077612,0.0339,False,adhesive_wear,none,A_healthy,0.0058,0.0,1.459,,54.22,154.1,33063.83,37043.71,24078.41,50009.01,lstm_sequence,-3979.88,4919.45,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-26T20:01:30,2020-10-18T01:19:22,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,17035.74,2337.85,27.6,38000.08,24.49,99.936,85.435,3666.7,2.88,1.61,288,False,False,intermittent,83.87,88.36,47,0,0,0,water,none,41.79,33.5,5.498,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-16T06:12:58,48,198.22,198.22,2.066,7.885,3.818,2.767,,,57.32,83.62,,50.63,32.98,47.16,13/11/9,64.4,0.307,12.9,2.6,,,,,74.73,28.604,90.76,64.13,,0.665,0.0346,3.59,0.9995,normal,-9.941e-05,0.0,False,adhesive_wear,none,A_healthy,0.006,0.0059,1.181,,28.11,174.55,33059.78,29803.42,19372.22,40234.62,kalman_filter,3256.36,3354.96,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-27T03:55:32,2020-02-04T19:07:20,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,9680.59,2337.85,32.39,38000.08,6.74,99.982,79.074,3666.7,2.88,4.841,288,False,False,intermittent,76.28,81.72,48,0,0,0,steam,particulate_severe,65.53,15.63,1.479,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-16T10:15:41,49,202.26,202.26,1.794,7.594,4.233,3.296,,,58.18,80.9,,50.63,30.27,48.69,14/12/10,104.1,0.794,49.5,10.1,,,,,76.46,29.063,89.96,66.13,,0.262,0.1581,18.96,0.9861,normal,-0.00277753,0.0038,False,adhesive_wear,none,A_healthy,0.0061,0.0,1.045,,292.93,161.15,33055.74,28350.25,18427.66,38272.84,lstm_sequence,4705.49,4094.62,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-28T01:23:14,2019-12-15T11:58:31,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,11333.07,2337.85,57.19,38000.08,18.39,99.952,82.382,3666.7,2.88,5.634,288,False,False,intermittent,73.15,82.15,49,0,0,0,oil_process,chemical_contamination,31.85,1.49,0.287,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-16T14:18:24,50,206.31,206.31,1.599,4.126,2.58,3.02,,,67.8,85.19,,50.63,34.56,45.85,13/11/9,106.1,0.367,34.3,6.9,,,,,74.29,28.234,89.19,64.34,,0.125,0.0266,82.85,0.9915,normal,-0.00170076,0.0,False,adhesive_wear,none,A_healthy,0.0062,0.0027,1.259,,167.04,147.28,33051.69,36064.77,23442.1,48687.44,particle_filter,-3013.08,3335.19,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-06T22:41:32,2020-09-13T21:21:44,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,23064.3,2337.85,45.66,38000.08,19.46,99.949,79.947,3666.7,2.88,4.344,288,False,False,intermittent,76.45,86.9,50,0,0,0,oil_hydraulic,water_ingress,58.73,58.75,0.852,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-16T18:21:07,51,210.35,210.35,2.223,5.749,2.586,2.811,,,61.68,83.6,,50.63,32.97,45.5,13/11/9,61.3,0.335,14.4,4.0,,,,,74.57,30.298,88.86,64.56,,0.133,0.0911,58.99,0.9919,normal,-0.00046649,0.008,False,adhesive_wear,none,A_healthy,0.0063,0.0,1.18,,188.61,133.67,33047.65,26629.13,17308.94,35949.33,lstm_sequence,6418.51,5570.79,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-22T12:55:10,2019-10-15T21:07:00,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,7795.03,2337.85,20.47,38000.08,32.39,99.915,84.023,3666.7,2.88,4.563,288,False,False,intermittent,79.54,106.76,51,0,0,0,none,particulate_mild,51.61,5.95,1.183,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-16T22:23:50,52,214.4,214.4,1.951,5.444,2.79,2.78,,,64.9,84.76,,50.63,34.13,47.26,13/11/9,86.1,0.33,12.1,2.9,,,,,73.93,29.163,91.15,65.12,,2.361,0.0356,43.41,0.995,normal,-0.00021892,0.0,False,adhesive_wear,none,A_healthy,0.0064,0.0,1.238,,89.69,160.38,33043.6,26271.8,17076.67,35466.93,physics_informed_nn,6771.8,6076.09,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-15T06:17:53,2019-10-03T09:25:44,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,15837.67,2337.85,50.44,38000.08,8.29,99.978,82.579,3666.7,2.88,4.729,288,False,False,intermittent,66.34,82.06,52,0,0,0,gas_compressed_air,particulate_severe,73.85,4.59,3.384,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-17T02:26:32,53,218.44,218.44,1.957,7.079,3.618,3.011,,,60.94,82.11,,50.63,31.47,48.3,14/12/10,107.6,0.524,61.5,7.6,,,,,74.24,28.237,88.56,64.34,,0.126,0.0249,252.8,1.0,normal,9.941e-05,0.0011,False,adhesive_wear,none,A_healthy,0.0066,0.017,1.105,,93.64,142.15,33039.56,36684.63,23845.01,49524.25,lstm_sequence,-3645.07,3594.28,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-20T08:45:24,2020-10-06T08:22:35,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,10573.94,2337.85,54.83,38000.08,7.53,99.98,89.259,3666.7,2.88,6.281,288,False,False,intermittent,71.39,92.44,53,0,0,0,water,none,46.16,50.08,0.301,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-17T06:29:15,54,222.49,222.49,2.242,9.816,4.378,3.114,,,64.35,80.44,,50.63,29.81,45.47,13/11/9,55.1,0.366,50.3,15.0,,,,,72.81,28.011,91.15,63.21,,0.639,0.0239,56.55,1.0,normal,0.00277753,0.0164,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0067,0.0,1.022,,64.09,154.77,33035.51,34737.58,22579.43,46895.73,particle_filter,-1702.07,1788.72,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-10T23:16:39,2020-07-29T13:25:49,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,19798.45,2337.85,29.55,38000.08,9.38,99.975,85.281,3666.7,2.88,1.189,288,False,False,intermittent,54.74,92.97,54,0,0,0,steam,none,24.23,22.48,0.639,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-17T10:31:58,55,226.53,226.53,2.211,6.219,2.813,2.718,,,59.69,85.42,,50.63,34.79,44.63,14/12/10,96.8,0.349,41.4,12.2,,,,,75.71,28.956,87.79,65.0,,0.217,0.0153,9.36,0.985,normal,-0.00130302,0.0,False,adhesive_wear,none,A_healthy,0.0068,0.0152,1.271,,362.24,127.77,33031.47,28953.25,18819.61,39086.89,physics_informed_nn,4078.22,3418.4,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-10T15:09:30,2020-01-06T20:47:46,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,9247.38,2337.85,28.07,38000.08,8.87,99.977,86.576,3666.7,2.88,3.779,288,False,False,intermittent,81.22,83.23,55,0,0,0,oil_hydraulic,none,49.67,84.02,0.205,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-17T14:34:41,56,230.58,230.58,1.943,8.316,4.281,3.152,,,59.8,80.55,,50.63,29.92,45.61,14/12/10,80.6,0.305,37.1,8.4,,,,,74.12,30.813,92.91,65.25,,0.334,0.0498,43.58,1.0,normal,0.00162712,0.0428,False,adhesive_wear,none,A_healthy,0.0069,0.0,1.028,,249.71,152.39,33027.42,25742.96,16732.92,34752.99,physics_informed_nn,7284.46,8535.12,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-04T22:03:27,2019-09-15T08:05:35,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,10248.61,2337.85,30.2,38000.08,5.93,99.984,82.162,3666.7,2.88,1.417,288,False,False,intermittent,64.09,93.57,56,0,0,0,oil_process,none,67.97,62.2,1.651,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-17T18:37:24,57,234.62,234.62,1.936,7.065,3.649,2.974,,,59.43,81.44,,50.63,30.8,42.84,13/11/9,155.5,0.307,39.9,6.2,,,,,74.57,29.113,89.87,67.97,,0.841,0.0304,243.91,1.0,normal,0.00099504,0.0228,False,adhesive_wear,none,A_healthy,0.0071,0.0059,1.072,,128.09,130.53,33023.38,29551.07,19208.2,39893.95,particle_filter,3472.3,3501.96,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-23T10:09:33,2020-01-28T09:02:04,mixed,False,journeyman,False,53.0,,,none,none,46757.0,6723028.51,21141.31,2337.85,51.83,38000.08,6.32,99.983,89.819,3666.7,2.88,5.535,288,False,False,intermittent,67.45,81.15,57,0,0,1,water,particulate_severe,35.93,29.63,1.516,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-17T22:40:07,58,238.67,238.67,2.115,9.218,4.358,2.777,,,65.04,82.34,,50.63,31.71,44.26,13/11/9,51.0,0.308,16.0,2.2,,,,,74.2,28.556,90.3,69.18,,0.019,0.0824,19.76,0.9998,normal,-3.85e-05,0.0,False,adhesive_wear,none,A_healthy,0.0072,0.0035,1.117,,65.48,134.56,33019.33,38228.2,24848.33,51608.07,xgboost_gradient,-5208.87,5351.91,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-23T08:46:01,2020-11-30T20:38:08,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,16509.02,2337.85,42.0,38000.08,10.21,99.973,84.596,3666.7,2.88,7.537,288,False,False,intermittent,63.16,80.77,58,0,0,1,oil_process,chemical_contamination,88.01,103.28,0.576,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-18T02:42:49,59,242.71,242.71,1.903,8.077,4.243,3.421,,,64.33,89.37,,50.63,38.74,45.29,12/10/8,54.9,0.42,29.0,6.1,,,,,73.09,28.008,88.94,60.64,,0.954,0.0764,45.18,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0073,0.0082,1.468,,3.76,165.08,33015.29,36228.84,23548.75,48908.94,particle_filter,-3213.56,3235.08,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-11T21:08:10,2020-09-21T05:13:54,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,14371.57,2337.85,39.23,38000.08,9.36,99.975,78.861,3666.7,2.88,2.576,288,False,False,intermittent,83.52,93.81,59,0,0,0,oil_hydraulic,none,45.7,43.28,0.714,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-18T06:45:32,60,246.76,246.76,2.092,9.084,4.342,2.896,,,59.74,84.4,,50.63,33.76,46.74,14/12/10,205.9,0.33,18.2,2.7,,,,,75.9,29.394,89.24,64.72,,0.411,0.0432,254.39,0.9921,normal,0.00141586,0.026,False,adhesive_wear,fretting_corrosion,A_healthy,0.0074,0.006,1.22,,144.25,142.72,33011.24,38032.19,24720.92,51343.46,kalman_filter,-5020.95,5674.04,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-19T14:51:17,2020-11-24T06:07:19,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,11025.26,2337.85,29.12,38000.08,8.28,99.978,83.697,3666.7,2.88,5.53,288,False,False,intermittent,67.26,99.07,60,0,0,0,gas_compressed_air,water_ingress,62.46,27.05,0.111,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-18T10:48:15,61,250.8,250.8,1.938,6.791,3.503,2.79,,,59.57,85.84,,50.63,35.21,47.32,13/11/9,92.7,0.358,8.0,2.1,,,,,72.97,29.646,91.5,64.81,,0.105,0.043,76.68,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0075,0.0,1.292,,3.88,138.58,33007.2,38717.99,25166.69,52269.29,physics_informed_nn,-5710.79,4617.94,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-03T01:47:58,2020-12-18T17:05:46,mixed,False,specialist,False,67.0,,,none,none,46757.0,6723028.51,13553.14,2337.85,26.15,38000.08,10.25,99.973,83.451,3666.7,2.88,7.26,288,False,False,intermittent,73.28,80.02,61,0,0,0,oil_hydraulic,chemical_contamination,72.72,72.5,0.137,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-18T14:50:58,62,254.85,254.85,2.162,9.871,4.565,3.138,,,59.72,83.89,,50.63,33.26,47.02,14/12/10,84.5,0.573,12.9,2.7,,,,,71.97,27.704,89.76,65.69,,1.386,0.094,235.13,0.9854,normal,-0.00292934,0.0254,False,adhesive_wear,none,A_healthy,0.0077,0.0161,1.195,,150.49,150.04,33003.15,38974.65,25333.53,52615.78,particle_filter,-5971.5,5176.59,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-08T14:10:36,2020-12-27T23:18:21,mixed,False,oem_certified,True,,,,none,none,46757.0,6723028.51,14917.15,2337.85,51.72,38000.08,29.32,99.923,87.216,3666.7,2.88,6.132,288,False,False,intermittent,65.45,79.29,62,0,0,0,oil_process,none,84.12,19.31,3.313,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-18T18:53:41,63,258.89,258.89,1.912,6.821,3.567,2.965,,,58.37,84.67,,50.63,34.04,46.67,14/12/10,152.8,0.426,23.2,3.1,,,,,74.29,30.04,88.3,62.26,,0.24,0.1032,17.76,0.9933,normal,-0.00130338,0.0,False,adhesive_wear,none,A_healthy,0.0078,0.0044,1.234,,233.52,138.74,32999.11,36412.07,23667.85,49156.3,lstm_sequence,-3412.97,3600.27,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-16T08:55:55,2020-09-28T09:09:28,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,19339.12,2337.85,35.21,38000.08,11.77,99.969,86.636,3666.7,2.88,1.02,288,False,False,intermittent,80.46,87.03,63,0,0,0,water,particulate_mild,87.15,33.71,0.528,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-18T22:56:24,64,262.94,262.94,2.051,8.95,4.363,2.461,,,59.33,84.65,,50.63,34.02,47.29,15/13/11,160.1,0.387,15.2,2.1,,,,,75.04,28.844,88.61,67.42,,0.511,0.06,57.84,0.97,normal,-0.00600887,0.0,False,adhesive_wear,none,A_healthy,0.0079,0.0072,1.233,,457.38,158.24,32995.06,36533.46,23746.75,49320.17,physics_informed_nn,-3538.4,2926.77,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-19T01:40:14,2020-10-02T20:22:56,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,15429.83,2337.85,34.07,38000.08,16.59,99.956,84.549,3666.7,2.88,4.942,288,False,False,intermittent,77.35,93.8,64,0,0,0,steam,none,44.9,3.42,1.605,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-19T02:59:06,65,266.99,266.99,2.081,8.917,4.284,3.105,,,63.13,80.17,,50.63,29.54,47.17,14/12/10,63.7,0.314,57.0,9.1,,,,,75.58,28.794,89.26,64.43,,0.523,0.0427,20.05,0.9995,normal,0.00148844,0.0,False,adhesive_wear,none,A_healthy,0.008,0.0,1.009,,44.29,157.27,32991.01,28197.35,18328.28,38066.42,particle_filter,4793.67,5966.8,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-27T13:39:34,2019-12-12T18:43:54,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,7366.71,2337.85,32.68,38000.08,11.93,99.969,88.855,3666.7,2.88,3.787,288,False,False,intermittent,71.56,79.94,65,1,0,0,oil_hydraulic,none,26.04,63.93,3.513,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-19T07:01:49,66,271.03,271.03,1.889,8.217,4.349,3.067,,,63.15,86.49,,50.63,35.86,47.11,13/11/9,69.5,0.345,15.3,1.7,,,,,73.99,29.836,90.0,62.52,,0.886,0.029,181.12,1.0,normal,0.0,0.0291,False,adhesive_wear,none,A_healthy,0.0081,0.0198,1.325,,121.63,163.07,32986.97,39264.68,25522.04,53007.31,xgboost_gradient,-6277.71,6329.02,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-15T07:22:09,2021-01-07T22:00:23,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,19076.89,2337.85,37.14,38000.08,13.06,99.966,87.543,3666.7,2.88,1.321,288,False,False,intermittent,81.03,92.92,66,1,0,0,water,none,46.99,13.36,1.198,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-19T11:04:32,67,275.08,275.08,2.051,8.202,3.999,2.9,,,58.96,81.45,,50.63,30.82,45.29,13/11/9,77.3,0.395,19.5,4.1,,,,,75.56,31.54,90.79,64.08,,0.12,0.0203,14.92,0.9941,normal,0.00175385,0.0065,False,adhesive_wear,none,A_healthy,0.0083,0.0,1.073,,124.0,147.89,32982.92,38151.88,24798.72,51505.04,kalman_filter,-5168.96,4960.32,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-23T07:01:00,2020-11-29T16:10:32,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,9933.15,2337.85,59.74,38000.08,32.63,99.914,86.874,3666.7,2.88,5.311,288,False,False,intermittent,71.6,90.03,67,0,0,1,oil_process,none,88.27,19.22,1.645,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-19T15:07:15,68,279.12,279.12,2.136,5.686,2.663,3.31,,,62.48,78.82,,50.63,28.18,44.98,13/11/9,55.7,0.671,47.9,4.9,,,,,75.57,30.714,89.19,66.17,,0.317,0.0169,84.27,1.0,normal,0.00134188,0.0086,False,adhesive_wear,none,A_healthy,0.0084,0.0081,1.0,,133.63,154.42,32978.88,29483.98,19164.59,39803.37,lstm_sequence,3494.9,3005.5,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-23T21:06:41,2020-01-27T20:30:17,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,8046.63,2337.85,57.41,38000.08,22.52,99.941,82.021,3666.7,2.88,1.517,288,False,False,intermittent,69.64,95.92,68,0,0,0,water,none,68.45,127.89,0.001,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-19T19:09:58,69,283.17,283.17,2.205,9.89,4.486,3.289,,,60.14,81.39,,50.63,30.76,47.32,13/11/9,55.4,0.87,31.8,4.8,,,,,75.39,30.81,89.22,65.61,,0.277,0.0852,369.42,1.0,normal,0.00600887,0.004,False,adhesive_wear,none,A_healthy,0.0085,0.0004,1.07,,210.47,146.7,32974.83,40338.15,26219.8,54456.5,kalman_filter,-7363.32,8005.63,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-07-08T04:14:29,2021-02-15T10:35:39,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,9317.75,2337.85,54.65,38000.08,15.75,99.959,82.144,3666.7,2.88,1.56,288,False,False,intermittent,72.6,85.41,69,0,0,0,none,chemical_contamination,27.44,4.12,4.713,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-19T23:12:41,70,287.21,287.21,1.993,6.04,3.03,3.213,,,61.6,83.57,,50.63,32.94,48.21,14/12/10,175.8,0.384,11.0,2.7,,,,,73.66,28.727,91.88,64.55,,0.23,0.0502,117.61,0.9958,normal,-0.00073349,0.0309,False,adhesive_wear,thermal_degradation,A_healthy,0.0086,0.0039,1.179,,212.08,154.85,32970.79,30564.99,19867.24,41262.73,physics_informed_nn,2405.8,2623.11,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-16T17:42:18,2020-03-06T11:27:03,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,12386.63,2337.85,33.98,38000.08,11.99,99.968,84.421,3666.7,2.88,7.039,288,False,False,intermittent,61.26,83.31,70,0,0,1,oil_hydraulic,none,23.93,1.35,0.247,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-20T03:15:23,71,291.26,291.26,1.881,6.228,3.311,2.931,,,59.64,84.81,,50.63,34.18,46.06,13/11/9,74.5,0.495,67.7,9.5,,,,,74.8,30.381,90.71,67.1,,0.781,0.0255,136.96,1.0,normal,0.0,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.0088,0.0,1.24,,71.18,151.2,32966.74,29725.89,19321.83,40129.95,physics_informed_nn,3240.86,3784.94,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-29T10:12:00,2020-02-05T22:15:38,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,8701.95,2337.85,55.4,38000.08,12.66,99.967,84.657,3666.7,2.88,2.613,288,False,False,intermittent,68.99,94.61,71,0,0,0,steam,none,87.1,34.38,1.499,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-20T07:18:06,72,295.3,295.3,1.914,8.413,4.396,3.39,,,56.18,85.69,,50.63,35.06,49.53,13/11/9,167.8,0.357,33.4,6.2,,,,,75.73,31.157,87.52,67.95,,0.327,0.1458,55.53,1.0,normal,0.00117549,0.0,False,adhesive_wear,none,A_healthy,0.0089,0.0,1.284,,125.79,152.73,32962.7,29732.75,19326.29,40139.21,lstm_sequence,3229.95,3618.32,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-29T17:40:39,2020-02-06T08:08:26,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,9849.42,2337.85,57.45,38000.08,8.67,99.977,78.955,3666.7,2.88,4.226,288,False,False,intermittent,68.01,82.25,72,0,0,1,oil_hydraulic,none,21.91,5.95,0.118,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-20T11:20:49,73,299.35,299.35,2.086,5.804,2.782,3.106,,,56.78,84.35,,50.63,33.72,44.77,14/12/10,149.8,0.389,62.7,10.7,,,,,75.15,30.417,90.44,64.34,,0.392,0.036,83.13,0.9974,normal,-0.00052575,0.0086,False,adhesive_wear,none,A_healthy,0.009,0.0037,1.218,,72.02,152.39,32958.65,26682.99,17343.95,36022.04,lstm_sequence,6275.66,6102.14,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-09-27T08:50:37,2019-10-21T11:53:29,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,18253.64,2337.85,21.31,38000.08,13.72,99.964,85.945,3666.7,2.88,5.716,288,False,False,intermittent,78.05,84.74,73,0,0,0,gas_compressed_air,none,74.54,167.41,0.755,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-20T15:23:32,74,303.39,303.39,1.942,6.764,3.482,2.865,,,63.05,83.46,,50.63,32.83,45.52,13/11/9,94.3,0.304,34.1,9.4,,,,,73.29,30.407,89.71,63.55,,0.896,0.077,136.78,1.0,normal,0.0,0.0031,False,adhesive_wear,none,A_healthy,0.0091,0.0071,1.173,,153.33,161.92,32954.61,39340.6,25571.39,53109.81,physics_informed_nn,-6385.99,6036.38,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-18T05:41:25,2021-01-11T22:53:57,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,17104.17,2337.85,20.5,38000.08,13.91,99.963,85.943,3666.7,2.88,6.453,288,False,False,intermittent,81.19,84.48,74,0,0,0,gas_compressed_air,none,80.27,160.78,1.018,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-20T19:26:15,75,307.44,307.44,2.25,8.368,3.719,3.01,,,58.46,82.81,,50.63,32.18,47.57,14/12/10,74.4,0.629,10.2,1.7,,,,,76.71,30.723,90.1,61.8,,0.108,0.0571,2.38,0.9884,normal,-0.00149197,0.0647,False,adhesive_wear,adhesive_wear,A_healthy,0.0092,0.0,1.14,,381.89,149.62,32950.56,35910.23,23341.65,48478.81,xgboost_gradient,-2959.67,2940.99,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-07T22:33:07,2020-09-12T15:07:56,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,9626.39,2337.85,36.45,38000.08,4.36,99.989,86.328,3666.7,2.88,2.688,288,False,False,intermittent,63.67,78.1,75,0,0,1,oil_hydraulic,particulate_mild,81.44,102.43,1.03,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-20T23:28:58,76,311.48,311.48,1.852,5.048,2.726,2.817,,,61.42,80.37,,50.63,29.73,46.61,13/11/9,202.1,0.336,20.1,3.5,,,,,73.89,28.47,88.61,64.31,,0.445,0.0209,132.67,0.9935,normal,-0.00130955,0.0356,False,adhesive_wear,none,A_healthy,0.0094,0.0,1.018,,86.99,149.57,32946.52,36411.85,23667.7,49156.0,lstm_sequence,-3465.33,3218.55,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-18T13:24:28,2020-09-30T13:33:20,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,8244.57,2337.85,25.68,38000.08,11.38,99.97,80.483,3666.7,2.88,2.028,288,False,False,intermittent,68.56,69.97,76,0,0,0,oil_hydraulic,none,58.76,62.95,3.215,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-21T03:31:40,77,315.53,315.53,2.098,5.93,2.826,3.44,,,65.17,84.88,,50.63,34.25,46.2,14/12/10,129.5,0.396,22.3,3.2,,,,,71.6,28.426,89.35,63.79,,1.674,0.0552,12.92,1.0,normal,0.0,0.0093,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0095,0.0064,1.244,,16.52,155.21,32942.47,36473.6,23707.84,49239.36,particle_filter,-3531.13,3870.72,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-20T00:19:36,2020-10-02T22:05:09,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,8244.73,2337.85,39.7,38000.08,6.07,99.984,86.797,3666.7,2.88,1.246,288,False,False,intermittent,61.87,70.7,77,0,0,0,steam,particulate_mild,26.84,95.54,5.41,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-21T07:34:23,78,319.57,319.57,1.807,7.58,4.196,2.581,,,55.81,87.14,,50.63,36.51,46.28,13/11/9,101.7,0.336,27.9,6.1,,,,,74.54,29.375,90.52,64.49,,0.881,0.0105,75.16,0.999,normal,0.00032746,0.0,False,adhesive_wear,none,A_healthy,0.0096,0.0,1.357,,37.76,171.15,32938.43,35363.73,22986.43,47741.04,xgboost_gradient,-2425.31,2332.14,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-28T01:26:26,2020-08-24T18:44:52,mixed,False,journeyman,False,22.0,,,none,none,46757.0,6723028.51,9146.69,2337.85,29.9,38000.08,12.4,99.967,86.409,3666.7,2.88,5.261,288,False,False,intermittent,79.19,77.1,78,0,0,0,water,none,64.71,114.98,1.713,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-21T11:37:06,79,323.62,323.62,1.781,4.895,2.748,2.194,,,62.79,86.13,,50.63,35.5,46.99,14/12/10,64.5,0.373,78.3,12.5,,,,,76.91,31.446,89.82,66.24,,0.093,0.0736,114.4,0.9939,normal,-0.00122201,0.0,False,adhesive_wear,none,A_healthy,0.0097,0.0,1.306,,371.03,144.0,32934.38,30407.45,19764.84,41050.05,particle_filter,2526.93,2988.45,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-14T23:20:31,2020-03-02T09:56:55,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,22270.44,2337.85,33.23,38000.08,5.11,99.987,81.874,3666.7,2.88,2.562,288,False,False,intermittent,73.75,87.92,79,0,0,0,water,none,75.4,6.87,1.141,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-21T15:39:49,80,327.66,327.66,1.869,4.851,2.595,2.903,,,60.78,87.79,,50.63,37.16,46.18,12/10/8,93.3,0.402,16.7,3.6,,,,,74.73,30.455,90.39,65.08,,0.188,0.0107,80.65,0.9937,normal,0.00105503,0.0232,False,adhesive_wear,none,A_healthy,0.0099,0.0092,1.39,,123.35,158.5,32930.34,35091.14,22809.24,47373.04,xgboost_gradient,-2160.81,2520.03,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-22T17:14:04,2020-08-15T11:08:03,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,18758.2,2337.85,31.85,38000.08,12.96,99.966,83.503,3666.7,2.88,1.0,288,False,False,intermittent,89.14,81.8,80,0,0,0,steam,particulate_severe,26.86,13.32,2.15,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-21T19:42:32,81,331.71,331.71,2.153,7.609,3.534,3.048,,,60.86,85.5,,50.63,34.87,46.87,13/11/9,57.4,0.317,65.7,15.9,,,,,73.34,30.3,89.88,62.93,,0.343,0.0132,307.64,1.0,normal,0.00130955,0.0138,False,adhesive_wear,contamination,A_healthy,0.01,0.0129,1.275,,12.31,169.68,32926.29,30067.66,19543.98,40591.34,xgboost_gradient,2858.63,2769.93,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-08T05:32:22,2020-02-19T17:13:15,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,18968.95,2337.85,27.79,38000.08,18.24,99.952,79.16,3666.7,2.88,3.396,288,False,False,intermittent,74.89,82.98,81,0,0,1,none,none,44.94,164.98,4.588,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-21T23:45:15,82,335.75,335.75,1.875,5.304,2.829,2.845,,,61.84,88.57,,50.63,37.94,43.71,14/12/10,131.1,0.605,8.6,1.8,,,,,75.65,29.75,88.94,67.11,,0.141,0.0229,130.16,0.9984,normal,-0.00032875,0.0237,False,adhesive_wear,none,A_healthy,0.0101,0.0216,1.429,,78.38,147.18,32922.25,30300.11,19695.07,40905.15,lstm_sequence,2622.13,2863.94,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-13T05:48:37,2020-02-28T02:50:59,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,18273.49,2337.85,59.88,38000.08,15.42,99.959,91.839,3666.7,2.88,2.239,288,False,False,intermittent,71.08,88.22,82,0,0,1,oil_hydraulic,particulate_severe,85.03,13.12,2.692,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-22T03:47:57,83,339.8,339.8,2.008,5.589,2.783,2.969,,,55.94,83.36,,50.63,32.73,47.45,14/12/10,135.6,0.335,36.0,10.7,,,,,74.04,30.413,88.57,66.69,,0.413,0.0616,371.7,1.0,normal,0.00019829,0.0218,False,adhesive_wear,none,A_healthy,0.0102,0.0005,1.168,,89.67,153.93,32918.2,27514.82,17884.63,37145.01,physics_informed_nn,5403.38,6248.45,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-16T09:12:37,2019-11-21T15:23:53,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,12925.03,2337.85,30.8,38000.08,14.65,99.961,88.892,3666.7,2.88,6.536,288,False,False,intermittent,74.2,86.79,83,1,0,0,water,none,70.56,62.31,4.054,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-22T07:50:40,84,343.84,343.84,2.326,9.265,3.983,2.854,,,62.27,83.31,,50.63,32.68,43.93,14/12/10,86.1,0.359,20.1,5.8,,,,,74.96,28.511,88.34,62.29,,0.613,0.0106,104.41,0.9851,normal,-0.00176579,0.0054,False,adhesive_wear,none,A_healthy,0.0103,0.0,1.165,,263.77,169.31,32914.16,29564.59,19216.99,39912.2,xgboost_gradient,3349.56,2949.45,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-28T06:08:29,2020-02-02T09:44:57,mixed,False,specialist,False,54.0,,,none,none,46757.0,6723028.51,15654.51,2337.85,31.31,38000.08,13.49,99.964,89.453,3666.7,2.88,6.85,288,False,False,intermittent,74.88,103.88,84,0,1,0,oil_hydraulic,none,64.57,110.11,1.931,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-22T11:53:23,85,347.89,347.89,1.729,4.428,2.561,2.742,,,58.26,83.84,,50.63,33.21,44.48,14/12/10,81.1,0.604,32.9,6.5,,,,,75.1,30.37,88.71,63.01,,0.556,0.1059,105.87,0.9963,normal,0.00052124,0.0531,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0105,0.017,1.192,,151.9,142.99,32910.11,30227.2,19647.68,40806.72,lstm_sequence,2682.91,3468.1,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-12T05:29:28,2020-02-26T01:00:44,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,10121.39,2337.85,38.82,38000.08,7.52,99.98,82.14,3666.7,2.88,6.666,288,False,False,intermittent,67.21,79.98,85,0,0,0,gas_compressed_air,none,67.74,106.4,2.037,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-22T15:56:06,86,351.94,351.94,1.996,5.043,2.527,2.122,,,63.04,88.27,,50.63,37.64,47.5,13/11/9,58.7,0.475,28.1,3.7,,,,,73.85,28.243,89.53,63.5,,0.212,0.0123,24.14,1.0,normal,0.0,0.0083,False,adhesive_wear,none,A_healthy,0.0106,0.0,1.414,,120.84,168.32,32906.06,27035.07,17572.8,36497.35,weibull_regression,5870.99,6704.2,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-06T21:28:18,2019-11-05T03:44:51,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,14778.97,2337.85,31.89,38000.08,11.36,99.97,82.911,3666.7,2.88,5.724,288,False,False,intermittent,87.47,67.44,86,1,0,0,oil_process,particulate_severe,76.05,42.02,2.874,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-22T19:58:49,87,355.98,355.98,1.906,7.643,4.01,3.44,,,61.09,90.14,,50.63,39.51,44.57,13/11/9,67.6,0.61,47.1,8.6,,,,,75.0,31.392,91.28,63.8,,0.377,0.0984,36.38,1.0,normal,0.00032875,0.0327,False,adhesive_wear,none,A_healthy,0.0107,0.0,1.507,,41.14,145.4,32902.02,35616.05,23150.43,48081.67,lstm_sequence,-2714.03,2983.46,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-03T20:00:20,2020-09-04T05:37:24,mixed,False,specialist,False,36.0,,,none,none,46757.0,6723028.51,8676.05,2337.85,51.0,38000.08,16.06,99.958,85.459,3666.7,2.88,3.253,288,False,False,intermittent,76.99,93.3,87,1,0,0,water,none,82.47,50.77,2.03,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-23T00:01:32,88,360.03,360.03,2.105,7.93,3.767,2.949,,,56.39,86.47,,50.63,35.84,42.7,13/11/9,74.4,0.383,12.2,2.2,,,,,73.22,28.137,88.67,67.12,,0.265,0.014,11.39,0.975,normal,-0.00500416,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0108,0.0,1.323,,330.57,137.11,32897.97,27593.91,17936.04,37251.78,particle_filter,5304.06,5184.45,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-18T20:58:53,2019-11-25T06:51:01,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,19754.41,2337.85,22.31,38000.08,8.36,99.978,86.122,3666.7,2.88,2.871,288,False,False,intermittent,88.37,85.57,88,0,0,1,gas_compressed_air,water_ingress,49.84,153.97,1.238,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-23T04:04:14,89,364.07,364.07,1.865,8.439,4.524,2.895,,,66.55,84.7,,50.63,34.07,46.57,13/11/9,99.1,0.403,32.8,5.1,,,,,74.92,30.958,88.6,65.13,,0.297,0.1873,33.68,0.9882,normal,0.00063321,0.0438,False,adhesive_wear,none,A_healthy,0.0109,0.0116,1.235,,145.86,145.53,32893.93,35471.98,23056.79,47887.17,kalman_filter,-2578.05,2145.96,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-04-01T04:03:37,2020-08-30T11:15:10,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,9415.21,2337.85,20.97,38000.08,23.21,99.939,85.859,3666.7,2.88,4.831,288,False,False,intermittent,82.29,78.07,89,1,0,0,gas_compressed_air,none,46.6,23.65,0.769,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-23T08:06:57,90,368.12,368.12,2.264,7.72,3.41,2.78,,,61.64,83.29,,50.63,32.66,45.11,13/11/9,153.2,0.446,14.2,2.7,,,,,74.19,30.108,90.23,61.03,,0.991,0.0234,117.17,0.9907,normal,-0.00110401,0.0142,False,adhesive_wear,none,A_healthy,0.0111,0.0,1.165,,123.87,145.81,32889.88,28488.58,18517.58,38459.59,lstm_sequence,4401.3,4158.06,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-06T20:24:29,2019-12-27T07:24:46,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,18486.51,2337.85,30.75,38000.08,30.98,99.919,89.564,3666.7,2.88,2.078,288,False,False,intermittent,69.23,84.71,90,0,0,0,oil_process,particulate_severe,45.02,26.8,0.874,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-23T12:09:40,91,372.16,372.16,2.068,5.61,2.713,3.264,,,60.4,85.71,,50.63,35.08,46.23,13/11/9,71.5,0.378,101.1,19.8,,,,,75.34,29.765,90.57,66.9,,0.071,0.0029,78.25,1.0,normal,0.0,0.0044,False,adhesive_wear,none,A_healthy,0.0112,0.0096,1.286,,63.69,139.96,32885.84,37369.2,24289.98,50448.41,xgboost_gradient,-4483.36,3800.08,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-05-11T00:45:32,2020-11-05T23:58:38,mixed,False,journeyman,False,34.0,,,none,none,46757.0,6723028.51,12555.3,2337.85,34.92,38000.08,10.12,99.973,86.404,3666.7,2.88,2.905,288,False,False,intermittent,84.13,76.44,91,1,0,0,gas_compressed_air,none,45.88,185.04,1.131,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-23T16:12:23,92,376.21,376.21,2.028,9.047,4.462,3.015,,,56.77,84.33,,50.63,33.7,46.13,12/10/8,68.4,0.367,75.5,16.5,,,,,73.71,29.598,90.92,65.72,,0.882,0.0444,55.21,0.9972,normal,-0.0005658,0.0147,False,adhesive_wear,none,A_healthy,0.0113,0.0,1.217,,108.78,160.03,32881.79,40382.02,26248.31,54515.73,weibull_regression,-7500.23,8910.81,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-07-12T23:13:02,2021-02-20T20:55:29,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,9388.58,2337.85,21.27,38000.08,6.2,99.984,84.987,3666.7,2.88,2.142,288,False,False,intermittent,70.85,81.4,92,0,0,1,oil_hydraulic,chemical_contamination,40.48,48.89,1.707,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-23T20:15:06,93,380.25,380.25,2.131,9.083,4.263,2.312,,,62.86,84.0,,50.63,33.37,46.33,15/13/11,111.9,0.448,21.0,5.9,,,,,74.83,28.82,89.46,64.04,,0.266,0.0084,6.61,1.0,normal,0.00500416,0.0162,False,adhesive_wear,none,A_healthy,0.0114,0.0,1.2,,214.71,157.55,32877.75,30114.33,19574.32,40654.35,particle_filter,2763.41,3456.7,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-11T05:25:07,2020-02-23T09:26:08,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,13545.85,2337.85,43.71,38000.08,17.98,99.953,82.782,3666.7,2.88,2.16,288,False,False,intermittent,79.92,84.48,93,0,0,3,oil_hydraulic,none,62.86,54.16,0.108,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-24T00:17:48,94,384.3,384.3,2.183,8.11,3.716,2.841,,,56.51,80.51,,50.63,29.88,46.99,14/12/10,106.5,0.388,37.8,10.6,,,,,74.3,31.14,90.41,65.45,,1.553,0.0177,32.62,0.9996,normal,0.00227492,0.0052,False,adhesive_wear,none,A_healthy,0.0116,0.0062,1.025,,60.33,147.34,32873.7,39572.28,25721.98,53422.57,physics_informed_nn,-6698.57,8520.73,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-06-26T10:26:06,2021-01-23T12:43:55,mixed,False,master_technician,False,15.0,,,none,none,46757.0,6723028.51,23226.0,2337.85,56.49,38000.08,22.17,99.942,83.376,3666.7,2.88,1.901,288,False,False,intermittent,70.19,89.81,94,1,0,0,oil_hydraulic,particulate_mild,39.16,113.83,2.614,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-24T04:20:31,95,388.34,388.34,2.025,7.019,3.466,2.817,,,61.91,77.21,,50.63,26.58,45.28,14/12/10,94.0,0.47,77.3,16.2,,,,,74.66,28.71,91.03,64.66,,0.414,0.0406,55.16,0.984,normal,-0.00134695,0.0117,False,adhesive_wear,thermal_degradation,A_healthy,0.0117,0.0179,1.0,,443.93,148.93,32869.66,28727.64,18672.97,38782.32,kalman_filter,4142.01,5165.3,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-11-12T16:09:51,2020-01-05T14:50:23,mixed,False,journeyman,True,,,,none,none,46757.0,6723028.51,19070.38,2337.85,45.17,38000.08,14.14,99.963,82.364,3666.7,2.88,7.3,288,False,False,intermittent,62.78,83.56,95,1,0,2,gas_compressed_air,particulate_mild,54.12,26.93,2.005,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-24T08:23:14,96,392.39,392.39,2.092,6.946,3.321,2.713,,,62.29,85.89,,50.63,35.25,43.57,14/12/10,56.2,0.364,24.1,5.9,,,,,73.93,30.994,89.61,61.67,,0.038,0.0403,59.98,0.9993,normal,-0.00013819,0.004,False,adhesive_wear,imbalance_induced,A_healthy,0.0118,0.0071,1.294,,317.79,144.43,32865.61,29801.79,19371.16,40232.41,xgboost_gradient,3063.82,3244.73,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-12-05T05:16:52,2020-02-12T19:54:25,mixed,False,master_technician,True,,,,none,none,46757.0,6723028.51,10580.24,2337.85,30.55,38000.08,15.32,99.96,79.116,3666.7,2.88,1.93,288,False,False,intermittent,79.35,103.13,96,1,0,0,steam,none,51.94,7.14,0.922,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-24T12:25:57,97,396.43,396.43,1.86,7.204,3.873,3.312,,,63.11,89.38,,50.63,38.74,44.58,13/11/9,58.7,0.329,30.2,6.9,,,,,71.44,29.441,90.97,65.1,,2.598,0.081,44.92,0.9989,normal,0.00033723,0.0618,False,adhesive_wear,none,A_healthy,0.0119,0.0016,1.469,,651.4,151.8,32861.57,34889.69,22678.3,47101.09,lstm_sequence,-2028.13,2500.91,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-03-21T09:16:46,2020-08-11T04:40:20,mixed,False,apprentice,True,,,,none,none,46757.0,6723028.51,19248.57,2337.85,47.33,38000.08,17.17,99.955,84.735,3666.7,2.88,3.273,288,False,False,intermittent,81.4,81.75,97,1,0,1,water,none,58.6,90.78,1.128,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-24T16:28:40,98,400.48,400.48,2.056,7.633,3.712,3.359,,,60.95,84.74,,50.63,34.1,46.57,14/12/10,123.6,0.477,19.0,3.0,,,,,75.36,30.797,90.93,65.29,,0.195,0.0058,12.39,0.9944,normal,-0.00112164,0.0239,False,adhesive_wear,none,A_healthy,0.012,0.0,1.237,,78.71,153.1,32857.52,40150.87,26098.07,54203.68,physics_informed_nn,-7293.35,6925.03,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2019-07-09T03:54:53,2021-02-13T16:43:15,mixed,False,journeyman,False,37.0,,,none,none,46757.0,6723028.51,17270.42,2337.85,36.85,38000.08,16.97,99.955,83.256,3666.7,2.88,1.983,288,False,False,intermittent,79.79,89.49,98,1,0,0,oil_process,particulate_mild,21.78,43.32,0.073,,,standard
ASSET-000010,robot_joint,high,PrecisionDrive GmbH,MDL-6111-D,2017-03-08,33258.0,20000.0,74.37622657190924,high_temperature_furnace,water_treatment,FAC-063,LINE-I,none,2017-03-24T20:31:23,99,404.52,404.52,1.738,4.688,2.697,3.195,,,59.88,83.15,,50.63,32.51,46.16,13/11/9,51.9,0.462,61.4,14.1,,,,,75.42,29.144,90.36,65.64,,0.018,0.0508,13.29,1.0,normal,7.968e-05,0.0191,False,adhesive_wear,none,A_healthy,0.0122,0.0036,1.157,,58.71,160.51,32853.48,27649.34,17972.07,37326.6,lstm_sequence,5204.14,5882.28,5500.0,0.0,0.0,0.0003,3.524,32259.0,1.0,1e-06,False,none,none,,,,,,2018-10-21T21:11:26,2019-11-29T02:27:29,mixed,False,specialist,True,,,,none,none,46757.0,6723028.51,18139.44,2337.85,23.19,38000.08,7.36,99.981,80.205,3666.7,2.88,7.555,288,False,False,intermittent,69.71,84.27,99,0,0,2,steam,none,89.0,22.6,0.593,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-19T03:47:04,1,3.78,3.78,2.0,5.148,2.574,3.289,,,57.77,71.7,,27.7,44.0,47.29,14/12/10,88.6,0.315,40.4,4.7,1.959,14.182,12.224,110.619,89.16,36.672,91.02,68.42,,0.187,0.0078,9.07,0.9987,normal,0.0,0.0929,False,adhesive_wear,none,A_healthy,0.0001,0.0121,1.0,,23.68,164.91,33174.22,35711.38,23212.4,48210.37,xgboost_gradient,-2537.17,2854.42,5544.0,0.0001,0.0008,0.0113,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-02T03:28:32,2012-02-04T22:27:34,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,45934.28,7163.26,46.04,39909.3,11.82,99.97,83.73,3695.7,3.92,2.361,392,False,False,variable_mild,114.52,95.24,1,0,0,0,gas_compressed_air,particulate_mild,82.9,40.12,4.353,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-19T07:34:08,2,7.57,7.57,2.11,7.75,3.673,3.003,,,59.32,64.72,,27.7,37.01,46.4,13/11/9,83.9,0.305,110.9,24.5,3.262,19.772,16.51,94.65,87.68,34.6,89.73,63.58,,0.091,0.0021,191.12,1.0,normal,0.0,0.0375,False,adhesive_wear,none,A_healthy,0.0002,0.0071,1.0,,20.55,154.92,33170.43,40302.56,26196.66,54408.46,physics_informed_nn,-7132.13,9225.12,5544.0,0.0001,0.0008,0.0113,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-12-06T22:50:57,2012-07-16T16:44:44,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,25000.98,7163.26,41.27,39909.3,8.36,99.979,92.102,3695.7,3.92,4.942,392,False,False,variable_mild,84.28,89.72,2,0,0,0,water,none,31.34,108.97,1.122,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-19T11:21:12,3,11.35,11.35,2.08,9.279,4.461,3.757,,,54.98,72.28,,27.7,44.57,46.94,13/11/9,118.9,0.347,11.1,3.0,8.638,26.518,17.88,100.227,88.04,35.562,90.51,65.55,,0.572,0.0007,12.35,1.0,normal,0.0,0.052,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,257.91,149.06,33166.65,31542.16,20502.41,42581.92,physics_informed_nn,1624.48,1827.65,5544.0,0.0001,0.0008,0.0113,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-06-07T14:26:05,2011-09-10T14:11:30,mixed,False,apprentice,True,,,,none,none,143265.13,20564631.38,34475.22,7163.26,51.94,39909.3,25.61,99.936,79.822,3695.7,3.92,7.965,392,False,False,variable_mild,109.08,94.18,3,0,0,0,oil_process,particulate_severe,51.7,4.55,0.046,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-19T15:08:16,4,15.14,15.14,2.099,9.319,4.439,3.017,,,64.22,70.62,,27.7,42.92,46.39,14/12/10,185.9,0.404,37.6,6.4,1.239,11.671,10.432,104.339,88.06,34.732,88.03,63.72,,0.8,0.1886,3.87,0.9696,normal,-0.00760314,0.0493,False,adhesive_wear,none,A_healthy,0.0005,0.0042,1.0,,325.99,129.52,33162.86,35497.3,23073.24,47921.35,lstm_sequence,-2334.44,2836.78,5544.0,0.0001,0.0008,0.0113,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-29T03:47:11,2012-01-28T19:50:25,mixed,False,apprentice,True,,,,none,none,143265.13,20564631.38,24956.16,7163.26,26.68,39909.3,12.59,99.968,86.465,3695.7,3.92,7.235,392,False,False,variable_mild,105.18,81.39,4,0,0,0,oil_process,particulate_severe,73.1,101.26,5.301,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-19T18:55:21,4,18.92,18.92,2.025,7.632,3.768,3.57,,,59.48,62.99,,27.7,35.28,45.7,13/11/9,240.5,0.641,12.8,3.0,7.352,25.458,18.106,96.825,88.2,36.955,89.81,63.73,,0.758,0.0647,103.35,0.994,normal,-0.00120053,0.0376,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,150.53,145.94,33159.08,36422.59,23674.69,49170.5,kalman_filter,-3263.52,3826.92,5544.0,0.0001,0.0008,0.0114,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-17T14:13:10,2012-03-01T18:07:38,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,46005.02,7163.26,36.24,39909.3,33.55,99.916,89.257,3695.7,3.92,2.015,392,False,False,variable_mild,87.78,85.79,4,0,0,0,steam,none,75.51,8.46,0.66,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-19T22:42:25,5,22.71,22.71,1.937,7.401,3.82,2.683,,,61.4,68.09,,27.7,40.39,45.7,13/11/9,63.2,0.429,13.0,3.7,2.092,9.429,7.337,105.095,89.24,36.688,90.57,66.08,,0.122,0.0114,100.35,1.0,normal,0.00025425,0.0486,False,adhesive_wear,none,A_healthy,0.0007,0.0036,1.0,,66.67,150.93,33155.29,26859.58,17458.73,36260.43,physics_informed_nn,6295.71,7897.01,5544.0,0.0001,0.0008,0.0114,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-03-02T12:29:46,2011-03-29T05:20:55,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,43491.57,7163.26,40.02,39909.3,8.01,99.98,85.485,3695.7,3.92,5.179,392,False,False,variable_mild,101.63,94.16,5,0,0,0,oil_hydraulic,water_ingress,27.17,64.96,0.376,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-20T02:29:29,6,26.49,26.49,2.081,8.895,4.274,3.03,,,62.29,67.17,,27.7,39.47,46.05,13/11/9,83.8,0.31,14.9,1.5,6.025,13.886,7.861,96.069,88.63,34.441,90.69,65.03,,0.113,0.0187,369.61,1.0,normal,0.0,0.0545,False,adhesive_wear,none,A_healthy,0.0008,0.0,1.0,,12.02,143.76,33151.51,26569.7,17270.31,35869.1,kalman_filter,6581.81,5474.51,5544.0,0.0001,0.0008,0.0114,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-02-24T15:20:29,2011-03-19T02:44:11,mixed,False,master_technician,False,17.0,,,none,none,143265.13,20564631.38,51821.29,7163.26,37.62,39909.3,25.25,99.937,84.247,3695.7,3.92,3.044,392,False,False,variable_mild,90.05,88.67,6,0,0,0,oil_process,none,32.79,84.1,1.166,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-20T06:16:33,7,30.28,30.28,1.956,8.064,4.123,2.705,,,57.73,63.1,,27.7,35.4,42.64,15/13/11,194.6,0.431,18.5,2.4,5.275,10.594,5.319,92.744,88.0,35.187,87.46,61.93,,0.565,0.0479,60.14,0.9779,normal,-0.00441753,0.0569,False,adhesive_wear,none,A_healthy,0.0009,0.0,1.0,,387.81,153.72,33147.72,38996.92,25348.0,52645.85,kalman_filter,-5849.2,6140.2,5544.0,0.0001,0.0008,0.0115,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-11-10T16:44:18,2012-06-01T09:39:43,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,42597.01,7163.26,47.44,39909.3,9.72,99.976,82.934,3695.7,3.92,3.573,392,False,False,variable_mild,79.47,89.24,7,0,0,0,oil_process,particulate_mild,55.13,55.3,1.186,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-20T10:03:37,8,34.06,34.06,2.281,7.306,3.202,3.023,,,62.94,65.03,,27.7,37.33,47.93,13/11/9,83.5,0.398,40.2,10.3,3.405,17.748,14.343,92.714,87.7,35.664,88.35,65.82,,0.221,0.0504,281.89,0.9809,normal,0.00225462,0.0354,False,adhesive_wear,none,A_healthy,0.001,0.0094,1.0,,272.1,168.6,33143.94,30440.22,19786.14,41094.3,kalman_filter,2703.72,3260.15,5544.0,0.0001,0.0008,0.0115,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-05-16T14:10:15,2011-08-03T12:14:54,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,47810.38,7163.26,26.66,39909.3,9.76,99.976,78.744,3695.7,3.92,7.207,392,False,False,variable_mild,86.26,91.79,8,0,0,0,gas_compressed_air,none,67.83,52.71,1.092,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-20T13:50:42,9,37.85,37.85,1.946,8.017,4.119,3.109,,,51.59,62.1,,27.7,34.39,44.63,14/12/10,67.2,0.368,12.1,1.8,6.311,24.523,18.212,101.269,89.24,35.809,90.45,62.79,,0.196,0.0075,128.35,0.9995,normal,0.00110581,0.0092,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,200.99,145.91,33140.15,38484.01,25014.61,51953.42,kalman_filter,-5343.86,4449.16,5544.0,0.0001,0.0008,0.0115,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-10-31T07:51:05,2012-05-14T13:15:22,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,48179.97,7163.26,28.49,39909.3,50.43,99.874,82.073,3695.7,3.92,7.021,392,False,False,variable_mild,82.12,89.43,9,0,0,0,gas_compressed_air,particulate_severe,36.2,21.87,4.534,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-20T17:37:46,10,41.63,41.63,1.961,5.522,2.816,2.915,,,61.04,66.75,,27.7,39.05,45.79,13/11/9,51.4,0.3,13.9,3.4,6.012,24.893,18.88,104.839,88.17,36.45,90.02,65.32,,0.353,0.0011,3.0,1.0,normal,0.0,0.054,False,adhesive_wear,none,A_healthy,0.0013,0.0325,1.0,,97.65,161.35,33136.37,34582.2,22478.43,46685.97,lstm_sequence,-1445.83,1285.18,5544.0,0.0001,0.0008,0.0115,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-11T04:43:45,2011-12-28T12:29:56,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,45500.49,7163.26,49.99,39909.3,4.68,99.988,87.619,3695.7,3.92,7.52,392,False,False,variable_mild,97.3,80.16,10,0,0,0,gas_compressed_air,particulate_mild,70.58,158.05,1.242,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-20T21:24:50,11,45.41,45.41,1.759,6.757,3.842,3.114,,,58.74,61.81,,27.7,34.11,44.68,13/11/9,147.6,0.354,6.8,1.7,6.819,12.549,5.729,100.257,87.59,34.478,89.81,64.11,,0.297,0.0832,245.99,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,82.37,141.1,33132.59,30603.2,19892.08,41314.31,xgboost_gradient,2529.39,2475.94,5544.0,0.0001,0.0008,0.0116,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-05-20T11:00:43,2011-08-09T18:07:51,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,35708.31,7163.26,26.16,39909.3,6.69,99.983,90.336,3695.7,3.92,7.937,392,False,False,variable_mild,81.88,79.43,11,0,0,0,gas_compressed_air,none,81.26,62.24,0.966,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T01:11:54,12,49.2,49.2,1.818,6.687,3.678,2.97,,,59.47,60.36,,27.7,32.65,46.91,13/11/9,56.6,0.43,29.6,7.8,6.533,9.387,2.853,101.937,89.22,36.419,89.46,64.91,,0.012,0.203,116.7,1.0,normal,0.00441753,0.0513,False,adhesive_wear,cavitation,A_healthy,0.0015,0.0,1.0,,37.32,131.07,33128.8,30109.76,19571.34,40648.17,weibull_regression,3019.04,3561.09,5544.0,0.0001,0.0009,0.0116,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-05-10T08:04:36,2011-07-23T10:29:29,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,33154.35,7163.26,51.56,39909.3,12.76,99.968,86.447,3695.7,3.92,3.673,392,False,False,variable_mild,75.61,78.95,12,0,0,0,steam,particulate_severe,45.23,114.42,0.85,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T04:58:59,13,52.98,52.98,2.009,6.078,3.026,2.938,,,63.57,66.77,,27.7,39.07,45.74,13/11/9,107.2,0.541,7.3,0.9,1.836,13.978,12.141,98.153,88.34,34.534,90.16,62.29,,0.54,0.0805,64.46,1.0,normal,0.00382789,0.0265,False,adhesive_wear,none,A_healthy,0.0016,0.0029,1.0,,614.58,155.96,33125.02,30859.26,20058.52,41660.0,lstm_sequence,2265.76,2045.82,5544.0,0.0001,0.0009,0.0116,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-05-26T02:36:40,2011-08-19T03:21:03,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,63470.01,7163.26,22.37,39909.3,11.29,99.972,82.19,3695.7,3.92,3.291,392,False,False,variable_mild,86.81,74.4,13,0,0,0,water,chemical_contamination,40.89,40.13,0.673,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T08:46:03,14,56.77,56.77,2.053,6.539,3.185,2.809,,,60.27,64.17,,27.7,36.46,45.11,14/12/10,161.4,0.595,24.3,5.7,7.628,21.2,13.572,96.304,87.97,36.885,89.96,62.89,,0.171,0.1146,50.3,0.9884,normal,-0.00221692,0.0223,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,245.97,163.37,33121.23,28928.94,18803.81,39054.07,xgboost_gradient,4192.3,5371.74,5544.0,0.0001,0.0009,0.0117,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-16T01:14:10,2011-06-11T22:21:50,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,50987.47,7163.26,29.18,39909.3,13.77,99.966,80.016,3695.7,3.92,5.568,392,False,False,variable_mild,92.08,91.43,14,0,0,0,water,none,66.16,16.13,1.378,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T12:33:07,15,60.55,60.55,1.996,6.831,3.423,3.047,,,53.53,66.88,,27.7,39.18,45.49,13/11/9,54.7,0.433,28.4,5.5,1.869,3.098,1.229,100.245,89.54,37.226,89.75,65.91,,0.29,0.1557,14.99,0.9952,normal,-0.00095132,0.0,False,adhesive_wear,none,A_healthy,0.0018,0.0041,1.0,,73.46,158.42,33117.45,28670.75,18635.99,38705.51,physics_informed_nn,4446.7,3757.9,5544.0,0.0001,0.0009,0.0117,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-10T19:55:39,2011-06-02T22:41:26,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,22426.75,7163.26,38.64,39909.3,9.17,99.977,76.664,3695.7,3.92,6.699,392,False,False,variable_mild,95.37,91.57,15,0,0,0,oil_process,particulate_mild,49.48,26.64,3.351,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T16:20:11,16,64.34,64.34,2.207,6.259,2.836,3.249,,,60.33,68.82,,27.7,41.12,47.95,14/12/10,134.3,0.497,13.1,3.3,6.936,24.517,17.581,110.044,90.13,35.936,89.96,67.26,,0.649,0.1102,167.67,1.0,normal,0.0,0.0296,False,adhesive_wear,imbalance_induced,A_healthy,0.0019,0.0007,1.0,,18.81,162.91,33113.66,39256.17,25516.51,52995.84,lstm_sequence,-6142.51,7967.74,5544.0,0.0001,0.0009,0.0117,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-11-17T12:25:25,2012-06-12T00:05:05,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,64718.61,7163.26,37.88,39909.3,12.59,99.968,84.081,3695.7,3.92,5.841,392,False,False,variable_mild,108.97,98.98,16,0,0,0,water,none,69.91,55.47,1.744,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T20:07:15,17,68.12,68.12,1.911,8.394,4.392,2.642,,,62.42,63.95,,27.7,36.25,46.73,14/12/10,92.3,0.459,10.2,2.1,7.816,25.496,17.679,104.196,87.46,36.674,90.04,64.03,,0.169,0.0049,126.25,0.9962,normal,-0.00076961,0.0099,False,adhesive_wear,none,A_healthy,0.0021,0.0041,1.0,,129.83,145.76,33109.88,29458.7,19148.15,39769.24,xgboost_gradient,3651.18,3812.57,5544.0,0.0001,0.0009,0.0117,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-27T13:28:15,2011-07-01T04:00:57,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,59503.72,7163.26,25.13,39909.3,4.34,99.989,83.718,3695.7,3.92,1.64,392,False,False,variable_mild,83.24,86.37,17,0,0,0,oil_process,particulate_severe,49.21,76.88,6.726,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-21T23:54:20,18,71.91,71.91,1.751,6.099,3.484,2.86,,,63.14,69.9,,27.7,42.2,45.79,15/13/11,127.4,0.395,57.7,9.3,5.282,7.517,2.235,92.871,89.0,37.237,89.24,65.48,,1.049,0.0914,146.43,0.9938,normal,-0.0012439,0.0617,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,496.99,153.0,33106.09,38202.49,24831.62,51573.36,physics_informed_nn,-5096.4,6467.31,5544.0,0.0001,0.0009,0.0118,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-10-26T21:09:05,2012-05-06T00:01:25,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,53200.06,7163.26,28.57,39909.3,17.48,99.956,80.703,3695.7,3.92,7.224,392,False,False,variable_mild,93.65,83.01,18,0,0,0,water,none,27.87,22.41,0.598,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-22T03:41:24,19,75.69,75.69,2.026,6.827,3.369,3.223,,,56.25,65.88,,27.7,38.17,42.27,14/12/10,74.3,0.695,28.4,4.9,6.764,23.624,16.86,100.578,86.37,35.812,88.85,64.85,,0.259,0.0126,100.35,0.9961,normal,0.00153753,0.0692,False,adhesive_wear,erosion,A_healthy,0.0023,0.0056,1.0,,70.6,135.57,33102.31,36389.84,23653.39,49126.28,lstm_sequence,-3287.53,3029.09,5544.0,0.0001,0.0009,0.0118,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-19T06:36:30,2012-03-02T23:03:04,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,26892.36,7163.26,55.69,39909.3,13.09,99.967,87.078,3695.7,3.92,2.489,392,False,False,variable_mild,85.71,78.88,19,0,0,0,gas_compressed_air,particulate_mild,45.47,79.85,0.767,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-22T07:28:28,21,79.47,79.47,1.898,6.163,3.247,2.832,,,57.33,63.21,,27.7,35.51,47.79,14/12/10,166.2,0.34,9.8,1.3,2.632,21.697,19.065,105.272,88.73,34.552,92.22,63.57,,0.175,0.0737,69.01,0.9865,normal,-0.00175528,0.0,False,adhesive_wear,none,A_healthy,0.0024,0.0032,1.0,,198.5,144.43,33098.53,38192.34,24825.02,51559.66,xgboost_gradient,-5093.82,5037.37,5544.0,0.0001,0.0009,0.0118,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-10-26T23:38:48,2012-05-05T22:58:02,mixed,False,apprentice,True,,,,none,none,143265.13,20564631.38,25282.83,7163.26,52.31,39909.3,8.79,99.978,86.194,3695.7,3.92,7.268,392,False,False,variable_mild,80.48,80.47,21,0,0,0,gas_compressed_air,particulate_severe,37.24,23.55,0.155,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-22T11:15:32,22,83.26,83.26,2.079,5.963,2.868,3.033,,,63.89,69.93,,27.7,42.23,46.09,14/12/10,93.3,0.359,13.6,1.5,8.092,23.602,15.511,102.496,89.37,35.235,90.14,64.99,,0.266,0.0259,7.49,0.9924,normal,-0.00152241,0.0855,False,adhesive_wear,none,A_healthy,0.0025,0.0171,1.0,,166.35,153.49,33094.74,36705.29,23858.44,49552.14,kalman_filter,-3610.55,3421.74,5544.0,0.0001,0.0009,0.0119,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-26T03:54:16,2012-03-14T10:45:23,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,22826.82,7163.26,55.89,39909.3,12.61,99.968,83.838,3695.7,3.92,1.349,392,False,False,variable_mild,82.83,91.64,22,0,0,0,oil_hydraulic,water_ingress,59.71,34.71,1.544,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-22T15:02:37,23,87.04,87.04,1.992,8.099,4.065,3.026,,,59.03,63.77,,27.7,36.06,43.93,14/12/10,144.1,0.469,44.7,11.1,7.365,9.606,2.241,91.71,89.3,35.368,91.49,64.22,,0.225,0.0052,46.8,0.9919,normal,-0.0008419,0.0354,False,adhesive_wear,none,A_healthy,0.0026,0.0,1.0,,95.98,135.24,33090.96,38939.9,25310.94,52568.87,particle_filter,-5848.95,6692.18,5544.0,0.0002,0.0009,0.0119,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-11-11T20:59:45,2012-06-01T17:57:44,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,62042.82,7163.26,55.46,39909.3,7.1,99.982,83.377,3695.7,3.92,2.392,392,False,False,variable_mild,80.85,91.81,23,0,1,0,water,none,86.74,5.78,0.588,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-22T18:49:41,24,90.83,90.83,1.914,6.251,3.266,3.002,,,60.97,69.12,,27.7,41.41,44.86,13/11/9,140.4,0.317,20.2,3.7,3.506,20.224,16.718,100.333,90.2,37.503,90.74,62.7,,0.444,0.014,72.73,1.0,normal,0.0012439,0.0382,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,1.24,155.43,33087.17,35568.53,23119.55,48017.52,physics_informed_nn,-2481.36,2225.7,5544.0,0.0002,0.0009,0.0119,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-02T19:05:38,2012-02-03T12:04:48,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,36180.59,7163.26,25.99,39909.3,10.88,99.973,84.633,3695.7,3.92,1.049,392,False,False,variable_mild,97.94,84.65,24,0,0,0,water,particulate_mild,51.58,27.65,2.553,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-22T22:36:45,25,94.61,94.61,2.015,7.327,3.636,3.154,,,64.53,62.44,,27.7,34.73,44.54,13/11/9,120.7,0.4,12.1,1.3,7.465,13.46,5.994,100.36,88.15,35.484,90.26,66.28,,0.012,0.0613,128.71,1.0,normal,0.00077411,0.0,False,adhesive_wear,none,A_healthy,0.0029,0.0,1.0,,115.03,159.21,33083.39,28955.68,18821.19,39090.17,particle_filter,4127.71,4907.92,5544.0,0.0002,0.0009,0.0119,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-18T04:27:11,2011-06-14T10:56:29,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,29542.14,7163.26,54.47,39909.3,12.95,99.968,81.428,3695.7,3.92,7.299,392,False,False,variable_mild,72.65,96.32,25,0,0,0,steam,none,75.89,27.07,0.733,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-23T02:23:49,26,98.4,98.4,2.18,6.353,2.915,3.095,,,59.23,66.09,,27.7,38.38,46.61,13/11/9,79.6,0.309,27.0,7.6,1.635,16.157,14.522,98.484,90.69,34.814,89.71,61.1,,1.026,0.0451,7.41,1.0,normal,0.0027066,0.0,False,adhesive_wear,none,A_healthy,0.003,0.0,1.0,,0.29,136.72,33079.6,28197.07,18328.09,38066.04,lstm_sequence,4882.54,4727.28,5544.0,0.0002,0.0009,0.012,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-02T12:55:46,2011-05-18T17:54:08,mixed,False,master_technician,False,17.0,,,none,none,143265.13,20564631.38,29636.46,7163.26,30.08,39909.3,32.41,99.919,76.769,3695.7,3.92,1.747,392,False,False,variable_mild,90.13,78.88,26,0,0,0,oil_hydraulic,none,37.05,4.37,2.465,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-23T06:10:53,27,102.18,102.18,2.092,6.515,3.114,2.41,,,56.76,64.05,,27.7,36.35,47.48,14/12/10,109.7,0.518,79.0,17.2,6.797,13.904,7.107,100.528,90.05,36.821,91.28,68.45,,0.139,0.0175,45.22,0.9985,normal,0.00122618,0.0434,False,adhesive_wear,none,A_healthy,0.0031,0.0,1.0,,28.2,148.5,33075.82,30127.05,19582.58,40671.52,weibull_regression,2948.77,3306.82,5544.0,0.0002,0.001,0.012,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-05-12T21:42:23,2011-07-26T06:10:25,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,61947.41,7163.26,53.01,39909.3,10.2,99.974,82.593,3695.7,3.92,3.115,392,False,False,variable_mild,87.36,80.47,27,0,0,0,gas_compressed_air,none,35.6,19.07,2.139,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-23T09:57:58,28,105.97,105.97,1.736,6.8,3.917,3.567,,,58.91,64.15,,27.7,36.45,45.32,13/11/9,103.5,0.481,7.4,1.3,4.59,9.583,4.993,107.361,86.83,36.155,89.65,67.22,,0.163,0.025,115.58,0.9939,normal,0.00038653,0.0473,False,adhesive_wear,none,A_healthy,0.0032,0.0049,1.0,,94.92,143.84,33072.03,38793.22,25215.59,52370.84,physics_informed_nn,-5721.18,5206.23,5544.0,0.0002,0.001,0.012,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-11-09T14:34:25,2012-05-28T08:11:56,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,62802.1,7163.26,23.03,39909.3,22.41,99.944,84.835,3695.7,3.92,1.758,392,False,False,variable_mild,92.51,96.59,28,0,0,0,oil_process,none,29.61,16.3,0.987,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-23T13:45:02,29,109.75,109.75,1.916,8.613,4.494,3.08,,,60.07,64.43,,27.7,36.73,43.79,13/11/9,53.7,0.309,71.9,21.0,6.524,25.426,18.902,103.556,88.6,35.418,89.95,65.84,,0.044,0.016,97.67,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0033,0.0101,1.0,,47.11,139.47,33068.25,36228.9,23548.78,48909.01,physics_informed_nn,-3160.65,3225.22,5544.0,0.0002,0.001,0.012,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-17T08:11:57,2012-02-27T16:18:47,mixed,False,master_technician,False,35.0,,,none,none,143265.13,20564631.38,52607.79,7163.26,41.07,39909.3,8.5,99.979,83.359,3695.7,3.92,6.606,392,False,False,variable_mild,87.25,93.84,29,0,0,0,none,particulate_mild,88.45,250.1,1.337,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-23T17:32:06,30,113.54,113.54,1.933,7.048,3.647,3.086,,,60.39,64.78,,27.7,37.08,44.13,13/11/9,126.7,0.317,28.4,3.2,8.056,17.718,9.662,103.498,87.76,35.905,91.65,61.24,,0.232,0.0172,424.41,1.0,normal,0.0,0.0687,False,adhesive_wear,none,A_healthy,0.0034,0.0,1.0,,19.29,138.54,33064.46,30755.27,19990.93,41519.62,xgboost_gradient,2309.19,2026.54,5544.0,0.0002,0.001,0.0121,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-05-26T11:10:18,2011-08-17T23:31:02,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,32352.26,7163.26,21.62,39909.3,14.27,99.964,87.897,3695.7,3.92,4.357,392,False,False,variable_mild,91.36,88.93,30,0,0,0,oil_hydraulic,particulate_mild,60.75,408.82,0.316,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-23T21:19:10,31,117.32,117.32,2.126,5.346,2.515,3.211,,,56.14,62.31,,27.7,34.61,47.02,14/12/10,52.1,0.608,46.9,5.6,2.14,15.887,13.747,96.234,89.22,34.033,89.53,62.86,,0.637,0.0076,102.3,1.0,normal,0.0,0.0009,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,244.01,152.92,33060.68,35147.32,22845.76,47448.88,lstm_sequence,-2086.64,1828.39,5544.0,0.0002,0.001,0.0121,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-26T02:58:43,2012-01-20T16:32:24,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,57997.53,7163.26,26.7,39909.3,12.28,99.969,87.164,3695.7,3.92,3.739,392,False,False,variable_mild,89.62,86.79,31,0,0,0,oil_process,particulate_mild,57.9,225.51,0.168,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T01:06:14,32,121.1,121.1,1.773,5.422,3.058,3.455,,,60.25,66.34,,27.7,38.63,45.08,13/11/9,84.2,0.543,20.6,3.4,8.687,14.147,5.461,97.216,89.75,36.577,89.36,67.93,,0.234,0.0331,250.82,0.9721,normal,-0.00529011,0.0367,False,adhesive_wear,none,A_healthy,0.0037,0.0,1.0,,482.74,140.1,33056.9,35349.61,22977.24,47721.97,kalman_filter,-2292.71,1915.7,5544.0,0.0002,0.001,0.0121,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-30T11:54:27,2012-01-28T00:16:11,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,25428.9,7163.26,25.48,39909.3,14.87,99.963,83.434,3695.7,3.92,5.991,392,False,False,variable_mild,96.35,83.56,32,0,0,0,water,none,60.79,5.15,1.786,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T04:53:19,33,124.89,124.89,2.16,5.977,2.767,2.819,,,59.03,67.07,,27.7,39.36,43.15,13/11/9,149.5,0.372,12.2,3.2,2.352,16.568,14.216,92.549,89.15,35.371,89.32,66.73,,0.332,0.0717,148.39,1.0,normal,0.00122498,0.0611,False,adhesive_wear,none,A_healthy,0.0038,0.0093,1.0,,22.73,148.02,33053.11,34646.65,22520.32,46772.98,weibull_regression,-1593.54,1408.04,5544.0,0.0002,0.001,0.0122,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-16T00:12:51,2012-01-03T06:32:32,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,36663.24,7163.26,59.59,39909.3,18.65,99.953,88.699,3695.7,3.92,6.299,392,False,False,variable_mild,96.21,91.44,33,0,0,0,oil_hydraulic,particulate_severe,27.11,35.68,0.66,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T08:40:23,34,128.67,128.67,2.005,7.164,3.573,2.826,,,59.81,62.94,,27.7,35.24,44.39,14/12/10,98.1,0.358,41.4,6.0,6.916,14.643,7.727,97.228,88.82,33.752,88.98,64.68,,1.565,0.0255,15.67,0.9947,normal,-0.0010556,0.0083,False,adhesive_wear,none,A_healthy,0.0039,0.0035,1.0,,63.48,166.62,33049.33,35336.34,22968.62,47704.06,weibull_regression,-2287.01,2535.89,5544.0,0.0002,0.001,0.0122,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-30T12:50:37,2012-01-27T20:33:47,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,23611.13,7163.26,23.12,39909.3,8.97,99.978,87.392,3695.7,3.92,7.28,392,False,False,variable_mild,86.11,72.28,34,0,0,0,water,none,23.41,13.04,4.384,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T12:27:27,35,132.46,132.46,2.159,8.902,4.124,2.881,,,62.47,64.78,,27.7,37.08,43.9,13/11/9,210.6,0.507,14.6,3.1,9.382,27.457,18.075,102.15,86.91,34.422,91.22,61.4,,1.203,0.0122,20.14,0.9946,normal,-0.00108944,0.059,False,adhesive_wear,erosion,A_healthy,0.004,0.0134,1.0,,369.08,133.31,33045.54,35295.21,22941.89,47648.54,particle_filter,-2249.67,2294.1,5544.0,0.0002,0.001,0.0122,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-08-29T20:03:49,2012-01-26T13:23:16,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,57498.83,7163.26,28.24,39909.3,4.21,99.989,84.024,3695.7,3.92,2.878,392,False,False,variable_mild,93.19,101.42,35,0,0,0,oil_hydraulic,none,41.63,5.26,1.981,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T16:14:31,36,136.24,136.24,1.933,5.006,2.589,2.809,,,61.74,60.81,,27.7,33.11,45.41,14/12/10,120.4,0.307,22.4,6.7,1.715,16.981,15.267,101.713,87.41,34.29,92.71,64.79,,0.941,0.1627,221.72,1.0,normal,0.0,0.0127,False,adhesive_wear,none,A_healthy,0.0041,0.0,1.0,,15.88,170.32,33041.76,27668.29,17984.39,37352.19,lstm_sequence,5373.47,6146.61,5544.0,0.0002,0.001,0.0122,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-03-24T02:23:17,2011-05-01T14:17:25,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,37016.5,7163.26,48.59,39909.3,13.98,99.965,81.858,3695.7,3.92,7.466,392,False,False,variable_mild,76.03,90.49,36,0,0,0,oil_hydraulic,none,31.96,32.27,2.594,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T20:01:36,37,140.03,140.03,1.944,5.914,3.042,2.684,,,55.97,69.28,,27.7,41.57,47.75,12/10/8,167.6,0.427,20.3,4.2,6.437,8.757,2.319,103.397,87.82,35.719,90.72,61.98,,0.829,0.0178,39.86,0.9973,normal,0.00504259,0.0066,False,adhesive_wear,none,A_healthy,0.0042,0.0171,1.0,,295.41,136.66,33037.97,28743.4,18683.21,38803.59,lstm_sequence,4294.57,5445.5,5544.0,0.0002,0.001,0.0123,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-15T15:43:41,2011-06-08T19:55:09,mixed,False,journeyman,False,88.0,,,none,none,143265.13,20564631.38,52789.89,7163.26,58.66,39909.3,9.15,99.977,82.706,3695.7,3.92,7.504,392,False,False,variable_mild,98.68,84.15,37,0,0,0,oil_process,none,66.84,128.92,0.183,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-24T23:48:40,38,143.81,143.81,1.855,7.895,4.257,3.02,,,58.17,64.05,,27.7,36.35,47.92,14/12/10,87.9,0.389,8.5,2.4,2.784,11.403,8.619,95.516,90.07,34.338,92.12,64.7,,0.803,0.0126,106.07,1.0,normal,0.0,0.0171,False,adhesive_wear,none,A_healthy,0.0043,0.0071,1.0,,182.64,135.62,33034.19,37362.31,24285.5,50439.12,weibull_regression,-4328.12,5488.68,5544.0,0.0002,0.001,0.0123,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-10-12T08:58:05,2012-04-09T05:46:40,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,62548.14,7163.26,32.35,39909.3,14.72,99.963,83.101,3695.7,3.92,2.487,392,False,False,variable_mild,88.73,90.11,38,0,0,0,oil_process,particulate_severe,33.89,4.67,1.494,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-25T03:35:44,39,147.6,147.6,2.328,7.953,3.416,3.47,,,65.24,62.63,,27.7,34.92,48.07,14/12/10,166.3,0.449,25.7,2.8,6.838,21.696,14.857,105.285,88.7,35.708,88.74,63.59,,0.069,0.0402,90.74,1.0,normal,0.0010556,0.0578,False,adhesive_wear,none,A_healthy,0.0044,0.0051,1.0,,63.86,159.74,33030.4,28410.39,18466.75,38354.02,lstm_sequence,4620.02,4183.06,5544.0,0.0002,0.001,0.0123,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-09T00:47:19,2011-05-28T08:25:25,mixed,False,specialist,False,83.0,,,none,none,143265.13,20564631.38,63061.81,7163.26,31.08,39909.3,23.66,99.941,80.271,3695.7,3.92,4.486,392,False,False,variable_mild,83.61,86.47,39,0,0,0,steam,particulate_mild,44.01,138.18,0.096,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-25T07:22:48,40,151.38,151.38,1.98,8.81,4.449,2.706,,,63.4,66.85,,27.7,39.15,45.21,13/11/9,66.3,0.348,25.8,5.3,7.723,25.542,17.819,101.394,88.49,33.63,89.91,63.63,,1.666,0.0257,227.03,1.0,normal,0.00108944,0.0437,False,adhesive_wear,none,A_healthy,0.0046,0.0,1.0,,158.86,143.47,33026.62,37032.33,24071.01,49993.64,physics_informed_nn,-4005.71,3821.46,5544.0,0.0002,0.0011,0.0123,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-10-05T19:32:33,2012-03-28T20:51:23,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,31049.11,7163.26,27.83,39909.3,8.85,99.978,85.102,3695.7,3.92,2.732,392,False,False,variable_mild,89.92,88.47,40,0,0,1,oil_hydraulic,none,77.36,28.39,1.198,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-25T11:09:52,41,155.16,155.16,2.163,7.925,3.664,3.033,,,60.47,71.28,,27.7,43.58,45.32,13/11/9,116.7,0.435,36.0,9.2,6.62,11.5,4.88,102.81,88.18,35.477,89.8,67.06,,0.209,0.0383,92.96,1.0,normal,0.0,0.0452,False,adhesive_wear,none,A_healthy,0.0047,0.0,1.0,,6.53,164.43,33022.84,35929.16,23353.96,48504.37,particle_filter,-2906.33,2692.57,5544.0,0.0002,0.0011,0.0124,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-12T23:44:46,2012-02-18T22:57:12,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,61022.25,7163.26,33.52,39909.3,14.99,99.962,88.27,3695.7,3.92,2.203,392,False,False,variable_mild,104.38,98.02,41,0,0,0,gas_compressed_air,none,28.01,124.91,0.268,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-25T14:56:57,42,158.95,158.95,1.692,6.35,3.754,2.629,,,58.44,65.47,,27.7,37.77,46.26,15/13/11,92.0,0.422,45.3,11.4,2.868,22.732,19.863,108.087,87.24,35.722,90.69,62.96,,0.682,0.0083,26.21,1.0,normal,0.00054375,0.0211,False,adhesive_wear,none,A_healthy,0.0048,0.0,1.0,,110.26,149.77,33019.05,29069.12,18894.93,39243.32,lstm_sequence,3949.93,4441.79,5544.0,0.0002,0.0011,0.0124,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-04-23T05:30:39,2011-06-21T03:42:15,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,53087.26,7163.26,46.74,39909.3,18.88,99.953,85.106,3695.7,3.92,2.153,392,False,False,variable_mild,88.64,102.97,42,0,0,0,water,chemical_contamination,86.08,95.42,0.71,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-25T18:44:01,43,162.73,162.73,2.175,7.676,3.529,2.741,,,59.27,64.01,,27.7,36.31,49.78,13/11/9,59.2,0.446,17.9,5.2,6.719,25.547,18.828,106.849,87.83,34.736,89.0,61.92,,0.275,0.0705,28.77,0.9948,normal,-0.00104567,0.0,False,adhesive_wear,none,A_healthy,0.0049,0.0,1.0,,75.35,167.09,33015.27,36110.66,23471.93,48749.39,kalman_filter,-3095.39,3952.23,5544.0,0.0002,0.0011,0.0124,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-09-17T02:03:43,2012-02-25T16:47:31,mixed,False,apprentice,True,,,,none,none,143265.13,20564631.38,41829.28,7163.26,59.81,39909.3,15.69,99.961,85.655,3695.7,3.92,5.361,392,False,False,variable_mild,81.63,86.96,43,0,0,0,gas_compressed_air,none,69.71,13.83,1.479,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-25T22:31:05,43,166.52,166.52,2.236,7.919,3.542,2.456,,,58.39,67.52,,27.7,39.82,44.34,13/11/9,58.4,0.428,42.1,7.5,2.686,9.387,6.701,106.449,88.98,36.67,90.09,63.28,,1.028,0.0651,0.21,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.005,0.0053,1.0,,113.34,152.99,33011.48,27928.9,18153.78,37704.01,lstm_sequence,5082.58,4622.56,5544.0,0.0002,0.0011,0.0125,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-03-30T18:58:01,2011-05-12T02:04:51,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,67369.36,7163.26,21.01,39909.3,11.66,99.971,83.074,3695.7,3.92,2.38,392,False,False,variable_mild,99.89,67.77,43,0,0,1,water,particulate_mild,74.32,55.27,0.276,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-26T02:18:09,44,170.3,170.3,2.027,5.273,2.601,2.812,,,60.02,65.16,,27.7,37.46,45.83,14/12/10,122.9,0.372,10.9,3.2,3.456,19.324,15.869,108.699,88.57,34.656,87.58,66.89,,0.606,0.2136,2.19,0.9881,normal,-0.0023858,0.0131,False,adhesive_wear,none,A_healthy,0.0051,0.0,1.0,,241.65,142.06,33007.7,38006.4,24704.16,51308.64,physics_informed_nn,-4998.7,5581.24,5544.0,0.0002,0.0011,0.0125,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-10-26T21:30:07,2012-05-03T03:44:29,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,64467.97,7163.26,38.41,39909.3,8.56,99.979,80.942,3695.7,3.92,3.352,392,False,False,variable_mild,92.36,87.95,44,0,0,0,steam,none,65.94,0.36,4.006,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-26T06:05:14,45,174.09,174.09,1.959,8.414,4.295,3.097,,,60.34,69.15,,27.7,41.45,43.15,13/11/9,112.4,0.49,36.1,6.5,7.424,16.762,9.339,101.998,88.69,35.941,91.62,65.05,,0.148,0.0311,38.1,1.0,normal,0.0,0.0592,False,adhesive_wear,fretting_corrosion,A_healthy,0.0052,0.0,1.0,,2.61,164.24,33003.91,38530.55,25044.85,52016.24,kalman_filter,-5526.63,5418.71,5544.0,0.0002,0.0011,0.0125,1.935,29616.0,1.0,1e-06,False,none,none,,,,,,2010-11-06T23:21:35,2012-05-21T21:03:02,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,49850.0,7163.26,47.67,39909.3,8.93,99.978,91.308,3695.7,3.92,5.057,392,False,False,variable_mild,95.28,89.38,45,0,0,0,gas_compressed_air,none,32.67,242.68,0.015,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-26T09:52:18,46,177.87,177.87,2.019,8.756,4.336,2.387,,,54.98,72.75,,27.7,45.04,49.37,13/11/9,81.1,0.416,43.4,5.5,7.166,14.715,7.549,104.897,90.37,37.164,88.79,64.8,,0.786,0.089,4.42,0.9987,normal,-0.00026304,0.0309,False,adhesive_wear,erosion,A_healthy,0.0054,0.0118,1.0,,369.84,142.35,33000.13,25382.58,16498.68,34266.48,weibull_regression,7617.55,6208.45,5544.0,0.0002,0.0011,0.0125,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-02-06T05:09:42,2011-02-11T09:03:54,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,32607.13,7163.26,53.08,39909.3,15.96,99.96,81.782,3695.7,3.92,2.688,392,False,False,variable_mild,97.49,68.47,46,0,0,0,water,none,53.11,2.43,4.271,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-26T13:39:22,47,181.66,181.66,2.092,5.54,2.648,2.968,,,57.35,63.69,,27.7,35.99,47.9,13/11/9,96.3,0.301,45.5,10.0,2.54,6.069,3.528,101.13,88.87,34.734,90.73,68.95,,0.302,0.0991,58.08,1.0,normal,0.00104567,0.0,False,adhesive_wear,none,A_healthy,0.0055,0.0052,1.0,,76.12,156.58,32996.34,37172.71,24162.26,50183.16,physics_informed_nn,-4176.37,3657.36,5544.0,0.0002,0.0011,0.0126,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-10-10T00:00:46,2012-04-04T02:27:45,mixed,False,apprentice,True,,,,none,none,143265.13,20564631.38,33492.85,7163.26,42.88,39909.3,9.96,99.975,83.528,3695.7,3.92,6.077,392,False,False,variable_mild,88.36,69.1,47,0,0,0,oil_process,none,77.78,8.3,0.125,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-26T17:26:26,48,185.44,185.44,2.123,7.482,3.524,3.275,,,59.3,58.57,,27.7,30.86,46.42,14/12/10,94.6,0.329,11.6,1.7,4.206,9.261,5.055,98.499,87.93,34.964,89.3,64.27,,0.757,0.0427,138.02,1.0,normal,0.0,0.0192,False,adhesive_wear,none,A_healthy,0.0056,0.0,1.0,,36.57,150.22,32992.56,27673.73,17987.93,37359.54,physics_informed_nn,5318.83,6160.06,5544.0,0.0002,0.0011,0.0126,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-03-26T06:18:28,2011-05-03T20:06:52,mixed,False,journeyman,False,52.0,,,none,none,143265.13,20564631.38,50506.51,7163.26,27.37,39909.3,5.12,99.987,82.268,3695.7,3.92,4.939,392,False,False,variable_mild,71.91,79.96,48,0,0,0,steam,particulate_mild,42.94,9.55,0.975,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-26T21:13:30,49,189.23,189.23,1.945,6.93,3.563,3.228,,,58.31,63.06,,27.7,35.35,45.95,14/12/10,64.3,0.33,22.9,5.2,1.377,7.276,5.898,103.569,88.13,34.847,89.25,64.62,,0.173,0.0189,194.66,0.9972,normal,0.00183487,0.026,False,adhesive_wear,none,A_healthy,0.0057,0.0005,1.0,,90.23,134.77,32988.77,38014.22,24709.24,51319.19,physics_informed_nn,-5025.44,6439.27,5544.0,0.0002,0.0011,0.0126,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-10-27T20:20:03,2012-05-04T05:18:39,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,34195.58,7163.26,30.08,39909.3,10.61,99.973,85.362,3695.7,3.92,6.661,392,False,False,variable_mild,77.39,85.42,49,0,0,0,water,none,37.08,36.13,1.937,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T01:00:35,50,193.01,193.01,2.087,7.959,3.813,2.395,,,60.33,66.96,,27.7,39.26,47.77,14/12/10,149.7,0.377,46.4,9.0,6.258,22.098,15.84,106.586,89.84,36.105,90.94,65.17,,2.006,0.0607,244.8,0.99,normal,-0.00199374,0.0,False,adhesive_wear,none,A_healthy,0.0058,0.007,1.0,,279.35,152.22,32984.99,35794.12,23266.18,48322.06,physics_informed_nn,-2809.13,3238.64,5544.0,0.0002,0.0011,0.0127,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-09-11T18:04:04,2012-02-15T18:00:31,mixed,False,journeyman,False,46.0,,,none,none,143265.13,20564631.38,27603.3,7163.26,52.1,39909.3,13.41,99.966,88.562,3695.7,3.92,3.869,392,False,False,variable_mild,80.46,73.1,50,0,0,0,steam,particulate_mild,67.01,34.41,0.778,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T04:47:39,51,196.79,196.79,1.987,5.284,2.659,2.6,,,68.11,62.33,,27.7,34.63,43.76,13/11/9,76.1,0.349,23.3,2.4,1.84,14.338,12.498,94.977,88.66,34.134,91.27,63.46,,0.161,0.0814,30.59,0.9908,normal,-0.00158509,0.0301,False,adhesive_wear,none,A_healthy,0.0059,0.0,1.0,,109.19,139.23,32981.21,36616.3,23800.59,49432.0,weibull_regression,-3635.09,4630.66,5544.0,0.0002,0.0011,0.0127,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-09-29T00:56:39,2012-03-16T00:38:57,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,28612.28,7163.26,33.12,39909.3,13.91,99.965,82.448,3695.7,3.92,2.127,392,False,False,variable_mild,72.34,91.86,51,0,0,0,none,none,31.13,146.42,1.16,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T08:34:43,52,200.58,200.58,2.147,6.653,3.099,3.52,,,58.4,67.06,,27.7,39.36,47.63,14/12/10,65.1,0.318,10.4,1.4,9.891,24.018,14.128,93.726,90.44,37.772,88.92,62.25,,1.265,0.005,85.31,1.0,normal,0.0,0.046,False,adhesive_wear,none,A_healthy,0.006,0.0,1.0,,18.38,151.7,32977.42,38600.7,25090.46,52110.95,lstm_sequence,-5623.28,4926.53,5544.0,0.0002,0.0011,0.0127,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-11-09T12:55:46,2012-05-25T11:10:29,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,22629.51,7163.26,52.33,39909.3,9.35,99.977,79.273,3695.7,3.92,1.031,392,False,False,variable_mild,89.25,94.12,52,0,0,0,water,water_ingress,29.36,17.48,1.383,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T12:21:47,53,204.36,204.36,2.213,6.692,3.024,3.324,,,56.8,68.6,,27.7,40.89,47.07,13/11/9,74.0,0.376,21.7,4.5,7.322,24.517,17.195,96.858,88.22,35.335,88.73,63.14,,1.024,0.0168,6.37,1.0,normal,0.0,0.0498,False,adhesive_wear,none,A_healthy,0.0062,0.0171,1.0,,5.73,161.0,32973.64,28411.69,18467.6,38355.78,lstm_sequence,4561.95,5239.7,5544.0,0.0002,0.0012,0.0127,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-04-11T10:12:22,2011-05-30T18:17:46,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,29297.07,7163.26,31.69,39909.3,8.56,99.979,86.267,3695.7,3.92,3.398,392,False,False,variable_mild,105.17,80.33,53,0,0,1,oil_process,water_ingress,37.08,15.11,0.39,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T16:08:51,54,208.15,208.15,2.084,6.491,3.115,2.856,,,61.25,63.38,,27.7,35.68,43.98,14/12/10,87.0,0.402,59.7,10.6,8.146,22.396,14.25,94.323,89.74,35.611,89.85,66.91,,0.866,0.0987,5.62,1.0,normal,0.00055093,0.0,False,adhesive_wear,none,A_healthy,0.0063,0.0042,1.0,,125.33,146.85,32969.85,38581.22,25077.79,52084.65,particle_filter,-5611.37,5948.72,5544.0,0.0002,0.0012,0.0128,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-11-09T10:45:31,2012-05-25T02:11:11,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,64214.31,7163.26,39.96,39909.3,13.08,99.967,85.715,3695.7,3.92,1.867,392,False,False,variable_mild,67.35,91.55,54,0,0,0,water,none,70.42,37.4,1.444,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T19:55:56,55,211.93,211.93,2.169,9.684,4.465,2.534,,,57.89,63.85,,27.7,36.14,45.31,14/12/10,76.2,0.319,41.2,9.0,1.731,15.971,14.239,97.339,88.76,36.769,90.4,64.63,,1.125,0.0944,106.55,0.9973,normal,0.0014576,0.0458,False,adhesive_wear,contamination,A_healthy,0.0064,0.0095,1.0,,73.87,154.66,32966.07,27947.14,18165.64,37728.63,particle_filter,5018.93,5180.55,5544.0,0.0002,0.0012,0.0128,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-04-02T01:30:01,2011-05-14T14:59:52,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,61869.14,7163.26,28.64,39909.3,43.8,99.89,86.476,3695.7,3.92,7.642,392,False,False,variable_mild,81.58,81.16,55,0,0,1,steam,particulate_mild,44.73,1.88,7.435,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-27T23:43:00,56,215.72,215.72,1.725,6.376,3.697,2.75,,,64.12,66.82,,27.7,39.12,43.77,13/11/9,121.7,0.519,19.2,4.1,6.669,16.308,9.639,101.524,88.2,35.969,88.33,64.75,,0.839,0.0219,133.46,0.9982,normal,0.00149675,0.0281,False,adhesive_wear,none,A_healthy,0.0065,0.0024,1.0,,178.93,161.94,32962.28,34462.01,22400.3,46523.71,xgboost_gradient,-1499.72,1724.73,5544.0,0.0002,0.0012,0.0128,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-08-15T22:43:11,2011-12-31T12:25:19,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,50998.43,7163.26,55.05,39909.3,9.05,99.977,85.407,3695.7,3.92,6.533,392,False,False,variable_mild,94.18,92.61,56,0,0,0,oil_hydraulic,none,39.27,133.24,1.671,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-28T03:30:04,57,219.5,219.5,2.002,6.052,3.023,3.117,,,65.84,73.93,,27.7,46.23,45.95,14/12/10,90.9,0.456,12.4,1.3,4.884,19.565,14.681,95.81,87.54,34.032,87.42,66.35,,0.245,0.051,75.99,0.9791,normal,-0.00418218,0.0226,False,adhesive_wear,none,A_healthy,0.0066,0.0,1.0,,220.37,140.54,32958.5,25451.35,16543.38,34359.32,physics_informed_nn,7507.15,7281.71,5544.0,0.0002,0.0012,0.0128,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-02-09T09:10:28,2011-02-15T13:08:45,mixed,False,journeyman,False,21.0,,,none,none,143265.13,20564631.38,69515.56,7163.26,28.16,39909.3,6.94,99.983,82.358,3695.7,3.92,4.328,392,False,False,variable_mild,117.95,82.98,57,0,0,0,oil_hydraulic,particulate_mild,80.74,101.01,3.991,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-28T07:17:08,58,223.29,223.29,1.994,7.105,3.564,2.764,,,60.55,63.95,,27.7,36.25,47.85,14/12/10,139.2,0.37,17.1,4.9,5.062,22.111,17.049,104.663,88.36,34.649,89.79,62.57,,0.301,0.0047,22.67,0.9819,normal,-0.00361527,0.0331,False,adhesive_wear,none,A_healthy,0.0067,0.0031,1.0,,207.65,147.21,32954.71,36503.43,23727.23,49279.63,lstm_sequence,-3548.71,4577.88,5544.0,0.0002,0.0012,0.0129,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-09-27T18:59:59,2012-03-13T03:11:59,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,46990.69,7163.26,38.28,39909.3,15.74,99.961,82.93,3695.7,3.92,1.005,392,False,False,variable_mild,79.08,77.52,58,0,0,0,oil_hydraulic,none,21.22,3.77,0.988,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-28T11:04:13,59,227.07,227.07,1.684,6.202,3.683,2.585,,,60.65,66.26,,27.7,38.56,46.3,13/11/9,127.3,0.369,27.2,3.9,5.435,10.038,4.603,98.156,88.99,34.334,90.42,64.18,,0.15,0.0065,194.67,1.0,normal,0.0,0.0371,False,adhesive_wear,none,A_healthy,0.0068,0.0,1.0,,47.0,151.46,32950.93,38562.54,25065.65,52059.42,xgboost_gradient,-5611.61,5824.89,5544.0,0.0002,0.0012,0.0129,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-11-09T20:20:16,2012-05-25T05:13:30,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,68700.25,7163.26,24.58,39909.3,10.4,99.974,91.703,3695.7,3.92,2.174,392,False,False,variable_mild,101.87,87.9,59,0,0,0,steam,none,44.09,2.46,1.151,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-28T14:51:17,60,230.85,230.85,1.993,7.525,3.777,2.72,,,62.11,66.49,,27.7,38.79,46.06,13/11/9,106.0,0.645,13.1,1.7,6.475,23.078,16.602,92.301,88.27,34.373,88.81,63.45,,0.554,0.0303,130.5,0.9971,normal,-3.691e-05,0.031,False,adhesive_wear,none,A_healthy,0.007,0.0,1.0,,81.82,157.4,32947.15,31079.9,20201.93,41957.86,lstm_sequence,1867.25,2210.39,5544.0,0.0002,0.0012,0.0129,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-06-07T02:48:10,2011-09-03T08:46:00,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,28434.45,7163.26,40.85,39909.3,5.1,99.987,84.912,3695.7,3.92,4.166,392,False,False,variable_mild,92.11,87.74,60,0,0,0,water,chemical_contamination,30.71,45.91,2.032,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-28T18:38:21,61,234.64,234.64,2.062,7.986,3.873,2.619,,,59.8,64.13,,27.7,36.43,47.44,13/11/9,70.6,0.455,40.2,6.3,2.794,18.613,15.82,96.039,86.13,34.117,90.83,62.41,,0.091,0.1586,129.8,0.9895,normal,-0.00174966,0.0118,False,adhesive_wear,thermal_degradation,A_healthy,0.0071,0.0,1.0,,232.38,138.9,32943.36,30559.25,19863.51,41254.99,xgboost_gradient,2384.11,2835.21,5544.0,0.0003,0.0012,0.013,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-05-27T10:15:57,2011-08-16T02:00:17,mixed,False,apprentice,False,59.0,,,none,none,143265.13,20564631.38,42472.56,7163.26,40.66,39909.3,13.67,99.966,87.334,3695.7,3.92,6.628,392,False,False,variable_mild,83.87,95.53,61,0,0,0,water,none,51.18,19.34,0.53,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-28T22:25:25,62,238.42,238.42,1.997,7.224,3.617,2.903,,,59.66,67.09,,27.7,39.39,47.44,14/12/10,72.1,0.399,18.9,4.3,9.368,20.239,10.871,106.202,90.14,35.805,90.16,63.99,,0.367,0.0246,104.69,1.0,normal,0.00418218,0.0117,False,adhesive_wear,none,A_healthy,0.0072,0.01,1.0,,86.8,140.03,32939.58,36541.99,23752.3,49331.69,particle_filter,-3602.42,4611.34,5544.0,0.0003,0.0012,0.013,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-09-29T05:25:16,2012-03-15T03:07:10,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,49469.42,7163.26,29.75,39909.3,4.7,99.988,79.224,3695.7,3.92,4.063,392,False,False,variable_mild,102.6,92.83,62,0,0,0,gas_compressed_air,none,71.3,0.17,7.817,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-29T02:12:29,63,242.21,242.21,2.081,5.641,2.71,3.045,,,63.92,65.64,,27.7,37.94,48.09,13/11/9,104.1,0.318,59.5,16.9,7.614,9.65,2.037,96.732,89.33,34.868,90.5,65.66,,0.164,0.0073,86.76,1.0,normal,0.00361527,0.1082,False,adhesive_wear,none,A_healthy,0.0073,0.0116,1.0,,125.87,141.14,32935.79,26782.38,17408.55,36156.22,kalman_filter,6153.41,5342.03,5544.0,0.0003,0.0012,0.013,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-03-10T01:24:00,2011-04-04T15:14:03,mixed,False,oem_certified,True,,,,none,none,143265.13,20564631.38,43762.8,7163.26,34.23,39909.3,20.79,99.948,87.393,3695.7,3.92,6.366,392,False,False,variable_mild,95.82,84.28,63,0,0,0,oil_hydraulic,chemical_contamination,67.12,107.41,0.955,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-29T05:59:34,64,245.99,245.99,2.062,8.496,4.119,3.016,,,57.59,67.23,,27.7,39.53,44.44,14/12/10,83.9,0.325,8.8,1.1,5.325,14.642,9.316,94.759,88.02,36.894,91.5,63.06,,1.22,0.0685,47.68,0.9911,normal,-0.00178684,0.0298,False,adhesive_wear,none,A_healthy,0.0074,0.0079,1.0,,103.77,132.73,32932.01,31022.17,20164.41,41879.93,xgboost_gradient,1909.84,2346.23,5544.0,0.0003,0.0012,0.013,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-06-06T13:04:43,2011-09-01T22:50:19,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,39485.61,7163.26,21.4,39909.3,9.81,99.975,81.931,3695.7,3.92,4.888,392,False,False,variable_mild,100.49,86.52,64,0,0,2,oil_hydraulic,particulate_severe,29.34,17.99,2.025,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-29T09:46:38,65,249.78,249.78,1.692,4.508,2.664,2.512,,,54.98,64.18,,27.7,36.48,44.06,13/11/9,88.4,0.607,41.5,4.7,6.373,15.69,9.317,91.282,87.63,33.741,90.83,64.24,,0.513,0.0394,14.05,0.986,normal,-0.00221841,0.0,False,adhesive_wear,none,A_healthy,0.0075,0.0,1.0,,706.61,133.82,32928.22,39040.09,25376.06,52704.13,physics_informed_nn,-6111.87,7809.53,5544.0,0.0003,0.0012,0.0131,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-11-20T17:49:25,2012-06-12T01:51:22,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,21495.18,7163.26,44.46,39909.3,9.66,99.976,84.752,3695.7,3.92,6.475,392,False,False,variable_mild,86.81,92.46,65,0,0,0,gas_compressed_air,none,61.7,59.33,4.584,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-29T13:33:42,66,253.56,253.56,2.05,5.271,2.572,3.54,,,57.76,62.44,,27.7,34.74,44.39,14/12/10,51.7,0.466,14.5,2.2,5.083,21.275,16.192,92.377,87.49,34.336,89.78,63.64,,0.031,0.0254,4.47,0.9982,normal,0.00173687,0.0252,False,adhesive_wear,misalignment_induced,A_healthy,0.0076,0.0,1.0,,269.64,127.75,32924.44,29419.91,19122.94,39716.88,lstm_sequence,3504.53,3937.2,5544.0,0.0003,0.0012,0.0131,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-05-04T11:30:57,2011-07-07T12:29:02,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,30442.42,7163.26,43.86,39909.3,12.95,99.968,79.987,3695.7,3.92,1.919,392,False,False,variable_mild,91.88,82.09,66,0,0,0,none,particulate_mild,38.67,47.69,1.395,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-29T17:20:46,67,257.35,257.35,1.851,5.671,3.063,3.217,,,62.85,60.44,,27.7,32.74,47.61,14/12/10,60.1,0.387,10.1,2.4,1.638,7.062,5.424,102.866,88.15,36.931,89.97,67.62,,0.982,0.0184,47.13,0.9962,normal,-0.00075437,0.0,False,adhesive_wear,none,A_healthy,0.0078,0.0,1.0,,83.94,130.77,32920.65,35016.08,22760.45,47271.71,lstm_sequence,-2095.43,1919.21,5544.0,0.0003,0.0013,0.0131,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-08-29T05:23:15,2012-01-21T21:00:59,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,35985.64,7163.26,59.83,39909.3,4.22,99.989,86.767,3695.7,3.92,4.469,392,False,False,variable_mild,79.78,90.04,67,0,0,0,oil_process,chemical_contamination,41.68,34.82,0.935,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-29T21:07:51,68,261.13,261.13,2.128,8.511,3.999,2.978,,,63.43,59.79,,27.7,32.08,47.47,14/12/10,85.2,0.37,38.7,6.7,5.771,24.678,18.907,92.614,88.58,35.389,89.95,63.78,,0.19,0.0397,20.72,0.9827,normal,-0.0034501,0.0362,False,adhesive_wear,none,A_healthy,0.0079,0.0,1.0,,205.99,133.26,32916.87,30568.88,19869.77,41267.98,physics_informed_nn,2347.99,2046.52,5544.0,0.0003,0.0013,0.0131,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-05-28T17:34:07,2011-08-17T12:40:31,mixed,False,oem_certified,True,,,,none,none,143265.13,20564631.38,57065.15,7163.26,32.45,39909.3,14.24,99.964,87.917,3695.7,3.92,4.691,392,False,False,variable_mild,74.18,94.01,68,0,0,0,none,none,71.24,19.12,3.014,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T00:54:55,69,264.92,264.92,1.598,6.555,4.103,3.819,,,62.37,66.56,,27.7,38.85,48.14,13/11/9,53.1,0.391,19.2,4.6,3.438,19.587,16.148,104.927,88.67,34.957,89.37,64.13,,0.149,0.0047,109.72,0.9985,normal,0.00148764,0.0507,False,adhesive_wear,none,A_healthy,0.008,0.0075,1.0,,271.83,137.97,32913.08,30473.38,19807.7,41139.07,particle_filter,2439.7,2392.72,5544.0,0.0003,0.0013,0.0132,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-05-26T21:36:22,2011-08-14T07:17:23,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,61153.34,7163.26,35.11,39909.3,13.75,99.966,86.64,3695.7,3.92,6.134,392,False,False,variable_mild,92.61,79.19,69,0,0,0,water,none,88.17,27.96,0.507,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T04:41:59,70,268.7,268.7,2.219,8.131,3.664,3.058,,,61.99,64.48,,27.7,36.78,45.21,13/11/9,77.8,0.37,31.1,4.1,2.729,21.283,18.554,92.533,88.11,34.59,89.59,65.48,,0.214,0.0744,93.62,1.0,normal,0.00279147,0.0101,False,adhesive_wear,none,A_healthy,0.0081,0.0127,1.0,,53.03,135.45,32909.3,28137.46,18289.35,37985.57,weibull_regression,4771.84,4276.63,5544.0,0.0003,0.0013,0.0132,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-04-08T09:25:42,2011-05-23T17:32:18,mixed,False,apprentice,False,74.0,,,none,none,143265.13,20564631.38,24568.57,7163.26,38.52,39909.3,6.54,99.984,87.107,3695.7,3.92,6.929,392,False,False,variable_mild,81.01,85.34,70,0,0,1,oil_hydraulic,particulate_severe,26.66,25.51,2.728,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T08:29:03,71,272.48,272.48,1.924,8.426,4.379,2.737,,,53.29,61.24,,27.7,33.53,45.19,13/11/9,75.7,0.329,37.9,5.9,3.816,20.414,16.598,95.071,89.89,36.1,89.66,60.55,,1.259,0.0253,47.19,0.9982,normal,6.91e-06,0.0292,False,adhesive_wear,none,A_healthy,0.0082,0.0071,1.0,,46.68,154.22,32905.52,28276.56,18379.76,38173.36,lstm_sequence,4628.96,5934.45,5544.0,0.0003,0.0013,0.0132,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-04-11T10:45:51,2011-05-28T19:33:36,mixed,False,specialist,False,81.0,,,none,none,143265.13,20564631.38,49271.36,7163.26,55.28,39909.3,6.93,99.983,88.106,3695.7,3.92,7.13,392,False,False,variable_mild,77.19,77.19,71,0,0,0,oil_process,none,35.59,115.83,0.291,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T12:16:07,72,276.27,276.27,1.935,7.485,3.868,2.912,,,57.56,64.29,,27.7,36.59,44.01,12/10/8,321.5,0.546,10.6,2.2,2.007,16.384,14.377,107.317,88.59,34.018,88.62,66.19,,0.254,0.0595,190.66,0.9903,normal,-0.001187,0.0,False,adhesive_wear,none,A_healthy,0.0083,0.0,1.0,,132.77,167.65,32901.73,35370.13,22990.58,47749.67,xgboost_gradient,-2468.4,3195.75,5544.0,0.0003,0.0013,0.0133,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-09-06T09:20:00,2012-02-04T04:52:43,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,33548.86,7163.26,41.64,39909.3,12.03,99.97,82.819,3695.7,3.92,4.484,392,False,False,variable_mild,83.97,79.59,72,0,0,0,steam,none,59.6,42.07,1.75,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T16:03:12,73,280.05,280.05,2.198,7.062,3.212,2.665,,,60.19,64.53,,27.7,36.83,47.08,14/12/10,76.1,0.428,26.4,7.5,6.105,15.296,9.191,101.532,89.09,36.956,90.56,65.06,,0.45,0.0354,255.28,0.9811,normal,-0.00032345,0.033,False,adhesive_wear,none,A_healthy,0.0084,0.0,1.0,,356.8,142.46,32897.95,35841.85,23297.2,48386.5,lstm_sequence,-2943.9,3230.15,5544.0,0.0003,0.0013,0.0133,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-09-16T08:58:41,2012-02-21T01:37:31,mixed,False,oem_certified,True,,,,none,none,143265.13,20564631.38,64524.47,7163.26,38.89,39909.3,13.77,99.966,87.666,3695.7,3.92,5.147,392,False,False,variable_mild,82.24,73.75,73,1,0,1,gas_compressed_air,particulate_mild,54.96,92.77,0.608,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T19:50:16,74,283.84,283.84,2.071,7.741,3.738,2.952,,,62.28,71.8,,27.7,44.1,42.9,13/11/9,101.3,0.514,34.5,6.2,6.245,25.719,19.474,103.415,90.16,35.436,89.65,66.55,,0.355,0.0282,29.7,0.9932,normal,-0.00106161,0.029,False,adhesive_wear,none,A_healthy,0.0086,0.0,1.0,,144.59,151.39,32894.16,34521.57,22439.02,46604.12,particle_filter,-1627.4,1800.87,5544.0,0.0003,0.0013,0.0133,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-08-20T00:37:16,2012-01-05T11:10:10,mixed,False,specialist,False,27.0,,,none,none,143265.13,20564631.38,42473.86,7163.26,27.69,39909.3,13.52,99.966,81.253,3695.7,3.92,4.055,392,False,False,variable_mild,109.23,75.85,74,0,0,3,oil_process,none,69.03,60.93,0.08,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-30T23:37:20,75,287.62,287.62,2.123,8.79,4.14,3.428,,,57.46,69.42,,27.7,41.72,46.04,14/12/10,122.2,0.446,35.7,8.1,1.407,7.05,5.643,98.84,87.54,36.708,89.21,64.54,,0.449,0.0003,81.71,0.989,normal,-0.00219222,0.0558,False,adhesive_wear,fatigue_spalling,A_healthy,0.0087,0.0055,1.0,,397.95,150.89,32890.38,28515.31,18534.95,38495.66,weibull_regression,4375.07,4250.56,5544.0,0.0003,0.0013,0.0133,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-04-17T01:16:32,2011-06-06T21:37:58,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,38835.26,7163.26,28.14,39909.3,16.39,99.959,86.204,3695.7,3.92,5.789,392,False,False,variable_mild,106.78,76.7,75,0,0,0,oil_hydraulic,chemical_contamination,31.16,86.57,4.055,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-31T03:24:24,76,291.41,291.41,1.921,5.457,2.841,2.555,,,58.11,68.39,,27.7,40.69,47.31,14/12/10,114.6,0.895,34.9,7.2,3.967,19.801,15.834,99.628,88.46,33.909,88.69,66.26,,1.897,0.0845,84.22,0.9894,normal,-0.00175612,0.0361,False,adhesive_wear,none,A_healthy,0.0088,0.0,1.0,,152.15,146.41,32886.59,29398.43,19108.98,39687.88,weibull_regression,3488.16,3134.32,5544.0,0.0003,0.0013,0.0134,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-05-05T14:37:24,2011-07-08T08:04:30,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,40281.88,7163.26,46.19,39909.3,14.14,99.965,81.993,3695.7,3.92,2.988,392,False,False,variable_mild,81.32,102.45,76,0,0,0,water,water_ingress,26.58,68.48,0.582,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-31T07:11:29,78,295.19,295.19,2.098,8.771,4.181,2.832,,,59.45,62.9,,27.7,35.2,47.2,14/12/10,94.1,0.344,10.0,1.1,6.542,22.926,16.384,98.202,88.55,35.872,90.96,63.13,,0.185,0.0478,74.26,0.9902,normal,-1.668e-05,0.0238,False,adhesive_wear,contamination,A_healthy,0.0089,0.0026,1.0,,138.87,155.98,32882.81,31662.78,20580.81,42744.76,weibull_regression,1220.03,1300.18,5544.0,0.0003,0.0013,0.0134,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-06-21T22:34:55,2011-09-26T16:33:20,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,70134.81,7163.26,30.81,39909.3,11.48,99.971,77.076,3695.7,3.92,1.106,392,False,False,variable_mild,85.71,88.92,78,0,0,1,oil_process,particulate_severe,83.83,7.24,0.964,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-31T10:58:33,79,298.98,298.98,2.069,5.854,2.83,2.611,,,62.57,65.11,,27.7,37.41,43.28,14/12/10,76.1,0.397,26.4,6.8,4.402,12.781,8.379,97.676,89.71,34.226,89.93,64.72,,0.645,0.0212,48.61,0.9864,normal,0.0010559,0.0578,False,adhesive_wear,none,A_healthy,0.009,0.0115,1.0,,560.49,143.76,32879.02,36784.47,23909.91,49659.03,kalman_filter,-3905.45,3189.65,5544.0,0.0003,0.0013,0.0134,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-10-06T19:12:38,2012-03-26T05:46:30,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,71039.41,7163.26,46.05,39909.3,8.76,99.978,82.166,3695.7,3.92,7.044,392,False,False,variable_mild,86.28,76.42,79,0,0,1,water,none,69.91,21.48,4.104,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-31T14:45:37,80,302.76,302.76,2.237,7.71,3.447,2.978,,,54.66,59.55,,27.7,31.85,47.41,14/12/10,57.1,0.804,55.2,11.8,5.165,17.006,11.841,99.375,87.93,34.464,87.97,62.57,,0.573,0.0466,12.23,1.0,normal,0.00136081,0.0,False,adhesive_wear,none,A_healthy,0.0091,0.0146,1.0,,128.77,158.17,32875.24,26388.53,17152.54,35624.51,physics_informed_nn,6486.71,7165.13,5544.0,0.0003,0.0013,0.0134,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-03-04T09:01:24,2011-03-24T05:00:27,mixed,False,oem_certified,True,,,,none,none,143265.13,20564631.38,49952.13,7163.26,28.75,39909.3,8.83,99.978,81.935,3695.7,3.92,4.833,392,False,False,variable_mild,81.11,81.51,80,0,0,2,oil_process,none,46.36,72.96,1.014,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-31T18:32:41,81,306.54,306.54,1.988,8.079,4.065,2.839,,,61.73,62.62,,27.7,34.92,44.33,13/11/9,119.7,0.479,31.3,7.2,8.621,28.798,20.176,99.526,88.45,36.216,90.51,61.83,,0.235,0.2482,112.69,0.9944,normal,0.00107232,0.0,False,adhesive_wear,none,A_healthy,0.0092,0.0042,1.0,,80.74,138.07,32871.46,36855.2,23955.88,49754.52,weibull_regression,-3983.75,3988.18,5544.0,0.0003,0.0013,0.0135,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-10-08T14:08:47,2012-03-29T01:28:02,mixed,False,master_technician,False,32.0,,,none,none,143265.13,20564631.38,40341.78,7163.26,49.2,39909.3,7.07,99.982,77.99,3695.7,3.92,7.402,392,False,False,variable_mild,80.95,92.62,81,0,0,0,water,none,81.21,2.53,2.957,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-08-31T22:19:45,82,310.33,310.33,1.969,5.459,2.773,2.78,,,56.2,63.24,,27.7,35.54,42.91,13/11/9,81.7,0.416,27.0,6.9,1.517,12.978,11.462,109.681,89.34,35.149,89.63,63.82,,0.883,0.0451,77.68,1.0,normal,0.00211338,0.0,False,adhesive_wear,none,A_healthy,0.0094,0.0055,1.0,,261.89,147.38,32867.67,30099.64,19564.77,40634.51,particle_filter,2768.03,2524.02,5544.0,0.0003,0.0014,0.0135,1.935,29616.0,0.9999,1e-06,False,none,none,,,,,,2010-05-21T00:08:58,2011-08-02T23:01:25,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,24580.69,7163.26,26.15,39909.3,13.32,99.967,85.849,3695.7,3.92,1.913,392,False,False,variable_mild,89.99,92.58,82,0,0,0,steam,none,52.82,73.3,0.44,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-01T02:06:50,83,314.11,314.11,1.822,7.524,4.129,3.706,,,60.96,69.02,,27.7,41.32,44.4,14/12/10,177.6,0.409,27.6,8.0,6.849,14.389,7.54,100.345,87.04,36.541,90.32,64.83,,0.087,0.222,38.63,1.0,normal,0.00195805,0.0,False,adhesive_wear,none,A_healthy,0.0095,0.0,1.0,,85.67,149.33,32863.89,34931.4,22705.41,47157.39,lstm_sequence,-2067.52,1740.02,5544.0,0.0003,0.0014,0.0135,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-08-29T19:48:56,2012-01-21T05:48:24,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,48775.21,7163.26,48.25,39909.3,38.96,99.902,78.248,3695.7,3.92,1.07,392,False,False,variable_mild,87.84,77.29,83,0,0,0,oil_process,none,52.12,106.47,0.925,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-01T05:53:54,84,317.9,317.9,1.732,6.945,4.01,3.252,,,63.58,59.22,,27.7,31.51,45.19,14/12/10,58.5,0.415,13.8,3.7,2.142,10.842,8.699,101.65,86.86,34.129,91.35,65.53,,0.331,0.0035,113.5,0.9942,normal,0.00156014,0.0,False,adhesive_wear,none,A_healthy,0.0096,0.0,1.0,,175.33,165.44,32860.1,35293.25,22940.61,47645.89,kalman_filter,-2433.15,3118.28,5544.0,0.0003,0.0014,0.0136,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-09-06T12:31:23,2012-02-03T05:09:37,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,45762.16,7163.26,35.97,39909.3,8.48,99.979,84.739,3695.7,3.92,7.099,392,False,False,variable_mild,85.29,88.48,84,0,0,0,water,particulate_severe,73.59,6.15,0.083,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-01T09:40:58,85,321.68,321.68,2.15,5.942,2.764,3.116,,,56.41,63.04,,27.7,35.34,43.77,13/11/9,91.5,0.341,36.8,8.6,6.32,23.902,17.582,98.532,88.11,36.896,89.59,61.66,,0.629,0.0708,2.57,1.0,normal,0.0,0.0291,False,adhesive_wear,erosion,A_healthy,0.0097,0.0,1.0,,136.92,145.54,32856.32,31383.62,20399.35,42367.88,weibull_regression,1472.7,1322.45,5544.0,0.0003,0.0014,0.0136,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-06-17T05:29:31,2011-09-17T21:45:30,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,45429.57,7163.26,28.71,39909.3,19.35,99.952,87.944,3695.7,3.92,1.974,392,False,False,variable_mild,83.55,93.56,85,0,0,1,oil_hydraulic,water_ingress,54.33,25.64,0.955,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-01T13:28:02,86,325.47,325.47,2.073,7.698,3.713,3.04,,,57.79,64.1,,27.7,36.39,46.04,14/12/10,55.7,0.42,12.3,2.0,1.737,15.518,13.78,95.628,89.07,37.263,90.89,63.41,,0.275,0.0207,13.92,1.0,normal,0.00111989,0.0201,False,adhesive_wear,none,A_healthy,0.0098,0.0068,1.0,,146.08,161.62,32852.53,29793.84,19366.0,40221.69,weibull_regression,3058.69,3886.2,5544.0,0.0003,0.0014,0.0136,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-05-15T06:23:22,2011-07-23T18:14:06,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,50565.73,7163.26,56.25,39909.3,12.01,99.97,89.984,3695.7,3.92,6.583,392,False,False,variable_mild,96.14,74.11,86,1,0,0,gas_compressed_air,none,39.41,39.22,0.067,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-01T17:15:06,87,329.25,329.25,1.986,5.582,2.81,3.068,,,59.86,64.17,,27.7,36.47,43.38,14/12/10,131.5,0.411,62.8,15.7,5.602,22.28,16.678,103.124,88.21,35.547,89.36,66.93,,1.08,0.0161,114.4,0.9934,normal,-0.00132845,0.1089,False,adhesive_wear,erosion,A_healthy,0.0099,0.0,1.0,,323.43,149.82,32848.75,29895.64,19432.17,40359.12,physics_informed_nn,2953.1,3405.14,5544.0,0.0003,0.0014,0.0136,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-05-17T13:04:25,2011-07-27T12:32:56,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,48163.4,7163.26,28.5,39909.3,8.84,99.978,88.151,3695.7,3.92,6.046,392,False,False,variable_mild,89.43,75.74,87,0,0,1,oil_process,none,77.89,93.11,2.036,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-01T21:02:11,88,333.04,333.04,1.899,8.537,4.496,2.965,,,61.47,63.15,,27.7,35.44,46.54,14/12/10,121.9,0.363,11.0,2.8,6.301,10.108,3.807,100.242,88.84,33.915,89.36,63.98,,0.601,0.0418,257.67,0.9966,normal,-0.00067108,0.0365,False,adhesive_wear,none,A_healthy,0.01,0.0131,1.0,,100.64,154.63,32844.96,38016.27,24710.57,51321.96,physics_informed_nn,-5171.3,5600.03,5544.0,0.0003,0.0014,0.0137,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-11-02T21:10:14,2012-05-10T06:51:52,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,35038.21,7163.26,30.01,39909.3,16.03,99.96,85.253,3695.7,3.92,2.651,392,False,False,variable_mild,82.68,101.37,88,0,0,1,water,particulate_severe,53.32,204.15,1.72,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T00:49:15,89,336.82,336.82,1.555,5.358,3.445,2.964,,,60.7,61.71,,27.7,34.01,47.71,13/11/9,84.0,0.675,10.7,2.3,6.657,25.624,18.967,99.567,89.56,35.783,89.34,66.23,,0.743,0.0199,141.38,1.0,normal,0.00115752,0.0401,False,adhesive_wear,none,A_healthy,0.0102,0.0,1.0,,9.15,164.63,32841.18,30129.02,19583.86,40674.17,particle_filter,2712.16,2575.37,5544.0,0.0003,0.0014,0.0137,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-05-22T17:19:45,2011-08-05T02:29:06,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,39929.43,7163.26,23.12,39909.3,4.22,99.989,86.805,3695.7,3.92,2.483,392,False,False,variable_mild,77.52,69.71,89,0,0,1,water,particulate_mild,81.75,121.93,0.041,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T04:36:19,90,340.61,340.61,2.139,6.129,2.866,3.232,,,63.82,62.06,,27.7,34.36,46.28,14/12/10,50.5,0.336,93.3,15.9,8.317,25.645,17.328,105.145,88.02,34.296,90.56,62.64,,0.812,0.001,22.36,1.0,normal,0.0,0.0272,False,adhesive_wear,none,A_healthy,0.0103,0.009,1.0,,21.87,155.7,32837.39,27303.91,17747.54,36860.28,particle_filter,5533.48,4972.77,5544.0,0.0003,0.0014,0.0137,1.935,29616.0,0.9998,1e-06,False,none,none,,,,,,2010-03-25T00:33:41,2011-04-27T04:55:50,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,35252.96,7163.26,29.31,39909.3,17.09,99.957,79.904,3695.7,3.92,1.23,392,False,False,variable_mild,87.97,84.69,90,1,0,0,none,particulate_severe,65.57,42.69,1.319,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T08:23:23,91,344.39,344.39,2.229,8.675,3.892,3.18,,,62.78,67.75,,27.7,40.04,45.82,14/12/10,81.5,0.361,42.7,11.5,9.777,19.048,9.271,99.51,89.61,34.924,89.75,63.44,,0.19,0.0252,61.87,0.9939,normal,-0.00122877,0.0061,False,adhesive_wear,lubrication_starvation,A_healthy,0.0104,0.0,1.0,,183.87,141.33,32833.61,28304.36,18397.84,38210.89,lstm_sequence,4529.25,4639.57,5544.0,0.0003,0.0014,0.0137,1.935,29616.0,0.9998,1.01e-06,False,none,none,,,,,,2010-04-15T00:34:16,2011-06-01T19:05:53,mixed,False,journeyman,True,,,,none,none,143265.13,20564631.38,28273.91,7163.26,28.05,39909.3,7.68,99.981,79.973,3695.7,3.92,6.021,392,False,False,variable_mild,95.59,93.9,91,1,0,0,gas_compressed_air,particulate_mild,39.35,53.03,1.883,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T12:10:28,92,348.17,348.17,2.125,9.042,4.256,2.799,,,60.57,71.34,,27.7,43.63,46.54,13/11/9,67.8,0.393,19.4,3.7,2.194,19.395,17.201,91.556,88.58,35.104,90.26,65.48,,0.056,0.0683,12.68,0.9966,normal,0.00064237,0.0034,False,adhesive_wear,none,A_healthy,0.0105,0.0156,1.0,,35.52,143.24,32829.83,35471.98,23056.79,47887.17,physics_informed_nn,-2642.16,2339.1,5544.0,0.0003,0.0014,0.0138,1.935,29616.0,0.9998,1.03e-06,False,none,none,,,,,,2010-09-11T12:09:54,2012-02-10T19:21:30,mixed,False,master_technician,True,,,,none,none,143265.13,20564631.38,30557.71,7163.26,20.64,39909.3,30.41,99.924,85.486,3695.7,3.92,5.454,392,False,False,variable_mild,106.63,86.62,92,0,0,0,water,particulate_mild,32.05,27.7,6.721,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T15:57:32,93,351.96,351.96,2.02,7.344,3.635,2.472,,,58.92,61.33,,27.7,33.62,46.67,13/11/9,85.7,0.496,44.7,12.5,2.392,15.194,12.802,99.474,89.33,36.343,88.86,66.97,,0.097,0.0854,139.5,0.9913,normal,-0.00106812,0.0368,False,adhesive_wear,none,A_healthy,0.0106,0.0,1.0,,125.14,150.84,32826.04,27466.82,17853.43,37080.2,physics_informed_nn,5359.22,5858.94,5544.0,0.0003,0.0014,0.0138,1.935,29616.0,0.9998,1.04e-06,False,none,none,,,,,,2010-03-28T21:22:02,2011-05-03T10:45:10,mixed,False,journeyman,False,36.0,,,none,none,143265.13,20564631.38,60118.21,7163.26,24.83,39909.3,22.61,99.943,90.522,3695.7,3.92,6.625,392,False,False,variable_mild,76.85,93.42,93,0,0,1,oil_process,none,34.35,35.27,2.896,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T19:44:36,94,355.74,355.74,1.929,5.115,2.651,2.981,,,62.29,61.25,,27.7,33.55,44.17,13/11/9,78.1,0.747,9.4,2.3,2.871,17.62,14.749,99.545,88.9,36.444,91.1,61.88,,0.24,0.0481,154.76,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0107,0.0063,1.0,,145.86,154.55,32822.26,35493.16,23070.56,47915.77,xgboost_gradient,-2670.91,2921.73,5544.0,0.0003,0.0014,0.0138,1.935,29616.0,0.9998,1.05e-06,False,none,none,,,,,,2010-09-12T06:19:29,2012-02-11T20:55:54,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,56733.18,7163.26,24.05,39909.3,15.37,99.962,88.329,3695.7,3.92,5.644,392,False,False,variable_mild,76.26,86.43,94,0,0,0,oil_hydraulic,none,75.37,18.32,0.075,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-02T23:31:40,95,359.53,359.53,2.143,9.452,4.41,3.161,,,56.65,68.53,,27.7,40.83,48.21,14/12/10,61.0,0.306,76.7,8.3,1.518,15.339,13.821,106.642,87.63,36.559,91.31,65.01,,0.102,0.0867,244.49,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0108,0.0,1.0,,79.3,151.37,32818.47,27128.0,17633.2,36622.8,physics_informed_nn,5690.47,7366.06,5544.0,0.0003,0.0015,0.0139,1.935,29616.0,0.9998,1.06e-06,False,none,none,,,,,,2010-03-22T03:31:38,2011-04-21T18:19:37,mixed,False,journeyman,False,80.0,,,none,none,143265.13,20564631.38,36932.4,7163.26,29.47,39909.3,12.54,99.969,82.754,3695.7,3.92,7.267,392,False,False,variable_mild,93.69,72.57,95,0,0,0,oil_hydraulic,none,57.36,129.92,2.51,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-03T03:18:44,96,363.31,363.31,1.904,7.837,4.116,2.957,,,60.17,63.14,,27.7,35.43,43.64,14/12/10,123.5,0.345,24.2,2.6,2.683,8.907,6.224,101.607,90.02,37.183,91.05,65.98,,0.103,0.1444,14.42,1.0,normal,0.00122877,0.0,False,adhesive_wear,cavitation,A_healthy,0.011,0.0062,1.0,,292.99,154.42,32814.69,37325.65,24261.67,50389.63,xgboost_gradient,-4510.96,5118.85,5544.0,0.0003,0.0015,0.0139,1.935,29616.0,0.9998,1.07e-06,False,none,none,,,,,,2010-10-20T18:08:18,2012-04-17T02:06:59,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,46011.23,7163.26,27.63,39909.3,5.97,99.985,81.798,3695.7,3.92,5.818,392,False,False,variable_mild,74.43,90.51,96,1,0,3,oil_hydraulic,particulate_mild,83.91,27.7,1.112,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-03T07:05:49,97,367.1,367.1,2.26,9.019,3.99,2.608,,,59.73,68.94,,27.7,41.24,45.98,14/12/10,142.5,0.344,14.3,3.1,9.846,24.432,14.586,101.618,88.82,34.128,89.24,63.97,,0.127,0.0213,13.75,0.9898,normal,-0.00134758,0.0325,False,adhesive_wear,none,A_healthy,0.0111,0.0,1.0,,290.64,152.81,32810.9,35446.39,23040.15,47852.62,kalman_filter,-2635.49,3087.59,5544.0,0.0003,0.0015,0.0139,1.935,29616.0,0.9998,1.08e-06,False,none,none,,,,,,2010-09-11T18:17:28,2012-02-10T16:31:38,mixed,False,journeyman,False,58.0,,,none,none,143265.13,20564631.38,30431.61,7163.26,26.95,39909.3,4.71,99.988,91.986,3695.7,3.92,1.908,392,False,False,variable_mild,102.03,88.56,97,0,0,0,none,particulate_mild,81.75,26.49,0.91,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-03T10:52:53,98,370.88,370.88,2.094,7.125,3.403,3.11,,,61.14,68.4,,27.7,40.7,44.43,13/11/9,127.1,0.765,20.4,2.8,1.047,20.242,19.195,94.779,86.88,36.288,88.83,63.08,,0.345,0.0526,184.74,1.0,normal,0.0017392,0.0375,False,adhesive_wear,none,A_healthy,0.0112,0.0,1.0,,17.66,154.57,32807.12,26055.65,16936.17,35175.13,lstm_sequence,6751.47,8340.04,5544.0,0.0003,0.0015,0.0139,1.935,29616.0,0.9998,1.09e-06,False,none,none,,,,,,2010-02-28T06:42:21,2011-03-15T06:10:58,mixed,False,oem_certified,True,,,,none,none,143265.13,20564631.38,58660.28,7163.26,20.16,39909.3,17.8,99.955,80.576,3695.7,3.92,7.232,392,False,False,variable_mild,96.86,96.42,98,0,0,0,steam,none,38.47,52.82,2.606,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-03T14:39:57,99,374.67,374.67,2.041,6.094,2.987,2.719,,,59.31,60.89,,27.7,33.19,46.43,14/12/10,87.8,0.312,9.3,2.4,9.231,20.623,11.393,99.417,88.09,34.118,88.46,63.63,,0.713,0.1536,98.92,0.9954,normal,-0.00092477,0.0,False,adhesive_wear,none,A_healthy,0.0113,0.0,1.0,,244.31,138.54,32803.33,29292.48,19040.11,39544.85,lstm_sequence,3510.85,4045.19,5544.0,0.0003,0.0015,0.014,1.935,29616.0,0.9998,1.1e-06,False,none,none,,,,,,2010-05-06T20:54:21,2011-07-08T01:16:26,mixed,False,specialist,False,64.0,,,none,none,143265.13,20564631.38,40624.59,7163.26,36.34,39909.3,13.84,99.965,85.159,3695.7,3.92,7.158,392,False,False,variable_mild,73.6,90.54,99,0,0,1,oil_process,none,28.59,116.79,2.843,,,standard
ASSET-000011,compressor,high,Delta Reliability Systems,MDL-9833-B,2008-08-19,33178.0,1800.0,88.43462517343912,indoor_controlled,automotive,FAC-377,LINE-L,active_standby,2008-09-03T18:27:01,100,378.45,378.45,2.191,7.853,3.584,3.265,,,63.15,64.68,,27.7,36.98,47.67,14/12/10,114.3,0.465,20.4,3.4,1.463,8.188,6.726,93.896,88.9,36.527,91.23,61.76,,0.425,0.0047,7.43,0.9914,normal,-0.00172191,0.0041,False,adhesive_wear,none,A_healthy,0.0114,0.0,1.0,,150.66,150.52,32799.55,28853.6,18754.84,38952.36,particle_filter,3945.95,4753.29,5544.0,0.0003,0.0015,0.014,1.935,29616.0,0.9998,1.11e-06,False,none,none,,,,,,2010-04-27T21:15:02,2011-06-22T16:00:38,mixed,False,specialist,True,,,,none,none,143265.13,20564631.38,44043.73,7163.26,25.7,39909.3,13.21,99.967,89.391,3695.7,3.92,3.375,392,False,False,variable_mild,88.62,92.46,100,0,0,0,water,none,59.2,16.53,0.461,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-18T08:08:52,1,8.15,8.15,1.727,7.499,4.343,3.205,,,63.15,57.13,,23.24,33.89,45.35,14/12/10,60.0,0.356,9.1,2.6,8.048,22.872,14.824,92.369,67.53,27.851,89.1,66.65,,0.56,0.0467,130.48,0.9922,normal,0.0,0.0366,False,contamination,none,A_healthy,0.002,0.0008,1.0,,203.81,148.65,3992.85,4247.83,2761.09,5734.57,particle_filter,-254.98,286.55,379.0,0.0002,0.0015,0.0164,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-14T20:03:46,2022-04-17T18:48:11,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,36301.99,9754.57,48.33,45571.45,6.31,99.986,84.947,252.3,2.1,2.802,210,False,False,variable_heavy,68.46,73.46,1,0,0,0,gas_compressed_air,none,81.17,3.4,2.805,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-18T16:17:45,2,16.3,16.3,2.052,7.501,3.656,3.39,,,62.76,56.01,,23.24,32.77,43.76,13/11/9,58.8,0.376,8.5,1.9,1.496,14.2,12.704,103.716,66.4,27.713,90.64,62.53,,0.479,0.0016,280.79,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0041,0.0016,1.0,,11.16,163.01,3984.7,3502.91,2276.89,4728.93,lstm_sequence,481.79,536.91,379.0,0.0003,0.0016,0.0165,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-01-30T15:45:08,2022-03-22T17:46:18,mixed,False,journeyman,False,87.0,,,none,none,195091.34,4700720.21,53031.42,9754.57,21.36,45571.45,9.23,99.98,84.724,252.3,2.1,1.965,210,False,False,variable_heavy,54.31,87.15,2,0,0,0,oil_hydraulic,none,53.68,49.14,0.44,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-19T00:26:37,3,24.44,24.44,1.973,6.426,3.256,2.831,,,56.66,53.24,,23.24,30.0,48.12,14/12/10,87.5,0.387,10.6,1.5,8.332,16.653,8.321,97.011,65.81,26.151,90.62,65.82,,1.086,0.0058,53.7,1.0,normal,0.0,0.0535,False,contamination,none,A_healthy,0.0061,0.0127,1.0,,87.88,140.44,3976.56,4375.46,2844.05,5906.87,kalman_filter,-398.9,504.58,379.0,0.0003,0.0016,0.0165,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-18T04:10:26,2022-04-22T23:35:07,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,74313.24,9754.57,42.36,45571.45,7.81,99.983,89.186,252.3,2.1,3.002,210,False,False,variable_heavy,67.18,82.28,3,0,0,0,gas_compressed_air,none,35.61,22.12,0.071,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-19T08:35:30,4,32.59,32.59,2.296,8.882,3.868,3.112,,,62.67,53.58,,23.24,30.33,47.98,13/11/9,108.1,0.357,48.8,8.2,3.778,15.699,11.921,100.241,65.83,25.942,89.37,62.96,,0.063,0.1166,72.75,0.9954,normal,-0.00114021,0.0,False,contamination,none,A_healthy,0.0081,0.0117,1.0,,244.94,138.91,3968.41,4275.75,2779.24,5772.26,lstm_sequence,-307.34,287.84,379.0,0.0003,0.0016,0.0166,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-16T10:27:53,2022-04-19T18:58:34,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,60076.92,9754.57,34.36,45571.45,18.68,99.959,78.113,252.3,2.1,6.286,210,False,False,variable_heavy,57.16,87.32,4,0,0,0,water,none,28.97,47.51,1.071,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-19T16:44:22,5,40.74,40.74,2.055,5.658,2.754,3.035,,,58.58,54.56,,23.24,31.32,45.3,13/11/9,108.7,0.324,7.6,1.5,4.009,14.769,10.761,93.949,65.51,25.94,91.27,65.02,,0.682,0.0034,99.83,0.9915,normal,-0.0016921,0.0093,False,contamination,electrical_pitting,A_healthy,0.0102,0.0,1.0,,118.97,147.01,3960.26,3292.86,2140.36,4445.37,particle_filter,667.4,818.56,379.0,0.0003,0.0016,0.0167,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-01-27T07:10:18,2022-03-16T07:40:27,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,51085.82,9754.57,50.9,45571.45,21.64,99.953,83.78,252.3,2.1,5.175,210,False,False,variable_heavy,64.48,78.21,5,0,0,0,oil_hydraulic,particulate_mild,54.48,12.8,0.668,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-20T00:53:15,6,48.89,48.89,1.84,8.228,4.472,2.699,,,58.78,52.68,,23.24,29.44,42.55,14/12/10,133.0,0.333,37.9,6.5,1.971,14.859,12.888,103.857,67.62,27.998,89.03,62.47,,0.094,0.0495,85.86,0.9891,normal,-0.00060846,0.0222,False,contamination,abrasive_wear,A_healthy,0.0122,0.0047,1.0,,155.35,137.08,3952.11,3552.23,2308.95,4795.51,lstm_sequence,399.88,466.67,379.0,0.0003,0.0017,0.0168,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-02T01:00:08,2022-03-25T20:16:57,mixed,False,oem_certified,True,,,,none,none,195091.34,4700720.21,90431.23,9754.57,40.38,45571.45,6.92,99.985,88.381,252.3,2.1,2.447,210,False,False,variable_heavy,69.92,82.7,6,0,0,0,water,particulate_severe,57.15,35.61,1.923,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-20T09:02:07,7,57.04,57.04,2.063,7.252,3.515,2.707,,,60.99,56.98,,23.24,33.74,44.2,14/12/10,107.6,0.362,20.0,3.7,8.332,19.153,10.821,106.283,67.65,27.708,88.77,67.43,,0.112,0.0388,48.03,0.9955,normal,-0.00090941,0.0165,False,contamination,none,A_healthy,0.0143,0.0,1.0,,56.29,149.04,3943.96,4239.22,2755.5,5722.95,lstm_sequence,-295.26,276.68,379.0,0.0003,0.0017,0.0168,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-16T16:38:52,2022-04-19T12:22:34,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,40450.22,9754.57,55.68,45571.45,12.03,99.974,86.969,252.3,2.1,5.665,210,False,False,variable_heavy,68.92,86.77,7,0,0,0,water,none,59.6,121.18,3.938,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-20T17:11:00,8,65.18,65.18,2.236,9.88,4.419,3.138,,,63.23,57.22,,23.24,33.98,45.33,13/11/9,94.5,0.52,28.4,5.3,5.364,24.617,19.253,101.933,66.31,26.058,91.66,65.61,,0.426,0.0542,35.05,0.9892,normal,-0.00216237,0.0,False,contamination,none,A_healthy,0.0163,0.0054,1.0,,117.57,155.62,3935.82,4140.18,2691.12,5589.25,lstm_sequence,-204.37,262.24,379.0,0.0003,0.0017,0.0169,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-14T23:16:30,2022-04-16T08:20:21,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,80938.12,9754.57,40.9,45571.45,10.29,99.977,84.775,252.3,2.1,4.728,210,False,False,variable_heavy,76.23,79.31,8,0,0,0,water,none,65.17,141.14,1.21,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-21T01:19:52,9,73.33,73.33,2.061,5.835,2.832,3.135,,,55.09,53.02,,23.24,29.78,47.78,13/11/9,107.3,0.418,6.4,1.4,5.816,12.418,6.602,91.592,67.05,26.758,89.69,66.96,,0.419,0.0305,92.19,0.9947,normal,-0.00014923,0.0183,False,contamination,none,A_healthy,0.0183,0.0,1.0,,148.88,137.92,3927.67,4415.23,2869.9,5960.56,physics_informed_nn,-487.56,487.33,379.0,0.0003,0.0018,0.017,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-21T00:56:52,2022-04-26T10:16:46,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,50130.18,9754.57,31.37,45571.45,13.27,99.971,88.939,252.3,2.1,1.471,210,False,False,variable_heavy,60.51,92.54,9,0,0,0,none,particulate_severe,54.29,47.89,2.063,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-21T09:28:45,9,81.48,81.48,1.812,7.224,3.985,3.76,,,61.6,57.24,,23.24,34.0,45.13,14/12/10,101.6,0.349,15.2,2.8,1.412,9.724,8.312,102.495,66.42,27.278,88.38,67.09,,0.804,0.0638,208.55,0.9861,normal,-0.0010866,0.0117,False,contamination,none,A_healthy,0.0204,0.0139,1.0,,224.71,152.02,3919.52,3626.46,2357.2,4895.72,physics_informed_nn,293.07,324.67,379.0,0.0003,0.0018,0.0171,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-02-04T22:42:25,2022-03-29T19:57:59,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,69319.56,9754.57,44.89,45571.45,10.52,99.977,88.541,252.3,2.1,7.881,210,False,False,variable_heavy,78.36,80.23,9,0,0,0,steam,particulate_mild,69.18,26.85,1.276,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-21T17:37:38,10,89.63,89.63,2.221,5.948,2.678,3.069,,,59.15,59.87,,23.24,36.63,43.66,14/12/10,117.6,0.383,14.2,2.6,6.964,12.707,5.742,99.134,65.97,25.149,89.54,65.58,,0.662,0.1016,0.4,0.9825,normal,-0.00133185,0.0627,False,contamination,corrosion_fatigue,A_healthy,0.0224,0.0,1.0,,420.76,149.49,3911.37,3270.07,2125.54,4414.59,xgboost_gradient,641.3,774.07,379.0,0.0004,0.0018,0.0171,1.705,32484.0,1.0,1e-06,False,none,none,,,,,,2022-01-28T20:39:41,2022-03-17T13:11:08,mixed,False,oem_certified,True,,,,none,none,195091.34,4700720.21,47915.97,9754.57,59.31,45571.45,7.05,99.985,79.659,252.3,2.1,1.536,210,False,False,variable_heavy,66.68,84.35,10,0,0,0,oil_hydraulic,none,40.77,133.91,5.555,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-22T01:46:30,11,97.78,97.78,1.714,4.969,2.9,3.487,,,60.01,52.87,,23.24,29.63,45.85,14/12/10,71.4,0.588,14.0,2.4,6.06,7.642,1.581,92.812,66.08,26.669,89.81,62.14,,0.321,0.0779,10.85,0.9925,normal,-0.00058236,0.0,False,contamination,none,A_healthy,0.0244,0.0,1.0,,94.98,161.91,3903.22,3217.58,2091.43,4343.73,physics_informed_nn,685.65,689.99,379.0,0.0004,0.0018,0.0172,1.705,32484.0,0.9999,1e-06,False,none,none,,,,,,2022-01-28T02:33:49,2022-03-16T00:42:56,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,92017.02,9754.57,38.85,45571.45,11.54,99.975,85.926,252.3,2.1,2.305,210,False,False,variable_heavy,59.38,82.27,11,0,0,0,steam,chemical_contamination,57.44,90.36,3.205,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-22T09:55:23,12,105.92,105.92,2.303,7.648,3.321,3.118,,,56.03,55.0,,23.24,31.76,47.0,13/11/9,176.8,0.404,28.4,7.4,4.436,12.423,7.987,108.645,67.16,26.513,89.22,61.42,,0.42,0.0018,3.23,1.0,normal,0.00216237,0.0,False,contamination,none,A_healthy,0.0265,0.0079,1.0,,73.59,143.74,3895.08,3680.76,2392.49,4969.02,weibull_regression,214.32,255.4,379.0,0.0004,0.0019,0.0173,1.705,32484.0,0.9999,1e-06,False,none,none,,,,,,2022-02-07T02:18:06,2022-04-01T18:34:01,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,33432.33,9754.57,59.79,45571.45,12.59,99.972,79.051,252.3,2.1,1.285,210,False,False,variable_heavy,61.73,100.81,12,0,0,0,none,particulate_mild,81.69,74.83,6.743,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-22T18:04:15,13,114.07,114.07,2.065,5.671,2.746,2.738,,,59.17,60.19,,23.24,36.95,46.29,14/12/10,80.9,0.353,20.4,3.5,5.628,15.816,10.187,97.808,67.12,25.949,90.67,64.46,,0.871,0.0208,148.44,0.9867,normal,-0.00160535,0.0,False,contamination,none,A_healthy,0.0285,0.0253,1.0,,253.12,138.91,3886.93,4276.81,2779.93,5773.69,physics_informed_nn,-389.88,424.51,379.0,0.0004,0.0019,0.0173,1.705,32484.0,0.9999,1e-06,False,none,none,,,,,,2022-02-19T20:28:30,2022-04-23T05:21:28,mixed,False,specialist,False,21.0,,,none,none,195091.34,4700720.21,40041.47,9754.57,54.69,45571.45,78.63,99.828,84.945,252.3,2.1,6.892,210,False,False,variable_heavy,68.21,72.4,13,0,0,0,none,none,36.95,11.99,0.862,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-23T02:13:08,14,122.22,122.22,2.106,7.639,3.627,2.99,,,55.12,55.02,,23.24,31.78,47.2,13/11/9,577.2,0.359,13.2,3.0,3.527,8.384,4.857,98.358,66.02,25.336,88.81,64.29,,0.592,0.015,1.15,0.983,normal,-0.00062386,0.0228,False,contamination,none,A_healthy,0.0305,0.0108,1.0,,403.46,146.72,3878.78,3704.28,2407.78,5000.77,xgboost_gradient,174.5,146.99,379.0,0.0004,0.0019,0.0174,1.705,32484.0,0.9999,1.03e-06,False,none,none,,,,,,2022-02-08T06:21:25,2022-04-03T06:51:14,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,74992.97,9754.57,45.23,45571.45,9.29,99.98,89.964,252.3,2.1,1.148,210,False,False,variable_heavy,64.17,88.4,14,0,0,0,oil_hydraulic,chemical_contamination,74.16,32.0,0.084,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-23T10:22:00,15,130.37,130.37,2.387,6.026,2.525,3.848,,,66.71,52.95,,23.24,29.71,45.49,14/12/10,143.8,0.346,75.1,7.7,9.575,19.223,9.648,94.539,65.95,27.689,89.28,63.41,,0.738,0.0102,3.45,0.9984,normal,0.00318754,0.0236,False,contamination,none,A_healthy,0.0326,0.0194,1.0,,43.43,145.08,3870.63,3055.33,1985.97,4124.7,xgboost_gradient,815.3,737.89,379.0,0.0004,0.0019,0.0175,1.705,32484.0,0.9999,1.07e-06,False,none,none,,,,,,2022-01-26T02:02:03,2022-03-11T15:24:05,mixed,False,journeyman,False,40.0,,,none,none,195091.34,4700720.21,46060.29,9754.57,52.37,45571.45,6.08,99.987,85.871,252.3,2.1,5.919,210,False,False,variable_heavy,62.59,78.03,15,0,0,0,oil_process,particulate_mild,88.28,43.9,0.84,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-23T18:30:53,16,138.51,138.51,2.193,8.536,3.893,2.694,,,60.17,53.45,,23.24,30.21,48.41,13/11/9,90.1,0.306,18.3,5.4,6.818,16.137,9.319,100.864,68.33,27.819,90.99,67.44,,0.394,0.0172,46.52,0.9988,normal,0.00125306,0.0,False,contamination,none,A_healthy,0.0346,0.0166,1.0,,66.73,140.41,3862.49,3306.65,2149.32,4463.98,particle_filter,555.83,500.18,379.0,0.0004,0.0019,0.0176,1.705,32484.0,0.9999,1.12e-06,False,none,none,,,,,,2022-01-31T15:50:27,2022-03-20T21:10:10,mixed,False,master_technician,False,41.0,,,none,none,195091.34,4700720.21,70190.31,9754.57,40.6,45571.45,5.47,99.988,85.317,252.3,2.1,7.68,210,False,False,variable_heavy,64.76,74.08,16,0,0,0,steam,particulate_severe,28.84,11.15,6.243,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-24T02:39:45,17,146.66,146.66,1.856,5.826,3.138,3.213,,,56.61,54.47,,23.24,31.23,46.0,14/12/10,68.5,0.37,34.4,4.4,3.662,9.76,6.098,100.268,64.64,27.029,89.17,66.14,,0.097,0.0037,225.04,1.0,normal,0.0,0.0146,False,contamination,none,A_healthy,0.0367,0.0,1.0,,119.15,165.2,3854.34,3450.76,2243.0,4658.53,physics_informed_nn,403.57,449.08,379.0,0.0004,0.002,0.0176,1.705,32484.0,0.9999,1.17e-06,False,none,none,,,,,,2022-02-04T00:02:38,2022-03-26T07:48:39,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,59741.71,9754.57,55.1,45571.45,17.19,99.962,82.833,252.3,2.1,3.027,210,False,False,variable_heavy,63.82,79.65,17,0,0,0,water,particulate_mild,34.14,26.06,0.692,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-24T10:48:38,18,154.81,154.81,2.106,7.353,3.492,2.296,,,62.1,57.93,,23.24,34.69,47.41,13/11/9,99.4,0.356,46.4,11.3,4.784,14.95,10.166,107.858,66.08,26.669,91.14,63.44,,0.354,0.0209,41.43,1.0,normal,0.00266675,0.0042,False,contamination,none,A_healthy,0.0387,0.0089,1.0,,69.66,168.56,3846.19,4032.12,2620.88,5443.36,particle_filter,-185.93,218.06,379.0,0.0004,0.002,0.0177,1.705,32484.0,0.9999,1.21e-06,False,none,none,,,,,,2022-02-16T10:52:16,2022-04-16T06:06:49,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,40879.43,9754.57,39.75,45571.45,6.57,99.986,86.67,252.3,2.1,5.63,210,False,False,variable_heavy,67.98,96.1,18,0,0,0,none,none,60.07,23.52,2.63,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-24T18:57:30,19,162.96,162.96,1.933,7.652,3.959,2.781,,,55.2,57.91,,23.24,34.67,47.24,13/11/9,113.2,0.332,16.6,3.9,7.395,25.596,18.202,98.158,67.06,25.701,90.58,65.95,,0.714,0.0876,161.46,0.999,normal,0.00321207,0.0096,False,contamination,none,A_healthy,0.0407,0.0132,1.0,,89.54,144.06,3838.04,4408.11,2865.27,5950.95,weibull_regression,-570.07,606.2,379.0,0.0004,0.002,0.0178,1.705,32484.0,0.9999,1.26e-06,False,none,none,,,,,,2022-02-24T15:00:44,2022-04-29T21:51:00,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,73018.91,9754.57,25.67,45571.45,12.68,99.972,85.822,252.3,2.1,5.124,210,False,False,variable_heavy,72.08,79.31,19,0,0,0,oil_process,none,38.74,72.2,1.206,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-25T03:06:23,20,171.11,171.11,1.938,8.586,4.431,3.735,,,56.42,58.28,,23.24,35.04,47.95,13/11/9,386.6,0.33,11.4,1.4,7.163,23.09,15.927,95.619,67.35,25.614,87.31,65.26,,1.963,0.0051,12.19,0.9915,normal,-0.00138121,0.0154,False,contamination,none,A_healthy,0.0428,0.0127,1.0,,103.56,168.08,3829.89,3230.63,2099.91,4361.35,particle_filter,599.27,570.01,379.0,0.0005,0.002,0.0178,1.705,32484.0,0.9999,1.3e-06,False,none,none,,,,,,2022-01-31T10:25:13,2022-03-19T13:08:24,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,97102.66,9754.57,36.21,45571.45,12.29,99.973,85.297,252.3,2.1,1.054,210,False,False,variable_heavy,71.27,83.9,20,0,0,0,steam,none,87.49,120.59,0.858,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-25T11:15:16,21,179.25,179.25,2.182,8.847,4.055,2.91,,,61.8,49.94,,23.24,26.7,48.23,14/12/10,89.8,0.37,13.7,1.5,9.22,15.298,6.077,103.176,65.9,26.72,91.05,63.46,,0.224,0.0614,214.84,0.9846,normal,-0.00284662,0.0,False,contamination,contamination,A_healthy,0.0448,0.0275,1.0,,197.79,145.44,3821.75,3273.3,2127.65,4418.96,xgboost_gradient,548.44,678.32,379.0,0.0005,0.0021,0.0179,1.705,32484.0,0.9999,1.34e-06,False,none,none,,,,,,2022-02-01T15:54:20,2022-03-21T09:33:41,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,63548.44,9754.57,56.13,45571.45,14.79,99.968,87.292,252.3,2.1,2.004,210,False,False,variable_heavy,54.27,80.26,21,0,0,0,gas_compressed_air,none,57.25,30.72,6.114,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-25T19:24:08,22,187.4,187.4,2.289,8.791,3.841,3.045,,,61.05,52.8,,23.24,29.56,44.59,14/12/10,68.4,0.758,42.1,10.7,8.166,13.404,5.237,96.915,66.31,26.428,89.86,69.97,,0.599,0.0178,94.98,0.9961,normal,-0.0007822,0.0098,False,contamination,electrical_pitting,A_healthy,0.0468,0.0219,1.0,,63.68,147.19,3813.6,3307.55,2149.91,4465.2,weibull_regression,506.04,624.83,379.0,0.0005,0.0021,0.018,1.705,32484.0,0.9998,1.39e-06,False,none,none,,,,,,2022-02-02T17:10:44,2022-03-22T22:49:21,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,82091.01,9754.57,31.32,45571.45,26.31,99.942,85.105,252.3,2.1,6.926,210,False,False,variable_heavy,67.09,88.32,22,0,0,0,gas_compressed_air,chemical_contamination,34.5,15.81,2.064,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-26T03:33:01,23,195.55,195.55,2.158,5.744,2.661,3.046,,,57.39,55.63,,23.24,32.39,44.77,13/11/9,158.4,0.32,13.9,3.3,7.241,19.207,11.967,91.507,66.65,27.949,90.94,67.24,,0.264,0.0063,63.26,1.0,normal,0.0,0.0159,False,contamination,none,A_healthy,0.0489,0.0108,1.0,,61.86,155.39,3805.45,3435.34,2232.97,4637.71,physics_informed_nn,370.11,306.96,379.0,0.0005,0.0021,0.018,1.705,32484.0,0.9998,1.43e-06,False,none,none,,,,,,2022-02-05T17:13:15,2022-03-27T19:35:25,mixed,False,master_technician,False,57.0,,,none,none,195091.34,4700720.21,60274.4,9754.57,56.14,45571.45,8.22,99.982,81.618,252.3,2.1,6.322,210,False,False,variable_heavy,64.82,82.39,23,0,0,0,oil_hydraulic,none,73.37,43.81,0.775,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-26T11:41:53,24,203.7,203.7,1.924,5.237,2.722,3.254,,,61.47,51.49,,23.24,28.25,45.3,14/12/10,101.8,0.386,45.3,6.9,6.917,17.724,10.807,99.79,67.46,28.314,89.63,64.04,,0.229,0.0416,235.18,0.9871,normal,-0.00238874,0.0,False,contamination,none,A_healthy,0.0509,0.0096,1.0,,174.02,148.9,3797.3,4119.26,2677.52,5561.01,kalman_filter,-321.96,284.75,379.0,0.0005,0.0021,0.0181,1.705,32484.0,0.9998,1.47e-06,False,none,none,,,,,,2022-02-20T07:19:47,2022-04-21T09:04:18,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,77399.06,9754.57,30.86,45571.45,10.52,99.977,85.176,252.3,2.1,4.682,210,False,False,variable_heavy,58.82,85.15,24,0,0,0,oil_hydraulic,none,40.44,68.9,1.573,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-26T19:50:46,25,211.85,211.85,1.77,7.843,4.43,3.19,,,59.16,53.8,,23.24,30.56,47.32,13/11/9,65.3,0.425,22.1,3.2,7.489,10.19,2.701,107.98,66.64,27.314,89.64,67.13,,0.528,0.0431,31.36,0.9821,normal,-0.00187655,0.009,False,contamination,none,A_healthy,0.0529,0.0221,1.0,,257.8,154.87,3789.15,3549.29,2307.04,4791.54,xgboost_gradient,239.87,278.59,379.0,0.0005,0.0022,0.0182,1.705,32484.0,0.9998,1.51e-06,False,none,none,,,,,,2022-02-08T18:29:19,2022-04-01T12:44:18,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,38370.23,9754.57,37.93,45571.45,11.66,99.974,92.777,252.3,2.1,3.912,210,False,False,variable_heavy,65.25,81.8,25,0,0,0,gas_compressed_air,particulate_mild,60.48,17.5,0.168,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-27T03:59:38,26,219.99,219.99,1.858,6.994,3.765,3.185,,,62.1,59.15,,23.24,35.91,45.86,13/11/9,114.7,0.491,10.3,1.3,5.8,17.978,12.178,100.185,64.22,25.863,88.5,66.98,,0.228,0.0202,11.96,0.9828,normal,-0.00034905,0.0412,False,contamination,none,A_healthy,0.055,0.0061,1.0,,176.21,148.11,3781.01,3268.66,2124.63,4412.69,particle_filter,512.35,453.72,379.0,0.0005,0.0022,0.0182,1.705,32484.0,0.9998,1.55e-06,False,none,none,,,,,,2022-02-03T06:19:23,2022-03-22T22:21:12,mixed,False,oem_certified,True,,,,none,none,195091.34,4700720.21,81920.85,9754.57,34.74,45571.45,20.95,99.954,82.478,252.3,2.1,6.368,210,False,False,variable_heavy,65.68,91.65,26,0,1,0,gas_compressed_air,particulate_mild,20.5,14.92,0.9,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-27T12:08:31,27,228.14,228.14,2.288,6.483,2.834,2.837,,,53.85,56.42,,23.24,33.18,45.16,13/11/9,116.8,0.403,39.7,6.5,9.45,24.598,15.147,92.989,67.16,27.756,90.91,65.08,,0.691,0.0079,667.85,0.978,normal,-0.00362315,0.0041,False,contamination,none,A_healthy,0.057,0.0388,1.0,,318.53,141.64,3772.86,4368.5,2839.53,5897.48,physics_informed_nn,-595.64,558.04,379.0,0.0005,0.0022,0.0183,1.705,32484.0,0.9998,1.59e-06,False,none,none,,,,,,2022-02-26T12:23:35,2022-05-01T05:22:08,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,77576.08,9754.57,46.46,45571.45,11.56,99.975,84.773,252.3,2.1,3.314,210,False,False,variable_heavy,60.27,79.26,27,0,0,0,oil_hydraulic,particulate_severe,84.65,264.39,0.247,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-27T20:17:23,28,236.29,236.29,1.992,6.812,3.42,3.431,,,66.55,57.96,,23.24,34.72,47.24,13/11/9,111.1,0.373,13.3,2.3,8.724,18.231,9.507,105.238,66.76,26.486,90.05,66.73,,0.174,0.0074,26.19,0.9871,normal,-0.00258888,0.0443,False,contamination,none,A_healthy,0.0591,0.0123,1.0,,187.74,148.01,3764.71,3529.83,2294.39,4765.27,lstm_sequence,234.88,268.06,379.0,0.0005,0.0022,0.0184,1.705,32484.0,0.9998,1.63e-06,False,none,none,,,,,,2022-02-09T09:12:14,2022-04-01T20:38:37,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,79843.42,9754.57,50.25,45571.45,7.82,99.983,88.107,252.3,2.1,3.169,210,False,False,variable_heavy,66.53,75.76,28,0,0,0,gas_compressed_air,none,82.9,23.32,1.068,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-28T04:26:16,29,244.44,244.44,1.827,4.634,2.537,3.14,,,62.18,51.98,,23.24,28.74,45.78,14/12/10,79.2,0.329,24.3,5.4,8.159,27.542,19.383,98.721,66.97,26.038,88.81,64.07,,1.683,0.0151,65.42,0.9904,normal,0.00065551,0.0188,False,contamination,none,A_healthy,0.0611,0.013,1.0,,96.55,153.75,3756.56,3972.12,2581.88,5362.36,xgboost_gradient,-215.56,245.33,379.0,0.0005,0.0022,0.0185,1.705,32484.0,0.9998,1.67e-06,False,none,none,,,,,,2022-02-18T22:29:52,2022-04-17T20:44:24,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,42675.48,9754.57,57.9,45571.45,12.32,99.973,90.051,252.3,2.1,2.033,210,False,False,variable_heavy,63.08,78.22,29,0,0,0,steam,none,42.21,83.9,0.114,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-28T12:35:08,30,252.59,252.59,2.009,6.725,3.347,2.833,,,63.53,52.97,,23.24,29.73,47.64,13/11/9,67.2,0.402,27.0,3.7,7.949,26.952,19.003,107.488,67.61,27.842,89.75,64.89,,0.132,0.0337,29.78,0.9871,normal,0.00099163,0.0186,False,contamination,none,A_healthy,0.0631,0.0296,1.0,,418.63,138.15,3748.41,4231.79,2750.66,5712.91,weibull_regression,-483.37,601.67,379.0,0.0005,0.0023,0.0185,1.705,32484.0,0.9997,1.71e-06,False,none,none,,,,,,2022-02-24T16:28:45,2022-04-27T09:36:17,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,39921.15,9754.57,29.96,45571.45,10.75,99.976,81.48,252.3,2.1,1.353,210,False,False,variable_heavy,67.37,77.26,30,0,0,0,oil_hydraulic,none,59.33,14.87,1.704,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-28T20:44:01,31,260.73,260.73,1.847,5.284,2.86,2.695,,,61.49,56.64,,23.24,33.4,45.58,13/11/9,62.2,0.309,16.6,4.4,5.063,10.934,5.872,91.878,67.89,26.699,89.77,66.43,,0.365,0.0292,153.67,1.0,normal,0.00343438,0.0145,False,contamination,none,A_healthy,0.0652,0.0103,1.0,,26.94,155.9,3740.27,4457.37,2897.29,6017.46,xgboost_gradient,-717.11,879.27,379.0,0.0005,0.0023,0.0186,1.705,32484.0,0.9997,1.75e-06,False,none,none,,,,,,2022-03-01T17:25:16,2022-05-05T17:30:08,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,76934.01,9754.57,33.26,45571.45,18.39,99.96,79.71,252.3,2.1,4.035,210,False,False,variable_heavy,62.8,85.18,31,0,0,0,steam,particulate_mild,64.49,14.58,2.127,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-29T04:52:54,32,268.88,268.88,2.312,10.005,4.327,3.085,,,62.44,56.11,,23.24,32.87,43.99,14/12/10,105.7,0.389,16.5,2.1,2.42,22.319,19.899,99.062,67.14,26.041,87.45,65.35,,0.276,0.0693,9.61,0.97,normal,-0.00159442,0.0,False,contamination,lubrication_starvation,A_healthy,0.0672,0.0053,1.0,,482.29,132.57,3732.12,3226.49,2097.22,4355.77,physics_informed_nn,505.62,495.85,379.0,0.0006,0.0023,0.0187,1.705,32484.0,0.9997,1.79e-06,False,none,none,,,,,,2022-02-04T10:07:42,2022-03-23T11:24:04,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,68773.48,9754.57,53.53,45571.45,20.54,99.955,83.349,252.3,2.1,4.093,210,False,False,variable_heavy,60.11,57.56,32,0,0,0,water,particulate_severe,57.85,12.64,3.86,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-29T13:01:46,33,277.03,277.03,2.198,9.977,4.538,2.763,,,57.72,56.76,,23.24,33.52,45.27,14/12/10,62.9,0.371,24.9,6.0,7.456,11.595,4.139,100.047,65.45,26.675,90.18,66.57,,0.327,0.061,31.51,0.9899,normal,0.00056939,0.0,False,contamination,electrical_pitting,A_healthy,0.0692,0.0215,1.0,,326.32,152.02,3723.97,3370.39,2190.76,4550.03,xgboost_gradient,353.58,325.67,379.0,0.0006,0.0023,0.0187,1.705,32484.0,0.9997,1.83e-06,False,none,none,,,,,,2022-02-07T18:13:33,2022-03-28T21:51:47,mixed,False,journeyman,False,71.0,,,none,none,195091.34,4700720.21,56716.31,9754.57,52.25,45571.45,13.64,99.97,83.645,252.3,2.1,6.248,210,False,False,variable_heavy,65.1,68.13,33,0,0,0,gas_compressed_air,chemical_contamination,46.79,46.15,2.825,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-29T21:10:39,34,285.18,285.18,1.882,7.064,3.753,2.959,,,54.79,55.22,,23.24,31.98,49.56,13/11/9,53.6,0.482,25.6,4.1,2.084,8.066,5.982,96.278,67.08,25.679,88.57,63.15,,0.587,0.0039,68.95,1.0,normal,0.00192372,0.0286,False,contamination,none,A_healthy,0.0713,0.0432,1.0,,93.56,156.8,3715.82,4083.8,2654.47,5513.13,xgboost_gradient,-367.98,444.41,379.0,0.0006,0.0024,0.0188,1.705,32484.0,0.9997,1.86e-06,False,none,none,,,,,,2022-02-22T23:04:44,2022-04-23T12:24:35,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,42124.9,9754.57,53.69,45571.45,12.39,99.973,89.809,252.3,2.1,4.744,210,False,False,variable_heavy,65.89,82.84,34,1,0,0,gas_compressed_air,none,66.0,3.4,0.209,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-30T05:19:31,35,293.33,293.33,1.89,7.984,4.226,2.594,,,59.2,55.87,,23.24,32.63,46.14,13/11/9,99.7,0.4,88.0,11.7,8.83,23.397,14.567,95.752,66.67,25.86,89.0,64.65,,0.2,0.0083,276.45,0.9807,normal,-0.00127967,0.0,False,contamination,none,A_healthy,0.0733,0.0366,1.0,,222.48,153.52,3707.67,4120.82,2678.53,5563.11,lstm_sequence,-413.15,518.66,379.0,0.0006,0.0024,0.0189,1.705,32484.0,0.9997,1.9e-06,False,none,none,,,,,,2022-02-24T01:44:08,2022-04-25T04:01:22,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,47278.67,9754.57,27.83,45571.45,3.65,99.99,81.881,252.3,2.1,7.973,210,False,False,variable_heavy,60.27,81.44,35,0,0,0,steam,none,63.02,26.33,0.149,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-30T13:28:24,36,301.47,301.47,1.712,4.586,2.679,3.076,,,60.95,54.09,,23.24,30.85,46.74,14/12/10,69.8,0.344,34.1,9.0,4.337,8.79,4.453,98.903,67.41,28.269,89.98,67.79,,0.239,0.0251,118.02,0.9908,normal,-0.00183874,0.0218,False,contamination,none,A_healthy,0.0753,0.047,1.0,,122.4,144.42,3699.53,3326.07,2161.95,4490.2,kalman_filter,373.45,385.99,379.0,0.0006,0.0024,0.0189,1.705,32484.0,0.9997,1.94e-06,False,none,none,,,,,,2022-02-07T20:30:38,2022-03-28T08:38:12,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,42094.89,9754.57,24.02,45571.45,6.82,99.985,88.279,252.3,2.1,7.583,210,False,False,variable_heavy,63.19,80.72,36,0,0,0,gas_compressed_air,none,84.04,84.37,2.218,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-11-30T21:37:16,37,309.62,309.62,2.003,8.847,4.417,3.255,,,60.62,55.48,,23.24,32.24,46.58,13/11/9,160.7,0.405,27.8,5.1,8.937,14.361,5.424,97.793,66.29,25.487,91.24,62.66,,0.383,0.0577,47.82,0.9807,normal,0.00213688,0.0,False,contamination,none,A_healthy,0.0774,0.0347,1.0,,321.52,141.6,3691.38,3964.1,2576.66,5351.53,lstm_sequence,-272.72,335.71,379.0,0.0006,0.0024,0.019,1.705,32484.0,0.9996,1.97e-06,False,none,none,,,,,,2022-02-21T11:40:08,2022-04-20T07:06:08,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,92290.16,9754.57,26.36,45571.45,9.82,99.978,80.06,252.3,2.1,4.88,210,False,False,variable_heavy,66.91,90.13,37,0,0,0,none,particulate_severe,86.04,39.76,1.887,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-01T05:46:09,38,317.77,317.77,1.979,8.1,4.094,2.891,,,59.36,59.58,,23.24,36.34,44.73,14/12/10,134.8,0.578,17.4,2.7,3.614,18.569,14.954,98.035,63.81,26.291,90.02,68.9,,0.958,0.0548,51.52,0.9946,normal,0.00093813,0.0345,False,contamination,none,A_healthy,0.0794,0.0173,1.0,,121.53,151.85,3683.23,4170.32,2710.71,5629.93,xgboost_gradient,-487.09,482.66,379.0,0.0006,0.0024,0.0191,1.705,32484.0,0.9996,2.01e-06,False,none,none,,,,,,2022-02-26T02:55:42,2022-04-27T22:32:23,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,66259.29,9754.57,50.23,45571.45,20.6,99.955,87.503,252.3,2.1,7.982,210,False,False,variable_heavy,81.25,87.97,38,0,0,0,gas_compressed_air,none,25.95,44.91,0.361,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-01T13:55:01,39,325.92,325.92,2.173,6.141,2.826,2.755,,,60.42,54.1,,23.24,30.86,47.13,14/12/10,94.6,0.375,29.8,4.2,9.037,21.093,12.056,87.183,67.71,28.214,89.44,64.28,,0.985,0.0958,76.56,0.9841,normal,-0.00318114,0.0,False,contamination,none,A_healthy,0.0815,0.0258,1.0,,197.7,145.88,3675.08,3183.2,2069.08,4297.32,kalman_filter,491.88,573.86,379.0,0.0006,0.0025,0.0191,1.705,32484.0,0.9996,2.05e-06,False,none,none,,,,,,2022-02-05T21:31:06,2022-03-24T07:38:21,mixed,False,journeyman,False,70.0,,,none,none,195091.34,4700720.21,84089.47,9754.57,59.64,45571.45,7.95,99.983,86.883,252.3,2.1,5.549,210,False,False,variable_heavy,63.11,110.77,39,0,0,0,oil_hydraulic,none,42.04,112.4,1.644,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-01T22:03:54,40,334.07,334.07,1.813,7.059,3.894,2.804,,,58.36,54.26,,23.24,31.02,47.05,14/12/10,53.5,0.696,104.7,23.1,2.781,13.475,10.694,106.278,65.62,25.676,87.42,66.97,,0.052,0.0068,71.91,1.0,normal,0.00386701,0.0,False,contamination,none,A_healthy,0.0835,0.0552,1.0,,19.09,177.47,3666.93,3987.98,2592.18,5383.77,lstm_sequence,-321.04,364.27,379.0,0.0006,0.0025,0.0192,1.705,32484.0,0.9996,2.08e-06,False,none,none,,,,,,2022-02-23T00:03:11,2022-04-22T03:50:40,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,70011.17,9754.57,26.52,45571.45,16.9,99.963,84.108,252.3,2.1,6.597,210,False,False,variable_heavy,63.6,89.26,40,0,0,0,oil_process,none,43.65,166.41,0.089,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-02T06:12:46,41,342.21,342.21,1.906,5.597,2.936,3.042,,,60.01,50.05,,23.24,26.81,48.26,13/11/9,126.5,0.377,29.1,3.9,8.465,15.225,6.759,98.884,67.29,27.744,88.38,65.35,,0.183,0.1395,120.99,0.9847,normal,-0.00122653,0.0073,False,contamination,fatigue_spalling,A_healthy,0.0855,0.0379,1.0,,283.38,147.97,3658.79,4388.81,2852.73,5924.89,particle_filter,-730.02,820.25,379.0,0.0006,0.0025,0.0193,1.705,32484.0,0.9996,2.12e-06,False,none,none,,,,,,2022-03-03T16:37:02,2022-05-06T16:42:01,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,60850.87,9754.57,52.65,45571.45,16.51,99.964,88.535,252.3,2.1,5.921,210,False,False,variable_heavy,60.57,84.82,41,1,0,0,steam,none,51.03,14.29,0.268,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-02T14:21:39,42,350.36,350.36,2.271,10.17,4.479,3.292,,,66.11,56.42,,23.24,33.18,45.6,14/12/10,130.1,0.355,25.4,6.7,8.426,27.681,19.255,99.84,65.5,27.371,89.82,64.28,,0.473,0.0189,27.67,0.9849,normal,0.00083756,0.0179,False,contamination,none,A_healthy,0.0876,0.0379,1.0,,316.34,139.57,3650.64,3208.08,2085.25,4330.91,xgboost_gradient,442.56,358.81,379.0,0.0006,0.0025,0.0193,1.705,32484.0,0.9996,2.15e-06,False,none,none,,,,,,2022-02-07T10:24:01,2022-03-26T05:13:40,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,95569.85,9754.57,35.35,45571.45,8.81,99.981,85.123,252.3,2.1,7.305,210,False,False,variable_heavy,64.02,86.66,42,0,0,0,steam,particulate_mild,27.49,5.92,1.667,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-02T22:30:32,43,358.51,358.51,1.844,7.506,4.071,3.018,,,55.54,51.3,,23.24,28.06,47.3,13/11/9,69.0,0.352,43.0,8.0,1.999,11.837,9.837,91.073,69.47,27.844,90.14,65.06,,1.08,0.1003,51.4,0.9875,normal,-0.00141805,0.0001,False,contamination,none,A_healthy,0.0896,0.041,1.0,,219.17,146.22,3642.49,3316.0,2155.4,4476.59,particle_filter,326.49,278.46,379.0,0.0006,0.0025,0.0194,1.705,32484.0,0.9995,2.19e-06,False,none,none,,,,,,2022-02-10T00:30:25,2022-03-30T09:06:20,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,49127.16,9754.57,54.41,45571.45,23.34,99.949,86.777,252.3,2.1,3.317,210,False,False,variable_heavy,66.7,82.19,43,0,0,0,none,none,71.77,18.06,2.209,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-03T06:39:24,44,366.66,366.66,2.013,5.829,2.896,3.054,,,57.4,54.69,,23.24,31.45,46.79,15/13/11,134.7,0.362,18.0,4.8,9.467,20.605,11.138,97.738,65.59,25.844,89.85,65.57,,0.975,0.0359,11.38,0.979,normal,-0.00102378,0.0075,False,contamination,none,A_healthy,0.0916,0.0153,1.0,,289.57,153.59,3634.34,4371.69,2841.6,5901.78,lstm_sequence,-737.35,666.65,379.0,0.0007,0.0026,0.0195,1.705,32484.0,0.9995,2.22e-06,False,none,none,,,,,,2022-03-04T08:30:11,2022-05-07T02:35:43,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,74701.66,9754.57,49.19,45571.45,38.44,99.916,82.989,252.3,2.1,5.166,210,False,False,variable_heavy,62.16,86.94,44,1,0,0,oil_hydraulic,none,82.78,11.99,0.545,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-03T14:48:17,45,374.8,374.8,2.088,6.001,2.875,2.35,,,59.45,54.74,,23.24,31.49,44.55,14/12/10,92.4,0.502,30.4,7.5,7.512,23.211,15.699,96.652,68.4,27.067,89.83,68.93,,0.285,0.2579,128.33,0.9737,normal,-0.00526501,0.0233,False,contamination,none,A_healthy,0.0937,0.0472,1.0,,272.18,136.85,3626.2,4106.43,2669.18,5543.67,kalman_filter,-480.23,462.1,379.0,0.0007,0.0026,0.0195,1.705,32484.0,0.9995,2.26e-06,False,none,none,,,,,,2022-02-27T04:01:02,2022-04-28T01:15:58,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,66784.54,9754.57,41.25,45571.45,9.87,99.978,85.516,252.3,2.1,3.414,210,False,False,variable_heavy,64.12,80.23,45,0,1,0,water,particulate_mild,45.37,95.09,0.856,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-03T22:57:09,46,382.95,382.95,2.147,5.414,2.521,2.718,,,62.81,51.55,,23.24,28.31,45.63,14/12/10,88.0,0.396,24.7,6.0,7.967,12.352,4.385,91.161,67.75,26.335,91.03,68.6,,0.294,0.0769,70.94,0.9865,normal,0.00036565,0.0017,False,contamination,none,A_healthy,0.0957,0.0245,1.0,,229.68,161.66,3618.05,3126.88,2032.47,4221.28,lstm_sequence,491.17,633.77,379.0,0.0007,0.0026,0.0196,1.705,32484.0,0.9995,2.29e-06,False,none,none,,,,,,2022-02-07T02:23:29,2022-03-24T16:47:55,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,35852.01,9754.57,47.93,45571.45,17.18,99.962,84.793,252.3,2.1,4.601,210,False,False,variable_heavy,66.53,113.71,46,1,0,0,gas_compressed_air,water_ingress,88.09,95.8,0.225,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-04T07:06:02,47,391.1,391.1,1.855,6.831,3.682,2.598,,,58.35,55.83,,23.24,32.59,47.3,13/11/9,80.0,0.473,15.9,4.0,4.938,12.486,7.548,105.199,69.42,29.075,88.36,67.97,,0.333,0.0544,337.58,0.976,normal,-0.00176598,0.0,False,contamination,misalignment_induced,A_healthy,0.0978,0.0284,1.0,,294.04,162.33,3609.9,3418.5,2222.02,4614.97,particle_filter,191.4,201.83,379.0,0.0007,0.0026,0.0196,1.705,32484.0,0.9995,2.33e-06,False,none,none,,,,,,2022-02-13T12:20:57,2022-04-04T08:49:25,mixed,False,master_technician,False,88.0,,,none,none,195091.34,4700720.21,51878.64,9754.57,25.64,45571.45,14.47,99.968,81.407,252.3,2.1,4.358,210,False,False,variable_heavy,63.44,89.18,47,0,1,0,oil_hydraulic,particulate_severe,40.62,19.51,1.637,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-04T15:14:54,48,399.25,399.25,2.033,5.172,2.544,2.981,,,59.19,55.53,,23.24,32.29,44.78,14/12/10,86.3,0.883,31.1,7.6,1.034,12.343,11.309,102.873,65.19,24.998,87.32,66.02,,0.304,0.0355,240.52,0.977,normal,-0.00210329,0.0323,False,contamination,none,A_healthy,0.0998,0.0479,1.0,,233.98,150.07,3601.75,3892.08,2529.85,5254.31,weibull_regression,-290.33,251.63,379.0,0.0007,0.0026,0.0197,1.705,32484.0,0.9994,2.36e-06,False,none,none,,,,,,2022-02-23T17:17:16,2022-04-21T11:30:55,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,70055.82,9754.57,59.8,45571.45,15.18,99.967,80.359,252.3,2.1,2.573,210,False,False,variable_heavy,70.33,83.07,48,0,0,0,gas_compressed_air,none,53.18,0.01,4.09,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-04T23:23:47,49,407.4,407.4,2.065,6.449,3.123,2.848,,,55.76,54.45,,23.24,31.21,44.15,13/11/9,96.3,0.388,62.9,14.3,8.037,11.058,3.021,105.507,66.81,26.989,90.02,65.62,,0.963,0.0675,43.39,0.9843,normal,0.00105568,0.0119,False,contamination,none,A_healthy,0.1018,0.0521,1.0,,174.71,144.27,3593.6,3836.09,2493.46,5178.73,lstm_sequence,-242.49,267.33,379.0,0.0007,0.0027,0.0198,1.705,32484.0,0.9994,2.4e-06,False,none,none,,,,,,2022-02-22T21:26:38,2022-04-19T20:04:37,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,94249.42,9754.57,20.52,45571.45,10.56,99.977,88.11,252.3,2.1,5.345,210,False,False,variable_heavy,63.73,84.11,49,0,0,0,oil_hydraulic,none,48.63,43.71,0.148,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-05T07:32:39,50,415.54,415.54,1.848,7.635,4.132,3.211,,,57.03,58.1,,23.24,34.86,46.31,14/12/10,91.6,0.435,50.4,12.9,9.417,17.777,8.36,101.517,68.0,26.454,89.48,67.51,,0.47,0.0243,22.51,0.9784,normal,0.00094405,0.0148,False,contamination,none,A_healthy,0.1039,0.0432,1.0,,260.57,145.54,3585.46,3089.25,2008.01,4170.49,particle_filter,496.2,557.11,379.0,0.0007,0.0027,0.0198,1.705,32484.0,0.9994,2.43e-06,False,none,none,,,,,,2022-02-07T16:10:14,2022-03-24T17:24:32,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,72604.02,9754.57,20.13,45571.45,6.75,99.985,90.251,252.3,2.1,2.778,210,False,False,variable_heavy,77.71,81.69,50,0,0,0,gas_compressed_air,none,47.12,25.68,3.568,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-05T15:41:32,51,423.69,423.69,1.888,6.277,3.325,2.7,,,65.01,57.38,,23.24,34.14,44.28,14/12/10,73.5,0.48,30.0,3.5,4.348,14.359,10.011,93.898,64.98,25.676,91.27,65.57,,0.385,0.062,293.26,0.9843,normal,-0.00044137,0.0,False,contamination,none,A_healthy,0.1059,0.0527,1.0,,310.46,139.79,3577.31,4016.41,2610.67,5422.15,particle_filter,-439.1,355.26,379.0,0.0007,0.0027,0.0199,1.705,32484.0,0.9994,2.46e-06,False,none,none,,,,,,2022-02-27T07:53:51,2022-04-26T21:38:29,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,76987.05,9754.57,39.27,45571.45,26.06,99.943,81.294,252.3,2.1,5.843,210,False,False,variable_heavy,69.48,88.8,51,1,0,0,steam,none,87.42,55.46,0.544,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-05T23:50:24,52,431.84,431.84,1.841,6.312,3.429,2.929,,,60.64,56.94,,23.24,33.7,45.56,14/12/10,106.9,0.51,17.0,5.0,3.677,19.407,15.73,97.128,68.12,26.293,88.16,66.38,,1.557,0.0542,41.37,0.9698,normal,-0.00125117,0.0181,False,contamination,none,A_healthy,0.1079,0.0603,1.0,,640.56,128.04,3569.16,3885.38,2525.5,5245.27,kalman_filter,-316.22,326.34,379.0,0.0007,0.0027,0.02,1.705,32484.0,0.9994,2.5e-06,False,none,none,,,,,,2022-02-24T22:31:52,2022-04-22T14:24:53,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,82185.53,9754.57,58.7,45571.45,29.27,99.936,80.615,252.3,2.1,2.695,210,False,False,variable_heavy,69.19,79.33,52,0,0,0,oil_hydraulic,particulate_mild,43.22,3.83,1.889,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-06T07:59:17,53,439.99,439.99,2.184,8.876,4.065,3.438,,,62.11,54.64,,23.24,31.4,46.94,13/11/9,203.0,0.359,27.5,6.1,4.386,17.589,13.203,101.727,66.31,25.686,88.18,66.79,,0.167,0.0622,12.17,0.9899,normal,0.00258051,0.0,False,contamination,none,A_healthy,0.11,0.0438,1.0,,106.54,143.69,3561.01,3081.28,2002.83,4159.73,lstm_sequence,479.73,496.6,379.0,0.0007,0.0028,0.02,1.705,32484.0,0.9993,2.53e-06,False,none,none,,,,,,2022-02-08T12:37:43,2022-03-25T11:04:38,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,31434.6,9754.57,38.82,45571.45,15.77,99.965,82.217,252.3,2.1,4.299,210,False,False,variable_heavy,62.83,92.48,53,0,0,1,steam,none,75.9,0.7,0.283,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-06T16:08:10,54,448.14,448.14,1.677,6.833,4.075,2.474,,,60.83,51.39,,23.24,28.15,46.97,14/12/10,122.8,0.385,23.4,2.8,8.79,25.34,16.549,93.263,66.33,26.63,90.21,72.52,,1.169,0.0121,37.01,0.9721,normal,-0.00242511,0.0,False,contamination,none,A_healthy,0.112,0.05,1.0,,625.29,147.75,3552.86,3028.63,1968.61,4088.65,particle_filter,524.23,484.87,379.0,0.0007,0.0028,0.0201,1.705,32484.0,0.9993,2.56e-06,False,none,none,,,,,,2022-02-07T18:27:08,2022-03-23T22:28:25,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,75095.58,9754.57,22.72,45571.45,8.47,99.981,88.725,252.3,2.1,6.482,210,False,False,variable_heavy,61.33,79.03,54,0,0,0,oil_process,none,31.49,32.11,0.208,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-07T00:17:02,55,456.28,456.28,2.123,7.166,3.375,3.192,,,57.7,53.97,,23.24,30.73,44.8,13/11/9,258.9,0.34,21.1,5.4,1.805,20.272,18.467,102.96,65.25,25.409,89.14,68.0,,0.653,0.013,95.33,0.9855,normal,0.00142591,0.0074,False,contamination,none,A_healthy,0.114,0.043,1.0,,430.24,163.3,3544.72,4152.06,2698.84,5605.29,lstm_sequence,-607.35,763.79,379.0,0.0007,0.0028,0.0202,1.705,32484.0,0.9993,2.59e-06,False,none,none,,,,,,2022-03-03T12:18:56,2022-05-03T01:32:16,mixed,False,specialist,False,46.0,,,none,none,195091.34,4700720.21,48467.27,9754.57,45.44,45571.45,24.73,99.946,87.5,252.3,2.1,4.106,210,False,False,variable_heavy,61.19,87.64,55,1,0,0,oil_hydraulic,none,73.79,4.31,4.463,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-07T08:25:55,56,464.43,464.43,1.783,6.681,3.747,2.54,,,61.89,58.65,,23.24,35.41,43.76,14/12/10,80.4,0.404,19.1,4.1,8.726,27.974,19.248,96.267,64.68,25.14,89.18,64.01,,0.383,0.0167,15.85,0.9676,normal,-0.00334859,0.003,False,contamination,adhesive_wear,A_healthy,0.1161,0.0526,1.0,,383.0,137.94,3536.57,3171.07,2061.2,4280.94,xgboost_gradient,365.5,347.17,379.0,0.0007,0.0028,0.0202,1.705,32484.0,0.9993,2.63e-06,False,none,none,,,,,,2022-02-11T09:57:59,2022-03-29T15:50:27,mixed,False,master_technician,False,12.0,,,none,none,195091.34,4700720.21,92684.93,9754.57,34.17,45571.45,8.04,99.982,90.271,252.3,2.1,5.046,210,False,False,variable_heavy,69.03,94.27,56,1,0,0,water,none,48.75,24.47,1.813,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-07T16:34:47,57,472.58,472.58,2.093,8.18,3.908,2.794,,,62.36,55.87,,23.24,32.63,43.43,13/11/9,72.2,0.353,19.6,2.1,3.076,18.45,15.374,111.894,65.57,27.049,88.81,64.41,,0.461,0.024,44.55,0.983,normal,0.0026466,0.0065,False,contamination,none,A_healthy,0.1181,0.0543,1.0,,219.18,155.77,3528.42,3987.22,2591.69,5382.74,xgboost_gradient,-458.8,512.63,379.0,0.0007,0.0028,0.0203,1.705,32484.0,0.9993,2.66e-06,False,none,none,,,,,,2022-02-28T18:11:18,2022-04-27T21:42:52,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,71341.56,9754.57,33.02,45571.45,4.56,99.99,87.44,252.3,2.1,6.735,210,False,False,variable_heavy,67.32,76.99,57,0,0,0,oil_hydraulic,particulate_mild,50.38,18.1,3.983,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-08T00:43:40,58,480.73,480.73,1.922,7.597,3.952,3.323,,,59.68,53.54,,23.24,30.3,46.6,14/12/10,150.1,0.406,14.5,2.8,8.77,24.303,15.533,96.712,68.58,28.367,88.19,65.89,,1.785,0.0984,0.86,0.9646,normal,-0.00505606,0.0,False,contamination,none,A_healthy,0.1202,0.0526,1.0,,488.46,145.57,3520.27,2998.75,1949.19,4048.31,xgboost_gradient,521.52,449.98,379.0,0.0008,0.0029,0.0204,1.705,32484.0,0.9992,2.69e-06,False,none,none,,,,,,2022-02-08T12:06:05,2022-03-24T05:39:46,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,70694.95,9754.57,50.07,45571.45,12.87,99.972,82.061,252.3,2.1,5.766,210,False,False,variable_heavy,68.98,79.25,58,1,0,2,gas_compressed_air,none,79.89,73.56,0.536,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-08T08:52:32,59,488.88,488.88,2.373,6.367,2.683,2.767,,,61.19,53.32,,23.24,30.08,42.96,13/11/9,134.1,0.475,34.3,4.0,7.81,17.576,9.766,88.378,66.43,26.682,88.65,63.33,,0.303,0.1066,43.43,0.9672,normal,-0.00098511,0.037,False,contamination,none,A_healthy,0.1222,0.0592,1.0,,606.5,154.8,3512.12,3761.76,2445.14,5078.37,lstm_sequence,-249.63,219.64,379.0,0.0008,0.0029,0.0204,1.705,32484.0,0.9992,2.72e-06,False,none,none,,,,,,2022-02-24T17:45:19,2022-04-20T14:22:15,mixed,False,specialist,False,58.0,,,none,none,195091.34,4700720.21,90301.9,9754.57,50.26,45571.45,8.68,99.981,83.506,252.3,2.1,6.079,210,False,False,variable_heavy,57.99,77.12,59,1,0,0,gas_compressed_air,none,40.73,17.87,0.391,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-08T17:01:25,60,497.02,497.02,2.165,8.526,3.938,2.945,,,58.61,50.87,,23.24,27.63,42.09,14/12/10,166.3,0.348,13.1,1.5,2.917,9.805,6.889,99.631,65.45,27.338,89.89,65.15,,0.197,0.2112,179.99,0.9925,normal,0.00139601,0.0393,False,contamination,none,A_healthy,0.1242,0.0522,1.0,,158.6,129.29,3503.98,3258.05,2117.73,4398.36,physics_informed_nn,245.93,303.61,379.0,0.0008,0.0029,0.0205,1.705,32484.0,0.9992,2.76e-06,False,none,none,,,,,,2022-02-14T14:02:50,2022-04-03T02:21:49,mixed,False,specialist,False,39.0,,,none,none,195091.34,4700720.21,56193.23,9754.57,49.71,45571.45,13.29,99.971,87.197,252.3,2.1,2.399,210,False,False,variable_heavy,59.18,91.57,60,1,0,0,water,water_ingress,89.41,65.31,0.948,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-09T01:10:17,61,505.17,505.17,2.129,8.118,3.813,3.03,,,64.27,57.33,,23.24,34.09,44.04,14/12/10,174.9,0.491,17.3,3.1,5.264,7.754,2.49,96.276,64.9,27.212,89.21,65.95,,0.824,0.0984,64.27,0.9751,normal,0.00151712,0.0181,False,contamination,none,A_healthy,0.1263,0.0609,1.0,,444.34,156.0,3495.83,4010.37,2606.74,5414.0,particle_filter,-514.54,443.37,379.0,0.0008,0.0029,0.0205,1.705,32484.0,0.9992,2.79e-06,False,none,none,,,,,,2022-03-02T14:21:27,2022-04-30T01:59:16,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,43357.17,9754.57,56.52,45571.45,22.37,99.951,79.425,252.3,2.1,5.17,210,False,False,variable_heavy,66.06,89.58,61,1,0,0,oil_process,none,41.27,41.92,2.736,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-09T09:19:10,62,513.32,513.32,2.004,6.774,3.38,3.048,,,55.05,58.65,,23.24,35.4,47.69,13/11/9,89.3,0.349,75.5,19.4,4.248,13.494,9.246,99.444,66.1,26.287,89.55,66.3,,1.345,0.025,62.17,0.9814,normal,-0.0003312,0.0,False,contamination,none,A_healthy,0.1283,0.0656,1.0,,201.24,161.6,3487.68,3975.14,2583.84,5366.44,physics_informed_nn,-487.46,521.01,379.0,0.0008,0.0029,0.0206,1.705,32484.0,0.9992,2.82e-06,False,none,none,,,,,,2022-03-02T04:53:26,2022-04-29T04:11:26,mixed,False,journeyman,False,38.0,,,none,none,195091.34,4700720.21,36982.86,9754.57,51.1,45571.45,22.33,99.951,91.347,252.3,2.1,1.93,210,False,False,variable_heavy,62.76,93.75,62,0,0,1,water,none,48.12,105.64,6.046,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-09T17:28:02,63,521.47,521.47,1.749,5.032,2.876,2.907,,,69.51,55.37,,23.24,32.13,44.84,14/12/10,88.8,0.395,18.0,3.4,8.801,16.216,7.415,96.048,67.52,25.929,87.96,67.98,,0.894,0.0162,68.84,0.9656,normal,0.00020026,0.0,False,contamination,none,A_healthy,0.1303,0.0703,1.0,,450.7,146.21,3479.53,3076.05,1999.43,4152.67,lstm_sequence,403.48,451.12,379.0,0.0008,0.0029,0.0207,1.705,32484.0,0.9991,2.85e-06,False,none,none,,,,,,2022-02-11T19:29:37,2022-03-28T16:06:43,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,78115.26,9754.57,49.51,45571.45,4.06,99.99,86.266,252.3,2.1,4.604,210,False,False,variable_heavy,66.92,93.28,63,1,0,0,gas_compressed_air,none,68.48,8.89,4.79,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-10T01:36:55,64,529.62,529.62,2.159,8.666,4.014,2.946,,,61.34,56.2,,23.24,32.96,42.61,14/12/10,79.8,0.555,25.8,5.5,4.075,15.198,11.124,95.578,65.56,26.019,87.93,66.72,,0.953,0.0978,155.1,0.968,normal,0.00015112,0.0358,False,contamination,none,A_healthy,0.1324,0.0702,1.0,,438.93,148.61,3471.38,3024.11,1965.67,4082.55,physics_informed_nn,447.27,521.89,379.0,0.0008,0.003,0.0207,1.705,32484.0,0.9991,2.88e-06,False,none,none,,,,,,2022-02-11T01:40:18,2022-03-27T04:06:40,mixed,False,specialist,False,79.0,,,none,none,195091.34,4700720.21,30100.88,9754.57,44.71,45571.45,5.93,99.987,84.358,252.3,2.1,1.712,210,False,False,variable_heavy,72.39,66.72,64,1,0,0,oil_hydraulic,none,60.0,90.04,0.526,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-10T09:45:48,65,537.76,537.76,1.98,8.007,4.045,2.727,,,60.48,59.18,,23.24,35.94,46.75,14/12/10,260.4,1.085,14.9,2.8,5.305,7.794,2.489,99.045,68.0,28.532,87.85,63.15,,0.863,0.0496,123.5,0.9697,normal,-0.00456989,0.0706,False,contamination,none,A_healthy,0.1344,0.0715,1.0,,569.61,145.14,3463.24,4113.35,2673.68,5553.02,particle_filter,-650.11,607.47,379.0,0.0008,0.003,0.0208,1.705,32484.0,0.9991,2.91e-06,False,none,none,,,,,,2022-03-06T02:26:16,2022-05-05T02:06:35,mixed,False,apprentice,False,82.0,,,none,none,195091.34,4700720.21,54988.94,9754.57,55.65,45571.45,13.26,99.971,85.187,252.3,2.1,5.91,210,False,False,variable_heavy,77.91,91.94,65,1,0,2,gas_compressed_air,none,66.97,31.66,1.273,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-10T17:54:40,66,545.91,545.91,2.41,9.07,3.764,3.897,,,64.69,58.23,,23.24,34.99,46.69,14/12/10,124.3,0.365,33.8,7.5,2.147,11.721,9.574,93.247,66.75,25.384,89.58,64.44,,0.151,0.0215,148.12,0.9818,normal,0.00132887,0.011,False,contamination,none,A_healthy,0.1364,0.066,1.0,,193.63,140.67,3455.09,3819.02,2482.37,5155.68,weibull_regression,-363.94,394.82,379.0,0.0008,0.003,0.0209,1.705,32484.0,0.9991,2.94e-06,False,none,none,,,,,,2022-02-28T07:25:25,2022-04-25T00:04:56,mixed,False,journeyman,False,65.0,,,none,none,195091.34,4700720.21,52992.67,9754.57,36.5,45571.45,35.39,99.922,86.097,252.3,2.1,2.902,210,False,False,variable_heavy,66.9,93.65,66,1,0,1,water,none,78.45,27.28,3.725,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-11T02:03:33,68,554.06,554.06,1.735,4.423,2.55,2.578,,,61.5,61.78,,23.24,38.54,45.1,14/12/10,227.3,0.39,27.9,7.1,7.915,13.671,5.756,97.842,66.63,25.825,89.53,68.73,,0.624,0.0488,66.33,0.9673,normal,-0.00282089,0.0291,False,contamination,none,A_healthy,0.1385,0.066,1.0,,420.88,145.53,3446.94,3641.47,2366.96,4915.99,lstm_sequence,-194.53,188.38,379.0,0.0008,0.003,0.0209,1.705,32484.0,0.999,2.98e-06,False,none,none,,,,,,2022-02-24T22:47:44,2022-04-19T01:18:39,mixed,False,specialist,False,61.0,,,none,none,195091.34,4700720.21,75192.35,9754.57,35.61,45571.45,19.86,99.956,81.341,252.3,2.1,3.416,210,False,False,variable_heavy,84.24,76.33,68,0,0,0,none,chemical_contamination,45.84,4.17,4.0,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-11T10:12:25,69,562.21,562.21,1.713,7.379,4.309,3.03,,,65.5,57.98,,23.24,34.74,47.71,14/12/10,87.5,0.374,18.4,5.5,7.011,26.918,19.908,89.646,66.38,27.604,90.09,63.8,,0.651,0.0436,65.18,0.9711,normal,0.00110717,0.0,False,contamination,none,A_healthy,0.1405,0.0662,1.0,,298.77,138.69,3438.79,3090.34,2008.72,4171.96,xgboost_gradient,348.45,315.83,379.0,0.0008,0.003,0.021,1.705,32484.0,0.999,3.01e-06,False,none,none,,,,,,2022-02-13T19:22:39,2022-03-30T20:59:49,mixed,False,master_technician,False,76.0,,,none,none,195091.34,4700720.21,51920.14,9754.57,25.55,45571.45,13.07,99.971,79.566,252.3,2.1,2.628,210,False,False,variable_heavy,62.32,75.6,69,1,0,0,oil_process,none,66.45,158.45,6.283,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-11T18:21:18,70,570.36,570.36,2.181,9.279,4.254,2.768,,,62.33,51.08,,23.24,27.84,43.88,14/12/10,96.0,0.413,50.2,6.7,6.485,23.288,16.803,90.455,67.65,26.447,86.97,67.88,,1.114,0.0257,126.88,0.9673,normal,-0.00012874,0.0,False,contamination,none,A_healthy,0.1426,0.0735,1.0,,471.46,133.87,3430.64,3168.78,2059.71,4277.86,kalman_filter,261.86,337.31,379.0,0.0008,0.0031,0.0211,1.705,32484.0,0.999,3.04e-06,False,none,none,,,,,,2022-02-15T18:44:46,2022-04-02T23:49:12,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,73632.3,9754.57,26.09,45571.45,9.47,99.979,84.656,252.3,2.1,5.331,210,False,False,variable_heavy,60.28,85.79,70,1,0,0,oil_hydraulic,none,80.83,1.44,4.12,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-12T02:30:10,71,578.5,578.5,1.868,7.425,3.975,2.988,,,62.28,58.15,,23.24,34.91,45.7,14/12/10,127.4,0.739,46.0,5.0,2.908,5.228,2.319,99.838,65.2,24.965,88.0,69.63,,0.541,0.0044,80.85,0.9693,normal,-6.169e-05,0.0,False,contamination,none,A_healthy,0.1446,0.0737,1.0,,457.37,161.47,3422.5,4002.61,2601.69,5403.52,kalman_filter,-580.11,600.35,379.0,0.0008,0.0031,0.0211,1.705,32484.0,0.999,3.07e-06,False,none,none,,,,,,2022-03-05T11:48:23,2022-05-02T20:43:08,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,87922.29,9754.57,24.83,45571.45,20.96,99.954,84.64,252.3,2.1,4.124,210,False,False,variable_heavy,75.06,69.54,71,1,0,0,oil_process,none,20.54,53.54,1.627,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-12T10:39:03,72,586.65,586.65,1.973,6.686,3.388,2.801,,,63.19,56.77,,23.24,33.53,42.73,14/12/10,222.8,0.59,29.4,4.6,5.844,10.347,4.503,95.417,66.38,25.947,88.24,64.32,,0.284,0.0109,41.27,0.9675,normal,-0.00285729,0.0,False,contamination,none,A_healthy,0.1466,0.0796,1.0,,381.67,135.82,3414.35,3184.19,2069.73,4298.66,xgboost_gradient,230.16,233.45,379.0,0.0008,0.0031,0.0212,1.705,32484.0,0.9989,3.1e-06,False,none,none,,,,,,2022-02-16T18:44:52,2022-04-04T05:12:56,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,81575.29,9754.57,50.29,45571.45,8.98,99.98,85.567,252.3,2.1,7.015,210,False,False,variable_heavy,74.01,88.13,72,1,0,0,none,none,22.02,52.99,3.531,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-12T18:47:55,73,594.8,594.8,2.233,7.63,3.416,3.288,,,61.13,57.86,,23.24,34.62,45.47,14/12/10,108.3,0.468,22.6,2.7,7.144,23.455,16.311,97.799,66.52,26.274,89.66,66.94,,0.708,0.0402,8.62,0.9645,normal,-0.00055019,0.0737,False,contamination,none,A_healthy,0.1487,0.0729,1.0,,371.15,143.58,3406.2,2703.41,1757.22,3649.61,lstm_sequence,702.79,636.2,379.0,0.0009,0.0031,0.0212,1.705,32484.0,0.9989,3.13e-06,False,none,none,,,,,,2022-02-07T02:30:18,2022-03-18T12:41:58,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,76362.97,9754.57,32.57,45571.45,8.65,99.981,85.547,252.3,2.1,7.375,210,False,False,variable_heavy,68.71,95.62,73,1,0,0,oil_hydraulic,particulate_severe,79.57,32.18,2.453,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-13T02:56:48,74,602.95,602.95,1.863,8.453,4.538,2.818,,,61.72,58.9,,23.24,35.66,47.2,14/12/10,97.8,0.583,81.8,14.5,4.069,9.444,5.375,88.526,65.66,27.247,88.92,68.4,,0.977,0.0429,48.59,0.9578,normal,-0.00267097,0.0267,False,contamination,none,A_healthy,0.1507,0.0952,1.0,,643.73,134.49,3398.05,3739.27,2430.52,5048.01,particle_filter,-341.21,384.21,379.0,0.0009,0.0031,0.0213,1.705,32484.0,0.9989,3.16e-06,False,none,none,,,,,,2022-03-01T00:34:50,2022-04-24T13:19:27,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,61242.17,9754.57,43.81,45571.45,16.27,99.964,88.39,252.3,2.1,1.717,210,False,False,variable_heavy,62.93,84.43,74,2,0,0,oil_process,particulate_severe,47.34,12.19,3.008,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-13T11:05:40,75,611.09,611.09,1.944,7.976,4.102,3.47,,,58.16,56.58,,23.24,33.34,45.97,14/12/10,187.7,0.578,28.9,4.4,5.146,11.099,5.953,96.109,67.9,27.326,87.85,64.17,,2.176,0.0127,49.43,0.9584,normal,-0.00178954,0.0139,False,contamination,none,A_healthy,0.1527,0.0782,1.0,,426.61,149.08,3389.91,2767.63,1798.96,3736.31,weibull_regression,622.27,539.22,379.0,0.0009,0.0032,0.0214,1.705,32484.0,0.9989,3.19e-06,False,none,none,,,,,,2022-02-09T02:54:41,2022-03-21T11:35:00,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,44582.13,9754.57,23.73,45571.45,12.84,99.972,81.342,252.3,2.1,7.958,210,False,False,variable_heavy,64.95,90.38,75,1,0,1,steam,none,38.95,12.99,0.169,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-13T19:14:33,76,619.24,619.24,1.743,6.364,3.651,2.567,,,62.7,63.39,,23.24,40.15,47.51,14/12/10,250.9,0.498,18.5,2.0,7.882,23.875,15.993,96.284,67.13,27.947,88.77,64.37,,0.468,0.0197,57.88,0.9581,normal,-0.0022559,0.0519,False,contamination,none,A_healthy,0.1548,0.0958,1.0,,491.01,138.3,3381.76,3650.18,2372.62,4927.74,particle_filter,-268.42,307.32,379.0,0.0009,0.0032,0.0214,1.705,32484.0,0.9988,3.22e-06,False,none,none,,,,,,2022-02-27T20:19:52,2022-04-22T01:53:36,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,64632.54,9754.57,45.38,45571.45,9.65,99.979,85.423,252.3,2.1,5.804,210,False,False,variable_heavy,77.3,83.39,76,2,0,1,oil_hydraulic,water_ingress,71.41,89.8,1.046,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-14T03:23:26,77,627.39,627.39,1.998,6.917,3.462,3.083,,,66.26,58.63,,23.24,35.39,47.01,13/11/9,136.0,0.444,20.2,3.1,7.117,17.866,10.75,97.409,66.53,26.647,87.15,64.76,,1.158,0.2138,88.32,0.9673,normal,-4.63e-05,0.0,False,contamination,none,A_healthy,0.1568,0.0931,1.0,,477.4,132.45,3373.61,2967.93,1929.15,4006.7,particle_filter,405.68,394.0,379.0,0.0009,0.0032,0.0215,1.705,32484.0,0.9988,3.25e-06,False,none,none,,,,,,2022-02-13T23:21:14,2022-03-29T06:07:43,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,32235.22,9754.57,50.99,45571.45,7.27,99.984,80.639,252.3,2.1,4.002,210,False,False,variable_heavy,72.62,89.59,77,1,0,0,none,none,79.8,26.31,1.055,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-14T11:32:18,78,635.54,635.54,1.766,5.153,2.917,2.941,,,61.51,53.54,,23.24,30.3,44.24,14/12/10,94.6,0.504,45.6,11.1,5.183,18.85,13.667,101.893,65.83,25.861,88.33,64.97,,1.298,0.0257,17.5,0.9545,normal,-0.00200518,0.0208,False,contamination,none,A_healthy,0.1588,0.0648,1.0,,490.08,154.83,3365.46,3779.01,2456.36,5101.67,xgboost_gradient,-413.55,537.29,379.0,0.0009,0.0032,0.0216,1.705,32484.0,0.9988,3.28e-06,False,none,none,,,,,,2022-03-03T05:02:40,2022-04-27T07:41:56,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,69530.45,9754.57,46.69,45571.45,23.89,99.948,86.087,252.3,2.1,3.139,210,False,False,variable_heavy,65.93,91.16,78,1,1,0,water,none,45.42,97.59,0.449,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-14T19:41:11,79,643.69,643.69,1.75,7.5,4.286,3.252,,,63.0,58.06,,23.24,34.82,46.56,13/11/9,233.8,0.384,26.6,7.4,3.791,22.916,19.125,94.983,66.75,26.704,88.53,65.9,,1.787,0.0387,109.52,0.9708,normal,0.00259444,0.0663,False,contamination,none,A_healthy,0.1609,0.085,1.0,,534.07,133.75,3357.31,2870.52,1865.84,3875.2,xgboost_gradient,486.79,392.59,379.0,0.0009,0.0032,0.0216,1.705,32484.0,0.9988,3.31e-06,False,none,none,,,,,,2022-02-12T14:56:47,2022-03-26T11:37:42,mixed,False,journeyman,False,47.0,,,none,none,195091.34,4700720.21,59621.27,9754.57,54.89,45571.45,21.64,99.953,84.434,252.3,2.1,5.958,210,False,False,variable_heavy,80.93,79.3,79,2,0,0,oil_hydraulic,none,49.19,3.17,1.963,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-15T03:50:03,80,651.83,651.83,1.987,6.58,3.312,3.096,,,63.42,54.51,,23.24,31.27,45.45,14/12/10,80.2,0.445,16.3,2.2,8.881,15.09,6.209,93.886,68.64,28.398,88.88,67.17,,0.478,0.1072,13.79,0.9667,normal,0.00165967,0.0011,False,contamination,thermal_degradation,A_healthy,0.1629,0.0904,1.0,,354.87,148.89,3349.17,3586.59,2331.28,4841.9,lstm_sequence,-237.42,208.42,379.0,0.0009,0.0033,0.0217,1.705,32484.0,0.9987,3.34e-06,False,none,none,,,,,,2022-02-27T21:07:45,2022-04-21T04:26:09,mixed,False,journeyman,False,49.0,,,none,none,195091.34,4700720.21,31805.75,9754.57,24.0,45571.45,25.05,99.945,85.555,252.3,2.1,6.24,210,False,False,variable_heavy,57.58,80.47,80,1,0,0,oil_hydraulic,water_ingress,45.3,23.86,1.443,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-15T11:58:56,81,659.98,659.98,1.936,8.004,4.135,2.774,,,60.64,58.29,,23.24,35.05,46.39,14/12/10,87.0,0.411,43.0,4.3,1.679,6.332,4.653,99.679,68.02,28.193,89.54,62.5,,0.238,0.1478,89.88,0.9727,normal,0.00291853,0.0707,False,contamination,fretting_corrosion,A_healthy,0.165,0.1001,1.0,,426.28,147.04,3341.02,2715.04,1764.77,3665.3,weibull_regression,625.98,763.17,379.0,0.0009,0.0033,0.0217,1.705,32484.0,0.9987,3.37e-06,False,none,none,,,,,,2022-02-10T01:30:01,2022-03-21T15:45:46,mixed,False,apprentice,True,,,,none,none,195091.34,4700720.21,36351.31,9754.57,54.87,45571.45,13.37,99.971,82.857,252.3,2.1,1.634,210,False,False,variable_heavy,68.14,94.1,81,2,0,0,water,particulate_mild,56.94,11.31,3.683,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-15T20:07:48,82,668.13,668.13,1.958,8.48,4.331,3.101,,,60.57,58.72,,23.24,35.48,43.65,15/13/11,143.5,0.685,19.0,4.9,7.117,24.188,17.072,93.634,67.3,25.862,88.69,68.78,,0.486,0.0321,111.56,0.9598,normal,-0.0014995,0.0151,False,contamination,none,A_healthy,0.167,0.095,1.0,,435.24,150.53,3332.87,3750.88,2438.07,5063.69,weibull_regression,-418.01,501.02,379.0,0.0009,0.0033,0.0218,1.705,32484.0,0.9987,3.4e-06,False,none,none,,,,,,2022-03-03T23:34:08,2022-04-27T16:22:34,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,55132.38,9754.57,48.95,45571.45,11.23,99.975,79.542,252.3,2.1,3.245,210,False,False,variable_heavy,66.91,97.33,82,1,0,3,oil_process,particulate_mild,68.62,57.47,0.334,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-16T04:16:41,83,676.28,676.28,1.911,6.033,3.158,3.056,,,60.24,55.92,,23.24,32.68,46.34,13/11/9,159.8,0.601,89.3,15.2,9.655,14.788,5.133,92.124,66.29,26.688,89.83,65.53,,0.668,0.0399,24.45,0.9571,normal,0.00051633,0.005,False,contamination,none,A_healthy,0.169,0.104,1.0,,430.8,139.48,3324.72,2897.57,1883.42,3911.72,particle_filter,427.15,465.94,379.0,0.0009,0.0033,0.0219,1.705,32484.0,0.9986,3.42e-06,False,none,none,,,,,,2022-02-14T13:03:45,2022-03-28T19:12:41,mixed,False,specialist,False,61.0,,,none,none,195091.34,4700720.21,47611.29,9754.57,36.91,45571.45,9.61,99.979,84.242,252.3,2.1,6.834,210,False,False,variable_heavy,63.27,93.99,83,1,2,0,oil_hydraulic,none,75.51,87.16,0.877,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-16T12:25:33,84,684.43,684.43,1.846,5.641,3.055,3.162,,,57.29,60.3,,23.24,37.05,44.69,13/11/9,159.7,0.428,24.5,3.3,2.886,16.615,13.729,106.684,65.99,25.829,89.28,67.65,,1.016,0.0657,64.58,0.9708,normal,6.21e-06,0.0,False,contamination,none,A_healthy,0.1711,0.0906,1.0,,318.37,141.96,3316.57,2800.01,1820.01,3780.01,lstm_sequence,516.56,531.29,379.0,0.0009,0.0033,0.0219,1.705,32484.0,0.9986,3.45e-06,False,none,none,,,,,,2022-02-12T20:25:51,2022-03-25T16:26:03,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,90836.84,9754.57,37.33,45571.45,13.07,99.971,79.436,252.3,2.1,2.716,210,False,False,variable_heavy,78.68,80.89,84,2,0,0,steam,none,25.47,43.16,0.907,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-16T20:34:26,85,692.57,692.57,1.634,6.988,4.277,2.803,,,59.26,53.55,,23.24,30.3,43.74,14/12/10,219.8,0.465,16.2,4.0,2.561,22.681,20.12,101.32,65.33,25.725,88.48,62.58,,0.288,0.1056,8.81,0.972,normal,0.00107387,0.0,False,contamination,none,A_healthy,0.1731,0.11,1.0,,288.21,147.41,3308.43,3083.44,2004.24,4162.65,physics_informed_nn,224.98,237.11,379.0,0.0009,0.0033,0.022,1.705,32484.0,0.9986,3.48e-06,False,none,none,,,,,,2022-02-19T02:17:42,2022-04-05T01:29:59,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,87308.95,9754.57,39.12,45571.45,14.89,99.967,83.683,252.3,2.1,2.803,210,False,False,variable_heavy,60.53,80.93,85,2,0,0,steam,none,64.4,19.49,0.811,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-17T04:43:18,86,700.72,700.72,1.754,7.255,4.136,2.864,,,58.16,56.95,,23.24,33.71,47.46,14/12/10,156.7,0.637,25.3,4.6,6.399,20.881,14.481,97.853,64.71,26.35,86.91,63.91,,2.69,0.028,33.55,0.9558,normal,-0.00337427,0.0062,False,contamination,none,A_healthy,0.1751,0.1021,1.0,,660.34,129.54,3300.28,3792.31,2465.0,5119.62,particle_filter,-492.04,628.9,379.0,0.0009,0.0034,0.022,1.705,32484.0,0.9986,3.51e-06,False,none,none,,,,,,2022-03-06T04:52:44,2022-04-30T12:11:19,mixed,False,journeyman,False,9.0,,,none,none,195091.34,4700720.21,54048.21,9754.57,41.15,45571.45,25.83,99.943,76.875,252.3,2.1,4.771,210,False,False,variable_heavy,61.93,86.58,86,0,1,0,steam,particulate_mild,71.91,39.91,2.246,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-17T12:52:11,87,708.87,708.87,1.88,5.474,2.912,3.111,,,59.74,57.01,,23.24,33.77,43.34,14/12/10,176.9,0.669,27.1,3.7,8.567,13.584,5.017,98.057,65.92,26.807,89.57,66.68,,0.902,0.0055,24.98,0.9519,normal,-0.00157254,0.0639,False,contamination,none,A_healthy,0.1772,0.1045,1.0,,676.77,142.88,3292.13,2964.8,1927.12,4002.48,particle_filter,327.33,290.96,379.0,0.0009,0.0034,0.0221,1.705,32484.0,0.9985,3.54e-06,False,none,none,,,,,,2022-02-17T07:16:12,2022-04-01T12:57:01,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,86663.0,9754.57,50.29,45571.45,9.29,99.98,80.869,252.3,2.1,2.217,210,False,False,variable_heavy,66.77,96.72,87,1,0,1,water,none,55.48,5.82,0.934,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-17T21:01:04,88,717.02,717.02,2.097,8.708,4.153,2.6,,,61.64,60.21,,23.24,36.97,44.43,14/12/10,133.3,0.613,16.6,4.3,4.442,18.705,14.263,97.095,64.84,25.568,91.7,66.26,,0.559,0.0204,26.65,0.9675,normal,0.00207921,0.0206,False,contamination,none,A_healthy,0.1792,0.1036,1.0,,340.99,149.05,3283.98,3498.24,2273.86,4722.63,particle_filter,-214.26,229.84,379.0,0.001,0.0034,0.0222,1.705,32484.0,0.9985,3.57e-06,False,none,none,,,,,,2022-02-28T18:08:21,2022-04-20T18:31:28,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,45632.22,9754.57,21.79,45571.45,20.0,99.956,88.293,252.3,2.1,5.555,210,False,False,variable_heavy,64.46,99.81,88,2,0,0,steam,chemical_contamination,53.37,32.87,0.576,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-18T05:09:56,89,725.17,725.17,2.014,6.682,3.318,3.402,,,59.88,55.24,,23.24,31.99,45.78,14/12/10,222.9,0.491,25.9,5.2,5.884,8.723,2.839,97.776,67.97,28.392,88.42,68.93,,0.519,0.0174,21.78,0.9486,normal,-0.00443893,0.0,False,contamination,none,A_healthy,0.1812,0.1102,1.0,,582.41,161.61,3275.83,3489.46,2268.15,4710.77,physics_informed_nn,-213.62,179.48,379.0,0.001,0.0034,0.0222,1.705,32484.0,0.9985,3.6e-06,False,none,none,,,,,,2022-02-28T21:53:38,2022-04-20T19:12:13,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,68305.75,9754.57,36.5,45571.45,11.54,99.975,87.554,252.3,2.1,4.076,210,False,False,variable_heavy,64.96,98.71,89,1,4,2,oil_hydraulic,none,68.14,6.53,0.039,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-18T13:18:49,90,733.31,733.31,1.994,5.626,2.821,3.021,,,60.59,52.99,,23.24,29.75,46.8,14/12/10,263.2,0.435,31.4,5.0,4.101,9.216,5.115,95.265,68.63,28.273,85.91,69.06,,0.734,0.0164,24.36,0.952,normal,-0.00401505,0.0,False,contamination,none,A_healthy,0.1833,0.0866,1.0,,620.05,149.95,3267.69,3600.34,2340.22,4860.45,xgboost_gradient,-332.65,400.51,379.0,0.001,0.0034,0.0223,1.705,32484.0,0.9984,3.63e-06,False,none,none,,,,,,2022-03-03T13:28:52,2022-04-25T01:35:55,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,78411.61,9754.57,28.36,45571.45,5.83,99.987,80.137,252.3,2.1,6.005,210,False,False,variable_heavy,61.42,92.85,90,2,0,0,oil_hydraulic,none,49.21,34.52,0.615,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-18T21:27:41,91,741.46,741.46,1.857,7.163,3.857,2.862,,,58.16,55.69,,23.24,32.45,47.96,14/12/10,114.0,0.531,40.8,5.1,2.771,11.175,8.403,94.571,68.56,26.912,89.49,65.72,,1.288,0.0027,28.74,0.9585,normal,0.00053415,0.0,False,contamination,none,A_healthy,0.1853,0.1237,1.0,,547.0,134.42,3259.54,3514.04,2284.12,4743.95,lstm_sequence,-254.5,252.56,379.0,0.001,0.0035,0.0223,1.705,32484.0,0.9984,3.65e-06,False,none,none,,,,,,2022-03-02T02:28:45,2022-04-22T08:23:30,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,77285.6,9754.57,29.38,45571.45,25.08,99.945,80.211,252.3,2.1,5.922,210,False,False,variable_heavy,67.97,79.77,91,1,0,0,steam,none,56.76,83.42,9.422,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-19T05:36:34,92,749.61,749.61,1.898,8.814,4.643,2.726,,,63.79,53.21,,23.24,29.97,46.86,13/11/9,142.4,0.624,49.4,14.6,1.532,9.182,7.65,97.338,66.11,27.581,89.02,65.76,,0.795,0.0019,164.84,0.9622,normal,0.00205428,0.0,False,contamination,none,A_healthy,0.1874,0.1158,1.0,,442.62,164.26,3251.39,2879.88,1871.92,3887.84,particle_filter,371.51,363.62,379.0,0.001,0.0035,0.0224,1.705,32484.0,0.9984,3.68e-06,False,none,none,,,,,,2022-02-17T05:33:03,2022-03-31T05:30:36,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,82887.87,9754.57,37.57,45571.45,12.6,99.972,88.228,252.3,2.1,5.67,210,False,False,variable_heavy,58.58,86.75,92,1,0,0,none,particulate_severe,56.05,82.52,1.104,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-19T13:45:26,93,757.76,757.76,1.876,6.827,3.638,2.178,,,62.27,59.3,,23.24,36.06,45.0,13/11/9,275.4,0.521,50.7,12.5,7.975,26.509,18.534,90.087,66.85,26.7,88.42,67.26,,1.102,0.084,39.67,0.9573,normal,-0.0020373,0.0515,False,contamination,none,A_healthy,0.1894,0.116,1.0,,452.87,153.42,3243.24,4001.92,2601.25,5402.59,physics_informed_nn,-758.67,836.79,379.0,0.001,0.0035,0.0225,1.705,32484.0,0.9984,3.71e-06,False,none,none,,,,,,2022-03-12T22:42:54,2022-05-10T07:23:08,mixed,False,specialist,False,61.0,,,none,none,195091.34,4700720.21,37089.07,9754.57,37.82,45571.45,8.23,99.982,81.598,252.3,2.1,5.857,210,False,False,variable_heavy,68.01,92.86,93,2,1,0,gas_compressed_air,chemical_contamination,80.85,84.23,0.258,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-19T21:54:19,94,765.91,765.91,1.977,6.253,3.163,3.188,,,62.01,59.69,,23.24,36.45,45.76,14/12/10,106.1,0.78,20.4,5.6,3.517,9.756,6.239,100.979,66.69,26.563,88.36,69.42,,0.652,0.0737,97.58,0.9401,normal,-0.00169918,0.0216,False,contamination,cavitation,A_healthy,0.1914,0.1134,1.0,,621.59,156.29,3235.09,3567.53,2318.9,4816.17,particle_filter,-332.44,398.5,379.0,0.001,0.0035,0.0225,1.705,32484.0,0.9983,3.74e-06,False,none,none,,,,,,2022-03-04T05:40:16,2022-04-25T06:18:26,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,33231.02,9754.57,35.67,45571.45,15.81,99.965,80.738,252.3,2.1,6.138,210,False,False,variable_heavy,70.9,82.81,94,2,3,0,water,none,60.58,0.23,0.406,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-20T06:03:11,95,774.05,774.05,2.168,8.658,3.994,2.872,,,61.91,58.73,,23.24,35.49,47.05,14/12/10,109.9,0.661,39.4,6.1,6.815,12.005,5.19,92.763,66.95,27.443,85.81,65.85,,0.797,0.2094,81.96,0.9576,normal,0.00113129,0.0201,False,contamination,none,A_healthy,0.1935,0.1096,1.0,,427.82,142.31,3226.95,2800.53,1820.35,3780.72,lstm_sequence,426.41,343.02,379.0,0.001,0.0035,0.0226,1.705,32484.0,0.9983,3.77e-06,False,none,none,,,,,,2022-02-16T14:19:14,2022-03-29T10:30:28,mixed,False,journeyman,True,,,,none,none,195091.34,4700720.21,61428.82,9754.57,47.37,45571.45,20.29,99.955,84.964,252.3,2.1,6.176,210,False,False,variable_heavy,63.64,88.03,95,1,0,1,water,particulate_mild,35.19,67.44,1.716,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-20T14:12:04,96,782.2,782.2,2.118,9.788,4.621,3.007,,,65.34,60.86,,23.24,37.62,47.34,14/12/10,184.8,0.424,31.4,6.1,1.679,19.012,17.332,109.341,67.76,27.88,88.8,65.83,,1.086,0.1597,113.52,0.9541,normal,-0.00086629,0.0485,False,contamination,erosion,A_healthy,0.1955,0.1232,1.0,,642.52,144.46,3218.8,2809.27,1826.02,3792.51,lstm_sequence,409.53,433.22,379.0,0.001,0.0035,0.0226,1.705,32484.0,0.9983,3.79e-06,False,none,none,,,,,,2022-02-17T02:50:02,2022-03-30T02:04:36,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,57970.97,9754.57,55.13,45571.45,8.33,99.982,84.578,252.3,2.1,1.187,210,False,False,variable_heavy,76.78,90.85,96,2,3,0,water,particulate_mild,36.5,80.33,0.562,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-20T22:20:56,97,790.35,790.35,2.15,6.498,3.023,2.892,,,59.8,51.08,,23.24,27.84,44.84,14/12/10,135.9,0.433,49.7,11.9,9.292,21.186,11.894,97.639,65.28,25.199,88.12,62.66,,3.213,0.1711,84.16,0.9564,normal,-0.00115202,0.0154,False,contamination,erosion,A_healthy,0.1975,0.1194,1.0,,625.42,146.05,3210.65,2956.5,1921.73,3991.28,particle_filter,254.15,251.5,379.0,0.001,0.0036,0.0227,1.705,32484.0,0.9982,3.82e-06,False,none,none,,,,,,2022-02-20T12:35:59,2022-04-04T15:22:31,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,84050.57,9754.57,41.93,45571.45,13.54,99.97,80.759,252.3,2.1,4.267,210,False,False,variable_heavy,55.33,85.01,97,2,0,0,steam,none,23.18,10.41,1.262,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-21T06:29:49,98,798.5,798.5,1.926,8.913,4.626,3.265,,,64.8,59.98,,23.24,36.73,45.57,14/12/10,111.8,0.476,41.9,6.4,7.207,22.411,15.204,89.984,66.35,26.635,90.53,67.42,,0.908,0.1167,1.37,0.972,normal,0.0029485,0.0051,False,contamination,none,A_healthy,0.1996,0.1302,1.0,,554.25,149.41,3202.5,2838.47,1845.01,3831.93,kalman_filter,364.03,332.84,379.0,0.001,0.0036,0.0228,1.705,32484.0,0.9982,3.85e-06,False,none,none,,,,,,2022-02-18T09:43:54,2022-03-31T19:11:45,mixed,False,apprentice,False,78.0,,,none,none,195091.34,4700720.21,64848.34,9754.57,45.32,45571.45,19.35,99.958,86.561,252.3,2.1,4.926,210,False,False,variable_heavy,77.81,89.93,98,0,0,1,none,particulate_severe,52.62,21.53,0.14,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-21T14:38:42,99,806.65,806.65,1.751,6.046,3.454,2.838,,,63.23,58.24,,23.24,35.0,45.05,14/12/10,144.8,0.468,69.0,9.0,8.168,18.401,10.233,92.658,68.41,27.151,90.39,66.12,,0.598,0.0158,67.07,0.9449,normal,0.00096601,0.0249,False,contamination,none,A_healthy,0.2016,0.1279,1.0,,559.04,129.43,3194.35,3805.31,2473.45,5137.17,xgboost_gradient,-610.96,528.19,379.0,0.001,0.0036,0.0228,1.705,32484.0,0.9982,3.88e-06,False,none,none,,,,,,2022-03-10T21:18:04,2022-05-05T09:09:38,mixed,False,master_technician,True,,,,none,none,195091.34,4700720.21,59984.42,9754.57,26.86,45571.45,11.18,99.975,85.574,252.3,2.1,1.99,210,False,False,variable_heavy,71.01,79.14,99,1,0,0,steam,particulate_mild,70.13,10.48,0.81,,,standard
ASSET-000012,compressor,medium,Vanguard Fluid Power,MDL-9767-D,2021-11-18,4001.0,60000.0,66.50186514257621,indoor_uncontrolled,oil_gas,FAC-172,LINE-U,n_plus_1,2021-12-21T22:47:34,100,814.79,814.79,1.908,5.08,2.663,3.283,,,54.09,59.21,,23.24,35.97,47.66,14/12/10,95.4,0.39,23.0,6.8,3.795,18.679,14.884,97.424,67.83,27.365,87.28,61.97,,0.84,0.0275,45.94,0.9647,normal,0.00142293,0.0013,False,contamination,none,A_healthy,0.2036,0.1281,1.0,,415.05,127.84,3186.21,2938.4,1909.96,3966.84,kalman_filter,247.8,298.78,379.0,0.001,0.0036,0.0229,1.705,32484.0,0.9981,3.9e-06,False,none,none,,,,,,2022-02-21T03:59:38,2022-04-05T00:26:05,mixed,False,specialist,True,,,,none,none,195091.34,4700720.21,34613.1,9754.57,24.74,45571.45,13.52,99.97,86.884,252.3,2.1,5.457,210,False,False,variable_heavy,71.76,91.72,100,2,1,0,water,particulate_mild,25.4,32.55,1.634,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-23T04:12:45,1,4.21,4.21,2.928,8.313,2.839,3.022,,,60.7,57.7,,15.64,42.06,46.68,13/11/9,76.2,0.356,11.7,1.2,,,,,91.37,37.512,90.89,63.22,,0.194,0.0356,3.59,1.0,normal,0.0,0.0544,False,lubrication_starvation,none,A_healthy,0.0002,0.0007,1.0,,101.79,141.31,21479.79,23050.45,14982.79,31118.11,particle_filter,-1570.67,1854.79,3424.0,0.0001,0.0009,0.0115,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-18T09:26:20,2016-04-18T13:05:50,mixed,False,specialist,False,72.0,,,none,none,1023792.54,810744.65,454062.8,51189.63,54.06,47818.64,6.97,99.985,83.876,2282.6,2.7,6.697,270,False,False,variable_mild,87.13,68.43,1,0,0,0,none,particulate_mild,35.33,218.18,1.31,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-23T08:25:30,2,8.43,8.43,2.773,11.572,4.173,3.262,,,59.97,53.72,,15.64,38.08,44.41,13/11/9,116.0,0.334,34.8,4.6,,,,,87.65,36.714,89.4,65.09,,1.964,0.1212,13.82,1.0,normal,0.0,0.0114,False,lubrication_starvation,none,A_healthy,0.0004,0.0067,1.0,,117.23,140.75,21475.57,24740.27,16081.17,33399.36,xgboost_gradient,-3264.69,2769.0,3424.0,0.0001,0.0009,0.0115,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-06-22T18:33:27,2016-06-17T13:39:01,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,186143.8,51189.63,46.68,47818.64,14.73,99.969,86.208,2282.6,2.7,4.571,270,False,False,variable_mild,78.92,94.18,2,0,0,0,oil_process,none,77.64,48.51,3.393,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-23T12:38:15,3,12.64,12.64,3.506,8.876,2.532,2.66,,,59.09,51.12,,15.64,35.48,43.93,13/11/9,119.4,0.512,7.9,0.8,,,,,89.57,36.261,90.64,64.0,,0.166,0.2021,71.32,0.9922,normal,-0.00259428,0.0349,False,lubrication_starvation,none,A_healthy,0.0006,0.0,1.0,,98.65,149.41,21471.36,25791.88,16764.72,34819.04,xgboost_gradient,-4320.52,4529.83,3424.0,0.0001,0.0009,0.0115,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-07-14T20:34:46,2016-07-24T23:44:19,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,288353.08,51189.63,27.13,47818.64,9.27,99.981,85.739,2282.6,2.7,5.856,270,False,False,variable_mild,93.22,76.54,3,0,0,0,oil_hydraulic,particulate_mild,76.51,44.01,0.101,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-23T16:51:01,4,16.85,16.85,2.622,6.559,2.501,3.175,,,62.3,52.09,,15.64,36.44,46.63,13/11/9,60.1,0.464,27.6,8.3,,,,,87.91,33.957,88.77,63.24,,0.162,0.0083,4.83,0.9985,normal,-0.00037214,0.0622,False,lubrication_starvation,none,A_healthy,0.0008,0.001,1.0,,50.2,141.08,21467.15,20335.1,13217.81,27452.38,xgboost_gradient,1132.05,1125.93,3424.0,0.0001,0.001,0.0115,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-23T08:23:55,2016-01-13T21:40:57,mixed,False,specialist,False,14.0,,,none,none,1023792.54,810744.65,258190.77,51189.63,34.68,47818.64,8.97,99.981,85.869,2282.6,2.7,6.621,270,False,False,variable_mild,85.04,75.92,4,0,0,0,none,none,57.13,40.17,2.986,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-23T21:03:46,5,21.06,21.06,3.129,13.978,4.468,2.738,,,60.46,50.35,,15.64,34.71,45.45,13/11/9,74.6,0.311,11.7,1.2,,,,,89.69,34.899,91.35,68.55,,0.108,0.0505,133.57,1.0,normal,0.0,0.0196,False,lubrication_starvation,none,A_healthy,0.001,0.0098,1.0,,118.67,157.5,21462.94,16947.19,11015.67,22878.7,lstm_sequence,4515.75,5766.86,3424.0,0.0001,0.001,0.0116,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-01-11T22:39:21,2015-09-16T02:10:15,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,332243.15,51189.63,28.56,47818.64,31.38,99.934,84.066,2282.6,2.7,6.546,270,False,False,variable_mild,86.56,87.87,5,0,0,0,gas_compressed_air,none,75.08,58.92,2.162,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-24T01:16:31,6,25.28,25.28,3.034,9.336,3.077,2.837,,,66.51,54.99,,15.64,39.35,45.61,14/12/10,66.7,0.528,31.0,9.1,,,,,89.15,34.075,90.86,65.48,,0.812,0.0179,34.7,0.9941,normal,-0.00117716,0.0101,False,lubrication_starvation,none,A_healthy,0.0012,0.0141,1.0,,324.82,152.71,21458.72,23608.89,15345.78,31872.0,particle_filter,-2150.17,1919.77,3424.0,0.0001,0.001,0.0116,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-30T21:43:15,2016-05-09T04:49:57,mixed,False,apprentice,False,69.0,,,none,none,1023792.54,810744.65,508537.0,51189.63,32.69,47818.64,16.57,99.965,82.353,2282.6,2.7,6.027,270,True,False,variable_mild,102.49,86.29,6,0,0,0,oil_process,none,29.74,23.7,0.011,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-24T05:29:17,7,29.49,29.49,3.155,12.949,4.104,3.12,,,55.9,46.94,,15.64,31.3,48.35,14/12/10,52.7,0.427,10.7,1.2,,,,,86.55,35.741,88.28,62.27,,0.314,0.0289,156.4,1.0,normal,0.0,0.0,False,lubrication_starvation,none,A_healthy,0.0014,0.0084,1.0,,326.43,159.74,21454.51,20111.48,13072.46,27150.5,kalman_filter,1343.03,1372.4,3424.0,0.0002,0.001,0.0116,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-19T05:13:44,2016-01-06T12:14:51,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,305962.67,51189.63,45.21,47818.64,4.94,99.99,84.311,2282.6,2.7,6.887,270,False,False,variable_mild,68.64,73.67,7,0,0,0,oil_hydraulic,none,43.69,132.85,1.664,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-24T09:42:02,8,33.7,33.7,2.823,11.533,4.085,2.848,,,59.93,51.92,,15.64,36.27,47.15,14/12/10,155.6,0.426,11.4,3.2,,,,,87.83,36.433,89.89,66.03,,0.45,0.0158,225.15,1.0,normal,0.00155657,0.0195,False,lubrication_starvation,none,A_healthy,0.0016,0.0,1.0,,231.41,149.51,21450.3,16913.47,10993.75,22833.18,particle_filter,4536.83,4687.69,3424.0,0.0002,0.001,0.0117,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-01-11T18:26:02,2015-09-15T10:08:50,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,447940.27,51189.63,54.89,47818.64,28.07,99.941,88.085,2282.6,2.7,2.153,270,False,False,variable_mild,87.59,81.99,8,0,0,0,steam,particulate_mild,40.48,9.16,0.746,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-24T13:54:47,9,37.91,37.91,3.072,9.931,3.233,3.59,,,57.2,55.56,,15.64,39.92,46.09,13/11/9,148.4,0.341,6.1,1.2,,,,,86.19,33.483,91.83,64.52,,0.221,0.0632,50.46,0.9977,normal,-0.00017185,0.0918,False,lubrication_starvation,none,A_healthy,0.0018,0.0,1.0,,32.12,135.03,21446.09,22982.94,14938.91,31026.98,lstm_sequence,-1536.86,1826.46,3424.0,0.0002,0.001,0.0117,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-18T09:23:08,2016-04-17T13:24:59,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,268758.31,51189.63,23.85,47818.64,9.45,99.98,86.825,2282.6,2.7,2.151,270,False,False,variable_mild,87.14,78.47,9,0,0,0,oil_hydraulic,chemical_contamination,73.39,22.86,0.836,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-24T18:07:33,9,42.13,42.13,3.154,12.518,3.969,3.138,,,60.75,56.2,,15.64,40.56,45.35,13/11/9,79.6,0.496,20.1,2.5,,,,,89.39,35.846,90.41,67.84,,0.43,0.0649,84.45,0.9932,normal,-0.00136465,0.0,False,lubrication_starvation,none,A_healthy,0.002,0.0068,1.0,,95.78,146.64,21441.87,19029.28,12369.03,25689.53,particle_filter,2412.6,2243.39,3424.0,0.0002,0.001,0.0117,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-25T04:45:53,2015-11-29T17:00:44,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,311406.46,51189.63,50.2,47818.64,17.37,99.964,91.025,2282.6,2.7,1.437,270,False,False,variable_mild,94.03,74.55,9,0,0,0,water,particulate_severe,38.58,76.88,0.011,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-24T22:20:18,10,46.34,46.34,2.869,12.302,4.288,2.753,,,57.6,58.47,,15.64,42.83,47.21,13/11/9,68.1,0.518,28.0,7.4,,,,,89.7,34.204,91.47,62.18,,0.904,0.062,13.35,0.9929,normal,-0.00024864,0.0,False,lubrication_starvation,cavitation,A_healthy,0.0022,0.0036,1.0,,185.49,150.38,21437.66,18658.34,12127.92,25188.77,xgboost_gradient,2779.32,3583.52,3424.0,0.0002,0.001,0.0117,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-17T15:30:38,2015-11-16T17:55:52,mixed,False,journeyman,False,17.0,,,none,none,1023792.54,810744.65,197684.58,51189.63,41.49,47818.64,33.56,99.93,82.708,2282.6,2.7,2.858,270,False,False,variable_mild,108.31,85.78,10,0,0,0,oil_hydraulic,particulate_mild,58.99,146.24,1.246,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-25T02:33:03,11,50.55,50.55,2.809,7.683,2.736,3.491,,,60.7,56.35,,15.64,40.71,47.65,15/13/11,77.9,0.406,20.5,4.8,,,,,89.31,35.75,91.87,67.58,,0.059,0.0626,12.91,0.9951,normal,-0.00097715,0.0692,False,lubrication_starvation,none,A_healthy,0.0024,0.0044,1.0,,70.36,132.23,21433.45,18381.99,11948.3,24815.69,particle_filter,3051.46,3249.87,3424.0,0.0002,0.001,0.0118,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-12T01:32:51,2015-11-07T03:14:43,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,414255.15,51189.63,49.09,47818.64,8.59,99.982,85.341,2282.6,2.7,6.63,270,False,False,variable_mild,95.93,79.34,11,0,0,0,oil_hydraulic,none,56.39,75.11,0.822,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-25T06:45:49,12,54.76,54.76,3.312,12.906,3.897,3.192,,,66.26,49.15,,15.64,33.51,45.81,13/11/9,104.8,0.349,31.4,7.8,,,,,90.3,36.012,88.76,65.83,,0.476,0.2361,144.76,0.9963,normal,-0.0007408,0.0,False,lubrication_starvation,none,A_healthy,0.0025,0.0067,1.0,,218.24,147.84,21429.24,19480.16,12662.11,26298.22,xgboost_gradient,1949.07,2344.86,3424.0,0.0002,0.001,0.0118,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-07T02:50:40,2015-12-16T04:54:03,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,350397.64,51189.63,24.55,47818.64,11.05,99.977,84.859,2282.6,2.7,6.922,270,False,False,variable_mild,82.96,103.0,12,0,0,0,water,chemical_contamination,88.03,44.3,3.086,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-25T10:58:34,13,58.98,58.98,3.094,8.422,2.722,3.363,,,56.77,57.07,,15.64,41.43,43.75,13/11/9,58.9,0.33,6.0,1.6,,,,,89.15,37.327,89.5,66.22,,0.679,0.0339,43.17,1.0,normal,0.00046957,0.0193,False,lubrication_starvation,none,A_healthy,0.0027,0.0107,1.0,,107.18,158.35,21425.02,19791.24,12864.31,26718.17,xgboost_gradient,1633.78,1530.41,3424.0,0.0002,0.001,0.0118,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-13T18:35:46,2015-12-27T09:31:49,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,157295.2,51189.63,53.26,47818.64,11.41,99.976,81.504,2282.6,2.7,6.926,270,False,False,variable_mild,93.49,84.49,13,0,0,0,oil_hydraulic,chemical_contamination,50.8,75.04,0.272,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-25T15:11:19,14,63.19,63.19,2.816,9.345,3.318,2.701,,,64.21,52.55,,15.64,36.91,45.98,15/13/11,68.9,0.327,37.9,4.4,,,,,89.45,34.981,91.03,67.5,,0.558,0.0029,106.55,0.9903,normal,-0.00056958,0.0404,False,lubrication_starvation,none,A_healthy,0.0029,0.0021,1.0,,226.29,147.14,21420.81,22886.66,14876.33,30897.0,particle_filter,-1465.85,1210.28,3424.0,0.0002,0.0011,0.0119,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-17T10:31:14,2016-04-15T04:51:10,mixed,False,specialist,False,24.0,,,none,none,1023792.54,810744.65,491406.03,51189.63,37.01,47818.64,14.45,99.97,82.516,2282.6,2.7,7.85,270,False,False,variable_mild,88.47,82.09,14,0,0,0,steam,particulate_mild,51.61,40.27,1.033,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-25T19:24:04,15,67.4,67.4,3.364,12.935,3.845,2.962,,,57.86,55.41,,15.64,39.77,46.9,13/11/9,59.6,0.352,10.4,2.9,,,,,88.66,34.582,88.58,65.34,,1.615,0.075,100.25,0.9956,normal,0.00053993,0.051,False,lubrication_starvation,none,A_healthy,0.0031,0.0,1.0,,46.51,151.79,21416.6,23536.63,15298.81,31774.45,physics_informed_nn,-2120.03,2022.01,3424.0,0.0002,0.0011,0.0119,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-31T03:43:04,2016-05-08T09:32:22,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,441960.33,51189.63,40.23,47818.64,10.03,99.979,88.878,2282.6,2.7,5.222,270,False,False,variable_mild,88.27,91.12,15,0,0,0,water,particulate_severe,75.81,47.42,2.021,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-25T23:36:50,16,71.61,71.61,3.234,9.69,2.996,3.464,,,64.58,50.78,,15.64,35.14,45.29,13/11/9,54.6,0.308,5.8,0.7,,,,,87.85,35.47,90.04,67.2,,0.043,0.0107,109.64,1.0,normal,0.00097335,0.0248,False,lubrication_starvation,none,A_healthy,0.0033,0.0022,1.0,,6.8,155.26,21412.39,19941.26,12961.82,26920.69,lstm_sequence,1471.13,1618.96,3424.0,0.0002,0.0011,0.0119,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-17T10:14:29,2016-01-02T05:40:51,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,267690.98,51189.63,38.47,47818.64,9.22,99.981,78.364,2282.6,2.7,4.062,270,False,False,variable_mild,85.12,96.31,16,0,0,0,steam,none,60.7,2.15,0.425,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-26T03:49:35,17,75.83,75.83,3.648,13.392,3.671,3.304,,,61.35,51.56,,15.64,35.92,45.52,13/11/9,76.9,0.396,35.6,8.7,,,,,88.55,35.879,87.6,66.4,,0.984,0.0601,45.71,0.9998,normal,0.00070014,0.0144,False,lubrication_starvation,none,A_healthy,0.0035,0.008,1.0,,87.72,157.46,21408.17,23791.64,15464.57,32118.72,lstm_sequence,-2383.47,3001.28,3424.0,0.0002,0.0011,0.0119,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-06-05T19:38:55,2016-05-17T18:43:27,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,194202.97,51189.63,53.71,47818.64,5.81,99.988,83.489,2282.6,2.7,3.021,270,False,False,variable_mild,84.03,87.02,17,0,0,0,gas_compressed_air,none,59.39,103.85,2.226,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-26T08:02:20,18,80.04,80.04,2.706,9.731,3.596,2.566,,,59.48,56.32,,15.64,40.68,45.97,13/11/9,181.2,0.665,22.4,6.2,,,,,88.9,34.663,91.42,64.6,,0.397,0.1212,6.04,0.9905,normal,-0.0019061,0.0019,False,lubrication_starvation,none,A_healthy,0.0037,0.0,1.0,,183.59,162.92,21403.96,24700.72,16055.47,33345.98,lstm_sequence,-3296.76,3767.44,3424.0,0.0002,0.0011,0.012,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-06-24T22:24:02,2016-06-19T03:39:12,mixed,False,master_technician,False,55.0,,,none,none,1023792.54,810744.65,222175.76,51189.63,23.08,47818.64,5.2,99.989,92.511,2282.6,2.7,2.856,270,False,False,variable_mild,88.04,74.74,18,0,0,0,water,none,51.44,56.43,0.38,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-26T12:15:06,19,84.25,84.25,2.578,10.166,3.944,3.319,,,59.76,53.21,,15.64,37.57,45.34,13/11/9,133.1,0.97,66.1,18.5,,,,,88.27,34.922,90.59,64.98,,0.199,0.1399,75.29,1.0,normal,0.00193423,0.0053,False,lubrication_starvation,none,A_healthy,0.0039,0.0,1.0,,34.02,135.2,21399.75,17148.51,11146.53,23150.48,physics_informed_nn,4251.24,4763.43,3424.0,0.0002,0.0011,0.012,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-01-18T18:30:18,2015-09-25T20:28:57,mixed,False,master_technician,False,43.0,,,none,none,1023792.54,810744.65,349046.76,51189.63,48.91,47818.64,9.62,99.98,89.297,2282.6,2.7,6.538,270,False,False,variable_mild,85.88,93.68,19,0,0,0,water,chemical_contamination,72.28,29.96,0.896,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-26T16:27:51,20,88.46,88.46,2.979,11.744,3.943,3.107,,,57.75,55.84,,15.64,40.2,46.16,13/11/9,66.3,0.304,27.0,3.6,,,,,88.27,36.246,90.33,64.83,,0.03,0.0733,39.88,1.0,normal,0.00088588,0.0098,False,lubrication_starvation,none,A_healthy,0.0041,0.0,1.0,,31.23,135.06,21395.54,18993.01,12345.45,25640.56,physics_informed_nn,2402.53,2028.89,3424.0,0.0002,0.0011,0.012,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-26T08:58:00,2015-11-30T08:31:07,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,304106.21,51189.63,34.75,47818.64,11.95,99.975,78.388,2282.6,2.7,6.581,270,False,False,variable_mild,102.21,92.87,20,0,0,0,oil_process,particulate_mild,82.65,11.81,0.65,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-26T20:40:36,21,92.68,92.68,2.786,7.717,2.77,3.462,,,56.43,54.91,,15.64,39.27,45.16,13/11/9,91.3,0.379,9.4,1.8,,,,,88.38,35.715,89.2,66.1,,0.737,0.0233,34.3,0.9828,normal,-0.00343003,0.0417,False,lubrication_starvation,adhesive_wear,A_healthy,0.0043,0.0,1.0,,210.24,153.7,21391.32,20407.78,13265.06,27550.51,lstm_sequence,983.54,854.96,3424.0,0.0002,0.0011,0.0121,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-28T00:34:03,2016-01-19T15:17:28,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,341026.54,51189.63,48.82,47818.64,10.45,99.978,83.963,2282.6,2.7,3.246,270,False,False,variable_mild,71.8,82.81,21,0,0,0,oil_process,none,74.94,27.01,0.733,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-27T00:53:22,22,96.89,96.89,3.272,11.781,3.601,2.882,,,65.59,53.71,,15.64,38.07,44.81,13/11/9,121.7,0.4,14.6,1.5,,,,,87.89,35.265,88.77,63.46,,0.075,0.0353,6.62,1.0,normal,4.066e-05,0.041,False,lubrication_starvation,none,A_healthy,0.0045,0.0,1.0,,67.52,140.03,21387.11,23071.96,14996.78,31147.15,particle_filter,-1684.85,1823.66,3424.0,0.0002,0.0011,0.0121,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-22T16:52:15,2016-04-23T04:03:28,mixed,False,master_technician,False,19.0,,,none,none,1023792.54,810744.65,276035.23,51189.63,55.35,47818.64,6.53,99.986,83.681,2282.6,2.7,7.223,270,False,False,variable_mild,95.73,76.15,22,0,0,0,oil_process,none,51.35,17.26,0.193,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-27T05:06:07,23,101.1,101.1,2.954,12.76,4.319,3.235,,,54.31,51.97,,15.64,36.33,46.92,14/12/10,103.3,0.31,9.7,2.1,,,,,87.48,35.038,90.3,62.69,,0.214,0.0542,210.16,1.0,normal,0.0019061,0.0,False,lubrication_starvation,corrosion_fatigue,A_healthy,0.0047,0.0,1.0,,5.24,132.75,21382.9,24652.44,16024.08,33280.79,particle_filter,-3269.54,3241.62,3424.0,0.0002,0.0011,0.0121,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-06-24T19:19:14,2016-06-18T07:40:25,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,197629.85,51189.63,39.55,47818.64,8.48,99.982,84.692,2282.6,2.7,3.329,270,False,False,variable_mild,80.0,82.44,23,0,0,0,oil_process,particulate_severe,38.44,5.29,4.061,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-27T09:18:52,24,105.31,105.31,3.043,8.461,2.78,3.723,,,65.13,51.59,,15.64,35.95,45.43,14/12/10,75.7,0.429,69.5,14.7,,,,,88.13,35.687,88.1,64.77,,0.241,0.0073,112.76,0.9957,normal,-0.00085383,0.0334,False,lubrication_starvation,cavitation,A_healthy,0.0049,0.0086,1.0,,98.39,158.1,21378.69,19990.81,12994.03,26987.6,physics_informed_nn,1387.87,1332.77,3424.0,0.0002,0.0011,0.0121,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-19T20:43:14,2016-01-05T09:30:18,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,154614.44,51189.63,58.39,47818.64,10.76,99.978,84.055,2282.6,2.7,1.321,270,False,False,variable_mild,91.45,78.92,24,0,0,0,oil_hydraulic,none,56.46,57.15,1.374,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-27T13:31:38,25,109.53,109.53,3.158,9.358,2.963,2.711,,,62.33,53.08,,15.64,37.44,46.54,14/12/10,91.1,0.304,19.3,2.4,,,,,89.1,35.254,90.57,63.32,,0.248,0.0543,3.08,0.9993,normal,-0.00014522,0.0514,False,lubrication_starvation,none,A_healthy,0.0051,0.0207,1.0,,15.16,145.22,21374.47,17564.4,11416.86,23711.95,xgboost_gradient,3810.07,3085.19,3424.0,0.0002,0.0012,0.0122,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-01-28T11:43:46,2015-10-11T15:16:16,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,302838.64,51189.63,54.64,47818.64,10.53,99.978,83.298,2282.6,2.7,7.72,270,False,False,variable_mild,96.52,88.51,25,0,0,0,gas_compressed_air,particulate_mild,67.61,7.56,0.951,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-27T17:44:23,26,113.74,113.74,2.614,10.707,4.096,2.725,,,56.92,50.84,,15.64,35.2,47.2,13/11/9,137.5,0.465,17.2,2.3,,,,,89.26,35.185,89.89,64.02,,0.462,0.0619,162.35,1.0,normal,0.00343382,0.0367,False,lubrication_starvation,none,A_healthy,0.0053,0.007,1.0,,292.93,141.38,21370.26,23177.53,15065.39,31289.66,particle_filter,-1807.27,1738.84,3424.0,0.0002,0.0012,0.0122,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-25T14:30:12,2016-04-27T14:38:16,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,491351.18,51189.63,52.19,47818.64,8.19,99.983,84.845,2282.6,2.7,7.829,270,False,False,variable_mild,85.29,90.74,26,0,0,0,oil_hydraulic,particulate_mild,28.25,23.39,0.271,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-27T21:57:08,27,117.95,117.95,3.066,12.804,4.175,3.22,,,57.58,56.18,,15.64,40.54,48.94,13/11/9,70.4,0.36,14.8,3.5,,,,,90.0,35.045,89.86,62.95,,0.489,0.0,10.6,0.979,normal,-0.00420488,0.0021,False,lubrication_starvation,none,A_healthy,0.0055,0.0,1.0,,224.45,151.89,21366.05,19070.85,12396.05,25745.65,physics_informed_nn,2295.2,1917.16,3424.0,0.0002,0.0012,0.0122,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-01T05:22:42,2015-12-04T08:10:36,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,364182.96,51189.63,21.3,47818.64,20.24,99.958,88.048,2282.6,2.7,1.54,270,False,False,variable_mild,100.08,71.01,27,0,0,0,oil_hydraulic,none,75.56,76.36,1.93,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-28T02:09:53,28,122.16,122.16,2.739,11.8,4.308,2.712,,,61.34,48.68,,15.64,33.03,47.99,13/11/9,100.6,0.545,14.9,2.6,,,,,89.16,35.442,90.86,65.42,,0.244,0.0599,17.24,0.9945,normal,-0.00109326,0.0303,False,lubrication_starvation,none,A_healthy,0.0057,0.0107,1.0,,210.42,151.04,21361.84,18102.59,11766.68,24438.49,lstm_sequence,3259.25,2942.75,3424.0,0.0002,0.0012,0.0123,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-09T05:27:30,2015-10-31T05:21:50,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,510526.78,51189.63,52.91,47818.64,7.56,99.984,83.869,2282.6,2.7,1.678,270,True,False,variable_mild,75.87,73.21,28,0,0,0,gas_compressed_air,none,24.53,15.94,3.705,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-28T06:22:39,29,126.38,126.38,2.568,9.266,3.608,3.228,,,60.7,51.92,,15.64,36.28,45.23,13/11/9,139.4,0.329,20.9,4.9,,,,,90.65,37.817,91.72,65.67,,0.95,0.0738,104.16,1.0,normal,0.00085383,0.0207,False,lubrication_starvation,none,A_healthy,0.0059,0.0084,1.0,,95.68,138.46,21357.62,18460.19,11999.12,24921.25,lstm_sequence,2897.44,3441.41,3424.0,0.0002,0.0012,0.0123,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-16T20:28:12,2015-11-13T01:32:06,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,281663.0,51189.63,23.99,47818.64,10.93,99.977,84.394,2282.6,2.7,7.579,270,False,False,variable_mild,81.88,80.85,29,0,0,0,oil_hydraulic,particulate_severe,60.1,30.48,0.12,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-28T10:35:24,30,130.59,130.59,2.83,7.519,2.657,3.238,,,58.83,55.22,,15.64,39.58,44.0,14/12/10,89.8,0.432,14.8,3.3,,,,,89.52,36.198,86.67,64.88,,0.265,0.014,0.98,0.9857,normal,-0.00271154,0.0341,False,lubrication_starvation,none,A_healthy,0.0061,0.0048,1.0,,469.74,145.51,21353.41,19724.31,12820.8,26627.81,lstm_sequence,1629.1,1438.9,3424.0,0.0002,0.0012,0.0123,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-03-15T08:44:36,2015-12-28T00:15:02,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,270093.46,51189.63,59.46,47818.64,18.54,99.961,84.463,2282.6,2.7,1.408,270,False,False,variable_mild,79.3,89.62,30,0,0,0,gas_compressed_air,none,37.27,67.12,1.541,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-28T14:48:09,31,134.8,134.8,3.154,9.749,3.091,2.952,,,59.81,52.7,,15.64,37.06,45.44,14/12/10,207.5,0.42,7.3,1.1,,,,,90.75,38.053,88.04,60.94,,0.147,0.0364,81.05,0.9981,normal,-0.0003871,0.0398,False,lubrication_starvation,none,A_healthy,0.0063,0.0158,1.0,,55.71,142.08,21349.2,18982.69,12338.75,25626.64,weibull_regression,2366.5,2210.84,3424.0,0.0002,0.0012,0.0123,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-02-28T02:08:56,2015-12-01T22:05:29,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,304989.12,51189.63,40.85,47818.64,12.17,99.975,82.398,2282.6,2.7,5.296,270,False,False,variable_mild,87.67,91.86,31,0,0,0,oil_hydraulic,none,85.53,93.88,5.643,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-28T19:00:55,32,139.02,139.02,2.63,9.331,3.548,2.64,,,57.82,56.64,,15.64,41.0,48.56,13/11/9,133.1,0.345,36.6,4.8,,,,,88.67,34.23,91.31,65.15,,0.028,0.0566,182.38,1.0,normal,0.00420488,0.0243,False,lubrication_starvation,none,A_healthy,0.0065,0.0083,1.0,,167.49,139.42,21344.98,25003.95,16252.57,33755.33,particle_filter,-3658.96,3736.6,3424.0,0.0002,0.0012,0.0124,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-07-03T16:59:20,2016-07-02T08:22:14,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,190764.9,51189.63,23.92,47818.64,5.95,99.988,86.004,2282.6,2.7,3.728,270,False,False,variable_mild,98.8,82.34,32,0,0,0,oil_process,none,24.0,132.04,0.04,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-28T23:13:40,33,143.23,143.23,2.776,8.925,3.216,2.831,,,61.84,56.87,,15.64,41.23,46.59,13/11/9,67.6,0.367,30.9,6.6,,,,,89.59,36.121,91.13,66.93,,0.073,0.0995,99.52,0.9976,normal,0.00060967,0.038,False,lubrication_starvation,none,A_healthy,0.0067,0.0,1.0,,87.21,136.19,21340.77,23141.94,15042.26,31241.62,lstm_sequence,-1801.17,1691.0,3424.0,0.0002,0.0012,0.0124,1.804,34725.0,1.0,1e-06,False,none,none,,,,,,2015-05-26T02:11:58,2016-04-27T13:52:47,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,296117.12,51189.63,59.33,47818.64,13.12,99.973,83.339,2282.6,2.7,5.207,270,False,False,variable_mild,95.48,97.99,33,0,0,0,steam,particulate_severe,80.22,61.52,0.317,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-29T03:26:25,34,147.44,147.44,3.252,10.167,3.126,2.786,,,59.77,58.01,,15.64,42.37,44.64,13/11/9,67.4,0.364,25.2,2.5,,,,,89.14,35.909,88.98,67.38,,0.629,0.0277,67.48,0.9927,normal,-0.00146926,0.064,False,lubrication_starvation,none,A_healthy,0.0069,0.0015,1.0,,73.86,162.11,21336.56,19616.32,12750.61,26482.03,particle_filter,1720.24,1770.86,3424.0,0.0002,0.0012,0.0124,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-03-13T19:35:59,2015-12-24T21:18:41,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,402490.61,51189.63,50.5,47818.64,14.07,99.971,84.547,2282.6,2.7,4.272,270,False,False,variable_mild,102.76,99.03,34,0,0,0,oil_hydraulic,none,64.57,94.69,3.403,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-29T07:39:11,35,151.65,151.65,2.901,8.743,3.014,2.864,,,64.55,57.0,,15.64,41.36,47.99,13/11/9,77.7,0.427,8.6,2.2,,,,,88.52,34.96,89.59,64.51,,0.495,0.0341,19.38,0.9873,normal,0.00031555,0.0603,False,lubrication_starvation,none,A_healthy,0.0071,0.0088,1.0,,231.84,169.15,21332.35,24775.63,16104.16,33447.1,xgboost_gradient,-3443.28,3135.6,3424.0,0.0003,0.0012,0.0125,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-29T11:28:03,2016-06-24T18:56:16,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,388224.6,51189.63,51.96,47818.64,9.4,99.98,82.091,2282.6,2.7,6.789,270,False,False,variable_mild,103.62,90.41,35,0,0,0,steam,none,74.77,96.86,0.642,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-29T11:51:56,36,155.87,155.87,2.428,8.116,3.343,3.049,,,59.01,64.06,,15.64,48.42,45.99,14/12/10,66.5,0.706,18.5,4.5,,,,,89.34,35.319,89.71,63.01,,0.397,0.0243,194.26,0.982,normal,-0.0032131,0.0707,False,lubrication_starvation,none,A_healthy,0.0073,0.0,1.0,,288.24,143.65,21328.13,22474.0,14608.1,30339.91,lstm_sequence,-1145.87,1323.96,3424.0,0.0003,0.0012,0.0125,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-05-12T16:52:03,2016-04-04T10:46:08,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,280265.75,51189.63,55.9,47818.64,16.67,99.965,89.764,2282.6,2.7,3.014,270,False,False,variable_mild,116.21,79.82,36,0,0,0,oil_hydraulic,chemical_contamination,80.96,78.11,0.263,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-29T16:04:41,37,160.08,160.08,2.412,6.976,2.893,3.35,,,62.0,53.2,,15.64,37.56,46.51,14/12/10,92.4,0.335,20.9,2.3,,,,,89.61,35.356,90.2,65.58,,0.776,0.0026,35.27,1.0,normal,0.0,0.0193,False,lubrication_starvation,none,A_healthy,0.0075,0.0071,1.0,,49.44,146.94,21323.92,23313.91,15154.04,31473.78,lstm_sequence,-1989.99,2299.43,3424.0,0.0003,0.0013,0.0125,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-05-30T09:02:07,2016-05-04T08:54:19,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,162049.59,51189.63,29.81,47818.64,13.45,99.972,85.903,2282.6,2.7,5.354,270,False,False,variable_mild,85.91,83.68,37,0,0,0,oil_process,none,32.47,27.82,1.402,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-29T20:17:27,38,164.29,164.29,3.123,12.332,3.949,3.156,,,61.74,55.1,,15.64,39.46,48.15,13/11/9,112.2,0.354,29.4,5.6,,,,,88.57,35.119,90.25,64.67,,0.1,0.1624,65.57,1.0,normal,0.00048359,0.0,False,lubrication_starvation,corrosion_fatigue,A_healthy,0.0076,0.0075,1.0,,61.82,164.85,21319.71,17619.55,11452.7,23786.39,lstm_sequence,3700.16,3174.03,3424.0,0.0003,0.0013,0.0125,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-01-31T22:03:48,2015-10-15T20:54:16,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,375103.52,51189.63,22.43,47818.64,9.73,99.98,84.964,2282.6,2.7,2.694,270,False,False,variable_mild,102.71,76.35,38,0,0,0,gas_compressed_air,none,46.66,61.53,3.092,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-30T00:30:12,39,168.5,168.5,3.104,7.83,2.522,3.408,,,59.35,55.81,,15.64,40.17,47.41,13/11/9,61.0,0.357,123.6,34.5,,,,,88.06,33.474,89.13,67.46,,0.285,0.0257,339.2,0.9885,normal,-0.00084003,0.0475,False,lubrication_starvation,none,A_healthy,0.0078,0.0,1.0,,174.62,159.47,21315.5,20417.02,13271.06,27562.98,xgboost_gradient,898.48,1129.94,3424.0,0.0003,0.0013,0.0126,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-03-31T09:00:50,2016-01-23T02:58:16,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,201883.82,51189.63,49.45,47818.64,8.95,99.981,84.679,2282.6,2.7,4.403,270,False,False,variable_mild,95.28,85.12,39,0,0,1,oil_process,particulate_severe,33.68,7.6,0.359,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-30T04:42:57,40,172.72,172.72,2.894,9.868,3.41,2.592,,,57.59,52.64,,15.64,37.0,45.55,14/12/10,66.4,0.466,11.9,1.3,,,,,89.02,37.342,89.69,66.88,,1.621,0.066,69.82,0.9807,normal,-0.00132795,0.0506,False,lubrication_starvation,none,A_healthy,0.008,0.0,1.0,,236.1,155.29,21311.28,23106.35,15019.13,31193.57,lstm_sequence,-1795.06,1556.02,3424.0,0.0003,0.0013,0.0126,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-05-26T13:53:22,2016-04-27T13:06:40,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,449263.17,51189.63,59.89,47818.64,16.14,99.966,85.012,2282.6,2.7,7.804,270,False,False,variable_mild,90.07,83.49,40,0,0,0,oil_hydraulic,particulate_severe,75.27,16.83,0.572,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-30T08:55:42,41,176.93,176.93,2.98,11.762,3.947,2.845,,,61.31,55.68,,15.64,40.04,44.82,13/11/9,73.7,0.407,15.0,2.9,,,,,88.05,34.383,91.12,66.34,,2.713,0.0959,33.74,1.0,normal,0.0036002,0.0529,False,lubrication_starvation,none,A_healthy,0.0082,0.0,1.0,,202.1,132.92,21307.07,17385.92,11300.85,23471.0,xgboost_gradient,3921.15,4082.96,3424.0,0.0003,0.0013,0.0126,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-01-27T13:53:25,2015-10-08T02:57:48,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,428321.57,51189.63,29.33,47818.64,16.25,99.966,82.674,2282.6,2.7,5.489,270,False,False,variable_mild,102.96,93.0,41,0,0,0,water,chemical_contamination,52.34,3.16,2.719,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-30T13:08:28,42,181.14,181.14,2.97,9.798,3.3,2.75,,,59.21,51.39,,15.64,35.75,46.9,14/12/10,71.8,0.352,14.0,2.3,,,,,89.11,35.876,89.08,64.61,,0.972,0.1681,285.23,1.0,normal,0.0,0.0265,False,lubrication_starvation,none,A_healthy,0.0084,0.004,1.0,,143.08,158.85,21302.86,17457.86,11347.61,23568.12,lstm_sequence,3844.99,4788.09,3424.0,0.0003,0.0013,0.0126,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-01-29T06:04:25,2015-10-10T20:19:35,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,478624.1,51189.63,31.3,47818.64,21.38,99.955,79.382,2282.6,2.7,5.243,270,False,False,variable_mild,82.95,94.91,42,0,0,1,oil_hydraulic,none,88.7,28.22,2.142,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-30T17:21:13,43,185.35,185.35,2.899,11.112,3.833,3.047,,,62.19,55.45,,15.64,39.81,43.76,14/12/10,137.8,0.428,34.5,7.3,,,,,89.1,34.048,89.09,62.09,,1.389,0.0171,155.08,0.9989,normal,-0.00022636,0.0604,False,lubrication_starvation,contamination,A_healthy,0.0086,0.0158,1.0,,357.17,162.03,21298.65,24135.95,15688.37,32583.54,kalman_filter,-2837.31,3333.63,3424.0,0.0003,0.0013,0.0127,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-17T13:19:51,2016-06-03T12:54:53,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,455532.12,51189.63,42.13,47818.64,27.67,99.942,79.105,2282.6,2.7,2.536,270,False,False,variable_mild,86.84,75.77,43,0,0,0,none,particulate_severe,62.49,21.61,3.04,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-30T21:33:58,44,189.57,189.57,2.601,9.366,3.601,3.015,,,61.74,48.44,,15.64,32.8,45.66,14/12/10,77.0,0.341,30.4,5.0,,,,,87.85,35.775,91.77,62.88,,0.038,0.0338,295.65,1.0,normal,0.0023093,0.0,False,lubrication_starvation,none,A_healthy,0.0088,0.0205,1.0,,59.12,164.72,21294.43,25760.72,16744.47,34776.97,lstm_sequence,-4466.28,4844.48,3424.0,0.0003,0.0013,0.0127,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-07-21T13:55:30,2016-07-31T06:10:34,mixed,False,oem_certified,True,,,,none,none,1023792.54,810744.65,496434.62,51189.63,51.68,47818.64,21.24,99.956,89.16,2282.6,2.7,2.43,270,False,False,variable_mild,78.29,79.98,44,0,0,0,oil_hydraulic,none,68.47,47.64,0.296,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-31T01:46:44,45,193.78,193.78,3.121,8.635,2.767,2.592,,,59.48,56.34,,15.64,40.7,46.86,15/13/11,216.7,0.383,18.8,5.0,,,,,88.59,36.091,90.27,67.2,,1.174,0.0236,39.65,0.9992,normal,0.00370068,0.038,False,lubrication_starvation,adhesive_wear,A_healthy,0.009,0.0014,1.0,,45.06,148.15,21290.22,19719.88,12817.92,26621.84,kalman_filter,1570.34,1369.89,3424.0,0.0003,0.0013,0.0127,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-03-17T21:43:06,2015-12-30T11:40:34,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,442644.01,51189.63,53.27,47818.64,11.84,99.975,80.925,2282.6,2.7,3.618,270,False,False,variable_mild,89.42,88.93,45,0,0,0,steam,none,21.77,3.35,4.191,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-31T05:59:29,46,197.99,197.99,2.968,10.751,3.622,3.766,,,61.33,53.75,,15.64,38.1,47.48,13/11/9,72.9,0.309,29.3,5.5,,,,,90.14,35.741,88.66,63.71,,0.484,0.0088,233.2,0.9985,normal,-0.00029413,0.0005,False,lubrication_starvation,none,A_healthy,0.0092,0.0,1.0,,59.49,157.88,21286.01,18836.46,12243.7,25429.22,kalman_filter,2449.55,2298.37,3424.0,0.0003,0.0013,0.0128,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-02-27T16:13:12,2015-11-29T08:58:49,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,397253.09,51189.63,45.45,47818.64,7.79,99.984,91.893,2282.6,2.7,7.827,270,False,False,variable_mild,83.58,93.23,46,0,0,0,none,none,61.75,99.35,2.562,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-31T10:12:14,47,202.2,202.2,3.275,12.496,3.816,2.781,,,59.33,50.41,,15.64,34.76,48.22,14/12/10,124.2,0.387,26.0,5.4,,,,,90.23,37.517,88.27,64.37,,0.233,0.0269,74.86,0.9943,normal,-0.00114053,0.0,False,lubrication_starvation,none,A_healthy,0.0094,0.0088,1.0,,72.94,148.98,21281.8,17334.97,11267.73,23402.21,physics_informed_nn,3946.82,3336.4,3424.0,0.0003,0.0013,0.0128,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-01-27T13:41:27,2015-10-07T08:55:53,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,483965.28,51189.63,45.34,47818.64,12.43,99.974,86.487,2282.6,2.7,5.113,270,False,False,variable_mild,94.19,88.59,47,0,0,0,oil_hydraulic,particulate_mild,55.2,104.47,4.293,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-31T14:25:00,48,206.42,206.42,2.829,9.394,3.321,2.708,,,62.27,52.74,,15.64,37.1,44.94,13/11/9,108.5,0.305,14.7,2.4,,,,,88.64,36.724,88.98,66.47,,0.814,0.0058,241.38,1.0,normal,0.00022636,0.0086,False,lubrication_starvation,none,A_healthy,0.0096,0.0168,1.0,,13.36,146.42,21277.58,24344.63,15824.01,32865.25,particle_filter,-3067.05,3960.01,3424.0,0.0003,0.0014,0.0128,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-22T18:43:52,2016-06-11T19:21:04,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,457861.74,51189.63,36.13,47818.64,8.15,99.983,79.229,2282.6,2.7,5.146,270,False,False,variable_mild,86.13,76.6,48,0,0,0,oil_process,none,42.82,4.27,0.233,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-31T18:37:45,49,210.63,210.63,2.656,11.757,4.427,2.881,,,64.52,52.52,,15.64,36.88,43.74,14/12/10,69.8,0.427,25.7,4.2,,,,,87.97,36.53,90.52,65.12,,0.124,0.1301,86.44,0.9921,normal,-0.00157404,0.0907,False,lubrication_starvation,none,A_healthy,0.0098,0.0188,1.0,,93.6,157.68,21273.37,25004.2,16252.73,33755.67,weibull_regression,-3730.83,3135.18,3424.0,0.0003,0.0014,0.0128,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-07-06T16:43:39,2016-07-05T08:11:47,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,163548.69,51189.63,26.38,47818.64,14.79,99.969,78.243,2282.6,2.7,6.259,270,False,False,variable_mild,76.39,85.24,49,0,0,0,oil_hydraulic,particulate_mild,35.59,60.87,2.114,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-01-31T22:50:30,50,214.84,214.84,3.196,14.246,4.457,2.752,,,61.25,56.98,,15.64,41.34,44.99,14/12/10,214.2,0.327,27.7,6.0,,,,,88.99,36.773,89.86,64.11,,0.63,0.0518,144.23,0.9981,normal,-0.00021293,0.0298,False,lubrication_starvation,none,A_healthy,0.01,0.0173,1.0,,37.69,173.74,21269.16,17088.31,11107.4,23069.22,physics_informed_nn,4180.84,4102.17,3424.0,0.0003,0.0014,0.0129,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-01-22T22:59:54,2015-09-29T03:54:28,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,349363.28,51189.63,48.44,47818.64,10.86,99.977,83.441,2282.6,2.7,2.164,270,False,False,variable_mild,98.27,88.13,50,0,0,0,gas_compressed_air,none,57.87,5.73,3.639,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-01T03:03:16,51,219.05,219.05,3.229,10.099,3.128,3.224,,,54.67,49.94,,15.64,34.3,45.32,13/11/9,52.0,0.328,27.0,7.1,,,,,90.31,34.823,90.9,65.14,,1.831,0.0047,92.91,1.0,normal,0.00029413,0.0252,False,lubrication_starvation,none,A_healthy,0.0102,0.0023,1.0,,61.15,140.23,21264.95,23986.21,15591.04,32381.38,weibull_regression,-2721.26,3524.98,3424.0,0.0003,0.0014,0.0129,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-15T20:09:34,2016-05-30T15:19:59,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,319585.41,51189.63,34.38,47818.64,7.28,99.985,88.101,2282.6,2.7,5.564,270,False,False,variable_mild,91.06,90.73,51,0,0,0,oil_hydraulic,particulate_mild,35.1,5.76,0.835,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-01T07:16:01,52,223.27,223.27,2.705,10.781,3.985,2.955,,,62.22,54.14,,15.64,38.5,44.95,13/11/9,95.9,0.338,28.4,4.7,,,,,88.63,35.223,89.48,65.39,,0.09,0.0562,38.57,1.0,normal,0.00114053,0.0393,False,lubrication_starvation,none,A_healthy,0.0104,0.0,1.0,,24.76,151.76,21260.73,24451.7,15893.6,33009.79,xgboost_gradient,-3190.96,2988.04,3424.0,0.0003,0.0014,0.0129,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-25T17:06:57,2016-06-16T07:12:36,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,446978.84,51189.63,51.17,47818.64,10.0,99.979,91.15,2282.6,2.7,5.594,270,False,False,variable_mild,89.23,94.5,52,0,0,1,oil_process,none,49.71,57.65,1.858,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-01T11:28:46,53,227.48,227.48,2.867,9.716,3.389,3.046,,,62.8,50.71,,15.64,35.07,45.36,13/11/9,83.6,0.406,8.3,1.5,,,,,90.25,37.427,90.43,65.06,,0.748,0.1146,16.26,1.0,normal,0.0,0.0239,False,lubrication_starvation,contamination,A_healthy,0.0106,0.0,1.0,,165.52,153.37,21256.52,22658.92,14728.3,30589.55,physics_informed_nn,-1402.4,1183.25,3424.0,0.0003,0.0014,0.013,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-05-19T12:56:31,2016-04-13T23:33:56,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,163667.84,51189.63,47.07,47818.64,14.27,99.97,87.562,2282.6,2.7,3.093,270,False,False,variable_mild,84.81,74.76,53,0,0,1,gas_compressed_air,none,52.22,56.59,0.619,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-01T15:41:31,54,231.69,231.69,2.721,9.142,3.359,3.42,,,62.29,59.94,,15.64,44.3,47.95,14/12/10,76.3,0.568,42.7,12.6,,,,,89.93,34.38,90.17,66.16,,0.134,0.0459,108.8,0.9903,normal,-0.00036834,0.0526,False,lubrication_starvation,none,A_healthy,0.0108,0.0,1.0,,173.27,157.25,21252.31,23883.62,15524.35,32242.88,particle_filter,-2631.31,3146.51,3424.0,0.0003,0.0014,0.013,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-14T05:30:03,2016-05-27T12:46:00,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,300681.95,51189.63,46.9,47818.64,13.53,99.972,85.01,2282.6,2.7,2.674,270,False,False,variable_mild,101.14,85.52,54,0,0,0,none,particulate_severe,37.13,11.79,1.737,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-01T19:54:17,55,235.9,235.9,2.88,9.897,3.436,2.521,,,64.23,54.94,,15.64,39.3,44.51,14/12/10,150.3,0.418,14.4,2.5,,,,,90.83,35.53,90.82,61.83,,0.373,0.048,28.3,1.0,normal,0.00038141,0.0743,False,lubrication_starvation,none,A_healthy,0.011,0.0,1.0,,37.95,138.32,21248.1,19522.99,12689.94,26356.03,kalman_filter,1725.11,1488.08,3424.0,0.0003,0.0014,0.013,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-03-15T13:23:51,2015-12-25T06:26:32,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,164054.74,51189.63,31.25,47818.64,20.25,99.958,86.933,2282.6,2.7,4.196,270,False,False,variable_mild,97.81,89.87,55,0,0,1,oil_process,particulate_severe,72.16,1.55,9.273,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-02T00:07:02,56,240.12,240.12,2.614,11.076,4.238,2.954,,,59.88,49.81,,15.64,34.17,44.34,14/12/10,82.8,0.364,85.4,15.9,,,,,88.41,36.161,90.83,65.94,,0.119,0.0541,357.21,0.9998,normal,-3.087e-05,0.0195,False,lubrication_starvation,cavitation,A_healthy,0.0112,0.0,1.0,,32.7,139.61,21243.88,25491.93,16569.75,34414.1,particle_filter,-4248.04,4880.97,3424.0,0.0003,0.0014,0.013,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-07-18T02:04:48,2016-07-23T20:15:14,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,288151.26,51189.63,26.24,47818.64,18.45,99.961,84.761,2282.6,2.7,7.659,270,False,False,variable_mild,77.21,71.66,56,0,0,0,water,particulate_severe,81.7,16.26,2.566,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-02T04:19:47,57,244.33,244.33,2.826,10.972,3.883,2.799,,,57.37,55.61,,15.64,39.97,46.2,13/11/9,106.0,0.391,15.5,1.8,,,,,89.0,37.358,89.27,68.44,,0.304,0.0202,21.91,0.9855,normal,-0.00289954,0.0245,False,lubrication_starvation,none,A_healthy,0.0114,0.0,1.0,,224.96,152.65,21239.67,23070.12,14995.58,31144.66,particle_filter,-1830.45,2031.74,3424.0,0.0003,0.0014,0.0131,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-05-28T19:23:19,2016-04-29T05:55:48,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,498247.42,51189.63,39.38,47818.64,4.51,99.99,86.366,2282.6,2.7,1.562,270,False,False,variable_mild,90.81,88.08,57,0,0,1,oil_hydraulic,chemical_contamination,31.42,101.43,0.217,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-02T08:32:33,58,248.54,248.54,3.044,11.294,3.711,3.017,,,60.96,56.02,,15.64,40.38,48.1,13/11/9,128.4,0.617,19.2,5.6,,,,,88.66,34.405,90.66,67.87,,0.385,0.0344,142.9,0.9883,normal,-0.00234665,0.1059,False,lubrication_starvation,none,A_healthy,0.0116,0.0,1.0,,144.32,140.09,21235.46,24435.89,15883.33,32988.45,lstm_sequence,-3200.43,3207.25,3424.0,0.0003,0.0014,0.0131,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-06-26T10:29:19,2016-06-16T19:03:03,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,477262.75,51189.63,22.9,47818.64,13.29,99.972,79.139,2282.6,2.7,5.693,270,False,False,variable_mild,89.4,95.85,58,0,0,0,gas_compressed_air,none,41.56,6.61,0.81,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-02T12:45:18,59,252.76,252.76,3.212,14.362,4.472,3.415,,,56.19,53.58,,15.64,37.94,43.93,14/12/10,69.9,0.31,7.8,1.2,,,,,91.17,37.648,90.58,63.43,,1.253,0.0373,11.05,1.0,normal,0.00194238,0.0726,False,lubrication_starvation,none,A_healthy,0.0118,0.0,1.0,,23.41,157.94,21231.24,18616.45,12100.7,25132.21,xgboost_gradient,2614.79,3100.96,3424.0,0.0003,0.0014,0.0131,1.804,34725.0,0.9999,1e-06,False,none,none,,,,,,2015-02-25T08:58:56,2015-11-23T20:44:29,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,484168.39,51189.63,43.55,47818.64,9.97,99.979,90.022,2282.6,2.7,7.56,270,False,False,variable_mild,95.66,74.94,59,0,0,1,water,none,28.42,34.7,2.234,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-02T16:58:03,60,256.97,256.97,3.608,15.902,4.407,3.042,,,60.22,49.98,,15.64,34.34,48.68,13/11/9,94.9,0.326,49.8,11.3,,,,,90.13,35.43,88.8,63.99,,0.512,0.0137,120.62,0.9963,normal,-0.0007461,0.0,False,lubrication_starvation,none,A_healthy,0.012,0.0,1.0,,46.68,131.15,21227.03,18707.79,12160.06,25255.52,xgboost_gradient,2519.24,2420.39,3424.0,0.0003,0.0014,0.0131,1.804,34725.0,0.9999,1.01e-06,False,none,none,,,,,,2015-02-27T10:51:45,2015-11-27T06:35:21,mixed,False,oem_certified,True,,,,none,none,1023792.54,810744.65,493292.71,51189.63,27.96,47818.64,26.13,99.945,88.091,2282.6,2.7,7.338,270,False,False,variable_mild,91.5,83.91,60,0,0,0,gas_compressed_air,none,36.83,17.77,0.418,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-02T21:10:49,61,261.18,261.18,3.037,11.209,3.691,2.963,,,59.91,49.01,,15.64,33.37,45.02,13/11/9,63.8,0.336,26.4,7.2,,,,,88.83,34.053,90.01,65.16,,0.315,0.0458,17.9,0.9916,normal,-0.00164647,0.0424,False,lubrication_starvation,none,A_healthy,0.0122,0.0154,1.0,,121.07,146.64,21222.82,23890.32,15528.71,32251.93,lstm_sequence,-2667.5,2693.27,3424.0,0.0003,0.0015,0.0132,1.804,34725.0,0.9999,1.02e-06,False,none,none,,,,,,2015-06-15T14:20:24,2016-05-28T23:57:07,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,399955.77,51189.63,41.46,47818.64,18.52,99.961,85.74,2282.6,2.7,5.947,270,False,False,variable_mild,79.45,81.63,61,0,0,0,oil_hydraulic,particulate_mild,66.31,52.38,2.603,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-03T01:23:34,62,265.39,265.39,3.197,14.35,4.489,3.212,,,55.29,54.31,,15.64,38.67,45.34,14/12/10,114.2,0.327,44.8,11.3,,,,,89.89,36.349,87.39,65.27,,0.043,0.0172,184.07,1.0,normal,0.00289954,0.0717,False,lubrication_starvation,none,A_healthy,0.0124,0.0191,1.0,,27.07,165.08,21218.61,18822.81,12234.82,25410.79,particle_filter,2395.8,2641.25,3424.0,0.0003,0.0015,0.0132,1.804,34725.0,0.9998,1.03e-06,False,none,none,,,,,,2015-03-02T04:47:47,2015-12-01T16:46:44,mixed,False,specialist,False,40.0,,,none,none,1023792.54,810744.65,394158.96,51189.63,51.9,47818.64,20.5,99.957,88.958,2282.6,2.7,4.483,270,False,False,variable_mild,90.36,80.91,62,0,0,0,oil_process,particulate_mild,51.63,74.65,1.155,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-03T05:36:19,63,269.61,269.61,3.364,10.816,3.215,3.486,,,63.77,50.17,,15.64,34.52,46.86,13/11/9,107.7,0.371,9.2,1.1,,,,,89.2,36.491,91.37,62.13,,1.147,0.0197,108.67,1.0,normal,0.00234665,0.0171,False,lubrication_starvation,none,A_healthy,0.0125,0.0152,1.0,,6.71,142.7,21214.39,19373.88,12593.02,26154.74,lstm_sequence,1840.51,2284.7,3424.0,0.0003,0.0015,0.0132,1.804,34725.0,0.9998,1.05e-06,False,none,none,,,,,,2015-03-13T20:32:47,2015-12-21T09:24:18,mixed,False,master_technician,False,85.0,,,none,none,1023792.54,810744.65,178667.86,51189.63,56.42,47818.64,9.71,99.98,84.005,2282.6,2.7,5.525,270,False,False,variable_mild,85.75,58.91,63,0,0,1,oil_process,none,40.77,32.46,3.397,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-03T09:49:05,64,273.82,273.82,2.843,12.408,4.364,3.831,,,58.08,56.58,,15.64,40.93,45.47,14/12/10,70.2,0.331,15.6,2.8,,,,,88.08,36.414,90.97,65.6,,0.122,0.0105,44.18,1.0,normal,0.0,0.0931,False,lubrication_starvation,none,A_healthy,0.0127,0.0104,1.0,,261.65,136.34,21210.18,25011.29,16257.34,33765.24,xgboost_gradient,-3801.1,4081.56,3424.0,0.0003,0.0015,0.0133,1.804,34725.0,0.9998,1.06e-06,False,none,none,,,,,,2015-07-09T11:27:39,2016-07-08T05:24:39,mixed,False,specialist,False,58.0,,,none,none,1023792.54,810744.65,183081.27,51189.63,41.62,47818.64,22.03,99.954,88.992,2282.6,2.7,6.614,270,False,False,variable_mild,105.2,74.07,64,0,0,1,oil_hydraulic,none,51.18,17.07,3.083,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-03T14:01:50,65,278.03,278.03,2.996,13.724,4.581,2.809,,,59.08,59.8,,15.64,44.16,48.56,14/12/10,69.3,0.555,12.3,2.3,,,,,87.42,36.04,89.92,65.27,,0.427,0.1701,96.65,0.9825,normal,-0.00276352,0.0357,False,lubrication_starvation,none,A_healthy,0.0129,0.0117,1.0,,303.28,141.93,21205.97,19012.34,12358.02,25666.66,xgboost_gradient,2193.63,2387.13,3424.0,0.0003,0.0015,0.0133,1.804,34725.0,0.9998,1.07e-06,False,none,none,,,,,,2015-03-06T16:11:59,2015-12-08T22:31:05,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,308375.15,51189.63,50.37,47818.64,12.4,99.974,83.092,2282.6,2.7,7.649,270,False,False,variable_mild,104.77,81.73,65,0,0,1,oil_hydraulic,none,65.5,12.26,3.098,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-03T18:14:35,66,282.24,282.24,3.241,14.317,4.417,3.042,,,64.74,58.78,,15.64,43.14,46.35,13/11/9,167.5,0.432,29.8,8.5,,,,,86.72,35.566,89.82,62.96,,0.984,0.0788,92.7,0.985,normal,-0.00133074,0.0379,False,lubrication_starvation,none,A_healthy,0.0131,0.0,1.0,,262.41,148.35,21201.76,18068.34,11744.42,24392.26,physics_informed_nn,3133.41,3521.56,3424.0,0.0003,0.0015,0.0133,1.804,34725.0,0.9998,1.08e-06,False,none,none,,,,,,2015-02-15T04:24:54,2015-11-05T16:20:08,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,343303.65,51189.63,31.63,47818.64,7.67,99.984,90.187,2282.6,2.7,2.402,270,False,False,variable_mild,105.6,76.79,66,1,0,0,steam,particulate_severe,68.46,84.06,3.433,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-03T22:27:21,68,286.46,286.46,3.09,9.246,2.992,2.943,,,55.89,52.95,,15.64,37.31,43.36,13/11/9,71.3,0.314,55.7,8.8,,,,,88.86,36.246,90.12,63.64,,1.323,0.0148,170.49,1.0,normal,0.0,0.0,False,lubrication_starvation,none,A_healthy,0.0133,0.0061,1.0,,86.01,134.98,21197.54,19529.33,12694.07,26364.6,physics_informed_nn,1668.21,1840.87,3424.0,0.0003,0.0015,0.0133,1.804,34725.0,0.9998,1.1e-06,False,none,none,,,,,,2015-03-17T19:07:20,2015-12-27T14:23:20,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,274982.7,51189.63,59.75,47818.64,12.53,99.974,84.884,2282.6,2.7,3.982,270,False,False,variable_mild,86.25,81.87,68,1,0,1,water,none,21.39,170.53,1.463,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-04T02:40:06,69,290.67,290.67,3.024,9.03,2.986,2.635,,,54.29,53.72,,15.64,38.08,45.65,14/12/10,111.3,0.447,55.4,10.7,,,,,86.3,35.331,92.36,67.84,,1.726,0.0617,14.53,1.0,normal,0.0,0.0,False,lubrication_starvation,electrical_pitting,A_healthy,0.0135,0.0,1.0,,221.79,139.93,21193.33,22930.18,14904.61,30955.74,lstm_sequence,-1736.84,1932.84,3424.0,0.0004,0.0015,0.0134,1.804,34725.0,0.9998,1.11e-06,False,none,none,,,,,,2015-05-27T19:45:23,2016-04-26T05:19:05,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,223442.57,51189.63,29.58,47818.64,10.21,99.979,83.383,2282.6,2.7,4.272,270,False,False,variable_mild,84.47,92.06,69,0,0,0,water,none,43.24,79.64,0.247,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-04T06:52:51,70,294.88,294.88,3.006,12.257,4.077,2.324,,,61.94,49.1,,15.64,33.46,45.4,14/12/10,68.9,0.62,14.6,2.6,,,,,87.99,34.103,89.43,67.31,,0.745,0.0018,107.6,0.9993,normal,-0.00013184,0.0149,False,lubrication_starvation,electrical_pitting,A_healthy,0.0137,0.0055,1.0,,11.2,157.57,21189.12,19318.06,12556.74,26079.38,xgboost_gradient,1871.06,2045.19,3424.0,0.0004,0.0015,0.0134,1.804,34725.0,0.9998,1.12e-06,False,none,none,,,,,,2015-03-13T17:54:43,2015-12-20T11:14:01,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,198964.47,51189.63,25.36,47818.64,20.13,99.958,85.19,2282.6,2.7,1.467,270,False,False,variable_mild,81.45,87.07,70,1,0,0,none,none,83.08,47.34,4.895,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-04T11:05:36,71,299.09,299.09,2.971,13.074,4.401,3.15,,,61.36,52.18,,15.64,36.54,46.01,14/12/10,81.6,0.347,14.3,2.7,,,,,87.5,35.684,90.61,68.11,,1.035,0.0719,172.55,1.0,normal,0.00350962,0.007,False,lubrication_starvation,none,A_healthy,0.0139,0.0,1.0,,169.64,163.11,21184.91,22974.63,14933.51,31015.75,physics_informed_nn,-1789.72,1501.0,3424.0,0.0004,0.0015,0.0134,1.804,34725.0,0.9998,1.14e-06,False,none,none,,,,,,2015-05-29T02:24:24,2016-04-28T03:31:34,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,484451.61,51189.63,38.25,47818.64,12.13,99.975,84.719,2282.6,2.7,1.988,270,False,False,variable_mild,94.94,78.71,71,1,0,0,water,particulate_severe,46.61,18.55,1.669,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-04T15:18:22,72,303.31,303.31,2.606,7.958,3.054,3.124,,,64.27,50.47,,15.64,34.83,48.44,14/12/10,97.9,0.424,9.7,1.2,,,,,89.02,35.014,91.13,63.53,,0.259,0.0286,4.69,1.0,normal,0.00300808,0.0052,False,lubrication_starvation,none,A_healthy,0.0141,0.0016,1.0,,33.76,133.84,21180.69,20001.77,13001.15,27002.39,lstm_sequence,1178.93,1123.02,3424.0,0.0004,0.0015,0.0134,1.804,34725.0,0.9998,1.15e-06,False,none,none,,,,,,2015-03-28T08:11:25,2016-01-14T00:48:34,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,427812.63,51189.63,49.9,47818.64,11.59,99.976,87.397,2282.6,2.7,4.101,270,False,False,variable_mild,79.11,102.45,72,0,0,1,none,none,36.09,57.45,0.207,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-04T19:31:07,73,307.52,307.52,3.091,13.361,4.322,2.876,,,66.12,56.8,,15.64,41.15,46.07,15/13/11,98.0,0.351,85.3,19.9,,,,,88.03,34.94,88.97,65.58,,0.311,0.0471,133.73,0.996,normal,-0.00079535,0.0394,False,lubrication_starvation,none,A_healthy,0.0143,0.0,1.0,,167.5,140.17,21176.48,18953.06,12319.49,25586.64,physics_informed_nn,2223.42,2867.9,3424.0,0.0004,0.0015,0.0135,1.804,34725.0,0.9998,1.16e-06,False,none,none,,,,,,2015-03-06T16:03:03,2015-12-08T01:37:24,mixed,False,oem_certified,False,63.0,,,none,none,1023792.54,810744.65,509379.93,51189.63,48.39,47818.64,5.17,99.989,82.588,2282.6,2.7,2.971,270,True,False,variable_mild,90.88,73.66,73,1,0,0,oil_hydraulic,none,59.41,17.57,0.308,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-04T23:43:52,74,311.73,311.73,2.742,10.622,3.875,3.088,,,61.28,56.9,,15.64,41.26,44.64,14/12/10,50.1,0.314,8.5,2.3,,,,,88.97,36.736,91.25,65.2,,0.865,0.1012,60.37,1.0,normal,0.0,0.0205,False,lubrication_starvation,none,A_healthy,0.0145,0.0171,1.0,,2.47,134.14,21172.27,18527.06,12042.59,25011.54,lstm_sequence,2645.2,2630.24,3424.0,0.0004,0.0016,0.0135,1.804,34725.0,0.9998,1.17e-06,False,none,none,,,,,,2015-02-25T23:15:47,2015-11-23T03:44:07,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,406284.74,51189.63,52.97,47818.64,15.83,99.967,88.523,2282.6,2.7,5.355,270,False,False,variable_mild,98.32,71.54,74,1,0,2,oil_process,none,74.99,18.46,5.649,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-05T03:56:38,75,315.94,315.94,2.934,8.557,2.917,3.441,,,63.63,53.89,,15.64,38.25,45.69,14/12/10,126.0,0.447,13.0,1.5,,,,,88.05,36.759,88.7,67.4,,0.163,0.1126,189.04,1.0,normal,0.00013184,0.0,False,lubrication_starvation,none,A_healthy,0.0147,0.0172,1.0,,312.26,147.78,21168.06,19991.7,12994.61,26988.8,physics_informed_nn,1176.35,1080.07,3424.0,0.0004,0.0016,0.0135,1.804,34725.0,0.9998,1.19e-06,False,none,none,,,,,,2015-03-28T15:47:41,2016-01-14T04:53:25,mixed,False,specialist,False,86.0,,,none,none,1023792.54,810744.65,364192.9,51189.63,28.46,47818.64,21.39,99.955,79.457,2282.6,2.7,3.16,270,False,False,variable_mild,94.55,92.5,75,0,0,0,steam,none,84.6,6.68,3.173,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-05T08:09:23,76,320.16,320.16,2.736,12.183,4.452,2.799,,,62.28,55.08,,15.64,39.44,42.59,13/11/9,305.4,0.471,10.9,2.1,,,,,89.02,34.73,88.86,64.41,,0.016,0.0459,50.42,1.0,normal,0.0,0.0,False,lubrication_starvation,none,A_healthy,0.0149,0.0,1.0,,36.41,144.92,21163.84,17850.17,11602.61,24097.74,lstm_sequence,3313.67,3032.49,3424.0,0.0004,0.0016,0.0136,1.804,34725.0,0.9998,1.2e-06,False,none,none,,,,,,2015-02-12T05:14:37,2015-10-30T12:48:16,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,338455.93,51189.63,24.84,47818.64,11.2,99.977,86.025,2282.6,2.7,7.111,270,False,False,variable_mild,90.95,86.48,76,1,0,2,oil_process,none,39.19,76.47,0.054,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-05T12:22:08,77,324.37,324.37,3.366,13.264,3.941,2.812,,,60.76,52.54,,15.64,36.9,44.22,14/12/10,63.5,0.347,41.2,4.8,,,,,89.33,34.223,89.48,67.88,,0.137,0.0218,105.86,0.9857,normal,-0.00285888,0.0447,False,lubrication_starvation,none,A_healthy,0.0151,0.0018,1.0,,165.77,161.62,21159.63,18346.31,11925.1,24767.52,xgboost_gradient,2813.32,2458.4,3424.0,0.0004,0.0016,0.0136,1.804,34725.0,0.9998,1.21e-06,False,none,none,,,,,,2015-02-22T17:31:29,2015-11-17T06:44:02,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,227586.28,51189.63,28.72,47818.64,8.8,99.982,86.963,2282.6,2.7,1.885,270,False,False,variable_mild,89.64,84.12,77,0,0,2,steam,chemical_contamination,63.42,8.76,0.509,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-05T16:34:54,78,328.58,328.58,3.027,7.727,2.553,3.377,,,63.58,50.7,,15.64,35.06,47.58,13/11/9,90.7,0.554,15.5,2.2,,,,,87.06,34.451,89.89,64.52,,1.005,0.0485,3.21,0.9997,normal,0.00073749,0.0012,False,lubrication_starvation,misalignment_induced,A_healthy,0.0153,0.0064,1.0,,83.17,162.2,21155.42,17318.31,11256.9,23379.71,particle_filter,3837.11,3689.61,3424.0,0.0004,0.0016,0.0136,1.804,34725.0,0.9998,1.23e-06,False,none,none,,,,,,2015-02-01T11:44:03,2015-10-12T01:08:27,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,293711.34,51189.63,43.0,47818.64,17.16,99.964,79.611,2282.6,2.7,2.316,270,False,False,variable_mild,99.17,79.61,78,1,0,0,oil_process,none,43.08,46.04,0.934,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-05T20:47:39,79,332.79,332.79,2.87,7.815,2.723,3.188,,,62.63,52.99,,15.64,37.35,46.85,13/11/9,70.3,0.382,17.3,2.4,,,,,88.21,34.905,89.28,61.18,,0.5,0.1185,94.28,0.9848,normal,-0.00304023,0.0443,False,lubrication_starvation,none,A_healthy,0.0155,0.0,1.0,,206.44,145.56,21151.21,23515.25,15284.92,31745.59,kalman_filter,-2364.05,2770.36,3424.0,0.0004,0.0016,0.0136,1.804,34725.0,0.9998,1.24e-06,False,none,none,,,,,,2015-06-10T18:25:18,2016-05-18T16:45:39,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,353012.91,51189.63,47.23,47818.64,16.45,99.966,87.744,2282.6,2.7,2.522,270,False,False,variable_mild,89.1,71.03,79,0,0,0,steam,particulate_mild,57.81,113.79,7.981,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-06T01:00:24,80,337.01,337.01,2.601,8.152,3.134,3.302,,,63.13,53.38,,15.64,37.74,47.44,13/11/9,93.9,0.452,9.6,1.9,,,,,90.39,35.043,89.0,64.45,,0.183,0.0215,115.38,0.9903,normal,-0.0019479,0.0328,False,lubrication_starvation,none,A_healthy,0.0157,0.0158,1.0,,132.69,153.54,21146.99,17592.93,11435.41,23750.46,physics_informed_nn,3554.06,4334.78,3424.0,0.0004,0.0016,0.0137,1.804,34725.0,0.9998,1.25e-06,False,none,none,,,,,,2015-02-07T13:28:23,2015-10-22T02:59:57,mixed,False,oem_certified,True,,,,none,none,1023792.54,810744.65,186301.55,51189.63,46.12,47818.64,12.17,99.975,87.102,2282.6,2.7,4.593,270,False,False,variable_mild,86.47,93.14,80,1,0,0,gas_compressed_air,particulate_mild,82.5,6.24,1.356,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-06T05:13:10,81,341.22,341.22,3.284,13.448,4.095,3.132,,,57.97,49.02,,15.64,33.38,46.98,14/12/10,104.2,0.561,14.4,4.3,,,,,88.87,34.811,88.74,63.89,,0.607,0.0925,57.95,1.0,normal,0.0,0.0,False,lubrication_starvation,none,A_healthy,0.0159,0.0102,1.0,,125.24,150.64,21142.78,24187.02,15721.56,32652.48,lstm_sequence,-3044.24,3710.91,3424.0,0.0004,0.0016,0.0137,1.804,34725.0,0.9998,1.26e-06,False,none,none,,,,,,2015-06-25T02:43:44,2016-06-11T20:11:09,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,215333.32,51189.63,43.13,47818.64,5.6,99.988,89.857,2282.6,2.7,5.32,270,False,False,variable_mild,91.46,80.85,81,1,0,0,water,water_ingress,72.53,7.99,1.095,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-06T09:25:55,82,345.43,345.43,3.13,9.551,3.052,2.863,,,59.03,52.16,,15.64,36.51,47.63,14/12/10,86.6,0.377,26.2,3.9,,,,,89.05,35.658,88.87,63.63,,1.133,0.0546,60.63,1.0,normal,0.00285888,0.0,False,lubrication_starvation,overload,A_healthy,0.0161,0.0019,1.0,,188.81,144.55,21138.57,23389.22,15202.99,31575.45,physics_informed_nn,-2250.65,2371.89,3424.0,0.0004,0.0016,0.0137,1.804,34725.0,0.9998,1.28e-06,False,none,none,,,,,,2015-06-08T16:02:34,2016-05-14T18:16:13,mixed,False,master_technician,True,,,,none,none,1023792.54,810744.65,189545.67,51189.63,39.15,47818.64,9.41,99.98,81.977,2282.6,2.7,3.876,270,False,False,variable_mild,93.78,65.19,82,1,0,0,none,none,26.54,27.76,3.243,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-06T13:38:40,83,349.64,349.64,2.836,11.584,4.084,3.102,,,56.48,49.22,,15.64,33.58,47.21,14/12/10,81.2,0.343,9.8,2.6,,,,,89.77,35.575,89.66,66.71,,0.341,0.0452,196.27,0.9939,normal,-0.00115482,0.0,False,lubrication_starvation,none,A_healthy,0.0163,0.0,1.0,,110.26,159.46,21134.36,23124.69,15031.05,31218.33,lstm_sequence,-1990.33,1816.93,3424.0,0.0004,0.0016,0.0137,1.804,34725.0,0.9998,1.29e-06,False,none,none,,,,,,2015-06-03T07:59:18,2016-05-05T13:37:45,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,229903.5,51189.63,59.26,47818.64,11.34,99.976,87.248,2282.6,2.7,3.51,270,False,False,variable_mild,78.47,90.13,83,0,0,4,none,none,63.95,10.64,1.942,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-06T17:51:25,84,353.86,353.86,2.823,11.291,3.999,2.914,,,60.52,55.16,,15.64,39.52,47.98,14/12/10,81.6,0.454,24.2,6.9,,,,,89.28,34.003,89.02,66.35,,0.392,0.0044,5.98,0.9853,normal,0.00010204,0.069,False,lubrication_starvation,none,A_healthy,0.0165,0.0083,1.0,,292.43,144.01,21130.14,19700.0,12805.0,26595.0,xgboost_gradient,1430.15,1338.49,3424.0,0.0004,0.0016,0.0138,1.804,34725.0,0.9997,1.3e-06,False,none,none,,,,,,2015-03-24T03:51:21,2016-01-05T10:51:18,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,293917.55,51189.63,57.58,47818.64,17.93,99.963,86.035,2282.6,2.7,4.771,270,False,False,variable_mild,82.28,79.32,84,1,0,1,water,particulate_mild,80.71,83.15,5.587,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-06T22:04:11,85,358.07,358.07,2.888,12.38,4.287,2.709,,,57.86,54.13,,15.64,38.49,45.49,14/12/10,83.5,0.303,15.1,4.4,,,,,88.97,36.066,90.19,66.01,,0.807,0.0402,2.63,1.0,normal,0.0019479,0.0491,False,lubrication_starvation,none,A_healthy,0.0167,0.0,1.0,,69.03,141.44,21125.93,24769.86,16100.41,33439.31,particle_filter,-3643.93,4532.2,3424.0,0.0004,0.0016,0.0138,1.804,34725.0,0.9997,1.31e-06,False,none,none,,,,,,2015-07-07T23:00:02,2016-07-03T04:27:09,mixed,False,specialist,False,23.0,,,none,none,1023792.54,810744.65,455177.72,51189.63,22.84,47818.64,32.99,99.931,85.103,2282.6,2.7,5.742,270,False,False,variable_mild,87.64,87.65,85,0,0,3,none,particulate_mild,52.91,87.86,5.666,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-07T02:16:56,86,362.28,362.28,2.82,8.868,3.145,2.979,,,61.8,53.11,,15.64,37.47,47.07,13/11/9,54.9,0.584,30.9,6.5,,,,,88.74,35.705,90.18,62.61,,0.749,0.2176,200.11,0.9976,normal,-0.00047174,0.0,False,lubrication_starvation,thermal_degradation,A_healthy,0.0169,0.0,1.0,,353.18,143.84,21121.72,22717.31,14766.25,30668.37,physics_informed_nn,-1595.59,1463.86,3424.0,0.0004,0.0016,0.0138,1.804,34725.0,0.9997,1.33e-06,False,none,none,,,,,,2015-05-26T08:56:13,2016-04-21T15:59:43,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,386189.46,51189.63,53.5,47818.64,8.63,99.982,91.905,2282.6,2.7,5.975,270,False,False,variable_mild,93.31,72.53,86,0,0,0,oil_process,particulate_mild,68.64,56.59,1.029,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-07T06:29:41,87,366.49,366.49,3.05,12.339,4.046,2.978,,,61.29,51.71,,15.64,36.07,43.57,14/12/10,69.2,0.453,28.2,3.6,,,,,88.88,36.218,90.84,64.46,,0.587,0.0012,21.96,0.999,normal,-0.00019856,0.077,False,lubrication_starvation,none,A_healthy,0.0171,0.0189,1.0,,10.06,143.5,21117.51,19764.42,12846.87,26681.96,physics_informed_nn,1353.09,1221.12,3424.0,0.0004,0.0017,0.0139,1.804,34725.0,0.9997,1.34e-06,False,none,none,,,,,,2015-03-26T00:42:14,2016-01-08T06:15:01,mixed,False,apprentice,False,22.0,,,none,none,1023792.54,810744.65,225860.95,51189.63,43.48,47818.64,7.91,99.983,85.042,2282.6,2.7,4.702,270,False,False,variable_mild,85.65,92.75,87,1,0,0,water,none,70.01,108.3,0.867,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-07T10:42:27,88,370.71,370.71,2.954,13.181,4.462,2.712,,,58.39,48.41,,15.64,32.77,44.09,14/12/10,85.8,0.466,23.8,5.8,,,,,88.43,35.869,87.89,64.27,,0.139,0.0351,7.08,0.9977,normal,0.00074807,0.0298,False,lubrication_starvation,none,A_healthy,0.0173,0.0183,1.0,,140.49,150.19,21113.29,16855.62,10956.15,22755.08,physics_informed_nn,4257.68,4869.74,3424.0,0.0004,0.0017,0.0139,1.804,34725.0,0.9997,1.35e-06,False,none,none,,,,,,2015-01-24T14:30:55,2015-09-27T09:58:51,mixed,False,specialist,False,10.0,,,none,none,1023792.54,810744.65,396549.46,51189.63,35.91,47818.64,9.06,99.981,86.343,2282.6,2.7,6.12,270,False,False,variable_mild,81.14,84.91,88,0,0,0,oil_hydraulic,chemical_contamination,79.19,87.39,2.022,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-07T14:55:12,89,374.92,374.92,3.167,13.453,4.248,2.456,,,63.66,51.9,,15.64,36.26,45.47,14/12/10,72.2,0.323,21.3,5.1,,,,,89.73,34.666,89.7,65.07,,0.219,0.0149,75.09,0.9965,normal,0.00224781,0.0293,False,lubrication_starvation,none,A_healthy,0.0175,0.0122,1.0,,61.93,160.05,21109.08,24497.44,15923.34,33071.54,particle_filter,-3388.36,3014.1,3424.0,0.0004,0.0017,0.0139,1.804,34725.0,0.9997,1.36e-06,False,none,none,,,,,,2015-07-02T23:38:25,2016-06-24T05:44:40,mixed,False,apprentice,True,,,,none,none,1023792.54,810744.65,462873.74,51189.63,26.85,47818.64,10.44,99.978,82.857,2282.6,2.7,2.044,270,False,False,variable_mild,81.65,81.96,89,0,0,1,gas_compressed_air,particulate_severe,85.19,5.19,0.13,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-07T19:07:57,90,379.13,379.13,3.383,12.861,3.802,3.119,,,62.22,58.49,,15.64,42.85,45.15,14/12/10,71.5,0.352,49.1,9.4,,,,,89.27,34.46,88.87,62.54,,0.055,0.0031,51.57,1.0,normal,0.0,0.0639,False,lubrication_starvation,none,A_healthy,0.0176,0.0297,1.0,,249.24,159.65,21104.87,19385.42,12600.52,26170.31,particle_filter,1719.45,1661.36,3424.0,0.0004,0.0017,0.0139,1.804,34725.0,0.9997,1.37e-06,False,none,none,,,,,,2015-03-18T15:50:25,2015-12-26T08:44:09,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,260268.85,51189.63,56.69,47818.64,14.58,99.97,83.667,2282.6,2.7,4.132,270,False,False,variable_mild,93.05,92.97,90,0,0,0,none,none,75.81,4.76,2.317,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-07T23:20:43,91,383.35,383.35,2.836,11.206,3.951,3.341,,,58.17,58.2,,15.64,42.56,45.24,14/12/10,66.2,0.36,11.5,1.6,,,,,90.54,35.372,89.84,62.58,,0.109,0.0361,11.23,0.9938,normal,-0.00076552,0.0607,False,lubrication_starvation,corrosion_fatigue,A_healthy,0.0178,0.0015,1.0,,212.32,133.53,21100.65,23581.04,15327.67,31834.4,lstm_sequence,-2480.38,2512.25,3424.0,0.0004,0.0017,0.014,1.804,34725.0,0.9997,1.39e-06,False,none,none,,,,,,2015-06-14T05:51:47,2016-05-23T03:13:32,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,204444.29,51189.63,47.94,47818.64,11.92,99.975,84.287,2282.6,2.7,2.427,270,False,False,variable_mild,92.99,99.75,91,1,0,1,gas_compressed_air,particulate_severe,84.6,26.67,2.556,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-08T03:33:28,92,387.56,387.56,3.127,13.127,4.198,2.709,,,61.16,49.41,,15.64,33.77,44.42,13/11/9,84.1,0.654,27.1,7.5,,,,,88.61,35.353,89.73,70.1,,0.274,0.0295,32.8,0.9933,normal,-0.0011483,0.0017,False,lubrication_starvation,none,A_healthy,0.018,0.0127,1.0,,111.12,132.94,21096.44,22202.28,14431.48,29973.08,physics_informed_nn,-1105.84,960.77,3424.0,0.0004,0.0017,0.014,1.804,34725.0,0.9997,1.4e-06,False,none,none,,,,,,2015-05-16T16:41:56,2016-04-04T11:29:52,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,225031.06,51189.63,40.26,47818.64,10.21,99.979,84.641,2282.6,2.7,7.753,270,False,False,variable_mild,77.58,86.37,92,1,0,2,oil_process,particulate_mild,76.91,64.65,1.937,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-08T07:46:13,93,391.77,391.77,3.32,9.313,2.805,2.631,,,64.34,58.33,,15.64,42.69,45.58,13/11/9,276.2,0.554,73.6,20.6,,,,,89.64,35.364,90.1,64.45,,0.249,0.0383,80.13,0.9881,normal,-0.00191262,0.0498,False,lubrication_starvation,none,A_healthy,0.0182,0.013,1.0,,122.84,135.76,21092.23,18573.5,12072.77,25074.22,xgboost_gradient,2518.73,2909.28,3424.0,0.0004,0.0017,0.014,1.804,34725.0,0.9997,1.41e-06,False,none,none,,,,,,2015-03-02T06:31:07,2015-11-28T03:14:33,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,160953.46,51189.63,57.14,47818.64,9.03,99.981,78.267,2282.6,2.7,4.962,270,False,False,variable_mild,97.81,81.1,93,1,0,0,oil_hydraulic,none,44.92,91.51,0.729,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-08T11:58:59,94,395.98,395.98,3.273,12.066,3.686,3.528,,,61.88,54.31,,15.64,38.67,47.84,13/11/9,173.5,0.504,33.4,6.8,,,,,88.7,34.7,89.94,65.51,,1.303,0.0481,111.43,0.9725,normal,-0.00481716,0.0069,False,lubrication_starvation,contamination,A_healthy,0.0184,0.0,1.0,,346.66,146.57,21088.02,19580.22,12727.15,26433.3,xgboost_gradient,1507.79,1544.92,3424.0,0.0004,0.0017,0.014,1.804,34725.0,0.9997,1.42e-06,False,none,none,,,,,,2015-03-23T10:05:43,2016-01-02T23:10:26,mixed,False,oem_certified,True,,,,none,none,1023792.54,810744.65,333900.84,51189.63,39.05,47818.64,27.86,99.942,83.101,2282.6,2.7,7.73,270,False,False,variable_mild,79.32,94.79,94,0,0,0,steam,none,25.24,2.15,0.443,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-08T16:11:44,95,400.2,400.2,3.019,12.266,4.063,3.122,,,59.64,53.28,,15.64,37.64,46.34,13/11/9,167.9,0.578,18.4,3.5,,,,,89.02,37.161,90.6,66.77,,1.122,0.1026,246.83,1.0,normal,0.0,0.0475,False,lubrication_starvation,none,A_healthy,0.0186,0.0065,1.0,,134.63,154.66,21083.8,17190.33,11173.71,23206.94,weibull_regression,3893.48,3855.33,3424.0,0.0004,0.0017,0.0141,1.804,34725.0,0.9997,1.44e-06,False,none,none,,,,,,2015-02-01T19:21:35,2015-10-10T11:58:29,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,181085.39,51189.63,53.1,47818.64,18.08,99.962,80.353,2282.6,2.7,7.257,270,False,False,variable_mild,76.71,87.84,95,0,0,0,water,particulate_mild,52.69,18.07,2.433,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-08T20:24:29,96,404.41,404.41,2.914,9.031,3.1,3.096,,,59.53,51.53,,15.64,35.89,47.7,13/11/9,54.4,0.379,13.9,3.3,,,,,89.49,36.157,91.8,64.69,,0.077,0.0145,173.28,0.9954,normal,0.0003109,0.0521,False,lubrication_starvation,none,A_healthy,0.0188,0.0103,1.0,,103.59,135.12,21079.59,23042.97,14977.93,31108.01,lstm_sequence,-1963.38,2248.35,3424.0,0.0004,0.0017,0.0141,1.804,34725.0,0.9997,1.45e-06,False,none,none,,,,,,2015-06-03T21:53:40,2016-05-04T22:56:05,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,422613.78,51189.63,27.6,47818.64,6.42,99.987,84.766,2282.6,2.7,6.372,270,False,False,variable_mild,76.18,98.22,96,1,0,0,none,particulate_mild,30.64,2.56,1.948,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-09T00:37:14,97,408.62,408.62,2.796,8.381,2.998,3.29,,,58.4,64.15,,15.64,48.51,47.66,13/11/9,159.4,0.347,11.2,2.7,,,,,90.35,36.993,87.1,65.4,,2.017,0.0346,58.25,0.9999,normal,0.00131843,0.0418,False,lubrication_starvation,none,A_healthy,0.019,0.0079,1.0,,111.83,152.58,21075.38,23256.93,15117.0,31396.85,lstm_sequence,-2181.55,2251.75,3424.0,0.0004,0.0017,0.0141,1.804,34725.0,0.9997,1.46e-06,False,none,none,,,,,,2015-06-08T13:05:07,2016-05-12T17:00:38,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,197216.53,51189.63,43.35,47818.64,8.32,99.983,91.143,2282.6,2.7,3.496,270,False,False,variable_mild,117.24,87.84,97,0,0,0,oil_hydraulic,none,32.85,31.4,4.053,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-09T04:50:00,98,412.83,412.83,3.155,13.21,4.186,3.28,,,61.05,51.08,,15.64,35.44,47.13,13/11/9,118.0,0.45,12.2,2.0,,,,,88.57,34.246,89.63,69.14,,0.126,0.1814,2.55,0.989,normal,0.0001692,0.097,False,lubrication_starvation,none,A_healthy,0.0192,0.0113,1.0,,165.69,146.92,21071.17,24542.55,15952.66,33132.44,kalman_filter,-3471.38,4355.55,3424.0,0.0004,0.0017,0.0141,1.804,34725.0,0.9997,1.47e-06,False,none,none,,,,,,2015-07-05T12:06:31,2016-06-27T10:00:05,mixed,False,journeyman,True,,,,none,none,1023792.54,810744.65,488217.09,51189.63,52.9,47818.64,6.64,99.986,85.76,2282.6,2.7,7.417,270,False,False,variable_mild,81.32,89.84,98,0,0,0,gas_compressed_air,none,82.15,25.31,0.04,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-09T09:02:45,99,417.05,417.05,2.939,10.047,3.419,3.43,,,59.1,49.88,,15.64,34.23,46.86,14/12/10,70.0,0.427,58.9,6.4,,,,,88.41,35.37,89.37,64.89,,0.591,0.2298,257.49,0.994,normal,0.00431142,0.0395,False,lubrication_starvation,none,A_healthy,0.0194,0.0145,1.0,,61.38,157.36,21066.95,22069.31,14345.05,29793.57,xgboost_gradient,-1002.36,1104.57,3424.0,0.0004,0.0018,0.0142,1.804,34725.0,0.9997,1.48e-06,False,none,none,,,,,,2015-05-15T03:42:03,2016-03-31T23:57:34,mixed,False,specialist,True,,,,none,none,1023792.54,810744.65,277537.79,51189.63,25.91,47818.64,5.67,99.988,84.654,2282.6,2.7,2.155,270,False,False,variable_mild,67.91,80.89,99,1,0,0,oil_process,particulate_mild,81.1,0.61,0.087,,,standard
ASSET-000013,gear,high,Vanguard Fluid Power,MDL-8486-D,2014-01-23,21484.0,1800.0,88.85553945599415,indoor_controlled,mining,FAC-237,LINE-V,active_standby,2014-02-09T13:15:30,100,421.26,421.26,2.996,8.758,2.923,3.162,,,62.81,52.56,,15.64,36.92,43.33,13/11/9,55.6,0.44,14.0,3.5,,,,,89.31,37.165,92.67,62.79,,0.084,0.0025,23.78,0.9996,normal,-7.913e-05,0.0303,False,lubrication_starvation,cavitation,A_healthy,0.0196,0.0009,1.0,,65.28,140.56,21062.74,17766.2,11548.03,23984.36,weibull_regression,3296.55,2656.11,3424.0,0.0004,0.0018,0.0142,1.804,34725.0,0.9997,1.5e-06,False,none,none,,,,,,2015-02-14T16:21:23,2015-10-31T18:31:29,mixed,False,master_technician,False,48.0,,,none,none,1023792.54,810744.65,409134.43,51189.63,32.19,47818.64,19.12,99.96,81.583,2282.6,2.7,7.108,270,False,False,variable_mild,87.18,72.44,100,0,0,0,gas_compressed_air,none,22.26,17.9,2.607,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-18T03:06:59,1,27.12,27.12,1.968,7.17,3.644,2.602,,,62.89,54.78,,23.79,30.99,47.14,14/12/10,141.4,0.365,8.0,1.6,2.072,8.047,5.975,106.308,61.91,24.7,88.82,65.12,,0.116,0.0216,55.21,0.9957,normal,0.0,0.0086,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,66.26,133.65,16923.88,13383.21,8699.09,18067.33,physics_informed_nn,3540.68,3427.25,4677.0,0.0,0.0001,0.0046,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-04-22T22:43:14,2006-11-04T02:50:36,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,14764.7,2865.66,21.73,22415.65,7.91,99.965,80.589,3118.2,1.44,7.661,144,False,False,variable_mild,68.87,89.14,1,0,0,0,water,water_ingress,26.33,30.41,0.046,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-19T06:13:58,2,54.23,54.23,2.03,5.19,2.557,3.801,,,58.28,56.07,,23.79,32.28,44.0,14/12/10,68.4,0.456,35.3,9.6,9.226,23.741,14.515,102.682,61.61,23.503,88.81,69.58,,0.695,0.1128,300.04,0.9856,normal,-0.00720185,0.0197,False,adhesive_wear,none,A_healthy,0.0032,0.0053,1.0,,220.27,168.18,16896.77,14937.99,9709.69,20166.28,xgboost_gradient,1958.78,2468.28,4677.0,0.0,0.0001,0.0047,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-05-26T11:13:34,2006-12-30T07:31:17,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,27228.81,2865.66,40.99,22415.65,5.13,99.977,80.86,3118.2,1.44,1.659,144,False,False,variable_mild,62.17,79.14,2,0,0,0,water,none,20.63,9.11,3.062,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-20T09:20:58,3,81.35,81.35,2.149,8.655,4.028,3.229,,,62.66,57.83,,23.79,34.03,47.89,14/12/10,92.2,0.37,27.3,3.3,6.482,10.8,4.318,101.851,62.38,25.102,89.9,61.92,,0.458,0.0083,14.01,0.9818,normal,-0.00606738,0.0,False,adhesive_wear,none,A_healthy,0.0048,0.0127,1.0,,199.32,160.23,16869.65,15414.68,10019.54,20809.82,particle_filter,1454.97,1196.12,4677.0,0.0,0.0001,0.0049,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-06-06T12:41:19,2007-01-17T07:49:34,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,24953.61,2865.66,41.52,22415.65,13.61,99.939,79.347,3118.2,1.44,6.475,144,False,False,variable_mild,71.92,86.32,3,0,0,0,oil_hydraulic,none,65.34,82.06,0.483,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-21T12:27:57,4,108.47,108.47,2.209,8.72,3.947,3.532,,,57.15,48.5,,23.79,24.71,48.03,14/12/10,66.3,0.409,25.5,3.1,3.434,4.865,1.432,100.493,63.6,25.687,89.96,65.21,,0.053,0.1666,232.18,1.0,normal,0.0,0.0126,False,adhesive_wear,none,A_healthy,0.0064,0.0036,1.0,,81.33,133.42,16842.53,19493.3,12670.65,26315.96,xgboost_gradient,-2650.77,2845.62,4677.0,0.0,0.0001,0.005,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-31T15:07:04,2007-06-11T21:46:27,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,11261.41,2865.66,27.37,22415.65,7.21,99.968,84.895,3118.2,1.44,6.827,144,False,False,variable_mild,46.78,89.38,4,0,0,0,steam,particulate_mild,75.14,59.21,1.805,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-22T15:34:57,5,135.58,135.58,1.895,7.672,4.049,2.973,,,64.06,54.0,,23.79,30.21,46.94,13/11/9,50.1,0.528,22.3,6.5,4.932,9.388,4.456,96.217,61.52,24.28,89.81,64.96,,1.557,0.0129,23.53,1.0,normal,0.0,0.0,False,adhesive_wear,imbalance_induced,A_healthy,0.008,0.0,1.0,,1.25,169.78,16815.42,19295.96,12542.37,26049.54,xgboost_gradient,-2480.54,2350.84,4677.0,0.0,0.0001,0.0051,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-28T15:33:41,2007-06-06T01:08:48,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,12693.2,2865.66,43.02,22415.65,6.06,99.973,87.518,3118.2,1.44,7.811,144,False,False,variable_mild,68.37,93.5,5,0,0,0,gas_compressed_air,none,27.77,59.5,1.788,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-23T18:41:56,6,162.7,162.7,1.944,8.541,4.393,2.761,,,58.03,54.77,,23.79,30.97,43.66,14/12/10,59.8,0.665,10.3,1.3,2.911,12.955,10.045,105.595,61.65,25.692,89.83,62.54,,0.136,0.009,114.66,0.9962,normal,8.527e-05,0.044,False,adhesive_wear,none,A_healthy,0.0096,0.0,1.0,,261.51,144.52,16788.3,18371.08,11941.2,24800.96,kalman_filter,-1582.78,1773.34,4677.0,0.0,0.0001,0.0052,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-10T12:14:19,2007-05-05T10:06:59,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,11339.08,2865.66,45.37,22415.65,11.89,99.947,82.403,3118.2,1.44,7.109,144,False,False,variable_mild,64.47,76.09,6,0,0,0,water,particulate_severe,29.74,7.73,1.174,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-24T21:48:56,7,189.82,189.82,2.411,10.826,4.49,3.193,,,54.42,63.4,,23.79,39.61,48.93,14/12/10,56.6,0.32,9.0,1.2,1.108,11.777,10.669,100.72,62.44,23.942,89.76,66.07,,0.318,0.0161,15.28,0.9934,normal,0.00155902,0.0554,False,adhesive_wear,lubrication_starvation,A_healthy,0.0112,0.0004,1.0,,117.86,152.61,16761.18,17777.35,11555.28,23999.43,physics_informed_nn,-1016.17,950.27,4677.0,0.0,0.0001,0.0054,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-07-30T06:29:30,2007-04-15T12:33:55,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,27631.85,2865.66,38.01,22415.65,13.69,99.939,84.726,3118.2,1.44,4.288,144,False,False,variable_mild,75.67,86.73,7,0,0,0,none,none,74.43,22.45,1.587,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-26T00:55:55,8,216.93,216.93,1.81,7.122,3.934,3.564,,,54.82,55.46,,23.79,31.67,45.51,14/12/10,105.0,0.492,21.0,2.5,1.025,19.697,18.671,102.351,62.17,24.457,89.9,62.03,,0.007,0.0161,22.33,1.0,normal,0.00364043,0.0648,False,adhesive_wear,none,A_healthy,0.0128,0.0078,1.0,,30.14,158.52,16734.07,19135.7,12438.21,25833.2,lstm_sequence,-2401.63,2303.94,4677.0,0.0,0.0002,0.0055,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-28T16:46:56,2007-06-03T18:16:38,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,17830.65,2865.66,41.27,22415.65,5.49,99.976,78.042,3118.2,1.44,1.06,144,False,False,variable_mild,76.22,83.72,8,0,0,0,steam,none,42.31,78.32,4.669,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-27T04:02:55,9,244.05,244.05,2.002,7.87,3.932,3.127,,,63.8,53.87,,23.79,30.07,46.29,14/12/10,120.2,0.366,30.8,5.8,6.405,23.812,17.407,93.532,63.37,26.274,90.13,66.14,,1.176,0.0593,60.92,0.9923,normal,-0.00153112,0.0,False,adhesive_wear,none,A_healthy,0.0144,0.0136,1.0,,143.11,162.09,16706.95,14588.77,9482.7,19694.83,lstm_sequence,2118.19,1961.74,4677.0,0.0,0.0002,0.0057,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-05-27T02:25:54,2006-12-25T20:29:59,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,9975.75,2865.66,59.17,22415.65,15.97,99.929,83.515,3118.2,1.44,7.632,144,False,False,variable_mild,59.64,87.24,9,0,0,0,oil_process,none,51.37,66.33,3.624,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-28T07:09:54,10,271.17,271.17,1.682,4.517,2.685,2.935,,,57.74,54.28,,23.79,30.49,48.32,14/12/10,136.7,0.409,36.6,8.5,7.15,12.411,5.261,98.138,64.13,26.31,90.22,66.0,,0.578,0.0856,20.98,0.9883,normal,-0.00234079,0.0,False,adhesive_wear,none,A_healthy,0.016,0.0001,1.0,,200.03,150.6,16679.83,18941.79,12312.16,25571.42,physics_informed_nn,-2261.96,1888.46,4677.0,0.0,0.0002,0.0058,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-26T22:03:36,2007-05-30T03:41:12,mixed,False,specialist,False,74.0,,,none,none,57313.17,7198216.16,24472.69,2865.66,54.95,22415.65,11.28,99.95,85.186,3118.2,1.44,6.628,144,False,False,variable_mild,53.94,66.84,10,1,0,0,steam,none,78.99,16.23,0.175,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-29T10:16:54,11,298.28,298.28,2.085,5.354,2.568,2.814,,,61.62,53.71,,23.79,29.92,44.57,14/12/10,137.5,0.412,11.4,3.1,1.022,8.552,7.53,101.681,62.39,23.872,90.1,64.09,,1.259,0.0884,54.64,0.9757,normal,-0.00409113,0.0,False,adhesive_wear,none,A_healthy,0.0176,0.006,1.0,,318.38,144.13,16652.72,17542.24,11402.45,23682.02,xgboost_gradient,-889.52,949.18,4677.0,0.0,0.0002,0.0059,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-07-29T21:24:01,2007-04-11T17:11:00,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,25765.47,2865.66,39.58,22415.65,23.31,99.896,80.809,3118.2,1.44,6.921,144,False,False,variable_mild,62.75,85.65,11,1,0,0,oil_hydraulic,none,51.49,40.23,1.352,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-30T13:23:53,12,325.4,325.4,2.259,8.154,3.61,2.806,,,59.72,54.78,,23.79,30.99,48.66,13/11/9,94.3,0.328,10.1,2.4,9.185,19.76,10.574,96.695,63.11,25.274,89.39,64.44,,0.035,0.1106,67.07,1.0,normal,0.00132172,0.0024,False,adhesive_wear,none,A_healthy,0.0192,0.0122,1.0,,51.34,154.7,16625.6,14646.58,9520.28,19772.88,particle_filter,1979.02,1669.11,4677.0,0.0,0.0002,0.0061,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-05-31T16:41:13,2006-12-31T06:59:21,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,25933.56,2865.66,47.79,22415.65,11.97,99.947,87.797,3118.2,1.44,2.285,144,False,False,variable_mild,65.57,80.57,12,0,0,0,oil_process,particulate_severe,46.03,13.11,2.631,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-07-31T16:30:53,13,352.51,352.51,2.22,5.638,2.539,2.822,,,57.55,58.22,,23.79,34.43,45.48,14/12/10,87.2,0.318,62.2,12.0,2.891,18.655,15.763,106.276,62.41,23.739,90.25,66.51,,0.239,0.0398,128.59,0.9949,normal,-0.00102668,0.0416,False,adhesive_wear,none,A_healthy,0.0208,0.0078,1.0,,56.94,159.2,16598.49,15108.95,9820.81,20397.08,xgboost_gradient,1489.54,1297.29,4677.0,0.0,0.0002,0.0062,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-06-11T10:59:15,2007-01-17T19:07:07,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,18332.54,2865.66,25.32,22415.65,7.28,99.968,82.528,3118.2,1.44,7.635,144,False,False,variable_mild,71.03,74.68,13,1,0,0,oil_hydraulic,water_ingress,39.12,0.23,0.742,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-01T19:37:52,14,379.63,379.63,2.264,6.459,2.852,2.69,,,58.84,55.61,,23.79,31.81,43.8,15/13/11,180.4,0.378,24.5,3.9,3.971,21.666,17.696,99.856,63.95,24.589,88.69,66.69,,0.108,0.1266,223.43,0.9876,normal,-0.00094297,0.0,False,adhesive_wear,none,A_healthy,0.0224,0.0,1.0,,501.49,170.05,16571.37,20273.03,13177.47,27368.59,physics_informed_nn,-3701.66,4004.6,4677.0,0.0,0.0002,0.0064,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-09-28T04:08:49,2007-07-20T19:42:29,mixed,False,specialist,False,47.0,,,none,none,57313.17,7198216.16,27855.29,2865.66,33.95,22415.65,13.12,99.941,81.548,3118.2,1.44,4.031,144,False,False,variable_mild,56.56,75.85,14,1,0,0,gas_compressed_air,none,84.42,5.14,3.605,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-02T22:44:52,15,406.75,406.75,1.992,8.761,4.398,2.882,,,58.37,53.79,,23.79,30.0,45.84,14/12/10,104.6,0.465,60.7,7.8,6.618,11.767,5.149,95.837,63.09,25.97,91.14,63.95,,0.489,0.0932,211.49,1.0,normal,0.00234079,0.0,False,adhesive_wear,none,A_healthy,0.024,0.003,1.0,,42.09,161.98,16544.25,13415.27,8719.93,18110.62,particle_filter,3128.98,2677.81,4677.0,0.0,0.0003,0.0065,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-05-09T10:23:03,2006-11-21T01:43:47,mixed,False,journeyman,False,58.0,,,none,none,57313.17,7198216.16,10210.46,2865.66,54.32,22415.65,22.84,99.898,85.895,3118.2,1.44,5.638,144,False,False,variable_mild,61.21,86.77,15,1,0,0,water,none,43.88,58.62,2.474,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-04T01:51:51,16,433.86,433.86,1.803,7.255,4.024,2.734,,,59.88,56.96,,23.79,33.16,44.65,13/11/9,111.1,0.318,19.1,4.2,1.666,6.837,5.171,94.788,62.55,25.485,89.05,67.58,,0.196,0.0438,2.81,1.0,normal,0.00486071,0.0231,False,adhesive_wear,none,A_healthy,0.0256,0.0153,1.0,,5.55,173.82,16517.14,18559.3,12063.54,25055.05,physics_informed_nn,-2042.16,1707.86,4677.0,0.0,0.0003,0.0067,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-25T17:30:51,2007-05-23T09:16:09,mixed,False,apprentice,True,,,,none,none,57313.17,7198216.16,9789.19,2865.66,51.78,22415.65,18.01,99.92,88.107,3118.2,1.44,4.224,144,False,False,variable_mild,63.28,87.84,16,1,0,0,oil_hydraulic,particulate_mild,86.48,168.65,1.763,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-05T04:58:51,17,460.98,460.98,2.159,7.995,3.703,3.042,,,64.07,54.18,,23.79,30.39,46.46,14/12/10,95.4,0.365,30.7,7.0,1.181,17.649,16.468,94.55,61.54,24.943,89.48,64.87,,0.262,0.0018,45.94,0.9761,normal,-0.00477221,0.0142,False,adhesive_wear,none,A_healthy,0.0272,0.0078,1.0,,251.09,142.11,16490.02,14782.54,9608.65,19956.42,lstm_sequence,1707.48,1987.92,4677.0,0.0,0.0003,0.0069,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-06-09T04:14:56,2007-01-10T18:08:11,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,27584.91,2865.66,32.68,22415.65,13.56,99.94,83.629,3118.2,1.44,3.918,144,False,False,variable_mild,56.57,83.33,17,1,0,0,oil_hydraulic,none,67.94,43.38,0.013,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-06T08:05:50,18,488.1,488.1,2.033,7.971,3.92,3.239,,,66.48,58.28,,23.79,34.48,45.82,13/11/9,64.4,0.324,10.5,1.4,4.631,10.031,5.4,107.441,62.54,24.593,88.25,66.47,,0.082,0.1196,98.14,0.9941,normal,-0.00015934,0.0355,False,adhesive_wear,contamination,A_healthy,0.0288,0.0,1.0,,114.42,143.67,16462.9,18249.42,11862.12,24636.72,kalman_filter,-1786.52,1494.11,4677.0,0.0001,0.0003,0.007,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-21T12:48:27,2007-05-14T16:06:17,mixed,False,journeyman,False,78.0,,,none,none,57313.17,7198216.16,10780.9,2865.66,33.94,22415.65,10.12,99.955,87.032,3118.2,1.44,2.246,144,False,False,variable_mild,62.41,81.87,18,1,0,0,steam,none,56.65,97.42,1.102,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-07T11:12:50,19,515.21,515.21,1.979,7.859,3.97,2.459,,,59.7,50.57,,23.79,26.77,47.04,13/11/9,254.1,0.319,23.9,3.3,4.748,22.668,17.92,88.89,61.18,23.707,90.18,63.21,,0.445,0.0302,22.96,1.0,normal,0.00247409,0.038,False,adhesive_wear,none,A_healthy,0.0304,0.0088,1.0,,17.49,149.01,16435.79,18944.81,12314.13,25575.5,particle_filter,-2509.03,3252.07,4677.0,0.0001,0.0003,0.0072,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-09-06T03:37:14,2007-06-09T10:18:20,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,10261.42,2865.66,57.28,22415.65,7.16,99.968,83.246,3118.2,1.44,4.004,144,False,False,variable_mild,58.05,75.16,19,0,0,0,none,chemical_contamination,52.03,58.46,1.979,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-08T14:19:49,20,542.33,542.33,1.736,6.762,3.895,3.08,,,59.58,53.78,,23.79,29.99,47.36,14/12/10,59.0,0.526,29.8,3.1,5.469,19.224,13.755,101.141,63.41,24.607,88.2,65.14,,0.222,0.0112,49.22,0.9901,normal,-0.0019728,0.0087,False,adhesive_wear,none,A_healthy,0.032,0.0069,1.0,,206.79,142.23,16408.67,13896.93,9033.0,18760.85,lstm_sequence,2511.74,2096.66,4677.0,0.0001,0.0004,0.0073,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-05-25T02:47:36,2006-12-13T18:43:03,mixed,False,specialist,False,83.0,,,none,none,57313.17,7198216.16,8911.47,2865.66,27.11,22415.65,5.38,99.976,82.133,3118.2,1.44,2.238,144,False,False,variable_mild,55.45,90.87,20,2,0,0,steam,none,21.34,2.96,2.692,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-09T17:26:49,21,569.45,569.45,2.205,6.07,2.752,3.293,,,58.72,55.78,,23.79,31.99,45.55,14/12/10,73.8,0.548,18.4,1.9,2.765,13.782,11.017,95.719,61.92,25.769,91.82,60.2,,0.666,0.1155,47.31,0.9819,normal,-0.00362106,0.0,False,adhesive_wear,none,A_healthy,0.0336,0.0173,1.0,,187.82,144.09,16381.55,18976.45,12334.69,25618.2,lstm_sequence,-2594.89,2982.04,4677.0,0.0001,0.0004,0.0075,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-09-09T01:40:15,2007-06-12T19:25:40,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,10766.05,2865.66,25.44,22415.65,20.61,99.908,82.634,3118.2,1.44,5.744,144,False,False,variable_mild,68.53,88.24,21,0,0,0,water,none,86.93,8.64,2.252,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-10T20:33:48,22,596.56,596.56,1.961,6.598,3.365,2.804,,,61.9,55.59,,23.79,31.79,46.23,14/12/10,147.3,0.35,18.3,1.9,9.393,28.977,19.584,100.531,61.05,25.337,90.05,66.99,,0.777,0.0451,15.83,0.9904,normal,0.00284385,0.0,False,adhesive_wear,none,A_healthy,0.0352,0.0068,1.0,,145.85,150.74,16354.44,17463.58,11351.33,23575.83,particle_filter,-1109.14,1410.84,4677.0,0.0001,0.0004,0.0077,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-08-09T16:21:07,2007-04-21T08:36:14,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,9844.9,2865.66,27.18,22415.65,17.6,99.922,87.971,3118.2,1.44,7.854,144,False,False,variable_mild,61.73,84.39,22,2,0,1,gas_compressed_air,particulate_mild,84.72,23.6,4.354,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-11T23:40:48,23,623.68,623.68,1.965,5.855,2.979,2.791,,,57.91,55.24,,23.79,31.45,47.17,14/12/10,123.1,0.469,13.7,2.1,1.933,19.189,17.256,104.47,61.54,24.953,89.7,65.24,,0.818,0.0832,54.2,0.9973,normal,0.00064164,0.0081,False,adhesive_wear,none,A_healthy,0.0368,0.0192,1.0,,43.45,141.81,16327.32,15324.4,9960.86,20687.93,lstm_sequence,1002.92,1064.85,4677.0,0.0001,0.0004,0.0078,2.936,18415.0,1.0,1e-06,False,none,none,,,,,,2006-06-27T05:52:41,2007-02-05T17:25:00,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,20436.69,2865.66,22.83,22415.65,8.78,99.961,84.904,3118.2,1.44,3.405,144,False,False,variable_mild,67.51,84.85,23,0,0,0,none,none,46.65,7.36,4.867,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-13T02:47:47,24,650.8,650.8,1.93,7.336,3.801,3.231,,,60.73,55.07,,23.79,31.27,46.39,14/12/10,74.4,0.327,26.4,4.0,5.306,13.246,7.94,102.409,63.9,24.52,90.03,62.53,,1.32,0.0996,37.91,0.9899,normal,-0.00202851,0.0,False,adhesive_wear,none,A_healthy,0.0384,0.0141,1.0,,136.09,149.2,16300.2,19249.31,12512.05,25986.57,particle_filter,-2949.11,3139.69,4677.0,0.0001,0.0004,0.008,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-09-18T03:27:04,2007-06-25T20:42:34,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,12862.22,2865.66,33.68,22415.65,12.31,99.945,83.892,3118.2,1.44,3.921,144,False,False,variable_mild,57.97,73.63,24,0,0,0,none,particulate_mild,26.57,36.39,0.476,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-14T05:54:47,25,677.91,677.91,2.314,9.021,3.898,3.103,,,62.62,51.63,,23.79,27.83,43.31,14/12/10,90.4,0.336,25.1,3.3,2.402,15.964,13.562,98.791,61.19,24.599,87.87,66.28,,0.523,0.0036,6.43,0.9946,normal,0.00089326,0.0,False,adhesive_wear,none,A_healthy,0.04,0.0,1.0,,106.65,134.09,16273.09,15094.89,9811.68,20378.1,lstm_sequence,1178.2,1370.05,4677.0,0.0001,0.0005,0.0082,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-06-24T17:21:31,2007-01-30T20:34:15,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,22037.93,2865.66,36.2,22415.65,15.66,99.93,88.069,3118.2,1.44,2.404,144,False,False,variable_mild,53.13,71.43,25,0,0,0,water,particulate_mild,43.42,42.5,2.067,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-15T09:01:46,25,705.03,705.03,2.059,7.134,3.464,3.157,,,61.25,55.44,,23.79,31.65,45.03,14/12/10,95.6,0.362,15.9,2.2,5.553,7.681,2.128,104.195,60.2,24.376,88.88,64.08,,0.356,0.0208,270.48,0.9998,normal,0.00357413,0.086,False,adhesive_wear,none,A_healthy,0.0416,0.0,1.0,,111.07,149.02,16245.97,14387.81,9352.08,19423.54,weibull_regression,1858.16,1789.01,4677.0,0.0001,0.0005,0.0084,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-06-11T02:56:03,2007-01-06T22:40:02,mixed,False,apprentice,True,,,,none,none,57313.17,7198216.16,14681.99,2865.66,31.95,22415.65,8.17,99.964,91.602,3118.2,1.44,4.866,144,False,False,variable_mild,63.02,93.38,25,1,0,0,oil_hydraulic,chemical_contamination,83.61,17.41,2.08,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-16T12:08:46,26,732.15,732.15,1.842,6.449,3.501,2.683,,,64.13,54.99,,23.79,31.2,44.02,13/11/9,197.7,0.345,42.8,8.1,5.476,11.726,6.25,97.547,62.47,25.935,90.82,64.36,,0.537,0.0356,111.93,0.9967,normal,0.00125976,0.0414,False,adhesive_wear,none,A_healthy,0.0432,0.0,1.0,,162.98,143.3,16218.85,14756.65,9591.82,19921.47,weibull_regression,1462.21,1637.32,4677.0,0.0001,0.0005,0.0085,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-06-19T22:28:08,2007-01-21T03:17:42,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,21560.0,2865.66,47.42,22415.65,21.59,99.904,86.461,3118.2,1.44,6.657,144,False,False,variable_mild,62.12,79.94,26,2,0,0,water,particulate_severe,84.31,44.73,3.393,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-17T15:15:45,27,759.26,759.26,2.03,8.463,4.17,3.011,,,66.07,55.05,,23.79,31.26,46.67,15/13/11,80.3,0.549,102.6,30.8,8.589,18.262,9.673,90.221,62.77,24.174,89.25,63.34,,1.111,0.0472,86.08,0.9639,normal,-0.00667232,0.006,False,adhesive_wear,electrical_pitting,A_healthy,0.0448,0.0172,1.0,,449.92,150.76,16191.74,13851.28,9003.33,18699.22,xgboost_gradient,2340.46,2134.76,4677.0,0.0001,0.0005,0.0087,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-06-02T04:54:05,2006-12-21T04:50:55,mixed,False,specialist,False,31.0,,,none,none,57313.17,7198216.16,11055.82,2865.66,31.2,22415.65,14.66,99.935,77.242,3118.2,1.44,2.128,144,False,False,variable_mild,62.39,97.66,27,1,0,0,gas_compressed_air,particulate_mild,81.74,102.83,2.149,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-18T18:22:45,28,786.38,786.38,2.076,8.778,4.229,3.071,,,62.97,57.17,,23.79,33.37,48.44,14/12/10,88.5,0.32,23.2,4.4,4.923,14.526,9.603,97.347,61.54,24.012,91.19,64.78,,0.636,0.0625,181.86,0.9957,normal,0.00116854,0.0423,False,adhesive_wear,none,A_healthy,0.0464,0.0182,1.0,,150.47,148.67,16164.62,15035.68,9773.19,20298.17,xgboost_gradient,1128.94,1464.35,4677.0,0.0001,0.0005,0.0089,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-06-28T00:13:07,2007-02-02T06:42:23,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,23775.23,2865.66,24.09,22415.65,26.95,99.88,82.713,3118.2,1.44,2.999,144,False,False,variable_mild,60.43,82.88,28,1,0,0,oil_hydraulic,particulate_mild,71.38,75.34,0.58,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-19T21:29:44,29,813.5,813.5,1.964,8.035,4.091,2.949,,,65.6,58.28,,23.79,34.49,47.12,13/11/9,139.9,0.437,22.3,6.3,5.771,19.022,13.251,98.842,62.54,23.933,89.46,66.2,,0.462,0.0125,41.79,0.9882,normal,-0.00127942,0.0608,False,adhesive_wear,none,A_healthy,0.048,0.015,1.0,,180.53,151.35,16137.5,17879.88,11621.92,24137.84,physics_informed_nn,-1742.37,1887.88,4677.0,0.0001,0.0006,0.0091,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-08-27T09:26:07,2007-05-15T03:23:34,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,16947.21,2865.66,27.27,22415.65,17.35,99.923,83.271,3118.2,1.44,1.313,144,False,False,variable_mild,65.1,109.93,29,2,0,0,oil_process,particulate_mild,43.11,89.25,1.007,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-21T00:36:44,30,840.61,840.61,1.939,8.247,4.253,3.271,,,58.9,51.01,,23.79,27.22,43.65,13/11/9,52.6,0.459,24.8,2.6,6.622,22.315,15.693,94.836,62.76,25.496,90.0,64.49,,0.111,0.0093,2.3,1.0,normal,4.693e-05,0.0473,False,adhesive_wear,cavitation,A_healthy,0.0496,0.0111,1.0,,80.25,153.17,16110.39,13753.06,8939.49,18566.63,xgboost_gradient,2357.33,2900.45,4677.0,0.0001,0.0006,0.0093,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-06-03T13:08:34,2006-12-21T02:42:51,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,27284.03,2865.66,40.7,22415.65,31.11,99.861,82.28,3118.2,1.44,6.685,144,False,False,variable_mild,64.56,83.5,30,2,0,0,none,particulate_mild,32.02,35.17,3.4,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-22T03:43:43,31,867.73,867.73,1.793,6.404,3.572,3.509,,,61.89,55.94,,23.79,32.15,45.06,15/13/11,194.8,0.385,17.2,2.7,4.012,13.84,9.828,104.581,62.56,25.62,88.98,66.63,,0.236,0.0092,123.62,0.9787,normal,-0.00358912,0.0,False,adhesive_wear,none,A_healthy,0.0512,0.0128,1.0,,215.34,159.51,16083.27,17462.22,11350.44,23574.0,kalman_filter,-1378.95,1530.64,4677.0,0.0001,0.0006,0.0095,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-08-20T22:50:19,2007-05-02T14:36:55,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,11383.82,2865.66,21.84,22415.65,10.92,99.951,83.313,3118.2,1.44,6.079,144,False,False,variable_mild,55.39,98.69,31,2,0,0,gas_compressed_air,particulate_mild,72.11,47.16,5.308,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-23T06:50:43,32,894.85,894.85,1.796,4.616,2.571,2.809,,,56.48,52.97,,23.79,29.18,47.14,13/11/9,78.3,0.49,60.5,11.6,1.147,21.078,19.931,94.224,63.61,25.889,89.47,65.29,,1.068,0.0272,59.89,0.9877,normal,0.00476235,0.0217,False,adhesive_wear,lubrication_starvation,A_healthy,0.0528,0.0159,1.0,,157.87,132.99,16056.15,17372.0,11291.8,23452.2,particle_filter,-1315.84,1305.77,4677.0,0.0001,0.0006,0.0096,2.936,18415.0,0.9999,1e-06,False,none,none,,,,,,2006-08-20T04:50:39,2007-04-30T13:02:37,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,18905.76,2865.66,52.91,22415.65,8.26,99.963,87.126,3118.2,1.44,7.389,144,False,False,variable_mild,63.54,79.64,32,1,0,0,none,none,79.97,42.98,1.009,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-24T09:57:42,33,921.96,921.96,2.005,5.124,2.555,2.533,,,59.18,51.32,,23.79,27.53,42.53,14/12/10,72.3,0.327,27.1,3.7,8.696,24.75,16.053,99.124,63.94,24.433,90.83,67.1,,0.454,0.0553,194.98,1.0,normal,0.00085997,0.0024,False,adhesive_wear,none,A_healthy,0.0544,0.0114,1.0,,63.38,145.75,16029.04,18259.63,11868.76,24650.5,lstm_sequence,-2230.59,2856.11,4677.0,0.0001,0.0007,0.0098,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-09-08T19:46:29,2007-06-02T02:38:38,mixed,False,specialist,False,38.0,,,none,none,57313.17,7198216.16,21747.74,2865.66,52.74,22415.65,19.78,99.912,85.445,3118.2,1.44,6.346,144,False,False,variable_mild,56.22,86.58,33,1,0,0,steam,none,61.44,59.36,1.041,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-25T13:04:42,34,949.08,949.08,2.326,5.84,2.51,2.809,,,61.3,51.88,,23.79,28.09,47.19,14/12/10,172.2,0.697,21.2,4.3,7.959,15.203,7.243,99.765,63.21,26.176,89.42,62.41,,0.409,0.0322,56.09,0.9736,normal,-0.00292965,0.0243,False,adhesive_wear,none,A_healthy,0.056,0.0172,1.0,,285.19,132.18,16001.92,18248.26,11861.37,24635.15,lstm_sequence,-2246.34,2863.51,4677.0,0.0002,0.0007,0.01,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-09-09T17:12:29,2007-06-02T20:05:56,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,12269.23,2865.66,40.07,22415.65,13.47,99.94,87.862,3118.2,1.44,3.869,144,False,False,variable_mild,59.2,84.0,34,1,0,0,none,particulate_mild,89.07,45.62,0.383,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-26T16:11:41,35,976.19,976.19,2.182,8.899,4.078,2.791,,,60.56,49.79,,23.79,26.0,48.05,14/12/10,140.1,0.475,17.2,3.9,1.304,12.105,10.801,99.394,63.79,24.882,89.08,68.31,,0.068,0.0755,209.15,0.9918,normal,-0.0016353,0.0664,False,adhesive_wear,none,A_healthy,0.0576,0.0252,1.0,,198.59,150.63,15974.81,14015.51,9110.08,18920.94,lstm_sequence,1959.29,2307.89,4677.0,0.0002,0.0007,0.0102,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-06-14T15:57:08,2007-01-05T01:22:56,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,26782.73,2865.66,30.2,22415.65,16.13,99.928,89.428,3118.2,1.44,4.861,144,False,False,variable_mild,58.9,74.58,35,1,0,0,steam,particulate_mild,36.41,32.64,1.001,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-27T19:18:41,36,1003.31,1003.31,2.182,7.206,3.303,3.336,,,60.52,55.28,,23.79,31.48,47.15,14/12/10,105.4,0.495,39.3,7.9,5.888,16.909,11.022,95.748,62.76,25.426,90.02,67.24,,1.59,0.0192,100.43,0.9806,normal,0.00037911,0.0,False,adhesive_wear,none,A_healthy,0.0592,0.0181,1.0,,232.03,151.19,15947.69,18428.39,11978.45,24878.32,weibull_regression,-2480.7,2510.28,4677.0,0.0002,0.0008,0.0104,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-09-15T17:30:18,2007-06-11T11:26:25,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,10669.57,2865.66,26.26,22415.65,14.52,99.935,84.745,3118.2,1.44,3.241,144,False,False,variable_mild,53.14,81.97,36,2,0,0,water,chemical_contamination,78.88,15.63,0.382,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-28T22:25:40,37,1030.43,1030.43,2.015,5.856,2.906,2.684,,,60.42,57.16,,23.79,33.36,46.43,15/13/11,121.4,0.5,29.6,5.2,1.972,13.775,11.803,98.157,62.78,24.933,88.98,63.93,,0.36,0.0528,109.53,0.9751,normal,-0.00252391,0.0332,False,adhesive_wear,none,A_healthy,0.0608,0.0126,1.0,,316.35,139.01,15920.57,15233.39,9901.71,20565.08,lstm_sequence,687.18,872.16,4677.0,0.0002,0.0008,0.0106,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-07-12T07:07:28,2007-02-19T10:48:43,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,19503.94,2865.66,57.95,22415.65,13.78,99.939,88.652,3118.2,1.44,7.884,144,False,False,variable_mild,73.79,93.5,37,3,0,0,none,none,33.77,81.76,0.65,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-30T01:32:40,38,1057.54,1057.54,2.184,8.578,3.928,2.958,,,62.92,56.19,,23.79,32.39,42.72,13/11/9,94.7,0.433,24.6,6.6,3.757,16.075,12.318,98.264,62.69,24.071,89.67,65.96,,0.503,0.0196,51.71,0.9708,normal,-0.00583257,0.0,False,adhesive_wear,none,A_healthy,0.0624,0.0197,1.0,,299.07,130.87,15893.46,18297.66,11893.48,24701.84,xgboost_gradient,-2404.2,3081.39,4677.0,0.0002,0.0008,0.0108,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-09-15T06:22:26,2007-06-09T02:33:16,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,13427.69,2865.66,21.8,22415.65,11.47,99.949,77.807,3118.2,1.44,2.696,144,False,False,variable_mild,54.25,77.26,38,2,0,1,steam,water_ingress,87.22,8.59,3.394,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-08-31T04:39:39,39,1084.66,1084.66,1.888,4.961,2.627,3.156,,,62.87,54.65,,23.79,30.85,46.28,13/11/9,104.2,0.343,50.7,9.1,6.956,13.524,6.568,95.616,62.7,23.857,88.82,62.15,,0.161,0.101,100.08,1.0,normal,0.00528861,0.0,False,adhesive_wear,none,A_healthy,0.064,0.0094,1.0,,123.44,142.56,15866.34,13748.64,8936.61,18560.66,weibull_regression,2117.7,2378.41,4677.0,0.0002,0.0008,0.011,2.936,18415.0,0.9998,1e-06,False,none,none,,,,,,2006-06-13T14:58:46,2006-12-31T03:00:09,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,15307.43,2865.66,59.25,22415.65,14.78,99.934,84.314,3118.2,1.44,3.024,144,False,False,variable_mild,59.55,80.74,39,3,0,0,water,none,47.81,33.52,3.321,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-01T07:46:39,40,1111.78,1111.78,2.004,6.574,3.281,3.088,,,61.9,55.83,,23.79,32.03,47.74,15/13/11,90.4,0.373,20.3,2.9,3.974,22.324,18.35,98.672,62.97,25.656,90.26,64.69,,2.832,0.028,106.57,0.9785,normal,-0.00266243,0.0234,False,adhesive_wear,none,A_healthy,0.0656,0.0276,1.0,,260.54,128.06,15839.22,18251.36,11863.38,24639.33,lstm_sequence,-2412.14,2590.43,4677.0,0.0002,0.0009,0.0112,2.936,18415.0,0.9997,1e-06,False,none,none,,,,,,2006-09-16T13:27:25,2007-06-09T17:25:57,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,12738.78,2865.66,21.35,22415.65,8.3,99.963,83.777,3118.2,1.44,2.764,144,False,False,variable_mild,67.76,96.98,40,3,0,0,water,chemical_contamination,74.2,29.08,0.71,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-02T10:53:38,41,1138.89,1138.89,1.965,5.837,2.97,2.916,,,62.68,53.81,,23.79,30.02,45.49,15/13/11,191.9,0.613,86.6,23.8,4.363,7.682,3.32,96.241,63.51,26.292,89.96,64.44,,0.42,0.0631,199.36,0.9786,normal,-0.0003952,0.0124,False,adhesive_wear,none,A_healthy,0.0672,0.0237,1.0,,273.85,152.12,15812.11,12936.54,8408.75,17464.33,lstm_sequence,2875.56,3318.23,4677.0,0.0002,0.0009,0.0114,2.936,18415.0,0.9997,1e-06,False,none,none,,,,,,2006-05-29T23:09:58,2006-12-04T14:57:24,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,25035.17,2865.66,43.92,22415.65,17.72,99.921,89.733,3118.2,1.44,2.709,144,False,False,variable_mild,68.3,65.22,41,1,0,0,water,water_ingress,35.05,10.51,1.688,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-03T14:00:38,42,1166.01,1166.01,1.952,8.025,4.112,3.074,,,64.01,51.29,,23.79,27.5,44.99,14/12/10,113.6,0.367,31.2,6.6,7.476,24.611,17.135,102.091,63.06,24.197,89.63,65.42,,0.125,0.1019,23.99,1.0,normal,0.00497826,0.0252,False,adhesive_wear,none,A_healthy,0.0688,0.0035,1.0,,98.26,156.34,15784.99,12728.49,8273.52,17183.46,physics_informed_nn,3056.5,3308.1,4677.0,0.0002,0.0009,0.0117,2.936,18415.0,0.9997,1e-06,False,none,none,,,,,,2006-05-26T18:15:22,2006-11-28T09:13:41,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,10505.93,2865.66,36.3,22415.65,10.69,99.952,87.237,3118.2,1.44,4.994,144,False,False,variable_mild,51.86,74.83,42,2,0,0,oil_hydraulic,particulate_mild,67.35,7.62,2.16,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-04T17:07:37,44,1193.13,1193.13,2.017,7.474,3.706,2.743,,,62.12,56.05,,23.79,32.26,46.9,14/12/10,198.5,0.315,30.9,5.4,4.532,10.338,5.806,93.939,60.51,23.818,86.98,69.14,,0.19,0.0859,86.98,1.0,normal,0.00583257,0.0073,False,adhesive_wear,none,A_healthy,0.0704,0.0254,1.0,,116.76,140.08,15757.87,13894.74,9031.58,18757.89,particle_filter,1863.14,1622.45,4677.0,0.0002,0.001,0.0119,2.936,18415.0,0.9997,1e-06,False,none,none,,,,,,2006-06-21T04:29:42,2007-01-09T19:39:10,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,17268.1,2865.66,57.46,22415.65,9.15,99.959,89.909,3118.2,1.44,3.444,144,False,False,variable_mild,60.57,82.41,44,3,0,0,oil_hydraulic,none,77.2,39.75,1.666,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-05T20:14:37,45,1220.24,1220.24,1.931,8.525,4.414,2.962,,,56.7,60.04,,23.79,36.25,46.3,13/11/9,109.4,0.422,47.3,12.2,4.479,12.06,7.581,98.261,61.44,25.406,86.86,64.5,,0.276,0.12,95.12,0.9815,normal,-0.00370013,0.022,False,adhesive_wear,none,A_healthy,0.072,0.0178,1.0,,481.04,151.91,15730.76,14687.86,9547.11,19828.61,physics_informed_nn,1042.9,1079.58,4677.0,0.0002,0.001,0.0121,2.936,18415.0,0.9997,1e-06,False,none,none,,,,,,2006-07-08T20:10:18,2007-02-08T00:55:17,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,19449.13,2865.66,31.18,22415.65,9.51,99.958,85.922,3118.2,1.44,2.761,144,False,False,variable_mild,79.0,87.58,45,3,0,0,water,none,88.66,167.03,0.494,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-06T23:21:36,46,1247.36,1247.36,2.135,7.359,3.446,3.568,,,61.79,56.46,,23.79,32.66,45.86,13/11/9,85.5,0.354,23.2,6.4,7.966,15.568,7.602,95.958,61.58,24.646,90.62,66.27,,0.787,0.0062,108.47,0.9857,normal,0.00144716,0.0,False,adhesive_wear,none,A_healthy,0.0736,0.035,1.0,,385.28,152.99,15703.64,17142.92,11142.9,23142.94,physics_informed_nn,-1439.28,1742.1,4677.0,0.0002,0.001,0.0123,2.936,18415.0,0.9996,1e-06,False,none,none,,,,,,2006-08-30T02:49:12,2007-05-07T02:50:32,mixed,False,oem_certified,True,,,,none,none,57313.17,7198216.16,13812.91,2865.66,52.7,22415.65,16.42,99.927,90.737,3118.2,1.44,3.247,144,False,False,variable_mild,68.13,84.2,46,1,0,0,water,particulate_mild,61.27,54.04,0.176,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-08T02:28:36,47,1274.48,1274.48,2.521,7.133,2.83,3.353,,,60.4,56.29,,23.79,32.5,47.53,15/13/11,108.9,0.424,55.5,11.1,1.148,6.15,5.002,96.956,62.75,24.928,90.0,63.85,,0.488,0.0982,118.87,0.9764,normal,-0.00045462,0.0,False,adhesive_wear,imbalance_induced,A_healthy,0.0752,0.0233,1.0,,305.52,140.04,15676.52,13189.8,8573.37,17806.22,physics_informed_nn,2486.73,3021.04,4677.0,0.0003,0.0011,0.0125,2.936,18415.0,0.9996,1e-06,False,none,none,,,,,,2006-06-09T21:22:29,2006-12-19T05:48:12,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,21326.04,2865.66,48.28,22415.65,27.27,99.878,83.446,3118.2,1.44,4.661,144,False,False,variable_mild,75.05,83.53,47,4,0,0,oil_process,none,53.47,22.16,0.448,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-09T05:35:35,48,1301.59,1301.59,2.184,6.003,2.749,3.014,,,61.63,56.43,,23.79,32.63,45.83,14/12/10,305.1,0.377,25.1,6.3,2.42,19.15,16.73,102.875,61.98,23.624,89.41,64.65,,0.125,0.0789,12.31,0.9882,normal,-0.00235265,0.0007,False,adhesive_wear,none,A_healthy,0.0768,0.0128,1.0,,307.6,151.54,15649.41,16613.0,10798.45,22427.55,lstm_sequence,-963.59,1108.15,4677.0,0.0003,0.0011,0.0127,2.936,18415.0,0.9996,1e-06,False,none,none,,,,,,2006-08-21T08:05:36,2007-04-20T14:38:37,mixed,False,apprentice,False,77.0,,,none,none,57313.17,7198216.16,16231.09,2865.66,30.8,22415.65,14.7,99.934,86.453,3118.2,1.44,5.467,144,False,False,variable_mild,66.62,85.95,48,1,0,0,oil_hydraulic,particulate_mild,83.25,67.24,0.994,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-10T08:42:35,49,1328.71,1328.71,2.092,5.736,2.742,3.33,,,59.94,53.66,,23.79,29.87,44.15,13/11/9,100.6,0.328,69.8,8.2,5.12,16.906,11.786,107.254,62.75,24.674,88.66,63.32,,0.809,0.044,144.32,1.0,normal,0.0,0.0365,False,adhesive_wear,none,A_healthy,0.0784,0.0245,1.0,,225.73,138.93,15622.29,16845.16,10949.35,22740.96,lstm_sequence,-1222.87,1395.85,4677.0,0.0003,0.0011,0.013,2.936,18415.0,0.9996,1e-06,False,none,none,,,,,,2006-08-27T07:17:17,2007-04-29T23:05:35,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,18738.85,2865.66,32.92,22415.65,18.55,99.917,84.089,3118.2,1.44,4.163,144,False,False,variable_mild,58.14,84.19,49,3,0,0,gas_compressed_air,chemical_contamination,42.74,12.55,0.199,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-11T11:49:34,50,1355.83,1355.83,2.067,7.857,3.801,3.326,,,58.05,55.9,,23.79,32.11,47.29,14/12/10,82.0,0.527,48.0,8.9,7.063,10.086,3.023,99.689,60.68,24.334,89.79,66.63,,0.829,0.1117,405.42,0.9812,normal,-5.728e-05,0.0272,False,adhesive_wear,none,A_healthy,0.08,0.0213,1.0,,188.96,138.74,15595.17,16686.98,10846.54,22527.43,physics_informed_nn,-1091.81,1024.94,4677.0,0.0003,0.0012,0.0132,2.936,18415.0,0.9995,1.02e-06,False,none,none,,,,,,2006-08-25T03:19:06,2007-04-25T11:45:46,mixed,False,master_technician,False,19.0,,,none,none,57313.17,7198216.16,17977.92,2865.66,31.72,22415.65,15.68,99.93,83.572,3118.2,1.44,7.878,144,False,False,variable_mild,70.01,84.07,50,4,0,0,oil_hydraulic,particulate_mild,87.25,26.63,4.233,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-12T14:56:34,51,1382.94,1382.94,2.041,6.906,3.384,2.746,,,61.1,53.37,,23.79,29.57,44.97,13/11/9,72.8,0.377,78.9,19.0,5.226,11.404,6.178,92.292,61.88,23.933,87.74,65.58,,0.337,0.0112,169.7,0.9802,normal,-0.00111588,0.0,False,adhesive_wear,none,A_healthy,0.0816,0.0357,1.0,,223.16,154.65,15568.06,17481.23,11362.8,23599.65,physics_informed_nn,-1913.17,2197.78,4677.0,0.0003,0.0012,0.0134,2.936,18415.0,0.9995,1.06e-06,False,none,none,,,,,,2006-09-11T19:33:19,2007-05-24T17:59:03,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,22831.56,2865.66,20.15,22415.65,11.51,99.949,81.603,3118.2,1.44,7.329,144,False,False,variable_mild,62.79,77.28,51,2,0,0,water,water_ingress,23.93,34.19,2.853,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-13T18:03:33,52,1410.06,1410.06,1.824,7.041,3.86,3.358,,,60.94,55.62,,23.79,31.82,49.63,14/12/10,68.4,0.375,25.3,2.8,2.014,5.541,3.527,94.927,62.71,25.79,88.59,69.96,,0.475,0.0472,19.97,0.9845,normal,0.00163582,0.0,False,adhesive_wear,none,A_healthy,0.0832,0.0098,1.0,,181.46,147.51,15540.94,12185.91,7920.84,16450.98,physics_informed_nn,3355.03,3602.16,4677.0,0.0003,0.0012,0.0136,2.936,18415.0,0.9995,1.1e-06,False,none,none,,,,,,2006-05-25T15:00:57,2006-11-19T08:05:08,mixed,False,apprentice,True,,,,none,none,57313.17,7198216.16,14388.19,2865.66,37.24,22415.65,14.24,99.936,91.345,3118.2,1.44,4.049,144,False,False,variable_mild,66.36,92.25,52,5,0,0,oil_process,none,78.25,60.87,0.631,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-14T21:10:33,53,1437.18,1437.18,1.925,4.819,2.503,2.978,,,62.27,60.58,,23.79,36.79,43.81,14/12/10,83.2,0.38,54.5,5.5,7.854,20.681,12.828,92.966,62.75,24.282,90.0,67.52,,0.425,0.0779,145.17,0.9791,normal,-0.00181887,0.0396,False,adhesive_wear,none,A_healthy,0.0848,0.0223,1.0,,288.97,146.72,15513.82,16681.89,10843.23,22520.55,xgboost_gradient,-1168.07,996.28,4677.0,0.0003,0.0013,0.0139,2.936,18415.0,0.9994,1.14e-06,False,none,none,,,,,,2006-08-28T10:07:17,2007-04-28T16:47:00,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,28005.85,2865.66,49.11,22415.65,15.25,99.932,83.638,3118.2,1.44,4.453,144,False,False,variable_mild,72.45,76.96,53,2,0,0,gas_compressed_air,particulate_mild,69.59,11.87,5.288,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-16T00:17:32,54,1464.29,1464.29,1.894,7.097,3.747,3.109,,,60.7,54.64,,23.79,30.85,47.33,13/11/9,59.7,0.322,193.4,46.5,1.564,21.581,20.016,105.138,61.86,23.795,89.58,64.25,,0.836,0.0074,113.08,0.9933,normal,-0.00133642,0.0484,False,adhesive_wear,none,A_healthy,0.0864,0.0445,1.0,,107.26,157.83,15486.71,13837.46,8994.35,18680.57,particle_filter,1649.25,1925.9,4677.0,0.0003,0.0013,0.0141,2.936,18415.0,0.9994,1.19e-06,False,none,none,,,,,,2006-07-01T07:01:14,2007-01-19T02:07:49,mixed,False,apprentice,True,,,,none,none,57313.17,7198216.16,26042.77,2865.66,35.99,22415.65,11.1,99.95,84.629,3118.2,1.44,3.418,144,False,False,variable_mild,70.08,80.83,54,2,0,0,water,particulate_severe,65.22,121.42,0.95,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-17T03:24:32,55,1491.41,1491.41,1.901,6.252,3.289,2.666,,,63.91,56.94,,23.79,33.15,43.78,13/11/9,73.0,0.366,23.4,5.0,1.78,8.249,6.469,103.27,64.14,25.919,89.74,67.52,,0.37,0.0349,132.07,0.988,normal,0.00135082,0.0249,False,adhesive_wear,none,A_healthy,0.088,0.0208,1.0,,405.24,144.86,15459.59,16923.68,11000.39,22846.97,xgboost_gradient,-1464.09,1299.13,4677.0,0.0003,0.0014,0.0143,2.936,18415.0,0.9994,1.23e-06,False,none,none,,,,,,2006-09-04T17:14:58,2007-05-09T12:32:16,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,16413.91,2865.66,21.79,22415.65,12.2,99.946,84.757,3118.2,1.44,5.695,144,False,False,variable_mild,64.77,94.71,55,5,0,0,steam,chemical_contamination,73.97,10.0,1.921,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-18T06:31:31,56,1518.53,1518.53,2.209,8.899,4.029,2.658,,,56.57,53.05,,23.79,29.26,45.28,14/12/10,77.5,0.386,29.7,3.3,4.959,7.708,2.749,100.256,62.57,24.109,88.37,65.41,,0.677,0.0325,11.71,0.9722,normal,-0.00159165,0.0136,False,adhesive_wear,none,A_healthy,0.0896,0.0277,1.0,,370.43,165.04,15432.47,16323.73,10610.43,22037.04,kalman_filter,-891.26,824.81,4677.0,0.0004,0.0014,0.0146,2.936,18415.0,0.9993,1.27e-06,False,none,none,,,,,,2006-08-24T08:23:28,2007-04-19T09:41:50,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,24208.84,2865.66,47.6,22415.65,14.03,99.937,81.688,3118.2,1.44,5.463,144,False,False,variable_mild,56.88,92.11,56,4,0,0,steam,water_ingress,46.79,32.91,3.703,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-19T09:38:31,57,1545.64,1545.64,2.056,6.085,2.959,3.1,,,57.98,55.5,,23.79,31.7,45.76,13/11/9,77.9,0.384,98.5,14.2,6.427,25.687,19.26,94.593,63.87,26.234,89.16,64.03,,0.786,0.0173,184.65,0.9849,normal,7.19e-05,0.0657,False,adhesive_wear,none,A_healthy,0.0912,0.0397,1.0,,167.08,138.55,15405.36,14510.66,9431.93,19589.39,lstm_sequence,894.7,813.17,4677.0,0.0004,0.0014,0.0148,2.936,18415.0,0.9993,1.32e-06,False,none,none,,,,,,2006-07-18T16:58:23,2007-02-15T07:42:18,mixed,False,oem_certified,True,,,,none,none,57313.17,7198216.16,24218.56,2865.66,35.3,22415.65,2.53,99.989,81.808,3118.2,1.44,1.865,144,False,False,variable_mild,56.21,77.57,57,5,0,0,oil_hydraulic,none,62.17,8.35,0.155,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-20T12:45:30,58,1572.76,1572.76,1.968,6.545,3.326,2.907,,,62.64,57.97,,23.79,34.18,47.28,13/11/9,163.7,0.384,44.6,4.8,6.269,13.646,7.376,94.881,62.03,24.714,90.52,65.31,,0.362,0.076,37.25,0.9723,normal,-0.001378,0.0,False,adhesive_wear,none,A_healthy,0.0928,0.022,1.0,,378.84,143.9,15378.24,16157.98,10502.69,21813.27,xgboost_gradient,-779.74,873.06,4677.0,0.0004,0.0015,0.0151,2.936,18415.0,0.9993,1.36e-06,False,none,none,,,,,,2006-08-23T03:44:49,2007-04-15T19:02:21,mixed,False,specialist,False,81.0,,,none,none,57313.17,7198216.16,22088.64,2865.66,55.59,22415.65,24.64,99.89,80.531,3118.2,1.44,4.93,144,False,False,variable_mild,66.11,79.64,58,5,0,0,gas_compressed_air,none,72.72,83.03,3.86,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-21T15:52:30,59,1599.88,1599.88,2.161,8.303,3.842,2.639,,,63.47,54.68,,23.79,30.89,47.12,14/12/10,222.1,0.401,56.8,11.5,8.729,13.268,4.539,98.359,62.75,25.484,90.04,64.98,,0.976,0.0442,288.51,0.9817,normal,-0.0023172,0.018,False,adhesive_wear,none,A_healthy,0.0944,0.031,1.0,,522.51,147.7,15351.12,13968.37,9079.44,18857.3,physics_informed_nn,1382.75,1192.88,4677.0,0.0004,0.0015,0.0153,2.936,18415.0,0.9992,1.41e-06,False,none,none,,,,,,2006-07-09T16:03:37,2007-01-29T08:59:25,mixed,False,specialist,False,71.0,,,none,none,57313.17,7198216.16,17971.53,2865.66,25.0,22415.65,10.62,99.953,85.883,3118.2,1.44,6.804,144,False,False,variable_mild,63.22,78.92,59,4,1,0,none,none,58.81,49.22,1.794,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-22T18:59:29,60,1626.99,1626.99,1.929,8.528,4.422,3.341,,,60.47,54.18,,23.79,30.38,45.55,14/12/10,135.5,0.355,106.8,30.3,4.524,21.848,17.324,86.771,61.2,23.435,89.09,67.29,,0.231,0.0497,168.21,0.9795,normal,-0.00168596,0.0078,False,adhesive_wear,none,A_healthy,0.096,0.0441,1.0,,244.12,160.92,15324.01,14279.54,9281.7,19277.38,lstm_sequence,1044.47,1076.81,4677.0,0.0004,0.0016,0.0155,2.936,18415.0,0.9992,1.45e-06,False,none,none,,,,,,2006-07-17T06:45:39,2007-02-10T12:35:58,mixed,False,journeyman,False,50.0,,,none,none,57313.17,7198216.16,23741.41,2865.66,48.49,22415.65,11.43,99.949,85.632,3118.2,1.44,5.109,144,False,False,variable_mild,60.01,80.73,60,2,0,0,steam,particulate_mild,76.99,7.97,5.602,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-23T22:06:29,61,1654.11,1654.11,1.858,7.472,4.022,2.545,,,64.32,58.45,,23.79,34.65,46.14,14/12/10,113.4,0.606,26.0,3.4,3.38,10.158,6.778,98.164,62.45,23.977,88.85,65.13,,0.404,0.0842,382.84,0.982,normal,0.00195364,0.0,False,adhesive_wear,none,A_healthy,0.0976,0.0424,1.0,,384.31,137.52,15296.89,16844.23,10948.75,22739.71,xgboost_gradient,-1547.34,1906.7,4677.0,0.0004,0.0016,0.0158,2.936,18415.0,0.9992,1.5e-06,False,none,none,,,,,,2006-09-09T20:13:20,2007-05-13T11:42:08,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,15681.89,2865.66,25.14,22415.65,10.65,99.953,85.771,3118.2,1.44,4.821,144,False,False,variable_mild,55.33,88.14,61,3,0,0,water,particulate_mild,31.34,219.26,1.209,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-25T01:13:28,62,1681.22,1681.22,2.271,7.425,3.27,3.08,,,58.92,53.13,,23.79,29.33,48.0,14/12/10,80.9,0.312,74.7,8.3,1.806,9.72,7.914,101.867,61.8,24.791,88.54,67.26,,0.404,0.0054,15.45,0.9994,normal,0.00289666,0.0,False,adhesive_wear,none,A_healthy,0.0992,0.0286,1.0,,18.2,136.43,15269.78,14461.28,9399.83,19522.73,physics_informed_nn,808.49,678.41,4677.0,0.0004,0.0016,0.016,2.936,18415.0,0.9991,1.55e-06,False,none,none,,,,,,2006-07-23T07:51:55,2007-02-19T05:18:50,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,27643.36,2865.66,30.87,22415.65,10.69,99.952,86.638,3118.2,1.44,7.891,144,False,False,variable_mild,59.62,83.06,62,3,0,0,oil_process,particulate_mild,67.85,70.78,1.444,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-26T04:20:28,63,1708.34,1708.34,1.886,7.183,3.808,3.065,,,58.84,54.9,,23.79,31.1,46.58,13/11/9,117.5,0.42,30.2,6.7,5.926,22.445,16.519,103.346,62.62,25.844,88.56,67.02,,0.335,0.0339,258.95,0.9699,normal,-0.00046795,0.0,False,adhesive_wear,adhesive_wear,A_healthy,0.1008,0.0394,1.0,,408.45,135.58,15242.66,13227.16,8597.65,17856.67,lstm_sequence,2015.5,2586.84,4677.0,0.0004,0.0017,0.0163,2.936,18415.0,0.9991,1.6e-06,False,none,none,,,,,,2006-06-28T17:55:18,2007-01-07T15:25:41,mixed,False,specialist,False,65.0,,,none,none,57313.17,7198216.16,26405.18,2865.66,26.61,22415.65,18.99,99.915,80.242,3118.2,1.44,2.147,144,False,False,variable_mild,58.73,95.38,63,1,0,0,oil_process,water_ingress,41.15,30.66,3.59,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-27T07:27:27,64,1735.46,1735.46,1.849,7.519,4.066,2.704,,,63.38,59.3,,23.79,35.51,47.8,14/12/10,163.6,0.476,48.8,14.6,1.501,15.508,14.007,92.632,62.34,25.826,88.36,69.16,,0.421,0.0001,43.41,0.9713,normal,-0.00207805,0.0623,False,adhesive_wear,none,A_healthy,0.1024,0.0106,1.0,,318.1,154.01,15215.54,16984.53,11039.94,22929.12,xgboost_gradient,-1768.99,1700.56,4677.0,0.0005,0.0017,0.0165,2.936,18415.0,0.999,1.65e-06,False,none,none,,,,,,2006-09-16T03:43:21,2007-05-21T20:18:29,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,21531.84,2865.66,45.56,22415.65,11.46,99.949,78.633,3118.2,1.44,2.826,144,False,False,variable_mild,63.57,84.85,64,6,0,0,none,none,32.91,23.43,3.85,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-28T10:34:27,65,1762.57,1762.57,2.024,7.009,3.463,3.001,,,60.88,52.06,,23.79,28.27,47.05,14/12/10,121.8,0.359,29.8,4.1,2.647,15.266,12.619,97.309,64.53,24.554,89.11,70.12,,0.361,0.0471,44.72,0.985,normal,0.00110231,0.0,False,adhesive_wear,none,A_healthy,0.104,0.0313,1.0,,653.89,144.83,15188.43,13800.26,8970.17,18630.35,xgboost_gradient,1388.16,1327.81,4677.0,0.0005,0.0018,0.0168,2.936,18415.0,0.999,1.7e-06,False,none,none,,,,,,2006-07-12T22:42:17,2007-01-30T04:47:47,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,23340.05,2865.66,59.64,22415.65,14.72,99.934,80.124,3118.2,1.44,7.117,144,False,False,variable_mild,58.27,81.02,65,3,0,1,steam,particulate_mild,64.64,126.37,0.439,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-29T13:41:26,66,1789.69,1789.69,1.929,7.428,3.851,2.879,,,64.76,54.0,,23.79,30.21,44.12,14/12/10,130.9,0.373,36.2,5.3,6.841,18.357,11.516,92.69,62.38,25.677,90.08,59.7,,0.375,0.0737,164.73,0.9903,normal,0.00165926,0.0696,False,adhesive_wear,none,A_healthy,0.1056,0.0485,1.0,,218.35,153.9,15161.31,17493.89,11371.03,23616.75,lstm_sequence,-2332.58,2630.07,4677.0,0.0005,0.0018,0.017,2.936,18415.0,0.9989,1.75e-06,False,none,none,,,,,,2006-09-29T00:38:05,2007-06-11T03:29:44,mixed,False,journeyman,False,21.0,,,none,none,57313.17,7198216.16,26618.61,2865.66,25.44,22415.65,6.47,99.971,86.02,3118.2,1.44,4.309,144,False,False,variable_mild,57.58,105.37,66,5,0,0,none,none,67.59,27.89,0.188,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-09-30T16:48:25,67,1816.81,1816.81,1.952,7.426,3.805,2.776,,,69.04,51.3,,23.79,27.5,45.58,13/11/9,127.8,0.561,39.7,11.2,3.003,12.969,9.966,95.889,61.13,25.155,88.01,66.38,,0.639,0.061,114.04,0.9643,normal,-0.00701394,0.0237,False,adhesive_wear,none,A_healthy,0.1072,0.0257,1.0,,436.92,147.2,15134.19,16729.85,10874.41,22585.3,xgboost_gradient,-1595.66,1713.19,4677.0,0.0005,0.0019,0.0173,2.936,18415.0,0.9989,1.8e-06,False,none,none,,,,,,2006-09-14T05:44:04,2007-05-16T05:11:01,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,23246.95,2865.66,35.71,22415.65,14.92,99.933,84.687,3118.2,1.44,3.979,144,False,False,variable_mild,62.35,89.05,67,3,2,0,water,none,37.07,82.84,5.547,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-01T19:55:25,68,1843.92,1843.92,2.488,10.158,4.082,3.234,,,61.97,53.09,,23.79,29.29,43.23,14/12/10,121.2,0.453,61.3,9.9,2.764,12.152,9.389,104.902,63.73,26.408,90.3,64.17,,1.158,0.0459,149.3,0.9793,normal,0.00188619,0.0053,False,adhesive_wear,none,A_healthy,0.1088,0.0311,1.0,,262.56,148.4,15107.08,16380.49,10647.32,22113.66,physics_informed_nn,-1273.41,1456.47,4677.0,0.0005,0.0019,0.0176,2.936,18415.0,0.9988,1.85e-06,False,none,none,,,,,,2006-09-08T02:10:09,2007-05-04T23:20:28,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,14898.67,2865.66,27.54,22415.65,12.78,99.943,81.236,3118.2,1.44,6.179,144,False,False,variable_mild,61.33,84.47,68,6,0,1,oil_hydraulic,none,66.5,88.57,0.063,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-02T23:02:24,69,1871.04,1871.04,1.916,6.477,3.38,2.862,,,60.04,57.7,,23.79,33.9,45.75,14/12/10,90.5,0.401,80.4,10.3,2.305,16.089,13.785,98.76,62.93,26.274,88.86,65.34,,0.89,0.0032,28.21,0.9756,normal,0.00084291,0.0243,False,adhesive_wear,none,A_healthy,0.1104,0.0405,1.0,,270.32,153.75,15079.96,18063.8,11741.47,24386.13,xgboost_gradient,-2983.84,3195.4,4677.0,0.0005,0.0019,0.0178,2.936,18415.0,0.9988,1.91e-06,False,none,none,,,,,,2006-10-14T06:56:30,2007-07-04T17:16:22,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,28322.93,2865.66,38.35,22415.65,12.13,99.946,81.872,3118.2,1.44,7.87,144,False,False,variable_mild,73.97,77.93,69,3,0,0,oil_process,chemical_contamination,75.69,0.99,7.342,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-04T02:09:24,70,1898.16,1898.16,2.004,5.357,2.673,3.03,,,60.94,58.79,,23.79,35.0,43.59,14/12/10,152.0,0.613,33.2,3.9,7.867,15.347,7.48,99.598,65.35,27.127,89.32,67.37,,0.219,0.0386,8.69,0.985,normal,-5.36e-06,0.027,False,adhesive_wear,none,A_healthy,0.112,0.0329,1.0,,210.97,140.1,15052.84,12386.85,8051.45,16722.24,weibull_regression,2666.0,3316.94,4677.0,0.0005,0.002,0.0181,2.936,18415.0,0.9987,1.96e-06,False,none,none,,,,,,2006-06-19T03:34:47,2006-12-16T18:58:32,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,23714.22,2865.66,54.25,22415.65,5.6,99.975,87.156,3118.2,1.44,7.316,144,False,False,variable_mild,71.72,94.4,70,2,0,0,water,particulate_mild,26.48,10.76,0.611,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-05T05:16:23,71,1925.27,1925.27,1.72,4.893,2.844,3.427,,,57.94,62.68,,23.79,38.88,46.07,14/12/10,234.5,0.453,88.7,19.4,6.518,23.777,17.259,92.873,63.64,24.49,89.73,66.11,,0.636,0.0887,213.59,0.9717,normal,-0.00371546,0.0,False,adhesive_wear,none,A_healthy,0.1136,0.054,1.0,,379.2,144.69,15025.73,17317.67,11256.49,23378.86,lstm_sequence,-2291.95,2850.2,4677.0,0.0005,0.002,0.0183,2.936,18415.0,0.9987,2.01e-06,False,none,none,,,,,,2006-10-01T00:06:34,2007-06-10T13:17:42,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,24972.47,2865.66,50.65,22415.65,12.01,99.946,91.479,3118.2,1.44,2.375,144,False,False,variable_mild,72.99,87.25,71,3,0,0,gas_compressed_air,none,89.23,4.84,3.223,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-06T08:23:23,72,1952.39,1952.39,1.907,8.388,4.399,2.613,,,60.87,55.95,,23.79,32.16,45.02,13/11/9,72.4,0.369,49.3,8.8,9.169,19.859,10.69,107.877,62.86,25.093,88.98,64.26,,1.862,0.1164,170.44,0.9836,normal,0.00386751,0.0331,False,adhesive_wear,none,A_healthy,0.1152,0.0478,1.0,,256.79,147.37,14998.61,12327.81,8013.08,16642.55,lstm_sequence,2670.8,2387.88,4677.0,0.0006,0.0021,0.0186,2.936,18415.0,0.9986,2.07e-06,False,none,none,,,,,,2006-06-20T04:17:46,2006-12-16T23:01:50,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,12457.89,2865.66,26.02,22415.65,11.58,99.948,80.568,3118.2,1.44,3.778,144,False,False,variable_mild,71.22,83.52,72,3,0,0,none,none,76.52,22.24,3.583,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-07T11:30:22,73,1979.51,1979.51,1.941,7.005,3.608,2.386,,,60.32,61.04,,23.79,37.25,43.96,13/11/9,173.1,0.349,47.4,9.1,5.029,9.044,4.015,100.263,63.51,25.068,89.78,66.68,,0.215,0.0073,45.53,0.9893,normal,0.00198789,0.0778,False,adhesive_wear,none,A_healthy,0.1168,0.0242,1.0,,380.25,141.34,14971.49,16223.18,10545.06,21901.29,weibull_regression,-1251.68,1052.09,4677.0,0.0006,0.0021,0.0189,2.936,18415.0,0.9986,2.12e-06,False,none,none,,,,,,2006-09-10T11:05:40,2007-05-05T01:12:22,mixed,False,master_technician,False,38.0,,,none,none,57313.17,7198216.16,26720.19,2865.66,41.55,22415.65,8.19,99.963,86.432,3118.2,1.44,6.387,144,False,False,variable_mild,71.48,75.15,73,3,0,1,oil_hydraulic,chemical_contamination,46.83,178.39,0.64,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-08T14:37:22,74,2006.62,2006.62,1.901,7.997,4.206,3.102,,,59.04,57.15,,23.79,33.36,45.66,13/11/9,116.7,0.48,34.4,7.7,4.934,15.713,10.778,101.426,63.69,26.077,87.9,65.95,,0.314,0.0148,97.2,0.9874,normal,0.00235882,0.1279,False,adhesive_wear,abrasive_wear,A_healthy,0.1184,0.0568,1.0,,170.23,161.14,14944.38,12155.15,7900.85,16409.46,xgboost_gradient,2789.22,2935.89,4677.0,0.0006,0.0022,0.0192,2.936,18415.0,0.9985,2.18e-06,False,none,none,,,,,,2006-06-18T20:12:00,2006-12-13T02:30:15,mixed,False,apprentice,True,,,,none,none,57313.17,7198216.16,21125.22,2865.66,44.56,22415.65,28.61,99.873,87.586,3118.2,1.44,6.586,144,False,False,variable_mild,64.75,91.19,74,3,0,1,none,particulate_mild,84.65,184.29,0.367,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-09T17:44:21,75,2033.74,2033.74,1.738,5.845,3.363,3.128,,,56.82,58.43,,23.79,34.64,45.01,15/13/11,226.9,0.319,53.3,9.8,4.623,16.211,11.587,104.948,62.5,24.644,90.56,64.09,,0.631,0.0042,24.07,0.9955,normal,0.00209419,0.0,False,adhesive_wear,none,A_healthy,0.12,0.05,1.0,,128.98,147.17,14917.26,16388.25,10652.36,22124.14,physics_informed_nn,-1470.99,1357.61,4677.0,0.0006,0.0022,0.0194,2.936,18415.0,0.9985,2.24e-06,False,none,none,,,,,,2006-09-16T03:51:52,2007-05-13T03:45:07,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,28263.65,2865.66,23.16,22415.65,10.41,99.954,78.369,3118.2,1.44,6.88,144,False,False,variable_mild,65.66,78.93,75,6,0,2,steam,particulate_severe,36.56,7.89,3.42,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-10T20:51:21,76,2060.86,2060.86,1.949,6.317,3.241,3.199,,,67.18,51.9,,23.79,28.11,44.28,14/12/10,102.2,0.384,47.9,5.3,9.826,25.51,15.684,101.262,64.41,25.215,89.2,62.34,,0.383,0.0273,13.14,0.9673,normal,-0.00087638,0.0,False,adhesive_wear,none,A_healthy,0.1216,0.0457,1.0,,990.58,145.97,14890.14,13192.07,8574.85,17809.3,xgboost_gradient,1698.07,1426.04,4677.0,0.0006,0.0023,0.0197,2.936,18415.0,0.9984,2.3e-06,False,none,none,,,,,,2006-07-12T16:53:35,2007-01-21T02:07:09,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,11685.85,2865.66,31.53,22415.65,12.52,99.944,88.411,3118.2,1.44,1.072,144,False,False,variable_mild,59.97,79.97,76,5,0,0,oil_hydraulic,none,28.63,0.41,0.161,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-11T23:58:20,77,2087.97,2087.97,1.913,8.046,4.207,2.919,,,65.51,56.3,,23.79,32.5,45.71,14/12/10,71.2,0.357,80.5,22.2,4.088,9.775,5.688,97.194,63.36,24.174,88.53,64.19,,1.501,0.0257,164.43,0.9771,normal,-0.00130201,0.0,False,adhesive_wear,none,A_healthy,0.1232,0.0547,1.0,,273.77,156.96,14863.03,13934.28,9057.28,18811.28,xgboost_gradient,928.74,973.92,4677.0,0.0006,0.0023,0.02,2.936,18415.0,0.9983,2.36e-06,False,none,none,,,,,,2006-07-29T07:06:49,2007-02-17T12:06:45,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,10062.17,2865.66,46.08,22415.65,7.13,99.968,89.747,3118.2,1.44,5.308,144,False,False,variable_mild,65.51,79.67,77,3,1,1,oil_process,chemical_contamination,89.43,20.66,0.467,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-13T03:05:20,78,2115.09,2115.09,2.093,8.638,4.127,3.116,,,59.69,54.08,,23.79,30.28,47.96,12/10/8,82.9,0.446,50.9,9.9,4.263,21.008,16.745,93.439,63.6,24.191,90.44,63.76,,0.816,0.0566,329.53,0.9846,normal,-0.00093369,0.0,False,adhesive_wear,none,A_healthy,0.1248,0.0369,1.0,,160.96,153.18,14835.91,16784.39,10909.85,22658.92,kalman_filter,-1948.47,2188.18,4677.0,0.0006,0.0024,0.0203,2.936,18415.0,0.9983,2.42e-06,False,none,none,,,,,,2006-09-27T19:16:54,2007-05-30T13:48:59,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,9059.75,2865.66,39.76,22415.65,11.57,99.948,82.97,3118.2,1.44,2.325,144,False,False,variable_mild,61.3,72.93,78,7,0,0,steam,particulate_mild,37.15,27.03,1.423,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-14T06:12:19,79,2142.21,2142.21,2.207,5.612,2.543,3.005,,,59.58,55.45,,23.79,31.66,44.28,14/12/10,271.3,0.363,85.1,24.7,3.527,9.767,6.24,104.307,60.94,25.401,90.18,65.78,,2.124,0.1076,233.17,0.9774,normal,-0.00198847,0.0,False,adhesive_wear,none,A_healthy,0.1264,0.0513,1.0,,317.11,139.54,14808.79,16286.11,10585.97,21986.25,lstm_sequence,-1477.32,1749.9,4677.0,0.0007,0.0024,0.0205,2.936,18415.0,0.9982,2.48e-06,False,none,none,,,,,,2006-09-18T13:15:40,2007-05-14T01:24:01,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,21008.96,2865.66,37.97,22415.65,11.75,99.948,79.1,3118.2,1.44,5.201,144,False,False,variable_mild,64.57,95.34,79,3,0,0,oil_hydraulic,particulate_mild,79.4,7.08,0.55,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-15T09:19:19,80,2169.32,2169.32,1.704,7.539,4.425,2.914,,,60.97,55.85,,23.79,32.05,43.49,13/11/9,138.2,0.456,47.3,11.8,2.837,20.328,17.491,100.159,63.23,24.499,88.96,66.39,,1.867,0.1381,3.24,0.981,normal,-0.00289811,0.0088,False,adhesive_wear,none,A_healthy,0.128,0.043,1.0,,335.89,142.67,14781.68,13371.48,8691.46,18051.49,xgboost_gradient,1410.2,1157.91,4677.0,0.0007,0.0025,0.0208,2.936,18415.0,0.9981,2.54e-06,False,none,none,,,,,,2006-07-20T23:03:35,2007-01-31T23:04:34,mixed,False,oem_certified,True,,,,none,none,57313.17,7198216.16,23146.16,2865.66,22.55,22415.65,4.74,99.979,82.352,3118.2,1.44,6.146,144,False,False,variable_mild,57.71,75.79,80,3,0,0,oil_process,chemical_contamination,44.24,46.07,2.79,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-16T12:26:18,81,2196.44,2196.44,1.761,7.35,4.174,3.053,,,59.57,54.01,,23.79,30.22,44.9,13/11/9,78.5,0.387,70.6,20.3,4.687,11.697,7.01,106.309,64.06,26.674,87.1,66.21,,0.484,0.0727,31.38,0.9783,normal,0.00220228,0.0344,False,adhesive_wear,none,A_healthy,0.1296,0.0587,1.0,,272.77,140.57,14754.56,13094.21,8511.23,17677.18,lstm_sequence,1660.35,1360.27,4677.0,0.0007,0.0025,0.0211,2.936,18415.0,0.9981,2.6e-06,False,none,none,,,,,,2006-07-16T07:32:32,2007-01-23T06:30:54,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,27260.42,2865.66,39.02,22415.65,8.95,99.96,83.823,3118.2,1.44,6.89,144,False,False,variable_mild,65.58,68.34,81,5,0,2,gas_compressed_air,particulate_mild,45.56,11.29,1.89,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-17T15:33:18,82,2223.56,2223.56,1.867,5.621,3.011,3.414,,,62.49,55.86,,23.79,32.06,46.47,14/12/10,89.4,0.49,38.4,9.9,4.268,7.739,3.471,89.124,63.49,24.498,89.35,59.46,,0.308,0.0215,233.36,0.9736,normal,-0.00070467,0.0,False,adhesive_wear,none,A_healthy,0.1312,0.0728,1.0,,373.79,143.15,14727.44,13891.41,9029.42,18753.41,weibull_regression,836.03,676.49,4677.0,0.0007,0.0026,0.0214,2.936,18415.0,0.998,2.66e-06,False,none,none,,,,,,2006-08-03T01:15:44,2007-02-21T15:15:26,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,12222.96,2865.66,37.96,22415.65,8.08,99.964,88.632,3118.2,1.44,3.541,144,False,False,variable_mild,60.69,81.39,82,4,0,0,oil_hydraulic,none,88.26,23.62,0.523,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-18T18:40:17,83,2250.67,2250.67,1.788,6.489,3.629,2.737,,,60.63,51.96,,23.79,28.16,44.64,13/11/9,96.8,0.502,51.0,9.0,6.524,11.979,5.455,92.65,62.0,24.758,87.79,63.85,,0.817,0.0052,16.41,0.9764,normal,-0.00165196,0.0,False,adhesive_wear,misalignment_induced,A_healthy,0.1328,0.0465,1.0,,305.68,143.96,14700.33,16106.83,10469.44,21744.22,particle_filter,-1406.5,1460.77,4677.0,0.0007,0.0026,0.0217,2.936,18415.0,0.9979,2.72e-06,False,none,none,,,,,,2006-09-19T08:05:17,2007-05-12T05:28:46,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,11642.57,2865.66,24.27,22415.65,44.58,99.802,79.825,3118.2,1.44,5.343,144,False,False,variable_mild,57.03,62.25,83,4,0,0,none,particulate_mild,46.17,1.22,3.928,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-19T21:47:17,84,2277.79,2277.79,2.029,7.252,3.575,3.442,,,59.9,57.19,,23.79,33.39,45.01,13/11/9,148.6,0.376,44.7,9.5,1.59,10.056,8.466,96.801,62.33,25.695,90.85,65.67,,0.357,0.029,87.06,0.9871,normal,0.00193522,0.0,False,adhesive_wear,none,A_healthy,0.1344,0.067,1.0,,133.32,151.85,14673.21,15822.15,10284.4,21359.91,lstm_sequence,-1148.94,924.51,4677.0,0.0007,0.0027,0.022,2.936,18415.0,0.9978,2.79e-06,False,none,none,,,,,,2006-09-14T12:51:55,2007-05-03T06:37:10,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,22183.21,2865.66,47.17,22415.65,11.39,99.949,87.841,3118.2,1.44,1.042,144,False,False,variable_mild,64.31,77.2,84,4,0,2,water,none,78.66,24.27,0.736,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-21T00:54:16,85,2304.9,2304.9,1.971,6.542,3.318,3.069,,,59.69,56.85,,23.79,33.06,45.29,13/11/9,80.3,0.506,79.9,14.9,5.662,16.552,10.89,101.617,63.6,26.577,88.33,63.74,,0.286,0.0524,89.53,0.9746,normal,-0.0012867,0.0,False,adhesive_wear,none,A_healthy,0.136,0.0581,1.0,,270.48,145.48,14646.1,12503.55,8127.31,16879.79,particle_filter,2142.55,1850.12,4677.0,0.0008,0.0027,0.0223,2.936,18415.0,0.9978,2.85e-06,False,none,none,,,,,,2006-07-08T12:40:43,2007-01-06T20:55:14,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,23085.75,2865.66,55.87,22415.65,18.94,99.916,86.456,3118.2,1.44,6.392,144,False,False,variable_mild,54.09,95.1,85,6,0,0,water,none,24.94,17.02,1.563,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-22T04:01:16,86,2332.02,2332.02,2.063,9.249,4.484,3.289,,,59.68,53.41,,23.79,29.62,48.93,14/12/10,68.5,0.404,32.5,3.9,6.106,19.11,13.004,105.569,63.74,25.566,90.94,61.84,,0.052,0.0853,81.51,0.9938,normal,0.00308534,0.0,False,adhesive_wear,none,A_healthy,0.1376,0.0574,1.0,,92.02,138.22,14618.98,16325.6,10611.64,22039.56,particle_filter,-1706.62,2059.77,4677.0,0.0008,0.0028,0.0226,2.936,18415.0,0.9977,2.92e-06,False,none,none,,,,,,2006-09-27T06:49:10,2007-05-23T08:46:42,mixed,False,oem_certified,False,43.0,,,none,none,57313.17,7198216.16,16548.46,2865.66,58.18,22415.65,24.68,99.89,87.88,3118.2,1.44,2.397,144,False,False,variable_mild,61.61,71.0,86,3,0,0,steam,particulate_severe,45.07,4.99,0.286,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-23T07:08:15,87,2359.14,2359.14,1.829,5.386,2.945,3.13,,,60.01,57.1,,23.79,33.3,46.04,14/12/10,184.4,0.405,82.8,19.6,9.057,19.216,10.159,100.246,64.32,24.59,89.46,67.31,,1.118,0.0676,29.86,0.973,normal,-0.00011782,0.0,False,adhesive_wear,none,A_healthy,0.1392,0.0567,1.0,,360.76,128.91,14591.86,15825.08,10286.3,21363.86,xgboost_gradient,-1233.22,1163.92,4677.0,0.0008,0.0028,0.0229,2.936,18415.0,0.9976,2.98e-06,False,none,none,,,,,,2006-09-17T23:40:38,2007-05-06T18:27:18,mixed,False,specialist,False,51.0,,,none,none,57313.17,7198216.16,19435.32,2865.66,29.39,22415.65,17.14,99.924,83.41,3118.2,1.44,5.265,144,False,False,variable_mild,61.81,82.49,87,8,0,1,water,none,57.36,25.27,2.214,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-24T10:15:15,88,2386.25,2386.25,1.775,4.477,2.523,3.109,,,60.98,53.63,,23.79,29.84,43.55,13/11/9,80.3,0.338,55.9,9.2,9.176,23.839,14.663,106.031,63.8,25.72,90.31,66.77,,0.896,0.0189,153.1,0.9869,normal,0.00211614,0.0,False,adhesive_wear,none,A_healthy,0.1408,0.0666,1.0,,305.24,132.68,14564.75,17083.12,11104.03,23062.21,xgboost_gradient,-2518.37,3080.17,4677.0,0.0008,0.0029,0.0232,2.936,18415.0,0.9975,3.05e-06,False,none,none,,,,,,2006-10-15T07:48:50,2007-06-21T10:54:21,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,25354.09,2865.66,29.22,22415.65,33.67,99.85,85.856,3118.2,1.44,2.555,144,False,False,variable_mild,60.94,88.32,88,7,0,0,steam,none,68.58,5.62,0.14,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-25T13:22:14,89,2413.37,2413.37,1.685,6.563,3.895,2.988,,,63.8,51.41,,23.79,27.62,47.82,13/11/9,114.0,0.469,38.5,7.1,8.147,17.571,9.424,95.51,62.08,25.206,89.88,68.01,,0.95,0.1222,53.24,0.9738,normal,-0.00265006,0.0215,False,adhesive_wear,none,A_healthy,0.1424,0.0521,1.0,,315.04,162.72,14537.63,16626.8,10807.42,22446.18,weibull_regression,-2089.17,2243.71,4677.0,0.0008,0.0029,0.0235,2.936,18415.0,0.9974,3.12e-06,False,none,none,,,,,,2006-10-06T22:46:12,2007-06-06T10:08:58,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,17553.89,2865.66,31.61,22415.65,11.51,99.949,79.473,3118.2,1.44,6.154,144,False,False,variable_mild,66.93,87.58,89,4,0,0,oil_process,chemical_contamination,32.1,42.66,0.072,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-26T16:29:14,90,2440.49,2440.49,1.805,5.034,2.789,3.134,,,63.13,54.5,,23.79,30.71,45.29,13/11/9,112.7,0.558,39.2,4.3,4.657,24.042,19.385,99.141,62.55,25.823,90.15,65.74,,1.721,0.0149,145.24,0.967,normal,-0.00151921,0.0,False,adhesive_wear,none,A_healthy,0.144,0.0666,1.0,,331.73,131.84,14510.51,15788.46,10262.5,21314.42,particle_filter,-1277.94,1145.04,4677.0,0.0008,0.003,0.0238,2.936,18415.0,0.9974,3.19e-06,False,none,none,,,,,,2006-09-20T14:42:56,2007-05-08T20:40:31,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,21276.41,2865.66,58.02,22415.65,11.43,99.949,88.432,3118.2,1.44,5.428,144,False,False,variable_mild,66.82,80.04,90,6,0,1,water,water_ingress,83.6,27.14,0.748,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-27T19:36:13,91,2467.6,2467.6,2.389,9.549,3.998,3.146,,,67.01,58.56,,23.79,34.77,44.07,14/12/10,137.1,0.416,44.0,8.0,7.429,13.99,6.56,90.805,61.92,25.1,89.4,67.11,,0.386,0.0445,432.23,0.9693,normal,-0.00489974,0.0214,False,adhesive_wear,erosion,A_healthy,0.1456,0.0578,1.0,,328.49,146.86,14483.4,16270.59,10575.88,21965.29,weibull_regression,-1787.19,1832.35,4677.0,0.0009,0.0031,0.0241,2.936,18415.0,0.9973,3.26e-06,False,none,none,,,,,,2006-10-01T18:53:50,2007-05-27T01:36:09,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,25223.02,2865.66,44.15,22415.65,5.35,99.976,78.414,3118.2,1.44,4.711,144,False,False,variable_mild,65.61,88.09,91,4,0,0,steam,none,83.67,34.11,3.012,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-28T22:43:13,91,2494.72,2494.72,2.428,10.869,4.477,2.996,,,57.91,58.39,,23.79,34.59,46.56,13/11/9,91.9,0.399,40.1,10.6,8.372,26.93,18.558,93.127,61.87,25.465,90.61,65.68,,0.148,0.0034,5.96,0.9869,normal,0.00278313,0.0,False,adhesive_wear,contamination,A_healthy,0.1472,0.0636,1.0,,131.17,140.76,14456.28,12481.09,8112.71,16849.47,particle_filter,1975.19,1870.88,4677.0,0.0009,0.0031,0.0244,2.936,18415.0,0.9972,3.33e-06,False,none,none,,,,,,2006-07-15T23:15:57,2007-01-13T23:38:53,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,11607.71,2865.66,40.05,22415.65,10.61,99.953,83.912,3118.2,1.44,2.015,144,False,False,variable_mild,71.01,73.8,91,4,0,0,oil_hydraulic,particulate_mild,41.0,6.56,1.077,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-30T01:50:12,92,2521.84,2521.84,2.047,8.948,4.372,3.108,,,57.42,59.72,,23.79,35.92,44.99,14/12/10,104.8,0.503,65.6,12.1,6.21,13.54,7.33,94.694,63.07,25.319,88.58,64.8,,0.405,0.0492,35.28,0.9679,normal,-0.00380679,0.0038,False,adhesive_wear,none,A_healthy,0.1488,0.0696,1.0,,429.65,147.99,14429.16,15158.82,9853.23,20464.41,physics_informed_nn,-729.66,889.12,4677.0,0.0009,0.0032,0.0247,2.936,18415.0,0.9971,3.4e-06,False,none,none,,,,,,2006-09-10T21:14:50,2007-04-19T22:50:05,mixed,False,journeyman,True,,,,none,none,57313.17,7198216.16,25606.52,2865.66,36.3,22415.65,17.45,99.922,81.392,3118.2,1.44,7.022,144,False,False,variable_mild,66.78,86.18,92,8,0,0,steam,none,42.5,14.41,0.734,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-10-31T04:57:12,93,2548.95,2548.95,1.996,7.379,3.697,3.213,,,62.36,53.75,,23.79,29.95,47.67,14/12/10,85.1,0.594,51.6,15.2,9.677,14.165,4.488,94.842,62.73,26.305,90.38,64.85,,1.756,0.0963,10.82,0.9768,normal,0.00058818,0.0,False,adhesive_wear,none,A_healthy,0.1504,0.0586,1.0,,502.44,153.73,14402.05,11769.83,7650.39,15889.28,particle_filter,2632.21,3048.94,4677.0,0.0009,0.0032,0.025,2.936,18415.0,0.997,3.47e-06,False,none,none,,,,,,2006-07-03T09:52:12,2006-12-22T01:18:42,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,24642.67,2865.66,41.95,22415.65,16.05,99.928,86.099,3118.2,1.44,6.188,144,False,False,variable_mild,54.74,86.83,93,3,0,1,oil_hydraulic,particulate_mild,67.61,2.85,1.748,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-11-01T08:04:11,94,2576.07,2576.07,1.831,5.038,2.751,3.059,,,61.25,52.87,,23.79,29.08,44.66,13/11/9,153.1,0.436,53.5,12.8,6.799,16.873,10.075,105.018,61.95,24.826,89.68,62.18,,0.318,0.006,40.44,0.9791,normal,0.00241644,0.0091,False,adhesive_wear,none,A_healthy,0.152,0.074,1.0,,227.47,151.07,14374.93,15376.09,9994.46,20757.73,xgboost_gradient,-1001.16,808.33,4677.0,0.0009,0.0033,0.0253,2.936,18415.0,0.9969,3.54e-06,False,none,none,,,,,,2006-09-17T16:07:01,2007-04-29T21:45:00,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,20698.86,2865.66,40.85,22415.65,8.68,99.961,81.384,3118.2,1.44,4.466,144,False,False,variable_mild,56.7,91.97,94,8,0,0,gas_compressed_air,particulate_mild,48.75,103.87,0.016,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-11-02T11:11:11,95,2603.19,2603.19,1.98,5.221,2.637,3.06,,,58.21,55.49,,23.79,31.7,46.82,14/12/10,84.7,0.381,39.7,4.2,9.663,28.013,18.35,100.841,61.63,23.673,91.29,65.61,,0.231,0.0056,0.68,0.9825,normal,0.00265283,0.0,False,adhesive_wear,none,A_healthy,0.1536,0.0628,1.0,,195.96,142.61,14347.81,15790.47,10263.81,21317.14,physics_informed_nn,-1442.66,1407.26,4677.0,0.0009,0.0034,0.0256,2.936,18415.0,0.9968,3.61e-06,False,none,none,,,,,,2006-09-27T10:25:17,2007-05-15T17:05:10,mixed,False,master_technician,True,,,,none,none,57313.17,7198216.16,24233.3,2865.66,28.76,22415.65,7.33,99.967,77.14,3118.2,1.44,7.14,144,False,False,variable_mild,59.9,77.31,95,3,1,0,gas_compressed_air,none,52.01,123.48,1.267,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-11-03T14:18:10,96,2630.3,2630.3,1.916,5.662,2.955,3.046,,,62.26,55.18,,23.79,31.38,47.35,15/13/11,118.9,0.527,47.6,12.0,2.914,10.992,8.078,99.291,62.23,25.794,90.77,64.75,,2.121,0.0385,143.06,0.9758,normal,-0.00221943,0.0181,False,adhesive_wear,none,A_healthy,0.1552,0.0699,1.0,,308.53,134.38,14320.7,13060.81,8489.53,17632.09,xgboost_gradient,1259.89,1072.85,4677.0,0.001,0.0034,0.0259,2.936,18415.0,0.9967,3.68e-06,False,none,none,,,,,,2006-08-02T16:42:30,2007-02-09T03:59:31,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,9454.73,2865.66,21.91,22415.65,18.41,99.918,83.31,3118.2,1.44,3.857,144,False,False,variable_mild,60.23,78.1,96,10,0,0,water,particulate_mild,82.81,84.54,4.237,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-11-04T17:25:10,97,2657.42,2657.42,2.093,9.225,4.407,2.852,,,59.95,57.47,,23.79,33.67,48.65,13/11/9,102.5,0.429,63.5,6.5,9.999,19.961,9.962,101.508,62.23,24.967,89.09,64.38,,0.162,0.0507,33.96,0.984,normal,0.00322279,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.1568,0.0721,1.0,,288.21,153.18,14293.58,13253.09,8614.51,17891.67,particle_filter,1040.49,1351.42,4677.0,0.001,0.0035,0.0262,2.936,18415.0,0.9966,3.76e-06,False,none,none,,,,,,2006-08-07T19:57:50,2007-02-17T02:32:42,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,20888.42,2865.66,50.8,22415.65,12.56,99.944,82.291,3118.2,1.44,3.079,144,False,False,variable_mild,63.12,79.77,97,3,0,0,oil_process,particulate_mild,58.88,6.48,0.855,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-11-05T20:32:09,98,2684.54,2684.54,2.126,9.168,4.313,3.409,,,58.81,55.17,,23.79,31.38,44.93,14/12/10,82.1,0.375,42.0,10.6,2.526,11.33,8.804,97.334,61.4,25.698,89.87,66.14,,0.383,0.0262,2.38,0.9747,normal,-0.00041467,0.0232,False,adhesive_wear,none,A_healthy,0.1584,0.057,1.0,,271.3,151.07,14266.46,15481.24,10062.8,20899.67,particle_filter,-1214.77,1066.38,4677.0,0.001,0.0035,0.0266,2.936,18415.0,0.9965,3.83e-06,False,none,none,,,,,,2006-09-24T09:09:18,2007-05-08T03:35:19,mixed,False,specialist,True,,,,none,none,57313.17,7198216.16,20053.26,2865.66,26.42,22415.65,3.92,99.983,82.957,3118.2,1.44,4.849,144,False,False,variable_mild,54.38,87.66,98,6,0,3,oil_process,none,70.55,23.44,1.328,,,standard
ASSET-000014,pump_reciprocating,low,PrecisionDrive GmbH,MDL-6361-C,2005-07-17,16951.0,1450.0,62.68156212882904,outdoor_sheltered,power_generation,FAC-237,LINE-T,active_standby,2005-11-06T23:39:09,99,2711.65,2711.65,1.904,5.775,3.033,3.56,,,60.33,54.49,,23.79,30.7,46.88,13/11/9,128.1,0.461,53.6,13.2,8.222,20.318,12.096,91.867,63.5,24.684,89.14,69.36,,0.998,0.0072,131.37,0.964,normal,-0.0030022,0.0026,False,adhesive_wear,none,A_healthy,0.16,0.0741,1.0,,384.29,151.17,14239.35,13165.89,8557.83,17773.95,lstm_sequence,1073.46,1314.49,4677.0,0.001,0.0036,0.0269,2.936,18415.0,0.9964,3.91e-06,False,none,none,,,,,,2006-08-08T06:35:48,2007-02-16T06:39:27,mixed,False,master_technician,False,33.0,,,none,none,57313.17,7198216.16,13113.65,2865.66,56.19,22415.65,6.59,99.971,86.006,3118.2,1.44,6.129,144,False,False,variable_mild,56.59,84.75,99,7,0,0,water,none,64.51,25.54,3.73,,,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-05T01:34:21,1,25.57,25.57,1.142,4.396,3.848,2.86,,,61.75,59.22,106.33,29.86,29.36,45.27,14/12/10,128.6,0.334,31.2,3.4,,,,,63.99,25.636,90.3,63.49,,0.278,0.1225,106.93,0.9994,normal,0.0,0.0502,False,thermal_degradation,none,A_healthy,0.0005,0.011,1.0,,236.5,147.54,47536.43,51503.75,33477.44,69530.06,kalman_filter,-3967.32,3835.68,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-11T01:26:46,2013-03-03T03:45:27,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,5134.03,703.59,28.85,61419.3,7.59,99.988,90.23,7318.0,0.84,5.595,84,False,False,intermittent,58.42,86.67,1,0,0,0,oil_hydraulic,none,79.96,64.22,0.02,1.0,0.31,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-06T03:08:43,2,51.15,51.15,1.221,3.502,2.868,2.921,,,60.59,64.95,104.03,29.86,35.09,45.23,14/12/10,128.4,0.467,29.7,5.4,,,,,64.41,26.387,88.64,65.65,,1.943,0.0492,51.17,0.9821,normal,-0.00895328,0.104,False,thermal_degradation,none,A_healthy,0.0011,0.0054,1.0,,269.33,160.11,47510.85,42506.28,27629.08,57383.48,xgboost_gradient,5004.57,4090.86,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-08T16:17:14,2012-04-19T13:29:11,mixed,False,specialist,False,61.0,,,none,none,14071.87,43841385.48,4607.09,703.59,39.27,61419.3,34.95,99.943,91.669,7318.0,0.84,7.165,84,False,False,intermittent,54.88,107.38,2,0,0,0,steam,particulate_severe,46.77,127.1,7.34,4.08,0.206,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-07T04:43:05,3,76.72,76.72,1.23,4.337,3.527,2.965,,,58.97,59.03,100.14,29.86,29.17,45.41,14/12/10,186.0,0.415,15.1,1.8,,,,,62.24,24.984,89.43,68.03,,0.422,0.0275,71.71,0.981,normal,-0.0063398,0.0166,False,thermal_degradation,none,A_healthy,0.0016,0.0176,1.0,,443.48,129.2,47485.28,42008.49,27305.52,56711.46,particle_filter,5476.79,6512.52,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-30T08:57:50,2012-04-02T23:56:10,mixed,False,specialist,False,88.0,,,none,none,14071.87,43841385.48,4004.93,703.59,55.9,61419.3,21.21,99.965,85.14,7318.0,0.84,4.789,84,False,False,intermittent,55.93,83.95,3,0,0,0,oil_hydraulic,particulate_mild,87.26,95.46,1.089,11.32,0.097,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-08T06:17:27,4,102.29,102.29,1.053,3.378,3.207,2.928,,,66.63,59.55,104.87,29.86,29.68,44.01,12/10/8,90.8,0.334,52.0,9.4,,,,,64.7,25.674,90.97,65.97,,0.722,0.0739,108.6,0.9934,normal,-0.00164278,0.0452,False,thermal_degradation,none,A_healthy,0.0022,0.0024,1.0,,204.22,149.65,47459.71,55363.22,35986.09,74740.35,kalman_filter,-7903.51,8091.61,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-05T15:54:08,2013-07-21T01:01:49,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,4862.3,703.59,48.88,61419.3,10.38,99.983,79.753,7318.0,0.84,2.962,84,False,False,intermittent,57.89,77.06,4,0,0,0,oil_process,particulate_severe,29.7,121.22,12.618,13.22,0.556,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-09T07:51:49,5,127.86,127.86,1.185,4.166,3.516,2.725,,,56.93,62.7,119.2,29.86,32.84,48.5,13/11/9,86.4,0.497,17.7,4.9,,,,,63.12,26.216,91.2,62.2,,0.179,0.0498,419.33,0.995,normal,-0.00100252,0.0018,False,thermal_degradation,cavitation,A_healthy,0.0027,0.0,1.0,,69.27,161.45,47434.14,52274.12,33978.18,70570.07,lstm_sequence,-4839.99,5228.66,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-03T08:55:31,2013-04-03T16:52:07,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,4362.77,703.59,51.15,61419.3,22.28,99.964,80.573,7318.0,0.84,2.865,84,False,False,intermittent,82.93,85.96,5,0,0,0,gas_compressed_air,none,45.05,60.09,0.042,1.7,0.212,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-10T09:26:11,6,153.44,153.44,1.451,3.749,2.583,3.694,,,59.03,64.91,110.93,29.86,35.05,46.3,14/12/10,101.5,0.347,16.5,4.5,,,,,63.46,24.721,90.24,65.39,,0.491,0.1073,111.97,0.9974,normal,-0.00041318,0.0433,False,thermal_degradation,none,A_healthy,0.0032,0.0145,1.0,,243.34,155.29,47408.56,51784.45,33659.89,69909.01,lstm_sequence,-4375.89,4717.2,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-22T05:39:46,2013-03-18T10:13:17,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,3158.28,703.59,21.8,61419.3,10.1,99.984,89.0,7318.0,0.84,3.445,84,False,False,intermittent,73.09,95.22,6,0,0,0,steam,particulate_mild,39.28,248.49,1.96,0.62,0.712,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-11T11:00:32,6,179.01,179.01,1.206,5.392,4.469,3.561,,,65.51,62.67,108.83,29.86,32.81,46.35,14/12/10,66.5,0.323,18.9,2.9,,,,,63.16,26.342,90.2,68.58,,0.081,0.1355,84.11,0.9926,normal,0.00210666,0.0176,False,thermal_degradation,none,A_healthy,0.0038,0.0,1.0,,126.29,161.86,47382.99,39735.34,25827.97,53642.72,particle_filter,7647.65,7037.33,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-17T06:40:53,2012-01-17T18:03:07,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,2543.21,703.59,55.29,61419.3,10.12,99.984,84.413,7318.0,0.84,4.506,84,False,False,intermittent,66.9,84.08,6,0,0,0,oil_hydraulic,particulate_mild,78.18,4.04,1.409,1.49,0.891,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-12T12:34:54,8,204.58,204.58,1.234,4.339,3.517,3.609,,,61.53,61.45,115.43,29.86,31.58,44.4,14/12/10,56.8,0.443,40.5,6.9,,,,,63.69,24.697,88.75,61.2,,0.255,0.0667,36.64,0.9932,normal,0.00243736,0.0252,False,thermal_degradation,none,A_healthy,0.0043,0.0056,1.0,,120.51,145.97,47357.42,55642.12,36167.38,75116.86,lstm_sequence,-8284.7,9583.91,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-15T17:38:31,2013-08-04T04:23:02,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6812.84,703.59,31.96,61419.3,9.79,99.984,83.853,7318.0,0.84,6.114,84,False,False,intermittent,66.7,85.42,8,0,0,0,steam,particulate_mild,49.45,134.77,0.293,0.48,0.274,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-13T14:09:16,9,230.15,230.15,1.064,4.365,4.103,2.782,,,60.34,63.71,108.35,29.86,33.84,46.8,14/12/10,94.6,0.324,46.5,12.7,,,,,64.22,25.184,89.66,66.36,,0.176,0.0392,111.94,1.0,normal,0.00131422,0.0545,False,thermal_degradation,none,A_healthy,0.0048,0.0,1.0,,162.88,163.27,47331.85,41941.0,27261.65,56620.35,weibull_regression,5390.85,6563.59,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-04T08:39:10,2012-04-07T00:00:05,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,3735.25,703.59,29.93,61419.3,9.64,99.984,81.212,7318.0,0.84,7.207,84,False,False,intermittent,63.19,91.88,9,0,0,0,oil_hydraulic,none,29.72,54.33,2.669,1.39,0.034,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-14T15:43:38,10,255.73,255.73,1.192,3.215,2.697,3.364,,,57.06,60.15,111.32,29.86,30.28,46.05,14/12/10,110.8,0.521,17.3,1.9,,,,,62.07,25.222,91.78,65.73,,0.019,0.0183,4.16,1.0,normal,0.00100252,0.0,False,thermal_degradation,none,A_healthy,0.0054,0.0014,1.0,,15.5,144.3,47306.27,51271.58,33326.53,69216.63,physics_informed_nn,-3965.31,4605.0,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-15T19:30:59,2013-03-04T12:34:08,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,6332.05,703.59,36.69,61419.3,14.62,99.976,86.084,7318.0,0.84,5.034,84,False,False,intermittent,61.97,85.58,10,0,0,0,water,particulate_mild,34.45,71.15,2.885,3.19,0.358,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-15T17:18:00,11,281.3,281.3,1.157,3.61,3.119,2.61,,,57.86,64.53,106.85,29.86,34.67,45.94,13/11/9,92.2,0.417,33.4,7.3,,,,,62.76,24.389,88.91,65.56,,0.427,0.0036,59.92,0.9945,normal,-0.00057383,0.0676,False,thermal_degradation,none,A_healthy,0.0059,0.0027,1.0,,79.88,157.15,47280.7,51716.84,33615.95,69817.74,physics_informed_nn,-4436.14,4007.8,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-26T03:43:14,2013-03-21T08:36:54,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6001.43,703.59,59.16,61419.3,11.32,99.982,85.894,7318.0,0.84,4.634,84,False,False,intermittent,68.86,91.29,11,1,0,0,water,none,78.1,101.77,4.914,7.58,0.335,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-16T18:52:22,12,306.87,306.87,1.137,4.844,4.259,2.831,,,58.72,59.81,106.68,29.86,29.95,43.7,14/12/10,97.2,0.357,29.2,6.3,,,,,61.69,25.294,88.37,62.17,,0.854,0.0087,37.99,0.9891,normal,-0.00069596,0.0457,False,thermal_degradation,none,A_healthy,0.0065,0.0,1.0,,110.22,149.47,47255.13,41204.09,26782.66,55625.52,lstm_sequence,6051.04,5492.43,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-23T04:55:07,2012-03-15T02:21:03,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,3630.47,703.59,35.33,61419.3,19.78,99.968,81.439,7318.0,0.84,4.154,84,False,False,intermittent,58.05,82.0,12,0,0,0,oil_process,none,56.39,31.89,1.957,1.91,0.047,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-17T20:26:43,13,332.45,332.45,0.991,3.937,3.973,3.478,,,60.25,60.56,101.72,29.86,30.7,45.99,13/11/9,175.0,0.426,13.5,1.5,,,,,63.24,24.943,89.93,64.47,,0.269,0.1332,84.49,1.0,normal,0.00136652,0.0,False,thermal_degradation,none,A_healthy,0.007,0.0,1.0,,122.63,154.02,47229.55,39442.45,25637.59,53247.3,kalman_filter,7787.11,9231.18,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-17T13:40:10,2012-01-13T18:31:34,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,2562.67,703.59,46.85,61419.3,12.47,99.98,91.605,7318.0,0.84,2.563,84,False,False,intermittent,64.19,80.29,13,1,0,0,none,none,26.73,4.83,0.699,5.86,1.327,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-18T22:01:05,14,358.02,358.02,1.161,4.785,4.12,3.023,,,60.08,64.0,108.53,29.86,34.14,48.46,14/12/10,53.3,0.417,11.3,1.4,,,,,63.78,26.37,89.26,64.96,,0.338,0.1325,40.41,0.9975,normal,-0.00049929,0.0671,False,thermal_degradation,none,A_healthy,0.0075,0.0,1.0,,132.99,127.97,47203.98,43835.19,28492.87,59177.5,xgboost_gradient,3368.8,3323.04,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-18T03:36:41,2012-06-18T09:55:36,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,3606.11,703.59,55.35,61419.3,13.28,99.978,85.093,7318.0,0.84,2.392,84,False,False,intermittent,63.44,85.9,14,0,0,0,steam,particulate_mild,46.12,29.63,1.48,0.76,0.884,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-19T23:35:27,15,383.59,383.59,1.232,3.114,2.527,3.147,,,58.68,63.62,111.15,29.86,33.75,44.91,14/12/10,102.4,0.821,31.6,8.2,,,,,63.88,26.513,90.01,61.36,,0.927,0.0851,12.55,0.9851,normal,-0.00298038,0.0,False,thermal_degradation,none,A_healthy,0.0081,0.0,1.0,,211.15,156.94,47178.41,42188.21,27422.34,56954.08,physics_informed_nn,4990.2,5373.1,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-15T21:41:44,2012-04-22T03:34:08,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,5805.63,703.59,37.33,61419.3,17.49,99.972,83.039,7318.0,0.84,7.386,84,False,False,intermittent,71.05,92.06,15,0,0,0,steam,particulate_mild,88.88,127.64,1.524,0.7,0.423,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-21T01:09:49,16,409.16,409.16,1.309,3.983,3.043,2.833,,,58.41,60.58,112.44,29.86,30.71,44.65,14/12/10,91.1,0.597,17.6,3.8,,,,,62.55,24.725,90.06,64.17,,1.137,0.0423,399.77,0.9949,normal,7.706e-05,0.0223,False,thermal_degradation,none,A_healthy,0.0086,0.0,1.0,,109.49,158.54,47152.84,55685.31,36195.45,75175.17,xgboost_gradient,-8532.48,9421.65,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-25T03:49:15,2013-08-14T05:40:52,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,2554.81,703.59,47.12,61419.3,11.8,99.981,84.586,7318.0,0.84,4.651,84,False,False,intermittent,67.7,93.43,16,1,0,0,water,water_ingress,66.13,196.64,0.46,1.18,0.286,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-22T02:44:11,17,434.74,434.74,1.304,4.815,3.692,3.356,,,56.58,62.89,106.33,29.86,33.02,46.9,13/11/9,59.5,0.319,24.9,3.1,,,,,63.19,24.629,89.31,64.02,,1.414,0.0028,37.09,0.994,normal,0.00097873,0.0,False,thermal_degradation,none,A_healthy,0.0091,0.0022,1.0,,175.85,161.87,47127.26,37937.92,24659.65,51216.2,weibull_regression,9189.34,11549.43,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-05-21T11:41:55,2011-11-25T17:58:20,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,6679.6,703.59,41.59,61419.3,3.42,99.99,84.9,7318.0,0.84,4.358,84,False,False,intermittent,62.89,82.69,17,1,0,0,oil_hydraulic,none,48.99,1.21,1.199,0.76,0.013,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-23T04:18:33,18,460.31,460.31,1.125,3.385,3.009,2.437,,,53.97,59.03,112.38,29.86,29.17,43.71,14/12/10,76.8,0.345,22.4,2.6,,,,,63.79,24.821,90.9,64.39,,0.947,0.0676,9.58,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0097,0.0,1.0,,398.65,145.4,47101.69,44803.53,29122.3,60484.77,physics_informed_nn,2298.16,2645.16,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-12T14:04:32,2012-07-26T23:18:44,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,3154.73,703.59,36.29,61419.3,31.48,99.949,81.676,7318.0,0.84,5.125,84,False,False,intermittent,57.59,92.29,18,0,0,0,oil_process,water_ingress,61.01,69.23,4.979,0.65,0.72,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-24T05:52:54,19,485.88,485.88,1.195,5.197,4.35,3.129,,,63.65,61.66,109.99,29.86,31.79,45.18,14/12/10,96.3,0.34,24.9,5.2,,,,,62.63,26.158,90.13,62.99,,0.287,0.02,1.63,0.9851,normal,-0.00248894,0.0314,False,thermal_degradation,none,A_healthy,0.0102,0.0015,1.0,,250.95,169.27,47076.12,50308.26,32700.37,67916.16,weibull_regression,-3232.15,2675.88,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-05T08:00:50,2013-02-07T23:54:23,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,3297.09,703.59,28.91,61419.3,8.98,99.985,86.568,7318.0,0.84,5.078,84,False,False,intermittent,70.43,85.31,19,0,0,0,gas_compressed_air,none,64.95,98.0,0.014,0.15,0.061,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-25T07:27:16,20,511.45,511.45,1.271,5.514,4.339,2.789,,,56.03,59.08,100.94,29.86,29.21,45.04,14/12/10,107.5,0.407,30.0,5.2,,,,,64.25,24.953,89.13,67.51,,0.108,0.0906,272.3,1.0,normal,0.00298038,0.0333,False,thermal_degradation,contamination,A_healthy,0.0108,0.0,1.0,,11.26,155.43,47050.55,56994.91,37046.69,76943.13,xgboost_gradient,-9944.37,10628.53,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-06-25T16:54:39,2013-10-03T21:07:49,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,3506.58,703.59,47.51,61419.3,9.58,99.984,85.074,7318.0,0.84,7.07,84,False,False,intermittent,56.01,92.45,20,0,0,0,gas_compressed_air,particulate_severe,63.07,32.7,0.192,0.13,0.232,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-26T09:01:38,21,537.03,537.03,1.332,4.112,3.086,3.226,,,56.59,60.65,108.12,29.86,30.78,45.89,14/12/10,200.5,0.761,14.6,2.3,,,,,62.75,25.219,87.56,65.38,,0.421,0.0037,49.05,0.9955,normal,0.00013254,0.0392,False,thermal_degradation,none,A_healthy,0.0113,0.0052,1.0,,285.0,147.34,47024.97,54164.01,35206.6,73121.41,physics_informed_nn,-7139.03,8642.98,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-28T19:01:47,2013-06-26T16:25:54,mixed,False,journeyman,False,64.0,,,none,none,14071.87,43841385.48,6980.62,703.59,20.64,61419.3,8.31,99.986,80.884,7318.0,0.84,2.107,84,False,False,intermittent,69.53,67.99,21,0,0,0,oil_hydraulic,none,42.92,67.39,4.339,11.14,0.267,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-27T10:36:00,22,562.6,562.6,1.342,5.279,3.934,2.984,,,64.49,60.53,103.75,29.86,30.67,47.31,14/12/10,122.4,0.317,15.7,2.3,,,,,64.89,27.223,89.75,62.48,,0.142,0.1023,28.55,0.9951,normal,0.00021855,0.0,False,thermal_degradation,none,A_healthy,0.0118,0.0125,1.0,,381.77,153.22,46999.4,50986.81,33141.43,68832.2,kalman_filter,-3987.41,3832.56,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-22T16:00:20,2013-03-07T05:23:22,mixed,False,master_technician,False,72.0,,,none,none,14071.87,43841385.48,2811.06,703.59,45.25,61419.3,30.78,99.95,83.794,7318.0,0.84,2.989,84,False,False,intermittent,60.34,93.32,22,1,0,0,oil_hydraulic,particulate_mild,57.84,33.02,2.113,12.13,0.979,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-28T12:10:22,23,588.17,588.17,1.302,3.72,2.858,2.887,,,57.61,63.32,114.65,29.86,33.45,46.55,14/12/10,176.5,0.302,23.8,5.8,,,,,63.41,25.133,89.91,64.87,,0.348,0.0109,211.05,1.0,normal,0.0,0.0168,False,thermal_degradation,none,A_healthy,0.0124,0.0,1.0,,115.16,152.24,46973.83,51690.19,33598.62,69781.75,lstm_sequence,-4716.36,3952.78,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-10T09:15:58,2013-04-02T04:49:54,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,2832.05,703.59,38.13,61419.3,8.69,99.986,78.038,7318.0,0.84,2.434,84,False,False,intermittent,73.13,91.86,23,1,0,0,oil_process,particulate_mild,74.24,48.64,1.087,0.45,0.243,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-29T13:44:44,24,613.75,613.75,1.306,4.015,3.074,3.412,,,57.28,59.3,113.66,29.86,29.43,49.27,14/12/10,85.4,0.472,42.0,9.3,,,,,63.01,25.677,87.46,66.18,,0.431,0.0079,375.68,1.0,normal,0.00298824,0.0313,False,thermal_degradation,thermal_degradation,A_healthy,0.0129,0.0,1.0,,25.16,156.79,46948.25,42266.62,27473.3,57059.93,weibull_regression,4681.64,5617.38,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-27T03:03:14,2012-05-04T12:22:11,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6265.9,703.59,30.35,61419.3,6.03,99.99,80.524,7318.0,0.84,3.606,84,False,False,intermittent,64.05,83.8,24,1,0,0,water,particulate_severe,67.64,21.28,2.129,3.83,0.185,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-30T15:19:05,25,639.32,639.32,1.187,3.36,2.831,3.27,,,63.63,62.18,99.62,29.86,32.31,44.28,14/12/10,85.7,0.346,21.6,2.6,,,,,63.81,25.831,90.31,68.48,,0.183,0.0405,26.42,0.9899,normal,-0.00201178,0.0,False,thermal_degradation,fretting_corrosion,A_healthy,0.0134,0.0028,1.0,,187.75,144.27,46922.68,54906.83,35689.44,74124.23,physics_informed_nn,-7984.15,7666.54,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-18T12:44:07,2013-07-27T06:07:38,mixed,False,journeyman,False,20.0,,,none,none,14071.87,43841385.48,2529.06,703.59,38.64,61419.3,13.82,99.977,82.918,7318.0,0.84,3.858,84,False,False,intermittent,60.43,88.2,25,2,0,0,oil_process,none,56.35,19.09,0.356,0.35,0.466,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-03-31T16:53:27,25,664.89,664.89,1.358,5.494,4.044,3.217,,,62.32,60.25,105.27,29.86,30.38,47.51,13/11/9,110.0,0.377,53.3,9.5,,,,,63.11,26.266,89.33,67.46,,0.727,0.0274,9.0,0.9849,normal,-0.00212828,0.0,False,thermal_degradation,none,A_healthy,0.014,0.0,1.0,,172.06,136.86,46897.11,43290.33,28138.71,58441.94,kalman_filter,3606.78,3082.25,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-19T14:03:15,2012-06-11T21:40:06,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,3302.24,703.59,54.85,61419.3,19.49,99.968,83.781,7318.0,0.84,6.283,84,False,False,intermittent,60.48,72.93,25,0,0,0,oil_process,particulate_severe,36.78,8.2,2.865,0.17,0.814,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-01T18:27:49,26,690.46,690.46,1.082,3.28,3.03,2.414,,,56.84,62.12,108.05,29.86,32.25,44.1,14/12/10,81.4,0.481,52.9,15.3,,,,,63.5,24.175,91.76,63.13,,0.101,0.1522,137.06,0.9937,normal,-0.00027681,0.0367,False,thermal_degradation,none,A_healthy,0.0145,0.0,1.0,,173.91,158.09,46871.54,38163.51,24806.28,51520.74,kalman_filter,8708.02,8667.5,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-05T20:13:13,2011-12-14T09:26:59,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,5154.31,703.59,27.96,61419.3,18.37,99.97,88.684,7318.0,0.84,2.159,84,False,False,intermittent,61.86,83.54,26,2,0,0,oil_hydraulic,none,23.77,75.25,0.984,5.37,0.964,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-02T20:02:11,27,716.04,716.04,1.274,4.321,3.392,3.414,,,61.1,57.01,109.68,29.86,27.15,46.84,13/11/9,60.1,0.326,31.7,9.1,,,,,63.18,25.399,91.05,66.56,,0.034,0.1438,72.86,0.9982,normal,-0.00036219,0.0377,False,thermal_degradation,none,A_healthy,0.0151,0.0131,1.0,,141.48,143.76,46845.96,49471.17,32156.26,66786.08,physics_informed_nn,-2625.21,2307.2,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-01-28T11:37:21,2013-01-18T22:31:59,mixed,False,specialist,False,83.0,,,none,none,14071.87,43841385.48,4663.12,703.59,49.45,61419.3,8.18,99.987,87.738,7318.0,0.84,6.907,84,False,False,intermittent,61.07,80.29,27,1,0,0,oil_process,none,22.48,16.08,2.538,0.22,0.242,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-03T21:36:33,28,741.61,741.61,1.063,4.045,3.806,2.882,,,58.04,61.9,114.78,29.86,32.03,46.41,13/11/9,183.4,0.35,20.9,5.3,,,,,64.09,25.401,87.73,66.33,,0.234,0.0388,120.51,0.991,normal,-0.00180635,0.0346,False,thermal_degradation,none,A_healthy,0.0156,0.0008,1.0,,207.89,158.23,46820.39,53805.03,34973.27,72636.79,particle_filter,-6984.64,8533.72,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-29T20:07:27,2013-06-22T11:53:05,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,4063.15,703.59,31.04,61419.3,13.74,99.978,83.171,7318.0,0.84,2.39,84,False,False,intermittent,68.75,75.71,28,1,0,0,oil_hydraulic,water_ingress,50.54,7.88,1.223,1.25,0.334,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-04T23:10:55,29,767.18,767.18,1.183,4.727,3.996,3.24,,,57.54,62.75,111.7,29.86,32.89,46.46,13/11/9,67.0,0.357,77.0,22.9,,,,,63.49,26.457,89.52,65.26,,0.525,0.0799,150.13,0.9906,normal,0.00013445,0.0,False,thermal_degradation,none,A_healthy,0.0161,0.0,1.0,,110.92,166.43,46794.82,39166.06,25457.94,52874.18,kalman_filter,7628.76,6790.12,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-29T22:12:44,2012-01-22T02:20:00,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6590.78,703.59,38.55,61419.3,12.96,99.979,84.826,7318.0,0.84,7.429,84,False,False,intermittent,70.41,76.6,29,2,0,0,none,particulate_mild,70.86,45.92,1.602,1.41,1.974,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-06T00:45:16,30,792.75,792.75,1.046,2.765,2.643,3.443,,,61.09,60.46,105.95,29.86,30.59,47.39,12/10/8,58.7,0.427,18.4,5.2,,,,,61.16,23.725,90.39,63.38,,0.289,0.0088,87.18,0.9979,normal,0.00260725,0.0,False,thermal_degradation,none,A_healthy,0.0167,0.0191,1.0,,186.46,145.54,46769.25,40135.69,26088.2,54183.18,particle_filter,6633.56,7080.94,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-21T04:35:56,2012-02-26T12:05:24,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5939.58,703.59,45.63,61419.3,17.51,99.972,81.197,7318.0,0.84,1.453,84,False,False,intermittent,58.46,87.26,30,2,0,0,water,particulate_mild,34.4,11.79,2.507,3.4,0.998,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-07T02:19:38,31,818.33,818.33,1.224,5.076,4.149,3.229,,,59.79,57.39,105.71,29.86,27.53,45.53,14/12/10,53.5,0.341,26.7,5.7,,,,,63.22,24.601,90.53,64.27,,0.009,0.005,119.66,1.0,normal,0.00125015,0.016,False,thermal_degradation,lubrication_starvation,A_healthy,0.0172,0.0,1.0,,36.72,150.2,46743.67,38706.97,25159.53,52254.41,physics_informed_nn,8036.7,7623.74,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-22T11:48:49,2012-01-07T23:15:15,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,6108.42,703.59,30.08,61419.3,2.95,99.99,90.311,7318.0,0.84,1.637,84,False,False,intermittent,62.54,97.17,31,2,0,1,oil_hydraulic,none,40.09,31.66,0.654,8.79,0.269,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-08T03:54:00,32,843.9,843.9,1.236,4.315,3.492,2.519,,,61.05,60.75,112.18,29.86,30.88,45.0,14/12/10,71.6,0.538,31.2,3.5,,,,,62.71,24.123,90.51,65.21,,0.715,0.0129,47.71,0.9839,normal,-0.00286449,0.0,False,thermal_degradation,none,A_healthy,0.0177,0.0086,1.0,,197.79,145.6,46718.1,40087.4,26056.81,54117.99,physics_informed_nn,6630.7,7160.18,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-22T07:35:56,2012-02-26T22:11:18,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6900.43,703.59,34.99,61419.3,11.78,99.981,86.36,7318.0,0.84,3.601,84,False,False,intermittent,62.54,89.65,32,3,0,0,steam,water_ingress,63.99,59.45,0.082,1.25,0.302,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-09T05:28:22,33,869.47,869.47,1.389,5.036,3.627,3.569,,,56.46,61.9,106.63,29.86,32.03,42.38,14/12/10,84.4,0.334,38.8,10.3,,,,,63.42,26.581,88.75,61.08,,0.182,0.0464,62.48,0.9896,normal,-0.00027344,0.0172,False,thermal_degradation,abrasive_wear,A_healthy,0.0183,0.0,1.0,,115.27,140.06,46692.53,50260.87,32669.57,67852.17,particle_filter,-3568.34,3132.85,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-20T07:54:27,2013-02-22T07:12:43,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,6782.1,703.59,25.23,61419.3,18.42,99.97,89.208,7318.0,0.84,6.589,84,False,False,intermittent,61.23,91.04,33,2,0,0,steam,none,62.12,125.04,6.809,0.98,0.203,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-10T07:02:44,34,895.05,895.05,1.043,3.437,3.294,3.4,,,59.51,57.19,100.46,29.86,27.33,44.46,14/12/10,51.4,0.358,19.4,3.7,,,,,62.89,26.317,89.57,64.72,,0.943,0.0201,98.65,1.0,normal,0.00187733,0.0329,False,thermal_degradation,none,A_healthy,0.0188,0.0,1.0,,91.0,139.53,46666.95,53723.75,34920.44,72527.07,xgboost_gradient,-7056.8,8283.99,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-04T12:55:20,2013-06-26T00:14:09,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,5428.19,703.59,57.34,61419.3,10.39,99.983,82.256,7318.0,0.84,2.081,84,False,False,intermittent,49.74,92.13,34,2,0,0,water,water_ingress,57.39,30.97,0.121,3.42,0.834,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-11T08:37:06,35,920.62,920.62,1.223,4.263,3.485,2.896,,,58.73,59.83,104.88,29.86,29.96,43.5,14/12/10,111.6,0.385,27.8,7.0,,,,,64.74,26.401,88.96,67.01,,0.928,0.1579,196.54,1.0,normal,0.00041504,0.0438,False,thermal_degradation,none,A_healthy,0.0194,0.0105,1.0,,29.3,164.7,46641.38,41842.01,27197.31,56486.71,physics_informed_nn,4799.37,4805.16,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-31T01:37:20,2012-05-02T06:19:30,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,4756.67,703.59,54.58,61419.3,10.61,99.983,85.403,7318.0,0.84,4.98,84,False,False,intermittent,56.16,86.47,35,2,0,0,water,particulate_severe,87.94,90.94,0.617,2.67,0.819,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-12T10:11:27,36,946.19,946.19,1.348,5.925,4.395,3.219,,,58.05,60.54,107.4,29.86,30.68,44.93,13/11/9,91.6,0.359,72.6,12.3,,,,,62.31,24.427,88.46,63.28,,0.293,0.0154,156.21,1.0,normal,0.0,0.0288,False,thermal_degradation,none,A_healthy,0.0199,0.0078,1.0,,47.5,142.21,46615.81,41792.34,27165.02,56419.67,particle_filter,4823.46,6171.84,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-31T02:21:47,2012-05-01T13:41:02,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6068.31,703.59,43.34,61419.3,33.12,99.946,86.226,7318.0,0.84,5.779,84,False,False,intermittent,60.91,88.82,36,1,0,0,steam,none,33.81,52.49,0.246,0.16,0.752,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-13T11:45:49,37,971.76,971.76,1.316,3.626,2.756,2.918,,,60.22,63.13,101.03,29.86,33.27,43.43,13/11/9,98.9,0.439,32.0,8.7,,,,,62.24,24.036,88.82,66.78,,0.977,0.0611,83.21,0.9891,normal,0.00104587,0.0,False,thermal_degradation,none,A_healthy,0.0204,0.0046,1.0,,128.76,152.22,46590.24,37368.29,24289.39,50447.19,xgboost_gradient,9221.94,11051.69,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-05-31T23:54:35,2011-11-27T22:48:42,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,5155.68,703.59,35.3,61419.3,7.74,99.987,89.378,7318.0,0.84,7.854,84,False,False,intermittent,60.1,95.27,37,3,0,0,steam,none,87.98,83.97,0.974,3.45,0.592,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-14T13:20:11,38,997.34,997.34,1.223,4.563,3.732,2.397,,,60.56,63.6,111.68,29.86,33.74,42.39,15/13/11,84.6,0.438,19.2,4.6,,,,,63.04,26.022,91.21,65.39,,0.488,0.0748,27.4,0.9839,normal,-0.00113198,0.0,False,thermal_degradation,none,A_healthy,0.021,0.0025,1.0,,231.4,167.32,46564.66,39948.74,25966.68,53930.8,xgboost_gradient,6615.92,6251.73,10977.0,0.0,0.0,0.0001,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-25T19:42:27,2012-02-28T09:46:02,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,2476.91,703.59,23.1,61419.3,15.06,99.975,84.427,7318.0,0.84,5.592,84,False,False,intermittent,69.8,86.09,38,1,0,0,water,none,36.33,43.74,0.01,0.71,0.512,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-15T14:54:33,39,1022.91,1022.91,1.257,4.73,3.761,2.252,,,63.94,61.2,112.27,29.86,31.33,48.76,13/11/9,99.7,0.3,29.9,4.7,,,,,62.43,24.259,90.83,62.62,,0.445,0.0141,14.54,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0215,0.0037,1.0,,187.39,138.47,46539.09,49160.09,31954.06,66366.12,weibull_regression,-2621.0,2539.32,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-03T18:57:12,2013-01-20T16:59:04,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,4137.34,703.59,58.26,61419.3,11.39,99.981,87.98,7318.0,0.84,2.159,84,False,False,intermittent,65.84,89.48,39,3,0,0,steam,none,30.48,1.77,1.117,5.76,0.182,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-16T16:28:55,40,1048.48,1048.48,1.115,4.925,4.416,3.212,,,57.05,62.55,111.24,29.86,32.69,43.65,14/12/10,247.8,0.364,19.7,4.5,,,,,62.42,24.097,88.17,65.24,,0.816,0.0021,16.25,0.9802,normal,-0.00395817,0.0283,False,thermal_degradation,none,A_healthy,0.022,0.0,1.0,,404.83,142.48,46513.52,40043.07,26027.99,54058.14,xgboost_gradient,6470.45,8291.16,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-29T22:00:54,2012-03-04T21:05:17,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5860.25,703.59,28.84,61419.3,18.01,99.971,79.354,7318.0,0.84,2.601,84,False,False,intermittent,61.01,86.81,40,2,0,0,steam,particulate_mild,36.4,5.33,2.9,5.65,0.384,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-17T18:03:17,41,1074.05,1074.05,1.163,3.306,2.844,2.545,,,62.93,60.28,111.83,29.86,30.42,48.17,14/12/10,64.7,0.378,18.6,4.4,,,,,61.53,23.448,89.52,63.61,,0.15,0.0557,248.7,0.9967,normal,-0.0006617,0.0229,False,thermal_degradation,none,A_healthy,0.0226,0.0079,1.0,,249.04,149.47,46487.95,49084.99,31905.24,66264.74,weibull_regression,-2597.04,3214.88,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-04T08:32:59,2013-01-20T04:17:47,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,5619.33,703.59,55.31,61419.3,14.59,99.976,86.464,7318.0,0.84,4.805,84,False,False,intermittent,67.13,83.07,41,1,0,0,water,particulate_mild,52.23,50.63,1.315,2.74,0.136,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-18T19:37:38,42,1099.63,1099.63,1.122,4.038,3.601,3.053,,,61.98,62.72,107.11,29.86,32.86,43.29,14/12/10,80.1,0.647,54.7,16.1,,,,,64.13,24.634,89.08,63.94,,0.023,0.0478,185.81,1.0,normal,0.0021808,0.0192,False,thermal_degradation,none,A_healthy,0.0231,0.0107,1.0,,171.13,151.8,46462.37,51271.43,33326.43,69216.43,physics_informed_nn,-4809.06,4276.14,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-22T23:20:32,2013-04-08T16:20:33,mixed,False,specialist,False,42.0,,,none,none,14071.87,43841385.48,3806.47,703.59,21.95,61419.3,11.13,99.982,90.324,7318.0,0.84,6.846,84,False,False,intermittent,63.44,80.18,42,2,0,0,oil_process,none,53.01,4.52,0.293,3.19,0.709,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-19T21:12:00,43,1125.2,1125.2,1.243,5.062,4.073,2.93,,,59.3,62.16,111.04,29.86,32.29,42.78,13/11/9,92.2,0.605,24.8,6.4,,,,,64.31,24.531,89.23,67.87,,0.693,0.0596,126.01,0.9775,normal,-0.00127947,0.0,False,thermal_degradation,contamination,A_healthy,0.0237,0.0,1.0,,473.28,145.68,46436.8,42271.39,27476.41,57066.38,kalman_filter,4165.4,3879.07,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-17T12:53:51,2012-05-25T23:53:08,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,4712.71,703.59,39.98,61419.3,25.42,99.959,85.157,7318.0,0.84,7.984,84,False,False,intermittent,69.27,88.0,43,3,0,0,oil_hydraulic,water_ingress,86.68,22.94,0.464,4.12,1.378,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-20T22:46:22,44,1150.77,1150.77,1.211,3.036,2.506,2.284,,,63.37,63.08,110.75,29.86,33.22,46.5,13/11/9,105.5,0.428,73.3,11.3,,,,,63.2,25.485,89.48,65.37,,2.266,0.0076,409.91,1.0,normal,0.0,0.0252,False,thermal_degradation,none,A_healthy,0.0242,0.0195,1.0,,107.65,147.3,46411.23,52977.07,34435.1,71519.05,xgboost_gradient,-6565.85,6202.06,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-29T15:18:37,2013-06-10T05:17:11,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,5375.89,703.59,21.83,61419.3,10.52,99.983,81.111,7318.0,0.84,7.422,84,False,False,intermittent,63.82,89.66,44,3,0,0,water,particulate_severe,58.94,70.12,0.288,0.22,0.035,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-22T00:20:44,45,1176.35,1176.35,1.222,4.145,3.393,2.234,,,63.92,60.85,108.55,29.86,30.98,43.95,13/11/9,138.2,0.412,52.0,6.8,,,,,63.94,25.366,90.3,64.19,,0.658,0.0205,62.14,0.9905,normal,0.00205441,0.0003,False,thermal_degradation,none,A_healthy,0.0247,0.0018,1.0,,327.4,144.26,46385.65,42454.09,27595.16,57313.03,lstm_sequence,3931.56,3929.82,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-23T11:23:35,2012-06-03T14:19:34,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,2733.36,703.59,21.64,61419.3,18.05,99.971,83.57,7318.0,0.84,4.675,84,False,False,intermittent,61.38,98.48,45,2,0,0,oil_process,particulate_severe,28.13,3.37,0.46,1.49,0.428,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-23T01:55:06,46,1201.92,1201.92,1.192,5.147,4.317,2.63,,,57.1,67.85,116.96,29.86,37.98,45.24,14/12/10,76.2,0.378,53.9,13.6,,,,,63.81,26.1,90.27,66.54,,0.981,0.0014,25.46,0.9764,normal,-0.00406633,0.0109,False,thermal_degradation,none,A_healthy,0.0253,0.0018,1.0,,334.58,145.96,46360.08,43332.61,28166.2,58499.03,lstm_sequence,3027.47,3414.96,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-12T20:13:32,2012-07-05T18:38:27,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,6454.67,703.59,31.44,61419.3,8.99,99.985,80.818,7318.0,0.84,6.893,84,False,False,intermittent,72.13,82.68,46,3,0,1,oil_hydraulic,particulate_mild,60.9,65.39,0.696,0.43,0.728,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-24T03:29:28,47,1227.49,1227.49,1.137,4.439,3.903,3.198,,,63.12,59.34,103.86,29.86,29.48,45.4,13/11/9,175.7,0.32,23.0,5.2,,,,,62.92,24.628,91.5,61.65,,0.241,0.0221,165.94,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0258,0.0209,1.0,,15.56,148.28,46334.51,38534.52,25047.44,52021.61,lstm_sequence,7799.99,7937.27,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-05T22:45:10,2012-01-18T21:50:09,mixed,False,master_technician,False,15.0,,,none,none,14071.87,43841385.48,3933.13,703.59,37.0,61419.3,4.86,99.99,80.775,7318.0,0.84,2.509,84,False,False,intermittent,57.95,92.39,47,2,0,0,oil_process,none,68.64,86.73,3.208,4.79,0.473,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-25T05:03:50,48,1253.06,1253.06,1.179,4.624,3.921,2.831,,,55.82,66.96,122.03,29.86,37.09,45.81,13/11/9,135.3,0.354,35.3,10.2,,,,,62.33,25.548,90.81,67.14,,0.531,0.0504,279.79,0.9936,normal,0.00320873,0.0397,False,thermal_degradation,none,A_healthy,0.0263,0.0101,1.0,,284.75,144.73,46308.94,42652.81,27724.33,57581.3,physics_informed_nn,3656.12,4374.92,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-30T19:28:16,2012-06-13T19:57:22,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,4997.88,703.59,21.26,61419.3,9.47,99.985,85.409,7318.0,0.84,3.62,84,False,False,intermittent,82.13,102.24,48,2,0,0,oil_hydraulic,particulate_mild,83.13,248.74,0.054,2.84,0.56,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-26T06:38:11,50,1278.64,1278.64,1.251,3.582,2.865,2.626,,,59.59,60.59,102.48,29.86,30.73,47.69,13/11/9,94.2,0.47,24.4,7.0,,,,,63.8,25.595,88.58,64.95,,0.289,0.0756,39.7,0.9905,normal,-0.00190208,0.0144,False,thermal_degradation,none,A_healthy,0.0269,0.0078,1.0,,95.89,148.4,46283.36,42834.33,27842.31,57826.34,lstm_sequence,3449.04,3833.87,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-05T15:48:01,2012-06-21T07:48:53,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,4196.77,703.59,29.17,61419.3,23.86,99.961,82.114,7318.0,0.84,7.192,84,False,False,intermittent,60.7,87.16,50,4,0,0,gas_compressed_air,none,48.61,10.76,0.415,0.96,0.041,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-27T08:12:33,51,1304.21,1304.21,1.526,5.625,3.687,2.841,,,54.84,59.77,102.76,29.86,29.9,47.4,13/11/9,62.1,0.357,24.3,3.3,,,,,64.75,26.349,90.08,61.38,,0.012,0.0103,106.93,1.0,normal,0.00190376,0.0,False,thermal_degradation,none,A_healthy,0.0274,0.0,1.0,,43.66,153.14,46257.79,35752.32,23239.01,48265.64,xgboost_gradient,10505.47,12313.51,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-05-12T04:22:16,2011-10-15T13:41:04,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,2778.54,703.59,28.83,61419.3,24.33,99.96,85.337,7318.0,0.84,1.168,84,False,False,intermittent,65.04,81.31,51,1,0,0,oil_process,chemical_contamination,33.24,74.57,0.304,4.35,0.35,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-28T09:46:55,52,1329.78,1329.78,1.291,4.962,3.845,3.199,,,63.79,65.21,115.85,29.86,35.35,42.6,13/11/9,157.2,0.443,34.3,6.5,,,,,63.99,26.772,88.92,63.98,,0.321,0.0254,1.33,0.9868,normal,0.00209727,0.0159,False,thermal_degradation,corrosion_fatigue,A_healthy,0.028,0.0129,1.0,,147.16,141.51,46232.22,43213.24,28088.61,58337.88,particle_filter,3018.97,2494.24,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-15T16:24:13,2012-07-06T21:02:20,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,2617.4,703.59,41.56,61419.3,10.62,99.983,89.685,7318.0,0.84,5.867,84,False,False,intermittent,70.23,78.64,52,5,0,0,oil_hydraulic,particulate_severe,29.18,30.47,6.913,3.12,0.217,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-29T11:21:17,53,1355.35,1355.35,1.24,3.444,2.777,2.732,,,62.52,61.9,105.06,29.86,32.04,43.68,13/11/9,96.2,0.367,46.4,7.4,,,,,64.5,26.983,90.67,64.81,,0.183,0.1409,197.7,0.9897,normal,-0.00206453,0.0355,False,thermal_degradation,none,A_healthy,0.0285,0.0094,1.0,,165.38,137.1,46206.65,42391.64,27554.57,57228.72,lstm_sequence,3815.0,4954.62,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-29T15:10:35,2012-06-08T20:15:05,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,3486.83,703.59,31.6,61419.3,9.49,99.985,88.603,7318.0,0.84,2.295,84,False,False,intermittent,62.11,89.52,53,2,0,0,water,none,37.12,10.57,7.449,1.83,0.049,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-04-30T12:55:39,54,1380.93,1380.93,1.162,4.514,3.886,3.25,,,61.18,56.88,104.33,29.86,27.02,45.05,13/11/9,131.5,0.389,38.5,8.1,,,,,61.99,24.679,88.11,67.51,,0.177,0.0021,293.83,0.9871,normal,-0.00129752,0.0,False,thermal_degradation,none,A_healthy,0.029,0.0031,1.0,,172.99,144.9,46181.07,50108.06,32570.24,67645.88,xgboost_gradient,-3926.99,4214.93,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-10T10:57:23,2013-03-10T04:46:35,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,4424.07,703.59,44.72,61419.3,5.19,99.99,80.395,7318.0,0.84,4.579,84,False,False,intermittent,51.8,64.52,54,4,0,0,oil_process,none,42.68,4.18,1.667,1.76,0.214,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-01T14:30:01,55,1406.5,1406.5,1.173,5.167,4.403,2.849,,,62.35,57.87,103.86,29.86,28.0,44.66,13/11/9,62.0,0.382,68.4,9.8,,,,,65.62,26.948,90.09,64.15,,0.169,0.0224,88.27,1.0,normal,0.00190208,0.0,False,thermal_degradation,none,A_healthy,0.0296,0.0129,1.0,,53.43,151.51,46155.5,49792.7,32365.25,67220.14,particle_filter,-3637.2,4265.64,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-04T22:51:00,2013-02-28T02:17:41,mixed,False,apprentice,False,34.0,,,none,none,14071.87,43841385.48,4652.69,703.59,58.16,61419.3,12.73,99.979,88.912,7318.0,0.84,4.915,84,False,False,intermittent,56.84,98.99,55,3,0,0,gas_compressed_air,none,58.78,9.51,1.972,2.56,0.984,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-02T16:04:22,56,1432.07,1432.07,1.285,3.572,2.779,2.977,,,53.94,59.57,113.67,29.86,29.71,44.12,14/12/10,245.9,0.548,42.1,11.1,,,,,63.93,24.443,88.86,65.44,,0.517,0.0017,166.26,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0301,0.0,1.0,,86.95,130.91,46129.93,37845.3,24599.44,51091.15,particle_filter,8284.63,10031.12,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-30T02:43:16,2012-01-03T00:34:30,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6797.93,703.59,28.56,61419.3,22.08,99.964,82.223,7318.0,0.84,7.843,84,False,False,intermittent,73.59,83.71,56,4,0,0,none,none,35.31,27.69,0.823,0.48,0.052,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-03T17:38:44,57,1457.65,1457.65,1.114,4.884,4.384,3.076,,,61.67,61.77,110.01,29.86,31.91,43.46,13/11/9,78.9,0.417,31.1,6.6,,,,,63.11,24.446,88.14,65.07,,1.053,0.0782,6.8,0.9815,normal,-0.00106106,0.0536,False,thermal_degradation,none,A_healthy,0.0306,0.0163,1.0,,185.59,143.74,46104.35,50243.68,32658.39,67828.97,physics_informed_nn,-4139.33,5357.59,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-16T11:29:13,2013-03-18T04:46:33,mixed,False,specialist,False,12.0,,,none,none,14071.87,43841385.48,4279.69,703.59,33.96,61419.3,8.08,99.987,80.599,7318.0,0.84,6.441,84,False,False,intermittent,59.21,83.95,57,1,0,0,water,none,62.03,48.66,3.761,0.83,0.309,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-04T19:13:06,58,1483.22,1483.22,1.117,4.915,4.399,2.794,,,62.24,56.42,105.67,29.86,26.56,43.51,13/11/9,74.1,0.435,28.7,6.7,,,,,65.13,27.072,87.74,63.27,,0.186,0.0049,77.79,1.0,normal,0.00206453,0.0,False,thermal_degradation,none,A_healthy,0.0312,0.007,1.0,,55.78,157.01,46078.78,51138.0,33239.7,69036.3,lstm_sequence,-5059.22,5986.99,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-05T04:13:12,2013-04-19T22:31:17,mixed,False,journeyman,False,68.0,,,none,none,14071.87,43841385.48,6191.22,703.59,58.19,61419.3,11.74,99.981,87.028,7318.0,0.84,6.194,84,False,False,intermittent,58.87,84.44,58,2,0,0,oil_process,water_ingress,53.5,15.06,0.2,14.07,0.421,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-05T20:47:28,59,1508.79,1508.79,1.125,4.487,3.99,2.804,,,59.97,57.52,99.11,29.86,27.65,43.99,13/11/9,97.7,0.419,32.8,3.6,,,,,64.12,26.727,91.01,63.65,,0.021,0.0054,35.11,0.9985,normal,0.00227418,0.0363,False,thermal_degradation,none,A_healthy,0.0317,0.0019,1.0,,21.76,145.87,46053.21,50454.0,32795.1,68112.9,xgboost_gradient,-4400.79,4518.45,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-22T23:47:24,2013-03-27T18:41:21,mixed,False,specialist,False,71.0,,,none,none,14071.87,43841385.48,6462.85,703.59,39.75,61419.3,10.75,99.983,80.571,7318.0,0.84,4.438,84,False,False,intermittent,51.94,92.32,59,1,0,0,oil_hydraulic,particulate_mild,21.09,33.71,1.558,0.82,0.595,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-06T22:21:50,60,1534.36,1534.36,1.288,5.769,4.479,3.081,,,56.62,58.82,112.09,29.86,28.96,47.72,13/11/9,85.7,0.54,103.7,16.1,,,,,64.65,26.421,90.07,67.03,,0.28,0.0291,327.81,0.996,normal,-0.00079464,0.0446,False,thermal_degradation,none,A_healthy,0.0323,0.0,1.0,,132.19,163.44,46027.64,43349.78,28177.36,58522.21,kalman_filter,2677.85,3048.22,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-27T01:15:22,2012-07-20T05:40:51,mixed,False,journeyman,False,33.0,,,none,none,14071.87,43841385.48,2452.85,703.59,21.86,61419.3,20.13,99.967,88.84,7318.0,0.84,5.249,84,False,False,intermittent,66.56,96.74,60,2,0,0,none,particulate_mild,74.86,134.02,1.435,1.49,0.026,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-07T23:56:12,61,1559.94,1559.94,1.281,5.191,4.052,3.239,,,60.33,64.06,115.32,29.86,34.2,45.53,14/12/10,131.3,0.392,32.2,5.1,,,,,63.5,25.369,88.02,64.27,,0.251,0.0007,9.68,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0328,0.0188,1.0,,34.79,150.27,46002.06,39167.13,25458.63,52875.62,physics_informed_nn,6834.94,6164.21,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-01T23:30:01,2012-02-24T03:59:41,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,4014.15,703.59,51.39,61419.3,10.72,99.983,83.112,7318.0,0.84,1.371,84,False,False,intermittent,72.74,73.44,61,3,0,0,oil_process,none,63.68,41.05,0.394,0.89,0.149,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-09T01:30:33,62,1585.51,1585.51,1.231,4.205,3.417,3.809,,,56.36,56.94,104.38,29.86,27.08,45.89,13/11/9,232.5,0.348,30.8,7.7,,,,,64.03,24.698,92.06,63.36,,0.562,0.053,0.64,1.0,normal,0.00369182,0.0,False,thermal_degradation,none,A_healthy,0.0333,0.0,1.0,,83.52,145.86,45976.49,41139.83,26740.89,55538.78,physics_informed_nn,4836.66,5380.56,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-13T03:25:33,2012-05-05T02:22:03,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5127.83,703.59,27.65,61419.3,12.32,99.98,84.488,7318.0,0.84,6.822,84,False,False,intermittent,53.61,93.78,62,4,0,0,oil_hydraulic,none,76.29,17.43,1.648,1.17,0.702,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-10T03:04:55,63,1611.08,1611.08,1.184,3.337,2.819,2.783,,,56.82,59.31,102.01,29.86,29.45,47.15,13/11/9,50.7,0.402,43.0,11.2,,,,,64.77,25.116,89.14,65.53,,1.322,0.0518,59.92,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0339,0.0332,1.0,,59.22,146.67,45950.92,48728.29,31673.39,65783.2,particle_filter,-2777.38,3504.13,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-02-19T07:13:46,2013-01-29T22:07:58,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,2701.62,703.59,27.94,61419.3,12.75,99.979,82.144,7318.0,0.84,7.089,84,False,False,intermittent,58.22,84.19,63,3,0,2,oil_process,water_ingress,38.4,44.55,2.306,3.21,0.76,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-11T04:39:17,64,1636.65,1636.65,1.153,4.24,3.678,3.235,,,56.87,61.45,104.7,29.86,31.58,46.26,13/11/9,50.2,0.369,24.4,5.3,,,,,64.26,24.97,91.56,66.98,,0.006,0.0314,342.53,1.0,normal,0.00030585,0.0043,False,thermal_degradation,misalignment_induced,A_healthy,0.0344,0.0234,1.0,,112.27,175.33,45925.35,50580.76,32877.49,68284.03,weibull_regression,-4655.42,4610.47,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-30T23:02:06,2013-04-06T14:18:04,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,6826.62,703.59,41.91,61419.3,12.56,99.98,81.375,7318.0,0.84,7.602,84,False,False,intermittent,62.47,88.37,64,1,0,0,steam,water_ingress,55.18,5.85,0.669,1.69,0.168,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-12T06:13:39,65,1662.23,1662.23,1.276,5.519,4.325,3.555,,,61.17,62.28,111.54,29.86,32.41,44.74,14/12/10,72.3,0.504,35.9,4.6,,,,,63.1,25.396,88.55,65.64,,0.258,0.0369,103.15,0.9967,normal,0.00013558,0.0,False,thermal_degradation,none,A_healthy,0.0349,0.0181,1.0,,117.19,144.94,45899.77,49827.67,32387.99,67267.36,lstm_sequence,-3927.9,3635.79,10977.0,0.0,0.0,0.0002,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-16T08:03:53,2013-03-11T23:45:03,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6838.83,703.59,29.92,61419.3,10.38,99.983,81.419,7318.0,0.84,7.798,84,False,False,intermittent,68.99,91.73,65,5,0,0,oil_process,chemical_contamination,49.96,15.98,0.616,2.79,0.321,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-13T07:48:01,66,1687.8,1687.8,1.174,3.087,2.628,2.943,,,59.24,60.32,105.09,29.86,30.45,47.85,14/12/10,59.3,0.374,42.2,8.3,,,,,63.85,25.014,90.26,65.19,,0.393,0.0094,28.16,0.99,normal,-0.00199047,0.0044,False,thermal_degradation,none,A_healthy,0.0355,0.0,1.0,,216.59,149.7,45874.2,55033.6,35771.84,74295.36,xgboost_gradient,-9159.4,10833.03,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-07-03T20:36:03,2013-09-13T10:21:40,mixed,False,master_technician,False,64.0,,,none,none,14071.87,43841385.48,3517.56,703.59,21.63,61419.3,8.96,99.985,87.156,7318.0,0.84,4.563,84,False,False,intermittent,69.8,78.86,66,3,0,0,oil_hydraulic,chemical_contamination,42.35,13.13,1.628,0.07,0.737,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-14T09:22:23,67,1713.37,1713.37,1.243,5.217,4.199,2.892,,,57.31,64.86,115.92,29.86,35.0,43.84,13/11/9,92.5,0.378,27.0,4.0,,,,,63.19,24.456,89.9,64.21,,0.249,0.0022,56.14,1.0,normal,0.0,0.066,False,thermal_degradation,none,A_healthy,0.036,0.0001,1.0,,149.48,165.21,45848.63,38264.09,24871.66,51656.53,particle_filter,7584.53,6617.16,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-20T13:25:11,2012-01-29T13:51:08,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5160.47,703.59,42.46,61419.3,25.95,99.958,79.551,7318.0,0.84,7.929,84,False,False,intermittent,70.53,72.55,67,4,0,1,oil_process,water_ingress,54.64,63.86,1.151,0.86,0.527,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-15T10:56:44,68,1738.95,1738.95,1.167,3.015,2.584,3.322,,,55.1,60.51,107.97,29.86,30.64,49.12,13/11/9,62.8,0.428,58.2,8.6,,,,,64.9,25.466,91.37,64.49,,0.739,0.0883,57.92,1.0,normal,0.0,0.008,False,thermal_degradation,none,A_healthy,0.0366,0.0093,1.0,,151.06,161.31,45823.05,38183.19,24819.07,51547.31,weibull_regression,7639.86,8273.9,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-19T22:32:26,2012-01-27T18:39:24,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6293.28,703.59,35.75,61419.3,14.65,99.976,88.266,7318.0,0.84,5.991,84,False,False,intermittent,63.41,67.56,68,4,0,0,water,none,36.2,10.77,0.202,5.54,0.559,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-16T12:31:06,69,1764.52,1764.52,1.121,3.983,3.554,2.839,,,58.43,59.14,116.81,29.86,29.28,44.19,14/12/10,115.2,0.39,62.3,7.8,,,,,63.85,24.607,91.2,62.92,,0.367,0.0354,157.54,0.9905,normal,-0.00190247,0.0333,False,thermal_degradation,electrical_pitting,A_healthy,0.0371,0.0082,1.0,,186.63,136.66,45797.48,36884.29,23974.79,49793.8,lstm_sequence,8913.19,9249.29,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-23T22:39:57,2011-12-13T20:10:08,mixed,False,journeyman,False,44.0,,,none,none,14071.87,43841385.48,5390.92,703.59,24.35,61419.3,9.76,99.984,91.974,7318.0,0.84,6.089,84,False,False,intermittent,70.89,84.98,69,2,0,0,water,none,76.06,7.81,4.58,1.49,0.99,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-17T14:05:28,70,1790.09,1790.09,1.268,4.798,3.785,2.933,,,66.88,65.26,113.41,29.86,35.4,43.88,14/12/10,70.1,0.408,72.2,12.6,,,,,63.57,25.305,89.16,70.21,,0.199,0.04,65.09,0.9859,normal,-0.00215702,0.0132,False,thermal_degradation,none,A_healthy,0.0376,0.0,1.0,,253.39,153.01,45771.91,51205.22,33283.39,69127.04,physics_informed_nn,-5433.31,5136.36,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-19T08:41:57,2013-05-05T02:31:29,mixed,False,specialist,False,14.0,,,none,none,14071.87,43841385.48,6486.66,703.59,27.19,61419.3,9.98,99.984,89.158,7318.0,0.84,7.382,84,False,False,intermittent,73.1,85.45,70,3,1,0,steam,none,54.97,9.04,4.203,11.0,0.669,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-18T15:39:50,71,1815.66,1815.66,1.274,5.091,3.996,2.673,,,60.64,59.73,108.86,29.86,29.87,47.2,13/11/9,170.3,0.418,62.8,16.2,,,,,63.24,24.192,89.76,65.68,,1.448,0.0068,327.67,0.986,normal,-0.00080521,0.0528,False,thermal_degradation,none,A_healthy,0.0382,0.0148,1.0,,288.71,134.57,45746.34,41398.94,26909.31,55888.57,lstm_sequence,4347.4,4541.16,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-28T03:08:03,2012-05-23T20:45:48,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,2522.75,703.59,25.12,61419.3,7.47,99.988,82.484,7318.0,0.84,1.026,84,False,False,intermittent,62.49,74.28,71,2,0,0,steam,none,56.83,14.83,0.506,0.6,0.19,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-19T17:14:12,72,1841.24,1841.24,1.363,6.125,4.495,2.921,,,54.4,60.13,103.27,29.86,30.26,47.37,14/12/10,252.1,0.359,46.4,12.4,,,,,64.21,25.146,91.03,64.27,,0.089,0.0096,253.13,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0387,0.0127,1.0,,154.9,146.28,45720.76,36727.72,23873.02,49582.42,physics_informed_nn,8993.05,8293.46,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-23T21:05:42,2011-12-11T11:47:45,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,3848.05,703.59,51.45,61419.3,17.28,99.972,87.94,7318.0,0.84,4.865,84,False,False,intermittent,56.01,81.4,72,4,0,1,steam,none,86.65,59.68,1.71,1.06,1.237,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-20T18:48:34,73,1866.81,1866.81,1.147,3.516,3.066,2.967,,,59.35,67.44,115.07,29.86,37.57,46.8,14/12/10,62.2,0.325,45.5,12.7,,,,,63.4,24.449,88.39,62.69,,1.019,0.0851,21.07,0.9981,normal,-0.00038279,0.0256,False,thermal_degradation,none,A_healthy,0.0393,0.0172,1.0,,60.96,146.05,45695.19,38636.62,25113.8,52159.43,lstm_sequence,7058.57,7935.53,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-03T17:07:04,2012-02-18T03:56:01,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,6820.04,703.59,27.21,61419.3,14.03,99.977,87.915,7318.0,0.84,6.98,84,False,False,intermittent,75.79,92.89,73,7,0,0,oil_hydraulic,none,64.86,13.63,1.302,2.71,0.988,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-21T20:22:55,74,1892.38,1892.38,1.198,5.088,4.247,2.787,,,62.63,59.19,101.5,29.86,29.33,45.91,14/12/10,55.3,0.412,32.8,5.7,,,,,64.69,26.599,90.25,65.62,,0.503,0.0758,355.46,0.9963,normal,0.00116456,0.0,False,thermal_degradation,none,A_healthy,0.0398,0.0,1.0,,125.49,125.57,45669.62,40416.09,26270.46,54561.72,particle_filter,5253.53,6581.83,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-10T20:25:39,2012-04-22T06:03:34,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,2121.07,703.59,31.54,61419.3,7.99,99.987,80.344,7318.0,0.84,3.081,84,False,False,intermittent,54.29,87.21,74,6,0,0,oil_process,none,77.02,4.22,2.145,13.58,0.055,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-22T21:57:17,75,1917.95,1917.95,1.29,4.906,3.804,3.848,,,61.43,64.82,108.51,29.86,34.95,44.32,14/12/10,237.9,0.317,35.1,4.6,,,,,63.44,24.64,90.73,68.13,,0.02,0.0722,98.16,1.0,normal,0.00281608,0.0062,False,thermal_degradation,overload,A_healthy,0.0403,0.0271,1.0,,140.5,169.96,45644.05,53196.32,34577.61,71815.03,lstm_sequence,-7552.28,8420.03,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-06-05T04:06:54,2013-07-19T22:49:38,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,2950.0,703.59,41.64,61419.3,10.06,99.984,88.638,7318.0,0.84,1.118,84,False,False,intermittent,60.61,76.34,75,5,0,1,oil_process,none,76.98,45.6,1.223,4.73,0.179,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-23T23:31:39,76,1943.53,1943.53,1.33,5.593,4.205,3.477,,,56.74,60.48,107.13,29.86,30.62,45.18,13/11/9,93.9,0.506,30.6,7.4,,,,,63.31,24.898,90.11,65.04,,0.402,0.0783,6.1,0.9922,normal,0.00123515,0.0184,False,thermal_degradation,none,A_healthy,0.0409,0.0206,1.0,,109.53,151.81,45618.47,40618.56,26402.06,54835.05,xgboost_gradient,4999.92,4848.29,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-17T04:48:19,2012-05-01T13:17:59,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,3857.23,703.59,47.28,61419.3,10.56,99.983,87.525,7318.0,0.84,7.283,84,False,False,intermittent,64.92,92.95,76,5,0,0,oil_hydraulic,water_ingress,40.84,26.8,1.315,10.65,1.237,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-25T01:06:01,77,1969.1,1969.1,1.278,4.507,3.526,3.46,,,60.82,58.0,109.64,29.86,28.14,46.16,14/12/10,53.5,0.306,61.9,17.2,,,,,64.34,25.011,89.14,63.97,,0.193,0.0409,39.37,1.0,normal,0.0,0.0015,False,thermal_degradation,none,A_healthy,0.0414,0.0162,1.0,,78.68,155.48,45592.9,49366.56,32088.26,66644.85,xgboost_gradient,-3773.66,3970.14,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-19T12:22:46,2013-03-08T10:40:29,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5210.81,703.59,23.98,61419.3,12.32,99.98,82.169,7318.0,0.84,2.556,84,False,False,intermittent,59.28,77.83,77,3,0,0,water,none,72.91,86.76,7.804,0.38,0.913,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-26T02:40:23,78,1994.67,1994.67,1.212,5.217,4.304,2.92,,,63.49,61.2,100.85,29.86,31.33,45.41,14/12/10,89.0,0.365,33.8,7.7,,,,,63.82,24.762,90.24,63.44,,3.196,0.0515,79.92,0.9831,normal,-0.00298905,0.0,False,thermal_degradation,none,A_healthy,0.0419,0.002,1.0,,283.96,156.43,45567.33,42014.17,27309.21,56719.13,lstm_sequence,3553.16,3270.89,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-18T09:45:30,2012-06-22T02:43:04,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,2119.19,703.59,38.57,61419.3,24.31,99.96,86.642,7318.0,0.84,5.213,84,False,False,intermittent,53.09,81.29,78,3,0,0,water,chemical_contamination,55.58,26.84,1.224,2.6,0.207,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-27T04:14:45,79,2020.25,2020.25,1.296,4.009,3.094,2.848,,,59.39,64.89,111.2,29.86,35.03,46.52,14/12/10,113.1,0.322,58.3,10.8,,,,,61.61,25.072,90.03,64.92,,0.074,0.012,65.09,0.9964,normal,2.734e-05,0.0119,False,thermal_degradation,none,A_healthy,0.0425,0.0309,1.0,,181.32,159.85,45541.75,36076.42,23449.68,48703.17,lstm_sequence,9465.33,9466.26,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-06-17T18:27:27,2011-11-25T21:12:20,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,3494.84,703.59,35.57,61419.3,16.86,99.973,86.416,7318.0,0.84,3.703,84,False,False,intermittent,70.12,98.11,79,7,0,0,gas_compressed_air,none,62.75,35.99,0.025,3.65,0.569,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-28T05:49:06,80,2045.82,2045.82,1.145,4.779,4.172,3.497,,,60.5,60.54,111.3,29.86,30.68,43.92,14/12/10,96.3,0.408,42.5,4.8,,,,,60.17,24.854,88.53,66.9,,0.084,0.004,54.59,0.9945,normal,-0.00110059,0.0,False,thermal_degradation,none,A_healthy,0.043,0.0137,1.0,,316.24,144.61,45516.18,53516.51,34785.73,72247.3,weibull_regression,-8000.33,7104.66,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-06-17T04:04:33,2013-08-05T14:51:22,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,2692.07,703.59,29.61,61419.3,9.72,99.984,87.141,7318.0,0.84,2.612,84,False,False,intermittent,73.84,78.41,80,3,0,0,oil_hydraulic,particulate_mild,45.37,44.63,14.76,4.19,0.019,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-29T07:23:28,81,2071.39,2071.39,1.399,4.461,3.19,2.8,,,58.49,61.79,104.57,29.86,31.93,47.67,14/12/10,103.0,0.492,72.4,20.2,,,,,62.98,24.849,89.76,66.28,,0.571,0.2539,30.09,0.9939,normal,0.00034531,0.003,False,thermal_degradation,none,A_healthy,0.0436,0.0022,1.0,,103.08,153.64,45490.61,54224.8,35246.12,73203.48,particle_filter,-8734.19,7727.22,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-07-02T23:47:23,2013-08-31T18:28:06,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6510.11,703.59,46.94,61419.3,11.36,99.982,81.448,7318.0,0.84,5.699,84,False,False,intermittent,58.53,90.04,81,8,0,1,steam,water_ingress,26.91,36.24,1.486,3.15,0.665,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-30T08:57:50,82,2096.96,2096.96,1.13,4.264,3.774,3.073,,,52.64,61.58,115.02,29.86,31.72,42.4,13/11/9,82.7,0.315,51.0,14.1,,,,,64.04,25.526,89.15,63.94,,0.432,0.2151,13.19,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0441,0.0246,1.0,,178.42,141.02,45465.04,49513.33,32183.67,66843.0,xgboost_gradient,-4048.3,3679.78,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-27T21:37:51,2013-03-18T23:17:52,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5399.49,703.59,46.13,61419.3,7.59,99.988,80.044,7318.0,0.84,6.52,84,False,False,intermittent,66.64,70.62,82,6,0,1,water,particulate_mild,50.14,23.81,0.163,0.41,0.565,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-05-31T10:32:12,83,2122.54,2122.54,1.192,4.873,4.088,2.842,,,59.71,63.17,105.93,29.86,33.3,43.44,13/11/9,52.3,0.362,29.4,7.5,,,,,61.64,23.646,90.78,61.8,,0.062,0.0232,20.23,1.0,normal,0.00337184,0.0202,False,thermal_degradation,abrasive_wear,A_healthy,0.0446,0.0155,1.0,,21.98,148.36,45439.46,49691.7,32299.6,67083.79,lstm_sequence,-4252.24,5224.07,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-01T16:23:09,2013-03-26T08:28:49,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,3253.15,703.59,24.15,61419.3,12.98,99.979,85.978,7318.0,0.84,7.988,84,False,False,intermittent,63.62,79.06,83,2,0,0,steam,particulate_mild,29.79,196.27,4.274,0.6,0.027,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-01T12:06:34,84,2148.11,2148.11,1.094,3.393,3.101,3.059,,,59.82,61.78,98.3,29.86,31.92,46.61,14/12/10,110.6,0.427,56.4,15.4,,,,,63.36,25.832,90.08,62.51,,0.338,0.1742,152.64,0.9785,normal,-0.00359766,0.0,False,thermal_degradation,none,A_healthy,0.0452,0.0056,1.0,,386.79,145.46,45413.89,38070.82,24746.03,51395.61,xgboost_gradient,7343.07,6079.77,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-03T15:31:10,2012-02-09T20:18:24,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5082.96,703.59,53.66,61419.3,16.32,99.973,83.003,7318.0,0.84,3.365,84,False,False,intermittent,55.23,81.99,84,5,0,1,oil_process,particulate_mild,73.03,42.17,5.563,3.05,0.132,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-02T13:40:56,85,2173.68,2173.68,1.229,4.554,3.707,2.785,,,60.16,64.81,108.54,29.86,34.95,47.19,13/11/9,80.5,0.472,44.1,11.7,,,,,62.11,26.038,89.53,68.38,,0.561,0.1371,71.63,0.9909,normal,-0.00072874,0.0001,False,thermal_degradation,none,A_healthy,0.0457,0.0118,1.0,,278.75,150.35,45388.32,38090.16,24758.61,51421.72,xgboost_gradient,7298.15,6896.96,10977.0,0.0,0.0,0.0003,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-05T02:45:50,2012-02-11T14:19:16,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6447.78,703.59,46.48,61419.3,17.27,99.972,83.602,7318.0,0.84,7.74,84,False,False,intermittent,67.6,84.32,85,7,0,0,oil_hydraulic,none,29.46,45.73,2.458,0.03,0.082,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-03T15:15:17,86,2199.25,2199.25,1.122,4.779,4.259,2.386,,,61.09,60.96,103.86,29.86,31.1,47.17,13/11/9,93.1,0.445,36.1,9.9,,,,,63.84,25.852,88.14,67.15,,0.605,0.112,198.81,0.9791,normal,-0.00296586,0.0,False,thermal_degradation,none,A_healthy,0.0462,0.0109,1.0,,292.43,136.8,45362.75,43070.01,27995.51,58144.51,xgboost_gradient,2292.74,1973.75,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-11-17T22:15:35,2012-08-07T00:45:47,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,4779.39,703.59,32.95,61419.3,7.61,99.988,88.39,7318.0,0.84,3.196,84,False,False,intermittent,53.31,86.29,86,4,0,0,oil_hydraulic,none,46.73,7.62,1.678,1.36,0.077,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-04T16:49:39,87,2224.83,2224.83,1.193,3.317,2.781,3.153,,,59.86,64.29,107.14,29.86,34.42,45.98,14/12/10,194.0,0.396,38.0,6.8,,,,,63.55,24.927,90.21,65.97,,0.383,0.0007,136.91,0.9641,normal,-0.00718074,0.0,False,thermal_degradation,none,A_healthy,0.0468,0.0069,1.0,,390.42,155.58,45337.17,48548.0,31556.2,65539.8,physics_informed_nn,-3210.82,4012.32,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-03-13T02:49:33,2013-02-18T02:37:29,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,2943.91,703.59,37.27,61419.3,10.71,99.983,84.137,7318.0,0.84,1.278,84,False,False,intermittent,60.53,87.28,87,4,0,0,oil_process,none,20.41,9.85,3.076,9.1,0.068,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-05T18:24:01,88,2250.4,2250.4,1.053,4.316,4.1,3.269,,,60.84,61.92,106.21,29.86,32.06,45.57,13/11/9,124.7,0.528,35.1,8.0,,,,,64.62,25.72,91.23,65.37,,0.287,0.0091,4.88,0.9929,normal,-0.00142574,0.0175,False,thermal_degradation,none,A_healthy,0.0473,0.0,1.0,,186.06,150.54,45311.6,39382.32,25598.5,53166.13,kalman_filter,5929.28,6937.89,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-04T05:33:28,2012-03-31T13:22:06,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,3033.59,703.59,31.28,61419.3,6.93,99.989,85.277,7318.0,0.84,1.378,84,False,False,intermittent,62.51,80.03,88,6,0,0,none,chemical_contamination,23.68,56.03,0.045,4.3,0.236,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-06T19:58:23,89,2275.97,2275.97,1.364,6.125,4.492,2.683,,,66.89,64.11,111.42,29.86,34.24,45.34,14/12/10,86.9,0.419,38.4,9.8,,,,,63.53,26.538,89.53,65.66,,0.802,0.0276,80.83,0.9713,normal,-0.00143581,0.0023,False,thermal_degradation,none,A_healthy,0.0479,0.0052,1.0,,364.55,155.1,45286.03,40444.48,26288.91,54600.05,physics_informed_nn,4841.54,5034.64,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-27T10:12:54,2012-05-09T05:47:03,mixed,False,oem_certified,True,,,,none,none,14071.87,43841385.48,2130.41,703.59,31.93,61419.3,13.77,99.978,90.037,7318.0,0.84,6.884,84,False,False,intermittent,61.57,69.59,89,3,0,0,steam,particulate_mild,74.9,15.49,10.136,4.97,0.831,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-07T21:32:45,90,2301.55,2301.55,1.137,4.915,4.321,3.033,,,62.21,60.07,108.31,29.86,30.21,44.65,14/12/10,150.7,0.315,30.6,3.4,,,,,61.98,25.376,91.06,65.27,,0.428,0.0787,124.06,0.9944,normal,0.00070674,0.0367,False,thermal_degradation,none,A_healthy,0.0484,0.0,1.0,,317.82,148.26,45260.45,51435.09,33432.81,69437.37,lstm_sequence,-6174.63,7373.07,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-15T11:05:24,2013-06-03T13:22:15,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6506.96,703.59,45.79,61419.3,24.64,99.96,82.063,7318.0,0.84,7.02,84,False,False,intermittent,63.75,98.88,90,5,0,0,gas_compressed_air,none,65.36,30.44,1.332,9.58,0.399,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-08T23:07:07,91,2327.12,2327.12,1.26,4.587,3.64,3.027,,,61.78,60.54,97.59,29.86,30.68,47.47,13/11/9,99.2,0.446,50.9,12.7,,,,,64.88,26.617,89.26,67.26,,1.056,0.105,63.9,0.9883,normal,0.00185091,0.0005,False,thermal_degradation,none,A_healthy,0.0489,0.0187,1.0,,199.14,146.73,45234.88,38884.11,25274.67,52493.55,lstm_sequence,6350.77,7950.76,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-28T01:10:21,2012-03-17T02:36:38,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6901.26,703.59,54.14,61419.3,30.95,99.95,86.894,7318.0,0.84,2.772,84,False,False,intermittent,51.81,85.78,91,2,0,1,oil_process,particulate_mild,83.05,80.88,1.528,0.33,1.312,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-10T00:41:29,92,2352.69,2352.69,1.125,4.064,3.614,3.644,,,60.06,62.76,102.31,29.86,32.9,46.29,13/11/9,130.8,0.365,34.0,9.5,,,,,62.45,24.953,88.92,67.63,,0.471,0.0655,10.84,0.986,normal,0.00439029,0.0,False,thermal_degradation,fatigue_spalling,A_healthy,0.0495,0.0164,1.0,,220.55,145.19,45209.31,37502.93,24376.9,50628.95,xgboost_gradient,7706.38,9325.87,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-07-31T08:09:14,2012-01-29T06:10:40,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,6302.43,703.59,44.0,61419.3,7.14,99.988,78.599,7318.0,0.84,6.772,84,False,False,intermittent,64.6,92.57,92,7,0,0,steam,none,77.45,48.26,5.428,2.95,0.196,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-11T02:15:50,93,2378.26,2378.26,1.151,5.219,4.534,3.322,,,54.33,62.65,111.46,29.86,32.78,45.32,12/10/8,70.0,0.439,50.0,5.5,,,,,63.65,25.335,91.13,65.73,,0.579,0.0537,353.99,0.9893,normal,-0.00070554,0.0276,False,thermal_degradation,none,A_healthy,0.05,0.0155,1.0,,311.79,155.66,45183.74,40665.86,26432.81,54898.91,lstm_sequence,4517.88,4801.21,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-06T07:11:33,2012-05-21T08:14:32,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,5636.47,703.59,20.5,61419.3,16.5,99.973,79.412,7318.0,0.84,6.008,84,False,False,intermittent,70.85,68.2,93,6,0,0,oil_process,particulate_mild,53.78,40.1,0.966,0.64,0.536,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-12T03:50:12,94,2403.84,2403.84,1.144,4.534,3.963,3.155,,,62.55,63.29,109.96,29.86,33.43,44.43,14/12/10,90.9,0.372,36.7,6.7,,,,,62.31,25.587,89.91,65.94,,0.281,0.0182,159.03,0.9843,normal,0.00259671,0.0239,False,thermal_degradation,none,A_healthy,0.0505,0.0065,1.0,,185.4,141.32,45158.16,38417.89,24971.63,51864.15,xgboost_gradient,6740.27,8212.7,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-08-21T12:46:53,2012-03-03T19:02:34,mixed,False,journeyman,True,,,,none,none,14071.87,43841385.48,6790.34,703.59,41.92,61419.3,20.79,99.966,76.938,7318.0,0.84,6.289,84,False,False,intermittent,60.04,78.06,94,6,0,1,water,particulate_severe,74.18,66.59,0.576,1.36,2.18,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-13T05:24:34,95,2429.41,2429.41,1.082,3.381,3.124,3.125,,,60.58,60.76,111.6,29.86,30.9,43.69,13/11/9,103.4,0.503,59.6,16.6,,,,,62.95,26.069,89.86,64.9,,1.025,0.0775,43.89,0.9721,normal,-0.00446412,0.0164,False,thermal_degradation,none,A_healthy,0.0511,0.0,1.0,,504.14,144.99,45132.59,50089.82,32558.39,67621.26,physics_informed_nn,-4957.23,5004.31,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-22T18:19:16,2013-04-22T05:45:33,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,4890.15,703.59,53.69,61419.3,13.36,99.978,81.931,7318.0,0.84,6.29,84,False,False,intermittent,63.72,87.39,95,8,0,0,oil_process,chemical_contamination,64.01,25.03,0.003,0.94,0.478,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-14T06:58:56,96,2454.98,2454.98,1.263,5.232,4.144,3.058,,,61.89,61.02,103.41,29.86,31.16,42.85,14/12/10,91.0,0.641,33.9,4.1,,,,,64.79,26.184,88.94,62.34,,0.685,0.1573,3.3,0.9911,normal,0.00054794,0.0073,False,thermal_degradation,none,A_healthy,0.0516,0.0349,1.0,,89.46,143.66,45107.02,40297.36,26193.28,54401.43,xgboost_gradient,4809.66,5334.04,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-10-01T19:39:36,2012-05-11T11:44:04,mixed,False,apprentice,True,,,,none,none,14071.87,43841385.48,2553.97,703.59,52.35,61419.3,15.45,99.975,84.148,7318.0,0.84,4.815,84,False,False,intermittent,65.29,98.87,96,2,0,2,water,none,21.56,34.72,3.616,4.45,0.216,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-15T08:33:18,97,2480.56,2480.56,1.179,5.185,4.398,2.277,,,62.83,61.84,113.25,29.86,31.98,44.99,14/12/10,104.7,0.67,59.4,17.1,,,,,61.86,24.533,89.64,65.4,,0.404,0.0422,22.43,0.9942,normal,0.00163709,0.0,False,thermal_degradation,none,A_healthy,0.0522,0.0177,1.0,,139.89,154.12,45081.44,50990.78,33144.0,68837.55,weibull_regression,-5909.33,7519.19,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-05-13T15:56:36,2013-05-26T06:42:54,mixed,False,journeyman,False,15.0,,,none,none,14071.87,43841385.48,3245.21,703.59,44.34,61419.3,13.57,99.978,87.051,7318.0,0.84,4.729,84,False,False,intermittent,65.27,82.86,97,7,0,0,oil_process,none,53.32,46.73,1.154,1.18,0.054,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-16T10:07:40,98,2506.13,2506.13,1.271,3.59,2.825,2.947,,,60.4,61.52,98.79,29.86,31.65,48.33,14/12/10,72.4,0.453,33.5,9.7,,,,,62.43,25.74,89.47,67.5,,1.538,0.0959,228.03,0.996,normal,0.00133331,0.0035,False,thermal_degradation,none,A_healthy,0.0527,0.025,1.0,,44.83,148.71,45055.87,39969.06,25979.89,53958.23,particle_filter,5086.81,4703.79,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2010-09-27T02:39:23,2012-05-01T23:49:36,mixed,False,master_technician,True,,,,none,none,14071.87,43841385.48,6531.93,703.59,27.17,61419.3,19.8,99.968,81.509,7318.0,0.84,4.405,84,False,False,intermittent,58.54,78.56,98,8,0,1,water,none,87.82,75.84,0.752,0.47,0.421,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-17T11:42:01,99,2531.7,2531.7,1.149,3.523,3.068,3.502,,,57.7,62.12,110.21,29.86,32.26,47.97,14/12/10,123.6,0.374,50.8,7.0,,,,,64.17,25.07,90.81,66.59,,0.101,0.0567,119.39,0.9914,normal,0.00142408,0.0247,False,thermal_degradation,none,A_healthy,0.0532,0.01,1.0,,193.76,153.1,45030.3,49838.83,32395.24,67282.43,physics_informed_nn,-4808.53,4247.99,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-21T19:07:02,2013-04-17T14:42:33,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,4722.27,703.59,49.58,61419.3,13.34,99.978,86.002,7318.0,0.84,7.683,84,False,False,intermittent,61.39,90.32,99,3,0,0,oil_hydraulic,none,20.9,0.2,0.874,2.17,0.845,standard
ASSET-000015,electric_motor,low,CoreMech International,MDL-3685-C,2008-03-04,47562.0,20000.0,63.31885730740868,indoor_uncontrolled,paper_pulp,FAC-449,LINE-U,active_standby,2008-06-18T13:16:23,100,2557.27,2557.27,1.128,4.002,3.548,2.957,,,61.44,64.17,105.99,29.86,34.31,46.37,14/12/10,68.5,0.397,40.2,7.1,,,,,63.04,25.991,90.13,66.44,,0.434,0.0569,120.03,0.9813,normal,0.00185597,0.0,False,thermal_degradation,overload,A_healthy,0.0538,0.0044,1.0,,190.14,155.93,45004.73,49282.52,32033.64,66531.4,particle_filter,-4277.79,3503.89,10977.0,0.0,0.0,0.0004,3.406,51845.0,1.0,1e-06,False,none,none,,,,,,2011-04-11T06:31:59,2013-03-29T23:24:55,mixed,False,specialist,True,,,,none,none,14071.87,43841385.48,5950.99,703.59,47.52,61419.3,6.1,99.99,80.562,7318.0,0.84,1.415,84,False,False,intermittent,57.44,92.64,100,9,1,0,gas_compressed_air,chemical_contamination,81.95,73.96,3.016,2.41,0.255,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-05T04:09:27,1,4.16,4.16,3.813,13.616,3.571,2.62,,,59.61,34.77,,-2.1,36.88,47.1,13/11/9,116.4,0.375,51.8,13.8,,,,,86.31,34.555,90.66,61.2,,0.179,0.0722,97.88,0.9949,normal,0.0,0.0157,False,fatigue_spalling,none,A_healthy,0.0001,0.0,1.0,,74.22,135.94,29353.84,31477.23,20460.2,42494.26,lstm_sequence,-2123.39,2309.66,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-20T22:46:26,2019-04-24T23:48:20,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,65935.56,6715.04,58.31,57605.78,14.55,99.975,86.818,4783.9,0.2,5.776,20,False,False,intermittent,73.59,83.33,1,0,0,0,gas_compressed_air,chemical_contamination,55.34,51.23,0.975,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-05T08:18:55,2,8.32,8.32,3.643,9.561,2.624,2.706,,,61.74,32.1,,-2.1,34.2,46.17,14/12/10,89.5,0.553,5.5,1.6,,,,,85.62,34.574,89.14,65.58,,0.71,0.0475,12.93,0.9944,normal,-0.00280245,0.03,False,fatigue_spalling,none,A_healthy,0.0003,0.0,1.0,,120.21,141.18,29349.68,27057.53,17587.4,36527.67,lstm_sequence,2292.15,2860.76,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-21T01:04:56,2018-11-19T15:13:09,mixed,False,master_technician,False,72.0,,,none,none,134300.7,6684748.26,36336.75,6715.04,58.34,57605.78,10.35,99.982,79.405,4783.9,0.2,4.969,20,False,False,intermittent,77.9,94.79,2,0,0,0,none,water_ingress,83.16,78.46,1.222,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-05T12:28:23,3,12.47,12.47,3.868,15.751,4.072,3.273,,,58.42,36.91,,-2.1,39.01,45.5,13/11/9,103.7,0.315,67.0,16.2,,,,,85.28,33.138,88.77,67.17,,0.452,0.1602,55.74,1.0,normal,0.0,0.0303,False,fatigue_spalling,none,A_healthy,0.0004,0.0,1.0,,4.34,161.16,29345.53,26613.07,17298.5,35927.64,lstm_sequence,2732.46,3089.15,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-11T23:00:29,2018-11-04T01:34:57,mixed,False,master_technician,False,69.0,,,none,none,134300.7,6684748.26,53105.24,6715.04,49.08,57605.78,14.5,99.975,77.724,4783.9,0.2,3.477,20,False,False,intermittent,103.81,86.83,3,0,0,0,oil_hydraulic,none,21.41,110.57,2.256,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-05T16:37:50,4,16.63,16.63,3.916,16.18,4.131,2.655,,,61.99,39.37,,-2.1,41.48,46.09,13/11/9,97.8,0.34,22.1,3.0,,,,,84.69,33.391,88.99,64.4,,0.838,0.1328,233.79,0.992,normal,-0.00199515,0.0241,False,fatigue_spalling,none,A_healthy,0.0006,0.0,1.0,,96.88,150.89,29341.37,24945.99,16214.89,33677.08,particle_filter,4395.38,4938.56,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-07T09:37:28,2018-09-06T04:43:13,mixed,False,apprentice,False,72.0,,,none,none,134300.7,6684748.26,34977.96,6715.04,50.79,57605.78,7.91,99.986,84.856,4783.9,0.2,2.563,20,False,False,intermittent,93.76,74.41,4,0,0,0,none,none,52.65,16.1,2.071,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-05T20:47:18,5,20.79,20.79,3.932,14.732,3.746,3.058,,,60.68,34.14,,-2.1,36.24,44.92,14/12/10,131.1,0.401,9.9,2.3,,,,,85.82,33.635,88.47,65.72,,0.087,0.0544,3.32,0.9967,normal,-0.00066343,0.0075,False,fatigue_spalling,none,A_healthy,0.0007,0.0,1.0,,99.88,139.27,29337.21,33533.18,21796.57,45269.8,lstm_sequence,-4195.97,4445.05,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-05T11:22:51,2019-07-07T11:59:44,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,52347.5,6715.04,30.51,57605.78,6.39,99.989,87.625,4783.9,0.2,5.642,20,False,False,intermittent,84.12,86.3,5,0,0,0,water,none,86.88,210.64,2.278,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-06T00:56:46,6,24.95,24.95,3.871,16.5,4.263,2.73,,,59.86,33.5,,-2.1,35.61,48.45,14/12/10,59.0,0.644,6.3,1.3,,,,,84.27,32.953,89.77,66.05,,1.155,0.1463,87.95,0.9921,normal,-0.00056549,0.0,False,fatigue_spalling,thermal_degradation,A_healthy,0.0008,0.0152,1.0,,147.49,157.02,29333.05,25579.93,16626.96,34532.91,xgboost_gradient,3753.12,4199.28,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-20T22:54:46,2018-09-28T23:53:22,mixed,False,journeyman,False,27.0,,,none,none,134300.7,6684748.26,51543.95,6715.04,54.36,57605.78,12.05,99.979,83.597,4783.9,0.2,6.637,20,False,False,intermittent,85.14,88.14,6,0,0,0,oil_process,particulate_mild,85.11,48.05,1.838,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-06T05:06:13,7,29.1,29.1,3.37,12.207,3.622,3.0,,,61.81,31.49,,-2.1,33.6,44.44,14/12/10,110.2,0.439,27.3,2.8,,,,,85.75,32.723,90.97,65.65,,0.334,0.1649,252.3,1.0,normal,0.00112098,0.0013,False,fatigue_spalling,none,A_healthy,0.001,0.0,1.0,,146.81,145.87,29328.9,34196.52,22227.74,46165.31,xgboost_gradient,-4867.63,5002.65,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-19T15:21:57,2019-07-31T08:08:57,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,64375.19,6715.04,41.54,57605.78,19.56,99.966,81.193,4783.9,0.2,2.982,20,False,False,intermittent,84.47,80.33,7,0,0,0,gas_compressed_air,particulate_mild,46.84,58.64,1.513,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-06T09:15:41,8,33.26,33.26,4.127,12.796,3.101,2.617,,,59.14,36.7,,-2.1,38.81,46.02,15/13/11,116.5,0.341,19.0,4.8,,,,,86.78,34.856,90.38,64.68,,0.152,0.0094,36.3,0.9893,normal,-0.00213542,0.0001,False,fatigue_spalling,electrical_pitting,A_healthy,0.0011,0.0,1.0,,266.23,139.79,29324.74,26483.67,17214.38,35752.95,lstm_sequence,2841.07,3190.03,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-10T03:05:38,2018-10-31T08:22:36,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,52986.25,6715.04,43.11,57605.78,17.66,99.969,85.376,4783.9,0.2,7.121,20,False,False,intermittent,78.03,74.12,8,0,0,0,oil_hydraulic,particulate_mild,77.79,76.03,1.174,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-06T13:25:09,9,37.42,37.42,4.074,13.341,3.275,3.369,,,69.32,29.35,,-2.1,31.45,47.78,14/12/10,86.5,0.425,34.7,4.9,,,,,86.24,34.671,89.03,63.26,,1.103,0.0465,260.71,1.0,normal,0.00159612,0.0,False,fatigue_spalling,none,A_healthy,0.0013,0.0,1.0,,132.29,145.33,29320.58,27871.64,18116.56,37626.71,lstm_sequence,1448.94,1506.9,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-11-08T05:14:17,2018-12-19T16:18:40,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,31129.37,6715.04,41.55,57605.78,17.06,99.97,86.809,4783.9,0.2,7.983,20,False,False,intermittent,71.2,94.56,9,0,0,0,oil_hydraulic,none,77.75,47.59,3.938,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-06T17:34:37,9,41.58,41.58,4.144,10.482,2.53,2.684,,,57.42,36.66,,-2.1,38.76,45.51,14/12/10,122.1,0.32,65.0,8.2,,,,,84.8,35.178,89.01,66.69,,0.081,0.0262,16.27,0.9941,normal,-0.00051434,0.0057,False,fatigue_spalling,none,A_healthy,0.0014,0.0,1.0,,145.21,139.77,29316.42,30944.55,20113.96,41775.14,lstm_sequence,-1628.12,1641.74,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-11T09:51:02,2019-04-07T16:26:32,mixed,False,specialist,False,63.0,,,none,none,134300.7,6684748.26,21901.66,6715.04,36.84,57605.78,11.24,99.98,80.454,4783.9,0.2,2.811,20,False,False,intermittent,79.71,91.57,9,0,0,0,oil_process,particulate_mild,83.88,1.02,0.034,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-06T21:44:04,10,45.73,45.73,4.31,18.511,4.295,3.088,,,62.18,33.12,,-2.1,35.22,44.53,14/12/10,119.3,0.364,32.1,4.9,,,,,85.0,35.212,90.21,65.79,,0.233,0.0591,160.55,1.0,normal,0.00157949,0.0,False,fatigue_spalling,none,A_healthy,0.0016,0.0,1.0,,109.5,165.98,29312.27,23586.91,15331.49,31842.33,xgboost_gradient,5725.35,5976.77,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-08-11T07:11:25,2018-07-21T06:36:33,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,36547.32,6715.04,54.46,57605.78,6.39,99.989,89.685,4783.9,0.2,2.259,20,False,False,intermittent,77.73,91.93,10,0,0,0,steam,water_ingress,33.59,3.37,0.848,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-07T01:53:32,11,49.89,49.89,4.074,16.282,3.997,2.877,,,61.68,36.86,,-2.1,38.96,46.18,14/12/10,55.8,0.361,8.9,1.9,,,,,87.6,35.487,89.99,65.79,,0.254,0.0032,5.67,1.0,normal,0.0,0.0116,False,fatigue_spalling,none,A_healthy,0.0017,0.0018,1.0,,24.47,145.66,29308.11,31937.92,20759.65,43116.19,xgboost_gradient,-2629.81,2541.65,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-01T10:51:08,2019-05-13T05:07:27,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,29814.77,6715.04,52.06,57605.78,14.63,99.975,81.95,4783.9,0.2,4.001,20,False,False,intermittent,90.69,97.69,11,0,0,0,oil_hydraulic,none,55.05,2.53,1.378,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-07T06:03:00,12,54.05,54.05,3.822,10.01,2.619,3.032,,,59.05,36.86,,-2.1,38.96,48.12,13/11/9,71.2,0.406,15.4,2.3,,,,,85.17,33.7,90.61,67.06,,0.759,0.0309,46.71,1.0,normal,0.00213542,0.0319,False,fatigue_spalling,none,A_healthy,0.0018,0.0,1.0,,105.6,149.81,29303.95,32351.9,21028.73,43675.06,physics_informed_nn,-3047.95,3636.53,7176.0,0.0,0.0001,0.0015,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-10T05:59:57,2019-05-28T01:09:50,mixed,False,oem_certified,False,44.0,,,none,none,134300.7,6684748.26,22326.19,6715.04,33.2,57605.78,19.44,99.966,77.574,4783.9,0.2,6.514,20,False,False,intermittent,86.12,81.08,12,0,0,0,oil_process,particulate_severe,31.92,25.87,0.736,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-07T10:12:27,13,58.21,58.21,3.273,11.712,3.578,2.573,,,58.99,37.25,,-2.1,39.35,44.35,14/12/10,88.8,0.524,18.5,4.2,,,,,86.09,33.181,90.23,65.1,,0.145,0.0571,182.3,1.0,normal,0.0,0.0462,False,fatigue_spalling,none,A_healthy,0.002,0.0,1.0,,134.7,140.82,29299.79,24176.49,15714.72,32638.27,physics_informed_nn,5123.3,4143.68,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-08-24T02:27:17,2018-08-11T16:13:39,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,29487.81,6715.04,43.76,57605.78,17.14,99.97,81.822,4783.9,0.2,4.351,20,False,False,intermittent,101.39,82.39,13,0,0,0,water,none,54.13,72.9,3.894,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-07T14:21:55,14,62.37,62.37,4.163,12.474,2.996,2.326,,,57.22,31.68,,-2.1,33.78,48.29,13/11/9,80.4,0.692,6.8,1.6,,,,,86.39,34.345,88.38,63.52,,1.72,0.0199,39.74,1.0,normal,0.00117777,0.037,False,fatigue_spalling,none,A_healthy,0.0021,0.0,1.0,,98.27,161.26,29295.63,30703.79,19957.47,41450.12,xgboost_gradient,-1408.16,1129.18,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-07T06:15:43,2019-03-31T00:35:22,mixed,False,journeyman,False,29.0,,,none,none,134300.7,6684748.26,45499.75,6715.04,24.98,57605.78,19.41,99.966,84.207,4783.9,0.2,1.491,20,False,False,intermittent,75.22,77.31,14,0,0,0,oil_hydraulic,particulate_mild,23.3,28.88,1.736,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-07T18:31:23,15,66.52,66.52,3.805,16.322,4.29,3.374,,,64.2,36.01,,-2.1,38.11,48.7,13/11/9,58.6,0.4,7.9,0.8,,,,,86.83,34.371,90.38,65.76,,0.654,0.0196,200.67,0.9954,normal,-0.00091125,0.0309,False,fatigue_spalling,electrical_pitting,A_healthy,0.0023,0.0,1.0,,117.5,151.71,29291.48,31561.29,20514.84,42607.74,weibull_regression,-2269.81,2089.7,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-25T07:10:05,2019-04-30T13:37:11,mixed,False,journeyman,False,14.0,,,none,none,134300.7,6684748.26,44022.4,6715.04,41.21,57605.78,14.64,99.975,84.631,4783.9,0.2,6.696,20,False,False,intermittent,90.2,72.19,15,0,0,0,oil_process,chemical_contamination,44.63,7.78,8.515,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-07T22:40:51,16,70.68,70.68,3.713,13.914,3.747,3.539,,,59.91,39.53,,-2.1,41.64,47.01,13/11/9,106.7,0.341,76.0,17.7,,,,,85.83,34.325,90.65,63.61,,0.127,0.0815,46.6,0.9911,normal,-0.0017754,0.0,False,fatigue_spalling,none,A_healthy,0.0024,0.0184,1.0,,110.47,156.14,29287.32,26934.99,17507.75,36362.24,xgboost_gradient,2352.33,2937.78,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-21T02:10:39,2018-11-17T21:25:31,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,24566.53,6715.04,45.78,57605.78,24.47,99.958,86.231,4783.9,0.2,7.554,20,False,False,intermittent,92.62,87.26,16,0,0,0,water,none,52.65,85.48,6.662,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-08T02:50:18,17,74.84,74.84,4.157,16.0,3.849,3.153,,,53.45,32.28,,-2.1,34.38,45.99,14/12/10,131.2,0.317,69.1,16.9,,,,,87.15,35.527,90.09,66.4,,2.01,0.1212,236.2,1.0,normal,0.0,0.0015,False,fatigue_spalling,none,A_healthy,0.0025,0.0004,1.0,,23.63,170.19,29283.16,26550.81,17258.03,35843.6,lstm_sequence,2732.35,3179.67,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-13T06:14:44,2018-11-04T11:01:49,mixed,False,oem_certified,True,,,,none,none,134300.7,6684748.26,59591.93,6715.04,60.0,57605.78,8.87,99.985,85.11,4783.9,0.2,3.45,20,False,False,intermittent,84.01,80.41,17,0,0,0,oil_process,none,64.47,150.55,0.001,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-08T06:59:46,18,79.0,79.0,4.039,16.195,4.01,2.732,,,56.96,34.03,,-2.1,36.14,46.52,13/11/9,89.0,0.35,24.0,3.2,,,,,84.86,35.629,90.22,61.77,,1.056,0.0468,106.04,1.0,normal,0.0,0.0234,False,fatigue_spalling,none,A_healthy,0.0027,0.0179,1.0,,194.53,152.31,29279.0,25455.81,16546.28,34365.34,particle_filter,3823.2,4696.78,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-20T14:54:00,2018-09-26T20:25:58,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,32520.27,6715.04,47.35,57605.78,15.39,99.973,78.395,4783.9,0.2,3.614,20,False,False,intermittent,86.78,81.05,18,0,0,0,oil_process,particulate_mild,88.52,47.46,1.417,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-08T11:09:14,19,83.15,83.15,3.846,12.68,3.297,2.885,,,58.98,37.9,,-2.1,40.0,47.13,14/12/10,269.2,0.415,10.2,2.1,,,,,85.0,33.485,88.96,66.21,,0.388,0.0074,17.41,0.9908,normal,-0.00183754,0.0681,False,fatigue_spalling,none,A_healthy,0.0028,0.0,1.0,,348.36,152.59,29274.85,34600.23,22490.15,46710.31,particle_filter,-5325.39,5504.85,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-30T07:16:10,2019-08-16T21:21:01,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,53217.72,6715.04,29.21,57605.78,40.3,99.93,88.669,4783.9,0.2,2.355,20,False,False,intermittent,77.59,97.8,19,0,0,0,water,particulate_mild,28.77,11.22,0.047,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-08T15:18:41,20,87.31,87.31,4.113,18.018,4.38,3.182,,,63.51,41.35,,-2.1,43.45,46.76,13/11/9,122.5,0.38,9.5,2.4,,,,,86.98,35.031,90.0,68.04,,0.431,0.0175,6.26,1.0,normal,0.00091125,0.0655,False,fatigue_spalling,none,A_healthy,0.003,0.0,1.0,,239.56,150.38,29270.69,30521.96,19839.28,41204.65,weibull_regression,-1251.28,1274.94,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-04T12:17:37,2019-03-25T14:58:53,mixed,False,master_technician,False,49.0,,,none,none,134300.7,6684748.26,64642.37,6715.04,33.47,57605.78,3.65,99.99,85.273,4783.9,0.2,6.933,20,False,False,intermittent,102.91,84.84,20,0,0,0,gas_compressed_air,water_ingress,83.98,57.76,4.19,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-08T19:28:09,21,91.47,91.47,4.076,12.795,3.14,2.403,,,59.96,32.3,,-2.1,34.41,47.09,13/11/9,87.3,0.339,21.9,3.7,,,,,88.9,36.809,90.26,63.51,,0.285,0.0434,72.42,0.9969,normal,0.00114581,0.003,False,fatigue_spalling,none,A_healthy,0.0031,0.0093,1.0,,304.46,153.43,29266.53,26439.36,17185.59,35693.14,physics_informed_nn,2827.17,2320.3,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-11T15:09:02,2018-11-01T04:55:40,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,40727.72,6715.04,27.34,57605.78,10.55,99.982,86.757,4783.9,0.2,7.827,20,False,False,intermittent,84.71,76.1,21,0,0,0,oil_process,water_ingress,49.8,84.99,3.526,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-08T23:37:37,22,95.63,95.63,3.514,10.054,2.861,2.762,,,62.73,37.22,,-2.1,39.32,44.75,13/11/9,52.6,0.357,37.7,7.7,,,,,86.28,34.992,88.37,66.64,,0.277,0.146,53.25,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0033,0.0076,1.0,,199.19,149.42,29262.37,32274.33,20978.32,43570.35,xgboost_gradient,-3011.96,2949.81,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-10T08:47:40,2019-05-27T00:48:42,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,56161.61,6715.04,31.98,57605.78,8.15,99.986,88.044,4783.9,0.2,3.929,20,False,False,intermittent,96.59,75.0,22,0,0,0,oil_process,none,62.58,3.43,0.826,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-09T03:47:05,23,99.78,99.78,4.275,12.968,3.033,2.918,,,53.19,35.82,,-2.1,37.93,45.83,12/10/8,76.4,0.434,17.7,1.9,,,,,86.84,34.85,90.42,65.56,,0.393,0.0619,7.75,0.9933,normal,-0.00134683,0.0724,False,fatigue_spalling,none,A_healthy,0.0034,0.0,1.0,,79.36,161.04,29258.22,35110.23,22821.65,47398.81,lstm_sequence,-5852.01,5939.81,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-10T14:53:52,2019-09-04T15:28:38,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,30951.38,6715.04,22.76,57605.78,6.47,99.989,84.21,4783.9,0.2,3.331,20,False,False,intermittent,83.97,80.06,23,0,0,0,oil_process,none,46.39,74.24,0.677,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-09T07:56:32,24,103.94,103.94,4.441,16.858,3.796,3.196,,,64.1,30.84,,-2.1,32.95,46.01,13/11/9,104.6,0.319,20.5,5.9,,,,,86.58,33.689,87.86,66.55,,0.929,0.092,83.8,0.9948,normal,0.00079263,0.0,False,fatigue_spalling,none,A_healthy,0.0035,0.0084,1.0,,378.97,145.53,29254.06,35608.88,23145.77,48071.99,physics_informed_nn,-6354.83,7016.74,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-21T04:23:04,2019-09-22T11:29:38,mixed,False,specialist,False,70.0,,,none,none,134300.7,6684748.26,60429.77,6715.04,34.21,57605.78,19.05,99.967,82.43,4783.9,0.2,5.807,20,False,False,intermittent,72.46,94.06,24,0,0,0,oil_hydraulic,none,36.01,15.9,3.84,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-09T12:06:00,25,108.1,108.1,3.923,14.602,3.722,2.271,,,58.82,29.4,,-2.1,31.5,46.18,12/10/8,89.5,0.464,36.2,8.3,,,,,85.81,34.31,89.97,64.02,,1.903,0.0251,43.69,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0037,0.0,1.0,,237.17,136.08,29249.9,32165.58,20907.63,43423.54,particle_filter,-2915.68,3735.67,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-08T14:53:31,2019-05-23T16:50:47,mixed,False,master_technician,False,81.0,,,none,none,134300.7,6684748.26,24319.9,6715.04,56.24,57605.78,12.96,99.978,83.881,4783.9,0.2,7.938,20,False,False,intermittent,86.22,85.34,25,0,0,0,gas_compressed_air,none,35.01,2.25,0.25,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-09T16:15:28,26,112.26,112.26,4.115,10.354,2.516,3.084,,,56.96,38.04,,-2.1,40.15,42.63,12/10/8,65.4,0.478,9.1,2.7,,,,,86.54,34.771,89.44,67.18,,0.476,0.0083,69.16,1.0,normal,0.00062959,0.0573,False,fatigue_spalling,none,A_healthy,0.0038,0.0,1.0,,110.25,151.79,29245.74,25138.71,16340.16,33937.26,lstm_sequence,4107.03,3765.52,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-15T09:36:52,2018-09-17T00:09:50,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,52933.9,6715.04,57.86,57605.78,9.01,99.984,91.569,4783.9,0.2,4.965,20,False,False,intermittent,98.42,69.75,26,0,0,0,oil_process,none,73.36,48.09,0.759,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-09T20:24:55,27,116.42,116.42,3.973,13.046,3.284,3.386,,,58.29,29.78,,-2.1,31.89,45.18,13/11/9,157.9,0.514,21.2,4.7,,,,,87.06,33.329,88.34,65.15,,0.547,0.0086,20.81,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.004,0.0234,1.0,,127.82,157.97,29241.58,24093.1,15660.52,32525.69,lstm_sequence,5148.48,6448.55,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-08-24T18:58:00,2018-08-11T03:33:09,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,57322.51,6715.04,37.57,57605.78,8.34,99.986,89.374,4783.9,0.2,2.728,20,False,False,intermittent,77.15,86.44,27,0,0,0,oil_hydraulic,none,73.55,7.55,0.811,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-10T00:34:23,28,120.57,120.57,4.365,12.655,2.899,3.36,,,60.14,30.87,,-2.1,32.97,43.13,13/11/9,89.1,0.456,27.1,6.2,,,,,86.62,34.616,89.86,63.21,,0.907,0.0264,36.43,1.0,normal,0.00134683,0.0107,False,fatigue_spalling,none,A_healthy,0.0041,0.0,1.0,,10.45,143.28,29237.43,27242.75,17707.79,36777.72,weibull_regression,1994.67,2526.1,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-29T13:56:58,2018-11-30T20:54:47,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,43372.88,6715.04,49.63,57605.78,7.96,99.986,84.186,4783.9,0.2,7.606,20,False,False,intermittent,73.36,88.0,28,0,0,0,gas_compressed_air,none,58.19,25.03,0.408,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-10T04:43:51,29,124.73,124.73,4.31,17.924,4.158,3.009,,,60.34,34.65,,-2.1,36.76,46.62,13/11/9,103.4,0.351,36.6,5.1,,,,,85.9,35.943,88.76,64.8,,0.682,0.2299,41.03,0.9939,normal,-0.00018261,0.064,False,fatigue_spalling,none,A_healthy,0.0042,0.0,1.0,,231.82,166.21,29233.27,26549.28,17257.04,35841.53,particle_filter,2683.98,3389.45,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-15T07:22:24,2018-11-06T11:37:22,mixed,False,journeyman,False,55.0,,,none,none,134300.7,6684748.26,24870.49,6715.04,46.64,57605.78,12.53,99.978,87.823,4783.9,0.2,6.941,20,False,False,intermittent,96.68,88.96,29,0,0,0,oil_process,none,87.73,19.73,0.995,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-10T08:53:18,30,128.89,128.89,3.91,17.34,4.434,2.516,,,55.35,30.31,,-2.1,32.41,46.57,14/12/10,51.9,0.405,17.9,5.2,,,,,85.52,35.633,90.96,65.12,,0.426,0.0202,76.96,0.9993,normal,-0.00014483,0.0398,False,fatigue_spalling,none,A_healthy,0.0044,0.0111,1.0,,233.6,154.37,29229.11,25864.62,16812.01,34917.24,particle_filter,3364.49,3769.28,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-01T05:12:03,2018-10-13T09:49:10,mixed,False,apprentice,False,84.0,,,none,none,134300.7,6684748.26,26205.43,6715.04,50.69,57605.78,13.86,99.976,84.908,4783.9,0.2,7.088,20,False,False,intermittent,81.71,83.83,30,0,0,0,gas_compressed_air,particulate_severe,67.21,25.39,4.345,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-10T13:02:46,31,133.05,133.05,3.595,14.71,4.092,3.071,,,57.41,33.61,,-2.1,35.71,48.66,13/11/9,104.6,0.353,38.1,6.1,,,,,83.99,32.889,90.76,67.79,,0.258,0.1179,40.17,1.0,normal,0.0,0.0788,False,fatigue_spalling,none,A_healthy,0.0045,0.0,1.0,,106.79,141.42,29224.95,34894.29,22681.29,47107.29,physics_informed_nn,-5669.34,4681.85,7176.0,0.0,0.0001,0.0016,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-07T12:11:27,2019-08-29T09:11:31,mixed,False,apprentice,False,63.0,,,none,none,134300.7,6684748.26,44196.21,6715.04,25.8,57605.78,10.78,99.981,92.075,4783.9,0.2,2.724,20,False,False,intermittent,86.87,81.73,31,0,0,0,none,none,67.52,80.3,2.425,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-10T17:12:14,32,137.2,137.2,3.75,13.209,3.522,2.688,,,55.25,34.09,,-2.1,36.2,44.96,14/12/10,65.4,0.324,9.8,1.1,,,,,85.66,35.782,90.55,65.96,,0.029,0.0347,76.83,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0047,0.0,1.0,,138.76,141.33,29220.8,31999.23,20799.5,43198.96,kalman_filter,-2778.43,2669.35,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-06T08:49:09,2019-05-19T00:33:00,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,33319.65,6715.04,50.6,57605.78,8.32,99.986,88.95,4783.9,0.2,2.47,20,False,False,intermittent,80.91,82.55,32,0,0,0,oil_process,particulate_mild,65.17,1.76,0.834,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-10T21:21:42,33,141.36,141.36,4.201,15.426,3.672,3.1,,,59.82,36.02,,-2.1,38.12,46.83,13/11/9,84.5,0.329,11.0,1.7,,,,,85.66,34.386,89.29,68.24,,0.231,0.0494,244.67,1.0,normal,0.0,0.003,False,fatigue_spalling,none,A_healthy,0.0048,0.0,1.0,,78.44,135.16,29216.64,34705.56,22558.62,46852.51,particle_filter,-5488.93,6039.06,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-03T22:08:38,2019-08-23T01:05:29,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,48505.07,6715.04,29.01,57605.78,4.16,99.99,83.826,4783.9,0.2,4.081,20,False,False,intermittent,91.21,84.25,33,0,0,0,gas_compressed_air,none,52.72,15.52,0.275,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-11T01:31:09,34,145.52,145.52,4.046,10.178,2.516,2.963,,,65.89,35.57,,-2.1,37.67,44.59,14/12/10,62.7,0.359,42.6,6.6,,,,,85.98,35.168,90.62,64.71,,0.657,0.0089,199.37,1.0,normal,0.00122753,0.0,False,fatigue_spalling,none,A_healthy,0.005,0.0,1.0,,179.08,149.3,29212.48,31673.86,20588.01,42759.71,weibull_regression,-2461.38,2956.72,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-30T22:26:51,2019-05-07T20:17:50,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,32644.73,6715.04,20.96,57605.78,9.34,99.984,82.767,4783.9,0.2,5.165,20,False,False,intermittent,84.02,79.55,34,0,0,0,steam,none,26.71,129.64,0.588,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-11T05:40:37,36,149.68,149.68,4.013,14.991,3.735,2.884,,,60.87,40.56,,-2.1,42.66,47.84,15/13/11,104.2,0.349,10.1,2.0,,,,,85.18,32.67,89.63,65.93,,1.262,0.0044,160.47,0.9937,normal,-0.00110591,0.0676,False,fatigue_spalling,none,A_healthy,0.0051,0.0,1.0,,86.88,165.33,29208.32,32199.04,20929.38,43468.71,xgboost_gradient,-2990.72,2523.29,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-11T01:11:57,2019-05-26T14:51:52,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,20816.4,6715.04,59.51,57605.78,25.0,99.957,81.986,4783.9,0.2,2.64,20,False,False,intermittent,89.6,79.12,36,0,0,0,none,chemical_contamination,68.64,70.85,2.672,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-11T09:50:05,37,153.83,153.83,3.654,9.74,2.666,2.867,,,57.16,37.29,,-2.1,39.39,44.8,14/12/10,80.7,0.555,39.9,7.7,,,,,84.88,32.74,89.09,64.38,,0.399,0.0592,108.9,0.9858,normal,-0.00283434,0.0978,False,fatigue_spalling,none,A_healthy,0.0052,0.0,1.0,,186.69,150.29,29204.17,31647.67,20570.99,42724.36,lstm_sequence,-2443.51,2117.42,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-30T17:40:17,2019-05-07T06:21:26,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,61947.62,6715.04,56.48,57605.78,18.36,99.968,85.352,4783.9,0.2,6.4,20,False,False,intermittent,81.47,89.31,37,0,0,0,gas_compressed_air,chemical_contamination,50.7,41.29,1.144,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-11T13:59:32,38,157.99,157.99,4.067,10.326,2.539,2.804,,,61.43,29.63,,-2.1,31.73,44.9,14/12/10,105.5,0.39,12.2,3.4,,,,,85.53,34.51,89.89,64.51,,0.03,0.0766,16.52,1.0,normal,0.0,0.0232,False,fatigue_spalling,none,A_healthy,0.0054,0.0,1.0,,24.93,168.69,29200.01,26137.7,16989.5,35285.89,weibull_regression,3062.31,3117.43,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-08T02:50:26,2018-10-24T07:02:03,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,41493.97,6715.04,33.49,57605.78,22.82,99.96,78.743,4783.9,0.2,7.97,20,False,False,intermittent,77.44,86.68,38,0,0,0,gas_compressed_air,particulate_mild,31.5,20.16,3.821,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-11T18:09:00,39,162.15,162.15,4.09,12.474,3.05,2.717,,,62.14,34.44,,-2.1,36.55,43.98,13/11/9,98.3,0.353,7.0,1.0,,,,,85.11,32.399,90.71,67.46,,0.382,0.2575,62.1,0.9975,normal,-0.00050015,0.0442,False,fatigue_spalling,none,A_healthy,0.0055,0.0094,1.0,,97.15,172.34,29195.85,24999.85,16249.9,33749.8,lstm_sequence,4196.0,4626.78,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-14T14:04:34,2018-09-14T04:01:28,mixed,False,journeyman,False,32.0,,,none,none,134300.7,6684748.26,48042.78,6715.04,49.07,57605.78,5.7,99.99,78.506,4783.9,0.2,2.716,20,False,False,intermittent,94.6,78.32,39,0,0,0,gas_compressed_air,none,78.06,34.25,0.558,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-11T22:18:28,40,166.31,166.31,3.969,17.488,4.406,2.949,,,60.06,39.0,,-2.1,41.1,47.7,13/11/9,94.1,0.381,27.2,5.8,,,,,85.66,34.337,88.38,65.47,,0.378,0.1054,65.4,0.9949,normal,-0.00102323,0.0303,False,fatigue_spalling,none,A_healthy,0.0057,0.0,1.0,,274.91,151.35,29191.69,30681.44,19942.93,41419.94,particle_filter,-1489.74,1689.71,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-11T03:01:31,2019-04-03T13:31:39,mixed,False,specialist,False,21.0,,,none,none,134300.7,6684748.26,50480.71,6715.04,36.12,57605.78,20.17,99.965,87.845,4783.9,0.2,4.155,20,False,False,intermittent,106.02,71.33,40,0,0,0,water,particulate_mild,36.39,26.57,0.045,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-12T02:27:56,41,170.47,170.47,4.033,14.56,3.611,3.402,,,58.35,34.53,,-2.1,36.64,47.17,12/10/8,85.9,0.46,21.1,2.2,,,,,84.65,34.844,89.38,65.46,,0.65,0.0152,187.82,0.99,normal,-0.00074577,0.0262,False,fatigue_spalling,none,A_healthy,0.0058,0.0154,1.0,,456.63,154.36,29187.53,33725.96,21921.87,45530.05,physics_informed_nn,-4538.43,3885.85,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-15T17:26:46,2019-07-20T13:31:57,mixed,False,journeyman,False,83.0,,,none,none,134300.7,6684748.26,37121.7,6715.04,21.2,57605.78,6.92,99.988,85.669,4783.9,0.2,3.704,20,False,False,intermittent,92.1,83.04,41,0,0,0,steam,particulate_mild,87.54,164.0,1.825,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-12T06:37:23,42,174.62,174.62,4.244,10.706,2.522,2.56,,,58.16,29.9,,-2.1,32.01,44.88,13/11/9,53.8,0.51,16.2,2.6,,,,,86.39,35.591,90.12,65.49,,0.206,0.0496,169.82,1.0,normal,0.00283434,0.0328,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0059,0.0048,1.0,,28.77,143.11,29183.38,31298.36,20343.94,42252.79,xgboost_gradient,-2114.99,2143.0,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-24T07:48:20,2019-04-25T18:14:00,mixed,False,oem_certified,True,,,,none,none,134300.7,6684748.26,38448.22,6715.04,38.59,57605.78,11.4,99.98,87.315,4783.9,0.2,3.113,20,False,False,intermittent,77.67,80.06,42,0,0,0,oil_process,particulate_mild,48.65,21.17,1.7,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-12T10:46:51,43,178.78,178.78,3.907,10.748,2.751,2.769,,,58.51,31.88,,-2.1,33.98,47.02,13/11/9,57.0,0.445,19.6,2.7,,,,,85.84,34.777,88.78,69.77,,0.121,0.0109,3.33,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0061,0.0,1.0,,168.73,155.62,29179.22,31224.28,20295.78,42152.78,lstm_sequence,-2045.06,2381.01,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-22T22:55:19,2019-04-23T07:25:14,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,41510.18,6715.04,42.23,57605.78,7.84,99.986,86.318,4783.9,0.2,1.931,20,False,False,intermittent,79.89,94.27,43,0,0,1,oil_process,none,22.52,169.31,2.739,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-12T14:56:19,44,182.94,182.94,4.363,17.659,4.047,3.146,,,53.14,26.6,,-2.1,28.7,43.69,14/12/10,63.8,0.386,50.4,8.5,,,,,85.47,35.424,89.83,62.25,,0.014,0.0116,70.66,0.9989,normal,0.00028031,0.0,False,fatigue_spalling,erosion,A_healthy,0.0062,0.0004,1.0,,50.01,165.0,29175.06,26142.88,16992.87,35292.89,kalman_filter,3032.18,3573.0,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-09T06:22:48,2018-10-25T12:23:20,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,25305.64,6715.04,47.64,57605.78,10.42,99.982,81.6,4783.9,0.2,3.062,20,False,False,intermittent,74.74,88.66,44,0,0,0,steam,water_ingress,25.0,23.37,1.105,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-12T19:05:46,45,187.1,187.1,3.87,14.365,3.712,2.505,,,61.39,31.7,,-2.1,33.8,45.79,13/11/9,179.9,0.367,60.9,11.6,,,,,85.99,35.94,90.43,61.76,,0.154,0.0229,5.23,1.0,normal,0.00102323,0.0031,False,fatigue_spalling,none,A_healthy,0.0064,0.0,1.0,,129.1,131.75,29170.9,27932.25,18155.96,37708.54,xgboost_gradient,1238.65,1005.97,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-11-15T17:13:23,2018-12-28T01:30:43,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,28297.94,6715.04,46.63,57605.78,9.4,99.984,87.01,4783.9,0.2,5.567,20,False,False,intermittent,69.27,82.91,45,0,0,1,water,none,28.44,37.28,4.888,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-12T23:15:14,46,191.25,191.25,4.817,19.597,4.068,2.896,,,57.33,36.32,,-2.1,38.43,44.84,14/12/10,93.0,0.348,14.2,2.3,,,,,86.42,35.511,89.19,64.77,,0.778,0.0514,12.39,0.9969,normal,0.00138397,0.0826,False,fatigue_spalling,none,A_healthy,0.0065,0.0,1.0,,141.79,162.49,29166.75,34837.73,22644.52,47030.93,physics_informed_nn,-5670.98,6809.8,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-08T18:07:00,2019-08-29T19:19:14,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,45126.17,6715.04,38.07,57605.78,38.31,99.934,81.82,4783.9,0.2,7.748,20,False,False,intermittent,99.07,82.64,46,0,0,0,water,particulate_mild,29.57,4.46,1.345,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-13T03:24:42,47,195.41,195.41,3.924,17.806,4.537,2.588,,,62.48,37.59,,-2.1,39.69,46.16,13/11/9,64.0,0.643,19.5,4.4,,,,,86.38,35.233,90.3,69.21,,0.088,0.0437,103.98,0.9908,normal,-0.00183596,0.0588,False,fatigue_spalling,none,A_healthy,0.0067,0.0096,1.0,,161.32,145.98,29162.59,31005.3,20153.44,41857.15,physics_informed_nn,-1842.71,1963.68,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-19T02:03:42,2019-04-16T05:55:00,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,63487.97,6715.04,21.04,57605.78,16.59,99.971,89.324,4783.9,0.2,6.857,20,False,False,intermittent,94.99,91.31,47,0,0,0,oil_hydraulic,none,34.79,51.06,1.847,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-13T07:34:10,48,199.57,199.57,4.228,15.66,3.704,2.43,,,58.7,31.83,,-2.1,33.93,46.85,13/11/9,70.4,0.385,8.4,1.7,,,,,85.09,33.535,89.74,64.7,,1.708,0.043,94.47,0.9871,normal,-0.00257794,0.0,False,fatigue_spalling,none,A_healthy,0.0068,0.0258,1.0,,210.39,147.89,29158.43,25611.71,16647.61,34575.8,xgboost_gradient,3546.73,3694.65,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-28T21:25:19,2018-10-07T09:31:08,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,25303.32,6715.04,25.44,57605.78,19.76,99.966,77.619,4783.9,0.2,7.078,20,False,False,intermittent,81.81,84.7,48,0,0,0,steam,chemical_contamination,45.62,10.27,4.264,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-13T11:43:37,49,203.73,203.73,4.314,16.279,3.774,2.901,,,63.15,35.62,,-2.1,37.72,47.05,14/12/10,65.9,0.413,8.0,1.2,,,,,84.94,35.615,87.4,63.85,,2.003,0.0101,102.36,0.9953,normal,-0.00071746,0.0354,False,fatigue_spalling,none,A_healthy,0.0069,0.0,1.0,,331.09,151.1,29154.27,27639.32,17965.56,37313.08,particle_filter,1514.95,1402.22,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-11-10T07:23:15,2018-12-18T09:09:00,mixed,False,specialist,False,55.0,,,none,none,134300.7,6684748.26,46534.54,6715.04,38.94,57605.78,7.6,99.987,77.95,4783.9,0.2,5.463,20,False,False,intermittent,77.94,88.08,49,0,0,0,oil_hydraulic,particulate_severe,36.49,64.65,6.925,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-13T15:53:05,50,207.88,207.88,4.647,15.168,3.264,2.711,,,61.05,38.35,,-2.1,40.45,43.66,13/11/9,349.2,0.627,11.9,3.1,,,,,85.18,34.002,89.9,62.49,,0.483,0.1058,237.7,1.0,normal,0.0,0.0545,False,fatigue_spalling,none,A_healthy,0.0071,0.0121,1.0,,47.46,143.27,29150.12,26172.97,17012.43,35333.51,xgboost_gradient,2977.14,3708.01,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-10T22:22:14,2018-10-27T14:54:38,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,32986.48,6715.04,53.37,57605.78,15.01,99.974,91.77,4783.9,0.2,2.524,20,False,False,intermittent,88.76,89.57,50,0,0,0,steam,none,46.34,10.39,0.327,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-13T20:02:33,51,212.04,212.04,3.817,15.814,4.143,2.74,,,58.24,35.89,,-2.1,37.99,47.63,13/11/9,67.1,0.383,23.4,5.5,,,,,86.32,33.672,88.49,65.65,,1.098,0.0109,27.42,0.986,normal,-0.00218771,0.0,False,fatigue_spalling,none,A_healthy,0.0072,0.0168,1.0,,433.92,149.28,29145.96,25553.09,16609.51,34496.68,lstm_sequence,3592.86,3509.45,7176.0,0.0,0.0001,0.0017,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-28T04:35:21,2018-10-05T20:10:19,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,56090.83,6715.04,34.4,57605.78,23.81,99.959,89.444,4783.9,0.2,3.625,20,False,False,intermittent,78.68,82.66,51,0,0,0,oil_process,none,72.16,22.38,2.764,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-14T00:12:00,52,216.2,216.2,3.766,16.113,4.278,3.063,,,57.22,33.4,,-2.1,35.5,47.29,13/11/9,63.3,0.409,42.8,10.3,,,,,84.58,33.468,89.21,64.5,,0.418,0.0117,122.75,0.996,normal,0.00104352,0.0,False,fatigue_spalling,contamination,A_healthy,0.0074,0.0,1.0,,123.17,139.22,29141.8,27436.78,17833.91,37039.66,lstm_sequence,1705.01,1674.84,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-11-06T14:35:33,2018-12-11T17:28:02,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,43770.87,6715.04,33.16,57605.78,5.87,99.99,81.585,4783.9,0.2,4.712,20,False,False,intermittent,78.62,70.88,52,0,0,0,oil_process,none,72.91,47.2,2.282,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-14T04:21:28,53,220.36,220.36,3.884,11.18,2.879,2.561,,,62.8,31.14,,-2.1,33.24,47.98,13/11/9,144.9,0.434,79.9,11.9,,,,,86.37,34.627,89.42,66.44,,0.941,0.0936,720.58,0.9991,normal,0.0024016,0.0313,False,fatigue_spalling,none,A_healthy,0.0075,0.0151,1.0,,36.72,147.65,29137.64,35538.62,23100.1,47977.13,lstm_sequence,-6400.98,7345.88,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-24T13:40:01,2019-09-24T20:11:00,mixed,False,specialist,False,58.0,,,none,none,134300.7,6684748.26,24922.52,6715.04,21.49,57605.78,13.04,99.977,84.243,4783.9,0.2,6.646,20,False,False,intermittent,71.99,84.21,53,0,0,0,water,particulate_mild,36.62,58.46,0.587,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-14T08:30:56,54,224.52,224.52,4.232,12.476,2.948,2.435,,,63.6,33.33,,-2.1,35.43,45.25,13/11/9,62.5,0.649,9.5,1.8,,,,,87.46,33.636,89.69,65.82,,0.238,0.0158,83.04,0.9921,normal,-0.0006421,0.056,False,fatigue_spalling,none,A_healthy,0.0076,0.008,1.0,,246.14,140.06,29133.48,24901.25,16185.81,33616.69,xgboost_gradient,4232.23,3854.53,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-15T03:08:25,2018-09-13T06:34:40,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,65275.62,6715.04,45.8,57605.78,14.61,99.975,81.576,4783.9,0.2,2.207,20,False,False,intermittent,82.9,95.47,54,0,0,0,none,particulate_mild,23.46,232.03,4.326,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-14T12:40:24,55,228.67,228.67,4.217,12.662,3.002,2.696,,,58.11,35.25,,-2.1,37.36,45.56,13/11/9,51.3,0.479,12.6,2.5,,,,,85.16,32.513,91.92,63.64,,0.571,0.1003,19.85,1.0,normal,0.0,0.0456,False,fatigue_spalling,none,A_healthy,0.0078,0.0,1.0,,206.51,148.21,29129.33,35609.69,23146.3,48073.08,lstm_sequence,-6480.36,6671.94,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-26T09:31:08,2019-09-27T16:54:38,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,64159.78,6715.04,45.48,57605.78,11.83,99.979,80.891,4783.9,0.2,4.573,20,False,False,intermittent,98.04,98.62,55,0,0,1,oil_process,particulate_severe,78.36,107.25,0.492,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-14T16:49:51,56,232.83,232.83,3.653,14.92,4.085,2.858,,,55.74,35.23,,-2.1,37.33,48.69,14/12/10,55.7,0.343,8.8,2.2,,,,,86.63,36.189,90.47,62.07,,0.381,0.0715,133.64,1.0,normal,0.00280025,0.0493,False,fatigue_spalling,none,A_healthy,0.0079,0.0073,1.0,,87.32,174.18,29125.17,31312.9,20353.39,42272.42,kalman_filter,-2187.73,2251.51,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-27T01:16:55,2019-04-28T16:47:51,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,30654.73,6715.04,52.33,57605.78,14.55,99.975,83.768,4783.9,0.2,1.238,20,False,False,intermittent,92.36,75.32,56,0,0,0,water,none,83.66,29.83,0.867,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-14T20:59:19,57,236.99,236.99,4.542,20.265,4.462,2.523,,,61.4,36.78,,-2.1,38.89,44.87,13/11/9,133.1,0.42,17.2,4.0,,,,,86.98,33.939,90.13,65.7,,0.452,0.1023,317.46,0.986,normal,-0.00201586,0.0994,False,fatigue_spalling,none,A_healthy,0.0081,0.0003,1.0,,389.06,144.97,29121.01,26644.3,17318.79,35969.8,weibull_regression,2476.71,2494.42,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-21T23:08:17,2018-11-14T12:38:33,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,24258.77,6715.04,34.7,57605.78,9.47,99.984,85.828,4783.9,0.2,4.441,20,False,False,intermittent,81.97,83.6,57,0,0,0,oil_process,none,43.18,57.33,1.339,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-15T01:08:47,58,241.15,241.15,3.621,14.614,4.036,2.865,,,58.64,32.67,,-2.1,34.77,46.12,15/13/11,75.0,0.411,19.3,3.4,,,,,86.36,34.401,89.7,63.24,,0.31,0.0436,33.01,0.9935,normal,-0.00112153,0.0,False,fatigue_spalling,none,A_healthy,0.0082,0.0139,1.0,,86.09,159.06,29116.85,33655.09,21875.81,45434.37,physics_informed_nn,-4538.24,4327.64,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-17T04:41:30,2019-07-20T23:58:25,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,55448.7,6715.04,31.01,57605.78,6.4,99.989,81.114,4783.9,0.2,7.153,20,False,False,intermittent,95.02,81.28,58,0,0,0,steam,particulate_severe,50.84,39.9,2.636,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-15T05:18:14,59,245.3,245.3,3.51,12.689,3.615,2.882,,,57.35,36.65,,-2.1,38.75,49.31,14/12/10,116.8,0.496,28.1,4.4,,,,,86.71,35.762,88.81,66.73,,0.079,0.0017,85.98,0.9993,normal,0.00142967,0.0,False,fatigue_spalling,none,A_healthy,0.0084,0.0,1.0,,19.48,174.09,29112.7,34928.11,22703.27,47152.94,particle_filter,-5815.41,6946.42,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-12T21:21:26,2019-09-04T06:11:41,mixed,False,specialist,False,52.0,,,none,none,134300.7,6684748.26,20379.17,6715.04,26.5,57605.78,13.97,99.976,87.43,4783.9,0.2,5.592,20,False,False,intermittent,85.99,78.94,59,0,0,0,oil_process,none,32.71,3.89,0.171,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-15T09:27:42,60,249.46,249.46,4.116,11.08,2.692,3.163,,,58.37,32.97,,-2.1,35.07,43.41,13/11/9,70.7,0.351,26.3,6.6,,,,,87.3,34.985,90.61,67.09,,1.091,0.0038,200.79,0.9897,normal,-0.00205148,0.0181,False,fatigue_spalling,none,A_healthy,0.0085,0.0001,1.0,,128.12,149.65,29108.54,32193.53,20925.79,43461.26,weibull_regression,-3084.99,3892.32,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-15T02:13:35,2019-05-30T13:57:43,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,52716.35,6715.04,38.15,57605.78,24.43,99.958,92.131,4783.9,0.2,7.297,20,False,False,intermittent,78.98,69.02,60,0,0,0,gas_compressed_air,particulate_mild,34.87,4.95,1.832,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-15T13:37:10,61,253.62,253.62,3.944,12.743,3.231,2.302,,,60.83,33.1,,-2.1,35.21,46.99,14/12/10,51.2,0.305,11.6,1.8,,,,,86.07,35.771,89.75,65.32,,0.509,0.0353,377.8,1.0,normal,0.0,0.0659,False,fatigue_spalling,none,A_healthy,0.0086,0.026,1.0,,1.54,155.1,29104.38,33382.89,21698.88,45066.9,physics_informed_nn,-4278.51,3903.99,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-12T01:03:44,2019-07-11T21:04:20,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,27868.17,6715.04,38.61,57605.78,24.52,99.957,84.119,4783.9,0.2,7.808,20,False,False,intermittent,87.92,86.06,61,0,0,0,gas_compressed_air,particulate_mild,23.52,7.91,1.455,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-15T17:46:37,62,257.78,257.78,3.574,15.846,4.434,2.586,,,58.11,38.13,,-2.1,40.23,46.07,13/11/9,126.1,0.421,17.2,4.6,,,,,85.3,32.744,89.21,62.71,,0.401,0.1985,13.65,1.0,normal,0.00280831,0.0565,False,fatigue_spalling,none,A_healthy,0.0088,0.0,1.0,,310.96,157.85,29100.22,33535.56,21798.11,45273.0,physics_informed_nn,-4435.33,4483.67,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-15T09:33:19,2019-07-17T11:00:01,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,66583.6,6715.04,30.96,57605.78,8.93,99.984,87.289,4783.9,0.2,6.369,20,False,False,intermittent,104.03,80.9,62,0,0,0,oil_hydraulic,chemical_contamination,83.27,69.38,0.009,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-15T21:56:05,63,261.93,261.93,4.103,17.092,4.166,3.481,,,59.53,36.66,,-2.1,38.76,44.85,14/12/10,76.2,0.522,11.5,2.4,,,,,85.91,34.269,89.69,67.73,,0.361,0.0485,57.84,0.986,normal,-0.00149492,0.0443,False,fatigue_spalling,none,A_healthy,0.0089,0.0066,1.0,,225.55,139.17,29096.07,22454.79,14595.61,30313.97,xgboost_gradient,6641.27,7844.98,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-07-27T17:19:51,2018-06-20T04:30:29,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,39685.07,6715.04,45.67,57605.78,13.75,99.976,83.712,4783.9,0.2,4.098,20,False,False,intermittent,94.68,101.65,63,0,0,1,oil_process,none,39.79,10.34,0.481,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-16T02:05:33,64,266.09,266.09,4.141,12.798,3.091,2.789,,,62.11,32.5,,-2.1,34.61,48.35,14/12/10,108.0,0.55,18.5,3.1,,,,,84.99,32.86,89.43,65.11,,0.284,0.2401,100.02,0.9959,normal,-0.00067902,0.0361,False,fatigue_spalling,none,A_healthy,0.0091,0.0049,1.0,,144.56,163.36,29091.91,26676.5,17339.72,36013.27,xgboost_gradient,2415.41,2545.76,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-23T20:20:26,2018-11-16T21:06:50,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,47923.38,6715.04,51.67,57605.78,9.62,99.983,89.735,4783.9,0.2,5.44,20,False,False,intermittent,89.68,83.0,64,0,0,0,gas_compressed_air,particulate_mild,22.02,41.35,2.65,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-16T06:15:01,65,270.25,270.25,3.748,16.578,4.423,2.797,,,59.29,34.7,,-2.1,36.8,47.36,13/11/9,68.2,0.515,18.6,4.1,,,,,85.94,34.052,89.27,63.66,,0.433,0.027,38.51,1.0,normal,0.00205148,0.0465,False,fatigue_spalling,none,A_healthy,0.0092,0.0,1.0,,52.29,147.35,29087.75,26372.56,17142.17,35602.96,lstm_sequence,2715.19,3103.85,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-17T16:31:54,2018-11-06T06:55:43,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,38740.9,6715.04,43.95,57605.78,17.71,99.969,80.427,4783.9,0.2,6.804,20,False,False,intermittent,75.34,79.53,65,0,0,1,oil_hydraulic,none,20.81,33.21,4.754,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-16T10:24:28,66,274.41,274.41,4.351,12.412,2.853,3.372,,,59.12,37.35,,-2.1,39.46,48.89,14/12/10,103.7,0.387,25.9,5.3,,,,,85.66,32.685,90.24,66.44,,0.58,0.0003,12.48,1.0,normal,0.0,0.0481,False,fatigue_spalling,none,A_healthy,0.0093,0.0,1.0,,216.69,157.74,29083.59,31524.53,20490.95,42558.12,physics_informed_nn,-2440.94,2841.41,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-02T04:40:29,2019-05-07T22:15:41,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,23202.57,6715.04,27.5,57605.78,11.5,99.98,84.56,4783.9,0.2,5.117,20,False,False,intermittent,86.82,85.14,66,0,0,0,oil_process,particulate_mild,38.96,25.46,0.704,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-16T14:33:56,67,278.57,278.57,4.871,15.064,3.093,3.0,,,62.98,37.42,,-2.1,39.53,47.03,14/12/10,205.3,0.413,17.3,4.4,,,,,84.91,34.828,89.82,66.21,,0.258,0.0209,210.05,1.0,normal,0.0,0.0093,False,fatigue_spalling,none,A_healthy,0.0095,0.0199,1.0,,57.35,141.61,29079.43,26172.37,17012.04,35332.7,weibull_regression,2907.07,3672.7,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-13T20:45:00,2018-10-30T13:04:45,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,50989.95,6715.04,21.81,57605.78,14.79,99.974,90.525,4783.9,0.2,1.151,20,False,False,intermittent,97.62,85.27,67,0,0,1,gas_compressed_air,none,84.12,10.51,1.793,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-16T18:43:24,68,282.72,282.72,4.028,14.438,3.584,3.504,,,59.05,35.05,,-2.1,37.15,45.3,14/12/10,65.4,0.533,28.8,4.6,,,,,83.91,32.798,90.32,66.09,,0.811,0.0245,126.05,0.9922,normal,0.00124015,0.0184,False,fatigue_spalling,none,A_healthy,0.0096,0.0026,1.0,,221.42,146.56,29075.28,26138.62,16990.1,35287.14,physics_informed_nn,2936.65,3078.16,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-13T08:02:05,2018-10-29T12:33:10,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,35833.35,6715.04,33.45,57605.78,9.74,99.983,80.889,4783.9,0.2,4.143,20,False,False,intermittent,86.58,71.31,68,0,0,0,steam,particulate_mild,34.41,44.39,2.656,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-16T22:52:51,69,286.88,286.88,4.046,13.219,3.267,3.146,,,65.76,34.75,,-2.1,36.85,46.95,14/12/10,55.6,0.324,11.8,1.3,,,,,87.39,33.308,89.5,62.68,,0.287,0.0316,50.73,0.9955,normal,-7.384e-05,0.0251,False,fatigue_spalling,none,A_healthy,0.0098,0.0,1.0,,74.34,143.17,29071.12,35011.12,22757.23,47265.02,physics_informed_nn,-5940.0,6497.98,7176.0,0.0,0.0001,0.0018,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-16T08:26:32,2019-09-08T22:20:06,mixed,False,specialist,False,30.0,,,none,none,134300.7,6684748.26,42821.68,6715.04,50.44,57605.78,36.48,99.937,84.414,4783.9,0.2,1.462,20,False,False,intermittent,88.77,90.81,69,1,0,0,water,chemical_contamination,81.92,74.3,1.356,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-17T03:02:19,70,291.04,291.04,3.772,15.925,4.222,2.766,,,62.61,31.66,,-2.1,33.76,47.56,14/12/10,134.9,0.343,15.5,3.2,,,,,86.55,34.867,88.47,65.67,,0.778,0.1143,30.22,0.9923,normal,-0.00154472,0.0092,False,fatigue_spalling,none,A_healthy,0.0099,0.0,1.0,,122.49,147.37,29066.96,24114.79,15674.62,32554.97,physics_informed_nn,4952.17,4419.61,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-01T12:26:06,2018-08-19T04:36:44,mixed,False,specialist,False,12.0,,,none,none,134300.7,6684748.26,38272.94,6715.04,42.26,57605.78,13.16,99.977,87.175,4783.9,0.2,1.316,20,False,False,intermittent,81.09,91.17,70,0,0,0,gas_compressed_air,particulate_mild,50.67,87.02,4.878,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-17T07:11:47,71,295.2,295.2,3.497,14.069,4.024,2.815,,,58.53,38.69,,-2.1,40.79,44.42,13/11/9,165.5,0.39,20.5,3.4,,,,,86.61,34.79,90.21,69.67,,0.306,0.0497,136.56,0.9997,normal,-6.139e-05,0.0274,False,fatigue_spalling,none,A_healthy,0.0101,0.0185,1.0,,369.5,158.91,29062.8,32544.17,21153.71,43934.62,physics_informed_nn,-3481.36,3658.71,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-24T07:16:47,2019-06-13T21:44:16,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,28695.35,6715.04,59.9,57605.78,19.96,99.965,86.131,4783.9,0.2,5.442,20,False,False,intermittent,102.85,79.88,71,0,0,0,gas_compressed_air,particulate_mild,41.17,3.87,0.908,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-17T11:21:15,72,299.35,299.35,3.961,17.883,4.514,3.078,,,62.91,32.44,,-2.1,34.55,48.06,14/12/10,57.1,0.336,24.8,3.9,,,,,86.89,33.77,88.0,62.33,,1.239,0.016,444.2,0.9965,normal,-0.00070276,0.0183,False,fatigue_spalling,erosion,A_healthy,0.0102,0.0,1.0,,137.31,157.76,29058.65,25047.19,16280.67,33813.7,particle_filter,4011.46,3270.67,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-21T06:56:54,2018-09-21T13:27:52,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,51725.11,6715.04,54.73,57605.78,10.03,99.983,82.027,4783.9,0.2,6.965,20,False,False,intermittent,84.04,89.94,72,0,0,0,none,none,86.83,44.35,1.186,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-17T15:30:42,73,303.51,303.51,4.658,21.017,4.512,2.836,,,54.24,37.06,,-2.1,39.17,46.48,14/12/10,81.1,0.325,29.7,6.3,,,,,85.06,34.387,89.66,66.28,,0.546,0.0642,19.3,0.9912,normal,-0.00019821,0.0059,False,fatigue_spalling,none,A_healthy,0.0103,0.0,1.0,,114.99,157.78,29054.49,25308.02,16450.21,34165.82,kalman_filter,3746.47,4441.55,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-26T21:31:09,2018-09-30T23:19:28,mixed,False,journeyman,False,60.0,,,none,none,134300.7,6684748.26,40168.69,6715.04,48.77,57605.78,4.88,99.99,79.348,4783.9,0.2,3.273,20,False,False,intermittent,82.92,97.85,73,0,0,0,oil_process,none,37.27,19.57,0.634,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-17T19:40:10,74,307.67,307.67,3.575,13.938,3.899,3.494,,,58.94,39.93,,-2.1,42.03,45.55,13/11/9,64.9,0.386,37.8,10.5,,,,,86.76,36.31,90.08,68.85,,1.157,0.0763,0.04,1.0,normal,0.0009026,0.0108,False,fatigue_spalling,none,A_healthy,0.0105,0.0037,1.0,,137.5,143.47,29050.33,23688.13,15397.29,31978.98,kalman_filter,5362.2,6541.8,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-08-24T07:44:09,2018-08-04T18:34:57,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,34201.46,6715.04,41.69,57605.78,25.93,99.955,80.631,4783.9,0.2,4.339,20,False,False,intermittent,109.34,91.72,74,1,0,1,steam,none,80.8,24.53,1.484,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-17T23:49:38,75,311.83,311.83,3.39,12.445,3.671,2.948,,,60.36,38.21,,-2.1,40.32,42.64,14/12/10,72.4,0.313,36.6,9.8,,,,,87.73,35.123,89.55,65.65,,2.958,0.0844,100.99,0.9981,normal,0.00116069,0.0692,False,fatigue_spalling,cavitation,A_healthy,0.0106,0.0065,1.0,,54.17,152.24,29046.17,32157.52,20902.39,43412.65,physics_informed_nn,-3111.35,3340.24,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-16T22:35:12,2019-05-31T21:43:06,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,60458.22,6715.04,39.53,57605.78,14.36,99.975,85.887,4783.9,0.2,7.5,20,False,False,intermittent,88.53,81.07,75,0,0,0,oil_hydraulic,chemical_contamination,38.78,20.53,1.191,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-18T03:59:05,76,315.98,315.98,3.926,15.973,4.069,2.915,,,60.38,38.18,,-2.1,40.28,46.47,13/11/9,84.0,0.54,61.3,11.5,,,,,84.61,34.408,89.33,67.6,,0.187,0.0817,138.15,0.9798,normal,-0.00398603,0.0108,False,fatigue_spalling,none,A_healthy,0.0108,0.0,1.0,,217.14,160.57,29042.02,33296.4,21642.66,44950.14,kalman_filter,-4254.39,3462.64,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-12T20:11:06,2019-07-11T09:55:31,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,22462.81,6715.04,56.8,57605.78,9.57,99.983,78.508,4783.9,0.2,3.439,20,False,False,intermittent,87.97,84.55,76,0,0,0,gas_compressed_air,particulate_mild,45.67,19.89,5.117,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-18T08:08:33,77,320.14,320.14,4.327,12.633,2.919,3.15,,,60.92,30.86,,-2.1,32.97,46.57,14/12/10,96.8,0.316,36.1,6.1,,,,,85.75,35.963,91.63,63.3,,1.379,0.016,49.81,1.0,normal,0.00070276,0.0588,False,fatigue_spalling,none,A_healthy,0.0109,0.0,1.0,,46.76,145.66,29037.86,33401.34,21710.87,45091.81,particle_filter,-4363.48,4965.59,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-15T04:48:42,2019-07-15T07:16:48,mixed,False,specialist,False,57.0,,,none,none,134300.7,6684748.26,52015.13,6715.04,42.05,57605.78,23.89,99.959,85.233,4783.9,0.2,6.655,20,False,False,intermittent,77.78,85.64,77,0,0,0,gas_compressed_air,chemical_contamination,75.16,48.32,1.684,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-18T12:18:01,78,324.3,324.3,3.876,16.664,4.3,3.199,,,62.65,31.44,,-2.1,33.54,44.43,14/12/10,64.7,0.383,11.0,2.0,,,,,85.07,33.219,88.75,65.9,,0.579,0.0314,93.25,0.996,normal,0.00095959,0.0417,False,fatigue_spalling,none,A_healthy,0.011,0.0014,1.0,,131.44,152.12,29033.7,33245.31,21609.45,44881.17,lstm_sequence,-4211.61,4001.61,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-12T02:57:22,2019-07-09T22:48:54,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,34102.74,6715.04,49.5,57605.78,18.26,99.968,85.689,4783.9,0.2,2.861,20,False,False,intermittent,80.67,89.09,78,0,0,1,none,none,20.51,30.98,7.116,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-18T16:27:29,79,328.46,328.46,4.251,11.412,2.684,3.438,,,62.07,35.78,,-2.1,37.88,44.94,13/11/9,109.9,0.412,16.2,3.8,,,,,85.01,34.63,90.17,67.41,,0.177,0.0226,29.69,1.0,normal,0.0,0.0097,False,fatigue_spalling,none,A_healthy,0.0112,0.0,1.0,,27.24,151.57,29029.54,24712.03,16062.82,33361.24,particle_filter,4317.52,5388.12,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-15T12:28:17,2018-09-10T21:40:50,mixed,False,oem_certified,True,,,,none,none,134300.7,6684748.26,37146.03,6715.04,26.99,57605.78,28.49,99.951,77.63,4783.9,0.2,3.881,20,False,False,intermittent,96.62,86.31,79,0,0,3,oil_hydraulic,particulate_mild,49.85,35.21,1.555,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-18T20:36:56,80,332.62,332.62,3.616,15.844,4.382,2.662,,,57.79,31.16,,-2.1,33.26,48.07,13/11/9,112.4,0.709,10.3,1.1,,,,,86.95,33.731,92.45,62.37,,0.412,0.0165,41.54,1.0,normal,0.00038403,0.0,False,fatigue_spalling,none,A_healthy,0.0113,0.0114,1.0,,77.58,144.19,29025.38,33433.17,21731.56,45134.78,lstm_sequence,-4407.79,3766.5,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-16T09:12:07,2019-07-16T22:48:44,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,26162.64,6715.04,21.11,57605.78,2.41,99.99,85.923,4783.9,0.2,7.205,20,False,False,intermittent,71.98,86.12,80,0,0,0,oil_process,particulate_mild,86.0,43.76,0.98,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-19T00:46:24,81,336.77,336.77,3.781,13.551,3.584,3.131,,,62.98,36.4,,-2.1,38.5,43.96,12/10/8,96.5,0.487,12.5,1.5,,,,,85.11,32.894,89.01,66.43,,1.216,0.0435,100.55,1.0,normal,0.00404742,0.0414,False,fatigue_spalling,none,A_healthy,0.0115,0.0151,1.0,,161.83,130.88,29021.23,33866.45,22013.2,45719.71,physics_informed_nn,-4845.23,3901.37,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-25T14:00:02,2019-08-01T11:15:35,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,43203.93,6715.04,43.36,57605.78,16.37,99.972,86.015,4783.9,0.2,6.721,20,False,False,intermittent,89.66,95.86,81,0,0,0,steam,none,35.18,8.68,0.51,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-19T04:55:52,82,340.93,340.93,4.042,14.743,3.648,2.829,,,61.39,34.15,,-2.1,36.26,46.92,13/11/9,75.6,0.375,24.1,5.1,,,,,85.56,33.689,91.42,67.1,,0.29,0.0823,103.49,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0116,0.0,1.0,,32.89,136.77,29017.07,23015.65,14960.17,31071.13,physics_informed_nn,6001.42,5141.1,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-08-11T16:45:18,2018-07-13T08:13:55,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,49984.41,6715.04,36.97,57605.78,22.14,99.962,79.253,4783.9,0.2,3.451,20,False,False,intermittent,91.79,87.56,82,0,0,1,steam,none,60.19,16.26,0.273,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-19T09:05:19,83,345.09,345.09,4.41,16.589,3.762,3.035,,,64.7,31.8,,-2.1,33.9,45.2,14/12/10,82.2,0.384,34.6,8.3,,,,,87.04,36.158,90.74,64.31,,0.484,0.0239,13.55,0.9931,normal,-0.00059589,0.0,False,fatigue_spalling,none,A_healthy,0.0118,0.0,1.0,,100.73,161.36,29012.91,33113.12,21523.53,44702.71,xgboost_gradient,-4100.21,3319.28,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-10T05:38:58,2019-07-06T03:14:31,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,42125.7,6715.04,25.7,57605.78,23.75,99.959,87.392,4783.9,0.2,2.108,20,False,False,intermittent,73.49,75.03,83,1,0,0,oil_hydraulic,none,33.98,8.3,0.642,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-19T13:14:47,84,349.25,349.25,4.168,15.264,3.662,3.054,,,62.7,32.99,,-2.1,35.1,44.35,14/12/10,81.4,0.387,13.3,3.9,,,,,83.92,31.913,89.97,64.33,,0.054,0.0306,4.3,0.9953,normal,-0.00094311,0.0,False,fatigue_spalling,none,A_healthy,0.0119,0.009,1.0,,323.91,132.87,29008.75,35184.11,22869.67,47498.55,physics_informed_nn,-6175.36,5420.54,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-22T13:18:13,2019-09-17T15:44:38,mixed,False,specialist,False,66.0,,,none,none,134300.7,6684748.26,63198.01,6715.04,34.62,57605.78,17.72,99.969,89.728,4783.9,0.2,6.422,20,False,False,intermittent,89.09,85.33,84,0,0,0,oil_process,particulate_mild,64.6,16.34,3.625,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-19T17:24:15,85,353.4,353.4,4.306,18.698,4.342,2.996,,,63.19,36.15,,-2.1,38.26,41.75,14/12/10,68.6,0.459,21.1,6.2,,,,,85.2,34.977,89.65,67.1,,0.274,0.0264,31.4,1.0,normal,0.0,0.052,False,fatigue_spalling,none,A_healthy,0.012,0.0064,1.0,,108.68,150.75,29004.6,31069.34,20195.07,41943.61,kalman_filter,-2064.75,1771.33,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-27T00:04:33,2019-04-25T02:20:46,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,29243.43,6715.04,28.33,57605.78,7.76,99.987,82.999,4783.9,0.2,4.152,20,False,False,intermittent,89.54,104.76,85,0,0,2,oil_hydraulic,particulate_mild,52.55,194.57,0.555,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-19T21:33:43,86,357.56,357.56,4.522,17.748,3.925,3.05,,,60.35,33.1,,-2.1,35.2,46.65,14/12/10,93.2,0.604,20.4,5.3,,,,,84.88,34.608,90.81,64.08,,0.219,0.0038,10.18,1.0,normal,0.0,0.0119,False,fatigue_spalling,overload,A_healthy,0.0122,0.0089,1.0,,5.24,141.4,29000.44,31046.58,20180.27,41912.88,lstm_sequence,-2046.14,2214.91,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-01-26T16:50:59,2019-04-24T11:09:05,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,57477.54,6715.04,20.8,57605.78,6.44,99.989,82.931,4783.9,0.2,5.245,20,False,False,intermittent,88.03,85.31,86,0,0,0,water,particulate_mild,61.88,30.53,5.195,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-20T01:43:10,87,361.72,361.72,3.478,11.066,3.182,3.553,,,59.86,36.07,,-2.1,38.18,46.53,13/11/9,70.9,0.512,21.4,5.2,,,,,84.09,34.067,90.92,68.03,,0.081,0.0212,24.65,1.0,normal,0.0,0.0537,False,fatigue_spalling,none,A_healthy,0.0123,0.0,1.0,,203.03,149.42,28996.28,22821.32,14833.86,30808.78,kalman_filter,6174.96,7344.14,7176.0,0.0,0.0001,0.0019,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-08-08T12:22:48,2018-07-07T07:50:32,mixed,False,specialist,False,85.0,,,none,none,134300.7,6684748.26,36745.66,6715.04,50.3,57605.78,21.21,99.963,82.616,4783.9,0.2,2.788,20,False,False,intermittent,89.42,89.2,87,0,0,1,oil_hydraulic,particulate_mild,86.59,25.55,3.969,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-20T05:52:38,88,365.88,365.88,4.298,19.742,4.593,3.267,,,61.02,39.7,,-2.1,41.8,48.1,15/13/11,222.7,0.395,15.3,4.5,,,,,85.71,32.699,89.11,62.07,,1.112,0.0427,284.96,0.9795,normal,-0.00271078,0.008,False,fatigue_spalling,none,A_healthy,0.0125,0.0,1.0,,256.28,154.67,28992.12,31761.09,20644.71,42877.48,lstm_sequence,-2768.97,2829.29,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-10T22:25:26,2019-05-20T02:48:23,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,61017.8,6715.04,29.36,57605.78,8.67,99.985,78.97,4783.9,0.2,3.238,20,False,False,intermittent,97.48,100.58,88,1,0,1,steam,none,35.19,17.94,0.033,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-20T10:02:06,89,370.04,370.04,3.81,17.12,4.494,2.78,,,62.14,36.25,,-2.1,38.36,45.37,15/13/11,261.0,0.422,19.3,3.8,,,,,84.84,33.498,90.62,66.84,,0.183,0.0301,216.06,0.9833,normal,-0.00240126,0.0652,False,fatigue_spalling,none,A_healthy,0.0126,0.0,1.0,,288.68,127.18,28987.96,31946.56,20765.26,43127.85,physics_informed_nn,-2958.59,2930.01,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-14T23:18:50,2019-05-26T20:36:33,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,22681.02,6715.04,47.2,57605.78,11.97,99.979,81.834,4783.9,0.2,1.865,20,False,False,intermittent,90.79,92.3,89,1,0,0,steam,none,57.9,13.57,2.08,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-20T14:11:33,90,374.19,374.19,4.178,12.232,2.928,2.794,,,64.82,42.09,,-2.1,44.19,46.24,14/12/10,74.5,0.513,80.8,19.8,,,,,87.64,35.242,89.79,65.18,,0.618,0.351,22.69,0.9866,normal,-0.00267508,0.0285,False,fatigue_spalling,none,A_healthy,0.0127,0.0,1.0,,135.51,146.48,28983.81,31274.58,20328.47,42220.68,xgboost_gradient,-2290.77,2554.78,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-02-01T03:28:49,2019-05-03T05:34:54,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,23571.73,6715.04,46.17,57605.78,9.19,99.984,85.525,4783.9,0.2,7.482,20,False,False,intermittent,108.1,86.53,90,0,1,0,steam,none,65.85,13.97,2.387,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-20T18:21:01,91,378.35,378.35,3.873,13.89,3.587,3.095,,,59.71,33.74,,-2.1,35.85,44.34,14/12/10,52.4,0.369,18.2,4.6,,,,,87.6,34.432,90.52,66.73,,0.311,0.0053,48.27,1.0,normal,0.0,0.0096,False,fatigue_spalling,none,A_healthy,0.0129,0.0,1.0,,59.64,144.61,28979.65,33960.09,22074.06,45846.13,lstm_sequence,-4980.44,6089.05,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-03-29T06:23:49,2019-08-06T12:25:46,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,27378.97,6715.04,28.72,57605.78,9.86,99.983,85.531,4783.9,0.2,5.382,20,False,False,intermittent,85.83,83.24,91,1,0,0,gas_compressed_air,water_ingress,58.18,54.9,1.39,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-20T22:30:29,92,382.51,382.51,4.241,18.506,4.364,2.681,,,58.47,36.03,,-2.1,38.13,46.69,14/12/10,215.7,0.4,19.8,3.6,,,,,86.08,32.997,89.41,63.93,,0.459,0.0057,5.04,0.9936,normal,-0.001273,0.0157,False,fatigue_spalling,none,A_healthy,0.013,0.0067,1.0,,203.81,156.55,28975.49,24960.88,16224.57,33697.18,physics_informed_nn,4014.61,4266.88,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-22T22:56:48,2018-09-21T23:15:13,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,40447.32,6715.04,49.59,57605.78,6.18,99.989,89.697,4783.9,0.2,7.108,20,False,False,intermittent,95.83,79.77,92,0,0,0,oil_process,none,44.76,74.49,4.291,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-21T02:39:56,93,386.67,386.67,4.133,13.153,3.182,3.276,,,58.09,33.17,,-2.1,35.27,46.18,14/12/10,127.7,0.39,41.7,8.0,,,,,86.72,34.173,88.73,63.41,,0.71,0.0262,621.45,0.9887,normal,0.00184081,0.0,False,fatigue_spalling,none,A_healthy,0.0132,0.0,1.0,,132.98,155.83,28971.33,25251.52,16413.49,34089.55,xgboost_gradient,3719.82,4008.56,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-29T04:25:29,2018-10-02T10:27:21,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,22496.82,6715.04,31.4,57605.78,5.95,99.99,80.135,4783.9,0.2,2.828,20,False,False,intermittent,70.71,85.72,93,1,0,0,water,none,71.72,27.59,0.873,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-21T06:49:24,94,390.82,390.82,4.55,11.847,2.604,2.874,,,64.42,34.92,,-2.1,37.02,45.39,14/12/10,52.8,0.322,42.9,11.8,,,,,85.9,32.698,90.92,65.57,,0.087,0.032,66.51,0.9989,normal,0.00312186,0.0752,False,fatigue_spalling,none,A_healthy,0.0133,0.0,1.0,,18.34,144.54,28967.18,26357.51,17132.38,35582.64,lstm_sequence,2609.67,2827.32,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-22T09:34:38,2018-11-10T18:42:18,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,34935.75,6715.04,46.37,57605.78,12.8,99.978,78.16,4783.9,0.2,2.707,20,False,False,intermittent,80.42,88.31,94,1,0,1,oil_process,particulate_mild,38.71,4.0,1.235,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-21T10:58:52,95,394.98,394.98,4.242,13.574,3.2,3.063,,,65.02,32.99,,-2.1,35.09,44.69,13/11/9,56.9,0.384,24.7,4.8,,,,,87.43,35.432,90.08,66.48,,0.551,0.014,102.63,1.0,normal,0.00267508,0.0016,False,fatigue_spalling,none,A_healthy,0.0135,0.0,1.0,,32.51,172.74,28963.02,25194.48,16376.41,34012.54,xgboost_gradient,3768.54,3246.18,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-28T08:13:08,2018-09-30T18:17:07,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,49381.12,6715.04,47.29,57605.78,14.42,99.975,83.039,4783.9,0.2,4.809,20,False,False,intermittent,92.81,89.36,95,0,0,1,water,none,27.89,55.89,0.606,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-21T15:08:20,96,399.14,399.14,3.926,13.313,3.391,2.831,,,58.15,35.24,,-2.1,37.34,46.05,14/12/10,67.6,0.433,20.1,3.4,,,,,86.11,33.714,87.75,64.83,,0.146,0.0011,16.59,1.0,normal,0.0,0.0028,False,fatigue_spalling,none,A_healthy,0.0136,0.0048,1.0,,19.01,169.39,28958.86,25102.1,16316.37,33887.84,physics_informed_nn,3856.76,3815.21,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-26T14:11:28,2018-09-27T15:55:40,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,43921.16,6715.04,48.18,57605.78,6.09,99.989,82.318,4783.9,0.2,4.173,20,False,False,intermittent,81.68,97.34,96,0,0,1,water,none,49.42,121.82,0.257,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-21T19:17:47,97,403.3,403.3,4.089,10.367,2.536,3.325,,,57.51,34.62,,-2.1,36.73,44.3,14/12/10,82.8,0.826,20.5,5.6,,,,,87.03,34.144,89.43,63.99,,0.759,0.2285,15.48,0.9745,normal,-0.00382896,0.0688,False,fatigue_spalling,none,A_healthy,0.0137,0.0,1.0,,266.42,135.47,28954.7,34051.64,22133.57,45969.72,weibull_regression,-5096.94,4213.45,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2018-04-01T05:07:04,2019-08-10T19:11:34,mixed,False,specialist,True,,,,none,none,134300.7,6684748.26,40387.63,6715.04,51.15,57605.78,4.67,99.99,85.634,4783.9,0.2,6.317,20,False,False,intermittent,80.16,89.95,97,0,0,1,oil_process,none,53.46,257.14,1.86,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-21T23:27:15,98,407.45,407.45,3.785,14.56,3.847,2.598,,,63.59,37.89,,-2.1,39.99,43.95,13/11/9,105.6,0.389,49.7,7.1,,,,,87.64,34.994,90.09,66.68,,1.253,0.1107,49.53,0.9823,normal,-0.001285,0.0369,False,fatigue_spalling,none,A_healthy,0.0139,0.0,1.0,,260.27,148.62,28950.55,25682.82,16693.83,34671.81,particle_filter,3267.72,4021.12,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-10-09T00:51:56,2018-10-18T13:51:12,mixed,False,master_technician,True,,,,none,none,134300.7,6684748.26,49954.65,6715.04,48.62,57605.78,15.41,99.973,84.547,4783.9,0.2,4.918,20,False,False,intermittent,97.71,68.57,98,0,0,2,none,particulate_mild,60.34,49.61,1.086,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-22T03:36:43,99,411.61,411.61,4.17,15.542,3.727,3.304,,,59.83,32.32,,-2.1,34.43,47.0,14/12/10,67.8,0.361,9.6,1.4,,,,,85.56,33.092,90.36,66.43,,0.116,0.0471,13.54,1.0,normal,0.00022251,0.0059,False,fatigue_spalling,none,A_healthy,0.014,0.0,1.0,,32.35,146.29,28946.39,24356.09,15831.46,32880.72,kalman_filter,4590.3,5487.15,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-09-11T13:39:20,2018-09-01T18:17:10,mixed,False,journeyman,True,,,,none,none,134300.7,6684748.26,39152.39,6715.04,47.69,57605.78,8.08,99.986,87.489,4783.9,0.2,4.236,20,False,False,intermittent,88.11,87.04,99,0,0,0,water,water_ingress,47.44,6.67,5.032,,,standard
ASSET-000016,gearbox,high,PrecisionDrive GmbH,MDL-8983-C,2016-04-05,29358.0,1500.0,85.80104993008844,arctic,mining,FAC-289,LINE-J,none,2016-04-22T07:46:10,100,415.77,415.77,3.848,14.246,3.702,3.561,,,60.54,34.89,,-2.1,36.99,46.95,14/12/10,76.0,0.372,21.9,6.2,,,,,86.78,34.6,88.79,63.02,,0.497,0.0228,13.25,0.9861,normal,-0.00277858,0.0605,False,fatigue_spalling,none,A_healthy,0.0142,0.0191,1.0,,146.69,137.15,28942.23,27455.63,17846.16,37065.1,particle_filter,1486.6,1857.93,7176.0,0.0,0.0001,0.002,2.378,45191.0,1.0,1e-06,False,none,none,,,,,,2017-11-15T07:35:06,2018-12-20T17:03:21,mixed,False,apprentice,True,,,,none,none,134300.7,6684748.26,47284.76,6715.04,22.28,57605.78,12.74,99.978,91.458,4783.9,0.2,4.022,20,False,False,intermittent,82.24,91.03,100,1,0,0,water,particulate_mild,66.23,18.92,0.91,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-25T08:49:32,1,8.83,8.83,2.076,5.811,2.799,3.243,,,59.77,20.0,,-18.21,38.21,44.14,14/12/10,131.9,0.438,22.9,6.2,,,,,69.0,27.347,89.24,64.71,,0.567,0.0824,63.29,1.0,normal,0.0,0.0958,False,contamination,none,A_healthy,0.0011,0.0,1.0,,36.68,149.96,7836.17,9205.6,5983.64,12427.55,weibull_regression,-1369.42,1522.04,970.0,0.0015,0.0089,0.0835,1.64,12968.0,1.0,1.19e-06,False,none,none,,,,,,2003-02-02T03:37:25,2003-06-16T09:34:56,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,201340.9,28094.7,56.92,18438.41,14.12,99.923,80.222,646.4,2.45,1.32,245,False,False,variable_heavy,58.48,96.39,1,0,0,0,oil_hydraulic,none,81.8,38.49,1.605,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-25T17:39:05,2,17.65,17.65,1.852,6.101,3.295,3.142,,,58.55,20.0,,-18.21,38.21,45.24,13/11/9,53.5,0.351,7.4,1.6,,,,,68.82,28.098,90.43,64.25,,0.124,0.0095,2.1,0.9985,normal,-0.00077241,0.0061,False,contamination,none,A_healthy,0.0023,0.0,1.0,,131.9,160.02,7827.35,6629.96,4309.48,8950.45,weibull_regression,1197.38,1115.27,970.0,0.0016,0.009,0.0838,1.64,12968.0,1.0,1.85e-06,False,none,none,,,,,,2002-12-10T20:38:01,2003-03-17T13:07:16,mixed,False,specialist,False,25.0,,,none,none,561893.91,4310052.2,120763.71,28094.7,45.16,18438.41,7.92,99.957,85.829,646.4,2.45,5.69,245,False,False,variable_heavy,57.87,99.13,2,0,0,0,gas_compressed_air,none,85.51,128.29,0.052,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-26T02:28:38,3,26.48,26.48,2.144,5.884,2.744,2.965,,,56.07,20.0,,-18.21,38.21,46.09,13/11/9,90.5,0.487,44.7,7.1,,,,,67.11,27.248,89.06,64.96,,0.047,0.021,269.39,1.0,normal,0.0,0.0393,False,contamination,none,A_healthy,0.0034,0.0024,1.0,,51.93,185.97,7818.52,9058.43,5887.98,12228.88,weibull_regression,-1239.91,1345.47,970.0,0.0017,0.0092,0.0842,1.64,12968.0,1.0,2.4e-06,False,none,none,,,,,,2003-01-30T19:41:31,2003-06-11T22:08:32,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,112246.77,28094.7,56.17,18438.41,4.04,99.978,92.201,646.4,2.45,2.865,245,False,False,variable_heavy,72.11,90.88,3,0,0,0,oil_process,particulate_mild,50.13,35.84,0.835,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-26T11:18:11,4,35.3,35.3,2.262,9.697,4.286,3.074,,,59.1,20.0,,-18.21,38.21,47.59,14/12/10,94.2,0.372,66.8,19.9,,,,,67.01,27.387,89.72,67.96,,0.994,0.0016,41.98,0.9934,normal,-0.00164002,0.0263,False,contamination,adhesive_wear,A_healthy,0.0045,0.0046,1.0,,74.91,176.17,7809.7,6432.37,4181.04,8683.71,kalman_filter,1377.32,1115.09,970.0,0.0017,0.0093,0.0846,1.64,12968.0,0.9999,2.89e-06,False,none,none,,,,,,2002-12-07T11:29:26,2003-03-11T06:49:18,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,189428.84,28094.7,39.4,18438.41,13.61,99.926,83.088,646.4,2.45,1.541,245,False,False,variable_heavy,80.33,91.56,4,0,0,0,oil_hydraulic,none,42.26,23.44,1.739,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-26T20:07:44,5,44.13,44.13,1.83,7.336,4.008,3.361,,,58.91,20.0,,-18.21,38.21,47.02,14/12/10,136.1,0.412,18.1,5.4,,,,,66.71,27.942,90.72,68.17,,0.356,0.0519,112.17,1.0,normal,0.0,0.0338,False,contamination,contamination,A_healthy,0.0056,0.0,1.0,,32.42,160.94,7800.87,8622.63,5604.71,11640.55,kalman_filter,-821.76,766.1,970.0,0.0018,0.0095,0.085,1.64,12968.0,0.9999,3.33e-06,False,none,none,,,,,,2003-01-22T11:26:33,2003-05-28T05:21:42,mixed,False,oem_certified,True,,,,none,none,561893.91,4310052.2,232323.0,28094.7,39.36,18438.41,16.77,99.909,91.608,646.4,2.45,3.433,245,False,False,variable_heavy,58.44,79.27,5,0,0,0,water,particulate_mild,47.83,4.72,1.665,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-27T04:57:17,6,52.95,52.95,2.068,5.898,2.851,2.831,,,61.39,20.0,,-18.21,38.21,46.45,14/12/10,71.6,0.524,11.7,2.5,,,,,67.12,26.613,89.19,62.69,,0.049,0.039,118.32,0.9979,normal,-0.00042544,0.0426,False,contamination,thermal_degradation,A_healthy,0.0068,0.0236,1.0,,55.37,150.52,7792.05,6718.31,4366.9,9069.72,physics_informed_nn,1073.73,1349.66,970.0,0.0019,0.0096,0.0853,1.64,12968.0,0.9999,3.74e-06,False,none,none,,,,,,2002-12-14T04:06:42,2003-03-22T03:31:17,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,113790.83,28094.7,49.91,18438.41,11.42,99.938,83.442,646.4,2.45,1.621,245,False,False,variable_heavy,73.76,90.28,6,0,0,0,water,water_ingress,67.85,4.12,8.354,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-27T13:46:50,6,61.78,61.78,2.002,6.129,3.061,2.995,,,62.47,20.0,,-18.21,38.21,45.56,14/12/10,88.4,0.557,22.9,3.6,,,,,68.4,27.042,88.71,64.16,,0.145,0.0144,154.73,0.9997,normal,0.00024862,0.0526,False,contamination,adhesive_wear,A_healthy,0.0079,0.0,1.0,,21.02,139.34,7783.22,7210.77,4687.0,9734.54,weibull_regression,572.45,510.24,970.0,0.0019,0.0098,0.0857,1.64,12968.0,0.9998,4.13e-06,False,none,none,,,,,,2002-12-24T19:09:54,2003-04-08T22:56:03,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,125569.68,28094.7,51.62,18438.41,11.18,99.939,81.565,646.4,2.45,5.796,245,False,False,variable_heavy,66.67,80.16,6,0,0,0,steam,none,86.22,105.98,0.805,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-27T22:36:23,8,70.61,70.61,2.085,6.427,3.083,2.785,,,60.66,20.0,,-18.21,38.21,43.98,13/11/9,119.4,0.417,10.3,3.0,,,,,67.23,27.455,88.05,67.26,,0.052,0.1728,80.84,0.9975,normal,-0.00049993,0.0,False,contamination,none,A_healthy,0.009,0.0035,1.0,,157.98,147.84,7774.39,7098.56,4614.06,9583.05,lstm_sequence,675.84,805.29,970.0,0.002,0.0099,0.0861,1.64,12968.0,0.9998,4.5e-06,False,none,none,,,,,,2002-12-22T19:53:03,2003-04-05T08:22:43,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,124249.17,28094.7,31.16,18438.41,14.02,99.924,82.1,646.4,2.45,2.382,245,False,False,variable_heavy,75.35,82.4,8,0,0,0,gas_compressed_air,none,49.81,18.11,1.504,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-28T07:25:56,9,79.43,79.43,1.867,8.247,4.416,2.984,,,59.42,20.0,,-18.21,38.21,49.01,13/11/9,60.7,0.554,43.4,9.6,,,,,69.03,26.819,88.97,67.35,,1.308,0.0036,0.77,1.0,normal,0.00131201,0.0053,False,contamination,none,A_healthy,0.0101,0.0,1.0,,223.6,142.46,7765.57,6517.89,4236.63,8799.16,lstm_sequence,1247.67,1120.71,970.0,0.0021,0.0101,0.0864,1.64,12968.0,0.9998,4.85e-06,False,none,none,,,,,,2002-12-11T02:22:43,2003-03-16T03:38:29,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,261582.41,28094.7,53.35,18438.41,20.6,99.888,82.472,646.4,2.45,2.013,245,False,False,variable_heavy,67.96,90.46,9,0,0,0,oil_hydraulic,none,60.8,189.59,0.376,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-28T16:15:29,10,88.26,88.26,2.155,7.889,3.66,3.837,,,58.92,20.0,,-18.21,38.21,44.15,13/11/9,52.6,0.329,39.2,4.5,,,,,66.95,27.207,89.6,65.2,,0.465,0.0603,49.66,0.9989,normal,-0.00021154,0.0,False,contamination,none,A_healthy,0.0113,0.0184,1.0,,134.12,152.46,7756.74,9056.4,5886.66,12226.13,physics_informed_nn,-1299.65,1461.79,970.0,0.0021,0.0102,0.0868,1.64,12968.0,0.9997,5.19e-06,False,none,none,,,,,,2003-02-02T08:27:20,2003-06-14T10:11:38,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,184753.92,28094.7,33.51,18438.41,5.17,99.972,81.88,646.4,2.45,7.501,245,False,False,variable_heavy,68.91,93.44,10,0,0,0,water,particulate_severe,53.73,31.49,4.011,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-29T01:05:02,11,97.08,97.08,2.014,5.096,2.53,2.811,,,60.88,20.0,,-18.21,38.21,48.78,14/12/10,74.3,0.321,9.3,1.1,,,,,67.89,27.392,89.98,68.39,,0.098,0.0488,110.19,0.9953,normal,-0.00052032,0.0335,False,contamination,none,A_healthy,0.0124,0.0007,1.0,,124.39,156.77,7747.92,6728.39,4373.46,9083.33,kalman_filter,1019.52,882.35,970.0,0.0022,0.0104,0.0871,1.64,12968.0,0.9997,5.51e-06,False,none,none,,,,,,2002-12-16T05:16:48,2003-03-24T08:13:03,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,190019.1,28094.7,37.51,18438.41,5.15,99.972,85.261,646.4,2.45,5.002,245,False,False,variable_heavy,60.94,91.92,11,0,0,0,steam,none,67.63,4.99,3.121,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-29T09:54:35,12,105.91,105.91,2.152,8.917,4.143,2.985,,,61.93,20.0,,-18.21,38.21,45.78,13/11/9,99.6,0.446,11.8,3.3,,,,,66.04,25.233,89.95,69.8,,0.783,0.0132,30.07,0.9979,normal,-0.00035661,0.046,False,contamination,none,A_healthy,0.0135,0.0,1.0,,102.05,128.19,7739.09,8805.39,5723.5,11887.28,kalman_filter,-1066.3,1357.04,970.0,0.0022,0.0105,0.0875,1.64,12968.0,0.9996,5.83e-06,False,none,none,,,,,,2003-01-28T20:36:18,2003-06-06T06:29:30,mixed,False,specialist,False,67.0,,,none,none,561893.91,4310052.2,198434.41,28094.7,47.41,18438.41,26.23,99.858,83.319,646.4,2.45,2.874,245,False,False,variable_heavy,64.65,74.79,12,0,0,0,oil_process,none,33.0,20.69,0.619,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-29T18:44:08,13,114.74,114.74,2.327,7.622,3.275,3.526,,,58.25,20.0,,-18.21,38.21,46.13,13/11/9,70.2,0.485,36.5,6.4,,,,,67.14,27.523,90.46,64.65,,0.121,0.0134,29.76,0.9885,normal,-0.00180592,0.0366,False,contamination,none,A_healthy,0.0146,0.002,1.0,,156.07,156.39,7730.26,6742.02,4382.32,9101.73,weibull_regression,988.24,976.56,970.0,0.0023,0.0106,0.0878,1.64,12968.0,0.9996,6.14e-06,False,none,none,,,,,,2002-12-17T05:44:52,2003-03-25T13:27:24,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,242565.02,28094.7,26.5,18438.41,8.37,99.955,85.242,646.4,2.45,7.344,245,False,False,variable_heavy,61.89,78.98,13,0,0,0,gas_compressed_air,particulate_mild,79.47,131.29,1.784,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-30T03:33:41,14,123.56,123.56,2.113,6.699,3.171,3.073,,,58.04,20.0,,-18.21,38.21,46.87,14/12/10,133.0,0.351,111.4,30.5,,,,,66.11,26.772,88.81,66.21,,0.405,0.0568,17.88,0.9963,normal,-0.00074394,0.0419,False,contamination,none,A_healthy,0.0158,0.0188,1.0,,41.91,150.53,7721.44,9318.5,6057.02,12579.97,particle_filter,-1597.06,1935.55,970.0,0.0024,0.0108,0.0882,1.64,12968.0,0.9995,6.43e-06,False,none,none,,,,,,2003-02-09T06:48:35,2003-06-25T04:17:01,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,178498.12,28094.7,44.44,18438.41,5.13,99.972,83.821,646.4,2.45,6.086,245,False,False,variable_heavy,69.13,81.09,14,0,0,0,steam,particulate_mild,63.77,169.88,0.617,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-30T12:23:14,15,132.39,132.39,2.113,9.416,4.455,3.007,,,64.19,20.0,,-18.21,38.21,47.08,13/11/9,70.2,0.487,16.7,3.9,,,,,65.75,26.592,88.03,64.69,,0.209,0.0285,12.52,0.9883,normal,-0.0021286,0.0618,False,contamination,none,A_healthy,0.0169,0.0,1.0,,514.96,141.32,7712.61,9102.44,5916.59,12288.3,xgboost_gradient,-1389.83,1209.89,970.0,0.0024,0.0109,0.0885,1.64,12968.0,0.9995,6.73e-06,False,none,none,,,,,,2003-02-05T03:36:34,2003-06-17T21:27:55,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,181815.27,28094.7,57.48,18438.41,7.43,99.96,83.949,646.4,2.45,1.523,245,False,False,variable_heavy,63.18,79.31,15,0,0,0,water,none,40.92,16.42,6.952,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-30T21:12:47,16,141.21,141.21,1.908,4.798,2.515,3.195,,,64.57,20.0,,-18.21,38.21,43.31,14/12/10,64.7,0.388,14.4,1.7,,,,,67.25,25.727,89.92,65.35,,0.459,0.1378,15.94,0.991,normal,-0.00085811,0.0,False,contamination,none,A_healthy,0.018,0.0,1.0,,151.47,155.31,7703.79,6972.72,4532.27,9413.17,kalman_filter,731.07,644.15,970.0,0.0025,0.011,0.0889,1.64,12968.0,0.9994,7.01e-06,False,none,none,,,,,,2002-12-23T03:34:25,2003-04-03T20:01:35,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,114369.23,28094.7,47.57,18438.41,16.02,99.913,83.381,646.4,2.45,5.145,245,False,False,variable_heavy,67.66,85.05,16,0,0,0,oil_process,none,29.26,65.41,1.945,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-31T06:02:19,17,150.04,150.04,1.908,6.556,3.435,2.616,,,63.54,20.0,,-18.21,38.21,47.45,14/12/10,111.1,0.492,8.9,2.2,,,,,68.38,27.779,89.67,65.05,,0.661,0.0186,98.76,0.9756,normal,-0.00445635,0.0192,False,contamination,none,A_healthy,0.0191,0.0029,1.0,,255.94,153.94,7694.96,8472.11,5506.87,11437.35,xgboost_gradient,-777.15,707.88,970.0,0.0025,0.0112,0.0892,1.64,12968.0,0.9993,7.29e-06,False,none,none,,,,,,2003-01-23T18:05:43,2003-05-27T07:20:05,mixed,False,journeyman,False,20.0,,,none,none,561893.91,4310052.2,108785.79,28094.7,57.78,18438.41,21.28,99.885,85.098,646.4,2.45,4.731,245,False,False,variable_heavy,71.58,78.67,17,0,0,0,water,water_ingress,25.92,50.26,0.22,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-31T14:51:52,18,158.86,158.86,2.076,7.303,3.517,3.02,,,60.46,20.0,,-18.21,38.21,44.56,13/11/9,64.5,0.416,37.6,8.7,,,,,67.38,28.062,90.82,67.8,,1.741,0.0106,79.3,1.0,normal,0.00230585,0.009,False,contamination,none,A_healthy,0.0203,0.0,1.0,,184.22,132.73,7686.14,8185.14,5320.34,11049.94,xgboost_gradient,-499.0,484.04,970.0,0.0026,0.0113,0.0896,1.64,12968.0,0.9993,7.56e-06,False,none,none,,,,,,2003-01-18T03:26:01,2003-05-17T12:13:55,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,199660.18,28094.7,57.38,18438.41,10.39,99.944,85.219,646.4,2.45,4.257,245,False,False,variable_heavy,65.36,82.57,18,0,0,0,water,none,63.13,34.42,2.17,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-07-31T23:41:25,19,167.69,167.69,1.942,8.447,4.35,3.341,,,62.0,20.0,,-18.21,38.21,47.77,13/11/9,62.9,0.361,36.5,6.1,,,,,65.7,25.508,90.09,66.98,,0.323,0.0437,68.74,0.9976,normal,0.00025729,0.0347,False,contamination,none,A_healthy,0.0214,0.0,1.0,,260.89,160.39,7677.31,8106.38,5269.14,10943.61,physics_informed_nn,-429.07,474.1,970.0,0.0026,0.0114,0.0899,1.64,12968.0,0.9992,7.82e-06,False,none,none,,,,,,2003-01-16T20:52:40,2003-05-15T02:06:33,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,181380.77,28094.7,34.84,18438.41,13.89,99.925,82.201,646.4,2.45,7.61,245,False,False,variable_heavy,67.37,95.27,19,0,0,0,steam,none,22.1,64.89,0.662,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-01T08:30:58,20,176.52,176.52,2.024,6.611,3.266,2.818,,,60.93,20.0,,-18.21,38.21,43.77,14/12/10,168.9,0.338,21.4,5.3,,,,,67.19,27.862,88.79,66.03,,0.106,0.0445,80.91,1.0,normal,0.00234014,0.0228,False,contamination,corrosion_fatigue,A_healthy,0.0225,0.0036,1.0,,94.21,147.64,7668.48,8357.2,5432.18,11282.21,lstm_sequence,-688.71,595.7,970.0,0.0027,0.0116,0.0903,1.64,12968.0,0.9991,8.08e-06,False,none,none,,,,,,2003-01-22T11:06:50,2003-05-24T08:07:56,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,274789.24,28094.7,30.89,18438.41,29.19,99.842,82.834,646.4,2.45,7.58,245,False,False,variable_heavy,62.2,83.09,20,0,0,0,gas_compressed_air,chemical_contamination,48.81,91.39,0.335,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-01T17:20:31,21,185.34,185.34,1.879,7.83,4.167,3.002,,,60.53,20.0,,-18.21,38.21,48.6,13/11/9,75.7,0.453,13.7,1.9,,,,,67.38,27.274,88.98,65.84,,0.669,0.0081,72.07,0.9894,normal,-0.00031092,0.0062,False,contamination,none,A_healthy,0.0236,0.0008,1.0,,243.2,150.42,7659.66,7028.55,4568.56,9488.55,lstm_sequence,631.1,572.92,970.0,0.0027,0.0117,0.0906,1.64,12968.0,0.9991,8.34e-06,False,none,none,,,,,,2002-12-26T03:37:09,2003-04-07T15:36:47,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,133911.48,28094.7,50.71,18438.41,11.79,99.936,80.896,646.4,2.45,5.466,245,False,False,variable_heavy,57.28,80.83,21,0,0,0,oil_process,none,43.34,30.15,1.69,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-02T02:10:04,22,194.17,194.17,1.952,6.797,3.482,2.771,,,66.33,20.0,,-18.21,38.21,46.79,13/11/9,117.7,0.426,11.3,1.2,,,,,66.62,26.481,89.59,64.12,,1.314,0.0457,73.68,0.9854,normal,0.00195997,0.0365,False,contamination,none,A_healthy,0.0248,0.0,1.0,,175.63,148.45,7650.83,9117.06,5926.09,12308.04,particle_filter,-1466.23,1756.57,970.0,0.0028,0.0118,0.091,1.64,12968.0,0.999,8.59e-06,False,none,none,,,,,,2003-02-08T00:41:59,2003-06-20T23:40:20,mixed,False,oem_certified,True,,,,none,none,561893.91,4310052.2,272561.6,28094.7,30.58,18438.41,7.47,99.959,84.968,646.4,2.45,7.591,245,False,False,variable_heavy,60.34,78.24,22,0,0,0,gas_compressed_air,none,24.1,2.05,3.008,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-02T10:59:37,23,202.99,202.99,2.08,7.091,3.409,3.002,,,60.63,20.0,,-18.21,38.21,47.5,13/11/9,81.0,0.493,10.2,1.5,,,,,69.71,28.336,91.74,61.66,,1.394,0.1589,32.71,0.984,normal,-0.00320117,0.0,False,contamination,none,A_healthy,0.0259,0.0059,1.0,,191.36,139.78,7642.01,8245.91,5359.84,11131.98,physics_informed_nn,-603.91,546.55,970.0,0.0028,0.012,0.0913,1.64,12968.0,0.9989,8.84e-06,False,none,none,,,,,,2003-01-21T05:56:59,2003-05-21T12:01:08,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,274318.32,28094.7,59.22,18438.41,26.06,99.859,84.431,646.4,2.45,4.208,245,False,False,variable_heavy,77.86,85.29,23,0,0,0,oil_process,chemical_contamination,23.09,147.87,0.157,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-02T19:49:10,24,211.82,211.82,1.931,8.275,4.285,3.009,,,64.45,20.0,,-18.21,38.21,45.2,14/12/10,159.9,0.455,17.7,4.1,,,,,66.64,25.766,87.49,64.96,,1.301,0.0828,53.44,0.9793,normal,-0.003653,0.0312,False,contamination,none,A_healthy,0.027,0.004,1.0,,294.77,156.23,7633.18,8659.99,5628.99,11690.98,physics_informed_nn,-1026.81,822.13,970.0,0.0029,0.0121,0.0916,1.64,12968.0,0.9988,9.09e-06,False,none,none,,,,,,2003-01-30T05:48:48,2003-06-05T12:48:32,mixed,False,oem_certified,True,,,,none,none,561893.91,4310052.2,259376.68,28094.7,38.37,18438.41,10.77,99.942,82.645,646.4,2.45,2.803,245,False,False,variable_heavy,78.91,88.53,24,0,0,0,gas_compressed_air,particulate_mild,68.02,25.97,0.135,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-03T04:38:43,25,220.65,220.65,2.118,6.458,3.048,2.731,,,58.62,20.0,,-18.21,38.21,47.84,13/11/9,80.3,0.405,14.6,4.0,,,,,67.94,26.186,89.92,62.31,,0.501,0.0594,36.75,0.9997,normal,-6.115e-05,0.0055,False,contamination,lubrication_starvation,A_healthy,0.0281,0.0,1.0,,90.43,141.1,7624.35,8342.79,5422.81,11262.76,physics_informed_nn,-718.43,802.69,970.0,0.0029,0.0122,0.092,1.64,12968.0,0.9987,9.33e-06,False,none,none,,,,,,2003-01-24T00:02:22,2003-05-25T16:00:55,mixed,False,oem_certified,True,,,,none,none,561893.91,4310052.2,233390.64,28094.7,58.4,18438.41,19.21,99.896,84.759,646.4,2.45,4.468,245,False,False,variable_heavy,58.66,74.69,25,0,0,0,oil_process,particulate_mild,89.74,44.81,2.31,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-03T13:28:16,26,229.47,229.47,1.927,7.147,3.709,2.82,,,67.19,20.0,,-18.21,38.21,44.13,14/12/10,98.7,0.536,53.8,5.9,,,,,67.23,26.435,89.6,65.27,,0.508,0.0788,55.5,0.9925,normal,0.00061398,0.0809,False,contamination,none,A_healthy,0.0293,0.0043,1.0,,95.27,148.4,7615.53,8495.52,5522.09,11468.95,particle_filter,-879.99,1072.55,970.0,0.003,0.0123,0.0923,1.64,12968.0,0.9987,9.56e-06,False,none,none,,,,,,2003-01-27T13:13:45,2003-05-31T10:39:35,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,155518.06,28094.7,41.99,18438.41,9.01,99.951,87.291,646.4,2.45,5.291,245,False,False,variable_heavy,64.22,82.05,26,0,0,0,steam,particulate_mild,67.18,32.79,0.467,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-03T22:17:49,27,238.3,238.3,2.024,6.565,3.244,3.104,,,59.08,20.0,,-18.21,38.21,47.61,12/10/8,64.0,0.382,22.5,3.0,,,,,69.71,29.174,89.89,63.04,,0.159,0.102,113.59,1.0,normal,0.00291334,0.0297,False,contamination,thermal_degradation,A_healthy,0.0304,0.0105,1.0,,25.17,146.99,7606.7,6760.95,4394.62,9127.28,xgboost_gradient,845.75,744.39,970.0,0.003,0.0124,0.0926,1.64,12968.0,0.9986,9.8e-06,False,none,none,,,,,,2002-12-22T18:46:16,2003-03-31T09:06:11,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,185325.59,28094.7,45.16,18438.41,36.33,99.803,80.954,646.4,2.45,1.011,245,False,False,variable_heavy,60.58,87.51,27,0,0,0,none,particulate_mild,72.5,101.9,2.398,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-04T07:07:22,28,247.12,247.12,2.197,6.256,2.847,3.557,,,59.75,20.0,,-18.21,38.21,44.87,14/12/10,95.4,0.909,34.8,3.8,,,,,66.39,26.465,89.39,66.78,,1.248,0.1706,52.08,0.9873,normal,0.00065382,0.0538,False,contamination,none,A_healthy,0.0315,0.0,1.0,,171.23,134.47,7597.88,6799.93,4419.95,9179.9,xgboost_gradient,797.95,949.89,970.0,0.0031,0.0126,0.093,1.64,12968.0,0.9985,1.003e-05,False,none,none,,,,,,2002-12-23T23:05:08,2003-04-02T03:03:34,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,230229.14,28094.7,42.81,18438.41,16.24,99.912,91.63,646.4,2.45,3.058,245,False,False,variable_heavy,63.19,88.1,28,0,0,0,oil_hydraulic,particulate_mild,43.39,112.82,2.789,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-04T15:56:55,29,255.95,255.95,2.048,6.874,3.356,3.513,,,58.65,20.0,,-18.21,38.21,45.05,13/11/9,81.7,0.33,19.3,5.0,,,,,66.86,26.234,90.19,66.07,,0.092,0.0096,492.14,0.9894,normal,0.00202554,0.0,False,contamination,cavitation,A_healthy,0.0326,0.0,1.0,,165.13,147.11,7589.05,8593.55,5585.81,11601.3,lstm_sequence,-1004.5,1291.84,970.0,0.0031,0.0127,0.0933,1.64,12968.0,0.9984,1.026e-05,False,none,none,,,,,,2003-01-30T16:43:30,2003-06-05T00:28:06,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,217796.91,28094.7,40.86,18438.41,12.42,99.933,82.127,646.4,2.45,7.543,245,False,False,variable_heavy,63.41,82.83,29,0,0,0,water,particulate_mild,63.17,15.98,4.355,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-05T00:46:28,30,264.77,264.77,1.959,6.684,3.412,3.104,,,58.36,20.0,,-18.21,38.21,46.21,14/12/10,62.8,0.644,14.4,2.0,,,,,68.35,25.992,91.37,65.08,,0.685,0.0136,65.04,0.9961,normal,-0.0007241,0.0302,False,contamination,none,A_healthy,0.0338,0.0189,1.0,,135.59,168.54,7580.23,8408.41,5465.47,11351.36,xgboost_gradient,-828.19,728.94,970.0,0.0032,0.0128,0.0936,1.64,12968.0,0.9983,1.048e-05,False,none,none,,,,,,2003-01-27T04:58:53,2003-05-29T19:55:35,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,258766.74,28094.7,39.29,18438.41,10.18,99.945,91.984,646.4,2.45,6.049,245,False,False,variable_heavy,71.79,86.52,30,0,0,0,water,particulate_mild,56.38,0.33,3.54,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-05T09:36:01,31,273.6,273.6,2.0,7.4,3.701,3.391,,,57.47,20.0,,-18.21,38.21,49.31,14/12/10,85.2,0.421,8.3,2.2,,,,,67.69,26.65,88.79,65.36,,0.087,0.0338,195.22,0.9956,normal,0.00061754,0.0147,False,contamination,none,A_healthy,0.0349,0.0294,1.0,,111.25,177.06,7571.4,5929.83,3854.39,8005.27,xgboost_gradient,1641.57,1500.4,970.0,0.0032,0.0129,0.0939,1.64,12968.0,0.9982,1.07e-05,False,none,none,,,,,,2002-12-06T22:30:55,2003-03-03T09:57:22,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,143513.06,28094.7,27.03,18438.41,11.18,99.939,85.591,646.4,2.45,5.385,245,False,False,variable_heavy,62.73,95.5,31,0,0,0,steam,none,49.81,56.91,0.173,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-05T18:25:34,32,282.43,282.43,2.2,9.129,4.15,2.996,,,66.71,20.0,,-18.21,38.21,45.93,14/12/10,190.0,0.598,17.3,3.3,,,,,65.48,25.527,88.76,64.39,,1.639,0.0593,33.79,0.9873,normal,-0.00253286,0.0251,False,contamination,cavitation,A_healthy,0.036,0.0223,1.0,,379.75,117.85,7562.57,6789.38,4413.09,9165.66,xgboost_gradient,773.2,1002.01,970.0,0.0033,0.0131,0.0943,1.64,12968.0,0.9981,1.092e-05,False,none,none,,,,,,2002-12-25T05:06:51,2003-04-03T05:23:46,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,88821.67,28094.7,42.96,18438.41,17.63,99.904,88.817,646.4,2.45,1.09,245,False,False,variable_heavy,74.25,93.96,32,0,0,0,steam,water_ingress,58.58,86.14,0.093,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-06T03:15:06,33,291.25,291.25,1.768,7.256,4.104,2.942,,,62.28,20.0,,-18.21,38.21,47.23,14/12/10,82.3,0.44,17.9,1.9,,,,,68.94,28.629,90.11,62.29,,0.439,0.0079,31.98,0.9874,normal,2.243e-05,0.0,False,contamination,none,A_healthy,0.0371,0.0011,1.0,,196.92,156.64,7553.75,8136.73,5288.87,10984.58,kalman_filter,-582.98,648.42,970.0,0.0033,0.0132,0.0946,1.64,12968.0,0.998,1.114e-05,False,none,none,,,,,,2003-01-22T15:36:54,2003-05-21T07:28:10,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,154384.36,28094.7,53.64,18438.41,21.51,99.883,85.005,646.4,2.45,7.586,245,False,False,variable_heavy,66.87,95.15,33,0,0,0,none,chemical_contamination,49.56,234.07,8.463,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-06T12:04:39,34,300.08,300.08,1.722,7.343,4.265,3.374,,,60.23,20.0,,-18.21,38.21,48.77,14/12/10,91.0,0.416,55.2,10.2,,,,,67.5,27.058,88.54,67.42,,0.781,0.0434,21.68,0.9938,normal,0.00087887,0.0239,False,contamination,none,A_healthy,0.0383,0.0132,1.0,,128.86,159.67,7544.92,6280.01,4082.0,8478.01,kalman_filter,1264.92,1374.02,970.0,0.0034,0.0133,0.0949,1.64,12968.0,0.9979,1.135e-05,False,none,none,,,,,,2002-12-15T08:04:52,2003-03-16T22:05:01,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,180125.69,28094.7,50.23,18438.41,8.16,99.956,81.045,646.4,2.45,2.622,245,False,False,variable_heavy,58.06,89.81,34,0,0,0,oil_process,particulate_severe,47.78,1.91,1.497,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-06T20:54:12,35,308.9,308.9,1.94,6.315,3.255,3.464,,,62.59,20.0,,-18.21,38.21,47.31,13/11/9,113.6,0.71,37.2,8.2,,,,,66.12,26.933,89.63,66.76,,1.421,0.0233,62.99,0.992,normal,-0.00081778,0.0,False,contamination,none,A_healthy,0.0394,0.0324,1.0,,117.12,147.81,7536.1,8597.28,5588.23,11606.32,lstm_sequence,-1061.18,1106.86,970.0,0.0034,0.0134,0.0952,1.64,12968.0,0.9978,1.157e-05,False,none,none,,,,,,2003-02-01T23:32:28,2003-06-07T08:35:15,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,130516.94,28094.7,47.48,18438.41,12.28,99.933,84.002,646.4,2.45,4.495,245,False,False,variable_heavy,65.9,89.1,35,0,0,0,gas_compressed_air,particulate_severe,46.14,5.97,4.98,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-07T05:43:45,35,317.73,317.73,1.737,6.946,3.999,3.379,,,53.47,20.0,,-18.21,38.21,43.96,14/12/10,71.9,0.37,106.4,12.8,,,,,69.93,29.278,88.67,58.67,,1.442,0.0065,34.34,0.999,normal,0.00068441,0.0119,False,contamination,none,A_healthy,0.0405,0.0292,1.0,,29.2,141.45,7527.27,8490.92,5519.1,11462.74,physics_informed_nn,-963.65,1208.94,970.0,0.0035,0.0135,0.0956,1.64,12968.0,0.9977,1.178e-05,False,none,none,,,,,,2003-01-31T03:11:17,2003-06-03T23:00:33,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,236510.01,28094.7,48.0,18438.41,4.54,99.975,85.677,646.4,2.45,1.092,245,False,False,variable_heavy,62.1,76.06,35,1,0,0,oil_process,none,29.8,18.26,2.927,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-07T14:33:18,36,326.56,326.56,2.127,5.948,2.796,2.909,,,63.34,20.0,,-18.21,38.21,48.07,13/11/9,63.7,0.379,12.2,2.5,,,,,68.5,28.112,91.23,66.23,,1.577,0.0719,172.26,0.9859,normal,-0.0002889,0.0382,False,contamination,none,A_healthy,0.0416,0.0,1.0,,317.93,152.77,7518.44,7138.57,4640.07,9637.07,particle_filter,379.88,451.73,970.0,0.0035,0.0136,0.0959,1.64,12968.0,0.9976,1.199e-05,False,none,none,,,,,,2003-01-03T07:50:19,2003-04-17T10:20:13,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,109473.86,28094.7,30.2,18438.41,29.35,99.841,82.072,646.4,2.45,5.05,245,False,False,variable_heavy,70.24,68.73,36,1,0,0,oil_hydraulic,none,34.76,32.21,0.514,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-07T23:22:51,37,335.38,335.38,1.755,6.959,3.964,3.243,,,65.44,20.0,,-18.21,38.21,45.76,13/11/9,117.7,0.311,23.9,5.6,,,,,68.16,27.44,88.64,63.69,,0.478,0.0315,190.99,0.9998,normal,0.00247736,0.0407,False,contamination,cavitation,A_healthy,0.0428,0.0226,1.0,,54.56,175.29,7509.62,8298.89,5394.28,11203.51,xgboost_gradient,-789.27,927.18,970.0,0.0035,0.0138,0.0962,1.64,12968.0,0.9975,1.219e-05,False,none,none,,,,,,2003-01-27T20:49:40,2003-05-28T21:26:27,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,245112.5,28094.7,28.8,18438.41,30.43,99.835,85.827,646.4,2.45,2.855,245,False,False,variable_heavy,65.85,81.61,37,1,0,0,water,particulate_mild,70.25,44.39,1.446,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-08T08:12:24,38,344.21,344.21,2.155,7.367,3.418,3.149,,,62.45,20.0,,-18.21,38.21,47.53,14/12/10,60.3,0.39,29.8,7.0,,,,,65.33,26.751,91.16,65.95,,1.062,0.0179,25.22,1.0,normal,0.00123524,0.0474,False,contamination,electrical_pitting,A_healthy,0.0439,0.0174,1.0,,145.17,143.58,7500.79,6953.85,4520.0,9387.7,kalman_filter,546.94,582.58,970.0,0.0036,0.0139,0.0965,1.64,12968.0,0.9974,1.24e-05,False,none,none,,,,,,2002-12-31T05:07:52,2003-04-11T14:58:42,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,142827.72,28094.7,45.36,18438.41,9.74,99.947,78.688,646.4,2.45,6.884,245,False,False,variable_heavy,75.01,79.61,38,0,0,0,water,chemical_contamination,77.06,14.12,0.094,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-08T17:01:57,39,353.03,353.03,2.331,6.502,2.789,3.571,,,60.05,20.0,,-18.21,38.21,47.06,14/12/10,90.0,0.47,33.3,3.5,,,,,67.01,26.958,89.43,66.54,,0.24,0.0116,93.87,0.9855,normal,-0.00129019,0.006,False,contamination,none,A_healthy,0.045,0.0116,1.0,,244.51,153.87,7491.97,8396.9,5457.98,11335.81,xgboost_gradient,-904.93,1149.2,970.0,0.0036,0.014,0.0968,1.64,12968.0,0.9973,1.26e-05,False,none,none,,,,,,2003-01-30T15:28:51,2003-06-02T02:23:40,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,125549.84,28094.7,42.55,18438.41,17.56,99.905,80.667,646.4,2.45,2.928,245,False,False,variable_heavy,75.72,96.64,39,0,0,0,gas_compressed_air,particulate_severe,87.6,87.42,0.455,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-09T01:51:30,40,361.86,361.86,2.021,7.536,3.729,3.528,,,68.18,20.0,,-18.21,38.21,47.4,14/12/10,53.5,0.42,11.4,1.5,,,,,67.47,28.08,89.18,64.56,,0.966,0.001,259.39,1.0,normal,0.00019886,0.0065,False,contamination,none,A_healthy,0.0461,0.022,1.0,,134.79,156.2,7483.14,7873.0,5117.45,10628.55,lstm_sequence,-389.86,482.33,970.0,0.0037,0.0141,0.0972,1.64,12968.0,0.9972,1.28e-05,False,none,none,,,,,,2003-01-20T02:21:24,2003-05-14T21:54:21,mixed,False,master_technician,False,17.0,,,none,none,561893.91,4310052.2,192432.41,28094.7,56.74,18438.41,10.18,99.945,89.566,646.4,2.45,2.759,245,False,False,variable_heavy,58.93,92.9,40,1,0,0,oil_hydraulic,none,28.17,23.66,0.345,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-09T10:41:03,41,370.68,370.68,1.907,6.75,3.54,3.04,,,57.12,20.0,,-18.21,38.21,46.79,14/12/10,92.1,0.337,9.4,1.4,,,,,67.48,27.151,90.31,67.11,,0.67,0.0006,13.28,0.9951,normal,0.00183881,0.0236,False,contamination,none,A_healthy,0.0473,0.0364,1.0,,232.84,157.94,7474.32,6614.85,4299.65,8930.05,physics_informed_nn,859.46,785.74,970.0,0.0037,0.0142,0.0975,1.64,12968.0,0.9971,1.3e-05,False,none,none,,,,,,2002-12-25T06:06:38,2003-03-31T17:18:33,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,272505.58,28094.7,48.36,18438.41,8.72,99.953,87.067,646.4,2.45,3.501,245,False,False,variable_heavy,57.28,81.89,41,1,0,0,none,none,75.21,66.72,10.809,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-09T19:30:36,42,379.51,379.51,1.828,5.981,3.272,3.153,,,57.97,20.0,,-18.21,38.21,46.73,14/12/10,58.9,0.323,27.4,3.3,,,,,67.58,26.73,89.13,65.38,,1.271,0.0211,7.35,0.9923,normal,-0.001499,0.0279,False,contamination,none,A_healthy,0.0484,0.015,1.0,,112.51,140.34,7465.49,6333.5,4116.77,8550.22,particle_filter,1131.99,1014.52,970.0,0.0038,0.0143,0.0978,1.64,12968.0,0.997,1.32e-05,False,none,none,,,,,,2002-12-19T18:15:28,2003-03-22T02:58:52,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,263833.86,28094.7,27.65,18438.41,21.35,99.884,79.949,646.4,2.45,7.429,245,False,False,variable_heavy,62.31,77.19,42,0,0,0,oil_process,chemical_contamination,46.18,41.06,1.921,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-10T04:20:09,43,388.34,388.34,1.954,5.103,2.611,3.367,,,60.59,20.0,,-18.21,38.21,48.14,14/12/10,85.2,0.617,14.3,4.3,,,,,67.8,26.785,88.83,67.37,,0.506,0.0622,3.42,0.9748,normal,-0.00504095,0.0531,False,contamination,none,A_healthy,0.0495,0.0402,1.0,,606.63,142.4,7456.66,5989.8,3893.37,8086.23,lstm_sequence,1466.86,1795.18,970.0,0.0038,0.0144,0.0981,1.64,12968.0,0.9968,1.339e-05,False,none,none,,,,,,2002-12-12T23:14:14,2003-03-10T07:40:05,mixed,False,specialist,False,51.0,,,none,none,561893.91,4310052.2,236113.72,28094.7,24.14,18438.41,41.65,99.775,87.017,646.4,2.45,5.782,245,False,False,variable_heavy,64.95,92.97,43,0,0,0,oil_hydraulic,none,60.51,57.74,1.415,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-10T13:09:42,44,397.16,397.16,1.9,7.537,3.967,3.599,,,59.77,20.0,,-18.21,38.21,44.16,13/11/9,104.1,0.383,20.0,3.6,,,,,67.79,26.68,88.59,65.18,,0.517,0.0519,46.01,0.9747,normal,-0.00217135,0.0297,False,contamination,none,A_healthy,0.0506,0.0202,1.0,,343.99,149.98,7447.84,7949.47,5167.16,10731.79,particle_filter,-501.63,503.96,970.0,0.0038,0.0145,0.0984,1.64,12968.0,0.9967,1.359e-05,False,none,none,,,,,,2003-01-23T03:53:49,2003-05-19T02:12:42,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,97903.12,28094.7,25.96,18438.41,6.21,99.966,80.474,646.4,2.45,1.341,245,False,False,variable_heavy,71.18,83.56,44,1,0,0,oil_process,particulate_mild,87.6,42.03,0.506,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-10T21:59:15,45,405.99,405.99,2.053,7.988,3.89,2.928,,,61.96,20.0,,-18.21,38.21,47.58,14/12/10,88.5,0.374,11.6,2.1,,,,,69.09,27.119,89.37,68.77,,0.167,0.0059,135.87,0.9798,normal,-0.00403784,0.0359,False,contamination,none,A_healthy,0.0518,0.0,1.0,,367.54,141.46,7439.01,8463.53,5501.3,11425.77,physics_informed_nn,-1024.52,1051.57,970.0,0.0039,0.0147,0.0987,1.64,12968.0,0.9966,1.378e-05,False,none,none,,,,,,2003-02-03T05:45:13,2003-06-06T15:59:24,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,126310.1,28094.7,47.88,18438.41,8.29,99.955,84.776,646.4,2.45,4.192,245,False,False,variable_heavy,59.67,84.41,45,0,0,0,steam,particulate_severe,56.43,62.97,3.147,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-11T06:48:48,46,414.81,414.81,1.86,6.86,3.688,2.223,,,64.18,20.0,,-18.21,38.21,42.73,13/11/9,125.7,0.468,14.9,2.0,,,,,67.69,27.162,89.39,65.85,,0.929,0.2097,143.68,0.9778,normal,-0.00346096,0.0,False,contamination,none,A_healthy,0.0529,0.0181,1.0,,269.39,145.96,7430.19,6563.22,4266.09,8860.34,physics_informed_nn,866.97,954.53,970.0,0.0039,0.0148,0.099,1.64,12968.0,0.9965,1.397e-05,False,none,none,,,,,,2002-12-26T00:25:19,2003-03-31T17:32:54,mixed,False,journeyman,False,56.0,,,none,none,561893.91,4310052.2,277194.3,28094.7,23.17,18438.41,12.19,99.934,77.334,646.4,2.45,7.535,245,False,False,variable_heavy,54.52,89.98,46,1,0,0,none,none,47.1,60.47,0.454,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-11T15:38:21,47,423.64,423.64,2.082,8.734,4.195,3.029,,,56.82,20.0,,-18.21,38.21,46.05,14/12/10,180.8,0.449,10.2,2.6,,,,,66.44,26.315,91.92,69.28,,1.947,0.0043,91.46,0.9913,normal,-0.00018993,0.0337,False,contamination,none,A_healthy,0.054,0.016,1.0,,139.35,131.73,7421.36,9129.35,5934.08,12324.62,lstm_sequence,-1707.99,1906.19,970.0,0.004,0.0149,0.0993,1.64,12968.0,0.9963,1.416e-05,False,none,none,,,,,,2003-02-17T20:18:50,2003-06-30T23:35:10,mixed,False,specialist,False,24.0,,,none,none,561893.91,4310052.2,154303.5,28094.7,28.98,18438.41,9.47,99.949,90.931,646.4,2.45,2.747,245,False,False,variable_heavy,72.7,80.42,47,1,0,0,steam,none,39.25,5.4,0.526,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-12T00:27:54,48,432.47,432.47,1.892,5.934,3.137,3.001,,,57.29,20.0,,-18.21,38.21,46.5,14/12/10,64.3,0.401,37.6,7.7,,,,,67.46,27.172,89.45,69.11,,0.725,0.0101,143.42,0.984,normal,0.0018345,0.0282,False,contamination,none,A_healthy,0.0551,0.0378,1.0,,195.22,153.15,7412.53,8086.16,5256.01,10916.32,lstm_sequence,-673.63,848.94,970.0,0.004,0.015,0.0997,1.64,12968.0,0.9962,1.435e-05,False,none,none,,,,,,2003-01-27T11:32:50,2003-05-25T09:42:18,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,276985.94,28094.7,47.26,18438.41,15.05,99.918,80.675,646.4,2.45,1.846,245,False,False,variable_heavy,62.59,87.09,48,1,0,0,gas_compressed_air,none,40.85,23.06,1.181,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-12T09:17:26,49,441.29,441.29,1.942,4.889,2.517,2.749,,,58.28,20.0,,-18.21,38.21,47.31,14/12/10,127.6,0.396,11.4,2.4,,,,,68.87,26.857,89.68,68.3,,0.297,0.1477,599.26,0.9874,normal,0.0025468,0.0058,False,contamination,none,A_healthy,0.0563,0.0165,1.0,,173.39,163.48,7403.71,9004.11,5852.67,12155.55,physics_informed_nn,-1600.4,1650.77,970.0,0.0041,0.0151,0.1,1.64,12968.0,0.9961,1.453e-05,False,none,none,,,,,,2003-02-15T23:20:44,2003-06-27T06:47:02,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,254252.46,28094.7,59.46,18438.41,8.16,99.956,82.6,646.4,2.45,2.91,245,False,False,variable_heavy,77.7,90.04,49,0,0,0,none,particulate_mild,73.62,18.8,1.246,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-12T18:06:59,50,450.12,450.12,1.937,6.345,3.276,3.198,,,54.32,20.0,,-18.21,38.21,47.99,13/11/9,119.2,0.363,12.7,2.1,,,,,67.04,26.623,90.2,65.32,,0.366,0.0319,92.91,0.9816,normal,0.00036509,0.0255,False,contamination,none,A_healthy,0.0574,0.0279,1.0,,195.6,155.06,7394.88,6907.73,4490.02,9325.43,particle_filter,487.16,567.05,970.0,0.0041,0.0152,0.1003,1.64,12968.0,0.996,1.472e-05,False,none,none,,,,,,2003-01-03T15:58:49,2003-04-14T09:41:05,mixed,False,specialist,False,18.0,,,none,none,561893.91,4310052.2,253745.57,28094.7,37.9,18438.41,11.71,99.937,86.06,646.4,2.45,5.491,245,False,False,variable_heavy,66.39,82.27,50,1,0,0,oil_hydraulic,particulate_mild,63.51,120.97,0.621,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-13T02:56:32,51,458.94,458.94,2.104,8.294,3.941,2.947,,,59.27,20.0,,-18.21,38.21,45.66,13/11/9,81.3,0.4,11.4,1.9,,,,,67.43,27.975,89.27,65.81,,1.707,0.1101,37.74,0.9893,normal,0.00230464,0.0131,False,contamination,none,A_healthy,0.0585,0.0105,1.0,,129.49,142.71,7386.06,6455.75,4196.24,8715.27,xgboost_gradient,930.3,1188.42,970.0,0.0041,0.0153,0.1006,1.64,12968.0,0.9958,1.49e-05,False,none,none,,,,,,2002-12-25T14:49:09,2003-03-29T18:19:59,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,236326.2,28094.7,21.36,18438.41,6.21,99.966,88.381,646.4,2.45,2.778,245,False,False,variable_heavy,68.02,86.63,51,1,0,0,gas_compressed_air,none,65.55,14.56,3.201,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-13T11:46:05,52,467.77,467.77,1.857,5.084,2.738,2.738,,,57.11,20.0,,-18.21,38.21,45.33,14/12/10,288.0,0.481,51.7,13.1,,,,,66.26,27.357,89.95,68.74,,2.878,0.0018,120.5,0.9681,normal,-0.0046469,0.0318,False,contamination,none,A_healthy,0.0596,0.0126,1.0,,332.96,142.12,7377.23,7038.41,4574.96,9501.85,xgboost_gradient,338.82,319.78,970.0,0.0042,0.0154,0.1009,1.64,12968.0,0.9957,1.509e-05,False,none,none,,,,,,2003-01-07T02:58:18,2003-04-19T18:24:52,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,202265.12,28094.7,26.66,18438.41,7.22,99.961,89.133,646.4,2.45,2.993,245,False,False,variable_heavy,66.73,89.98,52,1,1,2,oil_process,particulate_severe,87.27,195.12,0.04,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-13T20:35:38,53,476.59,476.59,1.922,7.112,3.701,3.612,,,60.58,20.0,,-18.21,38.21,45.21,14/12/10,95.2,0.438,30.7,7.2,,,,,68.18,27.268,88.94,65.77,,1.016,0.0124,19.05,0.9799,normal,-0.00081935,0.0245,False,contamination,none,A_healthy,0.0608,0.0264,1.0,,412.59,130.37,7368.41,5891.22,3829.29,7953.14,xgboost_gradient,1477.19,1252.0,970.0,0.0042,0.0155,0.1012,1.64,12968.0,0.9956,1.527e-05,False,none,none,,,,,,2002-12-14T14:12:09,2003-03-10T12:07:43,mixed,False,master_technician,False,32.0,,,none,none,561893.91,4310052.2,104829.73,28094.7,57.15,18438.41,12.79,99.931,83.027,646.4,2.45,4.205,245,False,False,variable_heavy,79.84,81.76,53,1,0,0,gas_compressed_air,particulate_mild,86.92,62.49,2.518,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-14T05:25:11,54,485.42,485.42,2.061,6.571,3.189,3.143,,,59.35,20.0,,-18.21,38.21,45.28,13/11/9,64.4,0.437,23.2,6.5,,,,,67.1,27.36,89.08,60.94,,0.254,0.0865,16.34,0.9848,normal,-0.00052758,0.0,False,contamination,none,A_healthy,0.0619,0.0139,1.0,,323.3,150.33,7359.58,6581.0,4277.65,8884.35,particle_filter,778.58,669.88,970.0,0.0043,0.0156,0.1015,1.64,12968.0,0.9954,1.545e-05,False,none,none,,,,,,2002-12-29T07:55:14,2003-04-04T07:16:17,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,155410.19,28094.7,40.01,18438.41,16.32,99.912,84.01,646.4,2.45,7.389,245,False,False,variable_heavy,68.4,83.9,54,0,0,0,steam,particulate_mild,36.82,2.43,1.28,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-14T14:14:44,55,494.25,494.25,2.033,9.11,4.482,2.792,,,64.49,20.0,,-18.21,38.21,46.28,14/12/10,164.0,0.569,50.3,13.6,,,,,67.13,28.137,90.08,66.62,,0.465,0.0068,61.34,0.9713,normal,-0.00206749,0.0408,False,contamination,none,A_healthy,0.063,0.0188,1.0,,397.23,145.21,7350.75,8409.16,5465.96,11352.37,kalman_filter,-1058.41,1238.36,970.0,0.0043,0.0157,0.1018,1.64,12968.0,0.9953,1.563e-05,False,none,none,,,,,,2003-02-05T18:49:35,2003-06-08T10:01:59,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,276531.63,28094.7,21.95,18438.41,10.53,99.943,87.844,646.4,2.45,5.151,245,False,False,variable_heavy,59.28,93.89,55,1,0,0,steam,particulate_severe,61.95,129.19,0.374,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-14T23:04:17,56,503.07,503.07,1.996,8.655,4.337,2.607,,,59.11,20.0,,-18.21,38.21,44.76,13/11/9,73.9,0.338,37.9,8.1,,,,,68.6,27.171,89.96,65.68,,0.226,0.0007,91.48,0.9932,normal,0.00078251,0.0563,False,contamination,none,A_healthy,0.0641,0.0233,1.0,,162.45,143.77,7341.93,6787.4,4411.81,9162.99,lstm_sequence,554.53,566.66,970.0,0.0043,0.0158,0.1021,1.64,12968.0,0.9952,1.58e-05,False,none,none,,,,,,2003-01-03T08:46:11,2003-04-12T08:21:30,mixed,False,apprentice,False,33.0,,,none,none,561893.91,4310052.2,265454.37,28094.7,28.26,18438.41,9.77,99.947,85.587,646.4,2.45,1.772,245,False,False,variable_heavy,71.22,96.7,56,1,0,0,oil_hydraulic,particulate_mild,76.16,194.17,1.067,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-15T07:53:50,57,511.9,511.9,2.103,6.778,3.223,2.929,,,63.6,20.0,,-18.21,38.21,46.26,14/12/10,86.3,0.404,71.5,10.7,,,,,67.58,27.978,89.47,67.39,,0.709,0.0754,9.52,0.9667,normal,-0.00027842,0.008,False,contamination,none,A_healthy,0.0653,0.0204,1.0,,408.65,148.11,7333.1,7647.68,4971.0,10324.37,xgboost_gradient,-314.58,356.98,970.0,0.0044,0.0159,0.1024,1.64,12968.0,0.995,1.598e-05,False,none,none,,,,,,2003-01-21T15:44:23,2003-05-13T04:25:46,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,194489.77,28094.7,29.99,18438.41,16.73,99.909,88.544,646.4,2.45,5.928,245,False,False,variable_heavy,69.67,75.83,57,1,0,1,oil_process,particulate_mild,85.01,61.52,0.663,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-15T16:43:23,58,520.72,520.72,2.236,8.136,3.638,3.448,,,65.33,20.0,,-18.21,38.21,47.95,14/12/10,62.8,0.37,20.8,4.7,,,,,67.5,26.577,89.77,66.66,,0.287,0.0285,9.37,0.9904,normal,0.0021076,0.0418,False,contamination,none,A_healthy,0.0664,0.0271,1.0,,247.4,156.44,7324.28,6414.74,4169.58,8659.89,xgboost_gradient,909.54,741.96,970.0,0.0044,0.016,0.1027,1.64,12968.0,0.9949,1.616e-05,False,none,none,,,,,,2002-12-27T08:05:28,2003-03-30T21:14:56,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,97457.63,28094.7,50.73,18438.41,20.85,99.887,84.794,646.4,2.45,3.261,245,False,False,variable_heavy,53.32,73.58,58,1,0,0,oil_hydraulic,water_ingress,67.8,31.46,0.06,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-16T01:32:56,59,529.55,529.55,2.064,9.092,4.405,2.51,,,55.73,20.0,,-18.21,38.21,46.6,14/12/10,147.8,0.939,16.5,2.0,,,,,68.05,26.555,89.36,65.35,,0.343,0.0094,26.48,0.965,normal,-0.00394775,0.026,False,contamination,none,A_healthy,0.0675,0.0289,1.0,,432.04,124.31,7315.45,6409.99,4166.49,8653.49,particle_filter,905.46,866.71,970.0,0.0045,0.0162,0.103,1.64,12968.0,0.9947,1.633e-05,False,none,none,,,,,,2002-12-27T14:32:40,2003-03-31T02:02:29,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,98574.2,28094.7,23.09,18438.41,18.97,99.897,88.263,646.4,2.45,2.252,245,False,False,variable_heavy,62.08,82.77,59,1,0,1,water,none,48.77,101.11,5.627,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-16T10:22:29,60,538.37,538.37,1.878,6.424,3.421,3.117,,,63.14,20.0,,-18.21,38.21,46.42,13/11/9,81.5,0.55,66.6,19.3,,,,,69.17,26.756,88.8,65.42,,1.79,0.0523,62.9,0.9666,normal,-0.00094836,0.0832,False,contamination,none,A_healthy,0.0686,0.0094,1.0,,450.51,143.34,7306.63,7683.5,4994.27,10372.72,xgboost_gradient,-376.87,454.26,970.0,0.0045,0.0163,0.1033,1.64,12968.0,0.9946,1.651e-05,False,none,none,,,,,,2003-01-23T12:07:21,2003-05-15T13:20:45,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,238758.62,28094.7,40.07,18438.41,13.3,99.928,89.6,646.4,2.45,6.085,245,False,False,variable_heavy,74.9,74.83,60,1,0,1,oil_hydraulic,particulate_severe,82.74,84.95,5.179,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-16T19:12:02,61,547.2,547.2,2.15,9.119,4.242,2.925,,,67.57,20.0,,-18.21,38.21,48.18,14/12/10,92.2,0.478,56.8,16.8,,,,,68.69,27.656,89.26,61.77,,2.057,0.0112,41.15,0.9741,normal,-0.00381678,0.0049,False,contamination,none,A_healthy,0.0698,0.0206,1.0,,270.94,142.12,7297.8,8728.19,5673.33,11783.06,lstm_sequence,-1430.39,1225.94,970.0,0.0045,0.0164,0.1036,1.64,12968.0,0.9945,1.668e-05,False,none,none,,,,,,2003-02-14T15:17:50,2003-06-21T22:09:54,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,87001.55,28094.7,39.57,18438.41,11.46,99.938,87.847,646.4,2.45,2.119,245,False,False,variable_heavy,72.43,79.9,61,1,0,0,oil_hydraulic,none,76.05,66.53,1.929,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-17T04:01:35,62,556.03,556.03,2.326,8.329,3.58,2.586,,,58.92,20.0,,-18.21,38.21,46.63,13/11/9,135.2,0.481,33.4,4.7,,,,,68.46,27.775,88.99,65.76,,2.46,0.071,9.52,0.9804,normal,0.00273991,0.0273,False,contamination,none,A_healthy,0.0709,0.0361,1.0,,206.26,139.37,7288.97,6136.88,3988.97,8284.78,xgboost_gradient,1152.1,998.48,970.0,0.0046,0.0165,0.1039,1.64,12968.0,0.9943,1.685e-05,False,none,none,,,,,,2002-12-23T00:27:51,2003-03-22T12:22:15,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,122929.14,28094.7,34.22,18438.41,11.75,99.936,84.046,646.4,2.45,5.446,245,False,False,variable_heavy,75.6,84.77,62,1,0,1,oil_hydraulic,none,39.65,0.05,5.344,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-17T12:51:08,63,564.85,564.85,2.052,8.02,3.908,3.237,,,63.72,20.0,,-18.21,38.21,45.18,14/12/10,131.8,0.369,56.8,7.2,,,,,69.78,27.361,89.03,62.49,,1.3,0.0796,39.8,0.973,normal,-0.00347296,0.027,False,contamination,none,A_healthy,0.072,0.0261,1.0,,539.66,136.23,7280.15,8572.39,5572.06,11572.73,physics_informed_nn,-1292.25,1257.4,970.0,0.0046,0.0166,0.1042,1.64,12968.0,0.9942,1.702e-05,False,none,none,,,,,,2003-02-12T03:02:58,2003-06-17T03:23:15,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,134111.66,28094.7,29.81,18438.41,9.44,99.949,85.049,646.4,2.45,4.616,245,False,False,variable_heavy,70.28,89.4,63,1,0,0,gas_compressed_air,particulate_mild,68.28,22.48,2.161,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-17T21:40:41,64,573.68,573.68,1.956,8.493,4.342,2.929,,,58.45,20.0,,-18.21,38.21,42.5,14/12/10,229.4,0.333,23.8,5.0,,,,,67.8,28.35,88.91,66.33,,0.871,0.1097,69.21,0.9876,normal,0.00450404,0.0296,False,contamination,none,A_healthy,0.0731,0.0158,1.0,,194.29,142.0,7271.32,6603.55,4292.31,8914.79,xgboost_gradient,667.77,861.06,970.0,0.0046,0.0167,0.1045,1.64,12968.0,0.994,1.719e-05,False,none,none,,,,,,2003-01-02T11:27:08,2003-04-08T18:41:39,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,172448.29,28094.7,54.82,18438.41,44.4,99.76,82.105,646.4,2.45,5.96,245,False,False,variable_heavy,71.53,87.82,64,1,0,0,water,particulate_mild,23.35,91.66,2.628,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-18T06:30:13,65,582.5,582.5,1.899,5.806,3.057,3.013,,,65.93,20.0,,-18.21,38.21,44.73,14/12/10,111.7,0.445,26.5,4.4,,,,,68.5,27.712,88.94,63.21,,0.9,0.0211,265.38,0.9609,normal,-0.00114021,0.0942,False,contamination,none,A_healthy,0.0743,0.0244,1.0,,396.61,130.94,7262.5,6431.12,4180.23,8682.01,particle_filter,831.38,921.79,970.0,0.0047,0.0168,0.1048,1.64,12968.0,0.9939,1.736e-05,False,none,none,,,,,,2002-12-30T06:03:51,2003-04-03T00:57:23,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,260428.74,28094.7,34.5,18438.41,18.09,99.902,84.138,646.4,2.45,1.007,245,False,False,variable_heavy,65.22,94.11,65,1,0,0,water,none,45.35,16.48,2.249,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-18T15:19:46,66,591.33,591.33,2.038,6.587,3.232,3.737,,,61.84,20.0,,-18.21,38.21,44.49,14/12/10,99.0,0.339,75.2,18.6,,,,,67.84,26.595,89.84,65.49,,0.349,0.0012,66.03,0.9851,normal,0.0022001,0.0032,False,contamination,none,A_healthy,0.0754,0.0317,1.0,,149.58,144.62,7253.67,6737.64,4379.47,9095.82,xgboost_gradient,516.03,629.6,970.0,0.0047,0.0169,0.1051,1.64,12968.0,0.9937,1.753e-05,False,none,none,,,,,,2003-01-06T00:09:02,2003-04-14T06:19:31,mixed,False,specialist,False,10.0,,,none,none,561893.91,4310052.2,120643.72,28094.7,56.69,18438.41,9.5,99.948,82.774,646.4,2.45,5.507,245,False,False,variable_heavy,75.09,97.77,66,1,0,0,oil_hydraulic,none,30.03,62.27,2.876,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-19T00:09:19,67,600.16,600.16,1.948,7.508,3.854,2.634,,,58.26,20.0,,-18.21,38.21,45.25,14/12/10,66.2,0.355,13.3,2.4,,,,,67.47,28.256,88.69,64.26,,0.508,0.0398,49.8,0.984,normal,0.00071755,0.0179,False,contamination,none,A_healthy,0.0765,0.0143,1.0,,197.45,150.73,7244.84,8156.6,5301.79,11011.41,particle_filter,-911.75,731.96,970.0,0.0048,0.017,0.1054,1.64,12968.0,0.9935,1.769e-05,False,none,none,,,,,,2003-02-04T22:27:18,2003-06-03T21:15:54,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,258641.12,28094.7,25.52,18438.41,12.08,99.935,88.977,646.4,2.45,3.798,245,False,False,variable_heavy,79.43,101.56,67,1,0,0,gas_compressed_air,particulate_mild,27.19,70.62,2.446,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-19T08:58:52,68,608.98,608.98,1.888,5.219,2.765,2.523,,,51.71,20.0,,-18.21,38.21,45.9,14/12/10,79.6,0.391,24.6,3.4,,,,,67.33,25.722,88.37,65.41,,0.573,0.0089,15.39,0.9703,normal,-0.00054244,0.0213,False,contamination,none,A_healthy,0.0776,0.0219,1.0,,485.73,140.67,7236.02,5809.95,3776.47,7843.43,xgboost_gradient,1426.07,1164.47,970.0,0.0048,0.0171,0.1057,1.64,12968.0,0.9934,1.786e-05,False,none,none,,,,,,2002-12-18T09:57:20,2003-03-13T03:26:15,mixed,False,oem_certified,False,39.0,,,none,none,561893.91,4310052.2,251382.08,28094.7,42.89,18438.41,18.84,99.898,81.438,646.4,2.45,5.385,245,False,False,variable_heavy,56.93,72.14,68,0,0,0,steam,none,24.91,222.48,2.547,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-19T17:48:25,69,617.81,617.81,2.086,8.054,3.86,3.582,,,57.31,20.0,,-18.21,38.21,43.51,14/12/10,87.5,0.521,52.3,5.4,,,,,67.34,25.691,88.53,69.43,,0.284,0.0628,257.66,0.9719,normal,-0.0031359,0.0063,False,contamination,none,A_healthy,0.0788,0.035,1.0,,286.2,153.38,7227.19,7979.81,5186.88,10772.75,physics_informed_nn,-752.62,961.03,970.0,0.0048,0.0172,0.106,1.64,12968.0,0.9932,1.803e-05,False,none,none,,,,,,2003-02-01T23:42:46,2003-05-29T08:38:48,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,123476.13,28094.7,42.52,18438.41,7.49,99.959,83.155,646.4,2.45,6.18,245,False,False,variable_heavy,56.18,87.55,69,0,0,2,gas_compressed_air,chemical_contamination,71.26,57.8,2.67,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-20T02:37:58,70,626.63,626.63,1.952,5.946,3.046,3.087,,,56.45,22.28,,-18.21,40.49,43.65,14/12/10,181.0,0.738,21.4,2.9,,,,,66.84,27.01,88.41,65.37,,1.259,0.0623,42.9,0.957,normal,-0.00076566,0.0008,False,contamination,none,A_healthy,0.0799,0.0263,1.0,,570.26,151.68,7218.37,8610.1,5596.57,11623.64,lstm_sequence,-1391.74,1398.6,970.0,0.0049,0.0173,0.1063,1.64,12968.0,0.9931,1.819e-05,False,none,none,,,,,,2003-02-15T11:41:03,2003-06-21T01:13:13,mixed,False,specialist,False,17.0,,,none,none,561893.91,4310052.2,88843.32,28094.7,58.03,18438.41,13.17,99.929,81.977,646.4,2.45,1.397,245,False,False,variable_heavy,82.62,83.96,70,0,2,0,oil_hydraulic,none,42.02,60.28,8.396,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-20T11:27:31,71,635.46,635.46,2.197,6.06,2.759,3.072,,,59.21,20.0,,-18.21,38.21,45.18,13/11/9,122.7,0.333,34.1,9.8,,,,,68.64,27.133,91.0,62.7,,0.27,0.0613,267.74,0.9912,normal,0.0012212,0.0019,False,contamination,none,A_healthy,0.081,0.0468,1.0,,115.27,148.48,7209.54,8371.47,5441.45,11301.48,physics_informed_nn,-1161.93,1058.84,970.0,0.0049,0.0174,0.1065,1.64,12968.0,0.9929,1.835e-05,False,none,none,,,,,,2003-02-10T21:11:33,2003-06-12T23:12:21,mixed,False,apprentice,False,72.0,,,none,none,561893.91,4310052.2,251381.09,28094.7,49.97,18438.41,11.39,99.938,88.409,646.4,2.45,1.29,245,False,False,variable_heavy,61.41,80.67,71,0,0,2,steam,particulate_mild,26.87,181.04,0.614,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-20T20:17:04,73,644.28,644.28,1.917,8.648,4.511,2.345,,,68.88,20.0,,-18.21,38.21,45.18,14/12/10,140.4,0.468,19.6,4.9,,,,,67.26,25.706,89.42,66.62,,0.401,0.0284,116.21,0.961,normal,-0.00460073,0.0512,False,contamination,none,A_healthy,0.0821,0.028,1.0,,404.84,141.61,7200.72,7638.88,4965.27,10312.49,lstm_sequence,-438.17,543.71,970.0,0.0049,0.0175,0.1068,1.64,12968.0,0.9928,1.852e-05,False,none,none,,,,,,2003-01-26T23:43:31,2003-05-18T09:20:02,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,166594.38,28094.7,50.17,18438.41,8.74,99.953,78.174,646.4,2.45,1.604,245,False,False,variable_heavy,66.67,82.78,73,1,0,0,gas_compressed_air,particulate_severe,61.85,1.92,2.004,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-21T05:06:37,74,653.11,653.11,2.191,7.606,3.472,2.416,,,61.11,20.0,,-18.21,38.21,46.17,14/12/10,126.1,0.49,18.3,2.2,,,,,67.79,26.887,90.17,66.49,,0.23,0.0824,86.3,0.9714,normal,0.00020995,0.021,False,contamination,none,A_healthy,0.0833,0.0319,1.0,,338.73,155.02,7191.89,6027.18,3917.67,8136.69,weibull_regression,1164.71,979.43,970.0,0.005,0.0176,0.1071,1.64,12968.0,0.9926,1.868e-05,False,none,none,,,,,,2002-12-24T18:41:59,2003-03-22T16:12:44,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,138329.41,28094.7,52.6,18438.41,24.63,99.867,88.854,646.4,2.45,5.594,245,False,False,variable_heavy,69.16,87.57,74,1,0,0,gas_compressed_air,particulate_mild,33.26,17.24,0.24,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-21T13:56:10,75,661.94,661.94,2.386,10.627,4.454,2.842,,,60.13,20.0,,-18.21,38.21,45.77,13/11/9,72.0,0.374,14.6,3.6,,,,,67.14,27.146,89.76,67.58,,0.177,0.0371,87.52,0.9905,normal,0.00373202,0.0592,False,contamination,misalignment_induced,A_healthy,0.0844,0.0471,1.0,,327.73,154.86,7183.06,8279.27,5381.53,11177.01,particle_filter,-1096.21,984.44,970.0,0.005,0.0177,0.1074,1.64,12968.0,0.9924,1.884e-05,False,none,none,,,,,,2003-02-10T01:34:16,2003-06-10T19:18:56,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,246223.24,28094.7,48.49,18438.41,3.86,99.979,81.045,646.4,2.45,4.431,245,False,False,variable_heavy,73.24,77.94,75,0,0,1,oil_process,water_ingress,51.84,20.98,4.588,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-21T22:45:43,76,670.76,670.76,2.169,8.25,3.804,2.591,,,56.49,20.0,,-18.21,38.21,47.4,13/11/9,78.1,0.423,16.2,2.4,,,,,66.34,26.58,89.85,63.57,,0.398,0.0807,9.88,0.968,normal,0.00219542,0.0,False,contamination,none,A_healthy,0.0855,0.0477,1.0,,523.93,144.66,7174.24,6505.35,4228.48,8782.22,lstm_sequence,668.89,690.22,970.0,0.005,0.0178,0.1077,1.64,12968.0,0.9923,1.9e-05,False,none,none,,,,,,2003-01-04T11:26:12,2003-04-09T08:18:33,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,192114.23,28094.7,20.09,18438.41,6.36,99.965,82.42,646.4,2.45,2.563,245,False,False,variable_heavy,71.47,78.9,76,1,0,0,oil_process,chemical_contamination,51.28,19.26,0.172,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-22T07:35:16,77,679.59,679.59,2.061,5.755,2.793,2.502,,,61.98,20.0,,-18.21,38.21,44.51,14/12/10,151.2,0.354,27.1,3.2,,,,,66.75,26.355,89.0,63.23,,0.475,0.0162,47.81,0.9809,normal,-0.00206016,0.0073,False,contamination,none,A_healthy,0.0866,0.0095,1.0,,348.36,142.27,7165.41,8181.04,5317.68,11044.4,physics_informed_nn,-1015.63,1268.82,970.0,0.0051,0.0179,0.108,1.64,12968.0,0.9921,1.916e-05,False,none,none,,,,,,2003-02-08T18:06:29,2003-06-08T01:28:20,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,173712.83,28094.7,45.68,18438.41,25.2,99.864,84.182,646.4,2.45,1.819,245,False,False,variable_heavy,69.39,96.55,77,2,0,0,oil_hydraulic,none,35.64,7.27,5.238,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-22T16:24:49,78,688.41,688.41,1.723,5.448,3.162,3.504,,,55.23,20.07,,-18.21,38.28,43.77,14/12/10,114.0,0.447,41.0,8.0,,,,,67.3,25.736,89.43,63.24,,0.781,0.0083,50.91,0.956,normal,-0.0009901,0.0,False,contamination,none,A_healthy,0.0878,0.0441,1.0,,603.79,135.96,7156.59,6653.98,4325.09,8982.87,xgboost_gradient,502.61,583.2,970.0,0.0051,0.018,0.1083,1.64,12968.0,0.9919,1.932e-05,False,none,none,,,,,,2003-01-08T07:24:12,2003-04-15T08:17:45,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,249647.82,28094.7,45.11,18438.41,11.77,99.936,85.607,646.4,2.45,6.224,245,False,False,variable_heavy,69.49,76.62,78,1,0,0,steam,none,21.38,65.03,1.364,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-23T01:14:22,79,697.24,697.24,2.162,6.727,3.112,3.107,,,63.71,20.0,,-18.21,38.21,44.55,13/11/9,68.3,0.377,15.0,4.1,,,,,67.72,26.011,89.34,64.71,,1.404,0.0839,142.02,0.9774,normal,0.00119864,0.0454,False,contamination,none,A_healthy,0.0889,0.043,1.0,,265.31,128.65,7147.76,6648.02,4321.21,8974.83,xgboost_gradient,499.74,534.99,970.0,0.0052,0.0181,0.1086,1.64,12968.0,0.9918,1.948e-05,False,none,none,,,,,,2003-01-08T13:15:00,2003-04-15T12:03:27,mixed,False,oem_certified,True,,,,none,none,561893.91,4310052.2,153492.16,28094.7,27.62,18438.41,18.38,99.9,86.284,646.4,2.45,1.546,245,False,False,variable_heavy,75.66,84.96,79,2,0,0,oil_hydraulic,particulate_severe,25.23,11.84,0.292,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-23T10:03:55,80,706.07,706.07,2.093,8.161,3.9,3.291,,,53.63,20.0,,-18.21,38.21,45.44,14/12/10,98.2,0.533,25.5,6.9,,,,,67.11,26.517,89.18,67.34,,0.765,0.0548,50.53,0.9749,normal,-0.00312258,0.0116,False,contamination,none,A_healthy,0.09,0.034,1.0,,337.19,127.97,7138.93,8249.32,5362.06,11136.58,particle_filter,-1110.39,1347.37,970.0,0.0052,0.0182,0.1089,1.64,12968.0,0.9916,1.963e-05,False,none,none,,,,,,2003-02-11T06:43:31,2003-06-11T13:59:14,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,251320.22,28094.7,25.42,18438.41,7.73,99.958,87.741,646.4,2.45,6.172,245,False,False,variable_heavy,70.85,81.47,80,2,0,1,oil_hydraulic,none,34.36,47.15,0.272,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-23T18:53:28,81,714.89,714.89,2.059,7.515,3.65,2.57,,,61.29,20.0,,-18.21,38.21,47.35,14/12/10,167.8,0.44,63.2,14.4,,,,,67.33,27.299,89.26,66.45,,0.459,0.0131,51.12,0.9743,normal,0.00126158,0.0896,False,contamination,none,A_healthy,0.0911,0.0525,1.0,,295.85,144.67,7130.11,6072.4,3947.06,8197.75,weibull_regression,1057.71,850.69,970.0,0.0052,0.0182,0.1091,1.64,12968.0,0.9914,1.979e-05,False,none,none,,,,,,2002-12-28T07:05:34,2003-03-26T20:26:03,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,244485.5,28094.7,49.02,18438.41,8.15,99.956,91.375,646.4,2.45,1.758,245,False,False,variable_heavy,71.96,81.94,81,2,0,1,oil_process,particulate_mild,46.54,31.9,0.64,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-24T03:43:01,82,723.72,723.72,1.723,7.622,4.423,3.212,,,59.57,20.0,,-18.21,38.21,46.29,14/12/10,72.4,0.344,62.4,16.0,,,,,67.04,26.612,91.25,63.26,,1.275,0.0829,10.74,0.9932,normal,0.00245548,0.0,False,contamination,none,A_healthy,0.0923,0.0476,1.0,,113.26,164.01,7121.28,8345.89,5424.83,11266.95,lstm_sequence,-1224.61,1196.02,970.0,0.0053,0.0183,0.1094,1.64,12968.0,0.9912,1.995e-05,False,none,none,,,,,,2003-02-14T00:39:44,2003-06-15T17:43:26,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,150134.35,28094.7,37.79,18438.41,10.45,99.943,81.735,646.4,2.45,5.583,245,False,False,variable_heavy,75.61,81.13,82,1,0,0,steam,none,36.52,56.18,2.82,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-24T12:32:33,83,732.54,732.54,1.805,5.539,3.069,3.079,,,65.39,20.0,,-18.21,38.21,44.79,13/11/9,80.8,0.446,27.7,6.6,,,,,66.84,26.181,89.73,67.31,,0.628,0.1699,189.79,0.9742,normal,0.00363457,0.0493,False,contamination,corrosion_fatigue,A_healthy,0.0934,0.0252,1.0,,420.11,137.49,7112.46,7419.8,4822.87,10016.73,kalman_filter,-307.35,297.38,970.0,0.0053,0.0184,0.1097,1.64,12968.0,0.9911,2.01e-05,False,none,none,,,,,,2003-01-26T02:26:39,2003-05-14T07:22:31,mixed,False,master_technician,True,,,,none,none,561893.91,4310052.2,279890.97,28094.7,25.32,18438.41,7.53,99.959,85.627,646.4,2.45,6.021,245,False,False,variable_heavy,65.81,89.89,83,2,0,1,steam,none,67.91,71.75,3.709,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-24T21:22:06,84,741.37,741.37,1.924,7.649,3.976,2.491,,,59.98,20.0,,-18.21,38.21,47.29,14/12/10,177.1,0.442,16.1,3.7,,,,,68.38,27.19,90.75,65.91,,0.722,0.1199,102.37,0.9732,normal,-0.00084289,0.0307,False,contamination,lubrication_starvation,A_healthy,0.0945,0.0474,1.0,,321.72,147.63,7103.63,5624.39,3655.85,7592.92,physics_informed_nn,1479.24,1735.32,970.0,0.0053,0.0185,0.11,1.64,12968.0,0.9909,2.026e-05,False,none,none,,,,,,2002-12-20T01:33:43,2003-03-12T02:05:51,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,181286.94,28094.7,28.87,18438.41,14.61,99.921,85.521,646.4,2.45,4.697,245,False,False,variable_heavy,69.8,77.93,84,2,0,0,gas_compressed_air,particulate_mild,36.93,59.69,1.365,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-25T06:11:39,85,750.19,750.19,2.176,8.131,3.736,3.136,,,59.93,20.0,,-18.21,38.21,45.49,14/12/10,97.1,0.448,23.1,5.9,,,,,67.56,27.035,88.55,65.21,,0.235,0.0365,60.05,0.9818,normal,0.0013814,0.0004,False,contamination,none,A_healthy,0.0956,0.056,1.0,,197.81,149.53,7094.81,6021.4,3913.91,8128.9,lstm_sequence,1073.4,922.4,970.0,0.0054,0.0186,0.1103,1.64,12968.0,0.9907,2.041e-05,False,none,none,,,,,,2002-12-28T16:53:46,2003-03-26T12:23:15,mixed,False,master_technician,False,13.0,,,none,none,561893.91,4310052.2,268904.49,28094.7,46.44,18438.41,19.43,99.895,82.263,646.4,2.45,2.603,245,False,False,variable_heavy,80.41,83.49,85,2,0,1,oil_process,particulate_severe,59.25,18.62,3.391,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-25T15:01:12,86,759.02,759.02,1.936,6.163,3.184,3.235,,,57.71,20.0,,-18.21,38.21,45.49,14/12/10,64.3,0.485,41.7,9.2,,,,,67.31,26.823,90.75,63.61,,0.283,0.0058,318.12,0.9829,normal,0.00170875,0.0048,False,contamination,none,A_healthy,0.0968,0.0516,1.0,,237.72,152.21,7085.98,8130.4,5284.76,10976.04,physics_informed_nn,-1044.42,884.25,970.0,0.0054,0.0187,0.1106,1.64,12968.0,0.9905,2.056e-05,False,none,none,,,,,,2003-02-11T00:13:12,2003-06-09T13:51:36,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,103019.25,28094.7,50.56,18438.41,7.64,99.959,89.995,646.4,2.45,2.33,245,False,False,variable_heavy,61.23,85.22,86,2,0,0,gas_compressed_air,particulate_mild,67.81,4.32,2.482,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-25T23:50:45,87,767.85,767.85,1.958,7.617,3.89,2.767,,,53.96,20.0,,-18.21,38.21,48.48,13/11/9,94.6,0.4,20.4,5.0,,,,,68.24,28.418,87.81,63.79,,0.429,0.0315,27.49,0.971,normal,-0.00444935,0.0524,False,contamination,none,A_healthy,0.0979,0.036,1.0,,538.84,129.74,7077.15,6269.23,4075.0,8463.46,lstm_sequence,807.92,752.97,970.0,0.0054,0.0188,0.1108,1.64,12968.0,0.9903,2.072e-05,False,none,none,,,,,,2003-01-03T14:27:41,2003-04-05T00:41:31,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,202159.64,28094.7,46.42,18438.41,12.39,99.933,76.777,646.4,2.45,2.514,245,False,False,variable_heavy,57.37,89.09,87,2,2,0,oil_hydraulic,none,22.82,72.99,2.077,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-26T08:40:18,88,776.67,776.67,2.21,5.872,2.657,3.021,,,56.63,20.0,,-18.21,38.21,46.49,14/12/10,83.8,0.433,23.8,6.9,,,,,66.94,26.923,88.52,70.16,,0.547,0.0392,0.89,0.9612,normal,-0.00260748,0.0236,False,contamination,none,A_healthy,0.099,0.0362,1.0,,462.47,163.71,7068.33,6381.88,4148.22,8615.53,kalman_filter,686.45,738.75,970.0,0.0055,0.0189,0.1111,1.64,12968.0,0.9902,2.087e-05,False,none,none,,,,,,2003-01-06T07:36:34,2003-04-09T09:15:57,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,193565.49,28094.7,59.86,18438.41,5.2,99.972,81.408,646.4,2.45,1.175,245,False,False,variable_heavy,63.33,84.43,88,0,0,0,oil_hydraulic,none,24.1,10.38,1.947,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-26T17:29:51,89,785.5,785.5,2.052,6.328,3.084,2.292,,,57.35,20.0,,-18.21,38.21,47.13,13/11/9,61.8,0.37,31.4,7.1,,,,,67.85,28.213,91.33,67.19,,0.17,0.0317,51.47,0.9858,normal,0.00252315,0.0477,False,contamination,none,A_healthy,0.1001,0.0371,1.0,,170.36,147.65,7059.5,7754.43,5040.38,10468.48,xgboost_gradient,-694.93,718.12,970.0,0.0055,0.019,0.1114,1.64,12968.0,0.99,2.102e-05,False,none,none,,,,,,2003-02-04T06:42:41,2003-05-28T08:45:39,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,181434.2,28094.7,25.36,18438.41,19.32,99.895,84.445,646.4,2.45,2.718,245,False,False,variable_heavy,64.5,93.58,89,2,0,0,oil_hydraulic,none,75.3,165.11,2.086,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-27T02:19:24,90,794.32,794.32,1.959,6.31,3.221,2.761,,,59.1,20.0,,-18.21,38.21,43.2,14/12/10,226.5,0.417,48.0,11.6,,,,,67.56,26.636,88.9,68.05,,0.559,0.0197,151.77,0.9711,normal,-0.00213665,0.0,False,contamination,cavitation,A_healthy,0.1013,0.0168,1.0,,609.08,138.32,7050.68,7387.92,4802.15,9973.69,physics_informed_nn,-337.24,387.79,970.0,0.0055,0.0191,0.1117,1.64,12968.0,0.9898,2.117e-05,False,none,none,,,,,,2003-01-28T00:17:00,2003-05-15T18:03:19,mixed,False,master_technician,False,31.0,,,none,none,561893.91,4310052.2,129435.34,28094.7,32.99,18438.41,20.72,99.888,82.223,646.4,2.45,7.348,245,False,False,variable_heavy,64.76,70.16,90,2,0,1,oil_process,chemical_contamination,47.43,55.77,2.62,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-27T11:08:57,91,803.15,803.15,1.87,6.772,3.622,2.916,,,62.9,20.0,,-18.21,38.21,44.3,13/11/9,81.3,0.391,24.4,7.3,,,,,67.64,26.02,88.94,59.56,,0.549,0.0585,68.83,0.9693,normal,-0.00270639,0.05,False,contamination,none,A_healthy,0.1024,0.0483,1.0,,394.4,162.34,7041.85,6717.34,4366.27,9068.41,particle_filter,324.51,316.16,970.0,0.0056,0.0192,0.112,1.64,12968.0,0.9896,2.132e-05,False,none,none,,,,,,2003-01-14T09:49:13,2003-04-22T08:53:24,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,215844.28,28094.7,35.29,18438.41,7.23,99.961,78.457,646.4,2.45,1.098,245,False,False,variable_heavy,62.82,77.43,91,2,0,0,gas_compressed_air,water_ingress,89.23,78.42,1.126,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-27T19:58:30,92,811.98,811.98,1.792,5.018,2.801,2.773,,,64.87,20.0,,-18.21,38.21,43.26,13/11/9,111.0,0.386,58.5,16.0,,,,,68.75,26.144,88.47,62.75,,1.005,0.0227,3.52,0.9679,normal,-0.00061304,0.0515,False,contamination,none,A_healthy,0.1035,0.0413,1.0,,335.68,152.75,7033.02,7751.05,5038.19,10463.92,xgboost_gradient,-718.03,732.39,970.0,0.0056,0.0193,0.1122,1.64,12968.0,0.9894,2.147e-05,False,none,none,,,,,,2003-02-05T07:30:09,2003-05-29T08:22:18,mixed,False,specialist,False,52.0,,,none,none,561893.91,4310052.2,144030.41,28094.7,46.59,18438.41,16.06,99.913,81.572,646.4,2.45,1.654,245,False,False,variable_heavy,75.09,85.38,92,3,0,0,oil_process,none,31.08,55.2,4.198,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-28T04:48:03,93,820.8,820.8,1.795,5.21,2.902,2.862,,,61.75,20.0,,-18.21,38.21,47.42,14/12/10,99.2,0.501,54.9,7.0,,,,,67.57,26.827,90.8,68.04,,0.776,0.0057,2.21,0.9498,normal,-0.00227745,0.0131,False,contamination,misalignment_induced,A_healthy,0.1046,0.0495,1.0,,514.28,124.94,7024.2,7542.4,4902.56,10182.24,xgboost_gradient,-518.2,466.06,970.0,0.0056,0.0194,0.1125,1.64,12968.0,0.9892,2.162e-05,False,none,none,,,,,,2003-02-01T08:00:05,2003-05-22T07:50:30,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,85400.76,28094.7,21.67,18438.41,19.11,99.896,83.125,646.4,2.45,5.023,245,False,False,variable_heavy,68.6,84.79,93,1,0,0,water,water_ingress,87.6,152.02,4.386,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-28T13:37:36,94,829.63,829.63,2.159,9.771,4.527,2.398,,,65.33,20.0,,-18.21,38.21,45.88,14/12/10,189.1,0.43,64.1,16.5,,,,,69.01,28.305,89.66,67.15,,0.588,0.0135,75.66,0.9566,normal,-0.00582633,0.0542,False,contamination,none,A_healthy,0.1058,0.0553,1.0,,482.76,145.78,7015.37,6622.3,4304.5,8940.11,xgboost_gradient,393.07,489.79,970.0,0.0057,0.0195,0.1128,1.64,12968.0,0.989,2.177e-05,False,none,none,,,,,,2003-01-13T12:46:38,2003-04-20T02:34:57,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,86486.9,28094.7,39.68,18438.41,4.09,99.978,89.925,646.4,2.45,4.717,245,False,False,variable_heavy,67.09,78.74,94,1,0,1,gas_compressed_air,water_ingress,60.61,98.48,0.465,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-28T22:27:09,95,838.45,838.45,1.881,6.862,3.648,3.283,,,58.68,20.0,,-18.21,38.21,42.85,14/12/10,71.6,0.606,26.7,7.2,,,,,67.55,25.795,89.99,67.4,,0.199,0.0297,11.36,0.9838,normal,0.00252566,0.0714,False,contamination,none,A_healthy,0.1069,0.051,1.0,,254.67,144.33,7006.55,5732.61,3726.2,7739.03,lstm_sequence,1273.93,1121.82,970.0,0.0057,0.0196,0.1131,1.64,12968.0,0.9889,2.192e-05,False,none,none,,,,,,2002-12-26T08:45:34,2003-03-19T23:10:28,mixed,False,apprentice,True,,,,none,none,561893.91,4310052.2,150529.6,28094.7,52.86,18438.41,11.14,99.94,92.089,646.4,2.45,4.298,245,False,False,variable_heavy,89.71,92.88,95,2,0,0,water,particulate_severe,76.34,0.43,5.286,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-29T07:16:42,96,847.28,847.28,1.867,7.789,4.172,2.733,,,58.08,20.0,,-18.21,38.21,47.77,14/12/10,116.7,0.58,143.6,31.7,,,,,68.16,26.325,88.65,67.55,,0.697,0.2275,1.05,0.964,normal,-0.00107185,0.0,False,contamination,none,A_healthy,0.108,0.0316,1.0,,428.37,144.88,6997.72,7458.17,4847.81,10068.53,particle_filter,-460.45,497.3,970.0,0.0057,0.0197,0.1133,1.64,12968.0,0.9887,2.206e-05,False,none,none,,,,,,2003-01-31T16:21:54,2003-05-20T10:43:33,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,260754.4,28094.7,55.4,18438.41,8.31,99.955,86.486,646.4,2.45,2.291,245,False,False,variable_heavy,65.96,94.94,96,2,0,1,water,none,31.21,48.58,9.099,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-29T16:06:15,97,856.1,856.1,1.828,5.278,2.887,2.682,,,63.94,20.0,,-18.21,38.21,49.1,14/12/10,103.6,0.464,18.0,5.4,,,,,69.07,27.186,86.97,69.15,,1.551,0.1664,17.69,0.9736,normal,0.00113741,0.0478,False,contamination,none,A_healthy,0.1091,0.0337,1.0,,308.17,163.01,6988.9,8411.81,5467.68,11355.95,lstm_sequence,-1422.92,1280.13,970.0,0.0058,0.0198,0.1136,1.64,12968.0,0.9885,2.221e-05,False,none,none,,,,,,2003-02-20T22:00:38,2003-06-23T14:08:42,mixed,False,specialist,False,39.0,,,none,none,561893.91,4310052.2,205152.75,28094.7,31.16,18438.41,21.62,99.883,79.294,646.4,2.45,4.342,245,False,False,variable_heavy,56.19,84.75,97,0,0,2,oil_process,particulate_mild,58.28,83.84,0.827,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-30T00:55:48,98,864.93,864.93,2.153,7.992,3.713,2.43,,,63.23,20.0,,-18.21,38.21,46.05,14/12/10,79.3,0.501,33.4,7.1,,,,,67.59,25.916,89.87,63.63,,0.366,0.0463,41.26,0.9792,normal,0.00588574,0.0,False,contamination,none,A_healthy,0.1103,0.0499,1.0,,415.37,164.74,6980.07,7542.94,4902.91,10182.97,xgboost_gradient,-562.87,714.83,970.0,0.0058,0.0198,0.1139,1.64,12968.0,0.9883,2.236e-05,False,none,none,,,,,,2003-02-03T04:24:05,2003-05-24T04:25:52,mixed,False,specialist,True,,,,none,none,561893.91,4310052.2,222454.81,28094.7,35.98,18438.41,7.63,99.959,90.781,646.4,2.45,1.684,245,False,False,variable_heavy,74.17,83.6,98,2,0,4,steam,chemical_contamination,26.47,27.71,0.616,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-30T09:45:20,99,873.76,873.76,1.913,5.819,3.042,3.763,,,64.91,20.0,,-18.21,38.21,44.09,14/12/10,166.8,0.374,35.4,5.5,,,,,67.61,26.303,87.83,60.59,,0.689,0.0416,407.31,0.9769,normal,0.0040425,0.0322,False,contamination,none,A_healthy,0.1114,0.0492,1.0,,354.73,129.24,6971.24,7351.06,4778.19,9923.93,lstm_sequence,-379.81,322.58,970.0,0.0058,0.0199,0.1142,1.64,12968.0,0.9881,2.25e-05,False,none,none,,,,,,2003-01-30T13:17:04,2003-05-17T18:09:17,mixed,False,journeyman,True,,,,none,none,561893.91,4310052.2,180117.76,28094.7,22.92,18438.41,27.08,99.853,82.352,646.4,2.45,7.783,245,False,False,variable_heavy,63.0,89.59,99,2,0,1,oil_hydraulic,water_ingress,26.45,58.12,0.015,,,standard
ASSET-000017,conveyor_belt,medium,CoreMech International,MDL-6783-A,2002-07-25,7845.0,6000.0,67.37541805643683,arctic,rail_transport,FAC-126,LINE-I,active_standby,2002-08-30T18:34:53,100,882.58,882.58,2.232,6.08,2.725,2.696,,,60.51,20.0,,-18.21,38.21,44.99,13/11/9,217.0,0.414,51.4,6.2,,,,,66.32,25.711,90.03,67.14,,0.727,0.0033,241.63,0.9762,normal,-0.0015097,0.0,False,contamination,none,A_healthy,0.1125,0.0644,1.0,,251.16,165.03,6962.42,8113.01,5273.46,10952.56,lstm_sequence,-1150.59,1347.75,970.0,0.0059,0.02,0.1144,1.64,12968.0,0.9879,2.265e-05,False,none,none,,,,,,2003-02-15T19:05:08,2003-06-14T02:38:18,mixed,False,journeyman,False,73.0,,,none,none,561893.91,4310052.2,121664.91,28094.7,40.12,18438.41,9.7,99.947,81.851,646.4,2.45,7.738,245,False,False,variable_heavy,62.04,94.26,100,2,1,2,steam,water_ingress,34.61,72.98,0.688,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-12T06:26:01,1,6.43,6.43,2.09,6.957,3.329,3.204,,,67.42,51.69,,19.78,31.92,45.89,14/12/10,133.2,0.37,8.5,1.8,,,,,73.53,30.585,88.6,66.92,,0.4,0.0649,116.08,0.9746,normal,0.0,0.0371,False,contamination,lubrication_starvation,A_healthy,0.0001,0.0,1.0,,586.13,160.18,52588.57,61777.94,40155.66,83400.22,physics_informed_nn,-9189.37,11716.71,4186.0,0.0001,0.0009,0.0122,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-04-21T07:24:12,2026-10-09T05:40:55,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,77179.11,15910.44,55.3,43661.32,14.08,99.968,82.427,2790.4,1.26,1.562,126,False,False,variable_mild,70.05,109.06,1,0,0,0,oil_hydraulic,none,27.34,91.04,5.926,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-12T12:52:03,2,12.87,12.87,2.218,8.245,3.718,3.102,,,60.04,50.91,,19.78,31.14,45.9,13/11/9,55.6,0.454,15.4,3.2,,,,,71.64,28.734,89.23,65.53,,0.284,0.0401,254.56,0.9994,normal,-0.00029753,0.0,False,contamination,none,A_healthy,0.0002,0.0,1.0,,127.15,162.99,52582.13,49459.11,32148.42,66769.79,kalman_filter,3123.03,3691.46,4186.0,0.0001,0.001,0.0122,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-08-08T22:25:13,2025-07-30T05:06:26,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,120320.06,15910.44,24.38,43661.32,5.66,99.987,83.041,2790.4,1.26,5.01,126,False,False,variable_mild,66.49,75.54,2,0,0,0,water,none,58.26,162.45,2.115,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-12T19:18:05,3,19.3,19.3,1.819,6.797,3.737,2.748,,,61.55,49.2,,19.78,29.43,45.61,13/11/9,58.2,0.315,6.9,1.4,,,,,71.49,28.242,90.89,65.64,,0.41,0.0198,166.36,0.9991,normal,-0.00031089,0.0,False,contamination,none,A_healthy,0.0004,0.0022,1.0,,289.56,171.08,52575.7,47421.97,30824.28,64019.66,xgboost_gradient,5153.73,5303.55,4186.0,0.0001,0.001,0.0123,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-06-27T18:17:11,2025-05-19T07:58:34,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,95709.53,15910.44,41.7,43661.32,13.53,99.969,87.099,2790.4,1.26,5.518,126,False,False,variable_mild,60.59,94.57,3,0,0,0,oil_process,none,22.32,28.63,2.287,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-13T01:44:07,4,25.74,25.74,2.175,7.772,3.573,2.601,,,58.77,53.56,,19.78,33.79,43.22,14/12/10,113.4,0.512,22.7,5.6,,,,,72.73,28.358,90.91,66.1,,0.145,0.0037,52.38,0.9927,normal,-0.00181368,0.0542,False,contamination,abrasive_wear,A_healthy,0.0005,0.0,1.0,,107.49,146.73,52569.26,57553.12,37409.53,77696.71,lstm_sequence,-4983.85,4411.01,4186.0,0.0001,0.001,0.0123,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-01-25T02:17:38,2026-05-13T09:53:06,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,100878.35,15910.44,59.0,43661.32,18.15,99.958,85.168,2790.4,1.26,3.037,126,False,False,variable_mild,69.68,82.48,4,0,0,0,none,none,51.03,128.48,2.455,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-13T08:10:09,5,32.17,32.17,1.758,5.672,3.227,3.333,,,60.62,55.08,,19.78,35.3,46.48,14/12/10,63.5,0.5,15.8,2.3,,,,,71.22,28.821,91.25,62.58,,0.134,0.0796,180.82,1.0,normal,0.0,0.0367,False,contamination,none,A_healthy,0.0006,0.0,1.0,,52.39,145.39,52562.83,46800.23,30420.15,63180.31,particle_filter,5762.6,5413.13,4186.0,0.0002,0.001,0.0124,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-06-15T08:16:57,2025-04-27T20:21:42,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,145451.63,15910.44,44.4,43661.32,7.63,99.983,85.856,2790.4,1.26,7.952,126,False,False,variable_mild,71.19,71.54,5,0,0,0,steam,chemical_contamination,45.67,19.05,0.308,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-13T14:36:11,6,38.6,38.6,1.942,8.587,4.421,2.814,,,62.8,54.74,,19.78,34.96,44.72,14/12/10,63.8,0.65,72.8,11.6,,,,,73.17,28.906,89.67,67.79,,0.079,0.0371,43.55,1.0,normal,0.00507991,0.0308,False,contamination,none,A_healthy,0.0007,0.0,1.0,,246.68,157.74,52556.4,59470.74,38655.98,80285.5,xgboost_gradient,-6914.34,5860.98,4186.0,0.0002,0.001,0.0124,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-03-05T13:58:24,2026-07-20T20:43:57,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,97066.46,15910.44,28.16,43661.32,7.03,99.984,89.861,2790.4,1.26,7.515,126,False,False,variable_mild,86.51,82.9,6,0,0,0,oil_hydraulic,water_ingress,71.63,76.63,4.115,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-13T21:02:12,7,45.04,45.04,2.171,5.864,2.701,3.1,,,59.84,52.59,,19.78,32.81,48.38,13/11/9,122.8,0.61,11.9,1.9,,,,,72.26,27.623,89.73,63.43,,0.137,0.102,510.43,1.0,normal,0.00011901,0.0,False,contamination,none,A_healthy,0.0009,0.0,1.0,,10.98,137.26,52549.96,48527.1,31542.61,65511.58,xgboost_gradient,4022.86,4141.63,4186.0,0.0002,0.001,0.0125,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-07-21T20:35:12,2025-06-28T13:04:17,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,86462.92,15910.44,53.22,43661.32,18.08,99.959,88.368,2790.4,1.26,4.436,126,False,False,variable_mild,75.88,96.12,7,0,0,0,oil_process,none,68.94,54.66,0.083,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-14T03:28:14,8,51.47,51.47,2.363,6.349,2.687,3.161,,,66.18,55.57,,19.78,35.79,45.32,14/12/10,80.8,0.392,21.4,4.9,,,,,73.17,30.608,90.44,65.63,,0.46,0.0437,11.24,0.9914,normal,-0.00153904,0.0237,False,contamination,cavitation,A_healthy,0.001,0.0,1.0,,218.02,159.16,52543.53,56554.08,36760.15,76348.01,physics_informed_nn,-4010.55,4493.28,4186.0,0.0002,0.001,0.0125,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-01-05T08:30:36,2026-04-09T02:26:16,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,121657.68,15910.44,25.39,43661.32,21.12,99.952,88.601,2790.4,1.26,5.243,126,False,False,variable_mild,73.97,98.96,8,0,0,0,gas_compressed_air,chemical_contamination,71.15,52.66,1.012,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-14T09:54:16,9,57.9,57.9,2.129,5.932,2.787,2.599,,,60.3,47.39,,19.78,27.61,44.66,14/12/10,79.4,0.317,6.4,1.3,,,,,72.31,29.768,91.17,61.9,,0.678,0.0659,30.31,0.9978,normal,0.00100249,0.0376,False,contamination,none,A_healthy,0.0011,0.0152,1.0,,380.94,147.84,52537.1,57788.11,37562.27,78013.95,physics_informed_nn,-5251.02,4879.02,4186.0,0.0002,0.0011,0.0126,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-01-31T07:57:39,2026-05-23T01:48:01,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,130907.4,15910.44,23.59,43661.32,14.46,99.967,82.4,2790.4,1.26,3.375,126,False,False,variable_mild,66.08,94.22,9,0,0,0,gas_compressed_air,none,68.51,77.86,0.486,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-14T16:20:18,10,64.34,64.34,2.095,8.742,4.173,3.054,,,55.13,51.97,,19.78,32.19,47.63,13/11/9,66.9,0.359,13.0,3.8,,,,,73.11,29.491,88.92,67.41,,1.002,0.0294,177.51,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0012,0.0,1.0,,26.98,141.91,52530.66,46614.58,30299.48,62929.68,lstm_sequence,5916.08,7489.27,4186.0,0.0002,0.0011,0.0126,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-06-12T19:37:40,2025-04-22T14:43:50,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,92025.54,15910.44,35.4,43661.32,5.66,99.987,83.148,2790.4,1.26,1.09,126,False,False,variable_mild,70.75,84.38,10,0,0,0,steam,none,78.09,215.84,3.193,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-14T22:46:20,11,70.77,70.77,1.87,8.187,4.377,2.828,,,64.39,53.53,,19.78,33.76,47.44,14/12/10,125.8,0.333,20.4,4.9,,,,,73.27,30.307,90.31,63.57,,0.092,0.0411,202.1,0.9939,normal,-0.00121642,0.0342,False,contamination,none,A_healthy,0.0013,0.0,1.0,,172.86,156.94,52524.23,56196.63,36527.81,75865.45,physics_informed_nn,-3672.4,3085.56,4186.0,0.0002,0.0011,0.0127,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-12-29T17:05:07,2026-03-28T05:54:16,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,93282.97,15910.44,42.0,43661.32,15.91,99.964,88.763,2790.4,1.26,6.46,126,False,False,variable_mild,75.77,83.6,11,0,0,0,oil_hydraulic,particulate_mild,84.34,16.72,0.165,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-15T05:12:22,12,77.21,77.21,1.688,5.327,3.155,3.622,,,60.24,53.45,,19.78,33.67,45.09,15/13/11,153.7,0.315,16.5,4.2,,,,,70.71,27.676,90.1,60.38,,0.495,0.0998,143.87,1.0,normal,0.0,0.0059,False,contamination,none,A_healthy,0.0015,0.0,1.0,,137.06,169.71,52517.79,46498.88,30224.27,62773.49,kalman_filter,6018.91,6249.43,4186.0,0.0002,0.0011,0.0127,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-06-10T22:38:52,2025-04-19T01:15:25,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,61957.57,15910.44,38.83,43661.32,9.0,99.979,83.689,2790.4,1.26,3.668,126,False,False,variable_mild,77.47,87.1,12,0,0,0,gas_compressed_air,particulate_mild,34.28,212.08,0.107,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-15T11:38:23,13,83.64,83.64,2.327,8.394,3.608,2.902,,,60.23,52.27,,19.78,32.5,46.21,14/12/10,126.2,0.302,33.6,4.1,,,,,73.01,29.374,90.79,65.01,,1.822,0.1245,69.66,1.0,normal,0.00172558,0.0,False,contamination,none,A_healthy,0.0016,0.0072,1.0,,52.84,146.38,52511.36,47452.42,30844.07,64060.76,kalman_filter,5058.94,6560.46,4186.0,0.0002,0.0011,0.0128,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-07-01T01:50:52,2025-05-23T02:11:36,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,92181.27,15910.44,44.7,43661.32,11.33,99.974,90.229,2790.4,1.26,5.067,126,False,False,variable_mild,68.73,72.25,13,0,0,0,none,none,34.97,87.8,4.935,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-15T18:04:25,14,90.07,90.07,1.918,7.042,3.671,2.979,,,61.88,55.13,,19.78,35.35,46.36,13/11/9,102.7,0.309,57.7,16.0,,,,,70.9,27.585,88.1,64.21,,0.408,0.0314,65.59,0.9965,normal,-0.0002552,0.05,False,contamination,none,A_healthy,0.0017,0.0,1.0,,132.22,157.01,52504.93,48112.19,31272.92,64951.46,xgboost_gradient,4392.74,4320.62,4186.0,0.0002,0.0011,0.0128,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-07-15T02:10:06,2025-06-15T17:26:04,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,92653.75,15910.44,53.58,43661.32,14.78,99.966,82.352,2790.4,1.26,2.975,126,False,False,variable_mild,79.91,90.24,14,0,0,0,oil_hydraulic,particulate_severe,57.37,12.58,3.675,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-16T00:30:27,15,96.51,96.51,1.905,6.804,3.572,3.027,,,59.13,51.72,,19.78,31.95,45.49,13/11/9,61.0,0.335,56.9,16.3,,,,,72.06,27.972,89.95,65.49,,1.557,0.0001,39.05,0.9887,normal,-0.00226437,0.0222,False,contamination,none,A_healthy,0.0018,0.0,1.0,,231.63,144.17,52498.49,46217.94,30041.66,62394.22,particle_filter,6280.55,5094.55,4186.0,0.0002,0.0011,0.0129,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-06-05T21:28:41,2025-04-09T21:45:26,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,148843.28,15910.44,55.02,43661.32,8.66,99.98,83.378,2790.4,1.26,7.526,126,False,False,variable_mild,57.2,82.71,15,0,0,0,steam,none,45.51,30.54,0.002,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-16T06:56:29,16,102.94,102.94,2.091,5.991,2.865,3.283,,,57.26,52.24,,19.78,32.46,45.26,14/12/10,107.8,0.62,24.6,4.9,,,,,73.6,29.906,88.83,67.11,,0.116,0.1096,42.19,0.9917,normal,-0.00045189,0.0156,False,contamination,none,A_healthy,0.002,0.0,1.0,,158.91,148.82,52492.06,55877.14,36320.14,75434.14,weibull_regression,-3385.08,3537.06,4186.0,0.0002,0.0012,0.0129,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-12-24T09:30:42,2026-03-18T06:30:40,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,130500.15,15910.44,26.84,43661.32,15.81,99.964,83.836,2790.4,1.26,3.934,126,False,False,variable_mild,73.75,105.93,16,0,0,0,steam,particulate_mild,82.95,20.28,0.726,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-16T13:22:31,17,109.38,109.38,2.133,5.993,2.81,3.372,,,59.0,52.21,,19.78,32.44,47.19,13/11/9,106.3,0.487,11.6,1.3,,,,,70.7,27.571,89.52,65.53,,1.093,0.0073,153.75,1.0,normal,0.0,0.0011,False,contamination,none,A_healthy,0.0021,0.0,1.0,,38.33,133.04,52485.62,55712.91,36213.39,75212.43,weibull_regression,-3227.29,2810.26,4186.0,0.0002,0.0012,0.013,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-12-21T05:49:55,2026-03-12T17:21:06,mixed,False,oem_certified,True,,,,none,none,318208.81,10308089.06,100002.47,15910.44,51.23,43661.32,38.77,99.911,83.272,2790.4,1.26,1.822,126,False,False,variable_mild,73.69,84.96,17,0,0,0,oil_hydraulic,none,88.39,37.12,0.023,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-16T19:48:33,18,115.81,115.81,1.805,4.675,2.59,2.616,,,61.78,53.57,,19.78,33.79,47.72,14/12/10,62.2,0.33,80.1,21.9,,,,,73.13,29.677,90.0,64.8,,1.163,0.0467,54.36,0.9966,normal,-0.00067844,0.0602,False,contamination,none,A_healthy,0.0022,0.0,1.0,,128.43,149.14,52479.19,62893.13,40880.53,84905.72,weibull_regression,-10413.94,13442.35,4186.0,0.0002,0.0012,0.013,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-05-19T02:22:26,2026-11-22T06:58:09,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,133355.63,15910.44,25.24,43661.32,28.15,99.936,81.313,2790.4,1.26,1.633,126,False,False,variable_mild,67.46,89.88,18,0,0,0,steam,none,82.5,1.61,1.323,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-17T02:14:34,19,122.24,122.24,2.17,6.975,3.215,3.505,,,65.11,53.09,,19.78,33.31,44.82,14/12/10,206.9,0.36,33.7,9.3,,,,,72.16,29.328,89.54,65.39,,2.048,0.0324,45.53,0.9917,normal,-0.00096301,0.0,False,contamination,none,A_healthy,0.0023,0.0,1.0,,470.25,158.59,52472.76,43255.91,28116.34,58395.47,weibull_regression,9216.85,8698.95,4186.0,0.0002,0.0012,0.0131,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-04-06T06:11:48,2024-12-27T01:45:51,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,58810.79,15910.44,26.26,43661.32,6.4,99.985,81.44,2790.4,1.26,5.358,126,False,False,variable_mild,70.03,82.28,19,0,0,0,oil_hydraulic,particulate_mild,52.5,17.65,1.205,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-17T08:40:36,20,128.68,128.68,1.886,4.84,2.566,3.259,,,66.12,50.33,,19.78,30.55,45.16,13/11/9,140.4,0.337,49.5,8.5,,,,,73.06,28.238,89.89,64.27,,0.401,0.1414,82.88,1.0,normal,0.00226437,0.0351,False,contamination,none,A_healthy,0.0024,0.0103,1.0,,65.86,161.89,52466.32,60682.23,39443.45,81921.01,weibull_regression,-8215.9,9127.54,4186.0,0.0002,0.0012,0.0131,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2024-04-03T13:47:25,2026-09-05T12:34:10,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,106407.79,15910.44,42.91,43661.32,7.27,99.983,87.206,2790.4,1.26,2.707,126,False,False,variable_mild,65.58,77.87,20,0,0,0,steam,particulate_mild,59.72,80.02,0.062,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-17T15:06:38,20,135.11,135.11,1.573,6.352,4.039,3.425,,,62.97,54.85,,19.78,35.07,45.85,13/11/9,56.6,0.343,16.4,2.2,,,,,73.34,30.032,90.01,66.11,,0.247,0.0074,37.45,0.9933,normal,0.00032258,0.0,False,contamination,none,A_healthy,0.0026,0.0116,1.0,,265.9,170.63,52459.89,43912.48,28543.11,59281.85,xgboost_gradient,8547.41,9180.26,4186.0,0.0002,0.0012,0.0131,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-04-20T11:21:07,2025-01-19T20:43:15,mixed,False,specialist,False,70.0,,,none,none,318208.81,10308089.06,159034.79,15910.44,34.65,43661.32,8.68,99.98,84.4,2790.4,1.26,4.423,126,False,False,variable_mild,75.74,80.1,20,0,0,0,oil_hydraulic,none,34.24,24.88,4.455,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-17T21:32:40,21,141.54,141.54,2.057,5.513,2.681,2.985,,,60.66,55.15,,19.78,35.38,46.63,12/10/8,146.3,0.537,24.0,4.8,,,,,71.46,30.009,88.98,67.28,,1.433,0.0996,17.96,0.99,normal,-0.00200458,0.0105,False,contamination,none,A_healthy,0.0027,0.0,1.0,,233.42,140.14,52453.46,46524.32,30240.81,62807.83,kalman_filter,5929.13,5744.56,4186.0,0.0002,0.0012,0.0132,1.842,31916.0,1.0,1e-06,False,none,none,,,,,,2023-06-14T03:42:20,2025-04-22T15:13:06,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,89643.42,15910.44,54.78,43661.32,11.71,99.973,82.458,2790.4,1.26,5.604,126,False,False,variable_mild,78.84,101.17,21,0,0,0,oil_process,none,50.56,37.25,1.981,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-18T03:58:42,22,147.98,147.98,1.951,8.252,4.23,3.464,,,58.1,48.78,,19.78,29.01,47.07,14/12/10,90.2,0.449,23.5,6.5,,,,,70.55,29.389,90.82,62.48,,0.437,0.0384,172.8,0.9942,normal,-0.00048556,0.0,False,contamination,none,A_healthy,0.0028,0.0,1.0,,182.56,157.53,52447.02,46415.69,30170.2,62661.18,lstm_sequence,6031.34,5532.18,4186.0,0.0002,0.0013,0.0132,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-06-12T03:49:16,2025-04-19T01:18:40,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,108054.79,15910.44,48.81,43661.32,12.86,99.971,79.494,2790.4,1.26,3.812,126,False,False,variable_mild,63.1,90.57,22,0,0,0,none,none,64.64,13.36,1.388,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-18T10:24:44,23,154.41,154.41,1.88,7.927,4.216,3.293,,,60.69,55.93,,19.78,36.15,45.99,14/12/10,105.7,1.16,25.9,2.8,,,,,73.7,30.833,90.01,66.14,,0.208,0.0687,7.5,1.0,normal,0.00166667,0.0155,False,contamination,none,A_healthy,0.0029,0.0032,1.0,,59.81,152.29,52440.59,45642.82,29667.84,61617.81,lstm_sequence,6797.76,8397.44,4186.0,0.0003,0.0013,0.0133,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-05-27T07:49:25,2025-03-22T22:48:42,mixed,False,oem_certified,False,12.0,,,none,none,318208.81,10308089.06,57016.77,15910.44,21.51,43661.32,13.08,99.97,85.583,2790.4,1.26,7.47,126,False,False,variable_mild,78.31,79.32,23,0,0,0,water,none,44.67,26.66,4.848,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-18T16:50:45,24,160.85,160.85,2.282,7.212,3.16,2.929,,,59.81,53.05,,19.78,33.27,45.54,15/13/11,82.3,0.339,13.4,3.1,,,,,72.53,28.985,89.37,62.4,,0.093,0.0002,6.38,0.9902,normal,-0.00195917,0.0,False,contamination,none,A_healthy,0.0031,0.0,1.0,,202.36,141.54,52434.15,64550.02,41957.51,87142.52,xgboost_gradient,-12115.86,10782.48,4186.0,0.0003,0.0013,0.0133,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-06-24T11:51:13,2027-01-21T20:21:32,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,93408.92,15910.44,32.11,43661.32,7.69,99.982,81.992,2790.4,1.26,6.157,126,False,False,variable_mild,66.01,94.92,24,0,0,0,none,none,61.71,1.22,0.839,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-18T23:16:47,25,167.28,167.28,2.168,7.395,3.411,2.882,,,60.47,48.11,,19.78,28.33,47.37,14/12/10,89.5,0.406,38.8,10.0,,,,,72.1,28.526,89.21,67.4,,0.159,0.0364,80.92,0.9862,normal,-0.00140687,0.0,False,contamination,none,A_healthy,0.0032,0.0,1.0,,230.26,143.91,52427.72,48815.45,31730.04,65900.86,weibull_regression,3612.27,3425.55,4186.0,0.0003,0.0013,0.0134,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-08-01T23:00:17,2025-07-13T20:24:44,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,54099.05,15910.44,40.35,43661.32,11.66,99.973,85.783,2790.4,1.26,4.93,126,False,False,variable_mild,69.9,78.79,25,0,0,0,oil_process,none,27.06,4.88,0.243,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-19T05:42:49,26,173.71,173.71,1.861,5.691,3.058,2.626,,,56.72,50.55,,19.78,30.77,46.92,14/12/10,111.0,0.557,16.4,2.2,,,,,71.54,27.978,89.99,62.86,,1.307,0.026,21.7,0.9943,normal,0.00087391,0.0036,False,contamination,none,A_healthy,0.0033,0.0,1.0,,102.9,135.03,52421.29,46315.24,30104.91,62525.57,xgboost_gradient,6106.05,7183.45,4186.0,0.0003,0.0013,0.0134,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-06-11T03:19:59,2025-04-16T13:40:00,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,81379.98,15910.44,55.78,43661.32,16.7,99.962,85.838,2790.4,1.26,6.614,126,False,False,variable_mild,69.44,83.6,26,0,0,0,oil_process,none,22.6,1.46,1.248,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-19T12:08:51,27,180.15,180.15,2.064,5.722,2.772,2.694,,,63.23,48.48,,19.78,28.7,50.7,13/11/9,140.3,0.333,18.1,2.0,,,,,72.99,28.236,89.29,66.31,,1.166,0.0464,184.67,1.0,normal,0.001164,0.0137,False,contamination,none,A_healthy,0.0034,0.0005,1.0,,33.34,157.3,52414.85,46718.07,30366.74,63069.39,kalman_filter,5696.78,5748.07,4186.0,0.0003,0.0013,0.0135,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-06-19T19:10:54,2025-05-01T02:30:20,mixed,False,oem_certified,True,,,,none,none,318208.81,10308089.06,95655.65,15910.44,42.87,43661.32,13.02,99.97,84.206,2790.4,1.26,7.449,126,False,False,variable_mild,68.46,83.95,27,0,0,1,water,none,54.56,10.27,1.329,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-19T18:34:53,28,186.58,186.58,2.277,5.884,2.584,3.39,,,59.72,55.36,,19.78,35.58,44.95,14/12/10,71.9,0.532,23.3,5.3,,,,,72.88,28.689,89.88,63.15,,0.52,0.0432,21.86,0.9919,normal,-0.00162411,0.0718,False,contamination,none,A_healthy,0.0035,0.0,1.0,,103.92,137.96,52408.42,46003.32,29902.16,62104.49,lstm_sequence,6405.1,6576.77,4186.0,0.0003,0.0013,0.0135,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-06-05T04:14:35,2025-04-06T01:24:22,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,52435.2,15910.44,28.47,43661.32,21.24,99.951,86.03,2790.4,1.26,6.217,126,False,False,variable_mild,83.61,77.48,28,0,0,0,steam,none,30.19,73.67,1.054,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-20T01:00:55,29,193.02,193.02,1.928,8.467,4.392,3.105,,,59.94,54.11,,19.78,34.33,45.32,13/11/9,262.4,0.32,12.1,2.7,,,,,72.14,27.441,89.66,62.83,,0.446,0.0397,3.42,1.0,normal,0.00195917,0.0294,False,contamination,imbalance_induced,A_healthy,0.0037,0.0123,1.0,,82.05,150.77,52401.98,49202.75,31981.79,66423.71,lstm_sequence,3199.23,3453.32,4186.0,0.0003,0.0014,0.0136,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-08-11T02:23:27,2025-07-28T15:21:14,mixed,False,oem_certified,True,,,,none,none,318208.81,10308089.06,104807.46,15910.44,45.38,43661.32,9.52,99.978,81.202,2790.4,1.26,1.409,126,False,False,variable_mild,78.45,71.06,29,0,0,0,steam,none,30.7,31.7,2.071,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-20T07:26:56,30,199.45,199.45,2.256,9.091,4.03,3.202,,,62.29,53.06,,19.78,33.28,43.89,12/10/8,119.8,0.376,15.0,1.8,,,,,72.47,29.175,88.83,62.76,,0.01,0.0446,253.65,1.0,normal,0.00275261,0.006,False,contamination,none,A_healthy,0.0038,0.0,1.0,,17.54,148.3,52395.55,45838.78,29795.21,61882.35,particle_filter,6556.77,5322.6,4186.0,0.0003,0.0014,0.0136,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-06-02T06:50:15,2025-03-31T18:24:35,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,127919.47,15910.44,58.57,43661.32,8.91,99.98,77.211,2790.4,1.26,7.695,126,False,False,variable_mild,75.38,72.03,30,0,0,0,oil_hydraulic,none,23.71,76.3,3.33,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-20T13:52:58,31,205.88,205.88,1.92,8.459,4.405,2.814,,,61.96,58.41,,19.78,38.63,47.25,14/12/10,57.0,0.318,76.2,15.2,,,,,71.74,27.839,90.43,64.86,,0.071,0.0444,206.56,1.0,normal,0.00113067,0.0,False,contamination,none,A_healthy,0.0039,0.0,1.0,,1.7,143.87,52389.12,47755.74,31041.23,64470.25,weibull_regression,4633.38,4433.98,4186.0,0.0003,0.0014,0.0137,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-07-12T11:45:14,2025-06-07T22:15:49,mixed,False,journeyman,False,19.0,,,none,none,318208.81,10308089.06,144950.95,15910.44,46.38,43661.32,14.53,99.967,85.272,2790.4,1.26,6.142,126,False,False,variable_mild,82.0,87.76,31,0,0,0,steam,none,89.6,17.38,6.489,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-20T20:19:00,32,212.32,212.32,2.037,5.458,2.679,2.976,,,55.36,52.66,,19.78,32.88,46.47,14/12/10,307.4,0.312,14.3,2.3,,,,,72.01,27.71,90.27,66.44,,0.062,0.062,235.01,1.0,normal,0.0,0.0436,False,contamination,none,A_healthy,0.004,0.0109,1.0,,89.82,146.56,52382.68,60792.98,39515.44,82070.53,particle_filter,-8410.3,10235.51,4186.0,0.0003,0.0014,0.0137,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-04-09T08:48:30,2026-09-12T22:21:09,mixed,False,apprentice,False,26.0,,,none,none,318208.81,10308089.06,137435.02,15910.44,28.28,43661.32,5.61,99.987,79.256,2790.4,1.26,7.193,126,False,False,variable_mild,67.78,65.92,32,0,0,0,none,none,33.97,9.25,2.574,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-21T02:45:02,33,218.75,218.75,2.074,7.393,3.564,2.976,,,58.5,57.11,,19.78,37.34,45.75,14/12/10,65.1,0.469,33.3,8.8,,,,,71.27,29.135,89.0,66.49,,0.345,0.1595,73.37,1.0,normal,0.00162411,0.0066,False,contamination,none,A_healthy,0.0042,0.0041,1.0,,74.69,152.28,52376.25,59601.55,38741.0,80462.09,xgboost_gradient,-7225.3,9366.7,4186.0,0.0003,0.0014,0.0138,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-03-15T19:31:23,2026-08-02T00:03:50,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,97353.05,15910.44,27.2,43661.32,9.71,99.978,91.807,2790.4,1.26,1.132,126,False,False,variable_mild,82.87,81.64,33,0,0,0,oil_hydraulic,none,64.01,33.11,0.464,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-21T09:11:04,34,225.18,225.18,2.083,5.473,2.628,2.765,,,61.06,54.61,,19.78,34.84,44.16,13/11/9,103.8,0.504,107.5,11.4,,,,,71.69,28.881,88.3,63.24,,0.705,0.0289,93.21,0.9829,normal,-0.00341818,0.0234,False,contamination,none,A_healthy,0.0043,0.0,1.0,,171.42,139.25,52369.82,56053.85,36435.0,75672.69,physics_informed_nn,-3684.03,4135.47,4186.0,0.0003,0.0014,0.0138,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-01-02T04:06:27,2026-03-29T14:57:14,mixed,False,journeyman,False,38.0,,,none,none,318208.81,10308089.06,52853.79,15910.44,59.53,43661.32,6.03,99.986,80.597,2790.4,1.26,7.55,126,False,False,variable_mild,70.37,78.74,34,0,0,0,gas_compressed_air,particulate_mild,39.62,39.81,9.82,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-21T15:37:06,35,231.62,231.62,2.033,6.46,3.178,2.399,,,57.87,51.1,,19.78,31.33,43.98,13/11/9,137.0,0.431,12.3,2.4,,,,,72.33,27.927,89.27,65.72,,0.183,0.034,20.6,1.0,normal,0.0,0.0,False,contamination,thermal_degradation,A_healthy,0.0044,0.0208,1.0,,135.88,143.08,52363.38,59321.52,38558.99,80084.05,physics_informed_nn,-6958.14,6204.65,4186.0,0.0003,0.0014,0.0138,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-03-10T12:22:45,2026-07-23T14:54:42,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,105665.21,15910.44,34.48,43661.32,7.64,99.983,80.886,2790.4,1.26,7.947,126,False,False,variable_mild,57.91,81.15,35,0,0,0,oil_hydraulic,particulate_mild,89.27,229.11,2.198,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-21T22:03:07,36,238.05,238.05,1.807,6.795,3.761,3.309,,,63.24,58.65,,19.78,38.87,43.83,14/12/10,92.9,0.905,11.4,1.3,,,,,71.76,29.216,89.58,69.2,,0.265,0.0164,0.09,0.9718,normal,-0.00563588,0.0257,False,contamination,none,A_healthy,0.0045,0.0,1.0,,445.51,165.1,52356.95,57382.56,37298.67,77466.46,xgboost_gradient,-5025.62,5625.0,4186.0,0.0003,0.0014,0.0139,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-01-30T09:20:04,2026-05-16T05:13:56,mixed,False,master_technician,False,76.0,,,none,none,318208.81,10308089.06,110402.46,15910.44,24.12,43661.32,12.27,99.972,86.388,2790.4,1.26,6.748,126,False,False,variable_mild,74.08,102.3,36,0,0,0,water,chemical_contamination,35.96,30.44,1.057,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-22T04:29:09,37,244.49,244.49,2.303,8.764,3.805,2.939,,,56.71,53.93,,19.78,34.15,47.89,13/11/9,134.0,0.519,20.3,4.2,,,,,70.83,29.747,89.71,63.8,,0.12,0.0288,70.82,0.9936,normal,-0.00128889,0.0342,False,contamination,none,A_healthy,0.0046,0.0,1.0,,181.3,147.37,52350.51,49529.99,32194.49,66865.48,lstm_sequence,2820.53,3499.63,4186.0,0.0003,0.0015,0.0139,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-08-20T01:28:49,2025-08-11T08:58:35,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,83676.45,15910.44,47.41,43661.32,28.63,99.934,78.21,2790.4,1.26,1.486,126,False,False,variable_mild,83.35,81.5,37,0,0,0,oil_hydraulic,none,56.26,159.34,0.461,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-22T10:55:11,38,250.92,250.92,2.099,7.258,3.458,3.09,,,59.51,51.74,,19.78,31.97,44.13,14/12/10,78.7,0.37,26.7,7.0,,,,,72.71,29.944,87.89,66.43,,0.507,0.009,85.75,0.9902,normal,-0.00195113,0.0,False,contamination,none,A_healthy,0.0048,0.0,1.0,,108.45,141.59,52344.08,55610.4,36146.76,75074.03,physics_informed_nn,-3266.32,4069.34,4186.0,0.0003,0.0015,0.014,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2023-12-25T00:07:04,2026-03-14T23:45:24,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,158532.97,15910.44,34.16,43661.32,12.21,99.972,87.239,2790.4,1.26,4.956,126,False,False,variable_mild,73.77,70.53,38,0,0,1,water,chemical_contamination,29.27,22.34,1.656,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-22T17:21:13,39,257.35,257.35,1.883,6.603,3.507,3.079,,,68.29,53.74,,19.78,33.96,45.76,13/11/9,130.6,0.519,32.1,8.3,,,,,72.17,29.624,89.65,68.59,,0.757,0.0493,3.34,0.9844,normal,0.0003074,0.0,False,contamination,none,A_healthy,0.0049,0.0,1.0,,190.05,144.64,52337.65,59121.77,38429.15,79814.39,physics_informed_nn,-6784.12,6558.72,4186.0,0.0003,0.0015,0.014,1.842,31916.0,0.9999,1e-06,False,none,none,,,,,,2024-03-07T10:14:20,2026-07-17T14:51:31,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,61687.12,15910.44,37.33,43661.32,13.68,99.969,85.504,2790.4,1.26,6.625,126,False,False,variable_mild,78.85,81.91,39,0,0,0,oil_process,none,74.42,11.45,0.956,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-22T23:47:15,40,263.79,263.79,2.08,7.853,3.776,2.903,,,59.62,55.18,,19.78,35.4,44.98,13/11/9,143.8,0.413,19.1,3.8,,,,,73.38,30.013,88.4,61.76,,1.497,0.0666,5.78,0.9885,normal,-0.00229428,0.056,False,contamination,none,A_healthy,0.005,0.0,1.0,,249.87,155.57,52331.21,44536.25,28948.57,60123.94,kalman_filter,7794.96,9010.97,4186.0,0.0003,0.0015,0.0141,1.842,31916.0,0.9999,1.02e-06,False,none,none,,,,,,2023-05-08T19:54:53,2025-02-16T07:36:14,mixed,False,specialist,False,70.0,,,none,none,318208.81,10308089.06,49879.74,15910.44,28.7,43661.32,17.05,99.961,88.132,2790.4,1.26,5.952,126,False,False,variable_mild,74.24,85.98,40,0,0,2,gas_compressed_air,water_ingress,45.66,8.79,3.068,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-23T06:13:17,41,270.22,270.22,1.965,5.803,2.954,2.669,,,58.36,54.77,,19.78,34.99,43.56,14/12/10,228.8,0.332,55.3,14.0,,,,,73.28,29.18,89.43,61.98,,0.445,0.0086,9.45,1.0,normal,0.00563588,0.0401,False,contamination,none,A_healthy,0.0051,0.0,1.0,,172.47,145.01,52324.78,46858.63,30458.11,63259.15,xgboost_gradient,5466.15,6262.64,4186.0,0.0003,0.0015,0.0141,1.842,31916.0,0.9998,1.04e-06,False,none,none,,,,,,2023-06-26T11:32:13,2025-05-09T20:03:29,mixed,False,specialist,False,28.0,,,none,none,318208.81,10308089.06,144821.42,15910.44,44.74,43661.32,8.74,99.98,88.398,2790.4,1.26,6.095,126,False,False,variable_mild,69.66,81.45,41,1,0,0,oil_process,chemical_contamination,62.17,161.45,2.588,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-23T12:39:18,42,276.66,276.66,1.966,7.507,3.817,3.067,,,65.48,52.27,,19.78,32.5,46.71,12/10/8,110.5,0.646,71.5,8.5,,,,,71.05,28.644,90.62,62.56,,0.176,0.0025,14.17,1.0,normal,0.00128889,0.0,False,contamination,none,A_healthy,0.0053,0.0,1.0,,214.61,159.32,52318.34,48431.51,31480.48,65382.54,lstm_sequence,3886.83,3629.27,4186.0,0.0003,0.0015,0.0142,1.842,31916.0,0.9998,1.06e-06,False,none,none,,,,,,2023-07-29T12:24:44,2025-07-04T19:26:31,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,156756.75,15910.44,39.51,43661.32,10.36,99.976,81.213,2790.4,1.26,3.626,126,False,False,variable_mild,69.43,74.14,42,0,0,0,oil_hydraulic,particulate_mild,36.35,108.77,0.638,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-23T19:05:20,43,283.09,283.09,1.983,6.993,3.527,2.842,,,56.56,49.48,,19.78,29.71,44.62,13/11/9,139.6,0.502,73.9,17.1,,,,,73.18,28.589,88.09,65.49,,1.04,0.004,48.9,0.9912,normal,0.00018796,0.0,False,contamination,none,A_healthy,0.0054,0.0061,1.0,,148.16,154.75,52311.91,48245.52,31359.59,65131.45,particle_filter,4066.39,3513.72,4186.0,0.0003,0.0015,0.0142,1.842,31916.0,0.9998,1.08e-06,False,none,none,,,,,,2023-07-25T21:50:53,2025-06-28T11:46:46,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,96697.1,15910.44,55.68,43661.32,11.73,99.973,83.729,2790.4,1.26,1.095,126,False,False,variable_mild,63.85,81.44,43,0,0,0,steam,none,66.63,38.26,0.712,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-24T01:31:22,44,289.52,289.52,1.801,4.77,2.648,3.052,,,65.62,50.56,,19.78,30.79,43.97,13/11/9,52.6,0.349,10.1,2.7,,,,,73.63,29.564,90.95,67.28,,0.442,0.0309,87.29,1.0,normal,0.00311078,0.0162,False,contamination,none,A_healthy,0.0055,0.0,1.0,,80.94,163.16,52305.48,46411.6,30167.54,62655.66,lstm_sequence,5893.87,5679.91,4186.0,0.0004,0.0016,0.0143,1.842,31916.0,0.9998,1.1e-06,False,none,none,,,,,,2023-06-17T23:19:27,2025-04-24T19:23:06,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,96241.21,15910.44,57.29,43661.32,14.02,99.968,81.075,2790.4,1.26,7.202,126,False,False,variable_mild,67.07,86.23,44,0,0,0,water,none,58.56,0.83,4.768,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-24T07:57:24,45,295.96,295.96,1.951,8.151,4.178,2.69,,,58.9,52.06,,19.78,32.29,45.15,14/12/10,133.0,0.322,12.1,2.6,,,,,72.72,28.092,92.03,63.57,,0.268,0.0134,41.66,0.9951,normal,0.00130656,0.0054,False,contamination,lubrication_starvation,A_healthy,0.0056,0.0093,1.0,,249.02,156.25,52299.04,54829.53,35639.2,74019.87,xgboost_gradient,-2530.49,2300.96,4186.0,0.0004,0.0016,0.0143,1.842,31916.0,0.9998,1.12e-06,False,none,none,,,,,,2023-12-10T14:43:23,2026-02-17T05:03:35,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,85682.53,15910.44,51.68,43661.32,4.47,99.99,78.028,2790.4,1.26,3.386,126,False,False,variable_mild,72.82,82.11,45,1,0,0,oil_hydraulic,none,57.82,55.65,5.594,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-24T14:23:26,46,302.39,302.39,1.91,6.899,3.613,3.144,,,57.88,56.24,,19.78,36.46,45.96,14/12/10,89.3,0.42,18.6,4.0,,,,,70.49,28.091,89.23,64.33,,0.423,0.0717,187.79,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0057,0.0085,1.0,,11.47,165.41,52292.61,48091.1,31259.22,64922.99,particle_filter,4201.51,5251.64,4186.0,0.0004,0.0016,0.0144,1.842,31916.0,0.9998,1.14e-06,False,none,none,,,,,,2023-07-23T11:56:28,2025-06-23T19:49:35,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,112463.22,15910.44,45.42,43661.32,5.84,99.987,84.544,2790.4,1.26,6.033,126,False,False,variable_mild,74.3,89.18,46,0,0,0,steam,water_ingress,88.87,45.78,1.274,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-24T20:49:28,47,308.82,308.82,2.32,7.639,3.293,2.93,,,56.76,53.89,,19.78,34.12,47.92,13/11/9,101.1,0.363,66.3,11.5,,,,,71.52,27.992,93.01,62.7,,0.14,0.0315,58.19,1.0,normal,0.0,0.0065,False,contamination,none,A_healthy,0.0059,0.0,1.0,,169.56,158.54,52286.18,48809.86,31726.41,65893.31,physics_informed_nn,3476.32,4419.28,4186.0,0.0004,0.0016,0.0144,1.842,31916.0,0.9998,1.16e-06,False,none,none,,,,,,2023-08-07T17:45:16,2025-07-19T13:12:20,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,80934.97,15910.44,43.52,43661.32,8.98,99.979,89.782,2790.4,1.26,3.724,126,False,False,variable_mild,70.65,98.75,47,0,0,0,water,particulate_mild,69.98,57.38,2.101,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-25T03:15:29,48,315.26,315.26,2.008,8.757,4.361,2.832,,,59.82,51.83,,19.78,32.05,47.61,13/11/9,82.1,0.364,19.1,2.2,,,,,72.95,30.606,90.6,61.77,,0.026,0.0676,252.12,1.0,normal,0.00176317,0.0116,False,contamination,imbalance_induced,A_healthy,0.006,0.0101,1.0,,29.55,134.44,52279.74,46376.76,30144.9,62608.63,kalman_filter,5902.98,7119.37,4186.0,0.0004,0.0016,0.0144,1.842,31916.0,0.9998,1.18e-06,False,none,none,,,,,,2023-06-18T07:38:21,2025-04-24T15:30:21,mixed,False,oem_certified,True,,,,none,none,318208.81,10308089.06,94124.93,15910.44,51.71,43661.32,8.13,99.981,77.876,2790.4,1.26,5.773,126,False,False,variable_mild,73.03,88.09,48,0,0,0,gas_compressed_air,water_ingress,66.16,4.66,0.224,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-25T09:41:31,49,321.69,321.69,2.34,6.693,2.861,2.854,,,59.89,57.25,,19.78,37.48,45.86,14/12/10,93.0,0.367,44.4,6.2,,,,,71.78,28.223,89.38,64.32,,0.378,0.0086,85.32,0.9781,normal,-0.00437322,0.0,False,contamination,none,A_healthy,0.0061,0.0252,1.0,,307.46,124.09,52273.31,40214.22,26139.24,54289.2,xgboost_gradient,12059.09,10179.36,4186.0,0.0004,0.0016,0.0145,1.842,31916.0,0.9998,1.2e-06,False,none,none,,,,,,2023-02-10T04:48:05,2024-09-18T15:46:41,mixed,False,oem_certified,True,,,,none,none,318208.81,10308089.06,155352.82,15910.44,42.12,43661.32,15.16,99.965,87.636,2790.4,1.26,7.126,126,False,False,variable_mild,79.34,85.06,49,0,0,0,oil_hydraulic,none,78.34,9.28,4.481,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-25T16:07:33,50,328.13,328.13,1.741,5.882,3.378,3.188,,,61.35,57.36,,19.78,37.58,46.94,14/12/10,83.1,0.481,20.1,2.4,,,,,72.03,30.186,90.32,64.96,,0.325,0.0351,206.19,1.0,normal,0.00098771,0.0812,False,contamination,none,A_healthy,0.0062,0.0,1.0,,49.7,155.97,52266.87,45475.36,29558.99,61391.74,weibull_regression,6791.51,5568.26,4186.0,0.0004,0.0016,0.0145,1.842,31916.0,0.9998,1.22e-06,False,none,none,,,,,,2023-05-31T01:48:26,2025-03-24T06:11:03,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,158143.74,15910.44,36.94,43661.32,19.02,99.956,83.626,2790.4,1.26,4.417,126,False,False,variable_mild,71.17,78.4,50,0,0,1,steam,chemical_contamination,79.73,275.19,10.14,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-25T22:33:35,51,334.56,334.56,2.151,8.493,3.948,3.005,,,62.28,54.18,,19.78,34.4,46.06,14/12/10,78.0,0.495,38.0,6.3,,,,,70.48,29.369,88.83,64.89,,0.562,0.0191,2.41,0.9959,normal,-0.00081647,0.0,False,contamination,none,A_healthy,0.0064,0.0,1.0,,98.4,158.85,52260.44,56557.5,36762.37,76352.62,xgboost_gradient,-4297.06,4070.11,4186.0,0.0004,0.0016,0.0146,1.842,31916.0,0.9998,1.24e-06,False,none,none,,,,,,2024-01-17T05:18:29,2026-04-21T00:25:54,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,52292.49,15910.44,29.13,43661.32,25.37,99.942,87.756,2790.4,1.26,7.385,126,False,False,variable_mild,77.87,87.59,51,1,0,0,steam,none,68.72,0.64,4.828,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-26T04:59:37,52,340.99,340.99,2.081,8.014,3.851,3.116,,,64.94,52.67,,19.78,32.89,44.97,14/12/10,124.4,0.394,34.1,4.9,,,,,73.3,28.801,89.94,66.25,,1.514,0.2436,309.96,0.9798,normal,-0.00403029,0.0312,False,contamination,none,A_healthy,0.0065,0.0037,1.0,,216.24,139.05,52254.01,60591.64,39384.56,81798.71,xgboost_gradient,-8337.63,7834.46,4186.0,0.0004,0.0017,0.0146,1.842,31916.0,0.9998,1.26e-06,False,none,none,,,,,,2024-04-10T12:48:42,2026-09-11T03:53:04,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,145248.2,15910.44,38.8,43661.32,4.85,99.989,80.901,2790.4,1.26,7.532,126,False,False,variable_mild,77.53,80.6,52,0,0,0,oil_process,water_ingress,48.55,3.21,1.895,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-26T11:25:39,53,347.43,347.43,2.026,8.18,4.038,2.73,,,60.19,55.22,,19.78,35.44,45.62,14/12/10,77.1,0.359,24.1,6.6,,,,,72.08,29.917,88.99,63.19,,0.907,0.0591,35.89,0.9974,normal,-0.00052961,0.0229,False,contamination,fatigue_spalling,A_healthy,0.0066,0.0046,1.0,,44.76,137.69,52247.57,55071.95,35796.77,74347.14,weibull_regression,-2824.38,3656.07,4186.0,0.0004,0.0017,0.0147,1.842,31916.0,0.9998,1.28e-06,False,none,none,,,,,,2023-12-17T19:24:12,2026-02-27T22:35:11,mixed,False,specialist,False,65.0,,,none,none,318208.81,10308089.06,69288.38,15910.44,22.63,43661.32,23.91,99.945,83.535,2790.4,1.26,7.569,126,False,False,variable_mild,70.54,83.69,53,1,0,1,oil_hydraulic,none,21.87,5.37,0.902,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-26T17:51:40,54,353.86,353.86,1.935,7.788,4.025,3.339,,,58.58,58.1,,19.78,38.32,45.11,13/11/9,50.4,0.358,8.7,2.2,,,,,72.24,28.515,90.67,64.76,,0.902,0.0223,20.68,1.0,normal,0.00437322,0.0417,False,contamination,none,A_healthy,0.0067,0.0,1.0,,301.77,140.9,52241.14,46630.9,30310.08,62951.71,particle_filter,5610.24,5595.13,4186.0,0.0004,0.0017,0.0147,1.842,31916.0,0.9997,1.3e-06,False,none,none,,,,,,2023-06-25T05:18:33,2025-05-05T06:07:21,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,84731.22,15910.44,58.86,43661.32,14.78,99.966,82.841,2790.4,1.26,2.305,126,False,False,variable_mild,86.43,89.57,54,0,0,1,none,particulate_mild,38.87,50.04,4.165,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-27T00:17:42,55,360.3,360.3,2.073,8.191,3.951,3.328,,,61.88,50.94,,19.78,31.17,44.48,13/11/9,130.4,0.507,56.5,11.2,,,,,71.9,28.644,89.57,68.69,,0.802,0.0139,30.9,0.9959,normal,-0.00081828,0.0,False,contamination,none,A_healthy,0.0069,0.0025,1.0,,59.17,140.06,52234.7,59766.57,38848.27,80684.86,xgboost_gradient,-7531.86,8300.05,4186.0,0.0004,0.0017,0.0148,1.842,31916.0,0.9997,1.32e-06,False,none,none,,,,,,2024-03-25T03:34:39,2026-08-13T17:52:31,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,156935.59,15910.44,53.7,43661.32,15.8,99.964,81.952,2790.4,1.26,3.137,126,False,False,variable_mild,75.41,93.48,55,1,0,1,steam,none,66.48,110.68,0.418,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-27T06:43:44,56,366.73,366.73,1.829,8.152,4.457,2.88,,,54.05,53.84,,19.78,34.06,47.08,13/11/9,65.5,0.44,47.2,13.5,,,,,72.69,30.416,91.89,62.86,,0.418,0.0333,43.26,1.0,normal,0.00081647,0.0059,False,contamination,cavitation,A_healthy,0.007,0.0,1.0,,461.84,161.3,52228.27,46657.12,30327.13,62987.11,weibull_regression,5571.16,4764.01,4186.0,0.0004,0.0017,0.0148,1.842,31916.0,0.9997,1.34e-06,False,none,none,,,,,,2023-06-26T07:17:12,2025-05-06T17:16:38,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,151231.85,15910.44,21.02,43661.32,8.95,99.98,86.875,2790.4,1.26,3.508,126,False,False,variable_mild,73.99,83.96,56,1,0,0,steam,chemical_contamination,63.62,28.09,0.274,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-27T13:09:46,57,373.16,373.16,1.95,6.449,3.308,3.019,,,61.57,55.35,,19.78,35.58,44.27,13/11/9,56.9,0.905,14.9,2.1,,,,,73.33,29.541,88.75,60.56,,0.117,0.0042,32.85,0.9984,normal,0.00371156,0.0445,False,contamination,none,A_healthy,0.0071,0.0199,1.0,,141.13,157.96,52221.84,55953.36,36369.68,75537.03,physics_informed_nn,-3731.52,4677.05,4186.0,0.0004,0.0017,0.0149,1.842,31916.0,0.9997,1.36e-06,False,none,none,,,,,,2024-01-06T05:50:31,2026-04-01T05:31:03,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,122296.2,15910.44,28.96,43661.32,10.47,99.976,86.105,2790.4,1.26,6.805,126,False,False,variable_mild,75.73,82.99,57,1,0,0,oil_process,none,56.0,76.2,1.092,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-27T19:35:48,58,379.6,379.6,1.892,6.595,3.486,3.27,,,60.51,56.86,,19.78,37.08,47.43,13/11/9,54.2,0.356,38.7,4.9,,,,,73.77,28.677,88.44,64.02,,0.062,0.0282,70.89,0.9994,normal,0.00041097,0.0096,False,contamination,fretting_corrosion,A_healthy,0.0072,0.0,1.0,,81.41,155.44,52215.4,44604.03,28992.62,60215.44,physics_informed_nn,7611.37,6769.98,4186.0,0.0004,0.0017,0.0149,1.842,31916.0,0.9997,1.38e-06,False,none,none,,,,,,2023-05-15T01:36:41,2025-02-23T13:01:19,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,72343.54,15910.44,36.52,43661.32,10.66,99.976,82.834,2790.4,1.26,6.832,126,False,False,variable_mild,83.13,94.86,58,1,0,0,steam,particulate_severe,37.0,2.33,0.355,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-28T02:01:50,59,386.03,386.03,2.063,9.337,4.527,2.934,,,55.17,56.06,,19.78,36.28,47.28,14/12/10,79.5,0.718,34.4,6.1,,,,,71.42,27.939,89.56,68.23,,0.116,0.0213,31.91,0.9905,normal,-0.00190761,0.0,False,contamination,none,A_healthy,0.0073,0.0015,1.0,,122.92,151.7,52208.97,58458.6,37998.09,78919.11,particle_filter,-6249.63,6468.78,4186.0,0.0004,0.0017,0.0149,1.842,31916.0,0.9997,1.4e-06,False,none,none,,,,,,2024-02-27T23:19:56,2026-06-29T11:50:36,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,70725.32,15910.44,21.56,43661.32,13.17,99.97,83.972,2790.4,1.26,5.54,126,False,False,variable_mild,84.86,87.93,59,1,0,0,oil_hydraulic,particulate_mild,44.89,15.69,3.982,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-28T08:27:51,60,392.46,392.46,1.697,5.82,3.43,3.432,,,58.78,53.51,,19.78,33.74,47.15,13/11/9,85.2,0.361,26.1,3.7,,,,,71.58,27.995,89.6,59.05,,0.543,0.006,52.72,0.9893,normal,-0.00132455,0.0288,False,contamination,none,A_healthy,0.0075,0.0135,1.0,,301.57,146.85,52202.54,59399.62,38609.76,80189.49,physics_informed_nn,-7197.09,5836.29,4186.0,0.0004,0.0018,0.015,1.842,31916.0,0.9997,1.42e-06,False,none,none,,,,,,2024-03-18T20:16:35,2026-08-02T02:08:41,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,121386.4,15910.44,59.58,43661.32,11.27,99.974,86.065,2790.4,1.26,7.451,126,False,False,variable_mild,74.69,95.68,60,0,0,0,oil_process,none,84.95,44.28,0.027,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-28T14:53:53,61,398.9,398.9,1.988,8.417,4.234,2.349,,,57.31,53.37,,19.78,33.59,47.55,14/12/10,99.2,0.467,16.7,4.7,,,,,72.04,29.854,90.12,69.23,,0.084,0.0549,28.79,1.0,normal,0.0,0.0,False,contamination,fretting_corrosion,A_healthy,0.0076,0.0,1.0,,50.7,163.21,52196.1,57957.53,37672.39,78242.67,particle_filter,-5761.43,5642.9,4186.0,0.0004,0.0018,0.015,1.842,31916.0,0.9997,1.44e-06,False,none,none,,,,,,2024-02-18T01:39:49,2026-06-12T06:47:57,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,62014.44,15910.44,30.15,43661.32,9.67,99.978,86.8,2790.4,1.26,2.778,126,False,False,variable_mild,59.78,79.37,61,0,0,0,water,particulate_mild,67.95,79.37,1.165,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-28T21:19:55,62,405.33,405.33,2.06,7.479,3.63,2.763,,,64.39,55.76,,19.78,35.98,41.49,14/12/10,70.7,0.341,31.3,7.8,,,,,70.66,28.422,89.4,64.9,,0.076,0.0867,41.77,0.9921,normal,-0.00127115,0.0401,False,contamination,none,A_healthy,0.0077,0.0063,1.0,,84.55,143.71,52189.67,58790.61,38213.9,79367.32,physics_informed_nn,-6600.94,7261.81,4186.0,0.0004,0.0018,0.0151,1.842,31916.0,0.9997,1.46e-06,False,none,none,,,,,,2024-03-06T16:38:09,2026-07-12T01:20:55,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,99238.85,15910.44,24.69,43661.32,10.08,99.977,79.267,2790.4,1.26,2.043,126,False,False,variable_mild,79.51,87.36,62,1,0,0,oil_process,none,31.71,35.29,0.022,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-29T03:45:57,63,411.77,411.77,2.123,5.905,2.781,2.616,,,58.56,54.77,,19.78,35.0,47.81,13/11/9,62.9,0.303,37.4,9.0,,,,,72.7,29.281,89.21,71.26,,1.221,0.0401,477.56,1.0,normal,0.00011864,0.0277,False,contamination,none,A_healthy,0.0078,0.0,1.0,,323.65,147.77,52183.23,42921.66,27899.08,57944.23,lstm_sequence,9261.58,7873.83,4186.0,0.0004,0.0018,0.0151,1.842,31916.0,0.9997,1.48e-06,False,none,none,,,,,,2023-04-11T08:35:36,2024-12-27T07:10:22,mixed,False,oem_certified,True,,,,none,none,318208.81,10308089.06,51136.13,15910.44,51.57,43661.32,8.9,99.98,84.474,2790.4,1.26,3.034,126,False,False,variable_mild,80.73,87.76,63,1,0,0,water,none,41.9,12.07,3.84,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-29T10:11:59,64,418.2,418.2,2.226,7.16,3.217,3.539,,,59.91,51.37,,19.78,31.59,44.27,14/12/10,105.5,0.301,68.1,12.8,,,,,73.05,29.214,89.59,64.03,,1.426,0.0339,306.54,1.0,normal,0.00190761,0.0255,False,contamination,none,A_healthy,0.008,0.0153,1.0,,79.17,153.0,52176.8,48301.91,31396.24,65207.57,particle_filter,3874.89,4046.12,4186.0,0.0004,0.0018,0.0152,1.842,31916.0,0.9997,1.5e-06,False,none,none,,,,,,2023-08-01T17:09:10,2025-07-06T02:49:11,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,120866.19,15910.44,42.02,43661.32,7.44,99.983,83.191,2790.4,1.26,1.76,126,False,False,variable_mild,72.01,94.37,64,1,0,0,oil_process,none,57.56,52.37,0.025,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-29T16:38:01,65,424.63,424.63,1.758,4.869,2.769,2.906,,,59.14,49.34,,19.78,29.56,45.01,15/13/11,116.8,0.39,33.3,4.2,,,,,73.12,29.449,90.63,68.0,,0.101,0.0387,200.35,0.9937,normal,0.00087562,0.0,False,contamination,none,A_healthy,0.0081,0.0092,1.0,,65.05,155.36,52170.37,47532.31,30896.0,64168.62,xgboost_gradient,4638.06,5807.44,4186.0,0.0004,0.0018,0.0152,1.842,31916.0,0.9996,1.52e-06,False,none,none,,,,,,2023-07-16T22:47:20,2025-06-09T03:05:52,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,148278.5,15910.44,56.84,43661.32,14.64,99.966,81.268,2790.4,1.26,7.84,126,False,False,variable_mild,61.07,98.07,65,0,0,0,gas_compressed_air,water_ingress,59.1,54.43,0.062,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-29T23:04:02,66,431.07,431.07,1.764,6.843,3.879,2.738,,,58.56,53.42,,19.78,33.64,43.94,14/12/10,95.1,0.332,22.6,4.9,,,,,71.36,28.62,89.37,65.13,,0.7,0.034,3.23,0.9893,normal,-0.00214165,0.0016,False,contamination,none,A_healthy,0.0082,0.0082,1.0,,199.23,150.58,52163.93,57422.05,37324.33,77519.77,particle_filter,-5258.12,4367.98,4186.0,0.0005,0.0018,0.0153,1.842,31916.0,0.9996,1.54e-06,False,none,none,,,,,,2024-02-08T06:05:38,2026-05-25T15:48:44,mixed,False,master_technician,False,13.0,,,none,none,318208.81,10308089.06,100990.99,15910.44,25.06,43661.32,12.13,99.972,80.839,2790.4,1.26,7.743,126,False,False,variable_mild,74.59,81.97,66,1,0,0,oil_hydraulic,none,74.33,53.87,0.897,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-30T05:30:04,67,437.5,437.5,1.853,7.655,4.132,3.002,,,56.92,56.13,,19.78,36.35,46.62,13/11/9,98.8,0.338,64.5,9.6,,,,,72.29,27.583,88.84,64.3,,0.726,0.0082,110.88,1.0,normal,0.00158988,0.0681,False,contamination,none,A_healthy,0.0083,0.0097,1.0,,268.37,153.27,52157.5,48422.59,31474.69,65370.5,physics_informed_nn,3734.9,3685.91,4186.0,0.0005,0.0018,0.0153,1.842,31916.0,0.9996,1.56e-06,False,none,none,,,,,,2023-08-05T00:47:55,2025-07-11T04:42:24,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,95934.19,15910.44,25.53,43661.32,6.42,99.985,77.913,2790.4,1.26,4.749,126,False,False,variable_mild,69.61,82.8,67,0,0,1,water,particulate_mild,74.69,120.97,0.039,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-30T11:56:06,68,443.94,443.94,1.912,6.526,3.413,3.502,,,63.29,50.0,,19.78,30.22,45.74,14/12/10,132.4,0.4,15.5,2.2,,,,,72.49,28.581,90.57,61.59,,0.888,0.0129,25.16,1.0,normal,0.0,0.0266,False,contamination,contamination,A_healthy,0.0084,0.0,1.0,,231.35,159.53,52151.06,58438.3,37984.89,78891.7,xgboost_gradient,-6287.23,7601.92,4186.0,0.0005,0.0019,0.0154,1.842,31916.0,0.9996,1.58e-06,False,none,none,,,,,,2024-02-29T23:05:00,2026-07-01T04:29:13,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,88540.32,15910.44,56.75,43661.32,16.76,99.962,92.055,2790.4,1.26,3.625,126,False,False,variable_mild,68.08,101.09,68,1,0,0,gas_compressed_air,none,45.6,0.61,2.984,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-30T18:22:08,69,450.37,450.37,2.283,9.51,4.167,3.196,,,59.57,52.81,,19.78,33.04,46.62,13/11/9,83.8,0.424,15.7,2.7,,,,,71.66,27.665,89.53,63.1,,0.849,0.0342,41.06,0.9924,normal,-0.00151712,0.0584,False,contamination,none,A_healthy,0.0086,0.0,1.0,,504.67,141.07,52144.63,45054.86,29285.66,60824.07,lstm_sequence,7089.77,9015.51,4186.0,0.0005,0.0019,0.0154,1.842,31916.0,0.9996,1.6e-06,False,none,none,,,,,,2023-05-27T09:48:04,2025-03-14T11:00:14,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,138474.84,15910.44,45.22,43661.32,13.33,99.969,79.595,2790.4,1.26,7.59,126,False,False,variable_mild,72.41,87.91,69,1,0,0,water,particulate_mild,62.98,131.3,0.58,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-31T00:48:10,70,456.8,456.8,1.798,6.045,3.363,3.068,,,60.71,52.11,,19.78,32.33,46.3,14/12/10,85.2,0.382,46.9,9.1,,,,,73.41,29.231,89.92,63.58,,0.697,0.0109,165.8,0.9852,normal,-0.0016919,0.0083,False,contamination,none,A_healthy,0.0087,0.0,1.0,,188.2,160.74,52138.2,57777.36,37555.28,77999.43,physics_informed_nn,-5639.16,4868.38,4186.0,0.0005,0.0019,0.0154,1.842,31916.0,0.9996,1.62e-06,False,none,none,,,,,,2024-02-16T17:28:51,2026-06-08T07:33:19,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,101324.97,15910.44,46.99,43661.32,5.86,99.987,89.712,2790.4,1.26,4.722,126,False,False,variable_mild,78.75,75.97,70,1,0,0,gas_compressed_air,none,51.22,29.22,5.333,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-31T07:14:12,71,463.24,463.24,1.904,8.55,4.491,2.87,,,61.16,50.84,,19.78,31.06,47.06,14/12/10,104.7,0.466,23.0,2.6,,,,,72.74,30.525,90.38,62.21,,0.184,0.0659,69.25,1.0,normal,0.00214165,0.0,False,contamination,none,A_healthy,0.0088,0.003,1.0,,19.82,154.14,52131.76,56501.57,36726.02,76277.11,xgboost_gradient,-4369.8,3756.53,4186.0,0.0005,0.0019,0.0155,1.842,31916.0,0.9996,1.63e-06,False,none,none,,,,,,2024-01-21T10:01:11,2026-04-24T09:34:04,mixed,False,master_technician,False,27.0,,,none,none,318208.81,10308089.06,115106.55,15910.44,21.55,43661.32,9.01,99.979,83.385,2790.4,1.26,5.725,126,False,False,variable_mild,62.74,88.2,71,0,0,0,gas_compressed_air,none,65.57,31.35,2.818,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-31T13:40:13,72,469.67,469.67,1.831,8.04,4.391,2.792,,,60.24,52.45,,19.78,32.67,45.64,13/11/9,90.1,0.494,13.7,2.2,,,,,70.93,29.396,90.07,67.22,,0.194,0.021,17.16,0.9916,normal,-0.00168532,0.0,False,contamination,none,A_healthy,0.0089,0.0048,1.0,,237.39,168.28,52125.33,61773.54,40152.8,83394.28,lstm_sequence,-9648.21,10353.56,4186.0,0.0005,0.0019,0.0155,1.842,31916.0,0.9996,1.65e-06,False,none,none,,,,,,2024-05-10T12:26:22,2026-10-28T09:10:40,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,143409.03,15910.44,41.72,43661.32,13.23,99.97,91.382,2790.4,1.26,3.473,126,False,False,variable_mild,64.1,91.44,72,1,0,0,gas_compressed_air,chemical_contamination,62.92,9.56,1.762,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-10-31T20:06:15,73,476.1,476.1,1.995,6.79,3.403,2.56,,,60.4,52.87,,19.78,33.09,46.41,14/12/10,65.7,0.407,20.9,2.5,,,,,72.66,27.647,90.35,68.05,,0.933,0.0023,46.85,1.0,normal,0.0,0.0186,False,contamination,none,A_healthy,0.0091,0.0098,1.0,,69.63,145.0,52118.9,40372.57,26242.17,54502.97,physics_informed_nn,11746.32,13202.73,4186.0,0.0005,0.0019,0.0156,1.842,31916.0,0.9996,1.67e-06,False,none,none,,,,,,2023-02-19T22:23:23,2024-09-30T16:47:22,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,65715.9,15910.44,49.17,43661.32,9.02,99.979,82.367,2790.4,1.26,5.443,126,False,False,variable_mild,63.68,87.13,73,1,0,1,gas_compressed_air,none,63.98,5.59,2.268,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-01T02:32:17,74,482.54,482.54,2.155,9.569,4.44,2.986,,,59.8,54.87,,19.78,35.09,47.61,13/11/9,200.3,0.389,32.4,5.1,,,,,70.96,28.496,88.71,63.17,,2.128,0.1115,155.31,0.9846,normal,-0.001564,0.0724,False,contamination,none,A_healthy,0.0092,0.0,1.0,,215.96,149.35,52112.46,48739.37,31680.59,65798.15,physics_informed_nn,3373.09,4091.03,4186.0,0.0005,0.0019,0.0156,1.842,31916.0,0.9996,1.69e-06,False,none,none,,,,,,2023-08-13T12:13:21,2025-07-24T07:00:05,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,151490.04,15910.44,57.16,43661.32,33.14,99.924,82.913,2790.4,1.26,5.535,126,False,False,variable_mild,65.22,80.27,74,1,0,0,none,particulate_mild,67.53,4.87,2.507,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-01T08:58:19,75,488.97,488.97,2.07,6.317,3.052,2.502,,,62.29,47.95,,19.78,28.18,47.22,14/12/10,65.7,0.645,16.7,3.5,,,,,73.55,30.246,90.09,65.3,,0.068,0.0587,16.95,0.9944,normal,0.0018482,0.0034,False,contamination,none,A_healthy,0.0093,0.0072,1.0,,146.47,134.97,52106.03,55651.7,36173.61,75129.8,lstm_sequence,-3545.67,3042.4,4186.0,0.0005,0.002,0.0157,1.842,31916.0,0.9995,1.71e-06,False,none,none,,,,,,2024-01-04T18:49:23,2026-03-26T08:55:08,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,71445.97,15910.44,25.88,43661.32,6.91,99.984,85.463,2790.4,1.26,2.469,126,False,False,variable_mild,66.39,83.85,75,0,0,0,oil_hydraulic,none,30.09,4.63,0.278,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-01T15:24:21,76,495.41,495.41,1.851,5.464,2.951,3.162,,,57.74,54.73,,19.78,34.95,47.71,13/11/9,121.3,0.98,33.3,9.7,,,,,71.06,28.127,89.02,67.05,,0.311,0.0607,66.2,0.9899,normal,-0.00202222,0.0023,False,contamination,thermal_degradation,A_healthy,0.0094,0.0022,1.0,,429.44,165.11,52099.59,42430.62,27579.9,57281.34,xgboost_gradient,9668.97,11285.45,4186.0,0.0005,0.002,0.0157,1.842,31916.0,0.9995,1.73e-06,False,none,none,,,,,,2023-04-04T14:42:56,2024-12-13T09:25:57,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,53270.23,15910.44,34.68,43661.32,5.73,99.987,80.75,2790.4,1.26,6.841,126,False,False,variable_mild,72.46,74.25,76,1,0,0,steam,none,74.92,15.86,0.147,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-01T21:50:23,77,501.84,501.84,2.055,6.775,3.297,2.733,,,56.12,52.65,,19.78,32.87,46.25,13/11/9,53.8,0.377,26.3,6.6,,,,,71.44,27.386,90.49,65.79,,0.341,0.0709,29.62,0.9987,normal,0.00141785,0.0,False,contamination,none,A_healthy,0.0095,0.0059,1.0,,16.34,169.34,52093.16,56707.18,36859.66,76554.69,lstm_sequence,-4614.02,3972.51,4186.0,0.0005,0.002,0.0158,1.842,31916.0,0.9995,1.75e-06,False,none,none,,,,,,2024-01-27T07:25:39,2026-05-03T06:56:20,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,137826.06,15910.44,28.06,43661.32,16.24,99.963,77.633,2790.4,1.26,3.868,126,False,False,variable_mild,67.89,86.74,77,1,0,0,oil_process,none,39.8,0.75,3.464,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-02T04:16:24,78,508.27,508.27,1.987,8.657,4.357,2.957,,,60.17,54.57,,19.78,34.8,45.27,14/12/10,130.3,0.315,12.7,3.5,,,,,72.55,27.899,89.38,65.06,,0.806,0.0319,70.12,1.0,normal,0.0,0.0297,False,contamination,none,A_healthy,0.0097,0.0011,1.0,,104.95,140.11,52086.73,60471.81,39306.68,81636.94,xgboost_gradient,-8385.08,8051.97,4186.0,0.0005,0.002,0.0158,1.842,31916.0,0.9995,1.77e-06,False,none,none,,,,,,2024-04-15T00:10:40,2026-09-13T21:18:39,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,152993.62,15910.44,55.54,43661.32,14.21,99.967,83.575,2790.4,1.26,1.215,126,False,False,variable_mild,68.52,97.34,78,1,0,0,oil_hydraulic,particulate_mild,88.84,42.41,4.48,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-02T10:42:26,79,514.71,514.71,2.005,6.365,3.174,3.242,,,58.38,54.49,,19.78,34.72,45.88,14/12/10,162.5,0.697,18.6,4.1,,,,,71.54,27.411,89.64,67.89,,0.402,0.0821,76.99,1.0,normal,0.00308112,0.0,False,contamination,none,A_healthy,0.0098,0.0055,1.0,,8.36,138.9,52080.29,47822.94,31084.91,64560.96,physics_informed_nn,4257.36,4167.01,4186.0,0.0005,0.002,0.0158,1.842,31916.0,0.9995,1.79e-06,False,none,none,,,,,,2023-07-26T18:10:32,2025-06-23T04:12:12,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,105504.48,15910.44,27.82,43661.32,18.92,99.957,85.201,2790.4,1.26,6.929,126,False,False,variable_mild,80.12,86.12,79,0,0,0,steam,none,61.05,89.77,0.049,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-02T17:08:28,80,521.14,521.14,1.774,5.202,2.932,2.619,,,62.75,54.23,,19.78,34.46,46.27,14/12/10,59.4,0.469,109.3,30.5,,,,,70.78,28.161,89.8,66.81,,0.817,0.0631,151.35,0.9949,normal,9.316e-05,0.0772,False,contamination,adhesive_wear,A_healthy,0.0099,0.0,1.0,,163.73,154.6,52073.86,46803.71,30422.41,63185.0,lstm_sequence,5270.15,4239.96,4186.0,0.0005,0.002,0.0159,1.842,31916.0,0.9995,1.81e-06,False,none,none,,,,,,2023-07-05T18:59:41,2025-05-18T08:17:33,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,125103.57,15910.44,49.36,43661.32,17.24,99.961,83.52,2790.4,1.26,3.164,126,False,False,variable_mild,61.76,76.39,80,1,0,0,oil_process,particulate_mild,76.46,9.11,0.469,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-02T23:34:30,81,527.58,527.58,2.049,7.181,3.504,2.529,,,65.74,50.07,,19.78,30.3,46.9,14/12/10,69.9,0.338,31.9,8.9,,,,,72.56,29.472,89.91,65.71,,0.464,0.0061,78.07,1.0,normal,0.00202222,0.0427,False,contamination,none,A_healthy,0.01,0.0,1.0,,39.67,157.15,52067.42,47037.39,30574.3,63500.48,physics_informed_nn,5030.03,5598.27,4186.0,0.0005,0.002,0.0159,1.842,31916.0,0.9995,1.82e-06,False,none,none,,,,,,2023-07-10T22:16:14,2025-05-26T21:21:27,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,97699.57,15910.44,42.51,43661.32,15.75,99.964,85.902,2790.4,1.26,5.379,126,False,False,variable_mild,58.71,80.47,81,0,0,1,oil_process,none,74.14,77.25,0.127,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-03T06:00:32,82,534.01,534.01,1.836,7.009,3.817,2.708,,,58.27,51.8,,19.78,32.03,46.32,13/11/9,130.4,0.384,27.3,2.9,,,,,71.58,29.048,88.37,68.58,,0.477,0.0567,14.85,0.9708,normal,-0.00558004,0.0055,False,contamination,none,A_healthy,0.0102,0.006,1.0,,544.61,159.2,52060.99,42627.79,27708.06,57547.51,xgboost_gradient,9433.2,8056.63,4186.0,0.0005,0.002,0.016,1.842,31916.0,0.9995,1.84e-06,False,none,none,,,,,,2023-04-10T07:54:10,2024-12-21T23:37:43,mixed,False,journeyman,False,71.0,,,none,none,318208.81,10308089.06,47746.49,15910.44,49.86,43661.32,18.67,99.957,88.358,2790.4,1.26,2.137,126,False,False,variable_mild,64.53,83.7,82,2,0,0,water,particulate_mild,77.82,3.24,0.286,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-03T12:26:34,83,540.44,540.44,1.923,5.967,3.103,2.901,,,60.65,52.63,,19.78,32.85,45.21,13/11/9,177.0,0.396,21.2,3.8,,,,,73.6,28.054,88.74,64.61,,0.327,0.0586,4.84,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0103,0.0006,1.0,,207.74,159.82,52054.56,62611.11,40697.22,84524.99,lstm_sequence,-10556.55,10706.5,4186.0,0.0005,0.0021,0.016,1.842,31916.0,0.9995,1.86e-06,False,none,none,,,,,,2024-05-30T21:59:45,2026-11-29T23:52:59,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,78725.39,15910.44,38.44,43661.32,15.8,99.964,85.42,2790.4,1.26,1.306,126,False,False,variable_mild,80.59,96.29,83,1,0,0,steam,water_ingress,56.49,21.54,1.099,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-03T18:52:35,84,546.88,546.88,2.009,6.518,3.244,2.879,,,56.76,53.2,,19.78,33.43,44.09,15/13/11,94.7,0.39,30.9,4.7,,,,,73.9,28.838,88.97,67.05,,0.48,0.0228,29.48,0.9742,normal,-0.00516302,0.0186,False,contamination,none,A_healthy,0.0104,0.0,1.0,,369.22,153.51,52048.12,59074.98,38398.74,79751.23,lstm_sequence,-7026.86,7651.26,4186.0,0.0005,0.0021,0.0161,1.842,31916.0,0.9994,1.88e-06,False,none,none,,,,,,2024-03-18T12:22:08,2026-07-28T00:36:49,mixed,False,journeyman,False,22.0,,,none,none,318208.81,10308089.06,71433.86,15910.44,55.91,43661.32,7.78,99.982,84.648,2790.4,1.26,1.14,126,False,False,variable_mild,62.66,102.68,84,1,0,5,water,chemical_contamination,82.62,62.65,1.744,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-04T01:18:37,85,553.31,553.31,1.759,5.313,3.02,2.496,,,60.28,54.04,,19.78,34.26,45.31,14/12/10,86.1,0.635,29.5,4.7,,,,,70.29,27.891,88.11,64.42,,0.823,0.144,107.81,0.9909,normal,-0.00081122,0.022,False,contamination,none,A_healthy,0.0105,0.0224,1.0,,128.85,142.36,52041.69,58242.83,37857.84,78627.82,particle_filter,-6201.14,5583.2,4186.0,0.0005,0.0021,0.0161,1.842,31916.0,0.9994,1.9e-06,False,none,none,,,,,,2024-03-01T10:43:29,2026-06-28T19:42:53,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,135441.76,15910.44,32.11,43661.32,16.04,99.963,84.232,2790.4,1.26,7.923,126,False,False,variable_mild,74.93,87.17,85,1,0,0,gas_compressed_air,none,80.48,119.08,1.926,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-04T07:44:39,86,559.74,559.74,1.872,6.56,3.504,3.081,,,63.79,50.62,,19.78,30.85,45.7,14/12/10,146.6,0.366,79.8,12.3,,,,,72.74,29.157,89.68,65.83,,0.38,0.0445,224.66,0.9924,normal,-0.00152275,0.0065,False,contamination,none,A_healthy,0.0106,0.0005,1.0,,184.17,144.64,52035.26,43435.28,28232.93,58637.63,xgboost_gradient,8599.97,9294.22,4186.0,0.0005,0.0021,0.0162,1.842,31916.0,0.9994,1.92e-06,False,none,none,,,,,,2023-04-28T05:23:10,2025-01-20T15:44:07,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,139347.79,15910.44,55.12,43661.32,15.88,99.964,79.071,2790.4,1.26,7.461,126,False,False,variable_mild,62.44,99.53,86,0,0,0,oil_process,none,40.5,6.81,0.272,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-04T14:10:41,87,566.18,566.18,1.981,7.4,3.735,2.923,,,59.16,53.1,,19.78,33.32,45.83,13/11/9,184.6,0.311,16.6,1.7,,,,,72.91,28.713,89.17,64.39,,0.046,0.0331,41.51,1.0,normal,0.00584751,0.0083,False,contamination,none,A_healthy,0.0108,0.0056,1.0,,51.3,155.1,52028.82,43017.46,27961.35,58073.57,xgboost_gradient,9011.36,10020.81,4186.0,0.0005,0.0021,0.0162,1.842,31916.0,0.9994,1.94e-06,False,none,none,,,,,,2023-04-19T18:54:31,2025-01-06T03:01:12,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,72254.08,15910.44,50.86,43661.32,10.89,99.975,84.412,2790.4,1.26,3.743,126,False,False,variable_mild,74.65,89.68,87,0,0,0,gas_compressed_air,none,28.14,19.64,1.288,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-04T20:36:43,88,572.61,572.61,2.169,6.637,3.059,3.028,,,73.71,59.4,,19.78,39.63,46.13,14/12/10,60.3,0.33,12.9,1.6,,,,,71.81,28.226,89.39,66.75,,0.708,0.061,70.87,0.9947,normal,-0.00105686,0.0,False,contamination,none,A_healthy,0.0109,0.0061,1.0,,168.83,166.02,52022.39,40940.03,26611.02,55269.04,weibull_regression,11082.36,14221.43,4186.0,0.0006,0.0021,0.0162,1.842,31916.0,0.9994,1.95e-06,False,none,none,,,,,,2023-03-07T18:37:34,2024-10-24T19:38:11,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,147764.62,15910.44,34.22,43661.32,11.76,99.973,78.101,2790.4,1.26,7.448,126,False,False,variable_mild,80.81,73.86,88,1,0,1,oil_hydraulic,particulate_mild,45.12,7.71,0.705,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-05T03:02:45,89,579.05,579.05,1.952,7.157,3.666,3.536,,,61.28,54.42,,19.78,34.65,45.88,13/11/9,73.6,0.393,35.2,9.3,,,,,71.76,29.296,89.67,62.09,,1.215,0.0099,45.78,1.0,normal,0.00516302,0.0372,False,contamination,none,A_healthy,0.011,0.0102,1.0,,24.97,147.89,52015.95,56689.85,36848.41,76531.3,particle_filter,-4673.9,4983.18,4186.0,0.0006,0.0021,0.0163,1.842,31916.0,0.9994,1.97e-06,False,none,none,,,,,,2024-01-30T03:58:23,2026-05-05T21:25:20,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,99458.89,15910.44,45.28,43661.32,4.47,99.99,84.571,2790.4,1.26,6.817,126,False,False,variable_mild,68.11,91.96,89,1,0,1,none,water_ingress,38.07,44.04,0.467,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-05T09:28:46,90,585.48,585.48,1.764,5.98,3.39,3.212,,,60.25,51.33,,19.78,31.55,46.23,13/11/9,152.1,0.507,22.4,5.2,,,,,71.5,28.111,88.88,64.28,,1.622,0.003,338.38,0.9963,normal,0.00109559,0.0,False,contamination,none,A_healthy,0.0111,0.0,1.0,,221.27,151.3,52009.52,48813.79,31728.96,65898.62,weibull_regression,3195.73,3458.65,4186.0,0.0006,0.0021,0.0163,1.842,31916.0,0.9994,1.99e-06,False,none,none,,,,,,2023-08-19T08:22:27,2025-07-31T05:12:02,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,131366.28,15910.44,30.17,43661.32,18.11,99.959,91.059,2790.4,1.26,7.898,126,False,False,variable_mild,64.66,72.72,90,1,0,0,steam,none,75.66,37.93,0.685,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-05T15:54:48,91,591.91,591.91,1.92,7.47,3.891,3.039,,,62.47,56.74,,19.78,36.97,45.74,13/11/9,101.5,0.389,17.2,4.5,,,,,71.37,29.736,88.06,61.73,,0.839,0.0795,12.64,0.9847,normal,-0.0015345,0.0,False,contamination,fretting_corrosion,A_healthy,0.0113,0.0033,1.0,,210.76,154.09,52003.09,56611.59,36797.54,76425.65,xgboost_gradient,-4608.51,4928.52,4186.0,0.0006,0.0021,0.0164,1.842,31916.0,0.9994,2.01e-06,False,none,none,,,,,,2024-01-29T01:42:35,2026-05-03T15:46:03,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,81190.64,15910.44,28.95,43661.32,6.73,99.985,80.532,2790.4,1.26,7.088,126,False,False,variable_mild,66.27,73.02,91,2,0,0,oil_hydraulic,none,29.03,67.91,2.568,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-05T22:20:50,92,598.35,598.35,1.886,7.568,4.012,3.1,,,57.5,53.63,,19.78,33.85,47.98,14/12/10,153.6,0.402,47.7,5.4,,,,,72.65,29.964,90.4,66.12,,0.153,0.0499,409.67,0.9965,normal,-0.00070322,0.0,False,contamination,none,A_healthy,0.0114,0.0,1.0,,78.62,153.73,51996.65,57292.9,37240.39,77345.42,xgboost_gradient,-5296.25,5619.43,4186.0,0.0006,0.0022,0.0164,1.842,31916.0,0.9993,2.03e-06,False,none,none,,,,,,2024-02-12T12:47:52,2026-05-28T01:18:48,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,150585.15,15910.44,30.79,43661.32,6.45,99.985,84.892,2790.4,1.26,2.091,126,False,False,variable_mild,80.79,96.43,92,1,0,0,water,particulate_mild,22.55,125.22,0.01,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-06T04:46:52,93,604.78,604.78,1.933,5.148,2.664,3.064,,,61.93,56.19,,19.78,36.41,43.38,13/11/9,74.0,0.387,20.8,2.1,,,,,72.44,29.138,88.4,64.26,,0.413,0.0065,275.93,1.0,normal,0.00105686,0.0202,False,contamination,none,A_healthy,0.0115,0.0,1.0,,11.26,158.21,51990.22,45426.5,29527.23,61325.78,lstm_sequence,6563.72,8258.2,4186.0,0.0006,0.0022,0.0165,1.842,31916.0,0.9993,2.05e-06,False,none,none,,,,,,2023-06-10T14:01:58,2025-04-03T01:18:32,mixed,False,journeyman,True,,,,none,none,318208.81,10308089.06,127518.17,15910.44,34.4,43661.32,3.96,99.99,88.745,2790.4,1.26,2.958,126,False,False,variable_mild,73.83,87.46,93,1,0,0,water,none,26.32,17.52,0.759,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-06T11:12:54,94,611.22,611.22,2.048,8.953,4.371,2.673,,,56.75,47.68,,19.78,27.9,46.19,13/11/9,101.4,0.346,11.7,1.7,,,,,70.41,26.816,89.41,66.73,,0.023,0.0077,252.29,1.0,normal,0.0,0.0271,False,contamination,none,A_healthy,0.0116,0.0,1.0,,18.18,141.9,51983.78,60761.32,39494.86,82027.79,particle_filter,-8777.54,7508.21,4186.0,0.0006,0.0022,0.0165,1.842,31916.0,0.9993,2.06e-06,False,none,none,,,,,,2024-04-25T07:52:36,2026-09-28T10:20:23,mixed,False,specialist,True,,,,none,none,318208.81,10308089.06,152366.0,15910.44,54.27,43661.32,16.09,99.963,88.679,2790.4,1.26,3.294,126,False,False,variable_mild,75.44,91.16,94,2,0,0,none,none,71.85,28.37,1.203,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-06T17:38:56,95,617.65,617.65,2.092,5.573,2.664,3.336,,,66.2,50.6,,19.78,30.83,44.79,14/12/10,80.9,0.339,32.0,4.9,,,,,71.81,28.623,89.83,67.33,,0.319,0.0676,112.47,0.9981,normal,0.0003506,0.0605,False,contamination,none,A_healthy,0.0117,0.0,1.0,,103.06,158.0,51977.35,58119.71,37777.81,78461.61,xgboost_gradient,-6142.36,5826.84,4186.0,0.0006,0.0022,0.0166,1.842,31916.0,0.9993,2.08e-06,False,none,none,,,,,,2024-03-01T13:30:17,2026-06-27T03:24:15,mixed,False,apprentice,True,,,,none,none,318208.81,10308089.06,125428.25,15910.44,38.41,43661.32,6.32,99.986,81.084,2790.4,1.26,3.674,126,False,False,variable_mild,71.79,95.99,95,2,0,0,steam,chemical_contamination,28.28,91.98,0.481,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-07T00:04:57,96,624.08,624.08,1.975,8.226,4.166,2.835,,,61.81,51.29,,19.78,31.52,47.16,14/12/10,65.5,0.486,30.5,4.2,,,,,73.15,30.229,90.4,64.45,,0.465,0.0066,32.95,0.9844,normal,-6.172e-05,0.0266,False,contamination,none,A_healthy,0.0119,0.0182,1.0,,438.35,157.5,51970.92,43191.16,28074.26,58308.07,xgboost_gradient,8779.75,9752.15,4186.0,0.0006,0.0022,0.0166,1.842,31916.0,0.9993,2.1e-06,False,none,none,,,,,,2023-04-25T19:39:50,2025-01-14T16:34:14,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,81545.42,15910.44,35.57,43661.32,12.23,99.972,89.353,2790.4,1.26,1.948,126,False,False,variable_mild,71.02,75.68,96,1,0,1,gas_compressed_air,none,28.1,7.36,0.214,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-07T06:30:59,98,630.52,630.52,1.868,5.791,3.1,3.084,,,62.17,53.56,,19.78,33.79,43.54,14/12/10,96.4,0.353,46.2,7.1,,,,,71.22,28.726,89.73,67.03,,0.635,0.0347,175.95,0.987,normal,-0.00189001,0.0675,False,contamination,misalignment_induced,A_healthy,0.012,0.0016,1.0,,133.99,156.86,51964.48,56664.98,36832.24,76497.72,particle_filter,-4700.5,4972.55,4186.0,0.0006,0.0022,0.0166,1.842,31916.0,0.9993,2.12e-06,False,none,none,,,,,,2024-01-31T19:00:21,2026-05-07T03:44:54,mixed,False,master_technician,False,58.0,,,none,none,318208.81,10308089.06,49142.53,15910.44,53.28,43661.32,7.84,99.982,84.171,2790.4,1.26,2.414,126,False,False,variable_mild,82.09,86.64,98,1,0,1,oil_process,none,78.61,63.13,0.565,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-07T12:57:01,99,636.95,636.95,1.941,4.876,2.512,2.875,,,63.51,50.45,,19.78,30.68,44.76,13/11/9,98.8,0.322,17.4,3.9,,,,,72.16,29.003,91.34,69.09,,0.066,0.0749,31.1,1.0,normal,0.0,0.0,False,contamination,thermal_degradation,A_healthy,0.0121,0.0056,1.0,,56.45,152.11,51958.05,44891.42,29179.42,60603.42,particle_filter,7066.63,7658.67,4186.0,0.0006,0.0022,0.0167,1.842,31916.0,0.9993,2.14e-06,False,none,none,,,,,,2023-05-31T18:39:40,2025-03-16T10:39:31,mixed,False,master_technician,True,,,,none,none,318208.81,10308089.06,152362.32,15910.44,35.37,43661.32,18.88,99.957,82.048,2790.4,1.26,2.858,126,False,False,variable_mild,59.15,84.08,99,1,0,2,oil_process,water_ingress,40.28,74.35,2.068,,,standard
ASSET-000018,valve_control,medium,PrecisionDrive GmbH,MDL-9778-C,2020-10-12,52595.0,3000.0,72.18014168147522,outdoor_exposed,HVAC,FAC-362,LINE-F,none,2020-11-07T19:23:03,100,643.38,643.38,1.891,6.406,3.388,2.851,,,62.78,53.38,,19.78,33.6,42.94,14/12/10,60.8,0.405,21.5,3.7,,,,,72.37,27.591,89.42,64.7,,0.885,0.0348,72.25,0.9925,normal,-0.00149565,0.0,False,contamination,none,A_healthy,0.0122,0.0094,1.0,,134.25,144.22,51951.62,57747.69,37536.0,77959.38,xgboost_gradient,-5796.07,5655.99,4186.0,0.0006,0.0022,0.0167,1.842,31916.0,0.9992,2.16e-06,False,none,none,,,,,,2024-02-23T21:13:43,2026-06-15T00:55:11,mixed,False,specialist,False,70.0,,,none,none,318208.81,10308089.06,75430.58,15910.44,51.85,43661.32,5.28,99.988,77.259,2790.4,1.26,4.168,126,False,False,variable_mild,70.56,73.59,100,1,0,0,steam,none,23.79,61.41,0.409,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T00:53:39,1,0.89,0.89,1.963,6.99,3.56,3.427,,,62.48,68.27,,34.61,33.66,47.86,13/11/9,88.1,0.552,24.1,3.0,7.942,20.384,12.442,105.345,87.03,34.226,89.31,65.31,,0.479,0.03,16.2,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,42.81,141.84,17597.11,19379.15,12596.45,26161.86,lstm_sequence,-1782.05,1906.66,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-18T18:28:13,2012-12-26T09:10:24,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,25728.07,6078.84,49.91,66170.8,5.34,99.99,84.122,2832.0,2.8,5.238,280,False,False,cyclic_fatigue,86.36,87.74,1,0,0,0,oil_process,none,34.45,5.05,0.148,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T01:47:18,2,1.79,1.79,2.175,7.742,3.559,3.213,,,57.24,76.01,,34.61,41.4,44.53,14/12/10,86.1,0.361,18.5,4.7,7.432,11.404,3.971,107.927,88.92,35.697,89.14,62.66,,0.274,0.0017,86.59,0.9891,normal,-0.0054676,0.0482,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,135.84,135.53,17596.21,14317.84,9306.59,19329.08,physics_informed_nn,3278.38,4234.15,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-04T08:42:22,2012-06-30T03:56:54,mixed,False,oem_certified,True,,,,none,none,121576.71,82264551.25,45102.16,6078.84,41.61,66170.8,16.04,99.976,86.144,2832.0,2.8,3.114,280,False,False,cyclic_fatigue,91.02,84.67,2,0,0,0,water,none,38.31,31.63,0.429,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T02:40:57,3,2.68,2.68,1.888,6.29,3.331,2.696,,,59.52,74.83,,34.61,40.22,44.89,13/11/9,59.5,0.559,70.6,16.1,1.684,18.956,17.272,91.961,88.85,35.855,90.77,65.86,,1.483,0.033,63.69,1.0,normal,0.0,0.0904,False,adhesive_wear,none,A_healthy,0.0002,0.0059,1.0,,101.13,169.83,17595.32,15746.28,10235.08,21257.47,lstm_sequence,1849.04,2299.27,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-03T03:49:16,2012-08-19T19:01:05,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,24443.15,6078.84,32.8,66170.8,8.15,99.988,90.049,2832.0,2.8,4.786,280,False,False,cyclic_fatigue,115.43,105.15,3,0,0,0,water,none,80.08,6.24,6.037,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T03:34:36,4,3.58,3.58,2.018,8.468,4.196,2.808,,,62.9,72.81,,34.61,38.2,47.26,13/11/9,136.5,0.305,11.2,2.4,4.424,21.004,16.58,97.716,88.25,35.766,90.88,70.1,,0.018,0.032,133.04,1.0,normal,0.0,0.009,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,6.66,138.33,17594.42,21413.89,13919.03,28908.75,physics_informed_nn,-3819.46,4683.2,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-30T06:31:12,2013-03-08T13:22:50,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,31848.41,6078.84,59.55,66170.8,17.56,99.973,80.833,2832.0,2.8,4.315,280,False,False,cyclic_fatigue,84.73,82.9,4,0,0,0,steam,none,55.33,171.88,4.349,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T04:28:15,5,4.47,4.47,1.756,5.808,3.308,3.067,,,59.69,68.67,,34.61,34.06,43.83,13/11/9,55.6,0.318,23.2,5.7,8.502,18.704,10.202,98.83,87.67,34.336,89.74,66.28,,0.189,0.005,96.19,0.9986,normal,-0.0002861,0.0199,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,86.25,150.96,17593.53,20673.13,13437.54,27908.73,particle_filter,-3079.6,3169.72,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-14T21:02:12,2013-02-10T08:37:57,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,23507.76,6078.84,58.58,66170.8,10.25,99.985,86.16,2832.0,2.8,3.419,280,False,False,cyclic_fatigue,89.63,75.49,5,0,0,0,water,none,51.16,155.11,0.615,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T05:21:55,6,5.37,5.37,1.925,7.643,3.971,2.682,,,58.46,71.21,,34.61,36.6,46.49,14/12/10,78.2,0.342,15.8,1.9,5.362,7.989,2.626,99.29,87.33,36.146,90.33,65.74,,0.459,0.0468,121.37,1.0,normal,0.0,0.0315,False,adhesive_wear,none,A_healthy,0.0003,0.0022,1.0,,139.71,150.55,17592.63,18806.96,12224.52,25389.4,particle_filter,-1214.33,975.53,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-07T00:50:44,2012-12-06T07:16:55,mixed,False,master_technician,False,78.0,,,none,none,121576.71,82264551.25,59516.81,6078.84,46.45,66170.8,10.13,99.985,86.121,2832.0,2.8,5.201,280,False,False,cyclic_fatigue,95.24,91.47,6,0,0,0,oil_hydraulic,none,67.12,104.16,2.331,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T06:15:34,7,6.26,6.26,1.986,4.982,2.508,2.628,,,56.78,68.75,,34.61,34.14,42.88,13/11/9,97.4,0.498,19.0,4.4,6.822,24.214,17.392,95.598,88.85,36.844,91.99,65.71,,0.47,0.0481,7.15,1.0,normal,0.00218704,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0004,0.0,1.0,,223.5,140.21,17591.74,19050.06,12382.54,25717.58,xgboost_gradient,-1458.32,1224.1,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-12T03:17:14,2012-12-14T22:48:24,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,44358.61,6078.84,30.73,66170.8,9.71,99.985,85.145,2832.0,2.8,2.218,280,False,False,cyclic_fatigue,78.26,77.49,7,0,0,0,water,none,85.02,6.92,2.26,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T07:09:13,8,7.15,7.15,2.069,7.773,3.758,3.428,,,56.11,78.16,,34.61,43.55,44.96,14/12/10,82.8,0.336,7.6,1.2,1.572,15.179,13.607,95.782,91.16,36.985,88.29,68.35,,0.311,0.0009,179.94,0.9997,normal,-5.197e-05,0.0363,False,adhesive_wear,none,A_healthy,0.0004,0.0006,1.0,,67.07,153.33,17590.85,16739.25,10880.51,22597.99,physics_informed_nn,851.6,734.93,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-24T00:46:43,2012-09-24T03:30:59,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,46771.12,6078.84,47.91,66170.8,20.07,99.97,82.591,2832.0,2.8,2.483,280,False,False,cyclic_fatigue,103.3,102.97,8,0,0,0,oil_hydraulic,chemical_contamination,87.94,23.81,3.299,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T08:02:52,9,8.05,8.05,2.066,8.116,3.928,2.545,,,63.68,65.61,,34.61,31.0,47.2,14/12/10,234.4,0.406,30.6,8.3,3.015,15.146,12.131,109.35,88.38,34.156,89.95,64.62,,0.132,0.0332,222.29,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0005,0.0169,1.0,,28.55,158.61,17589.95,18479.45,12011.64,24947.25,lstm_sequence,-889.49,724.99,4248.0,0.0,0.0002,0.0034,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-02-29T07:46:16,2012-11-24T19:34:39,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,56115.26,6078.84,34.49,66170.8,2.25,99.99,80.072,2832.0,2.8,7.378,280,False,False,cyclic_fatigue,72.47,82.84,9,0,0,0,oil_process,particulate_severe,78.39,45.69,1.726,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T08:56:31,10,8.94,8.94,1.901,7.382,3.883,2.403,,,57.4,68.43,,34.61,33.82,43.5,14/12/10,69.6,0.57,34.5,5.6,4.537,16.557,12.019,97.254,88.83,34.873,91.36,61.07,,1.464,0.0615,41.79,1.0,normal,0.0002861,0.0,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,19.77,152.33,17589.06,20527.67,13342.98,27712.35,lstm_sequence,-2938.61,3785.46,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-12T00:46:34,2013-02-05T09:27:37,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,44340.71,6078.84,39.82,66170.8,18.15,99.973,91.255,2832.0,2.8,2.356,280,False,False,cyclic_fatigue,75.8,85.42,10,0,0,0,steam,none,45.68,12.42,0.007,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T09:50:10,11,9.84,9.84,1.899,8.169,4.302,2.869,,,65.04,73.73,,34.61,39.12,47.07,13/11/9,186.4,0.368,5.3,0.7,5.393,14.277,8.885,115.469,87.0,34.087,89.09,67.64,,0.199,0.0217,21.33,0.9968,normal,-0.00063406,0.0,False,adhesive_wear,cavitation,A_healthy,0.0006,0.0063,1.0,,128.13,154.95,17588.16,15502.11,10076.37,20927.84,lstm_sequence,2086.06,2565.55,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-29T08:53:23,2012-08-11T10:37:37,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,37992.73,6078.84,56.14,66170.8,33.25,99.95,87.996,2832.0,2.8,3.366,280,False,False,cyclic_fatigue,95.77,76.03,11,0,0,0,oil_process,particulate_mild,38.13,94.69,0.93,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T10:43:50,12,10.73,10.73,2.153,6.595,3.063,2.954,,,63.79,71.46,,34.61,36.85,47.41,13/11/9,78.2,0.414,81.2,10.2,3.168,11.474,8.305,97.935,88.83,37.279,90.41,61.33,,1.722,0.0313,10.35,0.9709,normal,-0.00582941,0.0,False,adhesive_wear,none,A_healthy,0.0006,0.0109,1.0,,308.81,135.1,17587.27,14830.75,9639.98,20021.51,lstm_sequence,2756.52,3501.32,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-15T10:06:12,2012-07-18T16:51:51,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,37411.3,6078.84,48.79,66170.8,19.72,99.97,83.263,2832.0,2.8,5.666,280,False,False,cyclic_fatigue,82.92,79.19,12,0,0,0,none,none,42.62,67.8,1.861,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T11:37:29,13,11.62,11.62,2.278,8.071,3.544,3.652,,,59.45,70.31,,34.61,35.7,45.53,13/11/9,76.9,0.318,52.2,13.0,3.153,10.214,7.061,102.764,88.47,36.828,90.83,64.84,,0.239,0.1112,29.15,0.9972,normal,-0.00051463,0.0292,False,adhesive_wear,none,A_healthy,0.0007,0.0065,1.0,,182.61,163.91,17586.38,14174.96,9213.72,19136.19,lstm_sequence,3411.42,2956.95,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-01T19:06:11,2012-06-25T12:20:16,mixed,False,oem_certified,False,84.0,,,none,none,121576.71,82264551.25,51161.54,6078.84,37.87,66170.8,9.78,99.985,88.549,2832.0,2.8,3.746,280,False,False,cyclic_fatigue,90.49,87.92,13,0,0,0,oil_process,none,71.35,22.61,0.321,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T12:31:08,14,12.52,12.52,2.035,8.128,3.994,2.81,,,64.94,73.32,,34.61,38.71,45.64,14/12/10,73.0,0.566,11.7,2.4,8.389,12.117,3.728,105.695,86.82,36.197,90.05,66.23,,1.163,0.1382,479.2,1.0,normal,0.0,0.0373,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,48.39,141.49,17585.48,19747.19,12835.67,26658.7,lstm_sequence,-2161.71,2501.14,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-26T22:06:46,2013-01-08T21:37:43,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,56730.68,6078.84,28.89,66170.8,29.11,99.956,84.828,2832.0,2.8,2.728,280,False,False,cyclic_fatigue,95.87,76.52,14,0,0,0,oil_process,none,26.62,41.07,0.121,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T13:24:47,15,13.41,13.41,2.101,6.706,3.192,2.593,,,60.3,70.31,,34.61,35.7,44.42,13/11/9,63.5,0.379,22.8,2.8,1.346,18.133,16.787,99.223,88.87,36.729,90.26,63.53,,1.482,0.0041,163.43,1.0,normal,0.0,0.0838,False,adhesive_wear,none,A_healthy,0.0008,0.0065,1.0,,199.94,152.59,17584.59,15047.44,9780.84,20314.04,kalman_filter,2537.15,2494.46,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-20T01:07:58,2012-07-26T11:44:11,mixed,False,apprentice,False,62.0,,,none,none,121576.71,82264551.25,52739.59,6078.84,42.75,66170.8,7.25,99.989,88.235,2832.0,2.8,1.732,280,False,False,cyclic_fatigue,90.07,92.79,15,0,0,0,oil_process,none,39.19,43.85,4.172,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T14:18:26,16,14.31,14.31,1.96,8.433,4.302,2.974,,,61.45,69.6,,34.61,34.99,46.21,13/11/9,170.5,0.426,24.8,6.0,8.477,18.159,9.682,99.489,88.77,35.746,91.74,70.04,,0.542,0.0037,285.81,0.9883,normal,-0.00171378,0.0,False,adhesive_wear,none,A_healthy,0.0008,0.0139,1.0,,297.16,161.03,17583.69,18754.15,12190.2,25318.1,physics_informed_nn,-1170.46,1478.57,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-06T07:22:52,2012-12-04T19:19:58,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,37299.63,6078.84,40.5,66170.8,8.13,99.988,79.58,2832.0,2.8,6.894,280,False,False,cyclic_fatigue,88.52,82.67,16,0,0,0,steam,none,87.46,32.92,4.184,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T15:12:06,17,15.2,15.2,1.87,5.157,2.757,3.037,,,62.98,75.47,,34.61,40.86,46.97,14/12/10,98.0,0.423,6.9,1.6,2.07,17.687,15.617,95.059,87.28,35.822,88.82,65.72,,0.224,0.0945,85.29,0.9846,normal,0.00274124,0.022,False,adhesive_wear,none,A_healthy,0.0009,0.0,1.0,,252.75,145.45,17582.8,21608.67,14045.63,29171.7,physics_informed_nn,-4025.87,3288.57,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-05-04T19:32:10,2013-03-15T22:34:13,mixed,False,master_technician,False,89.0,,,none,none,121576.71,82264551.25,56868.1,6078.84,46.32,66170.8,6.85,99.99,79.177,2832.0,2.8,2.479,280,False,False,cyclic_fatigue,94.79,73.33,17,0,0,0,oil_process,particulate_mild,60.85,24.71,1.4,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T16:05:45,18,16.1,16.1,1.882,4.941,2.626,2.747,,,62.45,66.48,,34.61,31.87,46.52,13/11/9,65.6,0.344,21.6,4.0,8.471,20.332,11.861,102.515,87.99,34.689,88.92,65.57,,0.721,0.0636,2.21,1.0,normal,0.0005666,0.0384,False,adhesive_wear,none,A_healthy,0.0009,0.0,1.0,,34.44,133.69,17581.9,15979.46,10386.65,21572.26,lstm_sequence,1602.45,1414.12,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-08T13:49:25,2012-08-28T14:37:58,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,45862.55,6078.84,33.08,66170.8,7.77,99.988,87.861,2832.0,2.8,7.185,280,False,False,cyclic_fatigue,78.23,88.83,18,0,0,0,gas_compressed_air,none,29.95,64.74,0.303,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T16:59:24,19,16.99,16.99,2.206,9.196,4.168,3.285,,,60.04,72.24,,34.61,37.63,44.67,14/12/10,103.4,0.436,16.7,4.1,1.84,15.867,14.027,100.408,87.15,35.855,88.66,67.06,,0.628,0.1018,10.31,0.9965,normal,-0.00069093,0.0435,False,adhesive_wear,none,A_healthy,0.001,0.0097,1.0,,35.46,155.21,17581.01,20143.48,13093.26,27193.7,physics_informed_nn,-2562.47,3135.64,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-04T08:43:54,2013-01-23T02:57:04,mixed,False,oem_certified,True,,,,none,none,121576.71,82264551.25,55610.05,6078.84,57.5,66170.8,6.84,99.99,88.464,2832.0,2.8,7.438,280,False,False,cyclic_fatigue,94.7,77.38,19,0,0,0,oil_hydraulic,water_ingress,45.94,88.43,0.052,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T17:53:03,20,17.88,17.88,2.014,7.708,3.828,2.538,,,65.99,69.03,,34.61,34.42,43.73,13/11/9,119.9,0.571,22.8,6.6,5.103,20.781,15.679,93.245,89.71,36.924,91.07,61.68,,1.497,0.0357,20.18,1.0,normal,0.0,0.0401,False,adhesive_wear,none,A_healthy,0.001,0.0101,1.0,,23.8,154.2,17580.12,15168.12,9859.28,20476.97,lstm_sequence,2411.99,2679.64,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-22T17:56:44,2012-07-30T22:47:18,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,56919.23,6078.84,52.77,66170.8,21.64,99.967,84.965,2832.0,2.8,1.946,280,False,False,cyclic_fatigue,87.38,77.68,20,0,0,0,gas_compressed_air,none,42.88,52.34,0.972,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T18:46:42,21,18.78,18.78,2.03,5.651,2.784,2.691,,,63.7,68.22,,34.61,33.61,44.48,13/11/9,82.9,0.32,12.0,2.2,3.5,5.603,2.103,98.69,90.18,36.478,90.97,63.88,,0.457,0.0397,2.27,0.9993,normal,0.00220715,0.0437,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,118.46,148.47,17579.22,16535.53,10748.09,22322.96,xgboost_gradient,1043.69,1019.66,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-20T06:32:32,2012-09-17T09:58:38,mixed,False,oem_certified,True,,,,none,none,121576.71,82264551.25,27590.58,6078.84,21.48,66170.8,6.22,99.99,87.757,2832.0,2.8,4.828,280,False,False,cyclic_fatigue,80.87,76.67,21,0,0,0,water,water_ingress,71.94,62.98,1.369,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T19:40:21,22,19.67,19.67,2.02,5.13,2.54,3.307,,,63.13,77.8,,34.61,43.19,46.66,14/12/10,98.8,0.437,10.9,2.3,8.979,15.979,7.0,105.824,88.86,35.536,89.84,63.59,,0.6,0.0273,70.62,0.9716,normal,-0.00259304,0.0,False,adhesive_wear,erosion,A_healthy,0.0011,0.014,1.0,,423.58,127.93,17578.33,15264.77,9922.1,20607.44,lstm_sequence,2313.56,2060.43,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-24T20:03:31,2012-08-03T10:43:44,mixed,False,specialist,False,27.0,,,none,none,121576.71,82264551.25,52029.09,6078.84,37.02,66170.8,32.75,99.951,78.956,2832.0,2.8,3.326,280,False,False,cyclic_fatigue,100.21,81.41,22,0,0,0,water,particulate_mild,38.57,11.67,2.162,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T20:34:01,23,20.57,20.57,2.196,5.658,2.576,3.168,,,57.37,67.53,,34.61,32.92,46.59,14/12/10,56.6,0.323,16.5,2.7,8.513,19.926,11.413,94.432,88.37,34.259,89.13,60.53,,0.36,0.0498,201.67,1.0,normal,0.0,0.022,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,192.44,137.76,17577.43,20475.49,13309.07,27641.92,lstm_sequence,-2898.06,2851.36,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-11T10:18:51,2013-02-04T00:44:14,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,53640.93,6078.84,58.03,66170.8,14.95,99.977,85.597,2832.0,2.8,4.616,280,False,False,cyclic_fatigue,84.28,97.6,23,0,0,0,oil_hydraulic,none,58.31,41.84,3.429,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T21:27:40,24,21.46,21.46,1.987,6.448,3.245,3.031,,,56.15,71.41,,34.61,36.8,46.04,13/11/9,82.3,0.371,7.3,1.1,4.932,12.44,7.508,96.889,88.21,36.721,91.49,64.56,,0.303,0.02,157.33,1.0,normal,0.00068209,0.0417,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,64.73,149.28,17576.54,13343.16,8673.05,18013.26,lstm_sequence,4233.38,5100.37,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-11-14T21:02:24,2012-05-27T11:08:42,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,25190.75,6078.84,50.5,66170.8,18.96,99.971,77.884,2832.0,2.8,5.0,280,False,False,cyclic_fatigue,76.91,73.56,24,0,0,0,water,particulate_mild,26.33,49.83,0.554,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T22:21:19,25,22.36,22.36,2.028,8.339,4.112,3.236,,,60.79,65.47,,34.61,30.86,48.76,14/12/10,64.2,0.579,11.5,2.8,2.666,6.321,3.654,94.021,85.6,35.862,88.61,64.57,,0.234,0.0128,41.33,0.9935,normal,-0.00130055,0.0078,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,280.53,135.49,17575.64,19345.17,12574.36,26115.98,particle_filter,-1769.52,2013.93,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-18T22:56:21,2012-12-26T01:44:53,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,44863.03,6078.84,21.09,66170.8,10.55,99.984,82.469,2832.0,2.8,1.325,280,False,False,cyclic_fatigue,76.19,81.2,25,0,0,0,water,none,48.21,43.12,3.769,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-09T23:14:58,26,23.25,23.25,2.067,5.385,2.605,2.899,,,62.48,70.56,,34.61,35.95,44.18,13/11/9,105.3,0.389,31.8,8.0,7.816,11.637,3.821,99.842,88.29,34.302,89.65,62.32,,0.152,0.0187,9.61,0.9861,normal,-0.00264267,0.0578,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,177.53,154.87,17574.75,14924.67,9701.03,20148.3,particle_filter,2650.08,2620.26,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-17T21:35:00,2012-07-22T13:13:01,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,23317.62,6078.84,58.28,66170.8,10.48,99.984,82.223,2832.0,2.8,5.371,280,False,False,cyclic_fatigue,77.41,86.25,26,0,0,0,steam,particulate_mild,34.71,36.61,5.495,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T00:08:37,27,24.14,24.14,2.092,7.564,3.616,2.544,,,61.68,70.23,,34.61,35.62,47.33,13/11/9,208.5,0.572,9.6,1.1,2.623,7.118,4.495,93.843,88.43,33.877,89.74,62.75,,0.036,0.0023,99.65,1.0,normal,0.0056812,0.0286,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,140.41,143.2,17573.86,20002.2,13001.43,27002.98,xgboost_gradient,-2428.35,2384.69,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-01T17:14:44,2013-01-18T10:01:01,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,49327.23,6078.84,36.78,66170.8,11.89,99.982,81.777,2832.0,2.8,5.366,280,False,False,cyclic_fatigue,92.6,103.81,27,0,0,0,oil_process,none,22.73,1.29,5.215,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T01:02:16,28,25.04,25.04,2.039,8.705,4.269,2.551,,,58.2,72.44,,34.61,37.83,41.97,14/12/10,53.4,0.33,42.8,5.5,7.33,18.302,10.972,100.185,88.59,34.807,88.54,63.02,,0.276,0.1817,3.22,1.0,normal,0.0,0.0493,False,adhesive_wear,none,A_healthy,0.0014,0.005,1.0,,137.45,152.33,17572.96,20523.55,13340.31,27706.79,lstm_sequence,-2950.58,3438.74,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-12T14:48:41,2013-02-05T22:03:09,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,30739.69,6078.84,23.39,66170.8,4.96,99.99,90.061,2832.0,2.8,5.95,280,False,False,cyclic_fatigue,85.55,89.36,28,0,0,0,oil_hydraulic,none,22.63,81.75,2.16,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T01:55:56,29,25.93,25.93,1.859,7.638,4.109,3.272,,,56.11,75.14,,34.61,40.54,45.18,13/11/9,65.9,0.375,14.2,3.4,6.745,16.18,9.435,100.837,89.39,34.597,88.35,66.53,,0.447,0.0474,150.05,0.9889,normal,-0.00221997,0.0203,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,337.77,144.45,17572.07,15691.54,10199.5,21183.58,lstm_sequence,1880.53,1909.55,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-02T23:42:03,2012-08-18T19:44:20,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,51835.5,6078.84,48.86,66170.8,9.94,99.985,83.488,2832.0,2.8,3.448,280,False,False,cyclic_fatigue,101.3,78.01,29,0,0,0,none,none,81.5,1.97,2.671,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T02:49:35,30,26.83,26.83,1.97,7.053,3.58,2.847,,,56.21,71.92,,34.61,37.31,48.39,14/12/10,70.2,0.34,12.8,3.1,4.702,22.859,18.157,93.431,88.25,34.589,88.66,61.34,,0.723,0.0793,1.73,0.9929,normal,-0.00012576,0.0,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,161.83,152.27,17571.17,20512.95,13333.41,27692.48,particle_filter,-2941.77,3796.73,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-12T11:17:58,2013-02-05T14:49:50,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,39030.38,6078.84,41.92,66170.8,10.42,99.984,87.08,2832.0,2.8,6.001,280,False,False,cyclic_fatigue,84.03,99.44,30,0,0,0,oil_hydraulic,none,43.4,45.29,2.501,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T03:43:14,31,27.72,27.72,2.277,5.897,2.59,2.803,,,65.34,74.1,,34.61,39.49,44.63,14/12/10,79.3,0.443,49.5,6.9,9.235,19.637,10.402,94.54,86.83,34.556,90.72,67.04,,1.406,0.0099,113.54,0.9913,normal,0.00105011,0.0894,False,adhesive_wear,thermal_degradation,A_healthy,0.0016,0.0171,1.0,,156.26,152.67,17570.28,15197.85,9878.61,20517.1,lstm_sequence,2372.42,2049.05,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-23T18:38:53,2012-08-01T09:53:50,mixed,False,oem_certified,True,,,,none,none,121576.71,82264551.25,56018.08,6078.84,54.91,66170.8,9.05,99.986,80.837,2832.0,2.8,3.478,280,False,False,cyclic_fatigue,93.2,84.73,31,0,0,0,oil_process,none,81.17,33.05,2.819,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T04:36:53,32,28.61,28.61,1.796,6.044,3.365,2.911,,,59.35,68.95,,34.61,34.34,44.18,13/11/9,52.0,0.464,5.9,1.7,8.872,20.24,11.367,97.973,88.4,35.027,89.75,66.1,,0.366,0.013,136.5,0.9991,normal,-0.00018723,0.0,False,adhesive_wear,overload,A_healthy,0.0016,0.0,1.0,,77.71,144.92,17569.39,14268.82,9274.73,19262.91,lstm_sequence,3300.56,3439.78,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-04T11:01:30,2012-06-29T13:06:43,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,42149.1,6078.84,30.97,66170.8,11.89,99.982,79.515,2832.0,2.8,2.55,280,False,False,cyclic_fatigue,78.31,81.44,32,0,0,0,oil_process,particulate_mild,28.17,21.24,1.313,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T05:30:32,33,29.51,29.51,2.024,7.9,3.903,2.73,,,59.38,67.53,,34.61,32.92,45.36,13/11/9,109.1,0.323,10.2,1.3,2.466,12.511,10.045,100.674,89.15,34.016,88.19,63.59,,0.034,0.113,34.02,1.0,normal,0.0,0.0211,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,1.93,150.72,17568.49,14294.13,9291.18,19297.07,weibull_regression,3274.36,3454.02,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-05T00:34:24,2012-06-30T11:31:06,mixed,False,oem_certified,True,,,,none,none,121576.71,82264551.25,32883.29,6078.84,28.63,66170.8,16.74,99.975,85.446,2832.0,2.8,6.993,280,False,False,cyclic_fatigue,91.96,83.45,33,0,0,0,water,none,44.34,73.54,0.585,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T06:24:12,34,30.4,30.4,1.959,6.878,3.512,3.069,,,60.05,75.53,,34.61,40.92,46.97,13/11/9,139.9,0.377,49.7,14.0,3.14,22.341,19.201,97.34,87.12,34.705,89.38,63.8,,0.183,0.0725,203.83,1.0,normal,0.00222881,0.0094,False,adhesive_wear,none,A_healthy,0.0017,0.0014,1.0,,18.98,160.86,17567.6,16140.04,10491.03,21789.06,weibull_regression,1427.55,1604.18,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-12T12:25:30,2012-09-03T21:26:25,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,30241.41,6078.84,55.33,66170.8,6.19,99.99,89.158,2832.0,2.8,3.821,280,False,False,cyclic_fatigue,94.75,80.24,34,0,0,0,oil_process,chemical_contamination,35.39,2.76,1.366,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T07:17:51,35,31.3,31.3,2.035,5.95,2.924,3.024,,,59.16,71.89,,34.61,37.28,45.96,13/11/9,95.2,0.33,35.3,6.8,3.857,11.908,8.052,97.938,87.55,35.458,91.59,65.13,,1.717,0.0499,15.66,1.0,normal,0.00142631,0.0,False,adhesive_wear,none,A_healthy,0.0018,0.0085,1.0,,151.0,156.52,17566.7,16727.48,10872.86,22582.1,kalman_filter,839.22,724.22,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-24T19:02:21,2012-09-24T17:39:31,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,18799.52,6078.84,30.39,66170.8,24.19,99.963,79.59,2832.0,2.8,7.459,280,False,False,cyclic_fatigue,100.97,75.05,35,0,0,0,oil_process,particulate_severe,54.15,18.42,0.721,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T08:11:30,36,32.19,32.19,1.969,6.978,3.545,3.142,,,61.4,64.03,,34.61,29.42,45.03,13/11/9,99.6,0.438,39.4,5.3,4.852,13.99,9.138,112.886,87.29,36.09,90.33,66.49,,0.354,0.0742,59.19,0.9903,normal,-0.00021033,0.0259,False,adhesive_wear,none,A_healthy,0.0018,0.0,1.0,,122.05,154.41,17565.81,20948.81,13616.73,28280.89,xgboost_gradient,-3383.0,3397.76,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-21T18:35:45,2013-02-21T06:40:44,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,45708.96,6078.84,29.75,66170.8,12.71,99.981,89.026,2832.0,2.8,5.507,280,False,False,cyclic_fatigue,69.66,91.54,36,0,0,0,oil_hydraulic,particulate_mild,57.22,17.05,3.178,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T09:05:09,37,33.09,33.09,2.266,8.535,3.766,2.834,,,62.94,73.53,,34.61,38.92,46.66,13/11/9,53.8,0.52,28.6,7.5,7.91,10.521,2.611,110.298,87.38,35.764,90.79,66.12,,0.107,0.0973,183.63,1.0,normal,0.00018723,0.0936,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,91.72,149.77,17564.91,19458.92,12648.3,26269.54,physics_informed_nn,-1894.0,1918.51,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-21T18:32:43,2012-12-30T13:10:01,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,52583.05,6078.84,54.75,66170.8,14.4,99.978,86.097,2832.0,2.8,6.3,280,False,False,cyclic_fatigue,96.55,81.63,37,0,0,0,none,particulate_mild,59.62,24.06,3.803,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T09:58:48,38,33.98,33.98,2.267,7.727,3.408,2.931,,,56.44,71.14,,34.61,36.53,44.83,12/10/8,74.1,0.34,5.4,0.8,7.976,24.388,16.411,93.161,88.73,35.233,89.59,62.32,,1.188,0.1199,8.66,0.9986,normal,-0.00027528,0.043,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,69.84,158.76,17564.02,14370.33,9340.71,19399.94,kalman_filter,3193.69,2728.2,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-06T19:08:41,2012-07-03T08:45:35,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,27093.81,6078.84,58.87,66170.8,10.76,99.984,89.167,2832.0,2.8,2.557,280,False,False,cyclic_fatigue,86.16,81.33,38,0,0,1,steam,particulate_mild,78.4,24.5,1.329,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T10:52:27,39,34.87,34.87,2.056,5.946,2.892,2.877,,,60.36,75.8,,34.61,41.19,47.88,14/12/10,118.4,0.402,23.2,5.5,6.787,18.781,11.993,96.141,88.23,34.926,89.86,61.55,,1.575,0.0342,111.1,0.9818,normal,-0.00364614,0.0424,False,adhesive_wear,none,A_healthy,0.002,0.0,1.0,,234.6,152.57,17563.13,15272.65,9927.22,20618.08,lstm_sequence,2290.47,2410.13,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-25T15:12:01,2012-08-04T08:37:43,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,25194.49,6078.84,27.03,66170.8,14.16,99.979,82.831,2832.0,2.8,4.772,280,False,False,cyclic_fatigue,93.42,86.29,39,0,0,0,water,none,89.13,69.84,5.919,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T11:46:07,40,35.77,35.77,2.28,9.938,4.359,2.883,,,64.26,71.1,,34.61,36.49,48.39,13/11/9,162.6,0.392,29.0,5.5,5.588,24.97,19.383,98.699,87.83,33.95,90.05,64.63,,0.052,0.0108,51.7,0.9982,normal,-0.00036885,0.0589,False,adhesive_wear,none,A_healthy,0.002,0.0043,1.0,,50.18,149.57,17562.23,15138.22,9839.84,20436.6,particle_filter,2424.01,2224.87,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-22T20:52:47,2012-07-30T15:15:27,mixed,False,oem_certified,False,53.0,,,none,none,121576.71,82264551.25,34953.34,6078.84,26.08,66170.8,14.74,99.978,84.258,2832.0,2.8,1.664,280,False,False,cyclic_fatigue,86.51,74.68,40,0,0,0,oil_process,water_ingress,42.43,81.17,0.53,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T12:39:46,41,36.66,36.66,1.765,6.863,3.889,2.899,,,66.2,71.62,,34.61,37.01,47.04,14/12/10,238.2,0.498,51.3,8.6,7.632,23.947,16.315,95.123,88.69,35.413,88.72,63.41,,0.182,0.0637,365.31,0.9865,normal,-0.00075932,0.072,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.0,,402.27,162.29,17561.34,21198.92,13779.3,28618.54,physics_informed_nn,-3637.58,4598.71,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-27T04:07:22,2013-03-02T07:44:42,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,55440.76,6078.84,50.58,66170.8,16.22,99.975,84.396,2832.0,2.8,6.831,280,False,False,cyclic_fatigue,94.27,90.18,41,0,0,0,gas_compressed_air,particulate_mild,45.75,5.36,1.896,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T13:33:25,42,37.56,37.56,1.766,6.687,3.787,3.066,,,62.0,72.59,,34.61,37.98,46.95,14/12/10,70.2,0.539,71.2,16.8,7.875,17.82,9.945,104.444,88.29,35.671,90.05,64.79,,1.003,0.0837,22.16,0.9965,normal,-0.00070676,0.0609,False,adhesive_wear,electrical_pitting,A_healthy,0.0021,0.0033,1.0,,66.01,174.03,17560.44,16053.73,10434.92,21672.53,xgboost_gradient,1506.72,1844.77,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-11T00:25:14,2012-09-01T03:13:30,mixed,False,master_technician,False,45.0,,,none,none,121576.71,82264551.25,33950.18,6078.84,26.39,66170.8,25.22,99.962,85.073,2832.0,2.8,4.635,280,False,False,cyclic_fatigue,94.57,79.1,42,0,0,0,water,none,23.19,158.53,0.529,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T14:27:04,43,38.45,38.45,1.885,8.269,4.386,3.443,,,60.51,68.87,,34.61,34.26,44.14,13/11/9,53.8,0.47,6.3,1.8,8.365,20.478,12.113,104.967,88.8,35.341,88.45,67.03,,0.167,0.0168,284.93,1.0,normal,0.00027528,0.0,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,52.63,153.22,17559.55,16382.87,10648.86,22116.87,particle_filter,1176.68,1093.32,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-17T21:53:08,2012-09-12T19:53:22,mixed,False,oem_certified,True,,,,none,none,121576.71,82264551.25,23915.9,6078.84,34.29,66170.8,10.0,99.985,92.468,2832.0,2.8,7.22,280,False,False,cyclic_fatigue,76.3,83.21,43,0,0,1,oil_process,particulate_severe,24.07,43.06,3.618,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T15:20:43,44,39.35,39.35,1.955,7.177,3.671,3.655,,,56.86,67.26,,34.61,32.65,46.2,14/12/10,78.1,0.431,42.9,4.8,5.277,20.456,15.179,96.597,87.44,36.187,90.79,64.02,,0.077,0.0032,353.1,0.9904,normal,0.0017287,0.0776,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,99.59,155.31,17558.65,19195.22,12476.89,25913.55,particle_filter,-1636.57,1418.88,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-16T12:57:19,2012-12-21T11:16:56,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,52570.72,6078.84,44.86,66170.8,11.27,99.983,91.785,2832.0,2.8,5.132,280,False,False,cyclic_fatigue,74.53,68.89,44,0,0,2,oil_process,chemical_contamination,63.56,4.09,1.135,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T16:14:22,45,40.24,40.24,1.921,7.359,3.83,2.869,,,54.57,75.9,,34.61,41.29,44.46,14/12/10,98.5,0.398,36.7,8.1,1.91,7.507,5.597,106.644,90.41,34.72,90.97,69.06,,0.13,0.0368,81.09,0.9965,normal,-0.00032435,0.018,False,adhesive_wear,none,A_healthy,0.0023,0.0,1.0,,64.38,150.71,17557.76,20608.49,13395.52,27821.47,weibull_regression,-3050.73,3791.22,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-15T00:29:13,2013-02-09T13:27:36,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,20752.8,6078.84,44.94,66170.8,11.56,99.983,85.609,2832.0,2.8,6.376,280,False,False,cyclic_fatigue,104.81,90.66,45,0,0,0,water,none,88.78,13.3,0.653,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T17:08:02,46,41.13,41.13,2.188,8.786,4.016,2.281,,,58.98,69.5,,34.61,34.89,48.8,14/12/10,361.0,0.512,16.1,3.3,3.23,21.526,18.296,101.804,86.05,34.521,89.82,63.96,,0.938,0.0003,166.75,0.999,normal,0.00250722,0.008,False,adhesive_wear,none,A_healthy,0.0023,0.0,1.0,,218.18,144.98,17556.87,16460.28,10699.18,22221.37,xgboost_gradient,1096.59,1113.68,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-19T15:16:20,2012-09-15T16:22:09,mixed,False,master_technician,False,23.0,,,none,none,121576.71,82264551.25,34013.5,6078.84,54.37,66170.8,13.79,99.979,84.684,2832.0,2.8,6.497,280,False,False,cyclic_fatigue,76.22,84.79,46,0,0,0,water,none,49.94,16.29,5.081,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T18:01:41,47,42.03,42.03,2.041,7.399,3.625,3.286,,,61.99,77.36,,34.61,42.75,44.78,13/11/9,80.0,0.443,78.1,21.3,3.416,16.595,13.179,102.254,87.03,34.604,89.88,64.42,,0.583,0.1687,129.72,0.9974,normal,0.00017931,0.0992,False,adhesive_wear,none,A_healthy,0.0024,0.0,1.0,,48.38,146.07,17555.97,16449.79,10692.36,22207.21,lstm_sequence,1106.19,1028.12,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-19T10:55:16,2012-09-15T08:20:46,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,48970.08,6078.84,39.71,66170.8,14.67,99.978,80.885,2832.0,2.8,1.54,280,False,False,cyclic_fatigue,105.52,77.75,47,0,0,1,gas_compressed_air,chemical_contamination,89.73,85.52,2.137,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T18:55:20,48,42.92,42.92,1.903,5.169,2.716,2.74,,,60.0,72.64,,34.61,38.03,47.47,13/11/9,90.6,0.433,71.7,13.8,3.893,6.202,2.308,89.962,88.96,34.822,90.44,66.23,,1.129,0.0125,80.45,1.0,normal,0.0,0.0421,False,adhesive_wear,none,A_healthy,0.0024,0.0,1.0,,347.14,144.95,17555.08,15572.64,10122.21,21023.06,xgboost_gradient,1982.44,1605.06,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-01T05:14:25,2012-08-15T07:39:46,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,39650.19,6078.84,43.5,66170.8,12.42,99.981,87.698,2832.0,2.8,1.551,280,False,False,cyclic_fatigue,86.71,100.95,48,0,0,0,oil_hydraulic,none,51.0,107.16,0.089,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T19:48:59,49,43.82,43.82,1.871,5.029,2.688,2.882,,,49.83,70.76,,34.61,36.15,45.93,13/11/9,51.3,0.315,17.9,2.3,9.086,18.487,9.4,99.15,88.84,35.571,90.69,64.51,,0.35,0.1338,68.97,1.0,normal,0.00191745,0.0255,False,adhesive_wear,erosion,A_healthy,0.0025,0.0,1.0,,46.74,141.87,17554.18,15242.5,9907.63,20577.38,xgboost_gradient,2311.68,2805.19,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-25T09:04:07,2012-08-03T15:56:42,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,40059.98,6078.84,26.62,66170.8,14.21,99.979,84.836,2832.0,2.8,4.64,280,False,False,cyclic_fatigue,76.74,88.51,49,0,0,0,steam,water_ingress,44.55,14.19,3.221,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T20:42:38,50,44.71,44.71,2.195,9.38,4.272,2.602,,,59.17,74.52,,34.61,39.91,48.18,13/11/9,101.6,0.395,50.9,13.9,6.008,19.761,13.753,87.744,86.38,33.061,89.86,65.04,,1.335,0.1427,107.13,1.0,normal,0.0006932,0.061,False,adhesive_wear,none,A_healthy,0.0025,0.0029,1.0,,32.49,155.59,17553.29,16884.44,10974.88,22793.99,weibull_regression,668.85,560.55,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-28T14:55:47,2012-09-30T20:28:59,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,20255.38,6078.84,47.09,66170.8,16.51,99.975,87.277,2832.0,2.8,7.292,280,False,False,cyclic_fatigue,97.49,72.97,50,0,0,0,water,particulate_severe,35.43,102.96,0.442,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T21:36:18,51,45.61,45.61,1.779,5.289,2.972,2.639,,,55.91,70.48,,34.61,35.87,45.22,12/10/8,82.4,0.503,18.5,4.8,8.577,22.521,13.943,95.99,87.82,35.812,88.69,64.01,,0.424,0.0487,66.86,1.0,normal,0.00019567,0.0218,False,adhesive_wear,none,A_healthy,0.0026,0.0,1.0,,18.86,146.1,17552.39,19847.82,12901.09,26794.56,kalman_filter,-2295.43,1922.24,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-30T09:31:01,2013-01-13T20:15:20,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,18391.44,6078.84,31.85,66170.8,13.71,99.979,84.64,2832.0,2.8,6.115,280,False,False,cyclic_fatigue,82.99,99.87,51,0,0,0,oil_hydraulic,particulate_mild,89.96,139.32,3.179,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T22:29:57,52,46.5,46.5,2.031,5.695,2.804,2.985,,,57.29,70.78,,34.61,36.17,47.29,13/11/9,84.6,0.332,15.4,1.6,8.305,12.638,4.333,98.154,89.09,34.468,89.59,66.41,,0.323,0.0694,7.37,1.0,normal,0.00052745,0.0463,False,adhesive_wear,none,A_healthy,0.0026,0.007,1.0,,90.46,136.14,17551.5,15751.91,10238.74,21265.07,lstm_sequence,1799.59,1537.73,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-05T02:27:10,2012-08-21T19:37:13,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,34016.31,6078.84,45.21,66170.8,6.86,99.99,80.987,2832.0,2.8,3.686,280,False,False,cyclic_fatigue,88.18,77.07,52,0,0,0,oil_hydraulic,none,44.53,63.95,1.006,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-10T23:23:36,53,47.39,47.39,1.879,7.008,3.73,2.901,,,60.83,69.22,,34.61,34.61,46.23,14/12/10,163.8,0.363,37.7,9.5,7.157,9.528,2.37,99.334,88.62,35.623,88.81,63.98,,0.626,0.0143,73.14,0.9956,normal,-0.00088801,0.0,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,100.99,163.86,17550.61,15724.87,10221.16,21228.57,lstm_sequence,1825.74,1963.99,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-04T13:49:34,2012-08-20T21:31:45,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,39344.22,6078.84,50.06,66170.8,30.18,99.954,90.438,2832.0,2.8,3.474,280,False,False,cyclic_fatigue,92.04,94.86,53,0,0,0,oil_hydraulic,particulate_severe,46.64,44.78,0.84,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T00:17:15,54,48.29,48.29,1.781,6.379,3.581,3.754,,,65.46,71.71,,34.61,37.1,44.67,14/12/10,56.0,0.393,37.7,9.8,5.321,14.961,9.64,102.377,88.06,35.624,90.1,63.57,,0.228,0.1499,18.47,0.9999,normal,-1.418e-05,0.0,False,adhesive_wear,none,A_healthy,0.0027,0.0028,1.0,,66.87,158.58,17549.71,19665.09,12782.31,26547.87,lstm_sequence,-2115.38,1814.43,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-26T16:50:01,2013-01-07T11:36:57,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,55919.22,6078.84,50.63,66170.8,31.62,99.952,87.492,2832.0,2.8,5.451,280,False,False,cyclic_fatigue,88.89,81.24,54,0,0,0,steam,none,70.14,80.03,9.872,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T01:10:54,55,49.18,49.18,2.098,9.235,4.402,2.766,,,56.66,76.09,,34.61,41.48,46.37,14/12/10,54.0,0.392,9.3,1.0,9.433,16.709,7.276,102.686,88.24,34.737,88.97,68.59,,0.341,0.0067,176.07,0.997,normal,-0.00059994,0.0,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0028,0.0,1.0,,36.19,144.19,17548.82,15632.59,10161.18,21104.0,lstm_sequence,1916.23,1992.85,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-02T17:28:36,2012-08-17T16:52:59,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,30373.76,6078.84,48.58,66170.8,8.28,99.987,78.373,2832.0,2.8,5.981,280,False,False,cyclic_fatigue,97.62,100.67,55,0,0,0,gas_compressed_air,particulate_mild,83.96,30.48,0.854,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T02:04:33,56,50.08,50.08,2.192,8.121,3.706,2.849,,,64.15,74.08,,34.61,39.47,47.45,13/11/9,448.7,0.541,15.1,3.2,8.306,12.38,4.074,95.078,87.7,33.947,90.02,67.34,,0.302,0.0582,30.97,0.9963,normal,-0.00074275,0.0216,False,adhesive_wear,none,A_healthy,0.0028,0.0,1.0,,154.49,149.39,17547.92,18579.51,12076.68,25082.34,xgboost_gradient,-1031.59,1127.03,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-04T03:49:51,2012-11-30T02:39:34,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,53494.63,6078.84,42.43,66170.8,7.89,99.988,81.572,2832.0,2.8,5.483,280,False,False,cyclic_fatigue,100.91,84.3,56,0,0,0,steam,particulate_mild,51.38,51.07,0.984,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T02:58:13,57,50.97,50.97,1.868,7.283,3.9,3.045,,,55.42,73.11,,34.61,38.5,42.71,14/12/10,119.4,0.358,28.0,4.2,4.192,14.018,9.826,100.809,88.25,34.557,91.02,65.44,,1.446,0.0024,2.22,1.0,normal,0.0,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.0029,0.0,1.0,,67.76,141.16,17547.03,14715.0,9564.75,19865.25,lstm_sequence,2832.03,3625.47,4248.0,0.0,0.0002,0.0035,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-14T16:28:13,2012-07-16T06:43:14,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,49511.43,6078.84,47.7,66170.8,6.21,99.99,78.264,2832.0,2.8,7.045,280,False,False,cyclic_fatigue,74.04,93.99,57,0,0,0,gas_compressed_air,particulate_mild,50.15,62.57,5.396,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T03:51:52,58,51.86,51.86,2.156,9.282,4.306,3.15,,,62.44,70.31,,34.61,35.7,48.08,14/12/10,157.1,0.391,17.8,4.8,8.37,24.044,15.674,100.605,88.35,36.906,92.38,65.96,,0.641,0.0189,25.16,1.0,normal,0.00088801,0.035,False,adhesive_wear,none,A_healthy,0.0029,0.0,1.0,,4.07,148.11,17546.14,18552.17,12058.91,25045.42,particle_filter,-1006.03,1204.21,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-03T15:56:50,2012-11-29T05:12:18,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,23974.19,6078.84,28.28,66170.8,7.03,99.989,87.274,2832.0,2.8,1.787,280,False,False,cyclic_fatigue,84.85,100.01,58,0,0,0,gas_compressed_air,none,66.74,6.76,1.589,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T04:45:31,59,52.76,52.76,1.92,8.027,4.181,2.642,,,59.1,71.08,,34.61,36.47,48.7,13/11/9,73.0,0.539,22.7,3.3,9.775,22.214,12.439,99.438,87.68,33.345,90.36,65.23,,0.422,0.0263,99.5,1.0,normal,1.418e-05,0.0142,False,adhesive_wear,abrasive_wear,A_healthy,0.003,0.0,1.0,,146.55,146.72,17545.24,18907.42,12289.82,25525.02,kalman_filter,-1362.18,1551.01,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-11T02:28:05,2012-12-11T20:03:54,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,45132.81,6078.84,56.69,66170.8,12.03,99.982,87.237,2832.0,2.8,6.165,280,False,False,cyclic_fatigue,87.36,80.53,59,0,0,0,water,none,20.01,41.5,1.38,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T05:39:10,60,53.65,53.65,1.811,5.921,3.268,3.262,,,57.28,64.91,,34.61,30.3,49.26,13/11/9,72.1,0.389,14.1,2.6,8.334,25.276,16.942,103.045,87.87,34.658,91.17,66.27,,2.639,0.0524,16.98,1.0,normal,0.00059994,0.0,False,adhesive_wear,none,A_healthy,0.003,0.0,1.0,,34.68,154.46,17544.35,19016.89,12360.98,25672.8,physics_informed_nn,-1472.54,1827.66,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-13T10:05:53,2012-12-15T18:00:36,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,40435.46,6078.84,45.35,66170.8,16.33,99.975,85.566,2832.0,2.8,4.331,280,False,False,cyclic_fatigue,76.88,84.79,60,0,0,0,steam,none,59.54,97.81,0.944,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T06:32:49,61,54.55,54.55,2.002,6.677,3.335,2.69,,,61.97,71.65,,34.61,37.04,48.62,14/12/10,157.7,0.544,26.9,3.3,3.376,12.462,9.086,104.653,88.57,33.767,88.61,65.76,,1.267,0.0185,65.35,0.9873,normal,-0.00180283,0.0584,False,adhesive_wear,none,A_healthy,0.0031,0.0,1.0,,232.91,129.56,17543.45,14254.54,9265.45,19243.63,kalman_filter,3288.91,2909.51,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-05T05:49:00,2012-06-30T02:54:19,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,51485.36,6078.84,49.18,66170.8,18.59,99.972,81.452,2832.0,2.8,5.388,280,False,False,cyclic_fatigue,84.21,93.96,61,0,0,0,oil_hydraulic,none,81.19,103.32,0.122,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T07:26:29,62,55.44,55.44,2.173,6.947,3.197,2.879,,,65.33,75.75,,34.61,41.14,50.53,14/12/10,80.7,0.316,23.2,2.8,4.836,7.757,2.92,104.427,87.43,36.677,90.99,64.59,,0.759,0.0209,30.29,1.0,normal,0.0,0.0541,False,adhesive_wear,none,A_healthy,0.0032,0.0097,1.0,,156.65,141.91,17542.56,19414.11,12619.17,26209.05,lstm_sequence,-1871.55,1698.02,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-21T18:29:44,2012-12-29T21:26:02,mixed,False,specialist,False,67.0,,,none,none,121576.71,82264551.25,38179.15,6078.84,37.53,66170.8,16.75,99.975,80.268,2832.0,2.8,2.348,280,False,False,cyclic_fatigue,94.24,91.84,62,0,0,0,oil_process,none,61.08,26.16,4.998,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T08:20:08,63,56.34,56.34,2.065,5.767,2.793,3.047,,,63.27,73.06,,34.61,38.45,47.08,14/12/10,143.4,0.354,40.1,10.2,6.253,23.517,17.264,101.715,88.4,34.649,91.81,68.27,,0.68,0.0694,86.56,1.0,normal,0.0,0.0383,False,adhesive_wear,cavitation,A_healthy,0.0032,0.0,1.0,,10.86,157.57,17541.66,19715.47,12815.06,26615.89,lstm_sequence,-2173.81,2035.04,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-28T02:04:15,2013-01-09T14:29:08,mixed,False,specialist,False,86.0,,,none,none,121576.71,82264551.25,55957.29,6078.84,38.18,66170.8,12.07,99.982,82.515,2832.0,2.8,6.415,280,False,False,cyclic_fatigue,99.26,84.54,63,0,0,0,oil_process,none,61.1,50.7,1.389,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T09:13:47,64,57.23,57.23,2.141,9.384,4.382,3.127,,,60.21,68.75,,34.61,34.14,47.15,14/12/10,186.0,0.379,9.5,2.8,3.941,7.92,3.979,104.956,88.82,36.576,88.18,68.66,,0.25,0.056,175.86,1.0,normal,0.0,0.0168,False,adhesive_wear,none,A_healthy,0.0033,0.0,1.0,,30.63,160.7,17540.77,15416.0,10020.4,20811.59,lstm_sequence,2124.77,1777.37,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-29T13:13:39,2012-08-10T08:49:33,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,53405.38,6078.84,52.65,66170.8,10.72,99.984,85.129,2832.0,2.8,7.89,280,False,False,cyclic_fatigue,68.51,89.22,64,0,0,0,oil_hydraulic,chemical_contamination,74.45,31.0,1.535,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T10:07:26,65,58.12,58.12,2.081,8.862,4.258,2.822,,,60.78,70.71,,34.61,36.1,43.29,13/11/9,187.4,0.345,21.7,5.9,7.009,20.327,13.318,105.762,87.71,35.719,90.11,66.88,,0.127,0.0101,149.53,0.9858,normal,-0.00283138,0.0676,False,adhesive_wear,none,A_healthy,0.0033,0.0158,1.0,,281.63,147.68,17539.88,15381.84,9998.2,20765.48,xgboost_gradient,2158.04,2209.1,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-28T21:02:37,2012-08-09T04:41:14,mixed,False,specialist,False,50.0,,,none,none,121576.71,82264551.25,39520.01,6078.84,31.44,66170.8,11.27,99.983,90.9,2832.0,2.8,3.738,280,False,False,cyclic_fatigue,84.69,87.4,65,0,1,0,oil_process,none,41.4,59.42,6.027,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T11:01:05,66,59.02,59.02,2.283,6.101,2.672,3.388,,,67.6,76.79,,34.61,42.18,47.0,14/12/10,84.8,0.524,49.9,12.0,4.664,10.972,6.308,103.369,87.31,33.408,90.09,66.41,,0.213,0.0125,46.54,0.9831,normal,-0.00082717,0.0681,False,adhesive_wear,none,A_healthy,0.0034,0.0,1.0,,187.59,149.8,17538.98,18872.1,12266.86,25477.33,lstm_sequence,-1333.11,1498.06,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-10T15:03:57,2012-12-10T20:17:58,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,49984.72,6078.84,44.41,66170.8,26.48,99.96,87.657,2832.0,2.8,2.119,280,False,False,cyclic_fatigue,102.34,86.21,66,0,0,0,oil_process,particulate_mild,28.29,0.22,0.842,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T11:54:44,67,59.91,59.91,1.844,6.421,3.482,3.508,,,55.48,68.23,,34.61,33.62,46.52,13/11/9,52.6,0.386,21.6,4.4,5.327,10.8,5.474,97.305,86.07,33.355,90.23,68.67,,0.122,0.0105,193.07,1.0,normal,0.0,0.0414,False,adhesive_wear,none,A_healthy,0.0034,0.0,1.0,,228.04,160.37,17538.09,20739.66,13480.78,27998.54,xgboost_gradient,-3201.57,2932.62,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-18T13:44:32,2013-02-15T00:37:24,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,34564.41,6078.84,55.78,66170.8,3.52,99.99,82.518,2832.0,2.8,6.761,280,False,False,cyclic_fatigue,89.24,84.98,67,0,0,0,oil_process,particulate_mild,41.61,128.09,0.224,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T12:48:24,68,60.81,60.81,2.007,7.788,3.88,2.824,,,56.09,73.5,,34.61,38.89,46.9,14/12/10,79.5,0.374,11.1,2.9,7.27,26.072,18.801,98.369,87.63,35.933,89.82,62.2,,0.188,0.1472,96.66,0.9792,normal,-0.00415553,0.0554,False,adhesive_wear,fatigue_spalling,A_healthy,0.0035,0.007,1.0,,290.68,147.38,17537.19,15322.26,9959.47,20685.06,physics_informed_nn,2214.93,1976.21,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-27T17:56:20,2012-08-07T04:43:53,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,32679.81,6078.84,58.41,66170.8,10.74,99.984,81.024,2832.0,2.8,6.724,280,False,False,cyclic_fatigue,91.31,93.97,68,0,0,0,water,none,69.22,15.16,1.726,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T13:42:03,69,61.7,61.7,1.996,7.965,3.992,3.491,,,58.85,70.43,,34.61,35.82,42.69,14/12/10,61.8,0.466,17.0,4.1,6.144,13.975,7.831,99.226,87.37,35.239,92.08,67.0,,0.302,0.0607,381.43,0.999,normal,-0.00020628,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,43.16,149.01,17536.3,18553.65,12059.87,25047.43,xgboost_gradient,-1017.35,986.97,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-04T02:31:39,2012-11-29T16:18:22,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,29167.63,6078.84,43.02,66170.8,13.44,99.98,86.134,2832.0,2.8,3.191,280,False,False,cyclic_fatigue,83.62,70.31,69,0,0,0,none,particulate_mild,59.91,14.72,3.117,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T14:35:42,70,62.6,62.6,1.919,4.858,2.531,2.862,,,65.33,75.53,,34.61,40.92,43.18,14/12/10,78.3,0.305,31.2,5.7,4.47,18.663,14.193,100.017,87.71,36.241,91.49,67.14,,0.022,0.0624,64.91,1.0,normal,0.00283138,0.0473,False,adhesive_wear,none,A_healthy,0.0036,0.0076,1.0,,4.13,158.31,17535.4,18518.87,12037.26,25000.47,xgboost_gradient,-983.46,1255.39,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-03T10:01:42,2012-11-28T11:37:54,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,47664.8,6078.84,34.68,66170.8,11.95,99.982,85.792,2832.0,2.8,3.591,280,False,False,cyclic_fatigue,109.85,80.87,70,0,0,0,oil_process,none,61.7,27.76,0.145,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T15:29:21,71,63.49,63.49,1.83,7.527,4.114,2.868,,,63.38,70.62,,34.61,36.01,44.86,13/11/9,68.4,0.384,50.4,7.3,2.357,19.827,17.47,94.114,87.9,36.857,89.81,64.35,,0.03,0.0005,1.44,0.9974,normal,0.00285943,0.0417,False,adhesive_wear,none,A_healthy,0.0036,0.0,1.0,,40.16,141.39,17534.51,20343.76,13223.44,27464.08,xgboost_gradient,-2809.25,3149.93,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-10T11:22:10,2013-02-01T03:41:08,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,35529.49,6078.84,45.18,66170.8,34.04,99.949,85.706,2832.0,2.8,6.148,280,False,False,cyclic_fatigue,85.87,86.79,71,0,0,0,steam,none,34.63,64.11,0.495,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T16:23:00,72,64.38,64.38,2.006,8.437,4.206,2.622,,,57.89,74.77,,34.61,40.16,48.3,13/11/9,77.6,0.394,9.9,1.7,3.255,20.098,16.843,99.668,88.49,36.675,89.77,66.18,,0.321,0.0055,66.25,1.0,normal,0.0,0.0155,False,adhesive_wear,none,A_healthy,0.0037,0.0059,1.0,,161.69,155.33,17533.62,16265.6,10572.64,21958.56,physics_informed_nn,1268.01,1018.43,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-16T13:11:06,2012-09-09T18:08:46,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,48138.84,6078.84,38.65,66170.8,15.61,99.976,88.369,2832.0,2.8,3.788,280,False,False,cyclic_fatigue,91.24,74.92,72,0,0,0,water,particulate_mild,71.66,55.4,1.351,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T17:16:39,73,65.28,65.28,1.898,8.106,4.272,2.292,,,61.85,74.45,,34.61,39.84,47.45,14/12/10,82.8,0.37,20.6,4.7,1.298,19.36,18.062,99.974,88.32,34.704,89.56,66.08,,0.712,0.0314,14.14,0.9733,normal,-0.00117912,0.0681,False,adhesive_wear,electrical_pitting,A_healthy,0.0037,0.0,1.0,,900.61,144.75,17532.72,15749.41,10237.12,21261.71,xgboost_gradient,1783.31,2074.42,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-05T19:59:04,2012-08-22T12:16:46,mixed,False,journeyman,False,36.0,,,none,none,121576.71,82264551.25,18710.82,6078.84,23.6,66170.8,14.9,99.977,85.469,2832.0,2.8,5.814,280,False,False,cyclic_fatigue,94.22,76.6,73,0,0,0,steam,none,41.68,43.6,0.495,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T18:10:19,74,66.17,66.17,2.13,6.584,3.091,3.262,,,61.67,72.34,,34.61,37.73,46.02,13/11/9,58.9,0.376,7.5,1.7,7.917,10.366,2.449,88.442,88.69,35.423,89.87,63.48,,2.081,0.0656,101.67,0.9988,normal,-2.798e-05,0.0706,False,adhesive_wear,none,A_healthy,0.0038,0.0035,1.0,,12.71,157.16,17531.83,13719.63,8917.76,18521.5,lstm_sequence,3812.2,4454.64,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-11-24T13:59:09,2012-06-11T15:51:20,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,58073.7,6078.84,22.95,66170.8,23.32,99.965,87.078,2832.0,2.8,7.381,280,False,False,cyclic_fatigue,87.68,91.52,74,0,0,0,water,none,77.26,23.75,5.238,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T19:03:58,75,67.07,67.07,2.075,7.671,3.697,3.062,,,59.69,72.5,,34.61,37.89,46.84,13/11/9,66.3,0.401,22.4,4.6,8.327,28.802,20.475,100.673,89.03,37.224,91.06,66.14,,0.329,0.0452,148.08,1.0,normal,0.0,0.0526,False,adhesive_wear,none,A_healthy,0.0038,0.0,1.0,,40.33,156.84,17530.93,19214.62,12489.5,25939.73,lstm_sequence,-1683.68,1717.5,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-18T02:22:29,2012-12-23T07:29:27,mixed,False,master_technician,False,20.0,,,none,none,121576.71,82264551.25,27255.91,6078.84,47.17,66170.8,11.94,99.982,82.78,2832.0,2.8,2.854,280,False,False,cyclic_fatigue,84.43,79.25,75,0,0,4,water,none,85.32,3.7,0.081,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T19:57:37,76,67.96,67.96,1.844,5.571,3.021,3.292,,,60.48,75.82,,34.61,41.21,48.14,14/12/10,71.7,0.423,59.1,7.5,7.711,10.444,2.734,90.728,89.57,34.557,89.68,67.37,,0.163,0.0815,48.64,0.995,normal,-0.00048088,0.0959,False,adhesive_wear,none,A_healthy,0.0039,0.0181,1.0,,324.71,141.17,17530.04,19877.38,12920.3,26834.46,physics_informed_nn,-2347.34,2720.9,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-31T22:39:03,2013-01-15T19:44:03,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,23707.63,6078.84,46.02,66170.8,8.54,99.987,87.838,2832.0,2.8,1.743,280,False,False,cyclic_fatigue,87.71,92.34,76,0,0,1,oil_process,particulate_mild,75.03,2.3,1.016,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T20:51:16,77,68.85,68.85,2.213,9.953,4.498,2.604,,,61.79,71.08,,34.61,36.47,45.6,14/12/10,68.5,0.379,9.0,1.7,1.342,12.97,11.627,101.658,88.76,35.222,90.47,64.3,,0.185,0.0046,205.71,1.0,normal,0.0,0.073,False,adhesive_wear,none,A_healthy,0.0039,0.0005,1.0,,44.3,148.86,17529.15,19742.02,12832.31,26651.72,particle_filter,-2212.87,1909.15,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-29T03:51:49,2013-01-11T01:34:11,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,52011.25,6078.84,59.23,66170.8,8.23,99.988,83.654,2832.0,2.8,4.451,280,False,False,cyclic_fatigue,86.44,90.85,77,0,0,1,oil_process,particulate_mild,62.63,110.79,1.839,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T21:44:55,78,69.75,69.75,2.002,9.009,4.5,3.313,,,59.73,76.03,,34.61,41.42,44.76,14/12/10,115.4,0.36,40.8,8.7,6.867,22.416,15.549,105.239,87.17,36.028,92.54,65.91,,0.786,0.0892,8.38,0.9845,normal,0.00224141,0.0315,False,adhesive_wear,none,A_healthy,0.004,0.0,1.0,,196.44,139.02,17528.25,18501.14,12025.74,24976.54,particle_filter,-972.89,885.88,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-03T08:19:08,2012-11-28T03:43:05,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,58282.27,6078.84,53.79,66170.8,11.58,99.983,83.16,2832.0,2.8,2.666,280,False,False,cyclic_fatigue,100.6,94.1,78,0,0,2,oil_process,particulate_severe,54.8,43.16,0.435,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T22:38:35,79,70.64,70.64,1.965,7.54,3.837,2.628,,,61.12,75.13,,34.61,40.52,46.84,14/12/10,111.2,0.423,48.6,10.4,5.674,21.302,15.628,101.758,88.05,35.159,91.28,66.26,,0.47,0.0199,103.65,0.9799,normal,-0.00379364,0.0096,False,adhesive_wear,none,A_healthy,0.004,0.0,1.0,,348.32,147.11,17527.36,16104.12,10467.68,21740.56,particle_filter,1423.24,1643.51,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-13T10:42:05,2012-09-04T07:08:32,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,53914.31,6078.84,48.92,66170.8,9.09,99.986,80.131,2832.0,2.8,7.632,280,False,False,cyclic_fatigue,95.66,81.82,79,0,1,0,water,none,70.25,4.39,2.188,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-11T23:32:14,79,71.54,71.54,2.175,9.197,4.229,3.013,,,53.71,71.16,,34.61,36.55,46.33,14/12/10,115.3,0.345,13.3,3.8,8.342,13.099,4.757,100.667,89.02,36.983,88.86,65.02,,0.037,0.0305,160.6,0.9955,normal,-0.00090807,0.0027,False,adhesive_wear,none,A_healthy,0.0041,0.0,1.0,,147.84,152.94,17526.46,15428.1,10028.26,20827.93,weibull_regression,2098.36,2296.46,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-30T09:35:10,2012-08-11T09:25:13,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,47451.37,6078.84,30.12,66170.8,14.63,99.978,78.68,2832.0,2.8,1.81,280,False,False,cyclic_fatigue,97.37,86.07,79,0,0,2,oil_hydraulic,particulate_mild,32.36,36.53,0.393,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T00:25:53,80,72.43,72.43,1.981,7.381,3.726,2.701,,,55.4,72.08,,34.61,37.47,44.98,14/12/10,157.5,0.411,11.8,2.1,8.8,12.987,4.187,101.33,88.39,36.1,89.55,67.56,,0.257,0.0104,98.84,0.9885,normal,-0.00130035,0.0,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0041,0.0178,1.0,,259.23,140.76,17525.57,16447.63,10690.96,22204.3,weibull_regression,1077.94,1140.37,4248.0,0.0,0.0002,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-20T16:14:43,2012-09-16T12:54:55,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,52081.59,6078.84,20.55,66170.8,19.84,99.97,86.659,2832.0,2.8,7.005,280,False,False,cyclic_fatigue,100.2,85.54,80,0,0,0,oil_hydraulic,none,55.2,55.2,3.281,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T01:19:32,81,73.33,73.33,1.799,7.795,4.332,2.995,,,61.91,71.93,,34.61,37.32,42.47,14/12/10,119.4,0.325,7.9,1.8,2.807,7.854,5.047,101.618,88.11,33.757,90.77,64.93,,0.286,0.0483,323.59,0.9977,normal,-0.00045232,0.0,False,adhesive_wear,none,A_healthy,0.0042,0.013,1.0,,63.14,152.54,17524.67,19482.57,12663.67,26301.47,xgboost_gradient,-1957.9,1803.71,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-23T22:36:40,2013-01-02T01:30:40,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,35095.98,6078.84,43.23,66170.8,8.04,99.988,81.455,2832.0,2.8,3.505,280,False,False,cyclic_fatigue,92.47,94.32,81,0,0,1,water,none,89.88,72.93,0.201,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T02:13:11,82,74.22,74.22,1.86,5.767,3.1,3.288,,,58.56,78.0,,34.61,43.39,45.45,13/11/9,99.5,0.482,37.6,4.0,5.314,12.184,6.87,104.565,90.3,37.209,89.83,62.87,,0.275,0.0657,20.22,0.9835,normal,-0.00021553,0.0463,False,adhesive_wear,none,A_healthy,0.0042,0.0176,1.0,,305.34,170.91,17523.78,19635.05,12762.78,26507.31,kalman_filter,-2111.27,2199.08,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-27T03:44:34,2013-01-07T12:00:31,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,30635.91,6078.84,58.57,66170.8,10.51,99.984,87.625,2832.0,2.8,1.093,280,False,False,cyclic_fatigue,100.77,82.52,82,0,1,1,none,particulate_mild,87.12,55.28,1.11,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T03:06:50,83,75.11,75.11,1.784,5.837,3.271,3.24,,,64.21,68.54,,34.61,33.93,44.43,15/13/11,62.8,0.418,10.7,3.2,4.635,13.283,8.648,102.537,88.24,36.373,90.27,66.94,,0.117,0.0273,312.71,0.9859,normal,0.00121627,0.0026,False,adhesive_wear,fretting_corrosion,A_healthy,0.0043,0.0013,1.0,,173.08,147.95,17522.89,15586.97,10131.53,21042.42,lstm_sequence,1935.91,2455.53,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-02T20:36:04,2012-08-17T04:02:32,mixed,False,journeyman,False,34.0,,,none,none,121576.71,82264551.25,19382.93,6078.84,31.77,66170.8,21.33,99.968,85.726,2832.0,2.8,2.796,280,False,False,cyclic_fatigue,79.95,84.52,83,0,0,0,none,chemical_contamination,26.46,6.09,1.936,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T04:00:30,84,76.01,76.01,2.061,6.704,3.253,2.328,,,60.58,72.54,,34.61,37.93,45.55,15/13/11,111.8,0.334,12.3,1.7,4.858,10.295,5.438,95.943,87.09,35.485,90.46,63.25,,0.218,0.0703,2.29,1.0,normal,0.00090807,0.0255,False,adhesive_wear,none,A_healthy,0.0043,0.0,1.0,,17.5,152.48,17521.99,16322.07,10609.35,22034.8,kalman_filter,1199.92,1057.48,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-18T05:02:41,2012-09-12T05:46:13,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,50892.5,6078.84,59.96,66170.8,8.01,99.988,88.068,2832.0,2.8,5.748,280,False,False,cyclic_fatigue,78.15,90.35,84,0,0,0,steam,none,53.18,57.15,1.484,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T04:54:09,85,76.9,76.9,2.228,5.761,2.586,3.652,,,58.9,67.34,,34.61,32.73,47.66,14/12/10,92.9,0.345,12.0,3.1,9.154,12.76,3.606,96.22,87.47,33.841,89.25,68.09,,0.208,0.1526,137.62,0.9922,normal,0.00073257,0.0213,False,adhesive_wear,none,A_healthy,0.0044,0.0036,1.0,,105.75,137.44,17521.1,20209.39,13136.1,27282.67,lstm_sequence,-2688.29,2587.36,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-08T05:35:45,2013-01-27T22:52:52,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,38533.24,6078.84,36.35,66170.8,10.3,99.984,83.499,2832.0,2.8,1.019,280,False,False,cyclic_fatigue,71.02,74.52,85,0,0,2,oil_hydraulic,none,39.14,46.64,2.607,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T05:47:48,86,77.8,77.8,2.091,7.672,3.669,3.009,,,57.54,70.82,,34.61,36.21,46.65,13/11/9,56.4,0.493,31.1,5.6,7.447,24.791,17.343,100.834,87.77,35.16,90.18,65.26,,1.487,0.0711,82.94,0.9991,normal,0.00027918,0.0168,False,adhesive_wear,erosion,A_healthy,0.0044,0.0,1.0,,62.72,152.25,17520.2,19236.18,12503.52,25968.84,lstm_sequence,-1715.98,1798.87,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-18T23:53:12,2012-12-24T12:32:59,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,28762.27,6078.84,24.31,66170.8,5.21,99.99,88.344,2832.0,2.8,2.366,280,False,False,cyclic_fatigue,78.56,86.87,86,0,0,0,oil_process,none,71.82,103.04,0.207,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T06:41:27,87,78.69,78.69,2.068,7.91,3.824,2.802,,,62.75,75.09,,34.61,40.48,47.01,14/12/10,55.7,0.386,10.8,2.9,8.656,21.097,12.441,92.311,87.94,34.187,88.66,63.58,,0.053,0.012,17.84,0.9996,normal,0.00323481,0.0203,False,adhesive_wear,none,A_healthy,0.0045,0.0168,1.0,,5.32,140.34,17519.31,19793.46,12865.75,26721.17,physics_informed_nn,-2274.15,2864.85,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-30T15:25:12,2013-01-13T07:07:49,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,40656.96,6078.84,29.0,66170.8,13.4,99.98,85.437,2832.0,2.8,2.986,280,False,False,cyclic_fatigue,93.63,67.48,87,0,0,0,water,particulate_mild,78.68,34.48,0.585,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T07:35:06,88,79.59,79.59,2.208,8.147,3.69,3.149,,,58.44,67.0,,34.61,32.39,46.26,14/12/10,89.2,0.512,68.4,19.6,5.849,12.42,6.572,97.349,87.31,34.247,88.56,66.17,,0.409,0.0291,287.86,0.9824,normal,-0.00070175,0.0094,False,adhesive_wear,none,A_healthy,0.0045,0.0,1.0,,205.09,134.89,17518.41,16239.54,10555.7,21923.38,physics_informed_nn,1278.87,1605.48,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-16T15:21:24,2012-09-09T11:11:48,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,60154.25,6078.84,50.74,66170.8,12.11,99.982,83.656,2832.0,2.8,2.056,280,False,False,cyclic_fatigue,83.85,92.38,88,0,1,0,oil_hydraulic,none,82.89,44.63,1.136,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T08:28:45,89,80.48,80.48,1.822,4.935,2.709,2.473,,,61.16,72.45,,34.61,37.84,46.22,14/12/10,89.1,0.641,35.7,6.4,1.797,18.91,17.112,100.224,87.98,34.372,90.38,65.82,,2.647,0.1036,611.4,1.0,normal,0.0,0.0079,False,adhesive_wear,none,A_healthy,0.0046,0.0,1.0,,102.08,139.82,17517.52,15338.67,9970.14,20707.21,xgboost_gradient,2178.85,2687.18,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-28T21:49:00,2012-08-08T14:21:10,mixed,False,specialist,True,,,,none,none,121576.71,82264551.25,21416.74,6078.84,56.2,66170.8,12.78,99.981,84.719,2832.0,2.8,5.828,280,False,False,cyclic_fatigue,78.49,82.54,89,0,0,0,water,particulate_mild,38.32,15.75,0.99,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T09:22:25,90,81.37,81.37,2.225,5.648,2.539,3.193,,,57.25,69.58,,34.61,34.97,45.06,14/12/10,75.5,0.389,39.9,5.9,1.079,13.388,12.309,95.902,86.05,34.77,89.65,68.02,,0.706,0.0276,502.51,0.9851,normal,-0.00141321,0.0191,False,adhesive_wear,none,A_healthy,0.0046,0.0,1.0,,297.61,145.09,17516.63,15743.09,10233.01,21253.17,lstm_sequence,1773.54,1570.84,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-01-06T08:55:00,2012-08-22T22:59:49,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,53697.99,6078.84,25.93,66170.8,18.83,99.972,83.227,2832.0,2.8,5.512,280,False,False,cyclic_fatigue,82.07,70.43,90,0,0,0,none,none,25.55,133.98,1.694,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T10:16:04,91,82.27,82.27,1.955,7.881,4.032,2.881,,,63.68,70.95,,34.61,36.34,46.21,14/12/10,71.9,0.382,31.5,7.4,3.002,16.453,13.451,101.755,87.98,34.798,90.31,66.81,,0.897,0.001,9.52,0.9956,normal,-0.00071564,0.0382,False,adhesive_wear,imbalance_induced,A_healthy,0.0047,0.0087,1.0,,210.34,159.86,17515.73,19622.22,12754.45,26490.0,lstm_sequence,-2106.49,1879.53,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-27T05:22:46,2013-01-07T09:09:27,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,31798.53,6078.84,30.88,66170.8,14.63,99.978,80.625,2832.0,2.8,5.266,280,False,False,cyclic_fatigue,76.4,78.47,91,0,0,0,gas_compressed_air,none,25.92,82.85,2.258,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T11:09:43,92,83.16,83.16,2.259,5.752,2.547,3.359,,,57.51,69.3,,34.61,34.69,45.79,14/12/10,132.3,0.712,7.5,1.7,2.33,4.368,2.038,100.991,87.2,34.987,88.49,65.68,,0.114,0.053,113.49,1.0,normal,7.395e-05,0.0572,False,adhesive_wear,none,A_healthy,0.0047,0.0,1.0,,187.78,137.89,17514.84,19998.85,12999.25,26998.44,physics_informed_nn,-2484.01,2171.45,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-04T02:35:05,2013-01-20T18:10:50,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,42432.0,6078.84,38.03,66170.8,10.21,99.985,85.584,2832.0,2.8,1.043,280,False,False,cyclic_fatigue,91.74,71.98,92,0,0,1,gas_compressed_air,particulate_mild,71.44,42.52,2.508,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T12:03:22,93,84.06,84.06,1.834,5.372,2.93,2.852,,,64.93,72.64,,34.61,38.03,46.38,14/12/10,72.2,0.491,9.9,1.2,7.181,15.948,8.767,102.585,89.35,35.941,89.56,65.68,,0.656,0.0122,472.84,0.9765,normal,-0.00119627,0.0,False,adhesive_wear,none,A_healthy,0.0048,0.0059,1.0,,247.91,144.03,17513.94,20716.43,13465.68,27967.18,weibull_regression,-3202.49,2809.46,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-04-19T02:16:15,2013-02-15T05:01:16,mixed,False,apprentice,True,,,,none,none,121576.71,82264551.25,60028.07,6078.84,28.63,66170.8,28.01,99.958,82.38,2832.0,2.8,4.762,280,False,False,cyclic_fatigue,105.16,80.47,93,0,1,0,oil_hydraulic,water_ingress,37.88,45.8,1.303,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T12:57:01,94,84.95,84.95,2.116,8.229,3.889,2.974,,,66.23,73.79,,34.61,39.18,47.32,13/11/9,73.5,0.399,16.2,2.8,6.957,26.172,19.215,104.898,86.59,35.187,89.23,65.43,,0.676,0.0384,31.64,1.0,normal,0.0,0.0331,False,adhesive_wear,none,A_healthy,0.0048,0.0,1.0,,45.8,146.79,17513.05,18805.51,12223.58,25387.44,particle_filter,-1292.46,1150.4,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-10T07:42:26,2012-12-09T13:38:14,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,38844.82,6078.84,35.91,66170.8,14.38,99.978,80.385,2832.0,2.8,6.222,280,False,False,cyclic_fatigue,98.52,80.0,94,0,0,3,oil_process,water_ingress,33.55,54.37,1.018,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T13:50:41,95,85.84,85.84,2.012,7.287,3.621,2.871,,,61.28,72.19,,34.61,37.58,46.1,14/12/10,243.8,0.383,46.8,5.3,8.759,21.436,12.677,94.783,88.93,34.924,88.27,64.4,,0.115,0.0127,109.18,1.0,normal,0.00297519,0.0207,False,adhesive_wear,none,A_healthy,0.0049,0.0045,1.0,,143.88,153.99,17512.16,18923.67,12300.39,25546.96,weibull_regression,-1411.52,1610.67,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-03-12T19:40:48,2012-12-13T18:57:53,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,22156.69,6078.84,46.17,66170.8,8.28,99.987,89.307,2832.0,2.8,7.194,280,False,False,cyclic_fatigue,89.65,86.87,95,0,0,0,water,particulate_mild,43.42,40.94,0.961,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T14:44:20,96,86.74,86.74,2.41,9.703,4.026,2.635,,,66.76,73.54,,34.61,38.93,46.3,13/11/9,183.2,0.571,32.4,3.9,5.889,24.744,18.855,93.153,88.89,34.799,90.57,63.04,,0.452,0.0163,257.03,0.9848,normal,-0.0021526,0.0275,False,adhesive_wear,none,A_healthy,0.0049,0.0039,1.0,,193.12,130.36,17511.26,13538.06,8799.74,18276.39,weibull_regression,3973.2,3332.08,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-11-21T15:46:16,2012-06-06T02:05:38,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,23191.76,6078.84,53.07,66170.8,5.46,99.99,92.165,2832.0,2.8,6.749,280,False,False,cyclic_fatigue,97.09,83.82,96,0,0,0,steam,particulate_mild,69.67,25.1,0.618,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T15:37:59,97,87.63,87.63,2.311,7.459,3.228,3.043,,,58.47,74.42,,34.61,39.81,46.2,14/12/10,107.7,0.335,28.5,4.4,4.589,13.979,9.39,97.796,87.68,33.415,89.46,65.5,,0.198,0.1084,624.95,0.9934,normal,-0.00131826,0.0464,False,adhesive_wear,none,A_healthy,0.005,0.0,1.0,,98.67,149.8,17510.37,21508.67,13980.63,29036.7,xgboost_gradient,-3998.3,3420.78,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2012-05-05T17:57:57,2013-03-15T09:59:55,mixed,False,journeyman,True,,,,none,none,121576.71,82264551.25,31280.26,6078.84,31.17,66170.8,7.75,99.988,80.054,2832.0,2.8,2.386,280,False,False,cyclic_fatigue,79.51,86.92,97,0,0,2,water,particulate_mild,53.19,20.06,0.311,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T16:31:38,98,88.53,88.53,1.934,6.278,3.247,3.224,,,59.96,71.71,,34.61,37.1,44.78,13/11/9,151.9,0.401,58.8,6.9,2.753,14.244,11.491,100.776,90.01,36.343,89.95,66.06,,1.109,0.0295,41.57,0.9934,normal,0.00338723,0.0,False,adhesive_wear,none,A_healthy,0.005,0.0,1.0,,112.57,159.55,17509.47,15388.0,10002.2,20773.8,kalman_filter,2121.47,2736.5,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-30T06:31:42,2012-08-10T16:19:45,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,28778.22,6078.84,50.85,66170.8,4.04,99.99,80.777,2832.0,2.8,6.595,280,False,False,cyclic_fatigue,88.74,94.85,98,0,0,0,oil_hydraulic,none,58.07,16.42,8.868,,,standard
ASSET-000019,compressor,critical,PrecisionDrive GmbH,MDL-1344-D,2011-02-09,17598.0,1800.0,87.91563652150086,corrosive_chemical,steel_metals,FAC-341,LINE-U,none,2011-02-12T17:25:17,99,89.42,89.42,1.705,7.396,4.337,2.668,,,57.95,78.59,,34.61,43.98,46.79,14/12/10,136.5,0.362,26.8,4.4,3.551,11.211,7.66,96.896,88.88,36.418,90.56,62.41,,1.169,0.0771,116.33,1.0,normal,0.0,0.018,False,adhesive_wear,none,A_healthy,0.0051,0.0,1.0,,101.38,168.72,17508.58,14986.29,9741.09,20231.49,physics_informed_nn,2522.29,3274.9,4248.0,0.0,0.0003,0.0036,2.003,49604.0,1.0,1e-06,False,none,none,,,,,,2011-12-21T22:33:54,2012-07-27T11:45:55,mixed,False,master_technician,True,,,,none,none,121576.71,82264551.25,21999.28,6078.84,33.37,66170.8,13.22,99.98,84.104,2832.0,2.8,4.155,280,False,False,cyclic_fatigue,91.09,84.2,99,0,0,0,water,chemical_contamination,42.42,12.06,0.728,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-21T22:22:08,1,22.37,22.37,1.994,5.929,2.973,3.159,,,61.42,58.2,,26.19,32.01,44.48,13/11/9,112.5,0.302,8.1,0.9,,,,,75.61,30.929,89.75,60.97,,0.421,0.0458,25.89,1.0,normal,0.0,0.0644,False,thermal_degradation,none,A_healthy,0.0005,0.0036,1.0,,284.17,159.49,42962.63,38766.89,25198.48,52335.3,lstm_sequence,4195.74,5268.38,6717.0,0.0001,0.0011,0.0172,1.98,22789.0,1.0,1e-06,False,none,none,,,,,,2003-04-09T13:48:47,2004-10-25T22:13:27,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,14833.98,4409.55,38.09,30502.03,11.14,99.963,84.048,4478.0,2.24,1.597,224,False,False,intermittent,71.39,73.41,1,0,0,0,oil_hydraulic,none,22.23,55.7,1.305,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-22T20:44:16,2,44.74,44.74,2.184,8.042,3.683,2.491,,,61.31,67.22,,26.19,41.03,46.84,13/11/9,99.9,0.442,46.0,7.9,,,,,75.64,29.031,90.81,62.16,,0.725,0.0667,119.95,0.9841,normal,-0.00797125,0.0865,False,thermal_degradation,none,A_healthy,0.001,0.0,1.0,,181.5,127.04,42940.26,36582.82,23778.83,49386.8,lstm_sequence,6357.45,5996.77,6717.0,0.0002,0.0012,0.0175,1.98,22789.0,1.0,1e-06,False,none,none,,,,,,2003-02-24T00:08:43,2004-08-10T12:07:50,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,18418.57,4409.55,50.38,30502.03,13.65,99.955,83.161,4478.0,2.24,3.848,224,False,False,intermittent,77.48,79.54,2,0,0,0,water,none,51.02,67.14,1.873,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-23T19:06:24,3,67.11,67.11,2.12,7.409,3.494,3.03,,,56.21,63.92,,26.19,37.73,47.24,13/11/9,70.3,0.501,14.9,3.0,,,,,77.71,29.904,90.88,65.36,,0.854,0.0296,61.64,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0016,0.0,1.0,,207.48,162.54,42917.89,47896.24,31132.56,64659.93,particle_filter,-4978.35,5518.2,6717.0,0.0002,0.0013,0.0177,1.98,22789.0,1.0,1e-06,False,none,none,,,,,,2003-10-18T15:13:42,2005-09-16T02:54:48,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,22703.91,4409.55,27.35,30502.03,10.38,99.966,81.027,4478.0,2.24,2.083,224,False,False,intermittent,82.8,93.35,3,0,0,0,none,none,57.63,38.29,0.965,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-24T17:28:33,4,89.48,89.48,1.924,6.643,3.454,2.521,,,55.23,65.24,,26.19,39.05,43.67,14/12/10,76.6,0.508,7.3,1.0,,,,,75.04,31.191,89.25,65.6,,0.933,0.0435,194.99,0.9848,normal,-0.00380544,0.0,False,thermal_degradation,none,A_healthy,0.0021,0.0,1.0,,702.15,160.3,42895.52,46043.29,29928.14,62158.45,physics_informed_nn,-3147.77,3618.19,6717.0,0.0002,0.0013,0.018,1.98,22789.0,1.0,1e-06,False,none,none,,,,,,2003-09-10T23:07:21,2005-07-13T10:16:31,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,23696.64,4409.55,50.74,30502.03,6.01,99.98,92.546,4478.0,2.24,5.837,224,False,False,intermittent,89.38,90.87,4,0,0,0,gas_compressed_air,chemical_contamination,53.17,0.86,0.516,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-25T15:50:41,5,111.84,111.84,2.016,7.364,3.654,3.017,,,58.12,57.97,,26.19,31.78,47.53,14/12/10,83.0,0.363,43.6,6.5,,,,,77.43,30.295,89.19,67.12,,0.075,0.0403,79.02,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0026,0.005,1.0,,43.84,153.49,42873.16,46430.15,30179.6,62680.7,particle_filter,-3556.99,3087.22,6717.0,0.0002,0.0014,0.0182,1.98,22789.0,1.0,1e-06,False,none,none,,,,,,2003-09-19T22:55:05,2005-07-28T01:28:11,mixed,False,oem_certified,True,,,,none,none,88190.98,19061302.08,35028.35,4409.55,41.2,30502.03,4.39,99.986,88.908,4478.0,2.24,3.979,224,False,False,intermittent,74.78,87.46,5,0,0,0,gas_compressed_air,particulate_mild,84.54,2.87,0.239,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-26T14:12:49,6,134.21,134.21,2.022,5.988,2.961,3.013,,,55.54,61.32,,26.19,35.13,47.48,14/12/10,124.8,0.404,14.1,3.9,,,,,76.77,29.913,90.39,62.72,,0.455,0.0219,53.96,1.0,normal,0.0,0.038,False,thermal_degradation,none,A_healthy,0.0031,0.0135,1.0,,127.91,156.82,42850.79,36463.22,23701.09,49225.35,particle_filter,6387.57,7299.05,6717.0,0.0003,0.0015,0.0185,1.98,22789.0,1.0,1e-06,False,none,none,,,,,,2003-02-25T05:49:27,2004-08-09T23:57:06,mixed,False,oem_certified,False,38.0,,,none,none,88190.98,19061302.08,30383.85,4409.55,29.83,30502.03,8.09,99.973,78.136,4478.0,2.24,6.942,224,False,False,intermittent,80.25,82.42,6,0,0,0,oil_hydraulic,none,26.38,7.83,3.353,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-27T12:34:58,7,156.58,156.58,2.116,9.429,4.456,2.71,,,62.38,57.68,,26.19,31.49,44.23,14/12/10,73.2,0.338,19.0,4.3,,,,,76.38,30.811,91.62,63.37,,0.145,0.048,284.86,1.0,normal,0.0031885,0.0,False,thermal_degradation,none,A_healthy,0.0036,0.0053,1.0,,10.14,125.61,42828.42,47248.43,30711.48,63785.38,lstm_sequence,-4420.01,3802.66,6717.0,0.0003,0.0015,0.0187,1.98,22789.0,0.9999,1e-06,False,none,none,,,,,,2003-10-08T20:47:46,2005-08-27T21:44:44,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,40518.03,4409.55,45.97,30502.03,15.49,99.949,79.201,4478.0,2.24,4.819,224,False,False,intermittent,69.9,71.12,7,0,0,0,oil_hydraulic,particulate_severe,23.09,11.68,8.623,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-28T10:57:06,8,178.95,178.95,1.924,5.552,2.886,2.909,,,55.9,57.5,,26.19,31.31,48.09,13/11/9,90.3,0.46,15.8,3.1,,,,,77.3,30.07,88.96,68.15,,0.304,0.0058,29.95,0.9885,normal,-0.00229172,0.0,False,thermal_degradation,none,A_healthy,0.0042,0.0,1.0,,205.4,154.13,42806.05,45860.79,29809.51,61912.06,weibull_regression,-3054.74,2749.88,6717.0,0.0003,0.0016,0.019,1.98,22789.0,0.9999,1e-06,False,none,none,,,,,,2003-09-10T21:20:40,2005-07-10T16:37:09,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,40916.23,4409.55,35.03,30502.03,5.29,99.983,79.204,4478.0,2.24,2.451,224,False,False,intermittent,68.17,70.69,8,0,0,0,gas_compressed_air,particulate_severe,23.53,11.72,0.185,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-29T09:19:14,9,201.32,201.32,1.871,5.827,3.114,2.569,,,58.17,58.95,,26.19,32.76,44.05,13/11/9,88.3,0.403,9.9,1.8,,,,,78.3,32.069,89.33,69.76,,0.456,0.07,17.0,1.0,normal,0.00304436,0.0489,False,thermal_degradation,none,A_healthy,0.0047,0.0,1.0,,6.69,117.03,42783.68,47328.48,30763.51,63893.45,particle_filter,-4544.8,4521.26,6717.0,0.0003,0.0017,0.0192,1.98,22789.0,0.9999,1e-06,False,none,none,,,,,,2003-10-12T09:33:37,2005-09-01T14:31:41,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,19850.9,4409.55,33.24,30502.03,9.26,99.97,90.459,4478.0,2.24,1.589,224,False,False,intermittent,76.44,78.06,9,0,0,0,steam,particulate_severe,83.97,2.43,2.502,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-30T07:41:22,10,223.69,223.69,2.038,7.559,3.709,2.953,,,59.04,58.66,,26.19,32.48,45.22,14/12/10,144.1,0.356,18.5,4.8,,,,,76.51,29.697,90.34,61.78,,0.374,0.0168,5.56,1.0,normal,0.0,0.0387,False,thermal_degradation,none,A_healthy,0.0052,0.0027,1.0,,192.66,150.37,42761.31,35935.85,23358.3,48513.4,particle_filter,6825.46,8246.92,6717.0,0.0003,0.0017,0.0195,1.98,22789.0,0.9999,1e-06,False,none,none,,,,,,2003-02-17T23:36:54,2004-07-26T01:09:46,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,27746.15,4409.55,21.17,30502.03,8.58,99.972,89.996,4478.0,2.24,6.938,224,False,False,intermittent,72.94,92.41,10,0,0,0,oil_hydraulic,particulate_severe,50.55,35.6,0.769,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-01-31T06:03:31,11,246.06,246.06,2.228,8.857,3.975,3.281,,,59.46,65.12,,26.19,38.93,44.43,13/11/9,101.6,0.367,41.8,11.2,,,,,75.58,29.328,90.53,63.19,,0.628,0.0813,58.76,0.9967,normal,-0.00066588,0.0,False,thermal_degradation,none,A_healthy,0.0057,0.0051,1.0,,74.29,132.07,42738.94,36735.26,23877.92,49592.6,lstm_sequence,6003.68,4990.87,6717.0,0.0004,0.0018,0.0198,1.98,22789.0,0.9999,1.03e-06,False,none,none,,,,,,2003-03-07T13:41:24,2004-08-24T07:01:55,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,27302.39,4409.55,22.39,30502.03,13.76,99.955,84.876,4478.0,2.24,1.585,224,False,False,intermittent,83.51,81.88,11,0,0,0,water,chemical_contamination,59.29,5.08,0.931,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-01T04:25:39,12,268.43,268.43,1.971,8.405,4.264,2.568,,,59.83,61.48,,26.19,35.29,46.78,13/11/9,108.0,0.3,31.0,6.0,,,,,77.98,32.556,88.33,66.67,,0.236,0.1299,223.79,1.0,normal,0.0,0.0025,False,thermal_degradation,none,A_healthy,0.0062,0.0,1.0,,279.42,144.67,42716.57,36196.39,23527.65,48865.12,weibull_regression,6520.18,8130.69,6717.0,0.0004,0.0018,0.02,1.98,22789.0,0.9998,1.12e-06,False,none,none,,,,,,2003-02-25T06:37:17,2004-08-06T03:21:26,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,19911.65,4409.55,28.18,30502.03,16.8,99.945,86.767,4478.0,2.24,3.379,224,False,False,intermittent,78.74,68.06,12,0,0,0,oil_process,water_ingress,42.43,47.87,1.187,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-02T02:47:47,12,290.8,290.8,1.905,5.493,2.883,3.215,,,59.12,56.42,,26.19,30.24,48.18,13/11/9,181.1,0.366,13.6,2.8,,,,,76.5,29.109,89.21,67.63,,0.312,0.0076,92.28,0.9954,normal,0.00136646,0.0,False,thermal_degradation,none,A_healthy,0.0068,0.0,1.0,,294.61,137.24,42694.2,48443.23,31488.1,65398.36,xgboost_gradient,-5749.03,5099.9,6717.0,0.0004,0.0019,0.0203,1.98,22789.0,0.9998,1.21e-06,False,none,none,,,,,,2003-11-08T08:24:47,2005-10-14T19:32:40,mixed,False,oem_certified,True,,,,none,none,88190.98,19061302.08,38972.22,4409.55,20.04,30502.03,7.31,99.976,84.499,4478.0,2.24,4.743,224,False,False,intermittent,73.68,92.4,12,1,0,0,steam,particulate_severe,44.22,46.5,2.833,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-03T01:09:56,13,313.17,313.17,1.787,7.26,4.063,2.991,,,61.53,63.88,,26.19,37.69,46.75,14/12/10,143.8,0.422,52.8,14.1,,,,,74.76,30.227,89.78,63.71,,0.796,0.0425,174.68,0.9877,normal,-0.00245827,0.0,False,thermal_degradation,none,A_healthy,0.0073,0.0321,1.0,,235.35,121.25,42671.83,48517.97,31536.68,65499.26,weibull_regression,-5846.14,6259.69,6717.0,0.0004,0.002,0.0205,1.98,22789.0,0.9998,1.3e-06,False,none,none,,,,,,2003-11-10T20:09:07,2005-10-18T09:26:34,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,36163.32,4409.55,47.43,30502.03,17.6,99.942,84.124,4478.0,2.24,2.202,224,False,False,intermittent,77.91,83.3,13,0,0,0,water,none,86.71,23.71,0.433,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-03T23:32:04,14,335.53,335.53,2.038,5.305,2.603,3.253,,,60.56,60.37,,26.19,34.18,46.56,13/11/9,148.4,0.345,14.8,3.4,,,,,78.69,32.409,91.03,67.79,,1.265,0.0272,3.15,1.0,normal,0.0,0.0404,False,thermal_degradation,none,A_healthy,0.0078,0.0025,1.0,,96.18,149.69,42649.47,49693.42,32300.72,67086.12,particle_filter,-7043.96,7731.95,6717.0,0.0005,0.002,0.0208,1.98,22789.0,0.9998,1.39e-06,False,none,none,,,,,,2003-12-06T06:14:42,2005-11-29T22:56:32,mixed,False,apprentice,True,,,,none,none,88190.98,19061302.08,16954.5,4409.55,55.64,30502.03,9.48,99.969,86.85,4478.0,2.24,2.551,224,False,False,intermittent,77.59,96.79,14,0,0,0,water,none,31.81,53.99,0.563,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-04T21:54:12,15,357.9,357.9,2.108,8.947,4.244,3.144,,,60.3,58.25,,26.19,32.07,45.45,14/12/10,155.4,0.378,15.4,3.4,,,,,77.43,30.336,88.23,65.22,,2.858,0.0556,131.88,0.9957,normal,-0.00019182,0.0356,False,thermal_degradation,none,A_healthy,0.0083,0.0178,1.0,,81.51,148.31,42627.1,46256.2,30066.53,62445.87,xgboost_gradient,-3629.1,3509.66,6717.0,0.0005,0.0021,0.021,1.98,22789.0,0.9997,1.48e-06,False,none,none,,,,,,2003-09-26T14:00:11,2005-08-01T03:40:22,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,17427.89,4409.55,45.58,30502.03,15.62,99.949,81.029,4478.0,2.24,7.738,224,False,False,intermittent,68.8,92.87,15,0,0,0,oil_hydraulic,none,44.6,17.83,2.945,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-05T20:16:21,16,380.27,380.27,2.057,6.865,3.338,2.332,,,62.82,63.78,,26.19,37.6,48.32,13/11/9,67.7,0.47,47.4,10.0,,,,,78.27,30.038,90.49,62.7,,0.084,0.0214,86.33,1.0,normal,0.0,0.0372,False,thermal_degradation,none,A_healthy,0.0088,0.0,1.0,,60.88,153.97,42604.73,39681.93,25793.26,53570.61,xgboost_gradient,2922.8,2911.22,6717.0,0.0005,0.0022,0.0213,1.98,22789.0,0.9997,1.57e-06,False,none,none,,,,,,2003-05-13T13:14:16,2004-12-12T05:54:49,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,31064.93,4409.55,22.34,30502.03,5.74,99.981,83.628,4478.0,2.24,3.652,224,False,False,intermittent,81.0,88.47,16,0,0,0,water,none,53.03,13.72,0.007,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-06T18:38:29,17,402.64,402.64,1.856,7.925,4.269,3.312,,,60.04,62.18,,26.19,35.99,44.44,14/12/10,110.9,0.307,61.9,13.1,,,,,75.6,29.961,90.62,61.79,,0.415,0.0338,83.71,0.9984,normal,0.00059586,0.0572,False,thermal_degradation,none,A_healthy,0.0094,0.0,1.0,,247.83,149.55,42582.36,40133.29,26086.64,54179.94,lstm_sequence,2449.07,2348.75,6717.0,0.0005,0.0022,0.0215,1.98,22789.0,0.9997,1.66e-06,False,none,none,,,,,,2003-05-23T21:17:14,2004-12-29T03:56:21,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,16237.95,4409.55,22.99,30502.03,7.47,99.976,85.709,4478.0,2.24,2.418,224,False,False,intermittent,81.95,78.78,17,1,0,0,steam,none,57.34,36.8,2.144,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-07T17:00:37,18,425.01,425.01,2.031,6.453,3.176,3.041,,,57.48,56.05,,26.19,29.86,47.02,14/12/10,86.1,0.341,15.0,3.1,,,,,77.62,31.566,88.75,58.35,,0.13,0.0093,91.58,0.9844,normal,-0.00065323,0.0013,False,thermal_degradation,none,A_healthy,0.0099,0.0039,1.0,,251.18,149.53,42559.99,45415.18,29519.87,61310.49,xgboost_gradient,-2855.19,3121.55,6717.0,0.0005,0.0023,0.0218,1.98,22789.0,0.9996,1.75e-06,False,none,none,,,,,,2003-09-11T20:35:58,2005-07-05T03:54:43,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,27393.7,4409.55,57.15,30502.03,10.06,99.967,81.493,4478.0,2.24,1.215,224,False,False,intermittent,77.81,84.78,18,0,1,0,water,chemical_contamination,35.53,23.03,5.261,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-08T15:22:45,19,447.38,447.38,1.793,6.167,3.439,3.064,,,60.81,63.64,,26.19,37.45,48.53,12/10/8,335.7,0.449,10.9,2.9,,,,,77.2,31.111,91.56,64.59,,1.951,0.0694,54.66,0.9948,normal,-0.00103084,0.0959,False,thermal_degradation,overload,A_healthy,0.0104,0.0102,1.0,,202.75,145.52,42537.62,52413.59,34068.83,70758.34,xgboost_gradient,-9875.97,10547.57,6717.0,0.0006,0.0024,0.022,1.98,22789.0,0.9996,1.85e-06,False,none,none,,,,,,2004-02-05T14:10:21,2006-03-10T22:55:40,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,39529.95,4409.55,36.36,30502.03,17.56,99.942,87.045,4478.0,2.24,1.444,224,False,False,intermittent,82.87,85.45,19,1,0,0,water,none,20.75,87.62,3.15,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-09T13:44:54,20,469.75,469.75,1.79,5.876,3.282,3.537,,,57.38,58.58,,26.19,32.39,44.83,13/11/9,171.7,0.635,44.9,7.4,,,,,77.49,31.614,90.43,65.52,,0.521,0.0071,15.96,1.0,normal,0.0008577,0.0549,False,thermal_degradation,none,A_healthy,0.0109,0.0,1.0,,223.79,150.8,42515.25,47701.92,31006.25,64397.59,kalman_filter,-5186.67,6148.88,6717.0,0.0006,0.0024,0.0223,1.98,22789.0,0.9995,1.94e-06,False,none,none,,,,,,2003-10-31T08:42:32,2005-09-26T00:22:52,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,26154.07,4409.55,56.55,30502.03,12.52,99.959,92.14,4478.0,2.24,6.26,224,False,False,intermittent,74.45,96.9,20,1,0,0,water,particulate_mild,51.17,29.8,2.248,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-10T12:07:02,21,492.12,492.12,1.904,5.19,2.725,2.649,,,64.7,62.69,,26.19,36.5,44.85,14/12/10,112.2,0.34,15.1,2.0,,,,,77.87,32.093,89.37,65.7,,0.326,0.1711,44.19,0.9937,normal,-0.00126896,0.0426,False,thermal_degradation,none,A_healthy,0.0114,0.0001,1.0,,132.28,160.62,42492.88,50151.34,32598.37,67704.31,physics_informed_nn,-7658.46,9746.92,6717.0,0.0006,0.0025,0.0225,1.98,22789.0,0.9995,2.03e-06,False,none,none,,,,,,2003-12-22T07:47:14,2005-12-22T16:45:23,mixed,False,master_technician,False,33.0,,,none,none,88190.98,19061302.08,30967.0,4409.55,20.49,30502.03,19.58,99.936,79.049,4478.0,2.24,2.491,224,False,False,intermittent,88.79,92.24,21,1,0,0,water,none,49.08,103.31,1.077,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-11T10:29:10,22,514.49,514.49,1.919,5.889,3.068,3.072,,,67.43,60.51,,26.19,34.33,45.16,13/11/9,152.4,0.361,28.7,4.5,,,,,78.82,32.509,89.02,63.3,,0.139,0.0394,92.24,1.0,normal,0.0003294,0.0,False,thermal_degradation,none,A_healthy,0.012,0.0,1.0,,320.03,146.07,42470.51,46713.82,30363.98,63063.65,physics_informed_nn,-4243.3,5199.28,6717.0,0.0006,0.0026,0.0228,1.98,22789.0,0.9995,2.12e-06,False,none,none,,,,,,2003-10-12T15:23:38,2005-08-23T21:13:45,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,26513.91,4409.55,55.31,30502.03,27.27,99.911,87.922,4478.0,2.24,5.19,224,False,False,intermittent,74.44,96.71,22,0,0,0,water,chemical_contamination,23.13,1.68,2.117,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-12T08:51:19,23,536.86,536.86,2.247,9.305,4.141,2.578,,,59.98,58.63,,26.19,32.45,46.35,13/11/9,72.6,0.304,37.8,11.3,,,,,78.69,30.701,89.45,67.28,,0.452,0.075,255.56,1.0,normal,0.0031115,0.0098,False,thermal_degradation,none,A_healthy,0.0125,0.0,1.0,,52.95,152.08,42448.14,36912.63,23993.21,49832.05,kalman_filter,5535.52,7001.92,6717.0,0.0006,0.0026,0.023,1.98,22789.0,0.9994,2.21e-06,False,none,none,,,,,,2003-03-23T09:10:07,2004-09-11T16:35:17,mixed,False,apprentice,True,,,,none,none,88190.98,19061302.08,31395.63,4409.55,54.21,30502.03,11.99,99.961,85.825,4478.0,2.24,7.173,224,False,False,intermittent,76.52,78.16,23,1,0,0,gas_compressed_air,none,60.83,69.61,7.126,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-13T07:13:27,24,559.22,559.22,1.943,7.319,3.766,3.329,,,56.54,64.96,,26.19,38.77,47.56,13/11/9,62.6,0.353,25.3,4.5,,,,,76.41,29.52,91.18,64.29,,0.292,0.0317,507.28,1.0,normal,0.00103084,0.0005,False,thermal_degradation,none,A_healthy,0.013,0.0,1.0,,53.04,138.39,42425.78,46265.78,30072.75,62458.8,kalman_filter,-3840.0,3525.68,6717.0,0.0007,0.0027,0.0233,1.98,22789.0,0.9994,2.3e-06,False,none,none,,,,,,2003-10-05T04:06:42,2005-08-09T21:07:59,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,41723.87,4409.55,35.04,30502.03,13.2,99.957,81.81,4478.0,2.24,3.598,224,False,False,intermittent,85.37,66.43,24,2,0,0,none,particulate_severe,66.58,12.68,0.6,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-14T05:35:35,25,581.59,581.59,2.254,9.587,4.253,3.092,,,63.19,57.5,,26.19,31.31,44.45,12/10/8,51.7,0.333,22.8,3.9,,,,,78.85,31.585,89.93,63.43,,0.358,0.0193,10.9,0.9987,normal,-0.00025383,0.0,False,thermal_degradation,thermal_degradation,A_healthy,0.0135,0.0141,1.0,,183.67,148.22,42403.41,38669.17,25134.96,52203.37,lstm_sequence,3734.24,3279.77,6717.0,0.0007,0.0027,0.0235,1.98,22789.0,0.9993,2.39e-06,False,none,none,,,,,,2003-04-30T20:10:35,2004-11-14T18:23:05,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,31716.05,4409.55,36.76,30502.03,7.35,99.976,83.421,4478.0,2.24,6.542,224,False,False,intermittent,75.26,95.27,25,1,0,0,steam,particulate_severe,25.53,39.12,0.569,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-15T03:57:44,26,603.96,603.96,2.228,9.472,4.251,2.306,,,57.82,58.65,,26.19,32.47,45.29,14/12/10,81.4,0.347,24.2,7.2,,,,,77.2,32.332,91.98,62.65,,0.844,0.0433,44.61,1.0,normal,0.00126896,0.0455,False,thermal_degradation,adhesive_wear,A_healthy,0.0141,0.0,1.0,,19.04,154.73,42381.04,36311.78,23602.66,49020.9,physics_informed_nn,6069.26,6179.62,6717.0,0.0007,0.0028,0.0238,1.98,22789.0,0.9992,2.48e-06,False,none,none,,,,,,2003-03-13T15:51:09,2004-08-24T04:58:33,mixed,False,specialist,False,60.0,,,none,none,88190.98,19061302.08,26990.22,4409.55,29.59,30502.03,8.57,99.972,88.75,4478.0,2.24,4.241,224,False,False,intermittent,75.64,85.28,26,1,0,0,oil_hydraulic,particulate_mild,59.02,11.45,1.228,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-16T02:19:52,27,626.33,626.33,2.075,6.008,2.895,3.1,,,59.61,61.41,,26.19,35.23,45.55,14/12/10,80.7,0.401,22.4,5.6,,,,,77.42,30.061,88.78,62.39,,0.201,0.1365,30.15,0.9906,normal,-0.00187373,0.0441,False,thermal_degradation,none,A_healthy,0.0146,0.0024,1.0,,137.0,155.49,42358.67,35415.7,23020.21,47811.2,physics_informed_nn,6942.97,8004.45,6717.0,0.0007,0.0029,0.024,1.98,22789.0,0.9992,2.57e-06,False,none,none,,,,,,2003-02-23T22:10:56,2004-07-24T09:40:41,mixed,False,specialist,False,69.0,,,none,none,88190.98,19061302.08,42078.69,4409.55,52.42,30502.03,19.21,99.937,81.066,4478.0,2.24,7.25,224,False,False,intermittent,72.28,99.66,27,1,0,0,oil_process,particulate_mild,81.5,1.1,0.798,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-17T00:42:00,28,648.7,648.7,1.769,6.688,3.781,3.194,,,58.38,59.08,,26.19,32.89,45.54,14/12/10,114.8,0.556,14.8,4.4,,,,,78.42,32.85,89.49,64.24,,0.472,0.1106,216.83,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0151,0.0,1.0,,21.03,169.32,42336.3,45216.46,29390.7,61042.22,lstm_sequence,-2880.16,2553.63,6717.0,0.0008,0.0029,0.0243,1.98,22789.0,0.9991,2.66e-06,False,none,none,,,,,,2003-09-17T00:55:42,2005-07-07T10:41:17,mixed,False,apprentice,False,8.0,,,none,none,88190.98,19061302.08,38267.45,4409.55,37.7,30502.03,8.33,99.973,81.083,4478.0,2.24,3.024,224,False,False,intermittent,73.82,86.12,28,1,0,0,oil_process,none,57.36,19.66,2.364,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-17T23:04:08,29,671.07,671.07,2.218,7.857,3.542,3.323,,,62.23,56.33,,26.19,30.15,46.58,14/12/10,110.5,0.35,12.7,3.5,,,,,77.25,30.279,88.67,65.47,,0.368,0.0983,32.6,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0156,0.0092,1.0,,14.57,137.13,42313.93,51576.45,33524.69,69628.21,kalman_filter,-9262.52,8966.87,6717.0,0.0008,0.003,0.0245,1.98,22789.0,0.9991,2.75e-06,False,none,none,,,,,,2004-01-28T11:17:43,2006-02-18T15:03:14,mixed,False,journeyman,False,74.0,,,none,none,88190.98,19061302.08,29851.07,4409.55,56.96,30502.03,6.15,99.98,81.99,4478.0,2.24,4.67,224,False,False,intermittent,70.25,88.02,29,2,0,1,oil_hydraulic,particulate_mild,85.44,0.39,1.342,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-18T21:26:17,30,693.44,693.44,1.96,5.472,2.792,2.963,,,61.02,61.36,,26.19,35.17,46.15,13/11/9,139.6,0.416,29.7,7.4,,,,,78.58,30.75,90.31,67.55,,0.454,0.0077,65.41,0.9816,normal,-0.00343199,0.0201,False,thermal_degradation,none,A_healthy,0.0161,0.0038,1.0,,263.71,136.5,42291.56,50869.71,33065.31,68674.11,physics_informed_nn,-8578.15,10333.75,6717.0,0.0008,0.0031,0.0248,1.98,22789.0,0.999,2.84e-06,False,none,none,,,,,,2004-01-14T16:17:38,2006-01-25T12:41:34,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,21841.22,4409.55,30.11,30502.03,28.05,99.908,87.944,4478.0,2.24,5.384,224,False,False,intermittent,70.79,93.97,30,2,0,0,oil_process,none,55.99,74.03,1.062,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-19T19:48:25,31,715.81,715.81,1.983,8.084,4.076,2.841,,,60.19,57.16,,26.19,30.97,47.57,13/11/9,151.2,0.383,23.6,3.5,,,,,76.31,30.125,90.28,62.85,,1.423,0.0009,49.66,0.9975,normal,-0.00050606,0.0,False,thermal_degradation,none,A_healthy,0.0167,0.0138,1.0,,86.51,141.55,42269.19,36156.83,23501.94,48811.73,xgboost_gradient,6112.36,6733.12,6717.0,0.0008,0.0031,0.025,1.98,22789.0,0.9989,2.92e-06,False,none,none,,,,,,2003-03-15T02:13:26,2004-08-23T09:06:57,mixed,False,oem_certified,False,57.0,,,none,none,88190.98,19061302.08,13516.52,4409.55,22.68,30502.03,21.53,99.929,83.603,4478.0,2.24,1.402,224,False,False,intermittent,74.94,71.92,31,2,0,0,oil_process,none,59.35,16.71,1.45,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-20T18:10:33,32,738.18,738.18,1.904,7.423,3.898,2.74,,,56.82,57.44,,26.19,31.25,47.55,14/12/10,85.7,0.31,40.0,8.6,,,,,76.42,31.47,89.71,66.85,,1.526,0.0189,122.16,1.0,normal,0.00187373,0.0287,False,thermal_degradation,none,A_healthy,0.0172,0.0,1.0,,51.78,156.52,42246.82,49424.99,32126.24,66723.73,physics_informed_nn,-7178.16,9220.29,6717.0,0.0008,0.0032,0.0253,1.98,22789.0,0.9989,3.01e-06,False,none,none,,,,,,2003-12-17T10:40:11,2005-12-07T05:24:56,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,21001.61,4409.55,35.65,30502.03,5.01,99.984,77.283,4478.0,2.24,2.122,224,False,False,intermittent,71.77,100.32,32,2,0,0,oil_process,chemical_contamination,78.88,29.84,0.649,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-21T16:32:42,33,760.55,760.55,1.601,5.379,3.36,2.985,,,67.12,62.13,,26.19,35.95,45.94,13/11/9,335.0,0.345,38.2,6.8,,,,,76.0,30.838,89.28,63.4,,0.561,0.0402,274.6,0.9976,normal,-0.00047799,0.0172,False,thermal_degradation,none,A_healthy,0.0177,0.0112,1.0,,67.53,161.41,42224.45,46086.36,29956.13,62216.58,physics_informed_nn,-3861.9,3210.99,6717.0,0.0009,0.0033,0.0255,1.98,22789.0,0.9988,3.1e-06,False,none,none,,,,,,2003-10-09T19:43:28,2005-08-11T21:57:00,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,41445.51,4409.55,23.45,30502.03,14.4,99.953,84.137,4478.0,2.24,5.915,224,False,False,intermittent,79.39,75.07,33,1,0,0,gas_compressed_air,water_ingress,36.77,45.34,0.979,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-22T14:54:50,34,782.91,782.91,1.816,5.595,3.08,2.751,,,63.53,62.89,,26.19,36.7,44.54,13/11/9,126.6,0.393,27.3,3.6,,,,,76.25,30.07,90.0,65.45,,0.642,0.0366,541.34,0.9807,normal,-0.0038689,0.0,False,thermal_degradation,adhesive_wear,A_healthy,0.0182,0.0005,1.0,,205.21,155.04,42202.09,46922.17,30499.41,63344.93,particle_filter,-4720.08,3791.5,6717.0,0.0009,0.0033,0.0258,1.98,22789.0,0.9987,3.19e-06,False,none,none,,,,,,2003-10-28T03:59:53,2005-09-11T10:45:26,mixed,False,master_technician,False,68.0,,,none,none,88190.98,19061302.08,23030.29,4409.55,37.59,30502.03,21.61,99.929,87.432,4478.0,2.24,4.256,224,False,False,intermittent,88.42,85.55,34,2,0,0,water,particulate_mild,87.86,50.61,2.849,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-23T13:16:58,35,805.28,805.28,2.106,8.56,4.065,2.908,,,55.63,54.75,,26.19,28.57,45.35,13/11/9,122.1,0.32,18.3,2.5,,,,,76.04,30.373,88.94,63.41,,0.121,0.0796,331.82,1.0,normal,0.00368582,0.0,False,thermal_degradation,none,A_healthy,0.0187,0.0,1.0,,71.42,170.78,42179.72,35615.68,23150.19,48081.17,particle_filter,6564.04,5516.42,6717.0,0.0009,0.0034,0.026,1.98,22789.0,0.9987,3.28e-06,False,none,none,,,,,,2003-03-07T13:07:25,2004-08-07T22:36:44,mixed,False,specialist,False,72.0,,,none,none,88190.98,19061302.08,26756.76,4409.55,46.22,30502.03,14.96,99.951,85.818,4478.0,2.24,6.014,224,False,False,intermittent,67.46,82.84,35,2,0,0,none,chemical_contamination,68.62,40.99,0.061,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-24T11:39:07,36,827.65,827.65,1.982,5.292,2.67,3.525,,,57.5,63.84,,26.19,37.65,47.26,14/12/10,74.7,0.58,26.8,5.7,,,,,79.97,32.145,90.93,64.09,,0.018,0.0086,22.03,1.0,normal,0.00050606,0.0237,False,thermal_degradation,none,A_healthy,0.0193,0.0156,1.0,,15.87,147.31,42157.35,37720.09,24518.06,50922.12,physics_informed_nn,4437.26,3960.34,6717.0,0.0009,0.0035,0.0263,1.98,22789.0,0.9986,3.37e-06,False,none,none,,,,,,2003-04-21T07:41:47,2004-10-22T09:43:40,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,30265.25,4409.55,58.8,30502.03,12.07,99.96,85.637,4478.0,2.24,4.847,224,False,False,intermittent,89.46,81.95,36,1,0,0,water,water_ingress,89.54,25.69,3.307,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-25T10:01:15,37,850.02,850.02,1.922,7.83,4.073,3.235,,,60.28,59.86,,26.19,33.67,47.32,13/11/9,104.3,0.531,70.2,8.6,,,,,76.42,30.284,89.28,66.43,,0.385,0.0543,74.79,1.0,normal,0.0,0.0,False,thermal_degradation,abrasive_wear,A_healthy,0.0198,0.0,1.0,,3.88,155.24,42134.98,47884.54,31124.95,64644.12,particle_filter,-5749.56,6409.86,6717.0,0.0009,0.0035,0.0265,1.98,22789.0,0.9985,3.46e-06,False,none,none,,,,,,2003-11-20T00:17:21,2005-10-18T07:52:37,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,25103.81,4409.55,40.36,30502.03,5.31,99.983,82.102,4478.0,2.24,7.23,224,False,False,intermittent,76.65,72.1,37,1,0,0,water,particulate_mild,48.67,50.26,0.137,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-26T08:23:23,38,872.39,872.39,2.1,8.553,4.073,2.985,,,63.94,60.27,,26.19,34.08,47.0,13/11/9,86.3,0.435,31.1,5.5,,,,,78.15,31.53,89.21,64.67,,0.214,0.067,301.45,1.0,normal,0.00047799,0.0069,False,thermal_degradation,none,A_healthy,0.0203,0.0179,1.0,,30.36,160.09,42112.61,45096.66,29312.83,60880.49,particle_filter,-2984.05,3084.63,6717.0,0.001,0.0036,0.0268,1.98,22789.0,0.9984,3.55e-06,False,none,none,,,,,,2003-09-23T20:43:16,2005-07-12T12:33:11,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,42103.04,4409.55,30.44,30502.03,6.04,99.98,91.275,4478.0,2.24,6.908,224,False,False,intermittent,77.6,84.69,38,2,0,0,gas_compressed_air,none,80.48,0.77,4.628,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-27T06:45:31,39,894.76,894.76,2.141,7.075,3.304,2.64,,,64.4,60.04,,26.19,33.86,45.67,14/12/10,83.9,0.379,18.9,4.9,,,,,75.83,31.231,87.86,64.98,,0.131,0.0596,69.26,0.9844,normal,0.0007571,0.0078,False,thermal_degradation,none,A_healthy,0.0208,0.0001,1.0,,534.49,152.58,42090.24,47596.44,30937.69,64255.19,kalman_filter,-5506.2,5714.28,6717.0,0.001,0.0036,0.027,1.98,22789.0,0.9984,3.64e-06,False,none,none,,,,,,2003-11-15T20:58:44,2005-10-09T23:43:58,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,33621.63,4409.55,47.33,30502.03,10.21,99.967,86.9,4478.0,2.24,4.889,224,False,False,intermittent,71.81,66.69,39,2,0,0,gas_compressed_air,particulate_severe,70.05,7.64,4.388,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-02-28T05:07:40,40,917.13,917.13,2.179,6.346,2.913,2.757,,,61.08,63.28,,26.19,37.09,45.53,14/12/10,116.2,0.435,94.1,10.6,,,,,76.8,31.689,89.19,63.69,,0.896,0.0136,59.38,0.9809,normal,-0.00382375,0.0331,False,thermal_degradation,none,A_healthy,0.0213,0.0,1.0,,256.94,139.13,42067.87,36781.41,23907.92,49654.9,lstm_sequence,5286.46,5783.7,6717.0,0.001,0.0037,0.0273,1.98,22789.0,0.9983,3.73e-06,False,none,none,,,,,,2003-04-05T11:49:56,2004-09-22T21:19:31,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,25400.15,4409.55,42.52,30502.03,17.18,99.944,82.798,4478.0,2.24,7.578,224,False,False,intermittent,80.44,85.9,40,1,0,0,water,water_ingress,21.49,140.77,2.082,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-01T03:29:48,41,939.5,939.5,2.142,9.451,4.413,2.911,,,57.12,61.14,,26.19,34.96,44.33,13/11/9,107.8,0.431,36.1,4.3,,,,,77.51,30.333,90.84,64.83,,0.134,0.1808,26.07,0.9928,normal,-0.001445,0.0206,False,thermal_degradation,none,A_healthy,0.0219,0.0097,1.0,,299.52,149.86,42045.5,50789.86,33013.41,68566.31,particle_filter,-8744.36,7504.13,6717.0,0.001,0.0038,0.0275,1.98,22789.0,0.9982,3.82e-06,False,none,none,,,,,,2004-01-23T06:25:36,2006-02-01T22:52:40,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,39988.79,4409.55,57.24,30502.03,10.2,99.967,79.773,4478.0,2.24,2.823,224,False,False,intermittent,68.41,78.74,41,2,0,0,oil_hydraulic,particulate_mild,28.75,168.88,1.026,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-02T01:51:56,42,961.87,961.87,1.827,4.618,2.527,2.554,,,61.79,62.43,,26.19,36.25,44.72,13/11/9,68.2,0.528,57.2,10.4,,,,,78.54,30.316,89.85,65.73,,0.643,0.0166,174.32,0.9844,normal,-0.00312997,0.0,False,thermal_degradation,none,A_healthy,0.0224,0.0051,1.0,,312.65,165.12,42023.13,39844.2,25898.73,53789.67,physics_informed_nn,2178.93,1780.47,6717.0,0.0011,0.0038,0.0278,1.98,22789.0,0.9981,3.91e-06,False,none,none,,,,,,2003-06-10T03:57:57,2005-01-11T05:26:09,mixed,False,oem_certified,True,,,,none,none,88190.98,19061302.08,28735.05,4409.55,45.43,30502.03,40.35,99.868,80.783,4478.0,2.24,7.693,224,False,False,intermittent,81.8,88.43,42,1,0,0,none,particulate_mild,53.16,1.52,0.075,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-03T00:14:05,43,984.23,984.23,2.147,5.701,2.655,2.761,,,60.79,60.81,,26.19,34.62,44.43,14/12/10,156.6,0.431,16.8,4.4,,,,,78.16,32.174,90.15,65.46,,0.141,0.0046,143.05,0.9932,normal,-0.00136457,0.0189,False,thermal_degradation,none,A_healthy,0.0229,0.0,1.0,,118.55,142.25,42000.77,45193.32,29375.66,61010.98,weibull_regression,-3192.55,2716.94,6717.0,0.0011,0.0039,0.028,1.98,22789.0,0.998,4e-06,False,none,none,,,,,,2003-09-30T12:53:36,2005-07-20T14:33:15,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,19850.68,4409.55,32.23,30502.03,8.36,99.973,83.631,4478.0,2.24,1.191,224,False,False,intermittent,82.02,73.67,43,2,0,0,oil_hydraulic,particulate_mild,82.95,2.29,0.703,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-03T22:36:13,44,1006.6,1006.6,1.911,7.079,3.704,3.121,,,65.09,59.92,,26.19,33.73,46.69,14/12/10,70.0,0.584,28.0,7.2,,,,,77.58,31.27,93.11,63.72,,0.068,0.008,122.83,0.9997,normal,0.00304535,0.0038,False,thermal_degradation,none,A_healthy,0.0234,0.0172,1.0,,87.17,151.69,41978.4,34307.81,22300.08,46315.54,physics_informed_nn,7670.59,8716.97,6717.0,0.0011,0.004,0.0283,1.98,22789.0,0.9979,4.08e-06,False,none,none,,,,,,2003-02-16T16:30:32,2004-07-01T00:14:34,mixed,False,apprentice,True,,,,none,none,88190.98,19061302.08,30355.18,4409.55,38.49,30502.03,25.11,99.918,87.715,4478.0,2.24,7.649,224,False,False,intermittent,86.83,84.35,44,2,0,0,oil_hydraulic,none,81.66,39.32,6.208,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-04T20:58:21,45,1028.97,1028.97,2.283,9.168,4.016,2.545,,,58.36,64.06,,26.19,37.87,45.06,13/11/9,156.3,0.417,34.3,5.2,,,,,77.38,32.433,89.79,65.05,,0.142,0.0097,40.4,0.9827,normal,0.00035958,0.0,False,thermal_degradation,none,A_healthy,0.0239,0.0047,1.0,,178.5,135.05,41956.03,43639.17,28365.46,58912.88,physics_informed_nn,-1683.14,1767.27,6717.0,0.0011,0.004,0.0285,1.98,22789.0,0.9978,4.17e-06,False,none,none,,,,,,2003-08-31T00:33:22,2005-05-28T10:15:52,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,13389.78,4409.55,52.74,30502.03,9.51,99.969,83.251,4478.0,2.24,7.798,224,False,False,intermittent,70.31,96.21,45,1,0,0,oil_process,particulate_severe,32.92,144.4,0.723,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-05T19:20:30,46,1051.34,1051.34,1.794,5.376,2.997,2.648,,,61.4,65.56,,26.19,39.38,47.56,13/11/9,133.6,0.47,27.5,7.8,,,,,76.9,29.527,89.0,65.4,,0.199,0.0035,257.01,1.0,normal,0.001445,0.0526,False,thermal_degradation,none,A_healthy,0.0245,0.0,1.0,,9.27,150.47,41933.66,46920.1,30498.06,63342.13,physics_informed_nn,-4986.44,4190.24,6717.0,0.0011,0.0041,0.0288,1.98,22789.0,0.9977,4.26e-06,False,none,none,,,,,,2003-11-08T07:23:25,2005-09-22T13:25:27,mixed,False,specialist,False,43.0,,,none,none,88190.98,19061302.08,41763.72,4409.55,51.64,30502.03,6.05,99.98,77.849,4478.0,2.24,5.048,224,False,False,intermittent,82.26,67.28,46,2,0,0,oil_process,particulate_mild,23.01,5.17,1.735,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-06T17:42:38,47,1073.71,1073.71,1.905,6.681,3.506,2.235,,,60.25,60.51,,26.19,34.33,45.91,14/12/10,106.5,0.831,40.1,8.5,,,,,77.01,29.311,90.42,61.66,,1.143,0.1375,71.47,0.9963,normal,0.00239162,0.0248,False,thermal_degradation,none,A_healthy,0.025,0.0,1.0,,103.59,143.95,41911.29,38864.55,25261.95,52467.14,lstm_sequence,3046.74,3416.29,6717.0,0.0012,0.0041,0.029,1.98,22789.0,0.9976,4.35e-06,False,none,none,,,,,,2003-05-25T09:59:00,2004-12-12T04:34:27,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,38723.6,4409.55,45.73,30502.03,5.39,99.982,85.658,4478.0,2.24,4.648,224,False,False,intermittent,86.46,81.14,47,2,0,0,steam,particulate_severe,79.99,20.99,0.17,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-07T16:04:46,48,1096.08,1096.08,2.156,8.027,3.724,3.254,,,60.07,61.18,,26.19,34.99,46.92,13/11/9,65.9,0.381,47.3,9.2,,,,,77.34,30.757,91.39,66.08,,0.528,0.028,77.63,0.99,normal,-0.00062713,0.0672,False,thermal_degradation,none,A_healthy,0.0255,0.0243,1.0,,177.42,151.45,41888.92,35240.22,22906.14,47574.29,xgboost_gradient,6648.7,7192.61,6717.0,0.0012,0.0042,0.0293,1.98,22789.0,0.9975,4.44e-06,False,none,none,,,,,,2003-03-11T20:11:17,2004-08-06T18:15:51,mixed,False,apprentice,False,73.0,,,none,none,88190.98,19061302.08,26368.47,4409.55,59.01,30502.03,13.76,99.955,80.729,4478.0,2.24,5.314,224,False,False,intermittent,77.25,83.25,48,3,0,1,water,none,24.12,34.07,0.569,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-08T14:26:54,49,1118.45,1118.45,2.285,6.477,2.834,3.601,,,60.79,62.13,,26.19,35.94,46.12,14/12/10,71.8,0.382,31.1,6.4,,,,,78.49,32.51,90.9,67.94,,1.562,0.0079,213.52,0.9779,normal,-0.00435359,0.0062,False,thermal_degradation,none,A_healthy,0.026,0.0,1.0,,254.39,153.25,41866.55,37486.59,24366.28,50606.89,physics_informed_nn,4379.97,4569.76,6717.0,0.0012,0.0043,0.0295,1.98,22789.0,0.9974,4.53e-06,False,none,none,,,,,,2003-04-28T13:44:30,2004-10-26T06:02:49,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,31592.73,4409.55,46.82,30502.03,8.62,99.972,85.981,4478.0,2.24,5.705,224,False,False,intermittent,75.03,75.88,49,2,0,0,gas_compressed_air,none,87.56,105.69,3.334,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-09T12:49:03,50,1140.82,1140.82,2.022,7.617,3.767,2.574,,,64.3,62.12,,26.19,35.94,46.68,14/12/10,52.0,0.475,47.1,6.6,,,,,76.44,30.096,90.72,65.34,,0.091,0.0369,157.45,1.0,normal,0.00346416,0.0132,False,thermal_degradation,none,A_healthy,0.0265,0.0,1.0,,38.58,137.03,41844.18,39345.14,25574.34,53115.94,weibull_regression,2499.04,2603.73,6717.0,0.0012,0.0043,0.0298,1.98,22789.0,0.9973,4.62e-06,False,none,none,,,,,,2003-06-07T05:23:19,2005-01-01T00:11:19,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,22870.64,4409.55,30.33,30502.03,38.54,99.874,87.031,4478.0,2.24,3.589,224,False,False,intermittent,72.18,95.69,50,4,0,0,water,none,76.17,17.93,0.784,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-10T11:11:11,51,1163.19,1163.19,2.011,5.499,2.734,3.617,,,61.67,58.75,,26.19,32.56,47.41,13/11/9,77.5,0.464,24.0,3.7,,,,,76.2,29.701,91.46,64.88,,0.082,0.0407,125.18,0.9961,normal,-0.00078702,0.0274,False,thermal_degradation,none,A_healthy,0.0271,0.0,1.0,,297.1,147.42,41821.81,33785.16,21960.35,45609.97,physics_informed_nn,8036.65,8743.32,6717.0,0.0012,0.0044,0.03,1.98,22789.0,0.9972,4.71e-06,False,none,none,,,,,,2003-02-12T07:46:01,2004-06-19T00:34:24,mixed,False,specialist,False,48.0,,,none,none,88190.98,19061302.08,17695.21,4409.55,44.33,30502.03,12.92,99.958,81.892,4478.0,2.24,5.759,224,False,False,intermittent,66.17,81.66,51,2,0,1,water,particulate_mild,47.28,5.82,2.654,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-11T09:33:19,52,1185.56,1185.56,1.72,4.569,2.656,2.69,,,56.25,60.0,,26.19,33.81,44.02,14/12/10,118.6,0.453,31.7,4.6,,,,,76.92,30.051,88.62,63.18,,0.174,0.0751,45.55,0.9944,normal,-0.00038616,0.0391,False,thermal_degradation,cavitation,A_healthy,0.0276,0.0148,1.0,,215.31,155.32,41799.44,46521.67,30239.09,62804.26,weibull_regression,-4722.23,4528.46,6717.0,0.0013,0.0045,0.0302,1.98,22789.0,0.9971,4.8e-06,False,none,none,,,,,,2003-11-05T14:23:26,2005-09-14T00:58:31,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,32704.36,4409.55,20.14,30502.03,18.22,99.94,82.167,4478.0,2.24,2.641,224,False,False,intermittent,84.43,76.93,52,2,0,0,gas_compressed_air,water_ingress,23.78,15.03,0.65,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-12T07:55:28,53,1207.92,1207.92,2.227,9.116,4.094,2.644,,,56.56,56.86,,26.19,30.67,44.06,13/11/9,118.8,0.319,17.6,5.0,,,,,77.2,30.579,89.93,63.49,,0.028,0.0042,11.12,1.0,normal,0.0019917,0.0419,False,thermal_degradation,fretting_corrosion,A_healthy,0.0281,0.0,1.0,,117.31,156.92,41777.08,34648.11,22521.27,46774.95,kalman_filter,7128.97,7719.62,6717.0,0.0013,0.0045,0.0305,1.98,22789.0,0.997,4.88e-06,False,none,none,,,,,,2003-03-04T03:58:43,2004-07-21T10:49:00,mixed,False,specialist,False,89.0,,,none,none,88190.98,19061302.08,35256.81,4409.55,54.47,30502.03,16.72,99.945,81.06,4478.0,2.24,2.761,224,False,False,intermittent,73.13,83.9,53,4,0,0,gas_compressed_air,particulate_mild,66.79,67.94,0.335,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-13T06:17:36,54,1230.29,1230.29,2.21,9.255,4.189,2.578,,,58.38,56.63,,26.19,30.44,47.55,13/11/9,89.8,0.383,37.6,5.5,,,,,78.03,32.547,89.77,62.73,,0.451,0.0011,81.37,0.9949,normal,0.00339805,0.0,False,thermal_degradation,none,A_healthy,0.0286,0.0035,1.0,,236.68,155.52,41754.71,45643.16,29668.05,61618.26,xgboost_gradient,-3888.45,3138.73,6717.0,0.0013,0.0046,0.0307,1.98,22789.0,0.9969,4.97e-06,False,none,none,,,,,,2003-10-20T03:52:22,2005-08-15T18:58:43,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,33184.04,4409.55,52.54,30502.03,16.54,99.946,87.889,4478.0,2.24,6.778,224,False,False,intermittent,74.0,87.57,54,3,0,4,gas_compressed_air,none,65.86,0.78,2.353,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-14T04:39:44,56,1252.66,1252.66,2.418,10.947,4.528,3.363,,,51.91,58.14,,26.19,31.96,45.08,14/12/10,171.2,0.483,24.4,4.5,,,,,77.12,31.836,89.73,63.13,,0.717,0.0872,28.76,0.9934,normal,-0.0013214,0.0281,False,thermal_degradation,none,A_healthy,0.0291,0.0,1.0,,93.71,161.57,41732.34,32926.34,21402.12,44450.56,lstm_sequence,8806.0,8555.01,6717.0,0.0013,0.0047,0.031,1.98,22789.0,0.9968,5.06e-06,False,none,none,,,,,,2003-01-29T03:49:53,2004-05-23T08:02:59,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,26194.0,4409.55,43.9,30502.03,6.16,99.98,80.096,4478.0,2.24,6.015,224,False,False,intermittent,90.04,83.34,56,1,0,1,gas_compressed_air,none,35.76,4.83,0.184,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-15T03:01:53,57,1275.03,1275.03,1.968,6.962,3.538,2.763,,,64.24,61.84,,26.19,35.66,44.55,14/12/10,128.3,0.415,29.9,7.7,,,,,77.36,31.431,88.85,62.93,,0.434,0.0154,83.38,0.9837,normal,-0.00248095,0.0791,False,thermal_degradation,none,A_healthy,0.0297,0.0019,1.0,,356.63,139.88,41709.97,38983.59,25339.33,52627.85,lstm_sequence,2726.38,2206.15,6717.0,0.0013,0.0047,0.0312,1.98,22789.0,0.9967,5.15e-06,False,none,none,,,,,,2003-06-05T06:49:33,2004-12-24T19:04:55,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,17442.79,4409.55,25.08,30502.03,13.35,99.956,84.106,4478.0,2.24,6.803,224,False,False,intermittent,79.18,84.6,57,4,0,0,gas_compressed_air,particulate_mild,34.98,67.75,0.935,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-16T01:24:01,58,1297.4,1297.4,2.028,7.565,3.731,2.635,,,57.99,64.92,,26.19,38.74,45.06,14/12/10,137.4,0.369,53.9,9.4,,,,,76.25,30.943,88.68,66.12,,0.249,0.0214,126.35,0.9837,normal,-0.00214418,0.0332,False,thermal_degradation,abrasive_wear,A_healthy,0.0302,0.0126,1.0,,278.32,175.89,41687.6,37504.24,24377.76,50630.72,lstm_sequence,4183.36,5206.75,6717.0,0.0014,0.0048,0.0315,1.98,22789.0,0.9966,5.24e-06,False,none,none,,,,,,2003-05-06T09:31:14,2004-11-03T08:00:17,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,24466.6,4409.55,45.93,30502.03,6.55,99.979,88.952,4478.0,2.24,6.152,224,False,False,intermittent,86.68,73.87,58,3,0,0,oil_process,none,70.04,174.07,4.484,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-16T23:46:09,59,1319.77,1319.77,1.827,4.666,2.555,2.845,,,58.11,53.9,,26.19,27.72,47.8,14/12/10,59.0,0.323,46.2,13.3,,,,,76.08,31.724,91.38,62.99,,0.631,0.0113,404.35,0.9924,normal,-0.00151649,0.0,False,thermal_degradation,none,A_healthy,0.0307,0.0015,1.0,,82.5,152.95,41665.23,44605.11,28993.32,60216.9,xgboost_gradient,-2939.88,3395.67,6717.0,0.0014,0.0048,0.0317,1.98,22789.0,0.9965,5.33e-06,False,none,none,,,,,,2003-10-02T06:19:30,2005-07-13T18:06:51,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,27838.48,4409.55,38.53,30502.03,9.9,99.968,86.925,4478.0,2.24,5.78,224,False,False,intermittent,59.99,79.65,59,3,0,2,gas_compressed_air,none,31.07,71.41,2.013,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-17T22:08:17,60,1342.14,1342.14,1.883,8.228,4.37,2.61,,,56.29,64.79,,26.19,38.6,46.26,13/11/9,89.0,0.591,25.4,4.1,,,,,76.36,29.023,88.59,60.86,,0.72,0.0394,27.35,1.0,normal,0.00102198,0.0,False,thermal_degradation,none,A_healthy,0.0312,0.0,1.0,,27.42,164.54,41642.86,45832.39,29791.06,61873.73,kalman_filter,-4189.53,4237.74,6717.0,0.0014,0.0049,0.032,1.98,22789.0,0.9963,5.42e-06,False,none,none,,,,,,2003-10-28T18:20:04,2005-08-27T03:40:19,mixed,False,master_technician,True,,,,none,none,88190.98,19061302.08,30224.87,4409.55,24.19,30502.03,12.05,99.961,89.023,4478.0,2.24,1.368,224,False,False,intermittent,89.45,76.82,60,4,0,0,oil_hydraulic,none,78.96,92.44,0.92,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-18T20:30:26,61,1364.51,1364.51,2.247,7.995,3.558,2.54,,,54.99,60.56,,26.19,34.37,42.94,13/11/9,141.2,0.356,94.9,21.7,,,,,77.23,30.827,89.65,65.17,,0.177,0.0218,33.74,0.9906,normal,-0.00056617,0.0,False,thermal_degradation,none,A_healthy,0.0317,0.0,1.0,,247.04,152.82,41620.49,32804.18,21322.72,44285.64,xgboost_gradient,8816.32,10456.71,6717.0,0.0014,0.005,0.0322,1.98,22789.0,0.9962,5.5e-06,False,none,none,,,,,,2003-01-31T06:35:45,2004-05-23T16:03:28,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,34737.45,4409.55,50.83,30502.03,10.65,99.965,78.869,4478.0,2.24,3.565,224,False,False,intermittent,79.78,74.01,61,1,0,1,steam,none,42.77,3.01,1.516,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-19T18:52:34,62,1386.88,1386.88,1.722,5.791,3.364,2.946,,,62.58,62.94,,26.19,36.75,48.85,13/11/9,86.5,0.433,23.7,5.8,,,,,80.37,31.02,89.31,68.01,,0.262,0.073,86.51,0.9853,normal,0.00033195,0.0077,False,thermal_degradation,none,A_healthy,0.0323,0.0,1.0,,237.86,172.55,41598.12,38617.08,25101.1,52133.06,lstm_sequence,2981.04,3324.62,6717.0,0.0015,0.005,0.0325,1.98,22789.0,0.9961,5.59e-06,False,none,none,,,,,,2003-06-02T07:24:57,2004-12-16T11:23:37,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,40065.39,4409.55,41.6,30502.03,17.52,99.943,82.922,4478.0,2.24,2.974,224,False,False,intermittent,80.72,87.36,62,2,0,0,water,particulate_mild,75.46,4.08,6.933,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-20T17:14:42,63,1409.25,1409.25,1.984,8.823,4.447,3.652,,,53.09,62.44,,26.19,36.26,49.64,14/12/10,65.1,0.373,58.4,17.5,,,,,76.89,32.026,90.23,66.24,,0.387,0.1648,227.96,1.0,normal,0.00326869,0.0438,False,thermal_degradation,none,A_healthy,0.0328,0.0006,1.0,,314.61,147.81,41575.75,36421.21,23673.79,49168.64,lstm_sequence,5154.54,4945.5,6717.0,0.0015,0.0051,0.0327,1.98,22789.0,0.996,5.68e-06,False,none,none,,,,,,2003-04-18T11:51:06,2004-09-30T15:16:34,mixed,False,journeyman,False,63.0,,,none,none,88190.98,19061302.08,32147.49,4409.55,40.31,30502.03,4.89,99.984,86.769,4478.0,2.24,3.948,224,False,False,intermittent,79.69,80.98,63,2,0,3,steam,particulate_severe,26.41,2.4,2.224,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-21T15:36:51,64,1431.61,1431.61,2.256,8.537,3.785,3.196,,,55.28,66.66,,26.19,40.47,49.42,13/11/9,69.2,0.547,32.4,5.3,,,,,75.9,31.286,91.14,65.6,,1.191,0.0074,67.17,1.0,normal,0.00151649,0.0391,False,thermal_degradation,none,A_healthy,0.0333,0.0,1.0,,5.34,161.14,41553.39,35665.64,23182.66,48148.61,physics_informed_nn,5887.75,5584.32,6717.0,0.0015,0.0052,0.033,1.98,22789.0,0.9958,5.77e-06,False,none,none,,,,,,2003-04-03T16:26:00,2004-09-04T19:24:24,mixed,False,apprentice,False,40.0,,,none,none,88190.98,19061302.08,27082.45,4409.55,39.4,30502.03,5.31,99.983,79.036,4478.0,2.24,3.301,224,False,False,intermittent,82.76,85.07,64,1,0,0,oil_hydraulic,none,65.19,80.56,1.982,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-22T13:58:59,65,1453.98,1453.98,1.856,7.693,4.144,2.715,,,62.19,59.07,,26.19,32.88,45.95,13/11/9,97.7,0.407,22.6,4.4,,,,,76.34,30.331,90.16,59.6,,0.306,0.0209,16.49,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0338,0.0151,1.0,,24.18,134.73,41531.02,45962.87,29875.87,62049.87,xgboost_gradient,-4431.85,4029.29,6717.0,0.0015,0.0052,0.0332,1.98,22789.0,0.9957,5.86e-06,False,none,none,,,,,,2003-11-05T03:25:05,2005-09-05T10:25:21,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,31455.63,4409.55,34.52,30502.03,21.91,99.928,81.133,4478.0,2.24,4.193,224,False,False,intermittent,64.66,83.02,65,5,0,2,oil_hydraulic,water_ingress,83.96,35.11,3.267,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-23T12:21:07,66,1476.35,1476.35,2.019,8.49,4.206,2.887,,,57.65,60.46,,26.19,34.28,46.84,13/11/9,117.2,0.507,25.5,3.6,,,,,78.43,32.343,89.76,63.93,,0.5,0.0329,18.36,1.0,normal,0.00188756,0.0,False,thermal_degradation,none,A_healthy,0.0343,0.0396,1.0,,99.04,133.86,41508.65,38618.16,25101.81,52134.52,lstm_sequence,2890.49,3208.62,6717.0,0.0015,0.0053,0.0335,1.98,22789.0,0.9956,5.95e-06,False,none,none,,,,,,2003-06-06T01:25:59,2004-12-20T05:47:23,mixed,False,apprentice,True,,,,none,none,88190.98,19061302.08,16317.97,4409.55,31.56,30502.03,13.0,99.957,85.989,4478.0,2.24,5.986,224,False,False,intermittent,78.23,83.18,66,5,0,2,oil_process,none,20.01,47.19,3.359,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-24T10:43:15,67,1498.72,1498.72,1.995,8.525,4.273,3.367,,,59.25,64.57,,26.19,38.38,44.68,13/11/9,154.4,0.469,113.7,20.5,,,,,75.78,30.295,91.57,69.6,,0.098,0.0499,327.35,0.9886,normal,0.00064662,0.0538,False,thermal_degradation,none,A_healthy,0.0349,0.0106,1.0,,292.67,148.71,41486.28,44848.25,29151.36,60545.14,weibull_regression,-3361.97,3149.02,6717.0,0.0016,0.0053,0.0337,1.98,22789.0,0.9954,6.03e-06,False,none,none,,,,,,2003-10-14T18:50:44,2005-07-29T19:43:58,mixed,False,specialist,False,37.0,,,none,none,88190.98,19061302.08,30872.63,4409.55,50.99,30502.03,6.34,99.979,84.587,4478.0,2.24,1.764,224,False,False,intermittent,81.05,100.09,67,3,0,0,oil_process,chemical_contamination,79.35,38.9,1.246,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-25T09:05:24,68,1521.09,1521.09,2.191,8.956,4.088,3.191,,,60.56,59.6,,26.19,33.41,47.59,13/11/9,231.4,0.463,76.3,22.4,,,,,76.39,30.163,89.84,62.06,,0.66,0.0368,51.29,0.9917,normal,-0.00166335,0.0,False,thermal_degradation,erosion,A_healthy,0.0354,0.0,1.0,,92.15,154.53,41463.91,35158.67,22853.14,47464.21,weibull_regression,6305.24,6661.99,6717.0,0.0016,0.0054,0.0339,1.98,22789.0,0.9953,6.12e-06,False,none,none,,,,,,2003-03-27T20:25:38,2004-08-21T13:57:48,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,37792.54,4409.55,33.83,30502.03,17.53,99.943,81.857,4478.0,2.24,2.102,224,False,False,intermittent,78.83,87.18,68,3,0,0,gas_compressed_air,chemical_contamination,35.62,1.35,1.302,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-26T07:27:32,69,1543.46,1543.46,2.024,6.306,3.116,3.271,,,59.77,59.61,,26.19,33.42,45.18,13/11/9,111.1,0.301,39.0,11.3,,,,,78.56,32.429,90.35,68.76,,0.239,0.1222,72.72,1.0,normal,0.0,0.0281,False,thermal_degradation,none,A_healthy,0.0359,0.0,1.0,,285.9,155.82,41441.54,43760.49,28444.32,59076.66,kalman_filter,-2318.95,2541.3,6717.0,0.0016,0.0055,0.0342,1.98,22789.0,0.9952,6.21e-06,False,none,none,,,,,,2003-09-23T23:42:15,2005-06-23T03:52:34,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,30795.77,4409.55,55.83,30502.03,30.93,99.899,88.913,4478.0,2.24,5.318,224,False,False,intermittent,74.58,86.22,69,3,0,0,gas_compressed_air,water_ingress,61.19,8.21,0.313,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-27T05:49:40,70,1565.83,1565.83,1.915,7.418,3.873,3.011,,,61.01,60.72,,26.19,34.54,48.28,13/11/9,122.8,0.463,44.1,7.7,,,,,78.84,32.098,89.34,67.24,,0.215,0.1185,4.36,0.9935,normal,-0.00129358,0.0328,False,thermal_degradation,none,A_healthy,0.0364,0.005,1.0,,66.51,140.78,41419.17,33246.3,21610.09,44882.5,kalman_filter,8172.87,9313.0,6717.0,0.0016,0.0055,0.0344,1.98,22789.0,0.995,6.3e-06,False,none,none,,,,,,2003-02-17T20:58:39,2004-06-16T17:10:55,mixed,False,journeyman,False,81.0,,,none,none,88190.98,19061302.08,19194.88,4409.55,25.67,30502.03,31.9,99.896,81.197,4478.0,2.24,2.362,224,False,False,intermittent,78.72,87.36,70,3,0,1,gas_compressed_air,none,30.08,23.95,1.35,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-28T04:11:49,71,1588.2,1588.2,2.029,5.166,2.546,3.124,,,58.06,61.94,,26.19,35.75,45.7,13/11/9,83.0,0.36,26.2,7.3,,,,,76.97,31.385,89.52,61.85,,2.086,0.0557,68.29,0.9898,normal,-0.00203025,0.0228,False,thermal_degradation,none,A_healthy,0.0369,0.0,1.0,,188.91,157.48,41396.8,44416.7,28870.86,59962.55,lstm_sequence,-3019.9,2454.29,6717.0,0.0016,0.0056,0.0347,1.98,22789.0,0.9949,6.39e-06,False,none,none,,,,,,2003-10-09T12:32:50,2005-07-18T06:23:34,mixed,False,apprentice,True,,,,none,none,88190.98,19061302.08,14771.08,4409.55,28.99,30502.03,13.44,99.956,85.445,4478.0,2.24,7.457,224,False,False,intermittent,73.81,98.87,71,6,0,0,steam,none,83.28,9.77,2.024,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-29T02:33:57,72,1610.57,1610.57,1.779,4.859,2.731,2.954,,,55.46,65.69,,26.19,39.5,47.78,14/12/10,57.6,0.393,40.3,8.5,,,,,77.5,31.236,91.61,65.66,,0.776,0.1103,104.12,0.9956,normal,0.0014102,0.022,False,thermal_degradation,none,A_healthy,0.0375,0.0102,1.0,,84.3,140.52,41374.43,38823.59,25235.33,52411.85,kalman_filter,2550.84,2575.06,6717.0,0.0017,0.0057,0.0349,1.98,22789.0,0.9947,6.47e-06,False,none,none,,,,,,2003-06-15T22:21:42,2005-01-02T02:37:07,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,22533.82,4409.55,32.87,30502.03,9.45,99.969,83.889,4478.0,2.24,4.644,224,False,False,intermittent,85.32,92.92,72,6,0,0,gas_compressed_air,particulate_mild,72.83,90.16,0.861,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-30T00:56:05,73,1632.93,1632.93,1.747,5.219,2.987,2.775,,,62.98,59.34,,26.19,33.15,46.17,13/11/9,93.1,0.33,38.4,7.2,,,,,76.82,31.924,91.22,63.73,,0.196,0.037,178.78,0.9987,normal,0.00140253,0.0,False,thermal_degradation,none,A_healthy,0.038,0.0,1.0,,26.91,157.53,41352.07,43853.43,28504.73,59202.13,lstm_sequence,-2501.37,2045.69,6717.0,0.0017,0.0057,0.0352,1.98,22789.0,0.9946,6.56e-06,False,none,none,,,,,,2003-09-29T15:39:03,2005-06-30T04:21:07,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,23845.14,4409.55,53.31,30502.03,10.91,99.964,85.357,4478.0,2.24,1.736,224,False,False,intermittent,82.06,75.11,73,4,0,0,oil_hydraulic,water_ingress,63.0,50.11,0.143,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-30T23:18:14,74,1655.3,1655.3,1.905,5.085,2.669,3.222,,,60.07,56.79,,26.19,30.61,46.45,14/12/10,87.9,0.571,30.1,6.2,,,,,75.4,30.958,90.13,67.25,,0.295,0.009,7.64,0.9868,normal,-0.00263043,0.0,False,thermal_degradation,none,A_healthy,0.0385,0.0,1.0,,223.02,147.45,41329.7,33267.54,21623.9,44911.18,weibull_regression,8062.16,10385.01,6717.0,0.0017,0.0058,0.0354,1.98,22789.0,0.9945,6.65e-06,False,none,none,,,,,,2003-02-22T01:04:25,2004-06-21T04:42:44,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,16202.86,4409.55,23.48,30502.03,14.15,99.954,89.834,4478.0,2.24,2.094,224,False,False,intermittent,70.88,81.5,74,4,1,0,steam,water_ingress,59.39,29.63,1.227,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-03-31T21:40:22,75,1677.67,1677.67,2.094,9.374,4.477,3.15,,,60.57,64.41,,26.19,38.23,46.0,13/11/9,58.4,0.398,29.8,7.2,,,,,78.02,30.109,90.95,65.2,,0.342,0.0314,175.58,0.992,normal,-0.00030907,0.0601,False,thermal_degradation,none,A_healthy,0.039,0.0004,1.0,,188.21,150.16,41307.33,44174.26,28713.27,59635.26,xgboost_gradient,-2866.94,2432.21,6717.0,0.0017,0.0059,0.0357,1.98,22789.0,0.9943,6.74e-06,False,none,none,,,,,,2003-10-08T04:48:18,2005-07-13T09:47:52,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,30582.22,4409.55,39.85,30502.03,24.03,99.921,85.045,4478.0,2.24,6.31,224,False,False,intermittent,87.08,78.52,75,6,0,0,oil_hydraulic,none,89.16,65.29,0.237,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-01T20:02:30,76,1700.04,1700.04,1.908,5.338,2.798,3.063,,,58.79,59.31,,26.19,33.12,43.23,14/12/10,129.8,0.56,34.2,9.8,,,,,78.16,30.789,88.77,68.28,,0.103,0.0715,36.86,0.9937,normal,0.00077006,0.0,False,thermal_degradation,none,A_healthy,0.0395,0.0,1.0,,163.6,152.53,41284.96,45305.01,29448.26,61161.77,xgboost_gradient,-4020.06,3882.11,6717.0,0.0018,0.0059,0.0359,1.98,22789.0,0.9942,6.83e-06,False,none,none,,,,,,2003-11-01T16:32:56,2005-08-23T09:18:14,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,17598.85,4409.55,44.29,30502.03,7.67,99.975,77.465,4478.0,2.24,2.752,224,False,False,intermittent,77.51,97.82,76,4,0,0,gas_compressed_air,particulate_severe,87.29,44.9,1.249,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-02T18:24:38,77,1722.41,1722.41,1.96,8.576,4.376,3.02,,,58.11,61.89,,26.19,35.71,44.24,14/12/10,75.9,0.4,29.7,8.6,,,,,74.86,28.548,88.53,66.62,,0.998,0.1346,117.44,0.9829,normal,-0.0025401,0.0,False,thermal_degradation,none,A_healthy,0.0401,0.0046,1.0,,277.52,143.81,41262.59,35603.26,23142.12,48064.41,particle_filter,5659.32,6141.58,6717.0,0.0018,0.006,0.0362,1.98,22789.0,0.994,6.91e-06,False,none,none,,,,,,2003-04-14T12:02:35,2004-09-14T17:11:08,mixed,False,journeyman,False,64.0,,,none,none,88190.98,19061302.08,42369.05,4409.55,52.52,30502.03,11.46,99.962,85.303,4478.0,2.24,3.738,224,False,False,intermittent,63.3,79.12,77,2,0,0,gas_compressed_air,water_ingress,65.98,12.28,5.676,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-03T16:46:47,78,1744.78,1744.78,2.016,5.416,2.687,2.928,,,61.48,61.94,,26.19,35.76,45.04,13/11/9,116.7,0.353,27.2,6.2,,,,,77.02,30.343,90.98,63.16,,0.778,0.0546,69.9,0.9885,normal,-0.00203248,0.0157,False,thermal_degradation,none,A_healthy,0.0406,0.0151,1.0,,249.09,156.04,41240.22,44571.04,28971.17,60170.9,xgboost_gradient,-3330.82,3671.59,6717.0,0.0018,0.006,0.0364,1.98,22789.0,0.9938,7e-06,False,none,none,,,,,,2003-10-19T06:17:52,2005-07-30T06:09:37,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,14445.27,4409.55,28.15,30502.03,10.26,99.966,78.307,4478.0,2.24,4.012,224,False,False,intermittent,77.86,95.56,78,1,0,0,gas_compressed_air,none,73.16,79.99,0.221,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-04T15:08:55,79,1767.15,1767.15,1.84,6.978,3.792,2.909,,,58.99,61.07,,26.19,34.89,46.73,13/11/9,63.3,0.442,35.3,7.1,,,,,76.45,30.554,88.68,67.09,,0.77,0.0178,128.58,1.0,normal,0.00263043,0.0405,False,thermal_degradation,none,A_healthy,0.0411,0.0075,1.0,,29.18,161.77,41217.85,48625.55,31606.61,65644.49,particle_filter,-7407.7,8734.64,6717.0,0.0018,0.0061,0.0366,1.98,22789.0,0.9937,7.09e-06,False,none,none,,,,,,2004-01-12T15:55:22,2005-12-21T18:51:53,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,42850.27,4409.55,50.04,30502.03,18.77,99.938,83.058,4478.0,2.24,5.622,224,False,False,intermittent,86.06,94.17,79,4,0,1,oil_hydraulic,particulate_mild,26.41,35.02,1.475,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-05T13:31:03,80,1789.52,1789.52,1.959,6.318,3.225,3.333,,,58.48,60.2,,26.19,34.02,47.93,14/12/10,233.8,0.405,29.6,8.4,,,,,76.63,31.79,89.82,63.84,,0.694,0.0285,38.35,0.9943,normal,0.00046183,0.0178,False,thermal_degradation,none,A_healthy,0.0416,0.0,1.0,,105.23,152.92,41195.48,37529.35,24394.08,50664.63,particle_filter,3666.13,4164.12,6717.0,0.0018,0.0062,0.0369,1.98,22789.0,0.9935,7.18e-06,False,none,none,,,,,,2003-05-27T10:11:42,2004-11-24T17:28:09,mixed,False,oem_certified,True,,,,none,none,88190.98,19061302.08,28191.52,4409.55,26.18,30502.03,11.95,99.961,85.293,4478.0,2.24,7.517,224,False,False,intermittent,79.31,86.73,80,5,0,2,none,chemical_contamination,22.66,5.33,1.102,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-06T11:53:12,81,1811.89,1811.89,2.039,5.265,2.583,2.653,,,66.5,62.45,,26.19,36.27,46.22,13/11/9,66.9,0.334,61.7,10.4,,,,,76.78,29.839,89.73,62.76,,0.577,0.0381,6.87,1.0,normal,0.00126019,0.0917,False,thermal_degradation,none,A_healthy,0.0422,0.0029,1.0,,48.48,141.85,41173.11,44402.86,28861.86,59943.86,particle_filter,-3229.75,3350.97,6717.0,0.0019,0.0062,0.0371,1.98,22789.0,0.9934,7.27e-06,False,none,none,,,,,,2003-10-18T13:19:01,2005-07-27T02:19:05,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,37655.85,4409.55,38.95,30502.03,20.23,99.934,82.361,4478.0,2.24,7.923,224,False,False,intermittent,78.53,83.48,81,6,0,0,oil_hydraulic,none,73.41,8.38,0.37,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-07T10:15:20,82,1834.26,1834.26,2.077,8.946,4.308,2.357,,,59.77,62.63,,26.19,36.44,47.44,14/12/10,273.4,0.556,27.9,8.3,,,,,75.19,30.901,88.67,61.94,,0.071,0.0301,155.83,0.9911,normal,0.00164362,0.0325,False,thermal_degradation,none,A_healthy,0.0427,0.0348,1.0,,101.18,142.98,41150.74,33274.72,21628.57,44920.87,lstm_sequence,7876.02,6309.26,6717.0,0.0019,0.0063,0.0374,1.98,22789.0,0.9932,7.35e-06,False,none,none,,,,,,2003-03-01T15:36:57,2004-06-28T21:46:06,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,25660.47,4409.55,28.62,30502.03,13.3,99.956,85.57,4478.0,2.24,6.234,224,False,False,intermittent,75.09,98.58,82,2,0,1,steam,none,44.17,66.97,2.431,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-08T08:37:28,83,1856.62,1856.62,2.045,9.255,4.526,3.021,,,58.61,62.71,,26.19,36.52,44.43,13/11/9,85.6,0.353,57.2,11.2,,,,,76.07,31.053,89.01,65.14,,0.684,0.0362,6.03,0.989,normal,9.009e-05,0.0279,False,thermal_degradation,none,A_healthy,0.0432,0.0137,1.0,,342.62,168.66,41128.38,47782.79,31058.81,64506.77,particle_filter,-6654.41,7129.0,6717.0,0.0019,0.0064,0.0376,1.98,22789.0,0.993,7.44e-06,False,none,none,,,,,,2003-12-29T20:01:11,2005-11-25T15:59:47,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,24434.67,4409.55,30.33,30502.03,7.2,99.976,83.678,4478.0,2.24,2.426,224,False,False,intermittent,73.61,81.35,83,5,0,0,steam,chemical_contamination,71.31,1.03,0.158,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-09T06:59:37,84,1878.99,1878.99,1.905,4.886,2.565,3.014,,,60.02,59.69,,26.19,33.5,46.3,14/12/10,259.7,0.383,41.4,9.1,,,,,76.31,30.434,90.39,65.86,,0.705,0.025,34.22,1.0,normal,0.0,0.018,False,thermal_degradation,none,A_healthy,0.0437,0.0,1.0,,299.16,155.39,41106.01,35771.96,23251.78,48292.15,xgboost_gradient,5334.04,4674.6,6717.0,0.0019,0.0064,0.0379,1.98,22789.0,0.9929,7.53e-06,False,none,none,,,,,,2003-04-24T12:58:27,2004-09-27T05:09:39,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,16225.61,4409.55,24.12,30502.03,21.6,99.929,84.68,4478.0,2.24,6.284,224,False,False,intermittent,71.08,90.65,84,6,0,0,gas_compressed_air,none,81.11,133.87,1.078,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-10T05:21:45,85,1901.36,1901.36,2.165,9.27,4.281,3.134,,,57.28,62.28,,26.19,36.09,46.66,14/12/10,117.2,0.455,57.3,13.1,,,,,77.37,30.492,89.61,67.65,,0.528,0.08,2.86,0.988,normal,-0.00126173,0.038,False,thermal_degradation,none,A_healthy,0.0442,0.0016,1.0,,170.71,151.86,41083.64,46565.93,30267.86,62864.01,physics_informed_nn,-5482.29,6093.23,6717.0,0.0019,0.0065,0.0381,1.98,22789.0,0.9927,7.62e-06,False,none,none,,,,,,2003-12-06T08:19:41,2005-10-15T10:24:15,mixed,False,oem_certified,False,33.0,,,none,none,88190.98,19061302.08,22095.21,4409.55,47.14,30502.03,18.52,99.939,83.905,4478.0,2.24,3.828,224,False,False,intermittent,85.24,86.69,85,5,0,0,none,none,37.59,0.41,0.74,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-11T03:43:53,86,1923.73,1923.73,1.903,6.215,3.267,3.141,,,61.33,62.02,,26.19,35.84,48.54,14/12/10,67.3,0.436,34.8,8.3,,,,,76.32,31.603,89.13,64.28,,0.755,0.0115,105.27,0.9892,normal,-0.00215089,0.0787,False,thermal_degradation,none,A_healthy,0.0448,0.0179,1.0,,161.48,147.81,41061.27,48830.52,31739.84,65921.2,physics_informed_nn,-7769.25,8258.68,6717.0,0.002,0.0065,0.0384,1.98,22789.0,0.9925,7.71e-06,False,none,none,,,,,,2004-01-23T10:59:31,2006-01-04T13:40:28,mixed,False,specialist,False,51.0,,,none,none,88190.98,19061302.08,22205.22,4409.55,37.36,30502.03,2.6,99.99,78.275,4478.0,2.24,5.09,224,False,False,intermittent,82.61,80.76,86,2,0,0,oil_process,none,67.09,6.77,1.821,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-12T02:06:01,87,1946.1,1946.1,1.968,6.267,3.185,3.398,,,66.73,55.97,,26.19,29.79,44.81,14/12/10,92.8,0.4,29.4,4.2,,,,,78.23,30.274,89.81,66.7,,0.321,0.0172,181.64,0.9976,normal,0.00129052,0.0,False,thermal_degradation,thermal_degradation,A_healthy,0.0453,0.0,1.0,,32.73,177.64,41038.9,33942.02,22062.31,45821.72,lstm_sequence,7096.88,8754.45,6717.0,0.002,0.0066,0.0386,1.98,22789.0,0.9924,7.79e-06,False,none,none,,,,,,2003-03-20T05:06:31,2004-07-27T04:48:53,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,15597.35,4409.55,59.25,30502.03,9.66,99.968,78.453,4478.0,2.24,4.029,224,False,False,intermittent,65.9,71.79,87,3,0,4,oil_process,chemical_contamination,28.86,37.16,1.584,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-13T00:28:10,88,1968.47,1968.47,1.994,5.573,2.794,2.873,,,59.72,60.43,,26.19,34.24,44.28,14/12/10,76.8,0.324,44.3,12.9,,,,,77.7,30.193,91.49,64.99,,0.768,0.0773,246.6,0.9913,normal,0.00046875,0.0,False,thermal_degradation,none,A_healthy,0.0458,0.002,1.0,,98.8,149.22,41016.53,33786.3,21961.1,45611.51,xgboost_gradient,7230.23,9082.28,6717.0,0.002,0.0067,0.0388,1.98,22789.0,0.9922,7.88e-06,False,none,none,,,,,,2003-03-17T21:37:15,2004-07-22T14:49:37,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,29236.69,4409.55,48.81,30502.03,32.49,99.894,89.308,4478.0,2.24,1.252,224,False,False,intermittent,65.86,81.33,88,7,0,0,oil_hydraulic,particulate_severe,62.63,59.46,0.556,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-13T22:50:18,89,1990.84,1990.84,1.974,6.587,3.337,3.221,,,64.64,62.07,,26.19,35.89,48.47,15/13/11,95.7,0.374,65.0,16.5,,,,,77.07,29.806,89.69,63.03,,0.591,0.0478,62.2,0.9794,normal,-0.00411994,0.0,False,thermal_degradation,none,A_healthy,0.0463,0.0,1.0,,385.83,131.58,40994.16,37832.07,24590.84,51073.29,physics_informed_nn,3162.09,4025.91,6717.0,0.002,0.0067,0.0391,1.98,22789.0,0.992,7.97e-06,False,none,none,,,,,,2003-06-11T02:52:20,2004-12-13T20:05:45,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,25935.52,4409.55,48.69,30502.03,13.82,99.955,78.626,4478.0,2.24,4.454,224,False,False,intermittent,81.6,88.63,89,4,0,2,oil_hydraulic,particulate_mild,47.57,86.19,9.306,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-14T21:12:26,90,2013.21,2013.21,2.162,5.495,2.541,2.508,,,66.32,61.68,,26.19,35.5,48.83,13/11/9,85.6,0.357,50.2,11.2,,,,,77.31,31.95,89.07,64.04,,0.299,0.0414,53.02,0.9941,normal,0.00121555,0.057,False,thermal_degradation,none,A_healthy,0.0468,0.0084,1.0,,84.63,154.25,40971.79,44945.77,29214.75,60676.78,physics_informed_nn,-3973.97,5119.0,6717.0,0.002,0.0068,0.0393,1.98,22789.0,0.9918,8.06e-06,False,none,none,,,,,,2003-11-07T06:05:24,2005-08-23T17:06:28,mixed,False,oem_certified,True,,,,none,none,88190.98,19061302.08,34672.37,4409.55,20.05,30502.03,4.52,99.985,90.26,4478.0,2.24,2.064,224,False,False,intermittent,78.72,70.79,90,6,0,1,gas_compressed_air,none,75.56,19.74,6.155,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-15T19:34:35,91,2035.58,2035.58,2.079,7.666,3.687,2.717,,,62.47,63.03,,26.19,36.85,44.12,13/11/9,145.7,0.727,98.4,27.7,,,,,78.5,32.053,90.35,68.04,,0.94,0.0168,13.84,0.9834,normal,-0.00115972,0.0,False,thermal_degradation,none,A_healthy,0.0474,0.0008,1.0,,178.16,139.91,40949.42,37489.09,24367.91,50610.27,lstm_sequence,3460.33,3347.85,6717.0,0.0021,0.0069,0.0396,1.98,22789.0,0.9917,8.14e-06,False,none,none,,,,,,2003-06-05T20:07:17,2004-12-03T13:18:11,mixed,False,apprentice,True,,,,none,none,88190.98,19061302.08,20998.82,4409.55,26.99,30502.03,15.74,99.948,87.174,4478.0,2.24,6.467,224,False,False,intermittent,73.18,84.73,91,3,0,1,water,particulate_mild,45.36,31.3,6.254,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-16T17:56:43,92,2057.95,2057.95,2.075,6.091,2.936,2.861,,,62.77,66.29,,26.19,40.1,46.16,14/12/10,211.3,0.379,67.0,16.6,,,,,77.35,30.993,89.8,65.64,,0.716,0.0591,22.56,0.9808,normal,-0.00335678,0.0,False,thermal_degradation,none,A_healthy,0.0479,0.0148,1.0,,303.06,161.44,40927.05,44557.74,28962.53,60152.95,lstm_sequence,-3630.68,3616.96,6717.0,0.0021,0.0069,0.0398,1.98,22789.0,0.9915,8.23e-06,False,none,none,,,,,,2003-11-01T00:48:51,2005-08-11T20:01:21,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,16373.55,4409.55,55.02,30502.03,12.21,99.96,84.108,4478.0,2.24,4.908,224,False,False,intermittent,90.58,78.54,92,2,0,1,steam,particulate_severe,21.45,22.44,5.724,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-17T16:18:51,93,2080.31,2080.31,2.251,7.448,3.308,2.505,,,67.24,61.84,,26.19,35.65,44.37,14/12/10,124.9,0.461,57.1,9.7,,,,,75.9,29.686,88.85,67.64,,2.041,0.0199,12.55,0.9705,normal,-0.00416357,0.0644,False,thermal_degradation,none,A_healthy,0.0484,0.0029,1.0,,730.9,134.73,40904.69,34923.13,22700.03,47146.22,weibull_regression,5981.56,7088.37,6717.0,0.0021,0.007,0.0401,1.98,22789.0,0.9913,8.32e-06,False,none,none,,,,,,2003-04-15T05:52:44,2004-09-05T12:58:28,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,34587.2,4409.55,21.16,30502.03,13.22,99.957,85.882,4478.0,2.24,5.635,224,False,False,intermittent,75.77,81.41,93,2,0,1,oil_process,none,32.17,120.22,5.781,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-18T14:41:00,94,2102.68,2102.68,2.107,6.363,3.019,2.856,,,62.87,63.2,,26.19,37.02,46.85,14/12/10,94.3,0.411,30.5,5.4,,,,,79.15,30.939,92.82,63.82,,1.009,0.0001,90.67,0.9963,normal,0.00337939,0.0424,False,thermal_degradation,abrasive_wear,A_healthy,0.0489,0.0,1.0,,108.62,136.53,40882.32,43958.1,28572.76,59343.43,xgboost_gradient,-3075.78,3064.66,6717.0,0.0021,0.007,0.0403,1.98,22789.0,0.9911,8.41e-06,False,none,none,,,,,,2003-10-21T09:43:56,2005-07-23T11:03:59,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,14338.14,4409.55,21.11,30502.03,16.86,99.945,86.324,4478.0,2.24,6.926,224,False,False,intermittent,74.78,80.95,94,6,0,2,oil_process,water_ingress,61.09,56.1,1.856,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-19T13:03:08,95,2125.05,2125.05,1.943,6.644,3.42,3.476,,,60.14,66.84,,26.19,40.66,48.31,14/12/10,104.6,0.783,37.7,4.1,,,,,78.3,32.365,89.43,63.26,,2.261,0.0308,182.94,0.9683,normal,-0.00515681,0.0833,False,thermal_degradation,none,A_healthy,0.0494,0.0,1.0,,318.11,159.22,40859.95,49588.38,32232.44,66944.31,lstm_sequence,-8728.43,9574.49,6717.0,0.0021,0.0071,0.0405,1.98,22789.0,0.9909,8.5e-06,False,none,none,,,,,,2004-02-16T15:14:24,2006-02-08T19:10:18,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,18219.69,4409.55,52.82,30502.03,4.93,99.984,88.568,4478.0,2.24,1.098,224,False,False,intermittent,84.24,75.77,95,6,0,1,steam,particulate_mild,46.1,0.07,3.249,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-20T11:25:16,96,2147.42,2147.42,1.838,7.051,3.837,3.351,,,57.59,61.94,,26.19,35.75,43.45,14/12/10,85.2,0.366,45.6,5.1,,,,,78.66,32.034,90.93,65.7,,0.727,0.0054,0.33,0.9798,normal,-0.00072825,0.0435,False,thermal_degradation,none,A_healthy,0.05,0.0,1.0,,236.5,154.71,40837.58,36186.8,23521.42,48852.19,weibull_regression,4650.77,5345.44,6717.0,0.0022,0.0072,0.0408,1.98,22789.0,0.9907,8.58e-06,False,none,none,,,,,,2003-05-14T08:49:23,2004-10-23T02:12:17,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,22822.84,4409.55,56.78,30502.03,11.81,99.961,89.922,4478.0,2.24,7.375,224,False,False,intermittent,88.47,89.58,96,6,0,0,water,particulate_mild,69.21,72.2,1.713,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-21T09:47:24,97,2169.79,2169.79,1.965,5.142,2.617,2.824,,,59.23,58.89,,26.19,32.71,47.45,14/12/10,74.0,0.379,38.7,6.4,,,,,78.37,31.181,90.26,64.82,,0.194,0.0816,107.12,0.9783,normal,-0.00050523,0.0317,False,thermal_degradation,none,A_healthy,0.0505,0.0142,1.0,,331.47,147.73,40815.21,33718.01,21916.71,45519.31,lstm_sequence,7097.2,8723.71,6717.0,0.0022,0.0072,0.041,1.98,22789.0,0.9905,8.67e-06,False,none,none,,,,,,2003-03-24T20:47:40,2004-07-28T14:05:51,mixed,False,journeyman,True,,,,none,none,88190.98,19061302.08,33052.23,4409.55,58.78,30502.03,14.35,99.953,86.518,4478.0,2.24,5.048,224,False,False,intermittent,68.05,77.4,97,7,0,0,water,none,52.26,94.9,1.668,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-22T08:09:33,98,2192.16,2192.16,1.814,6.509,3.589,3.094,,,59.36,61.78,,26.19,35.59,45.05,14/12/10,164.2,0.415,37.3,8.6,,,,,77.98,29.884,87.45,66.8,,1.82,0.0082,22.66,0.9653,normal,-0.00103935,0.0,False,thermal_degradation,none,A_healthy,0.051,0.0012,1.0,,388.94,137.11,40792.84,34982.24,22738.46,47226.02,kalman_filter,5810.6,5741.0,6717.0,0.0022,0.0073,0.0413,1.98,22789.0,0.9904,8.76e-06,False,none,none,,,,,,2003-04-21T03:16:46,2004-09-12T07:03:49,mixed,False,journeyman,False,10.0,,,none,none,88190.98,19061302.08,21595.11,4409.55,28.29,30502.03,10.85,99.964,84.085,4478.0,2.24,2.731,224,False,False,intermittent,64.67,101.96,98,6,1,0,none,particulate_mild,41.97,106.55,1.474,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-23T06:31:41,99,2214.53,2214.53,1.832,4.961,2.708,3.115,,,58.69,57.57,,26.19,31.39,46.44,13/11/9,109.4,0.461,57.0,15.1,,,,,76.64,30.569,89.49,66.22,,0.231,0.0021,55.1,0.9849,normal,-0.00228182,0.0,False,thermal_degradation,none,A_healthy,0.0515,0.0043,1.0,,504.1,164.05,40770.47,50082.95,32553.92,67611.99,xgboost_gradient,-9312.48,9761.92,6717.0,0.0022,0.0074,0.0415,1.98,22789.0,0.9902,8.85e-06,False,none,none,,,,,,2004-03-01T16:00:18,2006-03-02T01:02:20,mixed,False,specialist,True,,,,none,none,88190.98,19061302.08,42799.66,4409.55,49.66,30502.03,9.93,99.967,78.637,4478.0,2.24,6.641,224,False,False,intermittent,64.05,88.34,99,4,0,0,oil_process,particulate_mild,48.69,49.83,6.935,,,standard
ASSET-000020,valve_control,low,PrecisionDrive GmbH,MDL-4294-C,2001-01-21,42985.0,500.0,76.88608290909198,corrosive_chemical,HVAC,FAC-293,LINE-G,none,2001-04-24T04:53:49,100,2236.9,2236.9,2.006,7.49,3.733,3.3,,,60.3,61.11,,26.19,34.92,45.32,13/11/9,118.7,0.391,37.4,7.5,,,,,76.71,29.999,88.62,64.63,,1.611,0.0015,254.72,0.9888,normal,0.00409896,0.0,False,thermal_degradation,erosion,A_healthy,0.052,0.0018,1.0,,337.49,158.93,40748.1,47319.53,30757.69,63881.36,particle_filter,-6571.42,5921.64,6717.0,0.0023,0.0074,0.0418,1.98,22789.0,0.99,8.93e-06,False,none,none,,,,,,2004-01-05T00:39:38,2005-11-25T02:29:43,mixed,False,master_technician,False,73.0,,,none,none,88190.98,19061302.08,24337.66,4409.55,48.11,30502.03,7.24,99.976,82.153,4478.0,2.24,4.838,224,False,False,intermittent,78.08,98.52,100,7,0,0,steam,none,55.17,29.1,5.0,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-11T04:08:58,1,28.15,28.15,3.021,12.707,4.206,2.885,,,60.16,53.86,,18.63,35.22,47.16,14/12/10,85.8,0.379,12.0,1.8,,,,,69.39,28.164,89.5,65.49,,0.701,0.0213,3.37,1.0,normal,0.0,0.0552,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,23.11,141.18,16078.85,19414.21,12619.24,26209.18,xgboost_gradient,-3335.36,3910.88,2258.0,0.0,0.0,0.0006,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-19T15:15:12,2023-01-27T18:13:34,mixed,False,oem_certified,False,30.0,,,none,none,12983.06,6807032.09,6106.9,649.15,39.78,41242.75,6.42,99.984,83.614,1505.6,1.26,1.113,126,False,False,variable_mild,70.97,84.81,1,0,0,0,oil_hydraulic,chemical_contamination,52.91,39.54,0.871,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-12T08:17:57,2,56.3,56.3,3.118,12.947,4.152,3.336,,,56.91,49.8,,18.63,31.17,43.63,13/11/9,65.0,0.317,7.3,1.3,,,,,66.7,25.964,89.92,61.13,,0.903,0.0097,249.73,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,207.08,158.98,16050.7,14626.22,9507.04,19745.4,physics_informed_nn,1424.48,1333.51,2258.0,0.0,0.0,0.0006,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-11T01:24:36,2022-08-12T08:35:15,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4933.68,649.15,33.01,41242.75,9.81,99.976,87.88,1505.6,1.26,7.24,126,False,False,variable_mild,61.03,88.26,2,0,0,0,oil_process,none,23.59,29.94,1.8,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-13T12:26:56,3,84.45,84.45,2.92,10.261,3.514,3.023,,,56.67,51.89,,18.63,33.25,44.5,13/11/9,121.2,0.385,15.8,3.0,,,,,68.36,27.659,88.12,65.41,,0.859,0.0053,100.03,0.9872,normal,-0.0042602,0.0443,False,adhesive_wear,none,A_healthy,0.0052,0.0057,1.0,,127.96,143.64,16022.55,17972.56,11682.16,24262.96,lstm_sequence,-1950.01,1988.41,2258.0,0.0,0.0,0.0006,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-22T22:43:45,2022-12-10T01:07:31,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,5670.18,649.15,28.0,41242.75,17.56,99.957,78.637,1505.6,1.26,2.297,126,False,False,variable_mild,69.91,82.04,3,0,0,0,gas_compressed_air,none,35.25,10.41,6.555,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-14T16:35:54,4,112.6,112.6,2.845,8.787,3.089,2.435,,,60.53,53.81,,18.63,35.18,48.97,13/11/9,85.6,0.488,19.9,2.7,,,,,67.84,27.513,89.54,68.95,,0.965,0.0176,8.64,0.9989,normal,-0.0002671,0.0156,False,adhesive_wear,none,A_healthy,0.007,0.0,1.0,,201.81,154.87,15994.4,12249.03,7961.87,16536.19,xgboost_gradient,3745.37,3527.4,2258.0,0.0,0.0,0.0007,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2021-11-24T21:06:49,2022-05-22T12:16:28,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3250.48,649.15,34.26,41242.75,6.25,99.985,79.686,1505.6,1.26,6.886,126,False,False,variable_mild,78.6,91.42,4,0,0,0,oil_process,none,83.56,5.71,1.117,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-15T20:44:53,5,140.75,140.75,3.002,9.933,3.309,2.82,,,59.31,53.87,,18.63,35.24,46.74,13/11/9,167.1,0.339,26.1,3.0,,,,,66.86,27.484,89.24,65.79,,0.137,0.0186,23.18,0.9871,normal,-0.00258455,0.0262,False,adhesive_wear,none,A_healthy,0.0087,0.0,1.0,,168.34,150.49,15966.25,17102.52,11116.64,23088.41,lstm_sequence,-1136.27,1231.48,2258.0,0.0,0.0,0.0007,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-07T04:00:38,2022-11-11T13:53:39,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,4367.57,649.15,54.43,41242.75,8.97,99.978,84.603,1505.6,1.26,4.944,126,False,False,variable_mild,81.94,71.54,5,0,0,0,oil_process,none,88.17,37.06,1.972,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-17T00:53:52,5,168.9,168.9,2.756,7.115,2.582,3.006,,,63.26,49.0,,18.63,30.37,44.69,14/12/10,56.1,0.406,22.5,6.6,,,,,67.89,26.668,89.23,62.13,,0.484,0.0548,72.25,0.9939,normal,-0.00122828,0.0262,False,adhesive_wear,none,A_healthy,0.0105,0.0159,1.0,,68.35,161.19,15938.1,14678.46,9541.0,19815.92,lstm_sequence,1259.65,1448.47,2258.0,0.0,0.0,0.0007,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-16T20:07:32,2022-08-18T21:35:07,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,2926.95,649.15,53.77,41242.75,18.68,99.955,85.686,1505.6,1.26,1.605,126,False,False,variable_mild,71.48,101.11,5,0,0,0,oil_hydraulic,chemical_contamination,23.77,154.32,0.003,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-18T05:02:51,6,197.05,197.05,3.147,10.205,3.243,3.372,,,54.84,51.83,,18.63,33.2,46.46,14/12/10,366.2,0.314,12.2,3.3,,,,,65.59,25.94,91.35,67.08,,0.285,0.1271,68.19,1.0,normal,0.0,0.0109,False,adhesive_wear,none,A_healthy,0.0122,0.0,1.0,,3.41,129.9,15909.95,13876.93,9020.0,18733.85,particle_filter,2033.03,2248.87,2258.0,0.0,0.0,0.0007,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-01T07:30:39,2022-07-22T16:26:07,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,6022.24,649.15,47.8,41242.75,11.88,99.971,81.924,1505.6,1.26,2.551,126,False,False,variable_mild,74.28,88.83,6,0,0,0,water,none,59.86,145.95,3.755,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-19T09:11:49,7,225.2,225.2,2.976,11.622,3.905,2.952,,,65.59,54.35,,18.63,35.71,44.84,14/12/10,84.6,0.403,8.5,1.1,,,,,65.39,25.144,91.36,67.34,,0.356,0.011,198.34,0.9871,normal,-2.221e-05,0.0132,False,adhesive_wear,fatigue_spalling,A_healthy,0.014,0.0169,1.0,,513.34,154.96,15881.8,14402.71,9361.76,19443.66,lstm_sequence,1479.09,1323.31,2258.0,0.0,0.0,0.0007,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-13T10:33:09,2022-08-11T11:30:05,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,5863.16,649.15,27.47,41242.75,10.4,99.975,86.0,1505.6,1.26,4.46,126,False,False,variable_mild,73.44,86.67,7,0,0,0,oil_process,particulate_mild,41.9,20.74,3.55,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-20T13:20:48,8,253.35,253.35,2.873,11.814,4.112,2.588,,,60.87,48.95,,18.63,30.32,42.18,14/12/10,100.3,0.333,12.0,3.1,,,,,66.91,26.651,88.73,68.28,,0.402,0.0094,94.49,1.0,normal,0.00021368,0.0,False,adhesive_wear,none,A_healthy,0.0157,0.0063,1.0,,44.82,145.24,15853.65,17172.76,11162.29,23183.22,particle_filter,-1319.1,1541.11,2258.0,0.0,0.0,0.0008,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-13T07:43:31,2022-11-18T18:11:25,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3257.84,649.15,21.04,41242.75,8.71,99.979,90.522,1505.6,1.26,3.12,126,False,False,variable_mild,66.27,103.62,8,0,0,0,water,particulate_mild,81.79,18.04,0.228,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-21T17:29:47,10,281.5,281.5,3.154,8.677,2.751,3.759,,,57.46,52.9,,18.63,34.27,43.84,14/12/10,51.0,0.351,45.0,10.3,,,,,65.42,26.643,90.94,60.99,,0.175,0.0477,2.17,1.0,normal,0.00258455,0.0209,False,adhesive_wear,none,A_healthy,0.0175,0.0,1.0,,92.74,175.11,15825.5,14130.81,9185.03,19076.59,physics_informed_nn,1694.69,1979.98,2258.0,0.0,0.0,0.0008,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-10T02:54:02,2022-08-04T04:41:01,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,2526.25,649.15,23.21,41242.75,5.78,99.986,85.3,1505.6,1.26,5.589,126,False,False,variable_mild,73.2,85.48,10,1,0,0,gas_compressed_air,none,46.84,13.61,1.553,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-22T21:38:46,11,309.65,309.65,2.422,8.51,3.514,3.51,,,59.63,53.84,,18.63,35.21,47.75,14/12/10,67.5,0.389,14.7,1.8,,,,,66.86,25.852,89.36,62.04,,0.586,0.0114,343.42,0.9877,normal,-0.00122571,0.0081,False,adhesive_wear,none,A_healthy,0.0192,0.0137,1.0,,130.92,139.97,15797.35,19166.62,12458.3,25874.94,lstm_sequence,-3369.26,3645.82,2258.0,0.0,0.0,0.0008,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-26T04:57:19,2023-01-30T17:16:19,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3485.19,649.15,46.14,41242.75,42.57,99.897,79.226,1505.6,1.26,1.351,126,False,False,variable_mild,67.03,77.81,11,0,0,0,gas_compressed_air,particulate_mild,60.85,24.3,0.843,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-24T01:47:44,11,337.8,337.8,3.236,9.147,2.827,3.078,,,59.11,49.72,,18.63,31.09,45.43,13/11/9,223.1,0.436,46.3,9.9,,,,,69.42,28.855,91.21,65.66,,0.62,0.0393,16.86,0.9931,normal,-0.00137434,0.0,False,adhesive_wear,none,A_healthy,0.021,0.0181,1.0,,86.72,151.85,15769.2,13782.4,8958.56,18606.24,particle_filter,1986.8,2233.01,2258.0,0.0,0.0,0.0008,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-05T04:59:43,2022-07-25T04:50:06,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,4386.55,649.15,31.78,41242.75,4.8,99.988,88.507,1505.6,1.26,7.39,126,False,False,variable_mild,61.81,89.91,11,0,0,0,steam,none,40.45,43.33,2.942,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-25T05:56:43,12,365.95,365.95,2.823,12.804,4.535,3.315,,,61.39,51.97,,18.63,33.34,46.61,13/11/9,134.8,0.404,13.4,3.5,,,,,67.54,27.266,88.26,66.98,,0.447,0.1119,339.45,0.9916,normal,0.00090409,0.0,False,adhesive_wear,misalignment_induced,A_healthy,0.0227,0.0046,1.0,,135.85,154.91,15741.05,18891.77,12279.65,25503.89,weibull_regression,-3150.71,2951.54,2258.0,0.0,0.0,0.0009,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-22T19:49:48,2023-01-23T07:56:57,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3346.96,649.15,46.32,41242.75,7.77,99.981,80.021,1505.6,1.26,4.399,126,False,False,variable_mild,69.68,80.63,12,0,0,0,oil_process,none,86.02,108.46,0.192,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-26T10:05:42,13,394.1,394.1,3.025,7.743,2.56,3.382,,,60.93,50.66,,18.63,32.03,45.58,13/11/9,88.3,0.684,21.4,3.5,,,,,67.32,27.356,89.02,68.45,,0.201,0.1101,283.25,0.9753,normal,-0.00494879,0.0288,False,adhesive_wear,none,A_healthy,0.0245,0.0,1.0,,260.34,148.1,15712.9,19095.99,12412.4,25779.59,lstm_sequence,-3383.09,4039.63,2258.0,0.0,0.0,0.0009,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-28T06:05:33,2023-01-31T17:41:26,mixed,False,oem_certified,True,,,,none,none,12983.06,6807032.09,4262.17,649.15,48.92,41242.75,17.14,99.958,81.676,1505.6,1.26,6.357,126,False,False,variable_mild,68.39,73.48,13,0,0,0,oil_process,particulate_mild,70.49,149.81,0.096,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-27T14:14:41,14,422.24,422.24,2.638,10.886,4.127,2.825,,,58.01,51.29,,18.63,32.66,49.08,13/11/9,88.0,0.546,25.5,6.0,,,,,67.85,28.265,91.49,70.12,,0.145,0.0614,69.81,1.0,normal,0.0,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.0262,0.0039,1.0,,47.15,139.54,15684.76,14561.41,9464.91,19657.9,xgboost_gradient,1123.35,968.63,2258.0,0.0,0.0,0.0009,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-24T22:56:53,2022-08-25T07:26:26,mixed,False,oem_certified,True,,,,none,none,12983.06,6807032.09,4842.36,649.15,59.76,41242.75,4.11,99.99,84.293,1505.6,1.26,1.149,126,False,False,variable_mild,60.26,82.33,14,1,0,0,oil_hydraulic,none,43.65,28.38,1.447,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-28T18:23:39,15,450.39,450.39,2.842,9.093,3.199,3.136,,,64.73,54.3,,18.63,35.67,45.8,14/12/10,115.7,0.501,39.3,8.6,,,,,67.1,26.341,89.41,61.85,,0.468,0.0036,83.09,0.985,normal,-0.00053685,0.0,False,adhesive_wear,none,A_healthy,0.028,0.0105,1.0,,243.03,144.56,15656.61,17794.1,11566.17,24022.04,physics_informed_nn,-2137.5,1864.35,2258.0,0.0,0.0,0.0009,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-03T11:26:47,2022-12-18T23:22:58,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4627.03,649.15,51.73,41242.75,7.26,99.982,82.548,1505.6,1.26,2.189,126,False,False,variable_mild,69.99,82.1,15,0,1,0,oil_hydraulic,none,56.41,14.5,3.958,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-29T22:32:38,16,478.54,478.54,3.095,8.447,2.729,2.891,,,59.28,49.45,,18.63,30.82,47.06,13/11/9,54.6,0.313,36.9,7.8,,,,,66.28,26.406,89.4,66.04,,0.288,0.0384,182.53,0.9966,normal,0.00068552,0.0372,False,adhesive_wear,none,A_healthy,0.0297,0.0105,1.0,,35.23,149.74,15628.46,18251.19,11863.28,24639.11,kalman_filter,-2622.74,2544.47,2258.0,0.0,0.0,0.0009,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-14T04:08:26,2023-01-05T08:03:29,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3748.6,649.15,54.1,41242.75,9.67,99.977,82.96,1505.6,1.26,7.774,126,False,False,variable_mild,72.01,78.41,16,1,0,0,gas_compressed_air,none,77.46,34.22,1.224,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-03-31T02:41:37,17,506.69,506.69,3.239,8.571,2.646,2.861,,,63.26,51.79,,18.63,33.16,47.4,13/11/9,92.7,0.406,19.2,5.7,,,,,66.05,25.744,90.52,69.26,,0.24,0.019,186.76,0.9846,normal,-0.00141087,0.029,False,adhesive_wear,none,A_healthy,0.0315,0.0,1.0,,169.59,151.13,15600.31,13241.55,8607.01,17876.09,xgboost_gradient,2358.76,2413.93,2258.0,0.0,0.0,0.001,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2021-12-31T23:28:08,2022-07-13T02:00:42,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,3126.1,649.15,21.05,41242.75,13.27,99.968,86.671,1505.6,1.26,3.015,126,False,False,variable_mild,67.42,91.74,17,1,0,0,water,particulate_mild,89.34,47.47,4.821,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-01T06:50:36,18,534.84,534.84,3.082,10.569,3.43,3.174,,,56.15,52.85,,18.63,34.22,45.31,13/11/9,66.1,0.336,23.0,6.0,,,,,66.82,26.261,88.65,68.39,,0.188,0.0019,21.61,1.0,normal,0.00494879,0.0422,False,adhesive_wear,none,A_healthy,0.0332,0.0,1.0,,75.42,151.49,15572.16,18322.44,11909.58,24735.29,particle_filter,-2750.28,3092.17,2258.0,0.0,0.0,0.001,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-18T00:03:45,2023-01-10T04:54:57,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3403.42,649.15,37.11,41242.75,21.27,99.948,85.784,1505.6,1.26,5.402,126,False,False,variable_mild,66.72,74.84,18,1,0,0,oil_process,particulate_mild,29.06,57.53,0.57,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-02T10:59:34,20,562.99,562.99,3.153,9.485,3.008,2.969,,,58.0,51.9,,18.63,33.27,48.02,14/12/10,85.7,0.623,26.9,6.6,,,,,66.17,26.903,88.24,67.88,,0.856,0.1404,54.55,0.9662,normal,-0.00675033,0.0461,False,adhesive_wear,cavitation,A_healthy,0.035,0.0054,1.0,,347.54,127.28,15544.01,12611.94,8197.76,17026.12,lstm_sequence,2932.06,2997.68,2258.0,0.0,0.0,0.001,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2021-12-21T04:57:52,2022-06-23T03:08:40,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,2684.94,649.15,40.69,41242.75,14.89,99.964,86.301,1505.6,1.26,3.897,126,False,False,variable_mild,58.83,78.25,20,1,0,0,oil_process,water_ingress,56.97,90.9,0.384,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-03T15:08:33,21,591.14,591.14,3.095,9.768,3.156,2.534,,,58.98,48.87,,18.63,30.23,44.18,13/11/9,65.6,0.435,13.1,2.3,,,,,68.43,27.517,90.5,62.98,,0.694,0.02,265.41,1.0,normal,0.00299084,0.0025,False,adhesive_wear,none,A_healthy,0.0367,0.0229,1.0,,27.62,156.8,15515.86,18898.3,12283.9,25512.71,xgboost_gradient,-3382.45,3194.17,2258.0,0.0,0.0,0.001,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-05-02T08:17:38,2023-02-01T22:42:00,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3961.08,649.15,49.42,41242.75,4.3,99.99,83.484,1505.6,1.26,1.252,126,False,False,variable_mild,67.0,91.89,21,1,0,0,oil_process,none,55.49,0.42,0.316,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-04T19:17:32,22,619.29,619.29,2.882,11.092,3.848,2.944,,,62.98,52.77,,18.63,34.14,44.36,13/11/9,170.0,0.391,79.1,20.0,,,,,67.02,27.818,90.48,65.25,,0.815,0.0398,79.14,1.0,normal,0.00068882,0.0276,False,adhesive_wear,none,A_healthy,0.0384,0.0039,1.0,,12.97,142.77,15487.71,13720.48,8918.31,18522.65,particle_filter,1767.23,1725.04,2258.0,0.0,0.0001,0.0011,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-15T15:31:55,2022-08-03T17:41:59,mixed,False,oem_certified,True,,,,none,none,12983.06,6807032.09,6297.68,649.15,20.14,41242.75,9.74,99.976,81.472,1505.6,1.26,6.438,126,False,False,variable_mild,83.88,70.63,22,1,0,0,gas_compressed_air,particulate_severe,41.18,27.93,0.221,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-05T23:26:31,23,647.44,647.44,3.157,8.469,2.682,3.339,,,58.63,48.03,,18.63,29.4,45.38,14/12/10,234.6,0.473,101.0,11.5,,,,,66.64,25.879,87.9,66.06,,0.841,0.2288,10.57,0.9753,normal,-0.00186076,0.042,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0402,0.016,1.0,,382.11,140.43,15459.56,13306.83,8649.44,17964.22,lstm_sequence,2152.73,2574.26,2258.0,0.0,0.0001,0.0011,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-08T04:51:18,2022-07-21T06:14:39,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,6379.8,649.15,48.57,41242.75,34.59,99.916,85.406,1505.6,1.26,7.942,126,False,False,variable_mild,65.24,72.5,23,2,0,0,water,particulate_mild,22.21,59.48,5.287,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-07T03:35:29,24,675.59,675.59,3.403,13.811,4.059,3.244,,,54.74,52.44,,18.63,33.81,45.84,14/12/10,75.1,0.396,22.3,5.1,,,,,66.79,25.599,88.5,63.27,,0.277,0.0207,18.63,0.9757,normal,-0.00486859,0.0,False,adhesive_wear,none,A_healthy,0.0419,0.0335,1.0,,249.91,147.1,15431.41,17188.28,11172.38,23204.18,lstm_sequence,-1756.87,1977.23,2258.0,0.0,0.0001,0.0011,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-31T05:43:52,2022-12-06T21:37:44,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,3046.79,649.15,41.06,41242.75,13.07,99.968,83.02,1505.6,1.26,5.811,126,False,False,variable_mild,75.25,88.78,24,2,0,0,oil_hydraulic,particulate_severe,20.6,4.01,3.061,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-08T07:44:28,25,703.74,703.74,3.135,11.174,3.564,2.921,,,62.51,54.67,,18.63,36.03,46.98,14/12/10,62.5,0.372,13.4,3.1,,,,,68.25,26.978,89.14,63.16,,0.392,0.0025,172.72,0.9917,normal,0.00509896,0.0,False,adhesive_wear,none,A_healthy,0.0437,0.0,1.0,,109.83,144.55,15403.26,13787.69,8962.0,18613.38,physics_informed_nn,1615.57,1432.3,2258.0,0.0,0.0001,0.0011,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-20T13:35:09,2022-08-09T15:16:39,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,5005.86,649.15,28.86,41242.75,5.66,99.986,84.538,1505.6,1.26,3.473,126,False,False,variable_mild,66.16,79.03,25,1,0,0,water,particulate_mild,22.12,23.88,1.473,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-09T11:53:27,26,731.89,731.89,2.785,11.463,4.116,2.879,,,59.5,57.36,,18.63,38.73,46.79,15/13/11,94.9,0.397,22.0,5.7,,,,,67.77,25.963,89.7,66.24,,0.72,0.3299,32.62,0.9803,normal,-0.00393943,0.0433,False,adhesive_wear,none,A_healthy,0.0454,0.0037,1.0,,516.33,142.17,15375.11,17409.77,11316.35,23503.19,xgboost_gradient,-2034.66,2051.3,2258.0,0.0,0.0001,0.0012,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-07T04:46:35,2022-12-17T02:11:46,mixed,False,journeyman,False,77.0,,,none,none,12983.06,6807032.09,2270.9,649.15,26.64,41242.75,9.5,99.977,91.404,1505.6,1.26,7.634,126,False,False,variable_mild,73.97,78.11,26,0,0,0,steam,none,66.12,24.71,1.959,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-10T16:02:25,27,760.04,760.04,3.175,9.96,3.137,3.046,,,61.53,51.31,,18.63,32.68,46.43,14/12/10,106.0,0.38,26.6,5.5,,,,,68.78,27.048,88.71,65.36,,0.308,0.0033,421.61,0.9933,normal,-0.00134936,0.0159,False,adhesive_wear,none,A_healthy,0.0472,0.0046,1.0,,148.87,139.85,15346.96,17568.29,11419.39,23717.19,lstm_sequence,-2221.33,2017.52,2258.0,0.0,0.0001,0.0012,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-11T16:11:01,2022-12-23T21:05:01,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3994.61,649.15,50.46,41242.75,6.02,99.985,85.075,1505.6,1.26,2.706,126,False,False,variable_mild,64.27,92.55,27,0,0,0,water,particulate_mild,24.11,102.47,0.685,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-11T20:11:24,28,788.19,788.19,2.79,7.569,2.713,3.408,,,57.02,55.79,,18.63,37.15,44.31,14/12/10,84.7,0.566,15.6,3.8,,,,,67.98,28.324,90.32,62.56,,0.224,0.0171,69.39,0.9829,normal,0.00151897,0.0391,False,adhesive_wear,none,A_healthy,0.0489,0.0182,1.0,,191.1,160.64,15318.81,14122.97,9179.93,19066.01,physics_informed_nn,1195.84,1485.98,2258.0,0.0,0.0001,0.0012,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-31T01:40:28,2022-08-25T00:42:48,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4624.28,649.15,40.77,41242.75,18.44,99.955,81.963,1505.6,1.26,5.032,126,False,False,variable_mild,71.98,91.89,28,1,0,0,oil_process,none,75.76,89.05,3.204,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-13T00:20:23,29,816.34,816.34,2.956,12.955,4.383,3.458,,,62.45,51.73,,18.63,33.1,48.41,14/12/10,58.7,0.328,15.2,4.4,,,,,66.2,27.501,90.56,65.0,,0.292,0.1108,428.26,1.0,normal,0.00486859,0.0,False,adhesive_wear,none,A_healthy,0.0507,0.0004,1.0,,5.76,155.15,15290.66,16666.26,10833.07,22499.45,particle_filter,-1375.6,1309.88,2258.0,0.0,0.0001,0.0012,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-26T05:28:11,2022-11-24T06:39:39,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,5848.94,649.15,33.91,41242.75,12.97,99.969,83.699,1505.6,1.26,4.162,126,False,False,variable_mild,68.9,87.13,29,0,0,0,oil_hydraulic,particulate_mild,39.36,14.34,0.164,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-14T04:29:22,30,844.49,844.49,3.041,10.764,3.539,2.297,,,61.84,48.33,,18.63,29.69,47.25,13/11/9,75.7,0.411,23.8,6.3,,,,,66.95,27.286,88.69,64.76,,0.368,0.1026,60.46,0.9798,normal,-0.00239428,0.0036,False,adhesive_wear,none,A_healthy,0.0524,0.0163,1.0,,268.89,151.21,15262.51,17098.69,11114.15,23083.23,xgboost_gradient,-1836.18,2338.99,2258.0,0.0,0.0001,0.0013,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-05T09:50:02,2022-12-10T18:22:30,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4282.55,649.15,33.23,41242.75,3.34,99.99,89.46,1505.6,1.26,2.549,126,False,False,variable_mild,64.64,83.37,30,1,0,0,oil_hydraulic,particulate_mild,38.27,40.81,0.245,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-15T08:38:20,31,872.64,872.64,3.021,8.686,2.875,2.812,,,59.34,51.47,,18.63,32.83,43.31,13/11/9,96.2,0.486,83.8,16.5,,,,,68.58,27.616,89.9,65.4,,0.314,0.0746,91.81,0.9985,normal,0.00364488,0.0,False,adhesive_wear,adhesive_wear,A_healthy,0.0542,0.0074,1.0,,97.07,164.37,15234.36,14087.33,9156.76,19017.89,lstm_sequence,1147.03,1299.01,2258.0,0.0,0.0001,0.0013,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-02-02T20:18:11,2022-08-27T06:52:04,mixed,False,specialist,False,49.0,,,none,none,12983.06,6807032.09,3498.52,649.15,39.62,41242.75,15.18,99.963,86.427,1505.6,1.26,6.266,126,False,False,variable_mild,58.27,83.82,31,1,0,0,gas_compressed_air,particulate_mild,67.78,48.23,1.597,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-16T12:47:19,32,900.79,900.79,3.371,8.569,2.542,2.699,,,60.82,52.27,,18.63,33.64,45.26,14/12/10,66.7,0.365,37.5,9.2,,,,,67.56,26.226,89.97,67.26,,0.101,0.0099,5.66,0.9903,normal,-0.00058661,0.0149,False,adhesive_wear,none,A_healthy,0.0559,0.0,1.0,,221.7,150.25,15206.21,16492.81,10720.33,22265.29,particle_filter,-1286.6,1047.74,2258.0,0.0,0.0001,0.0013,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-26T03:11:38,2022-11-21T15:40:39,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,5042.63,649.15,20.74,41242.75,16.2,99.961,86.66,1505.6,1.26,4.86,126,False,False,variable_mild,71.17,93.98,32,2,0,0,oil_hydraulic,chemical_contamination,39.0,79.52,0.057,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-17T16:56:18,33,928.94,928.94,2.746,8.105,2.951,3.0,,,55.18,49.53,,18.63,30.89,43.96,13/11/9,124.6,0.465,28.9,4.0,,,,,65.98,26.588,88.8,65.28,,0.221,0.1457,62.09,0.987,normal,0.00081793,0.0034,False,adhesive_wear,none,A_healthy,0.0577,0.0237,1.0,,208.02,153.81,15178.06,11614.32,7549.31,15679.34,lstm_sequence,3563.74,3556.67,2258.0,0.0,0.0001,0.0014,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2021-12-15T16:06:03,2022-06-03T01:06:52,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,3267.95,649.15,45.84,41242.75,11.21,99.973,84.799,1505.6,1.26,3.68,126,False,False,variable_mild,60.18,93.43,33,1,0,0,gas_compressed_air,none,61.37,45.97,1.363,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-18T21:05:17,34,957.09,957.09,2.94,13.145,4.471,3.143,,,59.7,57.9,,18.63,39.27,44.74,14/12/10,93.4,0.444,16.9,3.8,,,,,68.26,28.126,91.03,65.88,,0.142,0.0174,75.59,0.9921,normal,-0.0015711,0.0737,False,adhesive_wear,none,A_healthy,0.0594,0.0071,1.0,,253.09,142.06,15149.91,15756.53,10241.74,21271.31,xgboost_gradient,-606.62,544.26,2258.0,0.0,0.0001,0.0014,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-13T03:21:06,2022-10-28T22:08:10,mixed,False,specialist,False,84.0,,,none,none,12983.06,6807032.09,2293.81,649.15,52.41,41242.75,11.37,99.972,82.479,1505.6,1.26,1.905,126,False,False,variable_mild,83.91,82.34,34,2,0,0,oil_process,none,53.96,9.98,0.539,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-20T01:14:15,35,985.24,985.24,3.322,13.699,4.123,3.332,,,61.74,54.69,,18.63,36.05,44.79,14/12/10,195.9,0.361,75.7,12.0,,,,,65.69,25.018,89.96,64.03,,0.144,0.0772,4.54,0.9834,normal,0.0007271,0.0,False,adhesive_wear,none,A_healthy,0.0612,0.0226,1.0,,244.15,137.35,15121.76,16559.81,10763.88,22355.74,particle_filter,-1438.05,1602.5,2258.0,0.0,0.0001,0.0014,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-31T01:08:33,2022-11-27T13:04:33,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4255.74,649.15,47.61,41242.75,12.85,99.969,87.616,1505.6,1.26,6.433,126,False,False,variable_mild,73.1,86.42,35,2,0,0,water,none,88.51,90.84,3.179,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-21T05:23:14,36,1013.39,1013.39,3.04,8.518,2.802,2.94,,,63.15,51.1,,18.63,32.47,46.49,13/11/9,90.4,0.341,21.5,6.3,,,,,65.99,27.672,89.28,61.44,,0.102,0.066,74.3,0.9956,normal,-0.00058624,0.0,False,adhesive_wear,none,A_healthy,0.0629,0.0091,1.0,,50.37,156.25,15093.61,16357.89,10632.63,22083.16,lstm_sequence,-1264.28,1510.47,2258.0,0.0,0.0001,0.0014,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-28T00:20:03,2022-11-21T13:35:49,mixed,False,apprentice,False,7.0,,,none,none,12983.06,6807032.09,2312.14,649.15,44.29,41242.75,10.04,99.976,81.569,1505.6,1.26,3.024,126,False,False,variable_mild,59.91,74.65,36,2,0,0,water,particulate_mild,21.89,2.68,4.993,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-22T09:32:13,37,1041.54,1041.54,3.153,10.621,3.369,3.641,,,56.86,55.38,,18.63,36.75,43.79,14/12/10,89.3,0.424,38.4,5.6,,,,,67.31,26.995,90.96,66.97,,0.729,0.0053,224.57,0.9775,normal,-0.00257224,0.0,False,adhesive_wear,none,A_healthy,0.0647,0.0123,1.0,,322.0,133.97,15065.46,17529.37,11394.09,23664.66,xgboost_gradient,-2463.91,2454.01,2258.0,0.0,0.0001,0.0015,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-22T14:13:27,2023-01-03T05:30:19,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3748.35,649.15,39.73,41242.75,9.01,99.978,89.689,1505.6,1.26,6.794,126,False,False,variable_mild,74.7,84.16,37,2,2,0,none,none,30.48,231.61,6.69,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-23T13:41:12,38,1069.69,1069.69,3.005,10.494,3.493,3.129,,,66.05,54.51,,18.63,35.88,44.38,14/12/10,171.4,0.396,33.7,5.1,,,,,67.3,27.416,89.68,65.55,,0.455,0.0067,30.14,0.9681,normal,-0.00377768,0.0085,False,adhesive_wear,none,A_healthy,0.0664,0.0,1.0,,501.18,153.52,15037.31,16221.02,10543.67,21898.38,xgboost_gradient,-1183.71,1261.84,2258.0,0.0,0.0001,0.0015,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-03-27T12:11:55,2022-11-19T01:33:25,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,5795.13,649.15,39.29,41242.75,8.88,99.978,84.788,1505.6,1.26,4.835,126,False,False,variable_mild,68.49,91.45,38,1,0,0,gas_compressed_air,chemical_contamination,32.06,38.58,0.605,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-24T17:50:10,39,1097.84,1097.84,2.595,10.764,4.148,3.263,,,64.33,46.16,,18.63,27.53,46.54,14/12/10,69.9,0.351,41.5,10.1,,,,,67.86,25.99,90.07,64.57,,0.152,0.0618,132.22,0.989,normal,-0.00063538,0.0,False,adhesive_wear,none,A_healthy,0.0682,0.0208,1.0,,321.96,156.34,15009.16,17614.1,11449.17,23779.04,lstm_sequence,-2604.94,2906.5,2258.0,0.0,0.0001,0.0015,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-26T16:53:15,2023-01-08T13:49:24,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,4167.59,649.15,40.8,41242.75,24.14,99.942,79.655,1505.6,1.26,7.253,126,False,False,variable_mild,63.58,86.97,39,3,0,0,oil_hydraulic,none,46.8,49.53,0.173,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-25T21:59:09,40,1125.99,1125.99,2.735,11.65,4.26,2.59,,,56.61,51.56,,18.63,32.93,46.97,14/12/10,144.2,0.4,72.2,12.6,,,,,68.07,26.745,89.51,64.67,,0.557,0.0235,184.97,0.9678,normal,-0.00311973,0.0517,False,adhesive_wear,none,A_healthy,0.0699,0.0122,1.0,,351.5,143.86,14981.01,17030.03,11069.52,22990.54,lstm_sequence,-2049.02,2335.31,2258.0,0.0,0.0001,0.0016,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-15T17:00:09,2022-12-20T01:30:51,mixed,False,oem_certified,True,,,,none,none,12983.06,6807032.09,4915.24,649.15,49.72,41242.75,22.19,99.946,80.764,1505.6,1.26,5.238,126,False,False,variable_mild,64.18,104.61,40,4,0,1,oil_hydraulic,none,78.81,8.43,1.158,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-27T02:08:08,41,1154.14,1154.14,3.15,14.18,4.502,3.042,,,57.26,52.41,,18.63,33.78,45.94,14/12/10,128.3,0.397,37.3,10.2,,,,,66.54,26.86,90.18,65.96,,0.405,0.0739,105.36,0.9836,normal,-0.00239992,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0717,0.009,1.0,,291.56,146.41,14952.86,12120.85,7878.55,16363.15,particle_filter,2832.01,2697.78,2258.0,0.0,0.0001,0.0016,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-04T14:33:41,2022-06-30T08:51:34,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,2657.2,649.15,24.12,41242.75,7.94,99.981,85.732,1505.6,1.26,3.332,126,False,False,variable_mild,69.96,79.31,41,3,0,0,steam,particulate_mild,21.52,200.25,0.881,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-28T06:17:07,42,1182.29,1182.29,2.786,12.401,4.451,2.95,,,62.79,49.33,,18.63,30.7,44.66,13/11/9,86.0,0.753,17.2,1.9,,,,,68.47,26.667,88.75,64.26,,0.082,0.0989,35.21,1.0,normal,0.00450822,0.0107,False,adhesive_wear,none,A_healthy,0.0734,0.0158,1.0,,96.09,157.74,14924.71,12588.59,8182.58,16994.59,lstm_sequence,2336.13,1992.8,2258.0,0.0,0.0001,0.0016,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-15T12:34:46,2022-07-18T02:35:07,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3647.44,649.15,57.16,41242.75,9.11,99.978,80.267,1505.6,1.26,2.4,126,False,False,variable_mild,62.97,86.41,42,2,0,0,water,particulate_mild,76.94,48.43,2.538,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-29T10:26:05,43,1210.43,1210.43,2.704,11.676,4.318,2.836,,,64.13,56.39,,18.63,37.76,47.62,14/12/10,133.1,0.369,24.1,7.1,,,,,67.46,26.385,91.13,64.79,,1.004,0.0038,180.98,0.9846,normal,0.00330981,0.0428,False,adhesive_wear,none,A_healthy,0.0751,0.0301,1.0,,186.11,158.82,14896.57,12762.13,8295.39,17228.88,weibull_regression,2134.43,2413.56,2258.0,0.0,0.0001,0.0017,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-01-20T07:30:01,2022-07-25T10:14:46,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3780.86,649.15,56.28,41242.75,12.9,99.969,77.932,1505.6,1.26,5.025,126,False,False,variable_mild,75.29,91.32,43,2,0,0,oil_process,chemical_contamination,55.57,104.55,0.475,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-04-30T14:35:04,44,1238.58,1238.58,3.029,11.832,3.906,3.001,,,55.17,52.56,,18.63,33.93,41.81,14/12/10,138.6,0.41,24.3,5.2,,,,,69.24,28.705,91.07,65.68,,0.573,0.0103,105.94,0.9732,normal,-0.00314831,0.0,False,adhesive_wear,none,A_healthy,0.0769,0.0049,1.0,,368.66,141.87,14868.42,16242.48,10557.61,21927.34,weibull_regression,-1374.06,1128.19,2258.0,0.0,0.0001,0.0017,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-03T23:49:21,2022-11-26T20:41:20,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,2381.8,649.15,34.11,41242.75,4.92,99.988,87.443,1505.6,1.26,6.592,126,False,False,variable_mild,65.25,87.1,44,2,0,0,oil_process,chemical_contamination,45.28,16.38,1.262,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-01T18:44:03,45,1266.73,1266.73,2.723,10.402,3.82,3.329,,,61.15,49.78,,18.63,31.15,47.09,14/12/10,89.4,0.572,33.4,10.0,,,,,67.71,27.114,91.03,66.81,,1.467,0.0506,36.52,0.9771,normal,0.00185507,0.0109,False,adhesive_wear,none,A_healthy,0.0786,0.0207,1.0,,601.76,135.58,14840.27,16174.92,10513.7,21836.15,kalman_filter,-1334.66,1265.58,2258.0,0.0,0.0001,0.0017,3.022,34072.0,1.0,1e-06,False,none,none,,,,,,2022-04-03T18:11:46,2022-11-25T15:25:10,mixed,False,specialist,False,21.0,,,none,none,12983.06,6807032.09,5819.35,649.15,29.71,41242.75,9.54,99.977,86.401,1505.6,1.26,4.216,126,False,False,variable_mild,64.71,82.21,45,1,0,0,none,none,57.54,33.37,0.313,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-02T22:53:02,46,1294.88,1294.88,2.95,11.799,3.999,3.517,,,61.16,45.26,,18.63,26.62,45.1,13/11/9,64.6,0.388,37.1,5.5,,,,,68.95,26.814,89.62,65.05,,0.075,0.0567,226.49,0.9959,normal,0.00245859,0.0,False,adhesive_wear,none,A_healthy,0.0804,0.0072,1.0,,101.34,170.02,14812.12,16149.7,10497.31,21802.1,xgboost_gradient,-1337.59,1093.09,2258.0,0.0,0.0001,0.0018,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-04T09:44:07,2022-11-25T22:07:53,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,5559.48,649.15,52.93,41242.75,10.46,99.975,82.658,1505.6,1.26,1.042,126,False,False,variable_mild,60.23,71.99,46,1,0,1,water,none,25.53,103.12,2.587,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-04T03:02:00,47,1323.03,1323.03,2.689,10.398,3.867,3.096,,,60.68,49.85,,18.63,31.21,46.24,13/11/9,97.3,0.336,31.9,7.4,,,,,66.5,25.491,88.02,64.06,,0.363,0.0337,140.41,0.988,normal,-0.00240471,0.0353,False,adhesive_wear,none,A_healthy,0.0821,0.0323,1.0,,199.19,150.59,14783.97,12084.09,7854.66,16313.53,kalman_filter,2699.87,2460.35,2258.0,0.0,0.0001,0.0018,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-01-10T21:04:50,2022-07-06T02:30:48,mixed,False,journeyman,False,26.0,,,none,none,12983.06,6807032.09,4009.06,649.15,22.52,41242.75,9.07,99.978,82.311,1505.6,1.26,6.081,126,False,False,variable_mild,74.46,75.42,47,4,0,0,water,particulate_mild,27.68,2.41,0.466,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-05T07:10:59,48,1351.18,1351.18,3.444,13.079,3.798,2.655,,,62.81,53.68,,18.63,35.05,42.65,14/12/10,127.0,0.65,27.2,3.1,,,,,65.61,26.544,90.11,63.61,,0.663,0.0059,17.37,0.9556,normal,-0.00579994,0.0,False,adhesive_wear,none,A_healthy,0.0839,0.024,1.0,,632.83,139.91,14755.82,17399.95,11309.97,23489.93,lstm_sequence,-2644.13,2616.52,2258.0,0.0,0.0002,0.0018,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-05-02T19:09:27,2023-01-11T13:08:22,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,5996.84,649.15,46.61,41242.75,15.34,99.963,83.269,1505.6,1.26,7.003,126,False,False,variable_mild,65.49,78.72,48,3,0,0,water,none,72.26,1.99,0.698,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-06T11:19:58,49,1379.33,1379.33,2.979,12.779,4.29,2.802,,,59.09,56.21,,18.63,37.58,45.65,14/12/10,79.3,0.339,55.0,8.8,,,,,68.24,26.574,87.41,64.19,,0.997,0.1071,96.04,0.9863,normal,0.00261156,0.0229,False,adhesive_wear,none,A_healthy,0.0856,0.0312,1.0,,250.99,158.75,14727.67,17134.3,11137.29,23131.3,lstm_sequence,-2406.63,2505.1,2258.0,0.0,0.0002,0.0019,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-28T10:28:56,2023-01-03T07:29:14,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,5852.55,649.15,28.71,41242.75,23.96,99.942,81.702,1505.6,1.26,3.776,126,False,False,variable_mild,65.36,89.24,49,4,0,0,water,none,89.84,128.74,2.661,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-07T15:28:56,50,1407.48,1407.48,3.034,11.366,3.746,3.208,,,59.5,52.54,,18.63,33.91,49.46,13/11/9,69.7,0.373,32.6,3.4,,,,,68.42,26.747,88.38,70.56,,0.674,0.011,66.49,0.9782,normal,0.0002209,0.021,False,adhesive_wear,none,A_healthy,0.0874,0.0299,1.0,,218.17,153.82,14699.52,13922.12,9049.38,18794.87,weibull_regression,777.39,908.03,2258.0,0.0,0.0002,0.0019,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-02-21T16:32:40,2022-09-12T17:17:16,mixed,False,master_technician,False,57.0,,,none,none,12983.06,6807032.09,2634.3,649.15,57.13,41242.75,26.76,99.935,83.764,1505.6,1.26,4.91,126,False,False,variable_mild,75.42,72.21,50,2,0,0,oil_process,particulate_mild,30.35,0.52,2.785,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-08T19:37:55,51,1435.63,1435.63,2.953,10.722,3.631,3.309,,,64.51,53.57,,18.63,34.94,46.9,13/11/9,67.6,0.451,22.1,4.1,,,,,67.74,26.351,88.86,63.99,,2.152,0.0047,165.89,0.9914,normal,-0.00089096,0.0138,False,adhesive_wear,fretting_corrosion,A_healthy,0.0891,0.0388,1.0,,183.27,150.36,14671.37,13380.83,8697.54,18064.12,physics_informed_nn,1290.54,1485.97,2258.0,0.0,0.0002,0.0019,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-02-11T14:02:48,2022-08-25T17:20:13,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4800.78,649.15,29.7,41242.75,10.63,99.974,82.415,1505.6,1.26,5.152,126,False,False,variable_mild,71.58,87.38,51,2,0,1,gas_compressed_air,none,71.15,72.0,3.431,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-09T23:46:54,51,1463.78,1463.78,3.171,10.0,3.153,2.703,,,67.73,49.72,,18.63,31.08,44.18,13/11/9,85.9,0.658,42.6,7.1,,,,,66.95,27.334,86.68,65.95,,1.001,0.0206,31.03,0.9739,normal,-0.00281509,0.0,False,adhesive_wear,erosion,A_healthy,0.0909,0.0282,1.0,,309.19,160.4,14643.22,16384.91,10650.19,22119.63,lstm_sequence,-1741.69,1763.37,2258.0,0.0,0.0002,0.002,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-16T08:14:08,2022-12-11T06:57:12,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3214.97,649.15,49.8,41242.75,19.65,99.952,82.638,1505.6,1.26,3.082,126,False,False,variable_mild,71.27,78.22,51,3,0,1,oil_process,chemical_contamination,59.07,8.42,2.756,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-11T03:55:53,52,1491.93,1491.93,2.756,12.569,4.56,2.976,,,59.31,50.89,,18.63,32.26,45.83,14/12/10,133.0,0.468,33.8,3.9,,,,,68.98,26.27,88.1,64.09,,0.429,0.223,8.23,0.9774,normal,0.00435289,0.003,False,adhesive_wear,none,A_healthy,0.0926,0.0401,1.0,,242.98,146.19,14615.07,16679.75,10841.83,22517.66,kalman_filter,-2064.68,2345.14,2258.0,0.0,0.0002,0.002,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-23T15:48:15,2022-12-22T21:42:54,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,2758.84,649.15,52.6,41242.75,17.24,99.958,89.1,1505.6,1.26,3.833,126,False,False,variable_mild,66.95,94.98,52,1,0,0,steam,none,79.8,31.61,0.539,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-12T08:04:51,53,1520.08,1520.08,3.004,11.447,3.81,2.787,,,60.21,55.08,,18.63,36.44,47.66,14/12/10,85.3,0.404,38.5,6.9,,,,,68.01,28.448,87.5,64.32,,0.773,0.1123,11.15,0.9699,normal,-0.00327552,0.0464,False,adhesive_wear,none,A_healthy,0.0944,0.0231,1.0,,315.99,155.57,14586.92,12152.79,7899.31,16406.26,weibull_regression,2434.13,3030.82,2258.0,0.0,0.0002,0.002,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-01-20T12:28:26,2022-07-16T17:56:56,mixed,False,oem_certified,True,,,,none,none,12983.06,6807032.09,2155.43,649.15,30.16,41242.75,21.66,99.948,82.509,1505.6,1.26,6.093,126,False,False,variable_mild,73.02,85.96,53,2,1,0,water,none,79.81,37.7,1.557,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-13T12:13:50,54,1548.23,1548.23,2.698,7.831,2.902,2.664,,,61.9,50.17,,18.63,31.54,46.17,13/11/9,105.2,0.396,26.6,7.4,,,,,69.24,28.04,88.73,62.68,,0.193,0.0546,101.83,0.9866,normal,0.00167788,0.0,False,adhesive_wear,none,A_healthy,0.0961,0.0184,1.0,,236.55,151.76,14558.77,13463.25,8751.11,18175.39,physics_informed_nn,1095.52,1011.16,2258.0,0.0,0.0002,0.0021,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-02-17T23:51:23,2022-09-02T07:59:41,mixed,False,master_technician,False,53.0,,,none,none,12983.06,6807032.09,6356.71,649.15,45.52,41242.75,10.02,99.976,84.818,1505.6,1.26,4.689,126,False,False,variable_mild,64.98,85.33,54,5,0,0,oil_process,none,61.05,65.96,10.221,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-14T16:22:49,55,1576.38,1576.38,3.049,8.941,2.933,3.492,,,58.71,48.34,,18.63,29.71,47.34,13/11/9,74.5,0.466,38.0,9.3,,,,,69.26,28.837,89.52,63.12,,0.204,0.0416,178.71,0.9844,normal,-0.00140987,0.0,False,adhesive_wear,none,A_healthy,0.0979,0.0174,1.0,,256.61,137.06,14530.62,13106.23,8519.05,17693.42,particle_filter,1424.39,1658.5,2258.0,0.0,0.0002,0.0021,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-02-11T17:29:51,2022-08-21T20:40:46,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,3666.3,649.15,27.39,41242.75,5.63,99.986,83.787,1505.6,1.26,3.29,126,False,False,variable_mild,62.83,75.57,55,4,0,0,steam,none,63.52,84.43,2.51,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-15T20:31:48,56,1604.53,1604.53,2.57,7.168,2.789,2.812,,,57.63,50.52,,18.63,31.89,45.42,13/11/9,86.3,0.349,66.8,11.7,,,,,68.43,28.516,90.12,65.03,,0.795,0.0101,2.89,0.9826,normal,0.00173391,0.0106,False,adhesive_wear,none,A_healthy,0.0996,0.0321,1.0,,229.83,144.69,14502.47,16007.87,10405.11,21610.62,physics_informed_nn,-1505.4,1351.09,2258.0,0.0001,0.0002,0.0021,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-14T08:27:47,2022-12-03T19:12:59,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3801.24,649.15,32.77,41242.75,9.08,99.978,83.697,1505.6,1.26,7.506,126,False,False,variable_mild,69.84,101.39,56,5,0,0,oil_hydraulic,none,63.28,34.99,0.928,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-17T00:40:46,57,1632.68,1632.68,2.939,9.139,3.11,2.574,,,66.82,50.69,,18.63,32.05,46.12,14/12/10,72.5,0.39,30.4,7.6,,,,,68.59,26.436,89.7,65.19,,0.404,0.0775,99.97,0.9895,normal,0.00241716,0.0,False,adhesive_wear,none,A_healthy,0.1014,0.059,1.0,,169.56,141.35,14474.32,16059.57,10438.72,21680.42,physics_informed_nn,-1585.25,1368.62,2258.0,0.0001,0.0002,0.0022,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-16T14:27:55,2022-12-06T19:18:54,mixed,False,apprentice,False,68.0,,,none,none,12983.06,6807032.09,6168.37,649.15,38.79,41242.75,10.49,99.975,90.78,1505.6,1.26,1.566,126,False,False,variable_mild,54.58,93.93,57,4,0,0,oil_hydraulic,none,31.17,56.36,1.624,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-18T04:49:45,58,1660.83,1660.83,2.919,11.919,4.084,3.194,,,65.64,51.15,,18.63,32.52,41.66,14/12/10,100.5,0.459,30.7,4.7,,,,,68.22,26.077,88.33,64.64,,0.747,0.0182,86.44,0.9597,normal,-0.00203204,0.0323,False,adhesive_wear,none,A_healthy,0.1031,0.0423,1.0,,449.86,135.66,14446.17,12518.63,8137.11,16900.15,xgboost_gradient,1927.54,1991.98,2258.0,0.0001,0.0002,0.0022,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-02-03T00:08:37,2022-08-04T13:39:49,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,6121.76,649.15,44.16,41242.75,29.98,99.927,83.965,1505.6,1.26,6.48,126,False,False,variable_mild,66.1,94.34,58,5,1,0,steam,none,45.28,75.0,4.102,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-19T08:58:44,59,1688.98,1688.98,3.236,9.841,3.041,2.722,,,60.45,50.54,,18.63,31.91,46.51,14/12/10,78.7,0.386,45.7,8.5,,,,,67.51,26.725,90.53,63.42,,0.206,0.1293,44.48,0.985,normal,-0.00031393,0.0,False,adhesive_wear,none,A_healthy,0.1049,0.0499,1.0,,185.88,141.32,14418.02,12330.43,8014.78,16646.08,lstm_sequence,2087.59,2275.24,2258.0,0.0001,0.0002,0.0023,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-01-31T06:11:35,2022-07-30T01:50:34,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,4036.95,649.15,58.58,41242.75,14.96,99.964,86.742,1505.6,1.26,1.254,126,False,False,variable_mild,68.27,86.69,59,3,0,2,none,chemical_contamination,50.08,117.83,0.171,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-20T13:07:43,60,1717.13,1717.13,3.062,11.41,3.727,2.416,,,62.09,50.35,,18.63,31.72,47.04,14/12/10,75.0,0.476,29.6,7.8,,,,,70.44,28.246,87.14,65.09,,0.383,0.055,246.02,0.9699,normal,-0.00289178,0.0,False,adhesive_wear,none,A_healthy,0.1066,0.0428,1.0,,436.46,138.2,14389.87,12019.04,7812.38,16225.7,physics_informed_nn,2370.83,2711.01,2258.0,0.0001,0.0002,0.0023,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-01-25T22:38:55,2022-07-20T05:18:46,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,2111.91,649.15,40.26,41242.75,33.8,99.918,87.012,1505.6,1.26,6.74,126,False,False,variable_mild,62.21,96.22,60,6,0,0,steam,none,75.69,8.66,0.242,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-21T17:16:41,61,1745.28,1745.28,3.737,12.665,3.389,2.881,,,64.33,50.21,,18.63,31.58,46.47,14/12/10,93.1,0.555,88.3,19.3,,,,,67.7,27.515,89.36,64.05,,0.153,0.0023,42.58,0.9956,normal,0.00260676,0.0328,False,adhesive_wear,adhesive_wear,A_healthy,0.1084,0.0351,1.0,,153.43,163.05,14361.72,16391.07,10654.2,22127.95,kalman_filter,-2029.35,2012.45,2258.0,0.0001,0.0002,0.0023,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-28T04:48:50,2022-12-23T05:41:20,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,5141.36,649.15,20.25,41242.75,7.32,99.982,82.609,1505.6,1.26,3.603,126,False,False,variable_mild,73.2,79.28,61,2,0,0,gas_compressed_air,particulate_mild,25.37,96.19,1.699,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-22T21:25:40,62,1773.43,1773.43,3.171,12.789,4.033,2.812,,,65.01,49.12,,18.63,30.48,44.19,15/13/11,132.2,0.48,47.8,12.3,,,,,68.96,26.708,89.89,65.48,,0.749,0.0121,557.39,0.9819,normal,-0.00151922,0.0139,False,adhesive_wear,abrasive_wear,A_healthy,0.1101,0.0418,1.0,,288.1,152.23,14333.57,16042.34,10427.52,21657.16,lstm_sequence,-1708.77,1872.9,2258.0,0.0001,0.0002,0.0024,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-22T02:35:49,2022-12-12T01:24:55,mixed,False,specialist,False,41.0,,,none,none,12983.06,6807032.09,3704.39,649.15,53.52,41242.75,16.78,99.959,87.432,1505.6,1.26,2.837,126,False,False,variable_mild,67.08,81.9,62,2,0,0,oil_hydraulic,none,54.56,31.05,3.153,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-24T01:34:39,63,1801.58,1801.58,3.005,9.865,3.283,2.497,,,53.69,47.61,,18.63,28.97,46.23,13/11/9,79.2,0.512,84.5,10.1,,,,,67.76,27.715,90.21,67.18,,0.221,0.0684,239.19,0.9726,normal,0.00256126,0.0718,False,adhesive_wear,none,A_healthy,0.1119,0.0296,1.0,,294.9,141.25,14305.42,15054.08,9785.15,20323.01,lstm_sequence,-748.66,896.54,2258.0,0.0001,0.0002,0.0024,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-04-02T16:37:03,2022-11-08T05:32:43,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,2298.08,649.15,58.64,41242.75,8.26,99.98,79.614,1505.6,1.26,1.825,126,False,False,variable_mild,62.97,92.63,63,6,2,0,oil_process,none,34.82,143.84,0.641,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-25T05:43:38,64,1829.73,1829.73,2.627,11.6,4.416,2.641,,,62.34,54.05,,18.63,35.42,48.22,13/11/9,147.5,0.384,46.1,9.3,,,,,66.05,26.926,89.16,63.73,,0.266,0.0914,185.61,0.9761,normal,-0.00179104,0.0078,False,adhesive_wear,none,A_healthy,0.1136,0.0424,1.0,,352.86,153.19,14277.27,12566.5,8168.22,16964.77,weibull_regression,1710.77,1848.2,2258.0,0.0001,0.0003,0.0024,3.022,34072.0,0.9999,1e-06,False,none,none,,,,,,2022-02-11T00:58:35,2022-08-13T07:15:03,mixed,False,specialist,False,44.0,,,none,none,12983.06,6807032.09,3774.5,649.15,57.86,41242.75,10.43,99.975,87.131,1505.6,1.26,6.98,126,False,False,variable_mild,63.83,83.69,64,1,0,0,water,particulate_mild,61.95,0.15,1.199,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-26T09:52:36,65,1857.88,1857.88,2.939,9.13,3.106,3.254,,,61.74,49.86,,18.63,31.23,44.22,14/12/10,95.6,0.582,48.6,8.4,,,,,70.75,28.877,87.75,63.38,,1.908,0.0286,177.33,0.9542,normal,-0.0031481,0.025,False,adhesive_wear,none,A_healthy,0.1153,0.0548,1.0,,465.14,149.15,14249.12,15796.83,10267.94,21325.72,xgboost_gradient,-1547.71,1330.87,2258.0,0.0001,0.0003,0.0025,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-04-20T12:17:29,2022-12-06T21:10:54,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,3176.71,649.15,49.19,41242.75,15.6,99.962,89.002,1505.6,1.26,6.436,126,False,False,variable_mild,65.09,92.48,65,6,0,0,gas_compressed_air,particulate_mild,45.4,85.64,1.766,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-27T14:01:35,66,1886.03,1886.03,3.152,10.946,3.472,2.895,,,62.54,56.11,,18.63,37.48,46.13,14/12/10,78.5,0.463,49.9,6.0,,,,,67.59,26.826,90.51,66.18,,1.189,0.0721,208.86,0.9733,normal,-0.00445369,0.0519,False,adhesive_wear,none,A_healthy,0.1171,0.0264,1.0,,282.75,146.06,14220.97,17015.42,11060.02,22970.82,lstm_sequence,-2794.45,3414.59,2258.0,0.0001,0.0003,0.0025,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-05-17T01:44:11,2023-01-20T05:08:01,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,6206.66,649.15,58.94,41242.75,6.1,99.985,84.684,1505.6,1.26,5.737,126,False,False,variable_mild,73.86,80.02,66,6,0,1,steam,particulate_mild,61.65,52.02,3.867,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-28T18:10:34,67,1914.18,1914.18,3.012,8.934,2.966,2.773,,,58.92,50.64,,18.63,32.0,44.97,15/13/11,82.3,0.455,70.1,10.6,,,,,68.6,27.409,88.73,66.41,,0.402,0.0358,328.3,0.9607,normal,-0.00423597,0.0139,False,adhesive_wear,none,A_healthy,0.1188,0.0357,1.0,,532.17,136.03,14192.82,11934.69,7757.55,16111.83,lstm_sequence,2258.14,1884.98,2258.0,0.0001,0.0003,0.0026,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-02-01T09:31:12,2022-07-25T10:39:39,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,5484.79,649.15,59.0,41242.75,6.36,99.985,82.892,1505.6,1.26,7.572,126,False,False,variable_mild,63.1,79.38,67,4,0,0,steam,none,49.21,88.75,0.719,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-29T22:19:33,68,1942.33,1942.33,2.986,7.668,2.568,2.698,,,65.6,50.33,,18.63,31.7,45.44,13/11/9,130.7,0.702,36.0,4.0,,,,,67.99,27.528,89.52,68.39,,3.459,0.0261,286.79,0.959,normal,-0.0027159,0.01,False,adhesive_wear,electrical_pitting,A_healthy,0.1206,0.0497,1.0,,445.51,153.1,14164.67,12862.51,8360.63,17364.39,lstm_sequence,1302.16,1478.58,2258.0,0.0001,0.0003,0.0026,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-02-21T21:34:51,2022-08-28T11:27:34,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,3075.94,649.15,30.89,41242.75,26.32,99.936,81.337,1505.6,1.26,5.082,126,False,False,variable_mild,72.61,78.09,68,2,0,1,water,chemical_contamination,75.18,133.16,1.068,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-05-31T02:28:31,69,1970.48,1970.48,3.228,10.581,3.278,2.977,,,55.78,53.82,,18.63,35.19,43.86,14/12/10,112.1,0.365,55.5,16.0,,,,,68.86,26.665,88.43,63.4,,0.504,0.0086,191.05,0.9797,normal,0.00072865,0.0252,False,adhesive_wear,none,A_healthy,0.1223,0.0404,1.0,,225.13,150.35,14136.52,11366.74,7388.38,15345.1,lstm_sequence,2769.78,3154.93,2258.0,0.0001,0.0003,0.0026,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-01-22T21:50:48,2022-07-07T16:12:23,mixed,False,apprentice,True,,,,none,none,12983.06,6807032.09,2889.37,649.15,22.26,41242.75,28.2,99.932,84.066,1505.6,1.26,6.106,126,False,False,variable_mild,68.55,81.3,69,3,1,0,gas_compressed_air,none,87.23,175.62,0.969,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-01T06:37:30,70,1998.63,1998.63,2.767,7.512,2.715,2.3,,,56.48,51.85,,18.63,33.22,46.12,13/11/9,115.4,0.402,36.3,4.1,,,,,66.84,26.696,88.66,62.62,,0.682,0.0372,142.07,0.9901,normal,0.0071774,0.0,False,adhesive_wear,none,A_healthy,0.1241,0.0444,1.0,,162.01,148.68,14108.37,15555.0,10110.75,20999.25,xgboost_gradient,-1446.63,1412.43,2258.0,0.0001,0.0003,0.0027,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-04-21T08:07:32,2022-12-04T04:22:33,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,5787.52,649.15,51.5,41242.75,14.02,99.966,85.697,1505.6,1.26,1.738,126,False,False,variable_mild,68.56,88.14,70,4,0,0,oil_hydraulic,none,83.03,199.55,0.831,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-02T10:46:29,71,2026.77,2026.77,3.16,8.119,2.57,3.214,,,60.02,53.93,,18.63,35.3,44.7,13/11/9,100.6,0.383,78.0,20.3,,,,,67.4,26.543,90.21,65.64,,0.381,0.0861,40.78,0.9783,normal,0.00099833,0.0077,False,adhesive_wear,none,A_healthy,0.1258,0.056,1.0,,237.45,153.66,14080.23,14920.04,9698.03,20142.05,lstm_sequence,-839.82,1047.19,2258.0,0.0001,0.0003,0.0027,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-04-09T06:47:42,2022-11-12T20:48:32,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3853.69,649.15,32.52,41242.75,6.42,99.984,79.363,1505.6,1.26,5.751,126,False,False,variable_mild,72.2,91.81,71,2,0,0,oil_hydraulic,none,66.22,139.29,3.215,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-03T14:55:27,72,2054.92,2054.92,2.949,12.752,4.325,3.065,,,67.69,55.66,,18.63,37.03,45.42,14/12/10,157.0,0.433,67.1,18.9,,,,,68.3,28.655,87.82,63.3,,0.29,0.007,110.05,0.9711,normal,0.00207543,0.0576,False,adhesive_wear,none,A_healthy,0.1276,0.0659,1.0,,377.11,144.6,14052.08,11328.95,7363.82,15294.08,kalman_filter,2723.13,3352.99,2258.0,0.0001,0.0003,0.0028,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-01-25T15:23:53,2022-07-09T20:31:47,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,4889.69,649.15,22.66,41242.75,4.3,99.99,84.041,1505.6,1.26,5.93,126,False,False,variable_mild,70.69,83.97,72,5,0,1,steam,none,47.01,3.86,0.286,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-04T19:04:26,73,2083.07,2083.07,3.211,9.109,2.837,2.96,,,60.97,50.3,,18.63,31.67,46.73,15/13/11,73.7,0.547,32.9,7.7,,,,,68.16,27.048,88.63,64.21,,0.231,0.0071,45.72,0.9762,normal,0.00343891,0.0683,False,adhesive_wear,none,A_healthy,0.1293,0.0524,1.0,,384.33,151.44,14023.93,14937.82,9709.58,20166.06,physics_informed_nn,-913.89,773.13,2258.0,0.0001,0.0003,0.0028,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-04-11T23:59:03,2022-11-15T20:13:16,mixed,False,journeyman,False,73.0,,,none,none,12983.06,6807032.09,5434.58,649.15,56.9,41242.75,14.98,99.964,79.674,1505.6,1.26,5.426,126,False,False,variable_mild,65.69,85.66,73,4,0,0,water,none,23.15,4.42,2.979,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-05T23:13:25,74,2111.22,2111.22,3.22,9.784,3.038,3.246,,,57.13,51.41,,18.63,32.78,45.6,14/12/10,120.5,0.547,41.2,8.6,,,,,68.41,28.434,90.19,64.71,,1.348,0.0934,125.89,0.9454,normal,-0.00685661,0.0391,False,adhesive_wear,contamination,A_healthy,0.1311,0.0503,1.0,,572.77,137.69,13995.78,11336.22,7368.54,15303.89,lstm_sequence,2659.56,2436.59,2258.0,0.0001,0.0003,0.0029,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-01-28T03:19:54,2022-07-12T11:00:27,mixed,False,journeyman,False,58.0,,,none,none,12983.06,6807032.09,5788.25,649.15,48.41,41242.75,12.11,99.971,87.475,1505.6,1.26,1.45,126,False,False,variable_mild,67.62,59.27,74,8,0,1,oil_hydraulic,particulate_severe,41.65,24.91,0.517,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-07T03:22:24,75,2139.37,2139.37,2.808,8.215,2.926,2.81,,,59.7,50.92,,18.63,32.29,42.25,14/12/10,139.5,0.49,35.6,9.9,,,,,68.52,28.499,89.0,67.69,,0.832,0.2106,41.24,0.9716,normal,-0.00369268,0.0142,False,adhesive_wear,none,A_healthy,0.1328,0.0655,1.0,,321.06,148.14,13967.63,12195.6,7927.14,16464.05,physics_informed_nn,1772.03,2214.17,2258.0,0.0001,0.0003,0.0029,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-02-16T05:10:16,2022-08-13T01:37:47,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3324.9,649.15,22.05,41242.75,22.52,99.945,86.121,1505.6,1.26,4.587,126,False,False,variable_mild,66.17,95.32,75,3,0,0,oil_hydraulic,none,62.86,45.52,0.301,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-08T07:31:22,76,2167.52,2167.52,3.031,11.456,3.779,3.12,,,64.62,49.09,,18.63,30.45,45.21,13/11/9,159.8,0.584,68.8,15.5,,,,,66.27,25.797,86.44,63.28,,1.13,0.0086,19.5,0.9514,normal,-0.00537754,0.0103,False,adhesive_wear,misalignment_induced,A_healthy,0.1346,0.0561,1.0,,496.9,159.78,13939.48,16957.68,11022.49,22892.87,weibull_regression,-3018.2,2799.6,2258.0,0.0001,0.0003,0.0029,3.022,34072.0,0.9998,1e-06,False,none,none,,,,,,2022-05-27T14:21:49,2023-01-29T21:33:08,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4498.62,649.15,41.46,41242.75,16.85,99.959,81.545,1505.6,1.26,1.381,126,False,False,variable_mild,58.37,86.54,76,4,1,0,oil_process,particulate_severe,26.38,7.49,0.978,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-09T11:40:21,77,2195.67,2195.67,2.968,11.275,3.799,2.644,,,64.45,51.09,,18.63,32.45,47.79,15/13/11,135.7,0.604,46.9,9.5,,,,,66.69,25.406,89.88,67.2,,0.471,0.0298,92.23,0.9584,normal,-0.00252612,0.0101,False,adhesive_wear,none,A_healthy,0.1363,0.0602,1.0,,862.07,141.29,13911.33,11835.03,7692.77,15977.29,physics_informed_nn,2076.3,2347.93,2258.0,0.0001,0.0003,0.003,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-02-11T01:11:19,2022-08-02T15:27:00,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,5511.55,649.15,37.83,41242.75,10.59,99.974,80.003,1505.6,1.26,1.536,126,False,False,variable_mild,73.03,83.21,77,7,1,0,water,none,86.69,92.29,0.647,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-10T15:49:20,78,2223.82,2223.82,3.136,14.116,4.501,2.615,,,58.85,55.95,,18.63,37.31,44.79,12/10/8,71.8,0.466,64.0,6.5,,,,,68.4,27.533,88.9,68.56,,1.053,0.0217,4.45,0.9766,normal,9.219e-05,0.0537,False,adhesive_wear,erosion,A_healthy,0.1381,0.0676,1.0,,240.08,134.81,13883.18,12105.24,7868.41,16342.08,xgboost_gradient,1777.93,2172.28,2258.0,0.0001,0.0003,0.003,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-02-17T20:26:38,2022-08-13T09:16:45,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,2944.61,649.15,21.86,41242.75,10.5,99.975,86.936,1505.6,1.26,1.983,126,False,False,variable_mild,76.66,79.07,78,6,0,0,water,particulate_mild,34.54,76.26,6.695,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-11T19:58:19,79,2251.97,2251.97,2.703,9.038,3.344,3.382,,,65.38,53.42,,18.63,34.78,44.14,14/12/10,101.6,0.465,75.4,17.7,,,,,69.26,26.609,87.49,63.87,,1.338,0.0401,228.74,0.9597,normal,0.00285019,0.0,False,adhesive_wear,none,A_healthy,0.1398,0.0518,1.0,,540.85,149.3,13855.03,12557.72,8162.52,16952.93,physics_informed_nn,1297.3,1157.88,2258.0,0.0001,0.0004,0.0031,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-02-28T10:50:00,2022-08-30T14:02:11,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,2394.36,649.15,42.75,41242.75,13.52,99.967,82.043,1505.6,1.26,1.616,126,False,False,variable_mild,66.1,87.51,79,3,0,0,oil_hydraulic,none,52.12,7.99,2.732,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-13T00:07:17,80,2280.12,2280.12,3.134,11.732,3.743,2.748,,,60.94,50.5,,18.63,31.87,45.25,13/11/9,92.8,0.447,52.6,11.4,,,,,66.69,27.602,89.19,67.93,,0.344,0.0306,34.76,0.9683,normal,-0.00066937,0.05,False,adhesive_wear,none,A_healthy,0.1416,0.0802,1.0,,360.07,139.85,13826.88,12232.04,7950.83,16513.25,lstm_sequence,1594.84,1402.27,2258.0,0.0001,0.0004,0.0031,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-02-22T20:08:30,2022-08-20T05:21:20,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,4398.39,649.15,24.42,41242.75,12.14,99.971,83.593,1505.6,1.26,7.603,126,False,False,variable_mild,64.41,76.68,80,3,0,0,gas_compressed_air,particulate_mild,29.49,29.48,2.07,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-14T04:16:16,81,2308.27,2308.27,3.499,13.621,3.893,3.061,,,59.87,49.51,,18.63,30.87,45.29,14/12/10,91.7,0.408,76.2,10.0,,,,,68.56,26.329,88.37,65.32,,0.647,0.1195,216.83,0.9733,normal,0.00437024,0.0376,False,adhesive_wear,none,A_healthy,0.1433,0.0431,1.0,,290.05,129.54,13798.73,14796.28,9617.58,19974.98,lstm_sequence,-997.56,1034.15,2258.0,0.0001,0.0004,0.0032,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-04-18T10:24:48,2022-11-20T05:06:46,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,4731.5,649.15,32.49,41242.75,22.08,99.946,83.683,1505.6,1.26,6.662,126,False,False,variable_mild,65.44,79.73,81,5,0,0,none,none,24.4,90.73,1.427,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-15T08:25:15,82,2336.42,2336.42,2.513,10.349,4.119,2.869,,,57.73,50.87,,18.63,32.24,47.42,13/11/9,88.5,0.485,49.1,12.7,,,,,67.4,26.413,89.95,65.85,,0.664,0.0517,486.02,0.9734,normal,0.00299538,0.0,False,adhesive_wear,none,A_healthy,0.1451,0.0642,1.0,,555.35,155.23,13770.58,14920.53,9698.34,20142.71,lstm_sequence,-1149.95,1036.63,2258.0,0.0001,0.0004,0.0032,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-04-22T04:41:06,2022-11-25T18:52:11,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,6363.06,649.15,55.33,41242.75,27.44,99.933,84.559,1505.6,1.26,2.064,126,False,False,variable_mild,63.91,83.94,82,4,0,0,water,particulate_severe,78.02,98.78,2.946,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-16T12:34:14,83,2364.57,2364.57,2.992,10.903,3.644,2.969,,,58.49,53.17,,18.63,34.53,45.78,13/11/9,235.4,0.43,57.2,16.5,,,,,67.19,26.912,89.26,65.71,,0.571,0.031,46.49,0.9508,normal,-0.00515671,0.0,False,adhesive_wear,none,A_healthy,0.1468,0.0438,1.0,,799.0,153.75,13742.43,16292.88,10590.37,21995.39,weibull_regression,-2550.45,2095.08,2258.0,0.0001,0.0004,0.0033,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-05-21T23:00:35,2023-01-14T13:31:02,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,3417.96,649.15,23.2,41242.75,4.85,99.988,80.459,1505.6,1.26,4.528,126,False,False,variable_mild,61.4,87.78,83,9,1,1,oil_process,none,24.96,50.29,0.395,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-17T16:43:12,84,2392.72,2392.72,2.907,7.783,2.677,3.079,,,59.98,52.75,,18.63,34.12,46.95,14/12/10,88.1,0.405,42.6,7.3,,,,,67.62,26.617,88.01,63.1,,0.713,0.0111,38.11,0.975,normal,0.00306936,0.0,False,adhesive_wear,none,A_healthy,0.1486,0.0563,1.0,,386.49,124.48,13714.28,12243.11,7958.02,16528.2,physics_informed_nn,1471.17,1686.61,2258.0,0.0001,0.0004,0.0033,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-02-27T18:16:38,2022-08-25T07:22:02,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,2327.96,649.15,29.01,41242.75,10.01,99.976,90.105,1505.6,1.26,7.538,126,False,False,variable_mild,79.99,82.89,84,7,1,1,oil_process,water_ingress,88.28,28.48,1.118,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-18T20:52:11,85,2420.87,2420.87,2.811,11.351,4.038,3.872,,,61.8,47.05,,18.63,28.42,45.59,15/13/11,100.7,0.407,82.4,12.7,,,,,67.17,27.226,87.9,67.33,,0.515,0.0287,174.38,0.9583,normal,-0.00198607,0.0252,False,adhesive_wear,none,A_healthy,0.1503,0.0691,1.0,,425.84,152.51,13686.13,11511.51,7482.48,15540.54,physics_informed_nn,2174.62,2821.51,2258.0,0.0001,0.0004,0.0034,3.022,34072.0,0.9997,1e-06,False,none,none,,,,,,2022-02-13T16:37:35,2022-07-31T13:39:21,mixed,False,master_technician,False,17.0,,,none,none,12983.06,6807032.09,5687.75,649.15,31.0,41242.75,8.68,99.979,84.13,1505.6,1.26,2.152,126,False,False,variable_mild,66.49,88.13,85,4,0,0,none,none,31.93,21.67,0.35,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-20T01:01:10,86,2449.02,2449.02,3.135,10.227,3.262,3.365,,,67.38,57.33,,18.63,38.7,44.77,14/12/10,91.2,0.52,88.4,16.4,,,,,67.56,26.107,87.62,66.03,,0.801,0.0013,6.37,0.9656,normal,-0.00153784,0.0126,False,adhesive_wear,none,A_healthy,0.152,0.0569,1.0,,415.41,138.63,13657.98,12563.11,8166.02,16960.19,weibull_regression,1094.88,1003.9,2258.0,0.0001,0.0004,0.0034,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-03-08T18:34:19,2022-09-07T23:39:31,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,2105.91,649.15,37.74,41242.75,11.16,99.973,87.16,1505.6,1.26,7.953,126,False,False,variable_mild,81.99,89.32,86,4,1,0,gas_compressed_air,none,73.79,39.14,5.233,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-21T05:10:09,87,2477.17,2477.17,2.741,11.848,4.322,3.052,,,62.11,56.75,,18.63,38.11,44.49,13/11/9,118.6,0.507,70.6,17.3,,,,,67.1,27.577,88.42,62.89,,0.931,0.0143,62.04,0.9519,normal,-0.00430413,0.0,False,adhesive_wear,none,A_healthy,0.1538,0.0549,1.0,,613.72,152.78,13629.83,15101.98,9816.29,20387.67,xgboost_gradient,-1472.15,1642.0,2258.0,0.0001,0.0004,0.0034,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-05-01T20:09:27,2022-12-08T01:50:58,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,1974.21,649.15,58.6,41242.75,4.06,99.99,85.21,1505.6,1.26,2.526,126,False,False,variable_mild,72.45,88.97,87,2,0,0,oil_hydraulic,none,47.15,102.38,3.617,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-22T09:19:07,88,2505.32,2505.32,2.935,8.915,3.038,3.014,,,59.37,49.35,,18.63,30.72,43.99,13/11/9,151.3,0.409,46.5,6.3,,,,,67.33,28.151,89.52,64.3,,1.374,0.0186,485.3,0.9681,normal,0.00344725,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.1555,0.0685,1.0,,349.53,164.84,13601.68,11667.29,7583.74,15750.85,lstm_sequence,1934.39,1897.22,2258.0,0.0001,0.0004,0.0035,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-02-20T10:57:55,2022-08-09T14:31:05,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,3277.45,649.15,26.86,41242.75,11.47,99.972,80.407,1505.6,1.26,6.963,126,False,False,variable_mild,58.09,80.8,88,4,1,0,steam,none,45.52,8.87,2.61,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-23T13:28:06,89,2533.47,2533.47,2.919,13.54,4.639,2.756,,,60.13,50.53,,18.63,31.89,45.46,13/11/9,203.3,0.646,49.5,14.2,,,,,68.81,28.087,88.69,66.36,,0.717,0.0753,8.46,0.9616,normal,-0.00268325,0.0208,False,adhesive_wear,none,A_healthy,0.1573,0.0577,1.0,,495.31,137.21,13573.53,12161.25,7904.81,16417.68,physics_informed_nn,1412.29,1468.04,2258.0,0.0001,0.0004,0.0035,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-03-03T22:05:28,2022-08-28T06:31:38,mixed,False,master_technician,True,,,,none,none,12983.06,6807032.09,5481.22,649.15,20.36,41242.75,13.87,99.966,81.183,1505.6,1.26,4.863,126,False,False,variable_mild,57.27,86.73,89,7,0,0,oil_hydraulic,none,26.32,9.01,1.333,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-24T17:37:05,90,2561.62,2561.62,2.846,10.697,3.758,3.216,,,60.4,54.31,,18.63,35.68,46.13,14/12/10,129.3,0.549,46.0,7.3,,,,,68.11,26.817,90.27,63.38,,1.004,0.1172,31.51,0.9533,normal,-0.00100578,0.0,False,adhesive_wear,abrasive_wear,A_healthy,0.159,0.0864,1.0,,470.19,144.08,13545.38,14402.95,9361.92,19443.98,xgboost_gradient,-857.57,813.0,2258.0,0.0001,0.0004,0.0036,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-04-20T19:05:34,2022-11-16T20:07:31,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,4743.29,649.15,24.39,41242.75,8.53,99.979,87.074,1505.6,1.26,3.499,126,False,False,variable_mild,71.45,94.31,90,8,0,1,gas_compressed_air,none,38.59,26.47,0.375,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-25T21:46:04,91,2589.77,2589.77,3.176,11.293,3.556,3.542,,,57.6,51.61,,18.63,32.98,46.74,14/12/10,201.0,0.617,91.0,23.7,,,,,68.34,26.609,88.08,65.11,,1.904,0.0075,405.77,0.9467,normal,-0.00377686,0.0,False,adhesive_wear,none,A_healthy,0.1608,0.0618,1.0,,583.22,149.06,13517.23,15114.37,9824.34,20404.4,weibull_regression,-1597.14,1731.26,2258.0,0.0001,0.0005,0.0036,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-05-06T18:57:06,2022-12-13T04:58:49,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,6381.91,649.15,42.05,41242.75,8.19,99.98,82.902,1505.6,1.26,5.035,126,False,False,variable_mild,58.72,80.14,91,5,3,0,gas_compressed_air,chemical_contamination,32.19,10.23,1.147,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-27T01:55:02,92,2617.92,2617.92,3.049,7.671,2.516,3.517,,,63.38,51.96,,18.63,33.33,48.28,15/13/11,208.2,0.419,52.9,12.8,,,,,66.97,28.084,87.79,66.05,,0.87,0.0104,121.76,0.9564,normal,0.0008953,0.0,False,adhesive_wear,none,A_healthy,0.1625,0.0586,1.0,,723.58,141.92,13489.08,12032.97,7821.43,16244.5,xgboost_gradient,1456.12,1223.92,2258.0,0.0001,0.0005,0.0037,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-03-04T18:24:00,2022-08-27T05:56:17,mixed,False,specialist,False,8.0,,,none,none,12983.06,6807032.09,3095.41,649.15,41.55,41242.75,8.8,99.979,85.463,1505.6,1.26,4.38,126,False,False,variable_mild,65.71,73.49,92,4,0,1,oil_process,chemical_contamination,80.04,16.94,4.896,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-28T06:04:01,93,2646.07,2646.07,3.23,14.261,4.415,2.99,,,62.59,57.87,,18.63,39.24,45.09,13/11/9,106.8,0.433,48.0,9.0,,,,,68.41,28.522,87.68,70.21,,1.296,0.0402,49.24,0.9565,normal,-0.00231694,0.0139,False,adhesive_wear,none,A_healthy,0.1643,0.0911,1.0,,460.64,131.86,13460.93,15184.11,9869.67,20498.55,lstm_sequence,-1723.18,2037.14,2258.0,0.0001,0.0005,0.0037,3.022,34072.0,0.9996,1e-06,False,none,none,,,,,,2022-05-10T14:07:19,2022-12-18T00:33:38,mixed,False,oem_certified,False,37.0,,,none,none,12983.06,6807032.09,4103.24,649.15,20.05,41242.75,19.8,99.952,84.48,1505.6,1.26,6.437,126,False,False,variable_mild,79.78,77.71,93,6,0,0,none,particulate_mild,32.82,6.89,0.059,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-29T10:13:00,94,2674.22,2674.22,3.101,10.857,3.501,2.99,,,67.05,58.74,,18.63,40.11,45.23,14/12/10,102.7,0.437,53.5,13.8,,,,,66.15,26.531,87.38,66.01,,1.477,0.1164,83.17,0.9501,normal,-0.00230362,0.0589,False,adhesive_wear,none,A_healthy,0.166,0.0761,1.0,,550.92,156.17,13432.78,14219.9,9242.94,19196.87,particle_filter,-787.12,1014.82,2258.0,0.0001,0.0005,0.0038,3.022,34072.0,0.9995,1e-06,False,none,none,,,,,,2022-04-21T16:10:08,2022-11-15T01:08:07,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,5898.66,649.15,37.54,41242.75,7.24,99.982,86.076,1505.6,1.26,5.339,126,False,False,variable_mild,82.74,93.89,94,9,0,2,gas_compressed_air,particulate_mild,47.76,22.11,2.123,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-06-30T14:21:58,95,2702.37,2702.37,2.97,10.101,3.401,3.052,,,59.95,50.86,,18.63,32.23,48.04,13/11/9,101.8,0.507,51.5,13.5,,,,,67.99,28.41,89.37,69.06,,1.215,0.0652,55.58,0.9503,normal,-0.00060148,0.0412,False,adhesive_wear,none,A_healthy,0.1678,0.075,1.0,,550.06,135.68,13404.63,14351.5,9328.47,19374.52,particle_filter,-946.86,868.0,2258.0,0.0001,0.0005,0.0038,3.022,34072.0,0.9995,1e-06,False,none,none,,,,,,2022-04-25T14:06:53,2022-11-20T21:08:19,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,4894.18,649.15,27.22,41242.75,6.57,99.984,83.841,1505.6,1.26,5.543,126,False,False,variable_mild,68.64,89.35,95,10,0,0,oil_hydraulic,particulate_severe,45.5,32.76,1.273,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-07-01T18:30:57,96,2730.52,2730.52,2.784,7.162,2.573,3.487,,,58.57,51.68,,18.63,33.05,46.63,14/12/10,100.9,0.385,44.9,6.4,,,,,67.2,27.625,88.72,63.91,,1.226,0.0028,338.05,0.9675,normal,0.00416202,0.0424,False,adhesive_wear,none,A_healthy,0.1695,0.084,1.0,,395.55,144.99,13376.48,15673.07,10187.5,21158.64,weibull_regression,-2296.59,2259.55,2258.0,0.0001,0.0005,0.0039,3.022,34072.0,0.9995,1e-06,False,none,none,,,,,,2022-05-24T07:03:03,2023-01-07T20:37:30,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,6051.1,649.15,25.65,41242.75,12.59,99.969,85.202,1505.6,1.26,1.759,126,False,False,variable_mild,74.83,90.78,96,10,0,0,steam,none,39.05,43.04,3.867,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-07-02T22:39:56,97,2758.67,2758.67,2.971,13.341,4.49,2.959,,,57.0,53.21,,18.63,34.58,45.43,14/12/10,122.6,0.513,58.2,5.9,,,,,67.13,27.905,87.51,66.6,,0.688,0.0023,72.52,0.9417,normal,-0.0029293,0.0,False,adhesive_wear,none,A_healthy,0.1713,0.0947,1.0,,892.24,139.04,13348.33,14411.38,9367.4,19455.37,xgboost_gradient,-1063.05,1137.02,2258.0,0.0001,0.0005,0.0039,3.022,34072.0,0.9995,1e-06,False,none,none,,,,,,2022-04-29T04:21:24,2022-11-25T08:20:26,mixed,False,master_technician,False,84.0,,,none,none,12983.06,6807032.09,5108.12,649.15,39.92,41242.75,19.23,99.953,81.268,1505.6,1.26,1.281,126,False,False,variable_mild,70.49,85.02,97,9,3,0,oil_hydraulic,particulate_severe,48.59,42.12,1.094,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-07-04T02:48:55,98,2786.82,2786.82,3.038,9.262,3.049,3.205,,,65.43,52.24,,18.63,33.61,45.01,14/12/10,175.8,0.458,55.1,10.9,,,,,68.14,26.717,88.5,65.86,,0.892,0.008,19.79,0.9524,normal,-0.00081942,0.0241,False,adhesive_wear,thermal_degradation,A_healthy,0.173,0.0801,1.0,,691.07,146.67,13320.18,14331.43,9315.43,19347.43,xgboost_gradient,-1011.25,827.39,2258.0,0.0001,0.0005,0.004,3.022,34072.0,0.9995,1e-06,False,none,none,,,,,,2022-04-28T16:31:52,2022-11-23T16:31:56,mixed,False,journeyman,True,,,,none,none,12983.06,6807032.09,5533.29,649.15,20.81,41242.75,24.72,99.94,87.694,1505.6,1.26,3.821,126,False,False,variable_mild,76.86,91.8,98,6,1,0,oil_hydraulic,particulate_mild,56.18,33.43,3.101,,,standard
ASSET-000021,gear,low,Delta Reliability Systems,MDL-4193-B,2021-03-10,16107.0,1000.0,67.35206797759955,corrosive_chemical,marine,FAC-144,LINE-T,active_standby,2021-07-05T06:57:53,99,2814.96,2814.96,2.442,11.368,4.655,2.626,,,57.75,55.92,,18.63,37.28,46.55,14/12/10,102.1,0.576,101.3,17.6,,,,,68.61,27.05,89.33,64.68,,1.115,0.0492,196.22,0.9416,normal,-0.00168534,0.0387,False,adhesive_wear,none,A_healthy,0.1748,0.0761,1.0,,607.47,134.48,13292.04,11580.52,7527.34,15633.7,physics_informed_nn,1711.51,1746.47,2258.0,0.0001,0.0005,0.004,3.022,34072.0,0.9995,1e-06,False,none,none,,,,,,2022-03-03T13:13:33,2022-08-19T10:24:30,mixed,False,specialist,True,,,,none,none,12983.06,6807032.09,5380.85,649.15,42.87,41242.75,9.52,99.977,86.688,1505.6,1.26,2.004,126,False,False,variable_mild,66.56,81.31,99,9,1,0,oil_hydraulic,none,70.45,69.35,0.122,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-22T04:03:26,1,4.06,4.06,2.137,7.686,3.596,3.327,,,62.15,48.88,,17.98,30.9,43.97,13/11/9,54.2,0.384,11.4,2.0,,,,,79.01,32.9,89.45,59.18,,0.238,0.0087,328.46,0.9997,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0001,0.0009,1.0,,14.85,153.34,78650.94,94873.15,61667.55,128078.75,xgboost_gradient,-16222.2,20741.31,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-08-19T16:37:49,2021-06-03T06:13:53,mixed,False,oem_certified,False,78.0,,,none,none,85836.54,10735812.16,25253.58,4291.83,23.84,108144.95,37.18,99.966,88.819,10477.9,0.96,3.369,96,False,False,constant,74.57,87.03,1,0,0,0,water,none,86.84,26.73,1.768,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-22T08:06:52,2,8.11,8.11,1.972,8.854,4.49,2.638,,,61.82,51.86,,17.98,33.88,46.58,13/11/9,69.7,0.479,17.7,5.1,,,,,77.97,30.652,90.47,64.6,,0.029,0.0289,9.31,1.0,normal,0.0,0.0972,False,adhesive_wear,none,A_healthy,0.0001,0.0072,1.0,,14.34,142.37,78646.89,83868.65,54514.62,113222.67,weibull_regression,-5221.76,4258.22,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-01-02T14:26:18,2020-05-09T16:27:55,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,20109.0,4291.83,24.81,108144.95,12.7,99.988,88.732,10477.9,0.96,4.865,96,False,False,constant,75.93,90.67,2,0,0,0,oil_hydraulic,particulate_mild,29.2,26.29,5.072,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-22T12:10:18,3,12.17,12.17,2.207,6.919,3.136,3.179,,,61.53,51.01,,17.98,33.03,48.23,13/11/9,114.0,0.317,17.9,5.1,,,,,78.89,32.428,90.46,64.2,,0.477,0.0162,69.77,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,93.94,140.1,78642.83,83117.54,54026.4,112208.68,particle_filter,-4474.71,5068.28,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-12-18T02:56:36,2020-04-13T06:05:00,mixed,False,journeyman,False,27.0,,,none,none,85836.54,10735812.16,38080.94,4291.83,51.49,108144.95,13.35,99.988,78.547,10477.9,0.96,2.769,96,False,False,constant,80.96,86.0,3,0,0,0,water,particulate_severe,32.41,25.74,0.518,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-22T16:13:44,4,16.23,16.23,1.926,6.965,3.616,3.375,,,65.91,53.31,,17.98,35.33,45.29,14/12/10,65.6,0.311,18.2,2.8,,,,,78.91,31.979,91.1,65.82,,0.558,0.0282,70.62,0.9974,normal,-0.00064664,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.008,1.0,,96.04,130.45,78638.77,73064.79,47492.11,98637.46,lstm_sequence,5573.98,4805.78,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-22T20:37:21,2019-04-23T09:17:53,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,22448.8,4291.83,58.56,108144.95,10.96,99.99,91.625,10477.9,0.96,2.311,96,False,False,constant,80.77,92.79,4,0,0,0,water,none,36.03,7.83,4.736,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-22T20:17:10,5,20.29,20.29,2.122,5.867,2.765,2.557,,,58.95,54.41,,17.98,36.43,47.34,13/11/9,90.6,0.383,42.2,7.7,,,,,76.5,31.55,91.19,65.85,,0.249,0.0089,2.95,0.9915,normal,-0.00169695,0.0222,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,156.95,142.32,78634.71,88904.32,57787.81,120020.83,lstm_sequence,-10269.6,12318.54,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-18T00:26:42,2020-11-04T12:57:22,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,16723.29,4291.83,27.81,108144.95,7.36,99.99,88.299,10477.9,0.96,2.089,96,False,False,constant,69.03,76.82,5,0,0,0,oil_hydraulic,none,61.77,5.59,2.294,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-23T00:20:36,6,24.34,24.34,2.135,5.901,2.765,3.574,,,60.46,52.45,,17.98,34.47,47.3,14/12/10,181.6,0.415,7.5,0.9,,,,,78.67,31.131,89.14,66.43,,0.702,0.0882,511.92,1.0,normal,5.436e-05,0.01,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,56.15,150.43,78630.66,70970.11,46130.57,95809.64,kalman_filter,7660.55,6390.59,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-09T13:23:46,2019-02-08T12:55:59,mixed,False,specialist,False,15.0,,,none,none,85836.54,10735812.16,26661.59,4291.83,38.37,108144.95,7.39,99.99,81.998,10477.9,0.96,4.296,96,False,False,constant,73.22,82.03,6,0,0,0,gas_compressed_air,none,41.2,112.93,6.616,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-23T04:24:03,7,28.4,28.4,2.092,6.935,3.315,2.892,,,61.77,55.82,,17.98,37.84,47.28,14/12/10,62.8,0.382,7.8,1.4,,,,,78.04,31.314,89.93,62.57,,0.085,0.1423,16.08,1.0,normal,0.0,0.0159,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,261.77,132.64,78626.6,64385.96,41850.87,86921.04,lstm_sequence,14240.64,13608.9,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-11-24T13:22:49,2018-06-20T12:27:57,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,20629.78,4291.83,59.99,108144.95,8.46,99.99,84.522,10477.9,0.96,2.273,96,False,False,constant,75.82,75.8,7,0,0,0,steam,none,48.19,32.32,0.084,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-23T08:27:29,8,32.46,32.46,2.283,8.133,3.562,2.402,,,59.15,49.9,,17.98,31.91,48.91,14/12/10,87.3,0.351,14.8,4.4,,,,,77.16,31.961,87.74,68.28,,0.475,0.036,178.09,0.9949,normal,-0.00102915,0.0,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,152.67,141.39,78622.54,84855.41,55156.02,114554.8,physics_informed_nn,-6232.87,6513.93,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-01-24T04:09:45,2020-06-14T15:33:20,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,35610.2,4291.83,54.91,108144.95,6.48,99.99,80.797,10477.9,0.96,5.93,96,False,False,constant,73.07,87.49,8,0,0,0,oil_process,none,22.96,3.5,3.577,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-23T12:30:55,9,36.52,36.52,2.457,6.578,2.677,2.355,,,57.85,51.08,,17.98,33.1,46.58,13/11/9,85.8,0.423,35.3,7.5,,,,,78.65,32.694,88.61,65.51,,1.49,0.0179,381.17,0.9926,normal,-0.00097147,0.0247,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,98.01,134.23,78618.48,73505.84,47778.8,99232.89,physics_informed_nn,5112.64,4895.59,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-06-01T21:26:12,2019-05-09T20:28:54,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,27280.2,4291.83,50.34,108144.95,21.42,99.98,88.422,10477.9,0.96,7.999,96,False,False,constant,73.55,92.35,9,0,0,0,gas_compressed_air,particulate_severe,20.39,103.04,2.655,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-23T16:34:21,10,40.57,40.57,1.874,8.458,4.513,3.147,,,63.61,54.9,,17.98,36.92,45.94,13/11/9,72.3,0.37,17.4,2.5,,,,,77.08,30.178,88.61,67.52,,1.17,0.0324,34.28,0.9903,normal,-0.00025285,0.0583,False,adhesive_wear,none,A_healthy,0.0005,0.0065,1.0,,157.6,147.31,78614.43,91633.22,59561.6,123704.85,physics_informed_nn,-13018.8,10435.78,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-06-14T17:11:03,2021-02-10T00:48:45,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,38279.71,4291.83,52.79,108144.95,23.2,99.979,79.06,10477.9,0.96,7.814,96,False,False,constant,76.05,77.2,10,0,0,0,oil_process,none,54.52,13.72,0.051,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-23T20:37:47,11,44.63,44.63,2.018,8.808,4.364,3.083,,,57.03,54.18,,17.98,36.2,45.15,14/12/10,99.5,0.326,28.6,7.8,,,,,77.28,30.94,89.56,66.02,,0.125,0.0319,44.13,0.9965,normal,-0.00069101,0.0567,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,221.19,137.64,78610.37,96401.61,62661.04,130142.17,xgboost_gradient,-17791.24,18846.13,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-09-22T05:25:56,2021-07-29T01:59:39,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,17689.59,4291.83,22.45,108144.95,18.1,99.983,81.489,10477.9,0.96,6.302,96,False,False,constant,79.8,82.4,11,0,0,0,water,none,47.25,7.56,0.525,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-24T00:41:13,12,48.69,48.69,1.761,7.768,4.412,2.896,,,61.72,56.69,,17.98,38.71,45.58,14/12/10,111.3,0.411,89.0,25.0,,,,,79.44,31.039,89.74,58.5,,1.039,0.0864,45.18,0.9899,normal,-0.00201227,0.056,False,adhesive_wear,none,A_healthy,0.0006,0.0059,1.0,,153.07,145.44,78606.31,84855.93,55156.36,114555.51,lstm_sequence,-6249.62,5411.73,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-01-24T20:39:10,2020-06-15T08:13:43,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,21128.47,4291.83,43.07,108144.95,7.81,99.99,88.961,10477.9,0.96,4.727,96,False,False,constant,82.6,82.12,12,0,0,0,oil_process,none,84.14,9.75,1.592,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-24T04:44:40,13,52.74,52.74,1.643,4.957,3.017,3.467,,,61.67,51.06,,17.98,33.08,42.4,14/12/10,64.5,0.327,10.1,2.1,,,,,77.88,30.27,90.91,64.16,,0.11,0.2505,33.46,0.9971,normal,0.00045025,0.0,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,210.58,145.28,78602.26,72945.69,47414.7,98476.69,kalman_filter,5656.56,4711.76,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-21T21:35:27,2019-04-20T16:34:59,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,27450.48,4291.83,31.14,108144.95,5.41,99.99,89.587,10477.9,0.96,3.0,96,False,False,constant,72.93,92.39,13,0,0,0,water,particulate_mild,80.95,92.33,1.295,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-24T08:48:06,14,56.8,56.8,2.059,7.781,3.778,3.785,,,60.56,54.57,,17.98,36.59,44.9,14/12/10,221.4,0.358,9.3,2.0,,,,,79.66,32.198,89.58,62.66,,0.21,0.0112,363.77,0.992,normal,-0.00010413,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0007,0.0014,1.0,,150.29,151.36,78598.2,73477.12,47760.13,99194.11,lstm_sequence,5121.08,6097.31,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-06-02T03:21:37,2019-05-09T16:21:06,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,30830.64,4291.83,51.73,108144.95,27.24,99.975,82.924,10477.9,0.96,2.481,96,False,False,constant,82.35,94.49,14,0,0,0,steam,particulate_mild,35.66,57.35,0.329,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-24T12:51:32,15,60.86,60.86,1.936,5.028,2.596,2.685,,,61.77,57.78,,17.98,39.8,48.46,14/12/10,68.6,0.366,6.4,1.6,,,,,77.16,31.468,88.96,62.17,,0.23,0.048,138.08,0.9941,normal,0.00076349,0.0084,False,adhesive_wear,none,A_healthy,0.0008,0.0,1.0,,283.27,143.51,78594.14,89689.72,58298.31,121081.12,particle_filter,-11095.57,13506.23,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-05-06T01:42:59,2020-12-04T01:07:00,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,24140.45,4291.83,42.84,108144.95,31.38,99.971,78.723,10477.9,0.96,7.702,96,False,False,constant,84.23,81.89,15,0,0,0,steam,none,66.34,56.61,0.232,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-24T16:54:58,16,64.92,64.92,2.214,8.412,3.799,3.208,,,57.04,50.03,,17.98,32.04,45.52,14/12/10,66.6,0.333,12.8,2.1,,,,,78.62,32.237,90.63,66.59,,1.004,0.0138,128.72,1.0,normal,0.00069101,0.0611,False,adhesive_wear,none,A_healthy,0.0008,0.0068,1.0,,37.25,150.67,78590.08,87968.91,57179.79,118758.03,physics_informed_nn,-9378.83,8435.25,15717.0,0.0,0.0002,0.0023,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-31T09:22:23,2020-10-04T06:29:35,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,24728.06,4291.83,24.4,108144.95,6.53,99.99,85.786,10477.9,0.96,2.375,96,False,False,constant,76.97,88.23,16,0,0,0,oil_process,none,80.77,17.32,5.484,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-24T20:58:24,17,68.97,68.97,1.792,5.959,3.325,3.541,,,64.75,51.36,,17.98,33.37,46.27,14/12/10,124.9,0.37,7.1,1.6,,,,,78.64,31.41,89.97,64.05,,1.449,0.0439,49.74,0.983,normal,-0.00138881,0.0,False,adhesive_wear,none,A_healthy,0.0009,0.0086,1.0,,299.75,160.18,78586.03,73167.04,47558.57,98775.5,physics_informed_nn,5418.99,6914.31,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-27T04:29:29,2019-04-29T04:57:14,mixed,False,master_technician,False,83.0,,,none,none,85836.54,10735812.16,16553.21,4291.83,47.82,108144.95,14.74,99.986,83.89,10477.9,0.96,6.375,96,False,False,constant,69.9,95.57,17,0,0,0,water,water_ingress,88.39,2.4,2.502,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-25T01:01:50,17,73.03,73.03,2.091,6.583,3.148,3.191,,,57.26,55.65,,17.98,37.67,45.93,13/11/9,60.0,0.338,7.1,1.6,,,,,80.32,33.359,90.56,61.81,,0.056,0.0518,252.14,0.9952,normal,-0.00038434,0.015,False,adhesive_wear,none,A_healthy,0.0009,0.0093,1.0,,64.08,166.34,78581.97,90834.42,59042.37,122626.47,physics_informed_nn,-12252.45,10002.68,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-05-30T10:14:26,2021-01-14T02:17:15,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,35211.55,4291.83,34.33,108144.95,6.41,99.99,83.143,10477.9,0.96,5.865,96,False,False,constant,74.59,88.48,17,0,0,0,water,none,35.39,70.48,1.619,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-25T05:05:16,18,77.09,77.09,2.044,8.348,4.085,3.246,,,59.39,53.58,,17.98,35.6,45.34,13/11/9,60.2,0.317,61.9,9.7,,,,,77.16,32.381,89.05,65.66,,0.773,0.0396,52.24,1.0,normal,0.00159291,0.0368,False,adhesive_wear,none,A_healthy,0.001,0.0108,1.0,,17.03,141.63,78577.91,68988.35,44842.43,93134.27,lstm_sequence,9589.56,10534.97,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-03-01T11:15:46,2018-12-02T13:11:07,mixed,False,journeyman,False,18.0,,,none,none,85836.54,10735812.16,32646.52,4291.83,39.34,108144.95,8.43,99.99,82.852,10477.9,0.96,5.266,96,False,False,constant,84.89,92.3,18,0,0,0,oil_hydraulic,none,60.6,36.57,0.193,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-25T09:08:43,19,81.15,81.15,1.748,5.159,2.951,3.053,,,57.07,54.6,,17.98,36.62,48.4,13/11/9,102.6,0.607,36.4,5.3,,,,,77.64,30.455,89.9,65.4,,0.477,0.1025,77.64,0.9982,normal,0.00083006,0.0,False,adhesive_wear,none,A_healthy,0.001,0.0148,1.0,,205.17,146.98,78573.85,67027.59,43567.93,90487.25,xgboost_gradient,11546.27,12102.36,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-01-20T18:56:24,2018-09-24T06:35:47,mixed,False,oem_certified,True,,,,none,none,85836.54,10735812.16,28772.41,4291.83,34.01,108144.95,27.63,99.974,79.054,10477.9,0.96,6.815,96,False,False,constant,80.51,72.08,19,0,0,0,water,particulate_mild,35.46,37.89,2.896,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-25T13:12:09,20,85.2,85.2,2.253,8.893,3.947,2.912,,,62.01,53.44,,17.98,35.46,43.16,13/11/9,120.2,0.334,55.8,11.0,,,,,78.67,32.921,91.22,63.73,,1.179,0.1527,266.49,0.9979,normal,-0.00042079,0.0624,False,adhesive_wear,none,A_healthy,0.0011,0.0134,1.0,,32.46,156.2,78569.8,69362.62,45085.7,93639.54,weibull_regression,9207.18,8509.73,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-03-09T14:30:45,2018-12-16T03:25:47,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,14782.83,4291.83,58.75,108144.95,17.02,99.984,78.52,10477.9,0.96,1.135,96,False,False,constant,82.3,69.57,20,0,0,0,water,none,83.29,25.64,5.838,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-25T17:15:35,21,89.26,89.26,1.977,6.079,3.075,3.028,,,62.03,53.97,,17.98,35.99,46.01,14/12/10,136.0,0.668,29.5,5.8,,,,,78.73,31.412,89.59,68.37,,0.14,0.0425,77.61,1.0,normal,0.00340108,0.0248,False,adhesive_wear,overload,A_healthy,0.0011,0.0,1.0,,130.28,146.09,78565.74,83653.13,54374.53,112931.73,particle_filter,-5087.39,4380.79,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-01-01T11:49:29,2020-05-05T10:25:12,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,36525.85,4291.83,39.58,108144.95,27.22,99.975,77.614,10477.9,0.96,1.595,96,False,False,constant,80.87,78.93,21,0,0,0,oil_hydraulic,particulate_severe,83.58,33.0,0.561,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-25T21:19:01,22,93.32,93.32,1.994,7.994,4.01,2.926,,,56.67,56.56,,17.98,38.58,45.34,14/12/10,103.5,0.397,10.9,1.4,,,,,76.23,31.002,89.01,63.63,,1.062,0.1539,16.49,1.0,normal,0.00096324,0.0036,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,117.42,141.99,78561.68,70639.31,45915.55,95363.07,weibull_regression,7922.37,6377.1,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-05T12:58:18,2019-01-30T16:43:49,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,29592.19,4291.83,32.79,108144.95,8.8,99.99,80.013,10477.9,0.96,1.542,96,False,False,constant,94.47,78.22,22,0,0,0,steam,water_ingress,52.54,17.31,5.024,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-26T01:22:27,23,97.37,97.37,2.593,9.773,3.77,3.234,,,63.16,53.46,,17.98,35.48,46.47,14/12/10,54.0,0.429,8.3,1.8,,,,,78.51,32.578,89.29,62.88,,0.747,0.0348,413.24,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,4.72,145.48,78557.63,69546.04,45204.92,93887.15,kalman_filter,9011.59,8961.14,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-03-13T22:23:32,2018-12-23T03:30:17,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,18073.3,4291.83,37.45,108144.95,9.74,99.99,86.063,10477.9,0.96,3.285,96,False,False,constant,77.98,77.34,23,0,0,0,oil_process,none,35.94,10.03,0.319,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-26T05:25:53,24,101.43,101.43,2.152,8.423,3.913,2.755,,,60.02,51.28,,17.98,33.3,46.47,14/12/10,59.7,0.412,35.5,10.4,,,,,77.15,32.282,88.98,62.38,,0.593,0.0388,222.74,1.0,normal,0.00035624,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.0005,1.0,,116.77,149.42,78553.57,94481.65,61413.07,127550.23,lstm_sequence,-15928.08,16763.33,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-08-15T14:15:22,2021-05-24T10:50:01,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,27021.99,4291.83,40.01,108144.95,14.36,99.987,88.767,10477.9,0.96,5.263,96,False,False,constant,65.29,85.89,24,0,0,0,water,particulate_mild,43.45,154.8,0.601,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-26T09:29:20,25,105.49,105.49,2.144,5.421,2.528,2.713,,,60.3,56.54,,17.98,38.56,47.85,13/11/9,141.9,0.314,12.6,2.9,,,,,76.71,29.49,89.38,63.84,,0.202,0.0555,174.16,0.9999,normal,0.00040769,0.0558,False,adhesive_wear,electrical_pitting,A_healthy,0.0013,0.0029,1.0,,9.81,160.78,78549.51,83593.08,54335.5,112850.65,xgboost_gradient,-5043.56,4183.88,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-12-31T22:01:35,2020-05-03T23:36:10,mixed,False,oem_certified,True,,,,none,none,85836.54,10735812.16,28892.28,4291.83,29.35,108144.95,6.36,99.99,87.32,10477.9,0.96,7.006,96,False,False,constant,84.84,84.37,25,0,0,0,oil_process,none,60.34,11.45,3.362,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-26T13:32:46,26,109.55,109.55,2.248,7.066,3.143,2.835,,,61.5,53.35,,17.98,35.37,45.7,13/11/9,65.3,0.387,7.2,1.8,,,,,79.15,32.832,89.57,67.29,,0.514,0.0952,105.28,0.9985,normal,-0.00030485,0.0437,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,140.61,154.02,78545.45,65673.66,42687.88,88659.44,particle_filter,12871.8,10892.39,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-12-24T18:22:29,2018-08-08T12:09:17,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,30492.78,4291.83,23.4,108144.95,6.61,99.99,87.767,10477.9,0.96,7.992,96,False,False,constant,87.6,78.04,26,0,0,0,gas_compressed_air,none,42.13,34.86,1.381,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-26T17:36:12,27,113.6,113.6,2.135,9.615,4.504,2.593,,,62.14,48.21,,17.98,30.23,47.34,14/12/10,79.6,0.415,10.0,2.0,,,,,78.24,30.234,89.46,62.21,,0.051,0.0948,132.99,0.9975,normal,-0.0005018,0.0,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,53.38,150.91,78541.4,82119.42,53377.62,110861.22,weibull_regression,-3578.02,3952.82,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-12-01T13:18:47,2020-03-13T03:06:36,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,29562.65,4291.83,31.03,108144.95,5.05,99.99,87.649,10477.9,0.96,1.688,96,False,False,constant,71.67,84.52,27,0,0,0,oil_hydraulic,chemical_contamination,70.24,60.02,0.632,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-26T21:39:38,28,117.66,117.66,2.013,5.717,2.839,2.892,,,60.98,50.61,,17.98,32.63,48.1,13/11/9,100.9,0.683,25.8,7.2,,,,,78.53,32.049,88.84,65.75,,0.202,0.1632,159.94,0.9981,normal,-0.0003789,0.0172,False,adhesive_wear,none,A_healthy,0.0015,0.0058,1.0,,32.05,155.27,78537.34,87475.05,56858.78,118091.31,lstm_sequence,-8937.71,9777.07,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-23T07:11:01,2020-09-18T23:26:59,mixed,False,specialist,False,89.0,,,none,none,85836.54,10735812.16,24898.85,4291.83,27.78,108144.95,8.23,99.99,84.49,10477.9,0.96,1.949,96,False,False,constant,71.6,87.12,28,0,0,0,oil_hydraulic,none,84.53,59.22,0.423,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-27T01:43:04,29,121.72,121.72,2.122,8.156,3.843,2.69,,,58.1,48.07,,17.98,30.09,44.45,13/11/9,97.4,0.319,25.7,5.5,,,,,80.06,30.636,89.65,69.96,,0.369,0.0101,163.08,0.9958,normal,-0.00083436,0.0165,False,adhesive_wear,none,A_healthy,0.0015,0.0007,1.0,,125.83,146.13,78533.28,72726.19,47272.03,98180.36,particle_filter,5807.09,4916.57,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-20T04:48:52,2019-04-15T18:58:55,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,13659.41,4291.83,49.14,108144.95,19.89,99.982,91.718,10477.9,0.96,4.359,96,False,False,constant,68.25,81.12,29,0,0,0,gas_compressed_air,water_ingress,67.46,66.25,2.141,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-27T05:46:30,30,125.78,125.78,2.002,5.923,2.959,3.07,,,59.61,55.37,,17.98,37.39,46.5,13/11/9,65.0,0.392,17.7,1.9,,,,,78.72,31.565,91.87,63.34,,0.876,0.0434,306.03,1.0,normal,1.311e-05,0.0112,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,10.0,153.79,78529.22,73432.89,47731.38,99134.41,xgboost_gradient,5096.33,4740.23,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-06-04T02:13:21,2019-05-10T23:44:09,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,20936.99,4291.83,49.64,108144.95,16.47,99.985,77.848,10477.9,0.96,6.943,96,False,False,constant,79.85,85.68,30,0,0,0,steam,water_ingress,47.58,8.54,3.982,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-27T09:49:57,31,129.83,129.83,1.769,6.533,3.692,4.059,,,64.71,50.87,,17.98,32.89,45.15,13/11/9,120.0,0.365,6.5,1.1,,,,,78.72,32.814,89.72,69.72,,0.375,0.0935,39.22,0.9976,normal,-0.00017983,0.0153,False,adhesive_wear,none,A_healthy,0.0017,0.0134,1.0,,95.3,153.62,78525.17,72284.52,46984.94,97584.1,lstm_sequence,6240.65,7220.24,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-11T08:05:26,2019-03-31T11:40:17,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,13221.42,4291.83,36.13,108144.95,16.76,99.985,85.288,10477.9,0.96,3.296,96,False,False,constant,69.77,76.09,31,0,0,0,oil_hydraulic,none,48.73,43.35,7.068,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-27T13:53:23,32,133.89,133.89,1.901,7.053,3.709,3.037,,,61.75,56.03,,17.98,38.05,45.94,14/12/10,59.9,0.401,56.7,6.8,,,,,77.8,32.405,90.11,65.15,,0.146,0.0166,140.4,0.9936,normal,-0.00077793,0.0598,False,adhesive_wear,cavitation,A_healthy,0.0017,0.0061,1.0,,86.8,150.37,78521.11,92242.03,59957.32,124526.74,physics_informed_nn,-13720.92,12820.55,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-07-01T06:54:16,2021-03-07T11:36:53,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,34255.98,4291.83,45.26,108144.95,12.61,99.988,78.978,10477.9,0.96,1.225,96,False,False,constant,85.44,75.35,32,0,0,0,oil_hydraulic,particulate_mild,20.04,13.83,0.064,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-27T17:56:49,33,137.95,137.95,2.323,9.501,4.091,3.322,,,58.18,49.93,,17.98,31.95,48.45,14/12/10,130.3,0.352,14.7,2.8,,,,,77.94,30.273,90.34,67.41,,1.04,0.0207,213.79,0.9974,normal,-0.00013801,0.0,False,adhesive_wear,none,A_healthy,0.0018,0.0056,1.0,,29.46,151.01,78517.05,84418.4,54871.96,113964.85,xgboost_gradient,-5901.35,5863.96,15717.0,0.0,0.0002,0.0024,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-01-19T11:08:56,2020-06-03T13:35:25,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,33653.32,4291.83,50.11,108144.95,11.41,99.989,78.57,10477.9,0.96,6.79,96,False,False,constant,67.3,87.73,33,0,0,0,oil_process,water_ingress,41.75,38.46,0.829,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-27T22:00:15,34,142.0,142.0,1.627,7.073,4.348,2.745,,,55.9,53.67,,17.98,35.69,44.86,13/11/9,106.3,0.385,9.5,2.8,,,,,78.29,31.674,90.53,65.54,,1.45,0.0851,67.98,0.9808,normal,-0.00299678,0.0474,False,adhesive_wear,none,A_healthy,0.0018,0.0062,1.0,,267.51,135.61,78513.0,72531.06,47145.19,97916.93,physics_informed_nn,5981.94,6019.58,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-16T23:32:02,2019-04-09T17:24:17,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,33397.5,4291.83,54.21,108144.95,10.14,99.99,88.597,10477.9,0.96,2.161,96,False,False,constant,75.15,87.98,34,0,0,0,steam,none,22.4,36.16,0.352,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-28T02:03:41,35,146.06,146.06,1.823,6.887,3.778,2.855,,,58.71,51.33,,17.98,33.34,46.5,14/12/10,197.0,0.426,12.9,2.1,,,,,78.27,30.365,88.2,65.36,,0.243,0.1001,61.64,0.9923,normal,-0.00154317,0.0338,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,132.92,158.77,78508.94,91332.01,59365.81,123298.22,physics_informed_nn,-12823.07,14031.99,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-06-12T20:04:05,2021-02-03T18:16:22,mixed,False,specialist,False,43.0,,,none,none,85836.54,10735812.16,36504.69,4291.83,29.05,108144.95,12.09,99.989,89.035,10477.9,0.96,2.726,96,False,False,constant,71.02,99.67,35,0,0,1,oil_process,none,70.56,41.25,6.822,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-28T06:07:07,36,150.12,150.12,1.901,5.165,2.718,3.008,,,61.15,49.82,,17.98,31.84,45.29,13/11/9,73.0,0.647,14.8,3.2,,,,,80.29,31.961,89.38,62.45,,0.568,0.0459,66.92,1.0,normal,0.00048468,0.0,False,adhesive_wear,contamination,A_healthy,0.0019,0.0046,1.0,,28.35,133.5,78504.88,87724.44,57020.89,118427.99,weibull_regression,-9219.56,7910.86,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-29T20:20:18,2020-09-29T03:53:31,mixed,False,master_technician,False,25.0,,,none,none,85836.54,10735812.16,16967.59,4291.83,55.29,108144.95,14.08,99.987,82.881,10477.9,0.96,1.668,96,False,False,constant,69.12,87.32,36,0,0,0,water,water_ingress,20.95,86.37,8.695,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-28T10:10:33,37,154.18,154.18,2.057,5.193,2.524,3.065,,,59.72,58.28,,17.98,40.3,46.2,14/12/10,58.1,0.494,7.1,1.6,,,,,78.98,31.219,91.2,64.35,,1.42,0.0202,137.8,1.0,normal,0.00127973,0.0728,False,adhesive_wear,none,A_healthy,0.002,0.0,1.0,,84.95,164.08,78500.82,93181.4,60567.91,125794.89,particle_filter,-14680.58,14828.38,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-07-21T16:52:38,2021-04-10T14:22:06,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,19734.36,4291.83,40.89,108144.95,10.81,99.99,86.635,10477.9,0.96,4.51,96,False,False,constant,94.21,80.52,37,0,0,0,oil_process,particulate_severe,58.11,9.52,6.514,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-28T14:14:00,38,158.23,158.23,1.553,6.699,4.313,3.087,,,56.99,52.76,,17.98,34.78,44.89,13/11/9,95.8,0.479,17.1,2.3,,,,,75.98,30.748,90.71,62.81,,0.329,0.1117,67.84,0.9782,normal,-0.00384432,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.002,0.0,1.0,,403.37,167.95,78496.77,71711.88,46612.72,96811.03,particle_filter,6784.89,6431.68,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-30T14:10:19,2019-03-12T09:19:45,mixed,False,oem_certified,True,,,,none,none,85836.54,10735812.16,22373.02,4291.83,52.09,108144.95,24.98,99.977,90.344,10477.9,0.96,7.159,96,False,False,constant,72.16,71.81,38,0,0,0,steam,none,78.34,68.89,0.792,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-28T18:17:26,39,162.29,162.29,1.886,5.991,3.177,3.034,,,56.52,53.53,,17.98,35.55,47.29,14/12/10,72.9,0.468,86.5,14.6,,,,,77.81,31.127,89.13,64.97,,0.98,0.136,121.39,0.9771,normal,-0.00074718,0.0164,False,adhesive_wear,none,A_healthy,0.0021,0.0047,1.0,,269.46,151.79,78492.71,62034.52,40322.44,83746.6,lstm_sequence,16458.19,13227.37,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-10-12T03:33:01,2018-04-03T19:37:56,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,38865.1,4291.83,48.76,108144.95,15.29,99.986,85.769,10477.9,0.96,2.697,96,False,False,constant,79.45,96.55,39,0,0,0,water,none,33.99,64.8,3.258,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-28T22:20:52,41,166.35,166.35,2.108,5.913,2.805,2.906,,,57.93,56.68,,17.98,38.7,44.49,14/12/10,120.2,0.331,18.4,2.9,,,,,77.79,30.676,87.64,63.59,,0.729,0.0073,88.02,0.9986,normal,0.00126046,0.0477,False,adhesive_wear,none,A_healthy,0.0021,0.0141,1.0,,251.58,172.19,78488.65,82809.03,53825.87,111792.19,lstm_sequence,-4320.38,3531.9,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-12-18T02:51:45,2020-04-08T18:01:22,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,24059.09,4291.83,59.92,108144.95,10.31,99.99,81.244,10477.9,0.96,6.175,96,False,False,constant,80.56,76.66,41,0,0,0,water,none,77.18,46.83,0.221,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-29T02:24:18,42,170.41,170.41,2.191,5.703,2.603,3.021,,,60.69,52.54,,17.98,34.56,45.23,13/11/9,101.9,0.331,20.8,3.0,,,,,77.1,31.998,89.57,65.62,,0.625,0.0205,161.51,0.9965,normal,-0.00070723,0.0,False,adhesive_wear,none,A_healthy,0.0022,0.0044,1.0,,50.8,154.37,78484.59,74455.3,48395.95,100514.66,physics_informed_nn,4029.29,4052.26,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-06-27T06:03:24,2019-06-18T01:24:46,mixed,False,master_technician,False,43.0,,,none,none,85836.54,10735812.16,31745.31,4291.83,50.65,108144.95,9.0,99.99,82.314,10477.9,0.96,2.57,96,False,False,constant,72.03,90.06,42,0,0,0,water,none,80.25,27.58,0.691,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-29T06:27:44,43,174.46,174.46,1.947,5.105,2.623,2.849,,,61.0,55.83,,17.98,37.84,47.73,13/11/9,56.0,0.332,38.6,7.7,,,,,77.97,31.116,88.82,66.95,,0.234,0.1297,5.67,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,64.2,156.72,78480.54,95921.45,62348.94,129493.96,lstm_sequence,-17440.92,16280.47,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-09-17T15:11:20,2021-07-17T11:41:52,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,31438.11,4291.83,44.5,108144.95,5.98,99.99,81.182,10477.9,0.96,7.586,96,False,False,constant,90.25,94.44,43,0,0,0,gas_compressed_air,none,77.31,126.65,2.33,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-29T10:31:10,44,178.52,178.52,1.955,5.007,2.561,3.396,,,58.83,55.1,,17.98,37.12,45.88,14/12/10,68.4,0.484,28.2,5.8,,,,,76.78,29.794,90.46,64.44,,0.026,0.0648,88.85,1.0,normal,0.00435288,0.0479,False,adhesive_wear,none,A_healthy,0.0023,0.0056,1.0,,50.2,153.03,78476.48,88432.01,57480.81,119383.21,physics_informed_nn,-9955.53,10834.04,15717.0,0.0,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-14T18:31:28,2020-10-25T09:43:40,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,23123.32,4291.83,28.73,108144.95,17.64,99.984,89.387,10477.9,0.96,5.682,96,False,False,constant,90.11,82.44,44,0,0,0,water,none,79.46,40.85,0.612,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-29T14:34:37,45,182.58,182.58,1.877,5.941,3.165,2.661,,,59.29,50.67,,17.98,32.69,46.94,14/12/10,51.3,0.303,11.2,2.8,,,,,77.76,30.758,89.13,64.56,,0.052,0.0032,45.55,1.0,normal,0.00457832,0.041,False,adhesive_wear,none,A_healthy,0.0023,0.0,1.0,,179.02,159.33,78472.42,89948.84,58466.75,121430.93,particle_filter,-11476.42,9578.6,15717.0,0.0001,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-05-16T12:59:49,2020-12-18T07:05:27,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,32399.77,4291.83,53.51,108144.95,10.99,99.99,80.264,10477.9,0.96,2.062,96,False,False,constant,74.96,91.71,45,0,0,0,none,chemical_contamination,51.81,96.63,0.15,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-29T18:38:03,46,186.63,186.63,2.262,6.52,2.882,3.037,,,61.15,52.02,,17.98,34.04,47.59,14/12/10,67.9,0.518,61.0,6.5,,,,,77.45,31.119,91.51,66.28,,0.418,0.0483,180.41,1.0,normal,0.0002827,0.0057,False,adhesive_wear,none,A_healthy,0.0024,0.0,1.0,,282.49,150.97,78468.37,87543.13,56903.04,118183.23,lstm_sequence,-9074.77,11180.86,15717.0,0.0001,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-27T14:12:02,2020-09-24T06:17:49,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,22363.82,4291.83,29.03,108144.95,9.25,99.99,83.147,10477.9,0.96,5.285,96,False,False,constant,72.36,92.03,46,0,0,0,steam,none,79.47,23.09,2.64,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-29T22:41:29,47,190.69,190.69,2.082,6.389,3.069,3.232,,,58.51,56.17,,17.98,38.19,46.06,14/12/10,151.3,0.417,15.7,1.9,,,,,80.84,31.272,91.37,63.16,,0.177,0.0687,113.68,0.9883,normal,-0.00163215,0.0286,False,adhesive_wear,none,A_healthy,0.0024,0.0027,1.0,,180.36,152.87,78464.31,72065.39,46842.5,97288.27,weibull_regression,6398.92,5164.73,15717.0,0.0001,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-09T07:23:09,2019-03-26T06:16:19,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,42898.5,4291.83,40.62,108144.95,9.01,99.99,82.034,10477.9,0.96,2.233,96,False,False,constant,88.66,88.43,47,0,0,0,water,none,38.86,6.71,1.611,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-30T02:44:55,48,194.75,194.75,2.052,8.189,3.991,2.385,,,59.04,51.5,,17.98,33.52,44.67,14/12/10,109.9,0.349,7.9,1.4,,,,,78.64,31.067,89.0,64.09,,0.457,0.0719,12.93,0.9911,normal,-0.00177295,0.0283,False,adhesive_wear,none,A_healthy,0.0025,0.0,1.0,,151.42,153.42,78460.25,68230.63,44349.91,92111.35,xgboost_gradient,10229.62,9407.05,15717.0,0.0001,0.0002,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-02-19T14:03:53,2018-11-10T14:47:10,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,14194.11,4291.83,54.27,108144.95,25.95,99.976,91.856,10477.9,0.96,3.862,96,False,False,constant,72.46,80.97,48,0,0,0,gas_compressed_air,none,61.3,112.52,1.071,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-30T06:48:21,49,198.81,198.81,1.797,5.523,3.074,2.62,,,52.89,52.74,,17.98,34.75,47.69,14/12/10,65.3,0.357,19.8,5.3,,,,,79.48,31.635,91.11,65.62,,0.172,0.0008,89.23,1.0,normal,8.35e-06,0.0,False,adhesive_wear,none,A_healthy,0.0025,0.0,1.0,,1.93,144.54,78456.19,68362.15,44435.4,92288.9,lstm_sequence,10094.05,8360.59,15717.0,0.0001,0.0003,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-02-22T11:52:45,2018-11-15T10:37:50,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,42895.52,4291.83,48.44,108144.95,18.91,99.983,85.12,10477.9,0.96,4.183,96,False,False,constant,75.59,77.84,49,0,0,0,none,particulate_mild,83.03,0.28,0.12,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-30T10:51:47,50,202.86,202.86,1.964,5.373,2.736,3.211,,,63.6,51.81,,17.98,33.83,44.64,13/11/9,118.5,0.423,16.6,4.2,,,,,78.94,30.578,88.96,63.34,,0.121,0.0462,54.53,0.9929,normal,-0.00141428,0.0088,False,adhesive_wear,none,A_healthy,0.0026,0.0056,1.0,,384.4,137.19,78452.14,87787.02,57061.56,118512.48,lstm_sequence,-9334.88,11047.39,15717.0,0.0001,0.0003,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-02T08:22:24,2020-10-03T13:49:49,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,29044.67,4291.83,37.57,108144.95,13.03,99.988,87.249,10477.9,0.96,3.162,96,False,False,constant,77.42,86.79,50,0,0,0,oil_process,none,34.69,2.9,1.791,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-30T14:55:13,51,206.92,206.92,1.963,8.16,4.158,3.048,,,55.92,50.03,,17.98,32.05,44.97,14/12/10,109.7,0.323,11.3,1.8,,,,,79.18,32.381,90.62,63.64,,0.067,0.0436,161.13,1.0,normal,0.0,0.0167,False,adhesive_wear,none,A_healthy,0.0026,0.0024,1.0,,32.63,153.37,78448.08,66316.9,43105.99,89527.82,physics_informed_nn,12131.18,14794.57,15717.0,0.0001,0.0003,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-01-11T05:22:21,2018-09-04T08:17:20,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,24415.43,4291.83,26.39,108144.95,7.0,99.99,86.126,10477.9,0.96,4.404,96,False,False,constant,67.3,82.93,51,0,0,0,oil_hydraulic,particulate_mild,26.28,15.7,2.553,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-30T18:58:40,52,210.98,210.98,2.119,8.507,4.015,2.976,,,63.93,50.51,,17.98,32.53,48.71,13/11/9,100.0,0.361,16.9,3.8,,,,,77.52,30.983,90.83,65.65,,0.842,0.0044,191.2,1.0,normal,0.00233938,0.0059,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,71.51,148.43,78444.02,89548.37,58206.44,120890.3,lstm_sequence,-11104.35,9639.42,15717.0,0.0001,0.0003,0.0025,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-05-09T09:09:45,2020-12-05T07:05:31,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,20527.03,4291.83,49.54,108144.95,27.14,99.975,81.323,10477.9,0.96,1.423,96,False,False,constant,76.07,85.19,52,0,0,0,steam,chemical_contamination,74.43,36.38,0.11,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-30T23:02:06,53,215.04,215.04,1.858,6.688,3.599,2.669,,,62.17,49.94,,17.98,31.95,46.2,14/12/10,73.5,0.36,20.3,2.4,,,,,79.0,31.198,91.36,68.15,,0.177,0.0371,26.05,1.0,normal,0.00177295,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0027,0.0,1.0,,57.97,138.65,78439.96,68197.37,44328.29,92066.45,kalman_filter,10242.6,8447.23,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-02-19T17:43:07,2018-11-10T06:47:51,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,40658.59,4291.83,21.09,108144.95,11.22,99.99,84.318,10477.9,0.96,6.922,96,False,False,constant,72.16,88.03,53,0,0,0,gas_compressed_air,chemical_contamination,83.85,129.28,0.196,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-31T03:05:32,54,219.09,219.09,2.253,6.579,2.921,3.383,,,60.29,52.32,,17.98,34.34,43.6,13/11/9,104.7,0.504,14.0,1.5,,,,,79.08,30.08,90.72,60.74,,0.088,0.0192,94.75,1.0,normal,0.0,0.0575,False,adhesive_wear,none,A_healthy,0.0028,0.0,1.0,,180.31,162.46,78435.91,74476.87,48409.97,100543.78,kalman_filter,3959.03,4221.48,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-06-29T17:31:46,2019-06-20T20:26:08,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,33094.35,4291.83,47.48,108144.95,18.18,99.983,83.103,10477.9,0.96,4.775,96,False,False,constant,78.03,88.1,54,0,0,0,water,water_ingress,61.6,28.03,0.488,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-31T07:08:58,55,223.15,223.15,1.922,6.48,3.372,3.353,,,61.41,51.72,,17.98,33.74,45.03,13/11/9,149.1,0.396,32.8,3.4,,,,,77.84,31.186,88.89,65.67,,0.447,0.0757,553.01,0.9836,normal,-0.00186133,0.0094,False,adhesive_wear,none,A_healthy,0.0028,0.0009,1.0,,170.34,152.07,78431.85,86857.36,56457.28,117257.43,physics_informed_nn,-8425.51,7310.97,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-14T19:49:43,2020-09-01T11:54:15,mixed,False,master_technician,False,88.0,,,none,none,85836.54,10735812.16,28249.85,4291.83,52.31,108144.95,8.6,99.99,85.456,10477.9,0.96,1.609,96,False,False,constant,74.08,78.06,55,0,0,0,water,none,22.59,10.89,3.147,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-31T11:12:24,56,227.21,227.21,1.749,7.634,4.364,2.781,,,59.57,54.03,,17.98,36.04,47.97,14/12/10,70.4,0.315,21.3,4.3,,,,,79.11,30.313,89.76,63.96,,0.176,0.0493,28.86,1.0,normal,0.0,0.0562,False,adhesive_wear,none,A_healthy,0.0029,0.0069,1.0,,28.99,157.89,78427.79,82939.08,53910.4,111967.76,lstm_sequence,-4511.29,4468.58,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-12-23T08:44:52,2020-04-15T21:25:35,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,35843.44,4291.83,26.73,108144.95,21.04,99.981,84.577,10477.9,0.96,4.563,96,False,False,constant,86.33,86.25,56,0,0,0,water,chemical_contamination,63.34,28.13,1.119,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-31T15:15:50,57,231.26,231.26,1.805,7.288,4.037,3.309,,,56.69,53.85,,17.98,35.87,48.27,14/12/10,54.0,0.316,33.8,6.7,,,,,78.33,31.445,90.22,63.58,,0.251,0.0774,83.05,1.0,normal,0.0,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0029,0.0,1.0,,55.0,150.11,78423.74,65446.46,42540.2,88352.72,physics_informed_nn,12977.28,12037.13,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-12-25T02:29:34,2018-08-05T12:45:11,mixed,False,oem_certified,True,,,,none,none,85836.54,10735812.16,34134.93,4291.83,32.5,108144.95,16.87,99.984,87.07,10477.9,0.96,1.116,96,False,False,constant,78.11,88.79,57,0,0,0,water,chemical_contamination,66.75,26.75,5.563,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-31T19:19:17,58,235.32,235.32,1.663,5.741,3.453,3.427,,,63.18,52.81,,17.98,34.83,48.77,14/12/10,80.3,0.321,13.7,2.3,,,,,77.85,30.138,90.49,68.01,,0.221,0.0086,187.76,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.003,0.006,1.0,,110.44,164.42,78419.68,89919.65,58447.77,121391.53,xgboost_gradient,-11499.97,11111.48,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-05-18T03:08:47,2020-12-19T11:01:27,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,29394.74,4291.83,55.12,108144.95,29.62,99.973,81.54,10477.9,0.96,3.301,96,False,False,constant,87.2,90.41,58,0,0,0,water,none,81.13,11.57,2.229,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-03-31T23:22:43,59,239.38,239.38,1.926,8.23,4.273,2.703,,,61.18,52.43,,17.98,34.44,45.35,14/12/10,125.6,0.489,16.9,3.3,,,,,78.98,31.708,90.9,64.62,,0.047,0.0063,342.25,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.003,0.0079,1.0,,88.41,148.63,78415.62,85871.0,55816.15,115925.85,weibull_regression,-7455.38,6652.77,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-02-22T22:52:40,2020-07-29T05:43:37,mixed,False,journeyman,False,21.0,,,none,none,85836.54,10735812.16,29772.11,4291.83,54.57,108144.95,14.43,99.987,81.741,10477.9,0.96,5.448,96,False,False,constant,69.35,101.32,59,0,0,0,water,none,46.74,9.18,2.383,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-01T03:26:09,60,243.44,243.44,1.884,6.771,3.593,3.229,,,56.69,50.79,,17.98,32.81,45.33,13/11/9,104.8,0.398,44.7,12.9,,,,,80.32,32.828,88.82,65.38,,0.425,0.0591,2.37,1.0,normal,0.0032756,0.0235,False,adhesive_wear,none,A_healthy,0.0031,0.0098,1.0,,277.71,162.39,78411.56,70081.83,45553.19,94610.47,lstm_sequence,8329.73,8404.45,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-03-31T04:21:04,2019-01-17T04:59:31,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,17453.12,4291.83,55.49,108144.95,16.39,99.985,85.31,10477.9,0.96,1.384,96,False,False,constant,76.6,82.69,60,0,0,1,water,particulate_mild,80.61,138.91,0.117,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-01T07:29:35,61,247.49,247.49,2.179,6.7,3.075,3.124,,,59.47,52.23,,17.98,34.25,48.54,14/12/10,96.7,0.488,104.3,23.9,,,,,77.28,30.843,90.15,66.31,,0.574,0.0872,314.85,1.0,normal,0.0,0.0353,False,adhesive_wear,none,A_healthy,0.0031,0.0034,1.0,,128.61,140.16,78407.51,91838.1,59694.77,123981.44,kalman_filter,-13430.59,12780.61,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-06-27T14:32:37,2021-02-25T21:52:44,mixed,False,specialist,False,8.0,,,none,none,85836.54,10735812.16,20118.44,4291.83,40.96,108144.95,17.63,99.984,89.536,10477.9,0.96,6.865,96,False,False,constant,68.57,69.69,61,0,0,0,none,particulate_mild,34.78,51.28,2.244,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-01T11:33:01,62,251.55,251.55,1.907,5.202,2.727,3.159,,,63.47,51.49,,17.98,33.5,43.49,14/12/10,63.1,0.339,26.0,6.6,,,,,77.85,30.546,90.56,65.66,,0.388,0.0379,22.81,0.9914,normal,-0.00171319,0.0485,False,adhesive_wear,contamination,A_healthy,0.0032,0.0011,1.0,,97.61,151.3,78403.45,85295.2,55441.88,115148.52,particle_filter,-6891.75,5600.85,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-02-11T11:09:02,2020-07-09T08:28:15,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,39520.48,4291.83,53.51,108144.95,18.08,99.983,90.136,10477.9,0.96,5.726,96,False,False,constant,76.48,85.09,62,0,0,1,oil_process,none,51.52,25.46,3.15,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-01T15:36:27,63,255.61,255.61,2.179,8.664,3.976,3.021,,,61.58,48.46,,17.98,30.48,47.12,13/11/9,107.5,0.306,15.8,3.0,,,,,80.5,31.679,91.15,63.89,,2.578,0.0144,220.42,1.0,normal,0.0,0.0295,False,adhesive_wear,erosion,A_healthy,0.0032,0.0,1.0,,128.47,152.02,78399.39,70368.83,45739.74,94997.92,lstm_sequence,8030.57,9428.08,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-06T16:01:16,2019-01-27T21:06:38,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,29343.37,4291.83,20.58,108144.95,10.04,99.99,77.677,10477.9,0.96,2.451,96,False,False,constant,71.65,81.79,63,0,0,0,gas_compressed_air,particulate_mild,25.56,44.69,0.339,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-01T19:39:54,64,259.67,259.67,2.013,5.166,2.567,2.831,,,58.38,47.52,,17.98,29.54,46.34,15/13/11,52.4,0.395,43.1,11.2,,,,,77.5,31.116,90.02,64.64,,0.119,0.0137,49.53,1.0,normal,0.0,0.0073,False,adhesive_wear,none,A_healthy,0.0033,0.0,1.0,,24.36,142.43,78395.33,70937.21,46109.19,95765.23,particle_filter,7458.13,8731.59,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-18T16:16:10,2019-02-17T04:17:34,mixed,False,oem_certified,False,58.0,,,none,none,85836.54,10735812.16,28524.79,4291.83,43.1,108144.95,32.98,99.97,83.638,10477.9,0.96,3.236,96,False,False,constant,77.32,82.44,64,0,0,1,steam,none,87.99,10.37,6.015,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-01T23:43:20,65,263.72,263.72,2.181,6.724,3.083,2.735,,,63.01,56.59,,17.98,38.61,43.89,14/12/10,219.0,0.522,16.3,2.2,,,,,78.09,30.853,90.91,66.12,,0.641,0.1001,53.29,1.0,normal,0.0,0.0444,False,adhesive_wear,none,A_healthy,0.0034,0.0,1.0,,174.61,129.02,78391.28,87022.8,56564.82,117480.78,weibull_regression,-8631.52,8114.38,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-19T23:07:15,2020-09-09T01:06:00,mixed,False,specialist,False,61.0,,,none,none,85836.54,10735812.16,39692.99,4291.83,22.12,108144.95,11.45,99.989,83.141,10477.9,0.96,4.647,96,False,False,constant,94.3,69.77,65,0,0,1,water,particulate_mild,83.73,46.5,9.864,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-02T03:46:46,66,267.78,267.78,2.136,6.528,3.056,2.666,,,56.79,50.28,,17.98,32.3,43.99,14/12/10,70.2,0.402,36.7,9.1,,,,,79.03,32.629,90.1,66.97,,0.254,0.0839,3.82,1.0,normal,0.0,0.0232,False,adhesive_wear,none,A_healthy,0.0034,0.0,1.0,,55.48,130.87,78387.22,60283.24,39184.1,81382.37,xgboost_gradient,18103.99,21798.22,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-09-10T01:23:49,2018-02-05T04:31:46,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,31097.7,4291.83,27.9,108144.95,13.38,99.988,87.077,10477.9,0.96,2.955,96,False,False,constant,70.21,86.62,66,0,0,0,gas_compressed_air,particulate_mild,88.29,174.08,2.485,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-02T07:50:12,67,271.84,271.84,2.353,7.288,3.097,2.795,,,62.18,50.42,,17.98,32.44,46.12,13/11/9,93.6,0.414,14.2,2.3,,,,,75.65,31.107,90.36,63.62,,0.26,0.0203,32.46,1.0,normal,0.00171319,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,239.56,157.35,78383.16,68367.04,44438.57,92295.5,kalman_filter,10016.13,10039.06,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-02-25T15:21:16,2018-11-18T15:49:01,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,41189.86,4291.83,50.69,108144.95,6.59,99.99,91.813,10477.9,0.96,5.485,96,False,False,constant,59.42,102.38,67,0,0,0,gas_compressed_air,none,47.98,23.09,1.914,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-02T11:53:38,68,275.89,275.89,2.273,8.352,3.674,2.026,,,58.63,50.79,,17.98,32.81,48.12,13/11/9,174.5,0.458,17.1,3.5,,,,,77.35,32.041,88.7,67.57,,0.943,0.0414,54.03,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,33.14,137.0,78379.11,70829.03,46038.87,95619.19,lstm_sequence,7550.07,7275.67,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-17T02:24:34,2019-02-14T00:34:14,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,32116.43,4291.83,33.85,108144.95,11.61,99.989,90.204,10477.9,0.96,1.226,96,False,False,constant,76.5,90.91,68,0,0,0,none,particulate_mild,26.07,1.41,0.955,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-02T15:57:04,69,279.95,279.95,1.949,6.943,3.562,3.137,,,57.27,52.22,,17.98,34.24,45.57,14/12/10,62.4,0.398,17.9,4.0,,,,,79.63,32.75,89.28,64.82,,0.889,0.0801,96.39,0.9962,normal,-0.00075751,0.0169,False,adhesive_wear,none,A_healthy,0.0036,0.0,1.0,,53.0,151.57,78375.05,88422.39,57474.55,119370.22,xgboost_gradient,-10047.34,11255.96,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-18T19:08:39,2020-10-29T06:58:46,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,32749.87,4291.83,50.97,108144.95,26.5,99.975,83.385,10477.9,0.96,7.806,96,False,False,constant,73.63,85.32,69,0,0,0,steam,none,27.13,87.32,0.108,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-02T20:00:30,70,284.01,284.01,2.316,7.256,3.133,2.625,,,60.58,53.9,,17.98,35.91,43.18,14/12/10,159.8,0.346,27.4,7.4,,,,,78.18,32.46,88.76,65.82,,0.141,0.2601,59.4,0.9937,normal,-0.001269,0.0523,False,adhesive_wear,none,A_healthy,0.0036,0.0009,1.0,,90.84,153.25,78370.99,88139.32,57290.56,118988.08,kalman_filter,-9768.33,10197.13,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-13T01:40:03,2020-10-19T10:25:43,mixed,False,journeyman,False,74.0,,,none,none,85836.54,10735812.16,13410.53,4291.83,36.2,108144.95,18.88,99.983,82.894,10477.9,0.96,1.961,96,False,False,constant,76.51,84.92,70,0,0,2,steam,none,50.05,61.66,0.761,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-03T00:03:57,71,288.07,288.07,1.864,6.795,3.645,2.968,,,60.6,47.99,,17.98,30.01,45.06,13/11/9,73.7,0.537,40.4,6.2,,,,,77.56,32.069,88.94,63.44,,0.407,0.0737,52.9,1.0,normal,0.0,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.0037,0.0,1.0,,35.5,140.9,78366.93,72658.22,47227.85,98088.6,weibull_regression,5708.71,4724.4,15717.0,0.0001,0.0003,0.0026,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-25T17:10:38,2019-04-20T07:33:19,mixed,False,oem_certified,True,,,,none,none,85836.54,10735812.16,20541.18,4291.83,32.73,108144.95,7.07,99.99,82.798,10477.9,0.96,3.386,96,False,False,constant,69.21,80.0,71,1,0,1,steam,particulate_mild,24.07,5.16,2.633,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-03T04:07:23,72,292.12,292.12,2.134,5.516,2.585,3.268,,,62.16,57.04,,17.98,39.06,48.99,14/12/10,103.9,0.521,16.5,3.2,,,,,80.51,30.84,89.21,69.22,,0.755,0.0567,25.88,0.9992,normal,-0.00015743,0.0275,False,adhesive_wear,none,A_healthy,0.0037,0.0,1.0,,293.33,163.03,78362.88,94032.03,61120.82,126943.24,xgboost_gradient,-15669.15,16485.84,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-08-14T04:08:12,2021-05-16T11:20:47,mixed,False,oem_certified,True,,,,none,none,85836.54,10735812.16,30610.79,4291.83,33.78,108144.95,21.06,99.981,83.857,10477.9,0.96,7.901,96,False,False,constant,78.83,77.15,72,0,0,0,gas_compressed_air,none,50.24,8.6,1.309,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-03T08:10:49,73,296.18,296.18,1.945,4.983,2.562,3.428,,,61.5,49.46,,17.98,31.48,46.82,14/12/10,95.5,0.5,30.1,5.2,,,,,79.78,30.551,89.87,64.08,,0.165,0.0318,26.54,0.9962,normal,-0.00075314,0.0376,False,adhesive_wear,cavitation,A_healthy,0.0038,0.0,1.0,,105.63,155.66,78358.82,86177.67,56015.49,116339.85,xgboost_gradient,-7818.85,7461.58,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-03T17:00:54,2020-08-11T11:11:57,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,36366.52,4291.83,46.56,108144.95,14.84,99.986,85.931,10477.9,0.96,3.299,96,False,False,constant,73.58,82.0,73,0,0,0,water,particulate_mild,22.77,91.97,3.058,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-03T12:14:15,74,300.24,300.24,1.894,7.8,4.118,2.406,,,60.05,52.26,,17.98,34.28,44.51,13/11/9,165.3,0.37,25.9,7.3,,,,,77.85,30.406,91.51,65.53,,0.136,0.0515,22.72,1.0,normal,0.00075751,0.0,False,adhesive_wear,none,A_healthy,0.0038,0.0012,1.0,,4.51,135.53,78354.76,70897.48,46083.36,95711.6,particle_filter,7457.28,7960.49,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-19T12:58:37,2019-02-17T11:05:41,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,32256.75,4291.83,29.39,108144.95,39.91,99.963,79.872,10477.9,0.96,6.176,96,False,False,constant,74.88,82.11,74,0,0,0,none,particulate_severe,76.18,17.27,3.245,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-03T16:17:41,75,304.29,304.29,1.899,8.369,4.407,3.022,,,54.93,51.82,,17.98,33.84,45.85,14/12/10,74.6,0.499,16.9,4.2,,,,,77.47,30.939,88.66,63.59,,0.435,0.0045,37.49,0.9779,normal,-0.0031458,0.0,False,adhesive_wear,none,A_healthy,0.0039,0.0,1.0,,332.74,160.02,78350.71,65563.0,42615.95,88510.05,xgboost_gradient,12787.7,14882.3,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-12-30T13:47:44,2018-08-12T16:50:47,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,36666.03,4291.83,25.99,108144.95,9.75,99.99,90.071,10477.9,0.96,1.862,96,False,False,constant,79.68,70.84,75,0,1,0,water,chemical_contamination,80.99,3.83,2.694,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-03T20:21:07,76,308.35,308.35,1.784,6.724,3.769,2.927,,,54.37,51.58,,17.98,33.6,46.77,13/11/9,183.6,0.631,20.9,2.1,,,,,78.7,31.876,89.36,65.01,,0.964,0.0191,43.83,1.0,normal,0.0,0.0,False,adhesive_wear,overload,A_healthy,0.0039,0.0012,1.0,,61.98,151.11,78346.65,83850.21,54502.64,113197.79,xgboost_gradient,-5503.56,7055.73,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-01-14T17:27:30,2020-05-21T13:01:58,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,19882.5,4291.83,40.92,108144.95,9.1,99.99,83.425,10477.9,0.96,3.975,96,False,False,constant,86.46,90.41,76,0,0,0,gas_compressed_air,none,65.02,1.84,0.489,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-04T00:24:34,77,312.41,312.41,2.176,9.511,4.37,3.177,,,60.74,51.46,,17.98,33.47,47.17,14/12/10,96.1,0.421,16.2,4.7,,,,,79.24,31.475,89.8,63.77,,0.234,0.0478,15.62,0.9999,normal,0.00013848,0.0177,False,adhesive_wear,none,A_healthy,0.004,0.0057,1.0,,47.2,145.54,78342.59,86645.73,56319.72,116971.73,particle_filter,-8303.14,8771.83,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-03-14T03:16:25,2020-08-28T17:16:43,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,40766.26,4291.83,40.42,108144.95,15.88,99.985,83.71,10477.9,0.96,2.179,96,False,False,constant,72.39,77.54,77,1,0,1,none,none,44.64,75.05,2.621,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-04T04:28:00,78,316.47,316.47,2.212,9.15,4.136,2.83,,,65.19,54.74,,17.98,36.76,44.35,14/12/10,214.0,0.379,23.8,2.8,,,,,77.84,31.353,88.99,63.42,,0.715,0.1166,27.36,0.9928,normal,-0.00068845,0.0352,False,adhesive_wear,fatigue_spalling,A_healthy,0.004,0.0178,1.0,,362.01,141.09,78338.53,82249.05,53461.88,111036.22,particle_filter,-3910.52,3996.13,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-12-12T16:59:28,2020-03-26T04:09:29,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,32275.54,4291.83,51.59,108144.95,12.08,99.989,81.73,10477.9,0.96,1.041,96,False,False,constant,70.71,82.1,78,0,0,0,oil_hydraulic,water_ingress,39.74,30.26,2.45,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-04T08:31:26,79,320.52,320.52,1.956,5.921,3.027,2.91,,,57.63,52.46,,17.98,34.47,45.53,13/11/9,208.8,0.565,11.6,2.6,,,,,77.68,30.795,88.89,66.55,,1.047,0.1186,342.24,1.0,normal,0.0,0.0,False,adhesive_wear,adhesive_wear,A_healthy,0.0041,0.0,1.0,,46.64,143.56,78334.48,96457.35,62697.27,130217.42,particle_filter,-18122.87,20631.7,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-10-04T21:11:47,2021-08-11T13:16:02,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,35535.01,4291.83,21.11,108144.95,7.55,99.99,84.103,10477.9,0.96,5.722,96,False,False,constant,82.61,76.42,79,0,0,4,steam,none,21.36,63.42,1.858,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-04T12:34:52,80,324.58,324.58,2.247,7.723,3.437,2.923,,,57.48,53.9,,17.98,35.91,45.55,13/11/9,79.2,0.815,16.5,4.8,,,,,78.8,30.941,90.78,65.19,,0.119,0.2093,40.67,0.9896,normal,0.00234123,0.0,False,adhesive_wear,cavitation,A_healthy,0.0041,0.0,1.0,,137.61,147.83,78330.42,88364.59,57436.98,119292.19,xgboost_gradient,-10034.17,10059.12,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-19T10:52:32,2020-10-29T02:28:54,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,24415.07,4291.83,54.58,108144.95,16.93,99.984,83.114,10477.9,0.96,3.543,96,False,False,constant,81.25,77.01,80,0,0,1,gas_compressed_air,particulate_mild,38.96,94.23,2.711,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-04T16:38:18,81,328.64,328.64,2.277,10.16,4.462,2.609,,,57.04,54.89,,17.98,36.91,48.11,14/12/10,99.0,0.539,9.6,1.7,,,,,80.08,31.421,90.31,62.24,,0.806,0.0027,170.08,0.9884,normal,-0.00231295,0.0797,False,adhesive_wear,none,A_healthy,0.0042,0.0051,1.0,,282.76,161.44,78326.36,72272.09,46976.86,97567.32,xgboost_gradient,6054.27,7371.85,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-19T08:40:55,2019-04-08T07:54:45,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,21432.43,4291.83,47.11,108144.95,10.55,99.99,79.316,10477.9,0.96,1.991,96,False,False,constant,81.77,80.65,81,0,0,1,oil_process,none,29.89,4.31,0.094,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-04T20:41:44,82,332.7,332.7,2.046,7.788,3.806,2.872,,,62.02,54.4,,17.98,36.42,47.31,13/11/9,64.5,0.356,10.7,2.6,,,,,78.15,30.631,89.87,64.52,,0.819,0.0711,256.56,0.9853,normal,-0.0029218,0.0428,False,adhesive_wear,none,A_healthy,0.0042,0.015,1.0,,237.52,140.64,78322.3,88241.77,57357.15,119126.39,xgboost_gradient,-9919.46,11644.61,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-04-17T05:34:48,2020-10-25T02:11:57,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,17234.69,4291.83,36.44,108144.95,13.71,99.987,85.358,10477.9,0.96,6.339,96,False,False,constant,76.93,73.17,82,0,0,1,gas_compressed_air,particulate_mild,27.48,15.24,1.441,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-05T00:45:11,83,336.75,336.75,1.945,7.683,3.95,3.168,,,57.84,49.39,,17.98,31.41,44.79,13/11/9,69.2,0.341,24.4,5.9,,,,,78.7,30.7,90.27,62.32,,0.099,0.247,71.15,1.0,normal,0.0014416,0.0122,False,adhesive_wear,lubrication_starvation,A_healthy,0.0043,0.0136,1.0,,88.94,161.91,78318.25,93024.15,60465.7,125582.61,kalman_filter,-14705.91,14174.03,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-07-26T00:49:46,2021-04-12T15:16:59,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,28713.49,4291.83,40.99,108144.95,12.91,99.988,83.57,10477.9,0.96,6.666,96,False,False,constant,73.25,83.51,83,0,0,0,gas_compressed_air,chemical_contamination,27.53,73.31,1.209,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-05T04:48:37,84,340.81,340.81,1.706,5.636,3.305,2.744,,,53.4,59.27,,17.98,41.29,45.79,14/12/10,62.5,0.612,14.2,3.3,,,,,79.7,30.744,90.12,67.0,,0.664,0.0509,80.24,0.99,normal,-0.00199961,0.0494,False,adhesive_wear,none,A_healthy,0.0043,0.0012,1.0,,176.56,145.8,78314.19,72631.18,47210.27,98052.09,kalman_filter,5683.01,6754.8,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-05-27T08:24:00,2019-04-21T13:18:46,mixed,False,master_technician,False,89.0,,,none,none,85836.54,10735812.16,29116.84,4291.83,24.88,108144.95,7.85,99.99,79.455,10477.9,0.96,3.783,96,False,False,constant,95.4,70.51,84,1,0,2,water,particulate_severe,65.36,0.05,3.011,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-05T08:52:03,85,344.87,344.87,1.966,6.966,3.544,3.032,,,58.31,53.09,,17.98,35.11,45.16,15/13/11,96.9,0.369,49.8,13.7,,,,,79.22,31.817,89.84,66.3,,0.208,0.1086,58.55,0.9914,normal,0.00034431,0.0514,False,adhesive_wear,none,A_healthy,0.0044,0.0218,1.0,,227.07,153.24,78310.13,71349.47,46377.16,96321.79,weibull_regression,6960.66,7913.25,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-30T19:36:14,2019-03-07T07:55:10,mixed,False,master_technician,False,49.0,,,none,none,85836.54,10735812.16,18030.72,4291.83,57.96,108144.95,15.85,99.985,82.166,10477.9,0.96,6.582,96,False,False,constant,66.29,92.23,85,0,0,0,oil_process,none,87.52,66.43,2.326,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-05T12:55:29,86,348.92,348.92,2.098,6.59,3.141,3.013,,,62.74,46.29,,17.98,28.31,46.58,14/12/10,208.6,0.551,13.3,3.3,,,,,79.41,31.527,91.26,65.18,,0.647,0.0792,111.79,1.0,normal,0.00231295,0.0,False,adhesive_wear,none,A_healthy,0.0044,0.0,1.0,,145.52,150.71,78306.08,68688.63,44647.61,92729.65,particle_filter,9617.45,9720.37,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-03-06T13:14:17,2018-12-03T06:15:27,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,35518.13,4291.83,21.84,108144.95,12.8,99.988,90.563,10477.9,0.96,2.626,96,False,False,constant,79.1,84.3,86,0,0,2,oil_hydraulic,none,22.85,218.09,1.006,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-05T16:58:55,87,352.98,352.98,1.958,5.512,2.816,3.313,,,62.72,57.83,,17.98,39.85,48.0,13/11/9,111.9,0.396,10.7,2.6,,,,,77.76,31.006,89.81,67.57,,0.286,0.0484,33.92,0.9828,normal,-0.00049799,0.0161,False,adhesive_wear,none,A_healthy,0.0045,0.0049,1.0,,202.49,145.13,78302.02,90363.87,58736.52,121991.23,lstm_sequence,-12061.86,13037.68,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-06-01T06:55:08,2021-01-09T02:16:28,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,25897.39,4291.83,58.39,108144.95,30.86,99.971,83.866,10477.9,0.96,5.766,96,False,False,constant,73.74,80.54,87,0,0,0,oil_process,particulate_mild,34.76,30.41,3.29,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-05T21:02:21,88,357.04,357.04,2.06,5.537,2.687,2.843,,,64.12,48.47,,17.98,30.49,47.36,13/11/9,183.7,0.479,36.1,8.8,,,,,77.53,30.203,90.99,65.98,,0.135,0.0277,177.46,1.0,normal,0.0,0.0102,False,adhesive_wear,none,A_healthy,0.0045,0.0022,1.0,,9.99,146.07,78297.96,70820.56,46033.36,95607.75,physics_informed_nn,7477.4,6230.31,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-04-20T07:19:03,2019-02-17T02:30:44,mixed,False,master_technician,False,37.0,,,none,none,85836.54,10735812.16,18312.4,4291.83,49.25,108144.95,6.54,99.99,85.813,10477.9,0.96,5.786,96,False,False,constant,71.74,75.93,88,0,0,0,oil_process,none,39.43,35.82,1.678,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-06T01:05:47,89,361.1,361.1,1.965,7.836,3.988,2.619,,,62.26,51.5,,17.98,33.52,47.25,14/12/10,95.3,0.364,11.5,1.9,,,,,77.27,29.724,89.48,63.32,,0.152,0.0063,383.16,1.0,normal,0.00199961,0.0243,False,adhesive_wear,none,A_healthy,0.0046,0.0035,1.0,,26.3,133.64,78293.9,93101.66,60516.08,125687.25,particle_filter,-14807.76,15870.1,15717.0,0.0001,0.0003,0.0027,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2017-07-28T15:55:43,2021-04-16T09:30:39,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,20444.34,4291.83,23.9,108144.95,18.23,99.983,83.658,10477.9,0.96,7.333,96,False,False,constant,75.71,96.75,89,0,0,1,gas_compressed_air,particulate_mild,73.88,66.92,4.972,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-06T05:09:14,90,365.15,365.15,2.056,5.763,2.804,3.012,,,60.85,51.96,,17.98,33.98,43.77,13/11/9,79.8,0.587,25.0,4.1,,,,,78.0,31.021,92.7,66.85,,0.155,0.3749,281.94,0.9975,normal,0.00123386,0.0043,False,adhesive_wear,none,A_healthy,0.0046,0.0,1.0,,163.58,153.16,78289.85,62381.6,40548.04,84215.16,lstm_sequence,15908.25,17283.29,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2015-10-27T19:57:15,2018-04-24T13:30:51,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,32133.95,4291.83,31.62,108144.95,6.08,99.99,87.256,10477.9,0.96,1.783,96,False,False,constant,82.18,87.26,90,1,0,1,steam,none,46.69,72.67,0.259,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-06T09:12:40,91,369.21,369.21,1.888,7.428,3.934,2.935,,,62.8,54.01,,17.98,36.02,46.01,13/11/9,100.9,0.501,49.7,13.6,,,,,78.2,31.739,87.91,67.3,,0.423,0.0041,164.73,0.9767,normal,-0.00465825,0.0563,False,adhesive_wear,thermal_degradation,A_healthy,0.0047,0.0,1.0,,461.33,130.72,78285.79,65690.55,42698.86,88682.24,lstm_sequence,12595.24,14184.49,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,1.0,1e-06,False,none,none,,,,,,2016-01-04T22:29:08,2018-08-19T22:10:40,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,40564.3,4291.83,24.01,108144.95,6.29,99.99,87.381,10477.9,0.96,4.788,96,False,False,constant,74.31,86.04,91,1,0,0,oil_process,water_ingress,63.14,14.27,1.413,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-06T13:16:06,92,373.27,373.27,1.833,7.232,3.946,2.893,,,60.59,51.21,,17.98,33.23,46.27,14/12/10,59.4,0.354,13.7,3.4,,,,,79.49,32.648,88.79,63.95,,0.71,0.0046,83.93,1.0,normal,0.00343874,0.0165,False,adhesive_wear,lubrication_starvation,A_healthy,0.0047,0.0,1.0,,66.31,163.0,78281.73,85323.21,55460.09,115186.33,particle_filter,-7041.48,8718.17,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2017-02-17T02:52:22,2020-07-15T09:59:46,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,22942.83,4291.83,20.73,108144.95,7.74,99.99,84.73,10477.9,0.96,2.382,96,False,False,constant,78.75,89.91,92,1,0,1,oil_hydraulic,particulate_mild,54.43,92.31,4.357,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-06T17:19:32,93,377.33,377.33,2.131,6.304,2.959,3.896,,,60.75,50.94,,17.98,32.96,46.96,14/12/10,88.5,0.321,10.7,1.3,,,,,77.49,29.598,89.18,61.26,,0.254,0.0359,465.72,0.9983,normal,-0.0003377,0.0,False,adhesive_wear,none,A_healthy,0.0048,0.0135,1.0,,155.93,136.64,78277.67,63769.58,41450.22,86088.93,physics_informed_nn,14508.1,15993.05,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2015-11-26T06:06:50,2018-06-13T05:27:57,mixed,False,oem_certified,False,43.0,,,none,none,85836.54,10735812.16,20564.86,4291.83,34.76,108144.95,25.82,99.976,91.844,10477.9,0.96,4.362,96,False,False,constant,77.13,82.25,93,0,0,0,water,none,78.37,55.23,0.762,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-06T21:22:58,94,381.38,381.38,1.91,5.658,2.962,3.016,,,58.02,52.19,,17.98,34.21,48.75,14/12/10,110.7,0.393,26.0,5.6,,,,,78.41,31.23,90.84,64.82,,0.094,0.0149,54.56,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0048,0.0,1.0,,6.65,161.4,78273.62,89789.15,58362.95,121215.35,xgboost_gradient,-11515.53,13186.14,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2017-05-21T11:57:27,2020-12-20T22:09:35,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,14895.69,4291.83,47.14,108144.95,4.02,99.99,84.795,10477.9,0.96,4.229,96,False,False,constant,82.61,86.81,94,1,0,0,oil_process,none,21.44,20.8,0.477,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-07T01:26:24,95,385.44,385.44,1.887,5.975,3.167,2.834,,,59.46,54.44,,17.98,36.46,48.94,13/11/9,72.2,0.358,12.1,2.2,,,,,79.48,32.853,87.68,65.25,,0.031,0.0028,26.94,1.0,normal,0.0004954,0.0153,False,adhesive_wear,none,A_healthy,0.0049,0.0083,1.0,,662.44,134.31,78269.56,87284.8,56735.12,117834.49,particle_filter,-9015.24,10450.9,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2017-03-30T11:50:31,2020-09-23T09:31:24,mixed,False,master_technician,True,,,,none,none,85836.54,10735812.16,42006.14,4291.83,37.45,108144.95,10.5,99.99,84.932,10477.9,0.96,1.319,96,False,False,constant,85.96,80.66,95,1,0,1,steam,none,68.39,4.78,0.791,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-07T05:29:51,96,389.5,389.5,2.397,10.284,4.29,3.197,,,59.46,56.94,,17.98,38.96,46.97,14/12/10,75.1,0.301,60.3,10.9,,,,,79.14,30.853,88.86,63.41,,0.604,0.0095,185.98,1.0,normal,0.00465825,0.0601,False,adhesive_wear,none,A_healthy,0.005,0.0185,1.0,,260.07,146.24,78265.5,89159.61,57953.75,120365.48,xgboost_gradient,-10894.11,12125.45,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2017-05-08T17:18:16,2020-11-28T23:10:10,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,35177.15,4291.83,37.95,108144.95,24.99,99.977,92.483,10477.9,0.96,3.468,96,False,False,constant,89.67,96.32,96,0,0,0,oil_process,particulate_mild,61.98,103.56,0.72,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-07T09:33:17,97,393.55,393.55,2.429,9.616,3.959,3.136,,,62.4,52.06,,17.98,34.08,42.38,13/11/9,67.8,0.362,21.4,3.9,,,,,79.98,32.855,90.89,66.2,,0.837,0.0486,1.04,1.0,normal,0.0,0.0194,False,adhesive_wear,none,A_healthy,0.005,0.0,1.0,,25.54,147.04,78261.45,85436.15,55533.5,115338.8,particle_filter,-7174.7,6271.14,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2017-02-20T07:37:45,2020-07-20T06:16:53,mixed,False,apprentice,True,,,,none,none,85836.54,10735812.16,26177.4,4291.83,45.97,108144.95,13.5,99.988,86.706,10477.9,0.96,4.455,96,False,False,constant,86.38,89.59,97,1,0,0,none,none,52.97,65.01,8.878,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-07T13:36:43,98,397.61,397.61,1.95,7.668,3.933,2.971,,,56.04,57.41,,17.98,39.43,48.69,14/12/10,118.6,0.379,10.5,2.7,,,,,77.55,31.979,89.53,66.74,,0.627,0.0114,110.14,0.9969,normal,-0.00028935,0.041,False,adhesive_wear,none,A_healthy,0.0051,0.0,1.0,,179.67,139.89,78257.39,68635.8,44613.27,92658.32,lstm_sequence,9621.59,10100.81,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2016-03-07T11:30:36,2018-12-03T10:02:19,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,36057.56,4291.83,31.23,108144.95,9.64,99.99,80.364,10477.9,0.96,2.883,96,False,False,constant,93.34,93.24,98,1,0,0,oil_process,none,29.61,96.41,6.371,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-07T17:40:09,99,401.67,401.67,2.037,6.721,3.299,3.076,,,58.36,49.58,,17.98,31.6,48.18,13/11/9,75.7,0.492,50.6,7.7,,,,,78.58,32.611,90.88,65.82,,0.222,0.0246,13.64,0.9958,normal,-0.00083844,0.0327,False,adhesive_wear,none,A_healthy,0.0051,0.0,1.0,,235.76,152.88,78253.33,68363.17,44436.06,92290.28,xgboost_gradient,9890.16,9381.38,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2016-03-01T23:15:21,2018-11-23T22:22:00,mixed,False,specialist,True,,,,none,none,85836.54,10735812.16,39178.47,4291.83,36.38,108144.95,69.18,99.936,86.124,10477.9,0.96,3.681,96,False,False,constant,70.29,93.39,99,1,0,1,oil_hydraulic,chemical_contamination,83.39,121.1,1.517,,,standard
ASSET-000022,wind_turbine_drivetrain,high,CoreMech International,MDL-2767-C,2012-03-22,78655.0,60000.0,78.45432018781088,outdoor_sheltered,pharmaceutical,FAC-147,LINE-N,active_standby,2012-04-07T21:43:35,100,405.73,405.73,1.839,5.872,3.193,2.989,,,59.66,51.11,,17.98,33.13,45.75,14/12/10,144.3,0.489,27.3,7.2,,,,,77.39,30.766,89.45,69.42,,0.545,0.0877,23.58,0.9909,normal,-0.00181731,0.0181,False,adhesive_wear,none,A_healthy,0.0052,0.0,1.0,,91.64,124.72,78249.27,91630.12,59559.58,123700.67,lstm_sequence,-13380.85,11425.43,15717.0,0.0001,0.0003,0.0028,1.847,79120.0,0.9999,1e-06,False,none,none,,,,,,2017-06-29T20:47:17,2021-02-25T03:19:52,mixed,False,journeyman,True,,,,none,none,85836.54,10735812.16,42532.53,4291.83,50.25,108144.95,12.1,99.989,82.223,10477.9,0.96,6.149,96,False,False,constant,72.75,85.62,100,1,0,0,gas_compressed_air,none,50.0,51.83,5.512,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T00:59:29,1,0.99,0.99,2.772,11.357,4.097,2.957,,,61.06,61.58,,31.51,30.07,47.45,14/12/10,75.4,0.465,5.6,1.1,3.346,13.103,9.757,93.235,71.9,28.165,89.76,62.35,,0.482,0.0027,54.21,0.9989,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0001,0.0121,1.0,,45.24,127.17,10714.01,10110.45,6571.79,13649.11,weibull_regression,603.56,531.92,1767.0,0.0011,0.0053,0.0371,1.402,30198.0,1.0,1e-06,False,none,none,,,,,,2007-06-01T16:12:59,2007-10-27T02:52:26,mixed,False,master_technician,False,37.0,,,none,none,160043.03,12976648.98,46751.3,8002.15,59.46,45580.19,8.1,99.982,83.097,1177.7,2.45,7.912,245,False,False,variable_mild,70.15,80.6,1,0,0,0,water,particulate_mild,39.81,26.25,0.582,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T01:58:59,2,1.98,1.98,2.554,8.281,3.243,3.288,,,60.64,60.59,,31.51,29.08,44.36,13/11/9,56.1,0.526,27.2,7.5,7.103,22.845,15.742,103.83,71.96,29.291,91.78,65.88,,0.84,0.0621,100.51,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0002,0.008,1.0,,23.21,134.48,10713.02,11697.64,7603.47,15791.81,physics_informed_nn,-984.62,845.89,1767.0,0.0011,0.0053,0.0371,1.402,30198.0,1.0,1e-06,False,none,none,,,,,,2007-07-04T18:48:09,2007-12-22T08:58:33,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,79459.29,8002.15,43.39,45580.19,9.67,99.979,82.531,1177.7,2.45,1.125,245,False,False,variable_mild,67.96,85.27,2,0,0,0,steam,none,80.81,64.43,0.521,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T02:58:29,3,2.97,2.97,2.429,8.456,3.482,3.173,,,54.64,63.16,,31.51,31.65,45.54,13/11/9,84.2,0.312,29.0,3.9,1.917,20.844,18.927,91.465,72.18,28.874,91.36,67.14,,0.973,0.0184,32.77,0.9965,normal,-0.00115863,0.0377,False,corrosion_fatigue,none,A_healthy,0.0003,0.0079,1.0,,207.44,145.79,10712.03,9361.7,6085.1,12638.29,particle_filter,1350.33,1110.47,1767.0,0.0012,0.0053,0.0371,1.402,30198.0,1.0,1.14e-06,False,none,none,,,,,,2007-05-17T03:49:27,2007-09-30T16:25:07,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,27200.16,8002.15,30.13,45580.19,16.3,99.964,86.13,1177.7,2.45,5.495,245,False,False,variable_mild,68.38,88.85,3,0,0,0,gas_compressed_air,particulate_mild,58.49,90.4,1.723,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T03:57:59,4,3.97,3.97,2.626,8.02,3.054,3.16,,,58.13,58.55,,31.51,27.04,46.55,14/12/10,72.6,0.482,10.6,1.9,9.291,22.751,13.46,99.107,73.58,30.499,89.44,65.39,,0.607,0.0365,17.98,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0004,0.0136,1.0,,35.95,135.05,10711.03,8849.82,5752.39,11947.26,physics_informed_nn,1861.21,1640.54,1767.0,0.0012,0.0053,0.0372,1.402,30198.0,1.0,1.28e-06,False,none,none,,,,,,2007-05-06T12:52:44,2007-09-12T14:19:03,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,67649.14,8002.15,21.45,45580.19,14.75,99.968,88.898,1177.7,2.45,3.97,245,False,False,variable_mild,64.66,96.93,4,0,0,0,oil_hydraulic,particulate_mild,87.27,31.13,0.044,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T04:57:29,4,4.96,4.96,2.49,11.285,4.531,3.308,,,60.12,67.23,,31.51,35.72,46.84,13/11/9,88.0,0.345,20.3,5.3,3.004,22.55,19.546,103.901,72.18,29.214,89.07,64.62,,2.969,0.2447,1.81,0.9856,normal,-0.00288502,0.0276,False,corrosion_fatigue,none,A_healthy,0.0005,0.0,1.0,,392.79,132.61,10710.04,9053.44,5884.73,12222.14,lstm_sequence,1656.6,1962.76,1767.0,0.0012,0.0053,0.0372,1.402,30198.0,1.0,1.4e-06,False,none,none,,,,,,2007-05-10T19:40:37,2007-09-19T20:22:49,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,44226.78,8002.15,55.58,45580.19,10.15,99.978,91.457,1177.7,2.45,7.226,245,False,False,variable_mild,64.08,67.39,4,0,0,0,none,none,32.25,56.52,2.096,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T05:56:59,5,5.95,5.95,2.449,6.151,2.512,2.94,,,61.4,67.29,,31.51,35.78,46.09,13/11/9,186.5,0.331,6.4,1.6,4.841,12.236,7.396,100.417,73.03,29.732,88.88,68.2,,0.071,0.0577,104.89,0.9937,normal,-0.00103064,0.0295,False,corrosion_fatigue,none,A_healthy,0.0006,0.0,1.0,,71.7,163.2,10709.05,9647.27,6270.72,13023.81,particle_filter,1061.78,992.94,1767.0,0.0012,0.0054,0.0372,1.402,30198.0,1.0,1.5e-06,False,none,none,,,,,,2007-05-23T05:35:02,2007-10-10T22:07:40,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,27072.37,8002.15,50.93,45580.19,12.69,99.972,83.331,1177.7,2.45,7.148,245,False,False,variable_mild,81.51,95.49,5,0,0,0,oil_hydraulic,particulate_severe,72.23,77.96,0.788,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T06:56:29,6,6.94,6.94,2.429,8.016,3.3,3.003,,,58.31,63.53,,31.51,32.02,45.75,14/12/10,81.1,0.573,18.1,3.8,1.951,8.839,6.887,101.021,73.72,30.75,89.38,63.61,,0.75,0.1037,32.92,1.0,normal,0.0,0.0,False,corrosion_fatigue,imbalance_induced,A_healthy,0.0006,0.0,1.0,,322.52,149.88,10708.06,12653.59,8224.83,17082.35,lstm_sequence,-1945.53,2216.16,1767.0,0.0012,0.0054,0.0372,1.402,30198.0,1.0,1.6e-06,False,none,none,,,,,,2007-07-24T21:44:14,2008-01-25T10:29:40,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,66121.31,8002.15,21.66,45580.19,28.3,99.938,88.542,1177.7,2.45,2.505,245,False,False,variable_mild,69.29,84.9,6,0,0,0,steam,water_ingress,28.59,31.59,3.838,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T07:55:58,7,7.93,7.93,2.41,9.309,3.863,2.886,,,60.96,63.96,,31.51,32.45,47.44,14/12/10,71.7,0.358,25.0,4.5,2.874,22.522,19.648,90.342,74.47,29.697,90.06,62.45,,0.102,0.0567,24.26,0.9946,normal,-0.0003833,0.0,False,corrosion_fatigue,none,A_healthy,0.0007,0.007,1.0,,62.59,138.73,10707.07,9980.2,6487.13,13473.26,xgboost_gradient,726.87,723.46,1767.0,0.0012,0.0054,0.0372,1.402,30198.0,1.0,1.69e-06,False,none,none,,,,,,2007-05-30T06:01:52,2007-10-22T19:05:59,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,61046.81,8002.15,28.08,45580.19,21.43,99.953,84.729,1177.7,2.45,1.098,245,False,False,variable_mild,71.55,92.35,7,0,0,0,gas_compressed_air,none,81.33,12.54,0.198,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T08:55:28,8,8.92,8.92,2.467,6.603,2.677,3.143,,,59.26,60.91,,31.51,29.4,47.57,13/11/9,51.0,0.361,28.3,6.8,4.463,17.876,13.414,101.951,73.51,30.098,89.47,63.91,,0.114,0.0654,166.29,1.0,normal,0.0,0.0,False,corrosion_fatigue,adhesive_wear,A_healthy,0.0008,0.0106,1.0,,153.58,162.0,10706.08,11774.86,7653.66,15896.06,physics_informed_nn,-1068.78,1236.34,1767.0,0.0012,0.0054,0.0372,1.402,30198.0,1.0,1.77e-06,False,none,none,,,,,,2007-07-06T16:21:17,2007-12-25T09:33:21,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,30872.28,8002.15,39.25,45580.19,8.81,99.981,86.661,1177.7,2.45,1.263,245,False,False,variable_mild,67.11,90.68,8,0,0,0,oil_process,particulate_mild,24.9,10.41,12.999,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T09:54:58,9,9.92,9.92,2.44,7.156,2.933,2.948,,,59.2,68.96,,31.51,37.45,47.11,14/12/10,221.8,0.368,10.9,1.8,1.616,13.248,11.632,99.654,70.9,27.039,91.4,64.25,,0.662,0.0577,84.6,1.0,normal,0.00288502,0.0452,False,corrosion_fatigue,none,A_healthy,0.0009,0.0231,1.0,,21.34,139.29,10705.08,8529.23,5544.0,11514.46,physics_informed_nn,2175.85,2305.35,1767.0,0.0012,0.0054,0.0373,1.402,30198.0,1.0,1.85e-06,False,none,none,,,,,,2007-04-30T02:31:52,2007-09-01T11:45:42,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,43037.26,8002.15,53.58,45580.19,26.56,99.942,83.581,1177.7,2.45,6.472,245,False,False,variable_mild,77.6,93.95,9,0,0,0,oil_process,none,74.01,25.5,5.549,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T10:54:28,10,10.91,10.91,2.167,7.684,3.547,2.56,,,59.57,63.69,,31.51,32.18,46.0,13/11/9,83.0,0.365,5.9,0.7,9.129,12.614,3.485,105.944,71.96,28.425,87.37,64.63,,0.067,0.014,16.1,0.9954,normal,0.00033195,0.0608,False,corrosion_fatigue,none,A_healthy,0.001,0.0,1.0,,175.07,163.16,10704.09,9548.65,6206.62,12890.67,physics_informed_nn,1155.45,1217.14,1767.0,0.0012,0.0054,0.0373,1.402,30198.0,1.0,1.92e-06,False,none,none,,,,,,2007-05-21T09:13:50,2007-10-07T15:15:24,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,58297.74,8002.15,24.25,45580.19,19.43,99.957,89.169,1177.7,2.45,1.773,245,False,False,variable_mild,72.81,68.43,10,0,0,0,oil_hydraulic,particulate_mild,23.68,47.09,4.59,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T11:53:58,11,11.9,11.9,2.91,10.106,3.473,3.14,,,58.02,67.09,,31.51,35.58,44.2,14/12/10,53.6,0.319,9.9,2.7,2.409,9.178,6.769,95.311,73.83,29.971,89.59,63.05,,1.032,0.179,140.19,0.996,normal,-0.00079641,0.0,False,corrosion_fatigue,none,A_healthy,0.0011,0.0,1.0,,142.45,157.42,10703.1,11697.24,7603.21,15791.27,weibull_regression,-994.14,931.96,1767.0,0.0012,0.0054,0.0373,1.402,30198.0,1.0,1.99e-06,False,none,none,,,,,,2007-07-05T04:31:08,2007-12-22T18:33:10,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,26927.92,8002.15,44.62,45580.19,42.87,99.906,87.478,1177.7,2.45,1.23,245,False,False,variable_mild,72.04,94.17,11,0,0,0,steam,particulate_severe,48.64,19.67,1.837,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T12:53:28,12,12.89,12.89,2.619,10.985,4.195,2.954,,,62.16,64.22,,31.51,32.71,44.5,14/12/10,105.5,0.367,18.4,5.1,9.8,16.217,6.416,98.538,73.63,29.352,89.21,64.48,,0.015,0.0271,137.9,1.0,normal,0.00107848,0.0064,False,corrosion_fatigue,none,A_healthy,0.0012,0.0038,1.0,,160.57,145.39,10702.11,9595.09,6236.81,12953.37,physics_informed_nn,1107.02,903.43,1767.0,0.0012,0.0054,0.0373,1.402,30198.0,1.0,2.05e-06,False,none,none,,,,,,2007-05-22T10:26:05,2007-10-09T08:42:55,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,64647.27,8002.15,50.2,45580.19,5.53,99.988,86.932,1177.7,2.45,6.672,245,False,False,variable_mild,88.15,89.6,12,0,0,0,gas_compressed_air,none,43.52,136.32,0.754,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T13:52:58,13,13.88,13.88,2.646,10.589,4.001,2.95,,,62.57,65.5,,31.51,33.99,46.94,12/10/8,77.7,0.357,18.1,4.9,3.797,17.29,13.492,100.67,74.42,29.512,88.68,67.28,,1.059,0.0158,43.77,0.9888,normal,-0.00224956,0.0,False,corrosion_fatigue,none,A_healthy,0.0013,0.0,1.0,,201.68,147.52,10701.12,11994.62,7796.5,16192.74,kalman_filter,-1293.5,1416.32,1767.0,0.0012,0.0054,0.0373,1.402,30198.0,1.0,2.11e-06,False,none,none,,,,,,2007-07-11T11:11:32,2008-01-02T09:18:33,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,31393.8,8002.15,23.3,45580.19,16.98,99.963,81.599,1177.7,2.45,5.377,245,False,False,variable_mild,76.47,89.62,13,0,0,0,gas_compressed_air,none,38.91,133.31,2.647,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T14:52:28,14,14.87,14.87,2.413,7.766,3.218,2.619,,,63.54,62.7,,31.51,31.19,48.37,14/12/10,98.3,0.372,7.1,1.6,9.53,14.367,4.836,100.135,72.03,28.824,90.7,69.78,,0.13,0.0379,7.59,0.9866,normal,-0.00268729,0.0,False,corrosion_fatigue,none,A_healthy,0.0014,0.0131,1.0,,141.95,158.01,10700.13,10128.8,6583.72,13673.88,physics_informed_nn,571.32,614.03,1767.0,0.0012,0.0054,0.0373,1.402,30198.0,1.0,2.17e-06,False,none,none,,,,,,2007-06-02T15:16:34,2007-10-28T08:21:27,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,65057.82,8002.15,48.22,45580.19,17.77,99.961,78.208,1177.7,2.45,1.7,245,False,False,variable_mild,75.85,74.79,14,0,0,0,gas_compressed_air,particulate_severe,84.27,87.47,2.347,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T15:51:57,15,15.87,15.87,2.421,10.658,4.402,3.19,,,61.29,66.37,,31.51,34.86,47.61,14/12/10,56.7,0.398,6.5,1.7,4.12,13.012,8.892,99.631,73.12,29.457,90.49,63.94,,0.322,0.1382,225.37,0.9943,normal,-0.00021486,0.0045,False,corrosion_fatigue,none,A_healthy,0.0015,0.0,1.0,,240.94,138.8,10699.13,9934.09,6457.16,13411.03,weibull_regression,765.04,770.18,1767.0,0.0012,0.0054,0.0374,1.402,30198.0,1.0,2.23e-06,False,none,none,,,,,,2007-05-29T14:54:45,2007-10-21T11:50:42,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,54181.1,8002.15,53.94,45580.19,19.68,99.957,87.997,1177.7,2.45,3.638,245,False,False,variable_mild,78.1,86.2,15,0,0,0,none,particulate_mild,86.85,12.09,6.289,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T16:51:27,16,16.86,16.86,2.794,10.441,3.737,3.305,,,56.44,61.17,,31.51,29.66,49.32,13/11/9,88.6,0.721,5.9,0.7,9.103,25.362,16.259,101.255,71.17,29.109,88.08,65.06,,0.333,0.0221,24.63,0.9969,normal,0.00018555,0.0,False,corrosion_fatigue,none,A_healthy,0.0016,0.0139,1.0,,52.34,136.24,10698.14,11962.26,7775.47,16149.05,physics_informed_nn,-1264.12,1220.37,1767.0,0.0012,0.0054,0.0374,1.402,30198.0,1.0,2.29e-06,False,none,none,,,,,,2007-07-10T21:59:19,2008-01-01T08:46:49,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,67721.31,8002.15,38.52,45580.19,9.99,99.978,85.331,1177.7,2.45,5.784,245,False,False,variable_mild,64.96,97.43,16,0,0,0,water,water_ingress,33.16,7.73,4.155,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T17:50:57,17,17.85,17.85,2.188,8.261,3.776,2.613,,,60.64,68.85,,31.51,37.34,47.64,14/12/10,95.1,0.331,16.9,2.2,4.435,17.683,13.248,98.168,70.73,27.482,91.28,62.29,,0.635,0.0137,188.16,0.9889,normal,-0.00222194,0.0,False,corrosion_fatigue,none,A_healthy,0.0017,0.0,1.0,,138.17,133.79,10697.15,12412.41,8068.07,16756.75,lstm_sequence,-1715.26,1956.78,1767.0,0.0012,0.0055,0.0374,1.402,30198.0,1.0,2.34e-06,False,none,none,,,,,,2007-07-20T08:03:16,2008-01-17T08:23:54,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,25532.81,8002.15,26.85,45580.19,5.38,99.988,86.689,1177.7,2.45,6.601,245,False,False,variable_mild,83.74,81.05,17,0,0,0,water,none,43.9,18.04,0.098,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T18:50:27,18,18.84,18.84,2.526,7.7,3.048,3.147,,,52.76,68.67,,31.51,37.16,44.46,13/11/9,89.5,0.607,25.2,4.3,3.573,10.61,7.036,94.252,72.39,29.303,89.06,67.13,,0.131,0.0937,4.67,0.9916,normal,0.00056407,0.0574,False,corrosion_fatigue,none,A_healthy,0.0018,0.0097,1.0,,173.14,140.45,10696.16,9907.51,6439.88,13375.14,lstm_sequence,788.65,647.59,1767.0,0.0012,0.0055,0.0374,1.402,30198.0,1.0,2.39e-06,False,none,none,,,,,,2007-05-29T04:35:45,2007-10-20T16:13:28,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,33365.17,8002.15,56.45,45580.19,11.0,99.976,84.307,1177.7,2.45,2.695,245,False,False,variable_mild,83.92,86.05,18,0,0,0,water,none,47.73,10.4,3.437,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T19:49:57,19,19.83,19.83,2.325,9.601,4.13,2.801,,,67.16,62.08,,31.51,30.57,46.36,14/12/10,92.2,0.337,24.0,3.6,4.606,11.163,6.556,100.514,74.87,30.811,90.91,64.53,,0.471,0.081,89.55,0.9911,normal,0.00090172,0.0,False,corrosion_fatigue,none,A_healthy,0.0019,0.0,1.0,,149.98,146.67,10695.17,11336.81,7368.93,15304.69,lstm_sequence,-641.64,567.52,1767.0,0.0012,0.0055,0.0374,1.402,30198.0,1.0,2.44e-06,False,none,none,,,,,,2007-06-28T00:14:16,2007-12-10T08:07:17,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,75397.57,8002.15,36.01,45580.19,23.78,99.948,84.856,1177.7,2.45,4.021,245,False,False,variable_mild,65.11,91.64,19,0,0,0,gas_compressed_air,none,55.59,77.66,1.543,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T20:49:27,20,20.82,20.82,2.957,9.957,3.368,3.573,,,62.64,60.74,,31.51,29.23,47.36,14/12/10,88.8,0.313,62.8,7.5,8.931,25.514,16.583,97.376,72.62,29.924,90.38,65.42,,0.069,0.02,39.65,1.0,normal,0.00114154,0.0501,False,corrosion_fatigue,none,A_healthy,0.0019,0.0191,1.0,,0.69,160.64,10694.18,9762.73,6345.78,13179.69,kalman_filter,931.44,917.52,1767.0,0.0012,0.0055,0.0374,1.402,30198.0,1.0,2.49e-06,False,none,none,,,,,,2007-05-26T06:11:24,2007-10-15T15:08:47,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,49063.36,8002.15,39.52,45580.19,12.53,99.973,89.118,1177.7,2.45,7.546,245,False,False,variable_mild,67.28,100.0,20,0,0,0,oil_hydraulic,none,58.65,56.92,0.38,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T21:48:57,21,21.82,21.82,2.495,6.617,2.652,3.377,,,60.4,64.82,,31.51,33.31,45.3,13/11/9,78.3,0.436,42.3,5.7,8.127,20.656,12.53,101.0,71.91,30.066,89.45,65.06,,0.533,0.0047,699.76,0.9923,normal,-0.00092089,0.03,False,corrosion_fatigue,none,A_healthy,0.002,0.0,1.0,,77.38,139.12,10693.18,9290.77,6039.0,12542.54,lstm_sequence,1402.42,1648.28,1767.0,0.0012,0.0055,0.0374,1.402,30198.0,1.0,2.54e-06,False,none,none,,,,,,2007-05-16T11:12:00,2007-09-28T22:58:09,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,65545.58,8002.15,42.13,45580.19,15.69,99.966,89.793,1177.7,2.45,5.405,245,False,False,variable_mild,60.83,89.68,21,0,0,0,oil_hydraulic,particulate_mild,59.13,57.14,3.467,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T22:48:26,22,22.81,22.81,2.722,11.952,4.39,2.81,,,66.09,62.15,,31.51,30.64,43.58,14/12/10,67.6,0.393,14.8,2.6,4.963,12.827,7.865,97.86,72.05,27.783,89.35,65.98,,0.168,0.0589,7.34,0.9812,normal,-0.00153662,0.0,False,corrosion_fatigue,none,A_healthy,0.0021,0.009,1.0,,235.61,139.92,10692.19,9755.53,6341.09,13169.96,xgboost_gradient,936.67,763.6,1767.0,0.0012,0.0055,0.0375,1.402,30198.0,1.0,2.58e-06,False,none,none,,,,,,2007-05-26T04:34:12,2007-10-15T11:00:14,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,27030.87,8002.15,29.28,45580.19,8.23,99.982,86.493,1177.7,2.45,7.755,245,False,False,variable_mild,67.38,86.84,22,0,0,0,steam,none,59.51,50.92,0.547,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-03T23:47:56,23,23.8,23.8,2.294,8.205,3.577,2.952,,,63.6,62.23,,31.51,30.72,46.78,13/11/9,128.6,0.41,14.5,2.1,7.271,10.56,3.289,98.335,73.34,28.329,91.2,63.07,,0.965,0.0004,42.91,0.9861,normal,-0.00109101,0.0,False,corrosion_fatigue,none,A_healthy,0.0022,0.0037,1.0,,156.03,149.4,10691.2,9973.94,6483.06,13464.82,kalman_filter,717.26,800.15,1767.0,0.0013,0.0055,0.0375,1.402,30198.0,1.0,2.63e-06,False,none,none,,,,,,2007-05-30T18:46:04,2007-10-23T05:38:45,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,31327.57,8002.15,22.37,45580.19,17.77,99.961,80.271,1177.7,2.45,7.121,245,False,False,variable_mild,70.0,85.14,23,0,0,0,oil_process,chemical_contamination,46.0,134.29,2.289,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T00:47:26,24,24.79,24.79,2.852,8.791,3.082,3.259,,,59.44,62.64,,31.51,31.13,45.09,13/11/9,98.6,0.392,7.9,2.4,3.14,17.617,14.477,97.41,72.63,28.915,88.52,66.58,,0.309,0.0212,111.38,0.994,normal,0.00057683,0.0272,False,corrosion_fatigue,none,A_healthy,0.0023,0.0,1.0,,126.36,165.58,10690.21,11939.45,7760.64,16118.26,kalman_filter,-1249.24,1535.86,1767.0,0.0013,0.0055,0.0375,1.402,30198.0,1.0,2.67e-06,False,none,none,,,,,,2007-07-10T18:30:59,2007-12-31T21:19:28,mixed,False,oem_certified,False,47.0,,,none,none,160043.03,12976648.98,57405.7,8002.15,48.39,45580.19,10.42,99.977,86.223,1177.7,2.45,5.176,245,False,False,variable_mild,70.02,89.11,24,0,0,0,gas_compressed_air,particulate_severe,83.68,1.17,3.861,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T01:46:56,25,25.78,25.78,2.46,11.022,4.481,2.653,,,62.48,68.19,,31.51,36.68,44.96,13/11/9,84.4,0.414,43.5,6.8,9.217,23.786,14.569,97.103,72.8,27.769,88.46,64.4,,0.146,0.0152,23.32,0.9919,normal,-0.0016137,0.0607,False,corrosion_fatigue,misalignment_induced,A_healthy,0.0024,0.0036,1.0,,146.85,151.1,10689.22,12252.21,7963.94,16540.49,lstm_sequence,-1562.99,1286.07,1767.0,0.0013,0.0055,0.0375,1.402,30198.0,1.0,2.71e-06,False,none,none,,,,,,2007-07-17T07:53:18,2008-01-12T00:09:45,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,41117.28,8002.15,43.76,45580.19,14.33,99.969,78.081,1177.7,2.45,1.263,245,False,False,variable_mild,80.41,93.15,25,0,0,0,water,none,41.14,17.36,2.669,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T02:46:26,26,26.77,26.77,2.545,6.872,2.7,2.959,,,62.95,65.34,,31.51,33.83,43.23,14/12/10,57.2,0.32,16.9,4.3,2.084,4.341,2.258,107.772,72.87,29.57,90.18,63.99,,0.649,0.0362,226.75,1.0,normal,0.00153176,0.0291,False,corrosion_fatigue,none,A_healthy,0.0025,0.0132,1.0,,344.53,139.5,10688.23,9823.62,6385.35,13261.89,lstm_sequence,864.6,1097.06,1767.0,0.0013,0.0055,0.0375,1.402,30198.0,0.9999,2.75e-06,False,none,none,,,,,,2007-05-27T18:35:07,2007-10-18T00:51:11,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,38219.82,8002.15,32.37,45580.19,7.65,99.983,84.795,1177.7,2.45,5.858,245,False,False,variable_mild,75.11,83.61,26,0,0,0,oil_hydraulic,none,53.17,147.73,0.659,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T03:45:56,27,27.77,27.77,2.555,10.874,4.256,2.693,,,65.34,62.17,,31.51,30.66,43.58,14/12/10,56.8,0.319,21.6,4.4,1.729,14.8,13.071,102.564,71.1,28.034,89.89,66.82,,0.426,0.0314,38.54,1.0,normal,0.00375857,0.0237,False,corrosion_fatigue,none,A_healthy,0.0026,0.0116,1.0,,84.28,164.26,10687.23,9808.28,6375.38,13241.18,particle_filter,878.95,1121.51,1767.0,0.0013,0.0055,0.0375,1.402,30198.0,0.9999,2.79e-06,False,none,none,,,,,,2007-05-27T11:54:27,2007-10-17T12:48:24,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,79051.3,8002.15,22.64,45580.19,15.5,99.966,78.576,1177.7,2.45,7.509,245,False,False,variable_mild,61.96,94.33,27,0,0,0,oil_hydraulic,none,37.91,21.74,0.452,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T04:45:26,28,28.76,28.76,2.652,10.485,3.953,3.223,,,64.55,66.87,,31.51,35.36,47.31,14/12/10,79.9,0.479,20.8,2.9,9.226,11.127,1.901,100.376,72.78,28.511,88.28,64.18,,0.426,0.0398,94.1,0.9924,normal,0.00125945,0.047,False,corrosion_fatigue,none,A_healthy,0.0027,0.0228,1.0,,100.8,164.18,10686.24,12237.04,7954.08,16520.01,xgboost_gradient,-1550.8,1828.76,1767.0,0.0013,0.0055,0.0375,1.402,30198.0,0.9999,2.83e-06,False,none,none,,,,,,2007-07-17T03:16:42,2008-01-11T14:14:36,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,54411.57,8002.15,39.51,45580.19,23.92,99.948,82.312,1177.7,2.45,6.529,245,False,False,variable_mild,73.52,70.98,28,0,0,0,steam,particulate_mild,68.2,17.01,0.947,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T05:44:56,29,29.75,29.75,2.684,11.282,4.203,3.235,,,62.15,62.17,,31.51,30.66,44.7,14/12/10,59.7,0.341,21.1,5.7,9.759,28.064,18.306,91.863,73.65,30.188,90.14,61.61,,0.822,0.0024,36.97,1.0,normal,0.00120874,0.0,False,corrosion_fatigue,fretting_corrosion,A_healthy,0.0028,0.0,1.0,,137.4,140.93,10685.25,8981.8,5838.17,12125.43,lstm_sequence,1703.45,1504.12,1767.0,0.0013,0.0055,0.0376,1.402,30198.0,0.9999,2.87e-06,False,none,none,,,,,,2007-05-10T08:38:53,2007-09-18T08:16:39,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,27228.12,8002.15,21.49,45580.19,16.28,99.964,86.687,1177.7,2.45,2.159,245,False,False,variable_mild,78.97,96.57,29,0,0,0,none,particulate_severe,30.14,99.37,3.08,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T06:44:25,30,30.74,30.74,2.271,8.769,3.861,3.68,,,59.35,58.99,,31.51,27.48,45.62,13/11/9,84.2,0.439,11.6,2.5,8.748,13.135,4.387,97.939,73.13,28.916,89.86,65.13,,0.365,0.0229,52.61,0.999,normal,0.00140703,0.0229,False,corrosion_fatigue,none,A_healthy,0.0029,0.0,1.0,,73.08,148.27,10684.26,8533.41,5546.72,11520.11,kalman_filter,2150.85,2701.1,1767.0,0.0013,0.0056,0.0376,1.402,30198.0,0.9999,2.91e-06,False,none,none,,,,,,2007-05-01T01:26:50,2007-09-02T12:08:32,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,56997.11,8002.15,47.98,45580.19,7.15,99.984,87.673,1177.7,2.45,5.985,245,False,False,variable_mild,63.6,87.66,30,0,0,0,steam,chemical_contamination,33.88,37.89,1.67,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T07:43:55,31,31.73,31.73,2.383,10.663,4.474,3.267,,,63.13,64.26,,31.51,32.75,45.83,14/12/10,115.8,0.3,5.8,1.1,7.146,9.803,2.657,95.342,71.57,28.705,89.72,64.01,,1.115,0.0577,94.09,1.0,normal,0.0,0.017,False,corrosion_fatigue,none,A_healthy,0.003,0.0,1.0,,29.69,151.05,10683.27,11775.22,7653.9,15896.55,physics_informed_nn,-1091.96,1001.03,1767.0,0.0013,0.0056,0.0376,1.402,30198.0,0.9999,2.95e-06,False,none,none,,,,,,2007-07-07T15:20:38,2007-12-26T08:40:21,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,58026.95,8002.15,43.44,45580.19,22.44,99.951,90.159,1177.7,2.45,3.873,245,False,False,variable_mild,82.05,60.54,31,0,0,0,steam,none,68.47,16.69,0.272,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T08:43:25,32,32.72,32.72,2.469,10.214,4.137,2.807,,,65.74,62.56,,31.51,31.05,45.35,14/12/10,69.2,0.322,54.8,13.1,5.186,12.758,7.572,97.953,71.87,28.662,90.69,65.88,,0.509,0.0143,64.81,0.9979,normal,-0.00042904,0.0189,False,corrosion_fatigue,none,A_healthy,0.0031,0.0,1.0,,24.99,139.99,10682.28,9241.76,6007.15,12476.38,physics_informed_nn,1440.51,1630.56,1767.0,0.0013,0.0056,0.0376,1.402,30198.0,0.9999,2.98e-06,False,none,none,,,,,,2007-05-15T21:36:18,2007-09-27T16:13:20,mixed,False,specialist,False,59.0,,,none,none,160043.03,12976648.98,52826.34,8002.15,51.18,45580.19,5.83,99.987,80.424,1177.7,2.45,4.938,245,False,False,variable_mild,65.53,83.11,32,0,0,0,none,none,66.65,18.32,0.62,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T09:42:55,33,33.72,33.72,2.483,6.924,2.789,2.844,,,58.76,59.85,,31.51,28.34,46.33,13/11/9,119.4,0.318,6.6,1.6,8.889,13.015,4.126,108.096,72.28,29.158,88.8,65.29,,1.43,0.0113,119.75,0.9968,normal,0.00088408,0.035,False,corrosion_fatigue,none,A_healthy,0.0031,0.0282,1.0,,109.74,144.71,10681.28,11209.84,7286.4,15133.29,lstm_sequence,-528.56,578.84,1767.0,0.0013,0.0056,0.0376,1.402,30198.0,0.9999,3.02e-06,False,none,none,,,,,,2007-06-25T22:38:15,2007-12-06T10:04:59,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,68939.13,8002.15,42.88,45580.19,18.09,99.96,85.249,1177.7,2.45,7.195,245,False,False,variable_mild,61.87,85.13,33,0,0,0,water,particulate_mild,66.8,69.44,0.674,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T10:42:25,34,34.71,34.71,2.452,7.824,3.191,2.906,,,56.92,62.6,,31.51,31.09,48.27,14/12/10,85.5,0.339,61.2,17.5,8.781,22.668,13.887,105.228,70.51,26.909,90.49,65.55,,0.298,0.0429,25.79,0.9894,normal,-0.00211027,0.0,False,corrosion_fatigue,none,A_healthy,0.0032,0.0,1.0,,203.81,144.89,10680.29,12314.51,8004.43,16624.6,lstm_sequence,-1634.22,1795.98,1767.0,0.0013,0.0056,0.0376,1.402,30198.0,0.9999,3.06e-06,False,none,none,,,,,,2007-07-18T23:57:52,2008-01-14T14:02:40,mixed,False,specialist,False,73.0,,,none,none,160043.03,12976648.98,72815.11,8002.15,21.73,45580.19,18.85,99.959,85.217,1177.7,2.45,7.337,245,False,False,variable_mild,65.53,80.38,34,0,0,0,gas_compressed_air,none,47.21,87.47,1.247,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T11:41:55,35,35.7,35.7,2.318,10.278,4.433,3.265,,,60.45,70.06,,31.51,38.55,48.24,13/11/9,80.5,0.35,9.5,2.0,4.744,10.739,5.995,99.725,72.05,29.7,91.32,66.86,,0.083,0.1208,37.16,0.9987,normal,-5.657e-05,0.0367,False,corrosion_fatigue,none,A_healthy,0.0033,0.0251,1.0,,284.59,148.49,10679.3,11963.68,7776.39,16150.97,xgboost_gradient,-1284.38,1465.5,1767.0,0.0013,0.0056,0.0376,1.402,30198.0,0.9999,3.09e-06,False,none,none,,,,,,2007-07-11T17:32:19,2008-01-02T04:49:36,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,58349.14,8002.15,50.27,45580.19,8.24,99.982,89.229,1177.7,2.45,2.599,245,False,False,variable_mild,86.47,80.94,35,0,0,0,oil_process,particulate_mild,57.86,20.86,4.126,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T12:41:25,36,36.69,36.69,2.734,9.491,3.471,3.169,,,59.22,60.12,,31.51,28.61,45.4,13/11/9,113.3,0.368,15.7,2.9,6.689,24.41,17.721,94.513,73.2,28.85,90.3,63.36,,0.507,0.0157,85.62,0.9945,normal,-0.00110032,0.0215,False,corrosion_fatigue,adhesive_wear,A_healthy,0.0034,0.0,1.0,,61.76,148.37,10678.31,12093.58,7860.83,16326.34,particle_filter,-1415.27,1459.93,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.12e-06,False,none,none,,,,,,2007-07-14T11:28:57,2008-01-06T20:14:13,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,45890.45,8002.15,35.16,45580.19,3.81,99.99,87.358,1177.7,2.45,3.636,245,False,False,variable_mild,64.43,82.45,36,0,0,0,gas_compressed_air,particulate_mild,85.16,0.47,2.04,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T13:40:54,37,37.68,37.68,2.233,8.397,3.76,2.811,,,59.84,64.41,,31.51,32.9,45.59,13/11/9,150.9,0.399,16.3,3.9,8.344,23.967,15.623,102.959,72.5,28.959,89.8,66.78,,1.859,0.0467,39.88,0.9983,normal,8.174e-05,0.0,False,corrosion_fatigue,adhesive_wear,A_healthy,0.0035,0.0037,1.0,,331.61,147.22,10677.32,8764.99,5697.24,11832.74,physics_informed_nn,1912.33,2243.55,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.16e-06,False,none,none,,,,,,2007-05-06T04:10:40,2007-09-10T23:55:29,mixed,False,specialist,False,82.0,,,none,none,160043.03,12976648.98,33169.12,8002.15,33.32,45580.19,14.76,99.968,81.941,1177.7,2.45,1.875,245,False,False,variable_mild,74.31,72.39,37,0,0,0,none,none,30.76,2.67,0.323,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T14:40:24,38,38.67,38.67,2.753,11.757,4.271,2.853,,,62.85,70.98,,31.51,39.47,45.16,14/12/10,86.0,0.377,28.1,6.8,8.227,13.191,4.964,97.101,73.64,28.578,90.35,65.2,,0.7,0.0329,50.11,0.9926,normal,-0.00085144,0.0645,False,corrosion_fatigue,none,A_healthy,0.0036,0.0,1.0,,88.59,145.64,10676.33,11676.38,7589.65,15763.12,physics_informed_nn,-1000.06,1085.94,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.19e-06,False,none,none,,,,,,2007-07-05T20:51:52,2007-12-23T03:35:54,mixed,False,specialist,False,19.0,,,none,none,160043.03,12976648.98,43788.91,8002.15,43.48,45580.19,7.63,99.983,78.051,1177.7,2.45,6.056,245,False,False,variable_mild,83.98,81.16,38,0,0,0,oil_hydraulic,particulate_mild,66.07,19.66,0.339,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T15:39:54,39,39.67,39.67,2.261,5.669,2.508,3.325,,,66.81,64.48,,31.51,32.97,49.29,14/12/10,68.4,0.408,10.7,2.3,5.922,18.541,12.619,101.758,72.81,27.919,89.49,67.07,,1.53,0.1961,160.94,0.9866,normal,-0.00056203,0.0,False,corrosion_fatigue,none,A_healthy,0.0037,0.0067,1.0,,176.16,150.86,10675.33,11814.21,7679.23,15949.18,physics_informed_nn,-1138.87,967.79,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.22e-06,False,none,none,,,,,,2007-07-08T18:46:07,2007-12-28T01:44:27,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,48916.63,8002.15,26.3,45580.19,19.55,99.957,78.747,1177.7,2.45,3.516,245,False,False,variable_mild,69.91,75.91,39,0,0,0,none,water_ingress,48.9,21.53,2.237,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T16:39:24,40,40.66,40.66,2.463,8.637,3.507,2.781,,,64.09,66.59,,31.51,35.08,47.02,14/12/10,77.9,0.413,28.2,5.4,7.196,24.804,17.608,91.824,72.98,27.848,88.0,66.98,,0.068,0.0059,143.04,1.0,normal,0.00026324,0.0134,False,corrosion_fatigue,none,A_healthy,0.0038,0.0007,1.0,,171.07,135.39,10674.34,11991.33,7794.36,16188.29,kalman_filter,-1316.98,1289.04,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.26e-06,False,none,none,,,,,,2007-07-12T12:19:12,2008-01-03T09:17:03,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,51763.9,8002.15,25.43,45580.19,14.65,99.968,83.913,1177.7,2.45,3.204,245,False,False,variable_mild,79.6,94.01,40,0,0,1,oil_process,none,26.48,10.64,2.599,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T17:38:54,41,41.65,41.65,2.616,9.523,3.639,2.953,,,56.05,65.4,,31.51,33.89,46.2,14/12/10,122.5,0.307,14.4,2.9,2.844,19.517,16.672,97.911,72.58,28.737,89.04,65.28,,0.224,0.0175,30.9,1.0,normal,0.00110032,0.0277,False,corrosion_fatigue,abrasive_wear,A_healthy,0.0039,0.0,1.0,,54.38,142.42,10673.35,9276.7,6029.86,12523.55,particle_filter,1396.65,1385.95,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.29e-06,False,none,none,,,,,,2007-05-17T00:00:00,2007-09-29T06:50:46,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,26272.53,8002.15,56.17,45580.19,12.27,99.973,88.386,1177.7,2.45,4.468,245,False,False,variable_mild,76.67,83.15,41,0,0,0,steam,none,63.6,168.96,2.179,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T18:38:24,42,42.64,42.64,2.445,10.605,4.337,3.094,,,60.28,72.75,,31.51,41.24,43.62,13/11/9,58.0,0.317,15.8,3.2,1.138,5.482,4.343,110.29,72.86,29.621,89.24,65.65,,0.587,0.0369,158.91,1.0,normal,0.0003473,0.0163,False,corrosion_fatigue,none,A_healthy,0.004,0.013,1.0,,22.08,147.92,10672.36,12126.72,7882.37,16371.07,physics_informed_nn,-1454.36,1857.77,1767.0,0.0013,0.0056,0.0377,1.402,30198.0,0.9999,3.32e-06,False,none,none,,,,,,2007-07-15T09:59:58,2008-01-08T06:21:04,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,54675.19,8002.15,27.07,45580.19,10.38,99.977,87.474,1177.7,2.45,2.034,245,False,False,variable_mild,85.39,83.83,42,0,0,0,oil_hydraulic,none,43.03,35.24,0.949,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T19:37:54,43,43.63,43.63,2.521,10.511,4.169,2.826,,,58.04,62.0,,31.51,30.49,45.73,14/12/10,126.1,0.517,7.6,1.7,5.849,12.451,6.602,99.445,70.27,26.717,88.5,65.02,,0.673,0.0206,332.55,0.9825,normal,-0.00202149,0.0,False,corrosion_fatigue,none,A_healthy,0.0041,0.0045,1.0,,205.54,140.73,10671.37,11218.68,7292.14,15145.22,physics_informed_nn,-547.31,472.93,1767.0,0.0013,0.0056,0.0378,1.402,30198.0,0.9999,3.35e-06,False,none,none,,,,,,2007-06-26T12:58:16,2007-12-07T03:30:32,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,31995.03,8002.15,29.5,45580.19,7.74,99.983,92.14,1177.7,2.45,7.933,245,False,False,variable_mild,65.03,68.07,43,0,0,0,oil_hydraulic,particulate_severe,64.15,7.28,11.52,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T20:37:24,44,44.62,44.62,2.464,7.519,3.051,2.741,,,60.04,61.0,,31.51,29.49,45.59,14/12/10,82.4,0.485,47.2,7.7,1.009,4.919,3.91,103.071,72.52,27.791,91.74,68.24,,0.253,0.0687,71.27,0.9929,normal,0.00125277,0.0,False,corrosion_fatigue,none,A_healthy,0.0042,0.0,1.0,,116.94,140.19,10670.38,9567.91,6219.14,12916.67,physics_informed_nn,1102.47,1099.38,1767.0,0.0013,0.0057,0.0378,1.402,30198.0,0.9999,3.38e-06,False,none,none,,,,,,2007-05-23T04:34:37,2007-10-09T17:20:40,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,50216.98,8002.15,52.68,45580.19,32.32,99.929,81.506,1177.7,2.45,2.615,245,False,False,variable_mild,61.25,88.94,44,0,0,0,oil_process,particulate_severe,87.37,39.4,5.406,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T21:36:53,45,45.61,45.61,2.766,11.379,4.113,2.941,,,57.73,61.94,,31.51,30.42,47.56,14/12/10,90.2,0.429,11.9,1.4,5.399,10.474,5.075,102.808,72.05,29.695,90.19,62.96,,0.123,0.0205,19.89,1.0,normal,0.0,0.0187,False,corrosion_fatigue,none,A_healthy,0.0043,0.0,1.0,,15.17,141.45,10669.39,11807.2,7674.68,15939.72,xgboost_gradient,-1137.82,966.94,1767.0,0.0013,0.0057,0.0378,1.402,30198.0,0.9999,3.41e-06,False,none,none,,,,,,2007-07-08T21:12:57,2007-12-28T01:44:12,mixed,False,journeyman,False,81.0,,,none,none,160043.03,12976648.98,36395.77,8002.15,30.16,45580.19,16.78,99.963,84.551,1177.7,2.45,4.502,245,False,False,variable_mild,68.34,89.95,45,0,0,0,gas_compressed_air,particulate_mild,89.49,14.03,3.763,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T22:36:23,46,46.61,46.61,2.49,9.453,3.795,3.585,,,59.43,69.45,,31.51,37.94,47.74,13/11/9,70.1,0.381,27.8,6.2,4.588,13.571,8.983,105.551,72.05,29.603,90.22,66.45,,0.209,0.0174,55.05,0.9954,normal,-0.0009283,0.0207,False,corrosion_fatigue,none,A_healthy,0.0043,0.0,1.0,,76.01,154.71,10668.39,11341.32,7371.86,15310.78,lstm_sequence,-672.92,764.67,1767.0,0.0013,0.0057,0.0378,1.402,30198.0,0.9999,3.44e-06,False,none,none,,,,,,2007-06-29T05:15:56,2007-12-11T14:43:37,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,55468.69,8002.15,56.61,45580.19,11.99,99.974,81.68,1177.7,2.45,7.923,245,False,False,variable_mild,85.37,94.85,46,0,0,0,oil_hydraulic,particulate_severe,69.48,12.74,3.225,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-04T23:35:53,47,47.6,47.6,2.505,9.331,3.726,3.194,,,58.22,60.24,,31.51,28.73,46.72,13/11/9,124.3,0.377,11.1,1.5,3.245,9.157,5.912,99.703,71.0,27.744,89.82,64.9,,0.18,0.0691,110.4,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0044,0.0,1.0,,140.07,142.34,10667.4,9587.51,6231.88,12943.13,particle_filter,1079.9,1349.93,1767.0,0.0013,0.0057,0.0378,1.402,30198.0,0.9999,3.47e-06,False,none,none,,,,,,2007-05-23T17:21:03,2007-10-10T12:58:40,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,75716.75,8002.15,29.65,45580.19,14.7,99.968,90.828,1177.7,2.45,4.37,245,False,False,variable_mild,69.32,80.07,47,0,0,0,oil_process,none,57.26,118.83,0.035,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T00:35:23,48,48.59,48.59,2.656,9.582,3.607,3.609,,,62.46,69.18,,31.51,37.67,45.39,14/12/10,57.3,0.318,22.9,3.9,8.716,23.535,14.819,108.625,71.62,28.023,89.84,60.96,,0.242,0.0098,18.08,1.0,normal,0.00350591,0.0003,False,corrosion_fatigue,none,A_healthy,0.0045,0.0036,1.0,,19.25,157.95,10666.41,9379.85,6096.9,12662.8,physics_informed_nn,1286.56,1121.15,1767.0,0.0014,0.0057,0.0378,1.402,30198.0,0.9999,3.5e-06,False,none,none,,,,,,2007-05-19T10:30:51,2007-10-03T05:27:41,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,49112.52,8002.15,25.56,45580.19,11.82,99.974,83.412,1177.7,2.45,6.105,245,False,False,variable_mild,86.74,80.85,48,0,0,0,none,particulate_mild,41.44,17.72,0.604,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T01:34:53,49,49.58,49.58,2.64,11.181,4.236,3.028,,,63.26,63.34,,31.51,31.83,44.49,14/12/10,117.0,0.367,10.8,1.1,4.2,10.387,6.186,93.694,73.15,29.078,92.08,69.08,,0.149,0.0531,101.37,0.9998,normal,0.00138538,0.0,False,corrosion_fatigue,none,A_healthy,0.0046,0.0,1.0,,45.14,150.94,10665.42,12657.07,8227.09,17087.04,physics_informed_nn,-1991.65,2451.63,1767.0,0.0014,0.0057,0.0378,1.402,30198.0,0.9999,3.53e-06,False,none,none,,,,,,2007-07-26T18:06:53,2008-01-27T08:05:16,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,27407.69,8002.15,20.85,45580.19,10.04,99.978,82.719,1177.7,2.45,3.888,245,False,False,variable_mild,64.78,85.85,49,0,0,0,steam,particulate_mild,22.72,51.82,1.158,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T02:34:23,50,50.57,50.57,2.659,10.025,3.77,3.23,,,62.88,66.52,,31.51,35.01,46.98,13/11/9,125.9,0.341,6.4,1.4,9.327,17.421,8.094,97.535,73.96,28.831,88.87,66.9,,0.184,0.0459,0.36,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0047,0.0155,1.0,,175.76,166.95,10664.43,11991.69,7794.6,16188.78,kalman_filter,-1327.26,1201.56,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.55e-06,False,none,none,,,,,,2007-07-12T22:25:03,2008-01-03T19:30:32,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,68019.0,8002.15,43.09,45580.19,5.38,99.988,84.395,1177.7,2.45,5.181,245,False,False,variable_mild,71.82,84.89,50,0,0,0,gas_compressed_air,particulate_mild,44.11,14.18,2.809,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T03:33:53,51,51.56,51.56,2.036,5.909,2.902,3.418,,,62.74,68.63,,31.51,37.12,44.67,14/12/10,85.1,0.409,44.6,8.1,7.727,14.459,6.731,93.309,72.52,29.54,89.68,62.47,,1.323,0.1471,15.43,1.0,normal,0.0009283,0.0,False,corrosion_fatigue,none,A_healthy,0.0048,0.0,1.0,,22.01,167.01,10663.44,12330.53,8014.84,16646.21,physics_informed_nn,-1667.09,1973.23,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.58e-06,False,none,none,,,,,,2007-07-20T00:49:39,2008-01-15T20:30:41,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,68821.23,8002.15,46.05,45580.19,8.98,99.98,85.914,1177.7,2.45,7.541,245,False,False,variable_mild,77.23,92.79,51,0,0,0,water,particulate_severe,43.64,34.76,0.086,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T04:33:22,52,52.56,52.56,2.523,6.705,2.658,3.263,,,62.7,62.22,,31.51,30.71,45.28,13/11/9,61.1,0.382,6.4,1.8,5.921,21.298,15.378,100.152,71.58,29.357,89.43,66.7,,0.458,0.0443,102.75,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0049,0.0157,1.0,,112.47,148.82,10662.44,12288.06,7987.24,16588.88,lstm_sequence,-1625.62,1438.43,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.61e-06,False,none,none,,,,,,2007-07-19T04:35:15,2008-01-14T09:24:34,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,29302.47,8002.15,30.72,45580.19,11.79,99.974,79.202,1177.7,2.45,4.464,245,False,False,variable_mild,66.7,95.08,52,0,0,0,gas_compressed_air,none,59.17,44.45,2.42,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T05:32:52,53,53.55,53.55,2.63,9.712,3.692,2.756,,,63.21,68.12,,31.51,36.61,46.43,14/12/10,90.1,0.32,11.2,3.2,3.498,15.603,12.105,100.493,73.08,28.145,89.05,63.3,,0.133,0.0246,17.53,0.9983,normal,-0.00033026,0.0555,False,corrosion_fatigue,none,A_healthy,0.005,0.0,1.0,,138.01,141.21,10661.45,12674.66,8238.53,17110.79,xgboost_gradient,-2013.2,2283.96,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.64e-06,False,none,none,,,,,,2007-07-27T06:52:33,2008-01-28T03:00:19,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,64239.24,8002.15,36.5,45580.19,12.75,99.972,84.216,1177.7,2.45,1.436,245,False,False,variable_mild,72.43,95.78,53,0,0,0,water,none,53.21,44.78,7.625,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T06:32:22,54,54.54,54.54,2.477,7.084,2.86,2.688,,,64.26,69.08,,31.51,37.57,46.59,14/12/10,65.6,0.34,46.6,7.1,2.738,8.722,5.984,101.532,69.57,27.707,89.04,62.69,,0.065,0.1301,21.36,1.0,normal,3.415e-05,0.035,False,corrosion_fatigue,none,A_healthy,0.0051,0.0206,1.0,,119.08,148.64,10660.46,12729.32,8274.06,17184.58,physics_informed_nn,-2068.86,2651.47,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.66e-06,False,none,none,,,,,,2007-07-28T11:11:56,2008-01-30T02:27:37,mixed,False,specialist,False,53.0,,,none,none,160043.03,12976648.98,34000.91,8002.15,44.03,45580.19,9.83,99.978,86.683,1177.7,2.45,3.057,245,False,False,variable_mild,85.62,80.57,54,0,0,2,oil_process,none,80.32,12.16,2.778,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T07:31:52,55,55.53,55.53,2.385,5.964,2.501,3.3,,,64.49,65.97,,31.51,34.46,46.18,13/11/9,65.3,0.361,13.5,3.4,9.095,22.674,13.579,105.61,71.77,27.991,88.71,62.84,,2.04,0.041,110.13,0.9914,normal,-0.00171384,0.0994,False,corrosion_fatigue,none,A_healthy,0.0052,0.0,1.0,,148.16,139.79,10659.47,9573.55,6222.8,12924.29,lstm_sequence,1085.92,1373.59,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.69e-06,False,none,none,,,,,,2007-05-23T18:18:15,2007-10-10T09:02:43,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,65601.56,8002.15,56.21,45580.19,33.71,99.926,78.933,1177.7,2.45,7.32,245,False,False,variable_mild,68.17,77.78,55,0,0,0,steam,none,86.1,14.06,0.014,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T08:31:22,56,56.52,56.52,2.538,8.807,3.471,2.515,,,53.49,63.78,,31.51,32.27,44.35,13/11/9,316.9,0.441,8.6,2.3,2.966,14.801,11.834,97.605,71.16,27.988,91.2,62.53,,0.926,0.0601,82.57,1.0,normal,0.0,0.0139,False,corrosion_fatigue,none,A_healthy,0.0053,0.0,1.0,,67.1,137.99,10658.48,11997.5,7798.37,16196.62,physics_informed_nn,-1339.02,1733.94,1767.0,0.0014,0.0057,0.0379,1.402,30198.0,0.9999,3.72e-06,False,none,none,,,,,,2007-07-13T07:16:16,2008-01-04T06:23:42,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,78978.97,8002.15,22.85,45580.19,9.87,99.978,86.574,1177.7,2.45,4.292,245,False,False,variable_mild,81.23,83.91,56,0,0,1,none,particulate_mild,38.25,16.4,0.584,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T09:30:52,57,57.51,57.51,2.289,10.258,4.482,2.596,,,60.88,65.81,,31.51,34.3,44.06,13/11/9,56.8,0.544,10.1,1.8,9.062,17.986,8.924,105.702,71.91,28.21,90.53,67.16,,0.669,0.0196,9.67,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0054,0.0,1.0,,50.21,148.24,10657.49,11317.86,7356.61,15279.11,lstm_sequence,-660.37,855.38,1767.0,0.0014,0.0057,0.038,1.402,30198.0,0.9998,3.74e-06,False,none,none,,,,,,2007-06-29T04:26:32,2007-12-11T05:41:31,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,27714.77,8002.15,32.68,45580.19,26.83,99.941,81.594,1177.7,2.45,3.765,245,False,False,variable_mild,70.79,73.6,57,0,0,0,gas_compressed_air,none,75.79,41.49,1.003,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T10:30:22,58,58.51,58.51,2.507,6.713,2.678,3.289,,,68.34,68.0,,31.51,36.49,44.36,14/12/10,104.9,0.3,51.8,12.9,8.796,23.028,14.231,95.286,72.08,27.46,88.98,68.66,,0.41,0.0261,259.35,1.0,normal,0.00033026,0.0421,False,corrosion_fatigue,none,A_healthy,0.0055,0.0,1.0,,127.49,140.16,10656.49,9289.17,6037.96,12540.39,physics_informed_nn,1367.32,1734.9,1767.0,0.0014,0.0058,0.038,1.402,30198.0,0.9998,3.77e-06,False,none,none,,,,,,2007-05-17T23:05:37,2007-09-30T10:18:17,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,26322.22,8002.15,51.53,45580.19,7.54,99.983,86.359,1177.7,2.45,2.717,245,False,False,variable_mild,85.31,91.0,58,0,0,0,steam,chemical_contamination,71.53,4.05,0.159,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T11:29:52,59,59.5,59.5,2.7,10.548,3.906,2.882,,,61.49,68.24,,31.51,36.73,44.74,13/11/9,233.8,0.409,25.7,6.3,8.696,22.901,14.206,94.655,71.94,28.184,91.45,61.64,,0.508,0.0019,45.66,0.9782,normal,-0.00436263,0.0512,False,corrosion_fatigue,none,A_healthy,0.0056,0.0047,1.0,,232.6,136.09,10655.5,10033.07,6521.5,13544.65,physics_informed_nn,622.43,618.19,1767.0,0.0014,0.0058,0.038,1.402,30198.0,0.9998,3.79e-06,False,none,none,,,,,,2007-06-02T12:02:01,2007-10-26T19:36:32,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,43743.19,8002.15,27.34,45580.19,9.84,99.978,85.156,1177.7,2.45,3.3,245,False,False,variable_mild,85.01,89.96,59,0,0,0,oil_process,particulate_mild,51.81,18.42,3.534,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T12:29:21,60,60.49,60.49,2.577,7.762,3.012,2.788,,,60.88,63.82,,31.51,32.31,44.37,14/12/10,108.9,0.332,93.7,16.8,4.609,18.216,13.607,94.939,72.5,29.72,91.34,64.73,,0.972,0.0948,172.04,1.0,normal,0.00171384,0.0,False,corrosion_fatigue,overload,A_healthy,0.0056,0.0194,1.0,,34.16,154.82,10654.51,11493.6,7470.84,15516.36,xgboost_gradient,-839.09,901.89,1767.0,0.0014,0.0058,0.038,1.402,30198.0,0.9998,3.82e-06,False,none,none,,,,,,2007-07-02T23:17:19,2007-12-17T14:02:54,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,28490.07,8002.15,20.09,45580.19,21.73,99.952,85.232,1177.7,2.45,3.455,245,False,False,variable_mild,65.08,82.97,60,0,0,0,oil_hydraulic,chemical_contamination,61.64,232.45,2.82,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T13:28:51,61,61.48,61.48,2.195,5.937,2.704,2.684,,,56.95,69.0,,31.51,37.49,46.82,13/11/9,231.4,0.348,10.2,1.4,2.425,7.486,5.061,92.999,71.7,28.196,90.23,68.28,,0.613,0.0398,359.16,0.9897,normal,-0.0020552,0.0062,False,corrosion_fatigue,none,A_healthy,0.0057,0.0,1.0,,103.91,130.47,10653.52,11657.91,7577.64,15738.18,lstm_sequence,-1004.39,900.21,1767.0,0.0014,0.0058,0.038,1.402,30198.0,0.9998,3.84e-06,False,none,none,,,,,,2007-07-06T10:26:14,2007-12-23T10:42:25,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,24396.43,8002.15,38.75,45580.19,10.17,99.978,87.829,1177.7,2.45,7.176,245,False,False,variable_mild,76.15,80.2,61,0,0,0,oil_process,water_ingress,54.07,9.1,0.587,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T14:28:21,62,62.47,62.47,2.419,6.299,2.604,2.94,,,59.48,64.14,,31.51,32.63,44.86,13/11/9,50.7,0.327,9.0,1.2,7.627,12.273,4.646,92.153,72.48,29.729,90.61,65.77,,0.644,0.022,11.99,1.0,normal,0.0,0.0168,False,corrosion_fatigue,none,A_healthy,0.0058,0.0,1.0,,170.23,141.17,10652.53,8435.32,5482.96,11387.68,physics_informed_nn,2217.21,2068.46,1767.0,0.0014,0.0058,0.038,1.402,30198.0,0.9998,3.87e-06,False,none,none,,,,,,2007-04-30T08:07:53,2007-08-31T08:29:34,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,58611.65,8002.15,58.02,45580.19,10.18,99.978,82.423,1177.7,2.45,6.698,245,False,False,variable_mild,66.68,76.86,62,0,0,0,gas_compressed_air,none,73.72,31.96,1.739,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T15:27:51,63,63.46,63.46,3.087,8.475,2.746,2.928,,,60.56,63.18,,31.51,31.67,42.51,13/11/9,189.2,0.32,13.4,1.8,9.074,25.741,16.666,88.77,72.66,29.702,88.31,64.84,,1.661,0.0257,1.91,1.0,normal,0.0,0.0042,False,corrosion_fatigue,none,A_healthy,0.0059,0.0097,1.0,,101.93,143.4,10651.54,11925.31,7751.45,16099.17,xgboost_gradient,-1273.78,1527.93,1767.0,0.0014,0.0058,0.038,1.402,30198.0,0.9998,3.89e-06,False,none,none,,,,,,2007-07-12T02:07:13,2008-01-01T23:58:46,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,57958.15,8002.15,43.85,45580.19,7.01,99.985,80.741,1177.7,2.45,1.839,245,False,False,variable_mild,74.09,90.44,63,0,0,1,steam,particulate_severe,48.85,139.27,0.572,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T16:27:21,64,64.46,64.46,2.708,7.469,2.758,2.926,,,59.86,61.42,,31.51,29.91,47.39,14/12/10,176.1,0.411,7.3,1.4,2.327,8.559,6.232,102.794,72.78,30.448,89.8,62.33,,0.534,0.0452,328.31,0.9993,normal,0.00422457,0.0276,False,corrosion_fatigue,none,A_healthy,0.006,0.0107,1.0,,18.7,142.98,10650.54,11926.3,7752.09,16100.5,lstm_sequence,-1275.75,1489.69,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,3.92e-06,False,none,none,,,,,,2007-07-12T03:36:15,2008-01-02T01:48:29,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,53025.93,8002.15,34.71,45580.19,7.06,99.985,79.903,1177.7,2.45,4.04,245,False,False,variable_mild,57.15,87.42,64,0,0,0,oil_hydraulic,particulate_severe,47.63,43.25,5.037,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T17:26:51,65,65.45,65.45,2.314,6.031,2.607,2.504,,,67.1,68.5,,31.51,36.99,45.27,13/11/9,75.3,0.311,41.8,7.7,1.111,19.475,18.364,100.013,71.97,29.256,89.91,66.59,,0.161,0.0868,9.66,0.9963,normal,-0.00074096,0.0725,False,corrosion_fatigue,none,A_healthy,0.0061,0.0015,1.0,,174.42,161.66,10649.55,11683.23,7594.1,15772.36,physics_informed_nn,-1033.68,1247.07,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,3.94e-06,False,none,none,,,,,,2007-07-07T03:03:42,2007-12-24T12:11:30,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,79212.9,8002.15,46.87,45580.19,3.89,99.99,83.311,1177.7,2.45,2.162,245,False,False,variable_mild,75.49,82.67,65,0,0,2,oil_process,none,56.42,48.72,1.445,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T18:26:21,66,66.44,66.44,2.326,9.717,4.177,3.301,,,63.25,65.77,,31.51,34.26,43.14,14/12/10,273.7,0.51,11.8,1.9,1.255,10.757,9.502,98.614,74.1,31.045,89.82,69.14,,0.229,0.0056,164.73,0.989,normal,-0.00015146,0.0323,False,corrosion_fatigue,none,A_healthy,0.0062,0.0,1.0,,136.77,160.81,10648.56,9202.77,5981.8,12423.74,weibull_regression,1445.79,1513.06,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,3.97e-06,False,none,none,,,,,,2007-05-16T11:49:34,2007-09-27T16:47:49,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,44374.58,8002.15,26.32,45580.19,11.21,99.975,82.131,1177.7,2.45,3.887,245,False,False,variable_mild,73.75,86.66,66,0,0,1,oil_process,particulate_mild,86.13,43.8,1.339,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T19:25:51,68,67.43,67.43,2.413,9.976,4.134,2.723,,,59.73,65.93,,31.51,34.42,46.83,14/12/10,67.8,0.555,25.8,4.8,1.088,6.666,5.578,97.338,73.7,29.378,90.39,66.49,,0.259,0.0643,444.34,0.994,normal,-0.00119736,0.0,False,corrosion_fatigue,none,A_healthy,0.0063,0.0,1.0,,139.49,151.7,10647.57,9523.92,6190.55,12857.29,particle_filter,1123.65,1185.88,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,3.99e-06,False,none,none,,,,,,2007-05-23T05:23:26,2007-10-09T02:45:44,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,24676.31,8002.15,38.4,45580.19,25.51,99.944,79.667,1177.7,2.45,7.285,245,False,False,variable_mild,73.19,83.85,68,0,0,0,gas_compressed_air,none,43.14,9.91,3.792,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T20:25:20,69,68.42,68.42,2.329,6.183,2.655,2.781,,,59.65,65.87,,31.51,34.36,43.81,14/12/10,90.1,0.316,22.6,5.4,6.68,21.754,15.074,104.456,72.5,29.687,90.12,66.61,,0.228,0.0016,130.9,1.0,normal,0.0,0.0267,False,corrosion_fatigue,none,A_healthy,0.0064,0.0218,1.0,,236.12,141.27,10646.58,11666.57,7583.27,15749.86,lstm_sequence,-1019.99,916.85,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,4.01e-06,False,none,none,,,,,,2007-07-06T21:42:18,2007-12-24T01:00:10,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,59157.36,8002.15,50.61,45580.19,9.38,99.979,79.094,1177.7,2.45,4.565,245,False,False,variable_mild,77.23,90.79,69,0,0,0,oil_hydraulic,none,61.74,7.7,0.634,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T21:24:50,70,69.41,69.41,2.381,6.68,2.806,2.663,,,59.43,64.11,,31.51,32.6,46.01,14/12/10,125.3,0.381,8.6,1.5,9.129,16.972,7.842,99.78,72.03,29.766,91.09,68.51,,0.079,0.0245,169.12,1.0,normal,0.00013806,0.0,False,corrosion_fatigue,none,A_healthy,0.0065,0.0188,1.0,,25.57,150.73,10645.59,9026.54,5867.25,12185.83,lstm_sequence,1619.05,1646.91,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,4.04e-06,False,none,none,,,,,,2007-05-12T22:40:59,2007-09-21T13:58:17,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,37697.04,8002.15,37.65,45580.19,14.61,99.968,83.946,1177.7,2.45,5.9,245,False,False,variable_mild,86.14,71.89,70,0,0,1,gas_compressed_air,particulate_mild,24.41,8.07,0.422,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T22:24:20,71,70.41,70.41,2.314,9.56,4.131,2.897,,,61.48,60.22,,31.51,28.71,43.33,14/12/10,61.7,0.381,7.4,1.2,7.194,20.332,13.138,104.052,72.64,28.348,87.85,64.17,,0.141,0.1266,266.8,0.9967,normal,7.298e-05,0.0066,False,corrosion_fatigue,none,A_healthy,0.0066,0.0,1.0,,316.41,137.01,10644.59,8536.95,5549.02,11524.89,particle_filter,2107.64,1716.21,1767.0,0.0014,0.0058,0.0381,1.402,30198.0,0.9998,4.06e-06,False,none,none,,,,,,2007-05-02T18:52:54,2007-09-04T06:48:53,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,59439.28,8002.15,33.03,45580.19,15.74,99.965,87.427,1177.7,2.45,7.85,245,False,False,variable_mild,59.02,81.28,71,0,0,1,none,chemical_contamination,21.3,17.87,2.188,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-05T23:23:50,72,71.4,71.4,3.131,7.898,2.522,3.394,,,59.76,67.44,,31.51,35.93,45.53,13/11/9,79.1,0.447,31.2,4.6,5.418,13.21,7.792,99.197,72.28,29.23,89.83,65.29,,0.284,0.0419,20.26,1.0,normal,0.00220667,0.019,False,corrosion_fatigue,none,A_healthy,0.0067,0.0117,1.0,,233.71,162.37,10643.6,11235.24,7302.91,15167.58,physics_informed_nn,-591.64,503.88,1767.0,0.0014,0.0058,0.0382,1.402,30198.0,0.9998,4.08e-06,False,none,none,,,,,,2007-06-28T01:01:07,2007-12-08T21:21:12,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,38153.4,8002.15,41.59,45580.19,25.6,99.944,80.907,1177.7,2.45,7.755,245,False,False,variable_mild,73.08,98.01,72,0,0,0,none,none,45.6,10.61,0.801,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T00:23:20,73,72.39,72.39,2.591,8.789,3.392,2.988,,,62.1,62.68,,31.51,31.17,44.11,13/11/9,144.1,0.307,37.1,10.4,8.924,13.657,4.733,103.631,71.05,27.049,89.13,62.81,,0.477,0.082,50.7,1.0,normal,0.00119736,0.0252,False,corrosion_fatigue,none,A_healthy,0.0068,0.0097,1.0,,42.12,168.53,10642.61,12287.13,7986.64,16587.63,xgboost_gradient,-1644.52,1773.72,1767.0,0.0014,0.0058,0.0382,1.402,30198.0,0.9998,4.11e-06,False,none,none,,,,,,2007-07-19T23:57:21,2008-01-15T04:27:11,mixed,False,oem_certified,True,,,,none,none,160043.03,12976648.98,40634.64,8002.15,51.28,45580.19,6.56,99.986,78.328,1177.7,2.45,4.738,245,False,False,variable_mild,67.15,96.63,73,0,0,0,oil_hydraulic,particulate_mild,76.9,43.72,0.266,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T01:22:50,74,73.38,73.38,2.341,9.597,4.099,2.684,,,64.63,66.2,,31.51,34.68,45.25,13/11/9,84.2,0.319,54.2,6.4,9.074,14.412,5.339,105.785,72.99,28.94,88.87,66.69,,0.5,0.0062,42.88,1.0,normal,0.0,0.0028,False,corrosion_fatigue,none,A_healthy,0.0068,0.0075,1.0,,160.56,176.94,10641.62,9116.27,5925.58,12306.97,particle_filter,1525.35,1489.21,1767.0,0.0014,0.0059,0.0382,1.402,30198.0,0.9998,4.13e-06,False,none,none,,,,,,2007-05-14T23:31:01,2007-09-24T22:12:45,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,47486.18,8002.15,35.05,45580.19,3.19,99.99,85.602,1177.7,2.45,6.618,245,False,False,variable_mild,85.9,79.61,74,0,0,0,oil_process,none,23.51,32.66,4.614,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T02:22:20,75,74.37,74.37,2.471,7.388,2.989,3.351,,,64.2,63.8,,31.51,32.29,45.76,13/11/9,171.7,0.386,9.2,1.9,1.329,8.657,7.327,98.694,71.81,27.516,88.47,65.24,,0.454,0.1688,50.63,0.9882,normal,-0.00236729,0.0,False,corrosion_fatigue,none,A_healthy,0.0069,0.0,1.0,,688.28,154.91,10640.63,9426.23,6127.05,12725.41,lstm_sequence,1214.4,1279.6,1767.0,0.0014,0.0059,0.0382,1.402,30198.0,0.9998,4.15e-06,False,none,none,,,,,,2007-05-21T11:29:16,2007-10-05T22:40:08,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,24779.58,8002.15,56.76,45580.19,18.56,99.959,84.946,1177.7,2.45,2.876,245,False,False,variable_mild,67.71,78.6,75,0,0,0,gas_compressed_air,particulate_severe,74.78,60.37,0.238,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T03:21:49,76,75.36,75.36,2.475,6.292,2.542,2.875,,,60.48,65.46,,31.51,33.95,48.24,13/11/9,98.9,0.306,39.5,4.4,1.37,13.435,12.065,100.784,73.31,29.394,90.63,63.89,,0.361,0.0265,19.52,1.0,normal,0.00066798,0.0,False,corrosion_fatigue,none,A_healthy,0.007,0.0059,1.0,,97.66,154.98,10639.64,12574.07,8173.15,16975.0,particle_filter,-1934.44,2308.85,1767.0,0.0014,0.0059,0.0382,1.402,30198.0,0.9998,4.17e-06,False,none,none,,,,,,2007-07-26T02:24:02,2008-01-25T11:19:35,mixed,False,specialist,False,82.0,,,none,none,160043.03,12976648.98,50014.32,8002.15,25.12,45580.19,10.19,99.978,89.546,1177.7,2.45,7.212,245,False,False,variable_mild,76.15,82.1,76,0,0,0,steam,none,33.32,89.95,0.059,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T04:21:19,77,76.36,76.36,2.302,8.024,3.485,2.683,,,59.65,68.52,,31.51,37.01,47.48,14/12/10,115.8,0.335,28.6,3.9,4.679,7.735,3.055,94.513,72.79,30.216,91.87,65.54,,0.187,0.0194,4.28,0.9936,normal,-0.00128652,0.0538,False,corrosion_fatigue,none,A_healthy,0.0071,0.0,1.0,,222.11,141.57,10638.64,9529.73,6194.33,12865.14,xgboost_gradient,1108.91,994.76,1767.0,0.0014,0.0059,0.0382,1.402,30198.0,0.9998,4.19e-06,False,none,none,,,,,,2007-05-23T17:13:17,2007-10-09T16:37:39,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,52687.64,8002.15,41.52,45580.19,33.22,99.927,85.507,1177.7,2.45,7.347,245,False,False,variable_mild,84.73,80.65,77,0,0,1,gas_compressed_air,water_ingress,28.25,3.8,0.301,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T05:20:49,78,77.35,77.35,2.742,7.313,2.667,2.932,,,58.16,60.86,,31.51,29.35,48.56,14/12/10,93.4,0.357,21.1,4.8,3.567,14.108,10.541,99.424,70.95,29.228,90.23,62.54,,0.533,0.2205,69.09,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0072,0.0014,1.0,,299.34,157.13,10637.65,11423.13,7425.04,15421.23,kalman_filter,-785.48,706.15,1767.0,0.0014,0.0059,0.0382,1.402,30198.0,0.9998,4.22e-06,False,none,none,,,,,,2007-07-02T04:54:48,2007-12-15T19:00:36,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,43103.26,8002.15,36.57,45580.19,5.73,99.987,91.021,1177.7,2.45,3.493,245,False,False,variable_mild,63.81,79.54,78,0,0,0,water,water_ingress,85.87,1.47,1.3,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T06:20:19,79,78.34,78.34,2.239,6.269,2.8,2.926,,,62.64,67.05,,31.51,35.54,47.69,14/12/10,110.2,0.37,36.8,6.3,7.947,22.202,14.254,106.1,71.53,27.302,90.16,66.47,,1.602,0.0517,196.21,0.9919,normal,-0.0016155,0.0206,False,corrosion_fatigue,none,A_healthy,0.0073,0.0,1.0,,140.24,157.81,10636.66,9541.54,6202.0,12881.07,physics_informed_nn,1095.13,1145.43,1767.0,0.0015,0.0059,0.0382,1.402,30198.0,0.9998,4.24e-06,False,none,none,,,,,,2007-05-24T01:06:24,2007-10-10T04:38:39,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,30525.18,8002.15,37.72,45580.19,5.75,99.987,81.613,1177.7,2.45,2.648,245,False,False,variable_mild,67.98,104.55,79,0,0,0,oil_process,none,44.02,32.58,3.96,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T07:19:49,80,79.33,79.33,2.25,8.04,3.573,3.07,,,60.28,65.02,,31.51,33.51,47.32,13/11/9,78.4,0.331,24.9,2.8,3.625,18.927,15.301,101.443,73.83,30.099,89.43,66.35,,0.159,0.0115,0.74,1.0,normal,0.00236729,0.0378,False,corrosion_fatigue,none,A_healthy,0.0074,0.0,1.0,,76.53,140.33,10635.67,11735.82,7628.28,15843.36,particle_filter,-1100.15,1390.01,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9998,4.26e-06,False,none,none,,,,,,2007-07-08T19:14:30,2007-12-26T22:46:47,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,39468.28,8002.15,41.8,45580.19,15.22,99.967,80.854,1177.7,2.45,6.364,245,False,False,variable_mild,75.48,88.26,80,0,0,0,steam,particulate_mild,62.34,6.24,1.04,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T08:19:19,81,80.32,80.32,2.658,7.093,2.668,3.277,,,57.81,60.85,,31.51,29.34,46.1,13/11/9,73.7,0.331,12.7,3.4,1.818,10.814,8.996,103.93,72.47,30.178,90.74,65.26,,0.339,0.037,4.81,1.0,normal,0.0,0.0039,False,corrosion_fatigue,cavitation,A_healthy,0.0075,0.0174,1.0,,72.2,161.08,10634.68,9573.01,6222.46,12923.57,xgboost_gradient,1061.66,1235.75,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9998,4.28e-06,False,none,none,,,,,,2007-05-24T18:49:43,2007-10-11T09:23:00,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,51536.25,8002.15,21.06,45580.19,18.13,99.96,79.952,1177.7,2.45,2.501,245,False,False,variable_mild,63.25,87.65,81,0,0,0,gas_compressed_air,none,36.62,77.41,0.867,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T09:18:49,82,81.31,81.31,2.801,7.258,2.592,2.609,,,61.12,63.63,,31.51,32.12,46.52,13/11/9,65.9,0.327,51.9,15.0,6.294,9.207,2.913,109.82,71.78,28.314,89.95,65.21,,0.572,0.0748,7.35,1.0,normal,0.00128652,0.0496,False,corrosion_fatigue,none,A_healthy,0.0076,0.0047,1.0,,35.05,141.61,10633.69,10015.16,6509.86,13520.47,xgboost_gradient,618.52,564.55,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9998,4.3e-06,False,none,none,,,,,,2007-06-03T00:53:41,2007-10-27T02:12:05,mixed,False,master_technician,False,12.0,,,none,none,160043.03,12976648.98,62607.76,8002.15,23.63,45580.19,9.01,99.98,77.611,1177.7,2.45,4.253,245,False,False,variable_mild,63.46,79.54,82,0,0,0,oil_hydraulic,water_ingress,84.74,55.94,1.731,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T10:18:19,83,82.31,82.31,2.7,9.118,3.377,2.924,,,61.91,67.47,,31.51,35.96,45.23,13/11/9,80.4,0.362,11.5,2.8,9.41,17.64,8.23,104.522,75.08,28.569,89.7,65.78,,0.079,0.0854,3.45,1.0,normal,0.0,0.0239,False,corrosion_fatigue,none,A_healthy,0.0077,0.015,1.0,,134.69,139.85,10632.69,13038.9,8475.29,17602.52,kalman_filter,-2406.21,2692.33,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9997,4.32e-06,False,none,none,,,,,,2007-08-05T01:45:19,2008-02-11T05:22:13,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,63447.73,8002.15,37.72,45580.19,15.69,99.966,86.065,1177.7,2.45,3.09,245,False,False,variable_mild,75.36,86.62,83,0,0,0,water,particulate_mild,77.82,21.58,1.122,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T11:17:48,84,83.3,83.3,2.067,8.423,4.074,2.64,,,58.05,61.75,,31.51,30.24,43.48,14/12/10,59.2,0.354,18.1,4.3,4.313,16.845,12.532,98.304,71.48,29.401,89.06,60.4,,0.088,0.0674,50.57,1.0,normal,0.0016155,0.0152,False,corrosion_fatigue,none,A_healthy,0.0078,0.0,1.0,,113.49,137.54,10631.7,9011.42,5857.43,12165.42,lstm_sequence,1620.28,1736.63,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9997,4.34e-06,False,none,none,,,,,,2007-05-13T05:00:32,2007-09-21T15:00:26,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,63640.2,8002.15,35.19,45580.19,15.19,99.967,78.86,1177.7,2.45,5.074,245,False,False,variable_mild,62.32,84.17,84,0,0,1,steam,particulate_severe,75.46,20.42,0.025,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T12:17:18,85,84.29,84.29,2.568,9.675,3.767,2.829,,,58.89,61.21,,31.51,29.7,47.64,14/12/10,86.8,0.424,6.1,0.7,5.035,16.679,11.644,99.51,73.89,28.377,89.62,61.69,,1.003,0.0486,51.23,1.0,normal,0.0,0.0033,False,corrosion_fatigue,none,A_healthy,0.0079,0.0137,1.0,,131.27,147.54,10630.71,11710.25,7611.66,15808.84,kalman_filter,-1079.54,1062.61,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9997,4.36e-06,False,none,none,,,,,,2007-07-08T11:24:47,2007-12-26T06:00:01,mixed,False,journeyman,False,12.0,,,none,none,160043.03,12976648.98,50266.81,8002.15,39.79,45580.19,7.0,99.985,82.947,1177.7,2.45,1.837,245,False,False,variable_mild,64.66,79.4,85,0,0,0,none,none,59.59,44.06,1.583,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T13:16:48,86,85.28,85.28,2.715,9.554,3.519,3.194,,,58.68,65.3,,31.51,33.79,48.06,14/12/10,127.1,0.373,27.0,5.1,3.481,18.328,14.847,106.596,72.87,29.697,88.55,62.68,,1.313,0.0486,206.49,0.9918,normal,-0.00164947,0.0252,False,corrosion_fatigue,none,A_healthy,0.008,0.0,1.0,,462.08,131.91,10629.72,9196.54,5977.75,12415.33,kalman_filter,1433.18,1172.13,1767.0,0.0015,0.0059,0.0383,1.402,30198.0,0.9997,4.39e-06,False,none,none,,,,,,2007-05-17T03:33:07,2007-09-28T06:20:32,mixed,False,oem_certified,True,,,,none,none,160043.03,12976648.98,46481.07,8002.15,56.29,45580.19,5.76,99.987,83.227,1177.7,2.45,2.044,245,False,False,variable_mild,78.59,86.26,86,0,0,0,steam,none,89.7,33.95,1.268,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T14:16:18,87,86.27,86.27,2.609,11.783,4.516,3.498,,,62.46,64.05,,31.51,32.54,47.62,14/12/10,63.0,0.41,37.7,9.4,4.877,18.104,13.227,94.454,70.66,27.786,89.45,62.62,,0.08,0.0623,27.5,0.9917,normal,-0.00166819,0.0,False,corrosion_fatigue,erosion,A_healthy,0.0081,0.0029,1.0,,165.1,146.84,10628.73,9453.42,6144.72,12762.12,lstm_sequence,1175.31,1493.21,1767.0,0.0015,0.0059,0.0384,1.402,30198.0,0.9997,4.41e-06,False,none,none,,,,,,2007-05-22T12:58:57,2007-10-07T09:40:48,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,35717.23,8002.15,27.6,45580.19,9.67,99.979,88.298,1177.7,2.45,7.8,245,False,False,variable_mild,72.25,84.05,87,0,0,0,water,chemical_contamination,53.92,7.5,1.113,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T15:15:48,88,87.26,87.26,2.187,8.707,3.982,2.548,,,58.02,64.26,,31.51,32.75,45.49,13/11/9,58.7,0.47,29.5,3.4,7.846,18.443,10.597,99.129,72.4,28.982,89.91,62.55,,1.147,0.0428,134.14,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0081,0.0071,1.0,,13.85,147.46,10627.74,8870.72,5765.97,11975.47,physics_informed_nn,1757.02,2135.7,1767.0,0.0015,0.0059,0.0384,1.402,30198.0,0.9997,4.43e-06,False,none,none,,,,,,2007-05-10T10:37:23,2007-09-16T19:22:30,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,77913.26,8002.15,33.27,45580.19,23.07,99.949,86.096,1177.7,2.45,4.952,245,False,False,variable_mild,70.96,77.46,88,0,0,1,steam,chemical_contamination,57.35,79.62,6.858,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T16:15:18,89,88.26,88.26,2.817,8.373,2.972,3.202,,,65.91,63.28,,31.51,31.77,45.54,13/11/9,115.2,0.428,39.9,8.5,7.782,12.529,4.747,94.45,73.71,29.175,89.67,64.84,,0.373,0.0745,87.96,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0082,0.0197,1.0,,146.9,146.61,10626.74,11968.25,7779.36,16157.13,weibull_regression,-1341.5,1625.99,1767.0,0.0015,0.0059,0.0384,1.402,30198.0,0.9997,4.45e-06,False,none,none,,,,,,2007-07-14T00:22:42,2008-01-04T13:15:53,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,65527.96,8002.15,55.2,45580.19,17.47,99.962,89.951,1177.7,2.45,4.801,245,False,False,variable_mild,71.03,83.1,89,0,0,0,oil_process,particulate_severe,55.81,85.84,0.912,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T17:14:48,90,89.25,89.25,2.693,7.542,2.801,2.976,,,55.15,60.89,,31.51,29.38,45.93,14/12/10,57.4,0.405,25.4,6.9,6.276,12.477,6.202,98.594,70.91,29.638,91.8,66.58,,0.907,0.0241,49.32,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0083,0.0216,1.0,,51.0,163.67,10625.75,13033.81,8471.98,17595.65,lstm_sequence,-2408.06,2305.76,1767.0,0.0015,0.006,0.0384,1.402,30198.0,0.9997,4.47e-06,False,none,none,,,,,,2007-08-05T06:09:13,2008-02-11T07:59:19,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,77774.48,8002.15,36.68,45580.19,11.33,99.975,84.314,1177.7,2.45,7.387,245,False,False,variable_mild,65.97,75.07,90,0,0,0,water,particulate_mild,89.1,5.45,2.728,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T18:14:17,91,90.24,90.24,2.761,9.525,3.449,2.862,,,61.92,66.53,,31.51,35.02,44.3,13/11/9,62.1,0.45,14.7,2.8,2.879,18.863,15.983,105.612,71.83,29.368,87.31,65.2,,0.035,0.1416,17.2,1.0,normal,0.00164947,0.0,False,corrosion_fatigue,none,A_healthy,0.0084,0.0,1.0,,85.41,142.88,10624.76,11224.77,7296.1,15153.43,particle_filter,-600.0,772.89,1767.0,0.0015,0.006,0.0384,1.402,30198.0,0.9997,4.49e-06,False,none,none,,,,,,2007-06-28T14:37:16,2007-12-09T07:17:20,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,62931.23,8002.15,40.01,45580.19,11.36,99.975,87.296,1177.7,2.45,3.264,245,False,False,variable_mild,74.52,89.31,91,0,0,0,gas_compressed_air,particulate_mild,39.12,38.53,1.331,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T19:13:47,92,91.23,91.23,2.424,6.931,2.859,3.225,,,59.65,65.06,,31.51,33.55,47.53,14/12/10,156.7,0.508,11.9,1.8,3.522,8.8,5.278,100.818,69.65,28.181,91.32,62.44,,0.936,0.0979,49.66,0.9915,normal,-3.541e-05,0.0158,False,corrosion_fatigue,none,A_healthy,0.0085,0.0132,1.0,,106.01,136.12,10623.77,9031.62,5870.56,12192.69,kalman_filter,1592.15,1564.39,1767.0,0.0015,0.006,0.0384,1.402,30198.0,0.9997,4.51e-06,False,none,none,,,,,,2007-05-13T23:02:30,2007-09-22T16:06:35,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,79450.7,8002.15,21.2,45580.19,24.58,99.946,82.156,1177.7,2.45,6.058,245,False,False,variable_mild,74.25,97.24,92,0,0,0,none,particulate_severe,33.36,59.81,8.291,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T20:13:17,93,92.22,92.22,2.691,11.881,4.416,2.95,,,60.55,62.11,,31.51,30.6,48.19,13/11/9,75.9,0.327,41.9,6.6,1.862,9.015,7.153,104.938,71.78,29.469,89.25,64.53,,0.867,0.0581,27.46,0.9975,normal,-0.0004909,0.0096,False,corrosion_fatigue,none,A_healthy,0.0086,0.0,1.0,,84.1,156.57,10622.78,11592.14,7534.89,15649.4,lstm_sequence,-969.37,1048.81,1767.0,0.0015,0.006,0.0384,1.402,30198.0,0.9997,4.53e-06,False,none,none,,,,,,2007-07-06T08:17:38,2007-12-22T09:32:41,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,43052.11,8002.15,29.21,45580.19,12.68,99.972,84.554,1177.7,2.45,4.28,245,False,False,variable_mild,67.99,93.89,93,0,0,1,oil_process,particulate_mild,69.84,22.94,1.801,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T21:12:47,94,93.21,93.21,2.172,9.012,4.15,2.934,,,59.25,63.17,,31.51,31.66,44.9,13/11/9,59.8,0.417,28.2,6.4,1.076,17.07,15.993,95.019,72.84,29.687,89.31,66.11,,2.704,0.0252,10.64,1.0,normal,0.0,0.0044,False,corrosion_fatigue,none,A_healthy,0.0087,0.0,1.0,,189.85,153.39,10621.79,11653.16,7574.55,15731.77,xgboost_gradient,-1031.37,999.78,1767.0,0.0015,0.006,0.0384,1.402,30198.0,0.9997,4.55e-06,False,none,none,,,,,,2007-07-07T15:47:35,2007-12-24T14:23:56,mixed,False,master_technician,True,,,,none,none,160043.03,12976648.98,50156.05,8002.15,23.29,45580.19,2.88,99.99,85.795,1177.7,2.45,7.617,245,False,False,variable_mild,72.43,88.62,94,0,0,0,oil_process,water_ingress,64.04,24.61,0.91,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T22:12:17,95,94.2,94.2,2.47,6.608,2.676,3.536,,,61.68,64.53,,31.51,33.02,45.68,14/12/10,77.8,0.351,17.3,3.2,6.68,9.886,3.207,96.601,71.76,27.789,89.6,66.07,,0.12,0.0969,78.91,0.9931,normal,-0.00137088,0.0265,False,corrosion_fatigue,none,A_healthy,0.0088,0.0016,1.0,,181.08,165.43,10620.8,8902.49,5786.62,12018.36,particle_filter,1718.31,1441.97,1767.0,0.0015,0.006,0.0385,1.402,30198.0,0.9997,4.56e-06,False,none,none,,,,,,2007-05-11T09:26:55,2007-09-18T05:19:10,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,54743.57,8002.15,45.27,45580.19,5.86,99.987,85.675,1177.7,2.45,3.602,245,False,False,variable_mild,68.7,76.79,95,0,0,0,oil_hydraulic,none,65.62,29.52,0.788,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-06T23:11:47,96,95.2,95.2,2.388,7.104,2.975,2.551,,,60.89,61.2,,31.51,29.69,46.49,13/11/9,55.0,0.347,19.4,3.9,1.754,11.666,9.912,96.613,73.87,30.935,89.8,61.5,,0.025,0.0225,30.28,0.9988,normal,-0.00023642,0.0,False,corrosion_fatigue,contamination,A_healthy,0.0089,0.0,1.0,,78.72,134.2,10619.8,9664.51,6281.93,13047.09,kalman_filter,955.3,968.28,1767.0,0.0015,0.006,0.0385,1.402,30198.0,0.9997,4.58e-06,False,none,none,,,,,,2007-05-27T07:27:01,2007-10-15T06:01:41,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,75312.44,8002.15,43.77,45580.19,14.22,99.969,83.146,1177.7,2.45,7.865,245,False,False,variable_mild,65.05,83.69,96,0,0,0,steam,none,34.16,102.07,1.682,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-07T00:11:17,97,96.19,96.19,2.572,9.106,3.541,3.341,,,61.51,63.1,,31.51,31.59,46.3,13/11/9,54.2,0.462,68.4,15.8,9.812,23.903,14.091,107.748,71.71,27.568,89.63,66.15,,0.168,0.0198,455.15,0.9957,normal,0.00085292,0.0073,False,corrosion_fatigue,none,A_healthy,0.009,0.0,1.0,,53.63,149.44,10618.81,11427.31,7427.75,15426.87,kalman_filter,-808.5,733.4,1767.0,0.0015,0.006,0.0385,1.402,30198.0,0.9997,4.6e-06,False,none,none,,,,,,2007-07-03T01:50:36,2007-12-16T17:24:08,mixed,False,oem_certified,True,,,,none,none,160043.03,12976648.98,51848.2,8002.15,54.74,45580.19,12.27,99.973,87.522,1177.7,2.45,3.865,245,False,False,variable_mild,84.68,92.69,97,0,0,1,none,particulate_severe,57.18,3.83,2.365,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-07T01:10:47,98,97.18,97.18,2.311,9.763,4.225,3.051,,,59.65,65.13,,31.51,33.62,45.13,14/12/10,128.0,0.567,11.7,2.8,4.97,9.555,4.585,98.097,70.19,29.088,90.31,65.65,,0.327,0.1039,67.07,1.0,normal,0.0004909,0.0,False,corrosion_fatigue,none,A_healthy,0.0091,0.009,1.0,,3.03,144.18,10617.82,12577.5,8175.37,16979.62,lstm_sequence,-1959.68,1957.03,1767.0,0.0015,0.006,0.0385,1.402,30198.0,0.9997,4.62e-06,False,none,none,,,,,,2007-07-27T01:55:43,2008-01-26T12:03:11,mixed,False,journeyman,True,,,,none,none,160043.03,12976648.98,76037.95,8002.15,35.86,45580.19,10.58,99.977,85.933,1177.7,2.45,1.41,245,False,False,variable_mild,64.14,82.47,98,0,0,1,oil_process,particulate_mild,71.04,3.02,0.044,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-07T02:10:16,99,98.17,98.17,2.64,10.706,4.056,2.929,,,60.49,64.21,,31.51,32.7,48.51,14/12/10,153.1,0.315,12.4,3.5,1.895,10.373,8.477,99.925,72.09,27.705,90.81,60.54,,0.297,0.0871,44.83,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0092,0.0066,1.0,,60.9,174.61,10616.83,9611.24,6247.31,12975.17,physics_informed_nn,1005.59,1100.87,1767.0,0.0015,0.006,0.0385,1.402,30198.0,0.9997,4.64e-06,False,none,none,,,,,,2007-05-26T07:47:28,2007-10-13T11:43:30,mixed,False,specialist,True,,,,none,none,160043.03,12976648.98,47989.93,8002.15,43.88,45580.19,17.44,99.962,84.864,1177.7,2.45,6.125,245,False,False,variable_mild,77.36,83.4,99,0,0,0,oil_process,particulate_mild,69.71,87.12,4.547,,,standard
ASSET-000023,pump_centrifugal,critical,PrecisionDrive GmbH,MDL-8961-A,2006-11-03,10715.0,30000.0,72.3517074275275,indoor_uncontrolled,aerospace,FAC-269,LINE-J,active_standby,2006-11-07T03:09:46,100,99.16,99.16,2.373,8.409,3.544,3.508,,,59.78,71.77,,31.51,40.26,45.91,13/11/9,96.7,0.364,14.8,3.0,9.48,19.282,9.802,105.386,73.34,28.325,89.22,64.33,,0.415,0.0051,23.02,0.9892,normal,-0.0007963,0.0519,False,corrosion_fatigue,none,A_healthy,0.0093,0.0154,1.0,,115.77,148.55,10615.84,8070.6,5245.89,10895.31,particle_filter,2545.24,2679.36,1767.0,0.0015,0.006,0.0385,1.402,30198.0,0.9997,4.66e-06,False,none,none,,,,,,2007-04-24T06:27:48,2007-08-19T23:10:25,mixed,False,apprentice,True,,,,none,none,160043.03,12976648.98,44245.47,8002.15,40.35,45580.19,10.94,99.976,78.422,1177.7,2.45,5.298,245,False,False,variable_mild,81.71,72.95,100,0,0,1,oil_process,particulate_mild,48.51,33.51,1.292,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T01:08:14,1,1.14,1.14,2.093,5.835,2.788,2.882,,,58.83,54.12,,19.26,34.86,46.98,14/12/10,65.8,0.337,9.4,1.8,1.664,18.821,17.157,98.155,74.39,30.949,88.49,67.31,,0.282,0.0518,50.28,0.9977,normal,0.0,0.0542,False,adhesive_wear,none,A_healthy,0.0,0.0051,1.0,,127.93,144.61,35112.86,31396.27,20407.57,42384.96,particle_filter,3716.6,3538.37,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-24T03:16:14,2019-07-25T23:57:50,mixed,False,master_technician,False,88.0,,,none,none,26865.52,1265428.89,11309.6,1343.28,32.11,50068.81,7.91,99.984,86.28,5237.1,1.8,7.139,180,False,False,peak_demand,70.45,86.95,1,0,0,0,oil_process,particulate_mild,62.46,17.91,4.62,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T02:16:29,2,2.27,2.27,1.907,8.513,4.463,2.88,,,55.07,52.64,,19.26,33.38,46.53,14/12/10,188.7,0.31,10.8,2.1,1.361,8.305,6.944,98.337,74.95,29.69,89.49,63.53,,0.362,0.0772,37.76,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0001,0.0083,1.0,,17.46,129.41,35111.73,37540.4,24401.26,50679.54,physics_informed_nn,-2428.67,2307.44,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-08-30T04:28:24,2020-02-28T15:36:45,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,8608.7,1343.28,23.64,50068.81,14.47,99.971,83.441,5237.1,1.8,7.589,180,False,False,peak_demand,66.29,89.2,2,0,0,0,steam,none,55.06,27.8,0.329,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T03:24:43,3,3.41,3.41,1.95,6.211,3.185,2.479,,,61.94,52.63,,19.26,33.38,45.94,14/12/10,116.7,0.395,17.5,3.5,1.542,11.193,9.65,103.556,75.77,30.331,89.81,61.66,,0.041,0.0982,118.87,1.0,normal,0.0,0.0362,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,5.68,153.15,35110.59,43045.5,27979.57,58111.42,xgboost_gradient,-7934.91,7528.68,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-12-22T22:09:41,2020-09-10T16:05:09,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,9908.55,1343.28,27.44,50068.81,16.52,99.967,86.479,5237.1,1.8,3.521,180,False,False,peak_demand,82.35,76.33,3,0,0,0,water,none,80.97,65.12,1.158,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T04:32:58,4,4.55,4.55,1.756,4.481,2.552,3.298,,,59.09,51.06,,19.26,31.8,45.97,14/12/10,179.5,0.388,28.8,8.6,9.841,28.646,18.805,96.647,75.59,29.833,88.22,63.01,,0.263,0.0199,243.6,0.9836,normal,-0.00411123,0.0863,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,501.75,139.09,35109.45,29674.29,19288.29,40060.3,xgboost_gradient,5435.16,6821.57,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-19T09:41:45,2019-05-26T03:41:55,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,7732.61,1343.28,54.06,50068.81,8.06,99.984,85.005,5237.1,1.8,7.565,180,False,False,peak_demand,63.56,83.94,4,0,0,0,gas_compressed_air,none,34.3,24.38,1.025,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T05:41:13,5,5.69,5.69,1.983,8.507,4.29,3.005,,,53.51,52.13,,19.26,32.88,48.49,13/11/9,59.9,0.389,71.0,20.6,2.744,8.955,6.212,106.198,76.89,29.573,90.04,67.36,,0.235,0.0006,11.2,0.996,normal,-0.00080667,0.0061,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,383.54,140.57,35108.31,31122.1,20229.36,42014.83,lstm_sequence,3986.22,3639.31,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-18T14:44:05,2019-07-16T11:28:05,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,10271.48,1343.28,44.15,50068.81,6.52,99.987,78.92,5237.1,1.8,6.788,180,False,False,peak_demand,80.32,91.88,5,0,0,0,gas_compressed_air,chemical_contamination,43.98,61.19,0.52,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T06:49:27,6,6.82,6.82,1.903,6.786,3.566,3.644,,,59.28,51.89,,19.26,32.64,46.22,13/11/9,52.1,0.56,8.8,1.1,5.0,7.321,2.321,103.437,74.41,28.782,89.64,64.81,,0.002,0.0122,6.3,1.0,normal,0.00046894,0.0648,False,adhesive_wear,none,A_healthy,0.0002,0.0022,1.0,,207.17,132.68,35107.18,32971.08,21431.2,44510.95,lstm_sequence,2136.1,1721.95,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-27T04:21:45,2019-09-20T00:14:21,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,10010.9,1343.28,29.29,50068.81,8.08,99.984,86.669,5237.1,1.8,7.15,180,False,False,peak_demand,65.69,81.2,6,0,0,0,oil_hydraulic,particulate_mild,47.81,76.04,2.359,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T07:57:42,7,7.96,7.96,1.846,4.836,2.62,3.064,,,59.2,53.15,,19.26,33.89,43.12,14/12/10,181.0,0.307,17.7,4.6,1.561,18.183,16.622,105.318,75.92,29.562,90.95,63.72,,1.465,0.0016,13.12,1.0,normal,0.0,0.0589,False,adhesive_wear,none,A_healthy,0.0002,0.0116,1.0,,200.47,144.58,35106.04,39597.5,25738.37,53456.62,physics_informed_nn,-4491.46,5213.08,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-12T06:42:40,2020-05-11T17:50:08,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,12018.71,1343.28,22.09,50068.81,11.54,99.977,91.432,5237.1,1.8,7.736,180,False,False,peak_demand,78.95,83.61,7,0,0,0,water,chemical_contamination,21.74,22.77,0.874,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T09:05:57,8,9.1,9.1,1.972,6.287,3.188,3.014,,,61.06,55.17,,19.26,35.92,49.39,14/12/10,63.7,0.335,64.3,18.5,4.364,9.699,5.335,100.376,74.88,31.27,89.94,66.82,,0.734,0.0007,9.24,1.0,normal,0.0,0.0285,False,adhesive_wear,none,A_healthy,0.0003,0.0016,1.0,,29.73,147.38,35104.9,39249.68,25512.29,52987.07,lstm_sequence,-4144.78,4514.23,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-05T01:56:27,2020-04-29T11:19:49,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,10120.4,1343.28,29.31,50068.81,15.23,99.97,77.9,5237.1,1.8,1.064,180,False,False,peak_demand,73.75,75.98,8,0,0,0,oil_hydraulic,particulate_mild,29.71,6.62,0.547,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T10:14:11,9,10.24,10.24,1.883,6.479,3.441,2.426,,,59.97,55.05,,19.26,35.79,46.28,14/12/10,125.3,0.516,62.6,14.1,8.65,15.126,6.476,96.15,77.14,32.194,90.96,68.86,,0.408,0.0053,51.32,1.0,normal,0.00328899,0.0106,False,adhesive_wear,none,A_healthy,0.0003,0.0067,1.0,,33.25,151.94,35103.76,38027.4,24717.81,51336.98,xgboost_gradient,-2923.63,2822.39,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-09T15:56:03,2020-03-17T05:31:20,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,10593.2,1343.28,47.49,50068.81,23.58,99.953,83.175,5237.1,1.8,6.076,180,False,False,peak_demand,87.75,90.38,9,0,0,0,oil_process,particulate_mild,85.77,45.7,2.068,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T11:22:26,10,11.37,11.37,1.911,5.219,2.731,2.91,,,59.37,57.7,,19.26,38.45,46.22,13/11/9,322.8,0.301,8.8,2.3,3.244,19.718,16.474,92.533,77.9,31.987,90.15,64.81,,0.126,0.0099,10.21,1.0,normal,0.00080667,0.0518,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,30.05,139.15,35102.63,31480.35,20462.23,42498.47,physics_informed_nn,3622.28,4699.24,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-26T07:32:50,2019-07-29T09:40:07,mixed,False,specialist,False,64.0,,,none,none,26865.52,1265428.89,12531.62,1343.28,48.12,50068.81,9.55,99.981,87.244,5237.1,1.8,3.467,180,False,False,peak_demand,81.0,83.54,10,0,0,0,oil_process,chemical_contamination,87.42,63.44,4.159,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T12:30:41,11,12.51,12.51,1.864,6.48,3.477,2.749,,,59.67,49.98,,19.26,30.72,45.05,14/12/10,67.8,0.558,86.0,23.6,5.195,22.167,16.971,98.083,75.31,30.111,89.16,65.62,,0.252,0.0163,5.31,0.9866,normal,-0.00267034,0.0,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,218.88,142.0,35101.49,32784.41,21309.86,44258.95,particle_filter,2317.08,2371.48,7856.0,0.0,0.0001,0.0027,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-23T12:42:53,2019-09-13T15:15:26,mixed,False,master_technician,False,34.0,,,none,none,26865.52,1265428.89,7521.17,1343.28,51.74,50068.81,10.35,99.979,82.247,5237.1,1.8,2.453,180,False,False,peak_demand,60.98,88.36,11,0,0,0,oil_hydraulic,none,31.88,65.07,3.872,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T13:38:55,12,13.65,13.65,2.026,8.563,4.227,2.583,,,62.56,55.17,,19.26,35.91,45.04,14/12/10,129.5,0.504,25.6,4.1,9.546,12.72,3.175,97.914,75.4,31.611,88.95,67.87,,0.702,0.006,21.55,1.0,normal,0.0,0.0185,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,75.76,146.66,35100.35,29309.8,19051.37,39568.23,kalman_filter,5790.55,5951.83,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-12T04:32:49,2019-05-13T14:58:33,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,5543.93,1343.28,43.12,50068.81,8.55,99.983,88.237,5237.1,1.8,3.627,180,False,False,peak_demand,86.07,87.81,12,0,0,0,oil_process,particulate_severe,67.86,24.81,1.1,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T14:47:10,13,14.79,14.79,2.046,6.664,3.257,2.916,,,60.57,52.34,,19.26,33.08,44.21,13/11/9,183.9,0.443,15.9,4.7,2.403,6.727,4.324,94.073,77.05,29.413,89.92,64.95,,0.64,0.0036,48.34,0.9892,normal,-0.00216159,0.0,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,262.36,149.74,35099.21,39879.57,25921.72,53837.42,physics_informed_nn,-4780.36,4801.27,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-18T10:34:17,2020-05-22T00:25:15,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,8705.2,1343.28,54.89,50068.81,27.66,99.945,83.691,5237.1,1.8,7.071,180,False,False,peak_demand,75.8,85.71,13,0,0,0,oil_hydraulic,none,80.98,68.42,2.262,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T15:55:25,14,15.92,15.92,2.088,7.296,3.494,2.845,,,63.22,58.37,,19.26,39.11,45.48,13/11/9,56.4,0.478,29.7,8.2,3.797,10.476,6.679,105.141,75.07,29.647,89.59,65.13,,0.211,0.0535,11.18,0.9983,normal,-0.00034586,0.0521,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,104.86,157.4,35098.08,28547.77,18556.05,38539.5,xgboost_gradient,6550.3,5685.22,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-02-24T09:48:39,2019-04-16T17:31:55,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,12070.38,1343.28,31.98,50068.81,13.61,99.973,88.154,5237.1,1.8,4.275,180,False,False,peak_demand,79.94,92.15,14,0,0,0,steam,water_ingress,57.1,22.35,0.496,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T17:03:39,15,17.06,17.06,1.76,6.165,3.502,2.683,,,58.25,56.22,,19.26,36.96,46.15,13/11/9,58.8,0.31,10.3,1.9,9.276,16.628,7.351,101.168,74.43,30.192,89.6,66.03,,0.973,0.0318,160.68,0.9993,normal,-0.00013324,0.0526,False,adhesive_wear,none,A_healthy,0.0005,0.009,1.0,,96.03,144.26,35096.94,29197.51,18978.38,39416.64,particle_filter,5899.43,5622.57,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-09T23:49:04,2019-05-09T18:56:51,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,5159.64,1343.28,54.63,50068.81,3.85,99.99,91.408,5237.1,1.8,2.615,180,False,False,peak_demand,95.71,103.22,15,0,0,0,steam,particulate_severe,26.4,39.98,0.646,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T18:11:54,16,18.2,18.2,2.26,9.908,4.385,2.84,,,57.63,51.79,,19.26,32.54,45.83,14/12/10,105.3,0.419,17.6,3.3,1.352,5.07,3.718,96.564,76.77,30.953,90.81,63.88,,0.558,0.0606,259.27,0.976,normal,-0.00212678,0.0535,False,adhesive_wear,none,A_healthy,0.0005,0.0031,1.0,,458.54,155.02,35095.8,29028.27,18868.37,39188.16,physics_informed_nn,6067.53,5830.72,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-06T12:19:55,2019-05-03T20:13:32,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,10023.28,1343.28,54.13,50068.81,18.02,99.964,84.36,5237.1,1.8,5.381,180,False,False,peak_demand,76.79,84.56,16,0,0,0,oil_hydraulic,none,26.17,7.5,0.926,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T19:20:09,17,19.34,19.34,1.849,4.869,2.634,2.773,,,58.0,52.59,,19.26,33.34,45.58,13/11/9,165.6,0.667,9.9,1.1,4.524,11.444,6.92,100.712,74.1,30.893,91.74,65.12,,0.101,0.0419,364.19,0.999,normal,-0.00019861,0.0481,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,84.58,150.83,35094.66,29123.21,18930.09,39316.33,physics_informed_nn,5971.45,5258.91,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-08T12:56:28,2019-05-07T06:03:53,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,12384.46,1343.28,56.77,50068.81,12.16,99.976,81.496,5237.1,1.8,3.85,180,False,False,peak_demand,65.39,96.35,17,0,0,0,oil_process,particulate_mild,69.14,67.37,2.704,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T20:28:23,18,20.47,20.47,1.693,5.997,3.543,3.388,,,57.2,50.65,,19.26,31.39,45.47,13/11/9,84.0,0.317,18.2,2.9,4.855,10.533,5.678,103.285,74.63,28.568,90.09,66.26,,0.444,0.008,80.42,0.9981,normal,0.0017805,0.0465,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,90.47,158.92,35093.53,30498.72,19824.17,41173.27,xgboost_gradient,4594.81,5794.84,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-06T05:49:56,2019-06-25T00:23:01,mixed,False,specialist,False,59.0,,,none,none,26865.52,1265428.89,8466.61,1343.28,57.54,50068.81,20.34,99.959,86.526,5237.1,1.8,2.896,180,False,False,peak_demand,63.05,82.63,18,0,0,0,steam,particulate_mild,66.48,87.88,0.059,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T21:36:38,19,21.61,21.61,2.119,8.459,3.992,2.837,,,67.07,56.41,,19.26,37.15,42.8,13/11/9,114.2,0.383,37.6,4.5,5.233,10.465,5.232,92.88,76.24,31.323,92.1,67.46,,0.227,0.0529,131.88,0.99,normal,-0.00165213,0.0096,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,120.52,157.65,35092.39,41356.54,26881.75,55831.33,physics_informed_nn,-6264.15,5603.06,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-18T11:52:54,2020-07-13T14:40:18,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,5317.83,1343.28,45.92,50068.81,11.35,99.977,77.8,5237.1,1.8,4.656,180,False,False,peak_demand,74.62,88.64,19,0,0,0,gas_compressed_air,none,56.09,10.93,0.959,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T22:44:53,20,22.75,22.75,1.945,8.226,4.23,3.002,,,59.61,51.91,,19.26,32.65,45.04,14/12/10,164.6,0.353,7.2,0.7,9.102,20.406,11.304,105.499,74.57,31.141,88.97,65.98,,0.845,0.0166,13.92,0.9882,normal,-0.0022336,0.0,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,122.81,151.93,35091.25,39445.23,25639.4,53251.06,xgboost_gradient,-4353.98,3707.63,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-09T17:21:46,2020-05-06T23:11:35,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,10432.8,1343.28,31.63,50068.81,10.07,99.98,79.943,5237.1,1.8,5.949,180,False,False,peak_demand,79.24,76.05,20,0,0,0,none,none,84.89,136.73,0.891,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-09T23:53:07,21,23.89,23.89,1.855,5.661,3.051,3.149,,,59.71,55.0,,19.26,35.74,45.57,14/12/10,85.1,0.475,33.3,8.2,9.087,18.661,9.574,93.196,76.3,30.719,91.34,64.48,,0.115,0.0108,23.89,0.9946,normal,0.00372243,0.0,False,adhesive_wear,contamination,A_healthy,0.0007,0.0,1.0,,66.65,129.57,35090.11,29500.58,19175.38,39825.78,lstm_sequence,5589.53,6332.2,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-16T14:10:33,2019-05-20T19:22:45,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,11830.05,1343.28,22.72,50068.81,14.9,99.97,78.613,5237.1,1.8,6.21,180,False,False,peak_demand,92.41,85.59,21,0,0,0,oil_process,particulate_mild,42.7,66.37,0.703,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T01:01:22,22,25.02,25.02,2.239,9.542,4.262,3.199,,,58.78,47.35,,19.26,28.09,44.9,14/12/10,56.4,0.421,13.6,3.4,8.592,24.567,15.975,88.259,75.08,29.731,89.63,65.11,,0.534,0.0436,39.68,0.9966,normal,-0.0004758,0.005,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,120.14,151.17,35088.98,31789.6,20663.24,42915.96,kalman_filter,3299.38,3914.81,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-03T07:49:21,2019-08-09T22:10:56,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,8060.6,1343.28,53.0,50068.81,36.13,99.928,86.033,5237.1,1.8,6.882,180,False,False,peak_demand,65.32,90.66,22,0,0,0,oil_hydraulic,particulate_severe,66.34,2.68,2.543,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T02:09:36,23,26.16,26.16,1.845,5.363,2.907,3.275,,,55.93,52.41,,19.26,33.16,46.06,13/11/9,76.0,0.483,13.0,2.4,6.151,16.711,10.559,103.807,77.12,29.665,91.34,65.09,,0.466,0.1436,44.8,0.9887,normal,-0.00187384,0.0,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,159.52,145.43,35087.84,40672.16,26436.9,54907.41,lstm_sequence,-5584.32,5307.47,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-04T10:14:21,2020-06-19T13:29:40,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,10814.37,1343.28,26.03,50068.81,7.79,99.984,82.534,5237.1,1.8,1.884,180,False,False,peak_demand,68.1,112.21,23,0,0,0,oil_process,none,62.21,50.73,0.757,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T03:17:51,24,27.3,27.3,1.859,6.702,3.605,2.743,,,63.37,55.55,,19.26,36.3,46.08,14/12/10,101.4,0.334,44.9,5.0,1.814,8.726,6.912,104.655,76.68,30.799,89.42,66.8,,0.417,0.0053,29.16,1.0,normal,0.00199799,0.0,False,adhesive_wear,none,A_healthy,0.0008,0.008,1.0,,311.11,126.39,35086.7,32851.72,21353.62,44349.83,lstm_sequence,2234.98,2276.52,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-25T13:09:36,2019-09-16T15:15:49,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,11619.76,1343.28,36.09,50068.81,9.13,99.982,83.814,5237.1,1.8,3.791,180,False,False,peak_demand,71.06,92.09,24,0,0,0,oil_process,none,33.24,16.69,1.92,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T04:26:06,25,28.44,28.44,1.912,5.13,2.682,3.266,,,64.07,55.07,,19.26,35.81,49.12,14/12/10,64.5,0.762,19.7,3.4,1.863,20.159,18.296,100.946,75.97,31.666,92.72,66.69,,0.159,0.0996,133.83,0.9977,normal,0.00190574,0.0417,False,adhesive_wear,none,A_healthy,0.0008,0.0,1.0,,666.29,137.71,35085.56,32159.34,20903.57,43415.1,lstm_sequence,2926.23,2790.03,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-11T04:06:09,2019-08-23T03:52:12,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,5765.62,1343.28,20.8,50068.81,17.3,99.965,82.143,5237.1,1.8,4.497,180,False,False,peak_demand,87.83,78.07,25,0,0,0,water,particulate_mild,22.94,33.13,1.196,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T05:34:20,26,29.57,29.57,1.959,6.915,3.53,3.206,,,63.55,50.63,,19.26,31.37,46.78,13/11/9,82.7,0.345,13.0,1.4,7.948,17.301,9.352,94.989,75.68,29.121,91.53,65.02,,1.222,0.0084,77.89,0.9943,normal,-7.479e-05,0.0405,False,adhesive_wear,thermal_degradation,A_healthy,0.0008,0.0,1.0,,205.99,148.24,35084.43,32344.69,21024.05,43665.33,physics_informed_nn,2739.74,2935.46,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-15T01:54:59,2019-08-29T18:33:25,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,12253.14,1343.28,51.06,50068.81,12.79,99.974,81.413,5237.1,1.8,4.502,180,False,False,peak_demand,59.09,82.92,26,0,0,0,water,none,74.61,2.7,4.868,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T06:42:35,27,30.71,30.71,2.106,5.967,2.834,3.272,,,55.98,54.81,,19.26,35.56,46.27,13/11/9,160.6,0.371,18.3,2.1,6.434,18.696,12.262,103.27,75.76,31.377,90.66,65.35,,0.048,0.047,60.52,1.0,normal,0.0006744,0.0066,False,adhesive_wear,none,A_healthy,0.0009,0.0094,1.0,,141.38,149.44,35083.29,28554.74,18560.58,38548.9,xgboost_gradient,6528.55,5413.71,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-02-25T04:04:42,2019-04-17T14:14:11,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,12748.35,1343.28,22.65,50068.81,7.29,99.985,83.28,5237.1,1.8,1.609,180,False,False,peak_demand,79.98,100.32,27,0,0,0,steam,none,65.39,127.52,0.293,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T07:50:50,28,31.85,31.85,2.066,5.303,2.566,3.08,,,56.68,58.32,,19.26,39.06,45.6,14/12/10,96.3,0.335,10.2,2.7,7.933,12.757,4.824,104.741,74.04,30.411,88.71,63.28,,0.243,0.0344,153.81,1.0,normal,0.00225494,0.0398,False,adhesive_wear,overload,A_healthy,0.0009,0.0,1.0,,74.64,154.97,35082.15,39519.86,25687.91,53351.81,particle_filter,-4437.71,4494.58,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-11T15:46:36,2020-05-09T23:43:38,mixed,False,oem_certified,True,,,,none,none,26865.52,1265428.89,11312.53,1343.28,20.02,50068.81,20.43,99.959,84.509,5237.1,1.8,7.269,180,False,False,peak_demand,90.12,82.87,28,0,0,0,steam,particulate_severe,27.15,1.94,0.282,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T08:59:04,29,32.98,32.98,1.719,4.878,2.837,3.272,,,67.63,60.22,,19.26,40.97,45.69,14/12/10,125.1,0.345,26.1,5.6,5.049,13.365,8.316,101.883,76.04,31.117,89.34,67.27,,0.1,0.1695,4.07,0.9917,normal,-0.00166103,0.0206,False,adhesive_wear,none,A_healthy,0.0009,0.0099,1.0,,290.16,155.88,35081.02,37910.91,24642.09,51179.73,physics_informed_nn,-2829.9,3440.69,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-08T04:26:26,2020-03-14T01:15:36,mixed,False,oem_certified,True,,,,none,none,26865.52,1265428.89,8961.72,1343.28,53.78,50068.81,9.54,99.981,82.46,5237.1,1.8,3.517,180,False,False,peak_demand,89.34,82.26,29,0,0,0,oil_process,chemical_contamination,85.84,27.39,0.303,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T10:07:19,30,34.12,34.12,1.846,6.08,3.294,2.868,,,66.79,53.83,,19.26,34.58,45.19,13/11/9,67.1,0.586,13.3,1.9,2.239,19.795,17.555,96.461,76.23,30.871,90.99,67.18,,0.065,0.0061,51.57,0.9974,normal,-4.938e-05,0.0589,False,adhesive_wear,none,A_healthy,0.001,0.0115,1.0,,212.63,136.35,35079.88,30174.8,19613.62,40735.97,xgboost_gradient,4905.08,4980.71,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-31T01:31:11,2019-06-14T02:41:53,mixed,False,apprentice,False,80.0,,,none,none,26865.52,1265428.89,7409.1,1343.28,28.84,50068.81,8.93,99.982,83.392,5237.1,1.8,7.222,180,False,False,peak_demand,70.65,87.73,30,0,0,0,steam,chemical_contamination,36.88,45.34,0.957,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T11:15:34,31,35.26,35.26,1.651,6.252,3.787,2.487,,,62.3,49.52,,19.26,30.26,45.06,14/12/10,78.2,0.516,7.2,1.8,4.232,9.607,5.375,95.537,76.61,30.684,90.32,64.09,,1.258,0.0361,10.29,0.9936,normal,-0.00013027,0.0294,False,adhesive_wear,none,A_healthy,0.001,0.0087,1.0,,170.94,149.75,35078.74,40697.91,26453.64,54942.18,weibull_regression,-5619.17,7101.18,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-05T08:12:53,2020-06-20T20:29:00,mixed,False,oem_certified,False,56.0,,,none,none,26865.52,1265428.89,5041.09,1343.28,39.53,50068.81,5.69,99.989,88.235,5237.1,1.8,5.369,180,False,False,peak_demand,61.95,80.29,31,0,0,0,oil_process,none,84.99,19.94,1.726,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T12:23:48,32,36.4,36.4,1.742,6.147,3.528,3.444,,,63.4,52.65,,19.26,33.4,45.09,14/12/10,122.6,0.319,15.9,2.5,8.739,13.012,4.273,102.425,74.47,29.769,88.87,62.93,,0.292,0.0191,123.03,0.9992,normal,-0.0001539,0.0,False,adhesive_wear,none,A_healthy,0.001,0.0112,1.0,,38.54,147.73,35077.6,40701.99,26456.3,54947.69,xgboost_gradient,-5624.39,4860.55,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-05T11:23:37,2020-06-21T01:05:28,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,7483.36,1343.28,58.84,50068.81,25.08,99.95,84.682,5237.1,1.8,4.514,180,False,False,peak_demand,78.49,96.42,32,0,0,0,water,none,26.39,52.08,2.107,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T13:32:03,33,37.53,37.53,2.202,7.646,3.473,2.931,,,68.53,55.19,,19.26,35.94,45.6,13/11/9,87.7,0.368,18.8,3.0,9.512,13.443,3.931,106.585,75.71,30.355,91.96,67.23,,0.291,0.0463,115.32,1.0,normal,0.0,0.0133,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,52.01,153.69,35076.47,37897.9,24633.64,51162.17,particle_filter,-2821.44,2759.91,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-08T02:29:05,2020-03-13T18:45:00,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,7452.8,1343.28,39.31,50068.81,30.34,99.939,86.668,5237.1,1.8,7.142,180,False,False,peak_demand,90.69,89.75,33,0,0,0,steam,none,53.74,29.15,1.044,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T14:40:18,34,38.67,38.67,1.955,5.204,2.662,2.61,,,58.95,53.92,,19.26,34.66,44.34,14/12/10,162.0,0.318,26.6,5.2,8.642,10.796,2.154,101.285,75.16,29.228,90.63,62.42,,1.185,0.0415,55.26,1.0,normal,0.00166103,0.0366,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,242.13,155.88,35075.33,39525.38,25691.49,53359.26,particle_filter,-4450.05,4610.46,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-12T01:21:33,2020-05-10T11:14:26,mixed,False,specialist,False,17.0,,,none,none,26865.52,1265428.89,9549.49,1343.28,20.71,50068.81,8.9,99.982,80.338,5237.1,1.8,7.88,180,False,False,peak_demand,80.42,87.0,34,0,0,0,oil_process,particulate_mild,24.42,179.3,0.907,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T15:48:32,35,39.81,39.81,2.221,6.586,2.966,3.193,,,61.31,50.09,,19.26,30.83,43.8,13/11/9,221.9,0.32,8.9,2.2,8.163,24.356,16.193,100.622,75.19,30.36,91.07,65.45,,0.154,0.0348,55.54,0.9971,normal,-7.553e-05,0.0008,False,adhesive_wear,misalignment_induced,A_healthy,0.0011,0.0,1.0,,71.72,176.18,35074.19,41522.09,26989.36,56054.82,kalman_filter,-6447.9,8069.47,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-22T16:51:12,2020-07-20T05:35:04,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,13132.26,1343.28,32.85,50068.81,14.11,99.972,83.646,5237.1,1.8,5.78,180,False,False,peak_demand,69.92,76.32,35,0,0,0,water,none,66.32,32.0,0.087,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T16:56:47,36,40.95,40.95,2.059,5.227,2.538,2.891,,,56.29,53.8,,19.26,34.55,47.35,13/11/9,66.0,0.359,52.6,13.8,9.259,16.32,7.061,96.067,75.79,31.786,91.79,62.63,,0.243,0.0405,161.25,0.9997,normal,0.00120977,0.0371,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,107.74,161.27,35073.05,29720.32,19318.2,40122.43,lstm_sequence,5352.74,4826.75,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-21T21:06:14,2019-05-29T07:12:52,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,11826.16,1343.28,47.54,50068.81,11.54,99.977,85.064,5237.1,1.8,2.633,180,False,False,peak_demand,83.6,85.66,36,0,0,0,water,none,23.42,15.16,1.463,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T18:05:02,37,42.08,42.08,1.608,6.909,4.296,2.612,,,55.27,52.59,,19.26,33.33,44.87,14/12/10,82.9,0.452,32.7,7.8,1.003,2.921,1.917,95.249,76.17,29.008,90.13,65.96,,0.695,0.0029,71.15,0.9893,normal,-0.00197798,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0012,0.0,1.0,,200.63,158.2,35071.92,33323.16,21660.05,44986.26,xgboost_gradient,1748.76,1686.74,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-06-04T23:39:41,2019-10-03T22:45:57,mixed,False,specialist,False,16.0,,,none,none,26865.52,1265428.89,13029.72,1343.28,50.75,50068.81,25.86,99.948,83.254,5237.1,1.8,4.619,180,False,False,peak_demand,80.58,76.95,37,0,0,0,steam,none,63.43,59.22,2.704,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T19:13:16,38,43.22,43.22,1.938,8.501,4.386,2.814,,,63.25,51.62,,19.26,32.37,42.96,13/11/9,251.3,0.323,26.8,5.1,9.904,25.982,16.078,98.528,75.38,29.369,89.88,66.16,,0.313,0.0694,13.69,1.0,normal,0.0,0.0248,False,adhesive_wear,none,A_healthy,0.0012,0.0166,1.0,,17.28,132.59,35070.78,28221.02,18343.66,38098.37,particle_filter,6849.76,7051.64,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-02-18T17:43:49,2019-04-06T07:05:12,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,5856.66,1343.28,31.39,50068.81,10.15,99.98,83.595,5237.1,1.8,5.943,180,False,False,peak_demand,75.35,70.57,38,0,0,0,steam,none,71.36,93.47,0.68,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T20:21:31,39,44.36,44.36,1.951,5.394,2.764,2.959,,,62.79,53.75,,19.26,34.49,48.57,14/12/10,53.7,0.348,14.5,1.5,2.056,12.438,10.382,100.465,75.3,31.548,89.48,64.39,,0.071,0.0133,83.24,0.9966,normal,-0.00068694,0.0068,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,77.12,152.8,35069.64,28896.78,18782.91,39010.65,kalman_filter,6172.86,6230.0,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-04T20:44:54,2019-04-30T06:37:16,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,4498.67,1343.28,42.92,50068.81,12.97,99.974,84.393,5237.1,1.8,7.097,180,False,False,peak_demand,75.16,69.49,39,0,0,0,oil_process,particulate_mild,65.13,4.78,0.723,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T21:29:46,40,45.5,45.5,1.969,6.613,3.359,3.602,,,61.2,51.71,,19.26,32.46,43.8,14/12/10,57.8,0.514,47.0,12.1,7.089,24.517,17.428,95.065,73.9,31.029,90.89,66.17,,0.288,0.0205,450.59,1.0,normal,0.00058601,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,100.44,146.21,35068.5,39095.28,25411.93,52778.62,xgboost_gradient,-4026.77,3854.86,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-03T09:08:05,2020-04-25T12:28:55,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,11244.1,1343.28,24.14,50068.81,14.72,99.971,91.018,5237.1,1.8,5.737,180,False,False,peak_demand,72.56,71.57,40,0,0,0,steam,chemical_contamination,39.83,131.9,3.378,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T22:38:00,41,46.63,46.63,1.928,5.191,2.692,2.813,,,57.63,51.2,,19.26,31.94,45.59,14/12/10,66.3,0.337,25.5,6.6,7.512,25.902,18.39,97.192,76.72,30.428,90.56,67.06,,2.114,0.0053,198.59,1.0,normal,6.998e-05,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.001,1.0,,44.11,157.92,35067.37,29042.02,18877.31,39206.72,lstm_sequence,6025.35,5247.17,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-07T23:38:33,2019-05-05T12:20:56,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,6104.02,1343.28,48.01,50068.81,7.95,99.984,87.53,5237.1,1.8,5.827,180,False,False,peak_demand,66.12,89.06,41,0,0,0,oil_hydraulic,chemical_contamination,72.07,28.02,2.781,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-10T23:46:15,42,47.77,47.77,1.859,7.692,4.137,3.056,,,59.88,49.41,,19.26,30.15,46.51,14/12/10,87.1,0.375,37.9,8.9,4.762,13.946,9.185,106.288,75.94,29.083,89.36,63.23,,0.195,0.0198,329.36,1.0,normal,0.00213188,0.0,False,adhesive_wear,none,A_healthy,0.0014,0.0149,1.0,,70.9,144.17,35066.23,32332.09,21015.86,43648.33,xgboost_gradient,2734.14,2688.8,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-15T13:49:03,2019-08-30T02:03:00,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,5568.67,1343.28,33.75,50068.81,13.69,99.973,87.872,5237.1,1.8,6.892,180,False,False,peak_demand,70.87,89.99,42,0,0,0,oil_process,particulate_mild,32.8,32.78,2.264,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T00:54:29,43,48.91,48.91,1.782,5.679,3.186,3.007,,,61.8,56.09,,19.26,36.83,47.73,13/11/9,151.4,0.343,117.3,28.7,8.192,23.302,15.11,103.278,77.23,31.003,89.57,68.19,,0.348,0.0839,22.48,1.0,normal,0.0,0.0191,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,4.25,163.24,35065.09,31924.5,20750.92,43098.07,kalman_filter,3140.6,3479.7,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-07T03:09:23,2019-08-15T16:43:48,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,4472.44,1343.28,48.97,50068.81,13.63,99.973,79.818,5237.1,1.8,3.378,180,False,False,peak_demand,77.2,81.72,43,0,0,0,oil_hydraulic,particulate_severe,30.9,68.65,3.79,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T02:02:44,44,50.05,50.05,1.996,6.039,3.025,3.446,,,57.49,50.56,,19.26,31.3,47.02,15/13/11,73.8,0.59,7.6,0.9,5.598,14.474,8.876,94.212,74.76,29.418,90.15,63.25,,0.372,0.0739,73.76,0.9933,normal,-0.00066002,0.022,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,88.12,140.49,35063.95,32933.58,21406.83,44460.34,lstm_sequence,2130.37,2178.54,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-28T04:50:11,2019-09-20T11:35:24,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,4649.82,1343.28,46.51,50068.81,8.45,99.983,87.861,5237.1,1.8,3.478,180,False,False,peak_demand,71.57,86.66,44,0,0,0,gas_compressed_air,none,50.04,29.5,0.645,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T03:10:59,45,51.18,51.18,2.197,7.325,3.335,3.169,,,63.48,51.54,,19.26,32.28,47.55,13/11/9,92.5,0.369,8.1,1.3,1.622,9.742,8.12,106.568,75.77,30.189,89.15,66.65,,1.168,0.0731,54.19,0.987,normal,-0.00259397,0.0123,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,178.31,138.39,35062.82,33661.16,21879.76,45442.57,kalman_filter,1401.65,1782.47,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-06-12T09:45:53,2019-10-16T07:10:18,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,10884.36,1343.28,29.57,50068.81,13.89,99.972,86.974,5237.1,1.8,3.839,180,False,False,peak_demand,73.35,91.62,45,0,0,0,water,none,58.58,16.66,12.116,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T04:19:13,46,52.32,52.32,2.038,5.257,2.58,2.852,,,62.94,58.15,,19.26,38.9,48.93,14/12/10,137.2,0.458,14.3,3.3,3.354,21.712,18.358,97.383,76.52,30.25,88.33,67.74,,0.441,0.0081,17.55,0.976,normal,-0.00480422,0.0202,False,adhesive_wear,none,A_healthy,0.0015,0.0038,1.0,,262.4,138.01,35061.68,33025.92,21466.85,44584.99,xgboost_gradient,2035.76,2547.82,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-30T05:16:51,2019-09-23T20:21:11,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,9381.08,1343.28,41.37,50068.81,7.23,99.986,83.141,5237.1,1.8,6.854,180,False,False,peak_demand,82.1,84.13,46,0,0,0,none,none,57.18,103.2,3.131,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T05:27:28,47,53.46,53.46,1.842,5.237,2.843,3.7,,,63.07,52.7,,19.26,33.45,46.85,14/12/10,132.2,0.596,31.9,9.2,3.127,12.151,9.024,103.381,76.08,31.581,89.96,66.31,,0.034,0.0068,21.98,1.0,normal,0.0,0.0162,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,76.16,143.8,35060.54,39157.84,25452.59,52863.08,xgboost_gradient,-4097.3,4373.89,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-05T00:22:35,2020-04-28T01:37:11,mixed,False,journeyman,False,74.0,,,none,none,26865.52,1265428.89,8338.25,1343.28,48.36,50068.81,7.77,99.984,84.395,5237.1,1.8,1.75,180,False,False,peak_demand,61.98,89.73,47,0,0,0,steam,particulate_severe,51.16,10.82,5.645,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T06:35:43,48,54.6,54.6,1.917,6.194,3.231,3.251,,,59.63,54.14,,19.26,34.88,46.39,15/13/11,152.6,0.353,8.3,1.6,1.282,15.09,13.808,98.45,76.25,31.749,90.69,67.52,,0.339,0.1082,3.49,0.9827,normal,-0.00345263,0.0163,False,adhesive_wear,none,A_healthy,0.0016,0.0027,1.0,,307.12,151.29,35059.4,37833.98,24592.08,51075.87,weibull_regression,-2774.57,2582.69,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-07T11:35:00,2020-03-12T05:28:31,mixed,False,journeyman,False,38.0,,,none,none,26865.52,1265428.89,13296.33,1343.28,40.07,50068.81,10.13,99.98,83.851,5237.1,1.8,3.074,180,False,False,peak_demand,73.4,80.94,48,0,0,0,oil_hydraulic,particulate_severe,55.59,7.92,4.731,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T07:43:57,49,55.73,55.73,1.954,7.081,3.625,2.933,,,62.19,51.79,,19.26,32.53,45.94,14/12/10,132.4,0.322,24.7,4.3,8.739,16.207,7.468,97.525,74.3,29.899,90.12,65.17,,1.389,0.1204,340.51,0.9996,normal,0.00126254,0.0036,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,80.46,155.81,35058.27,36838.1,23944.77,49731.44,particle_filter,-1779.83,2206.79,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-08-17T18:46:58,2020-02-06T00:07:05,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,10664.22,1343.28,56.35,50068.81,10.1,99.98,82.235,5237.1,1.8,4.328,180,False,False,peak_demand,65.91,91.44,49,0,0,0,oil_hydraulic,none,20.18,9.69,0.122,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T08:52:12,50,56.87,56.87,1.753,4.519,2.578,2.973,,,59.79,54.36,,19.26,35.1,44.2,14/12/10,88.9,0.399,11.9,1.9,1.612,18.374,16.762,114.646,75.68,30.363,89.51,64.55,,0.205,0.0609,41.67,1.0,normal,0.00259397,0.0061,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,44.87,142.93,35057.13,41151.29,26748.34,55554.25,weibull_regression,-6094.16,7459.16,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-15T16:31:00,2020-07-07T19:28:10,mixed,False,journeyman,False,76.0,,,none,none,26865.52,1265428.89,5410.33,1343.28,56.68,50068.81,15.08,99.97,84.595,5237.1,1.8,2.679,180,False,False,peak_demand,73.56,64.68,50,0,0,0,water,particulate_severe,49.29,61.07,5.39,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T10:00:27,51,58.01,58.01,1.899,5.493,2.893,3.27,,,58.72,54.73,,19.26,35.47,44.06,13/11/9,83.0,0.336,19.1,5.2,5.237,20.328,15.091,97.138,75.48,28.705,91.23,67.95,,0.727,0.0142,5.07,0.99,normal,0.00279984,0.048,False,adhesive_wear,cavitation,A_healthy,0.0017,0.0207,1.0,,139.1,143.66,35055.99,42639.01,27715.36,57562.67,physics_informed_nn,-7583.02,7513.67,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-12-16T17:30:50,2020-08-29T13:10:06,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,7750.83,1343.28,36.19,50068.81,13.17,99.974,88.462,5237.1,1.8,7.091,180,False,False,peak_demand,80.68,93.96,51,0,0,0,gas_compressed_air,particulate_severe,69.9,45.76,1.371,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T11:08:41,52,59.14,59.14,1.701,7.125,4.188,2.943,,,59.88,51.66,,19.26,32.4,44.46,13/11/9,79.6,0.345,36.4,7.1,1.791,20.422,18.63,95.996,73.17,28.476,90.41,64.69,,0.18,0.028,12.64,1.0,normal,0.0,0.0085,False,adhesive_wear,erosion,A_healthy,0.0017,0.0139,1.0,,155.68,134.08,35054.86,37815.31,24579.95,51050.67,physics_informed_nn,-2760.45,2685.15,7856.0,0.0,0.0001,0.0028,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-07T06:47:57,2020-03-11T18:09:26,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,10124.5,1343.28,34.59,50068.81,17.51,99.965,83.395,5237.1,1.8,6.395,180,False,False,peak_demand,76.11,83.26,52,0,0,0,gas_compressed_air,particulate_mild,78.47,8.87,1.331,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T12:16:56,53,60.28,60.28,1.907,7.352,3.855,3.371,,,58.16,57.32,,19.26,38.06,47.6,13/11/9,85.4,0.347,26.1,5.4,5.514,10.221,4.707,92.184,77.14,30.545,91.57,65.32,,0.565,0.0871,452.61,0.9878,normal,0.00101528,0.0,False,adhesive_wear,cavitation,A_healthy,0.0017,0.0,1.0,,218.0,122.61,35053.72,42495.67,27622.19,57369.15,physics_informed_nn,-7441.95,9371.25,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-12-13T20:07:01,2020-08-24T13:36:04,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,5755.88,1343.28,40.78,50068.81,19.94,99.96,90.037,5237.1,1.8,5.481,180,False,False,peak_demand,83.45,86.48,53,0,0,1,gas_compressed_air,none,51.45,46.4,4.373,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T13:25:11,54,61.42,61.42,1.78,5.756,3.234,2.719,,,57.37,55.99,,19.26,36.74,44.6,13/11/9,50.7,0.448,26.5,3.6,5.279,15.092,9.813,103.224,77.11,29.416,90.29,69.49,,1.74,0.0202,397.75,1.0,normal,8.443e-05,0.0117,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,66.03,162.22,35052.58,40866.2,26563.03,55169.37,lstm_sequence,-5813.62,5800.04,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-09T22:31:09,2020-06-27T21:41:19,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,7034.85,1343.28,30.32,50068.81,9.7,99.981,85.206,5237.1,1.8,3.728,180,False,False,peak_demand,74.59,87.7,54,0,0,0,oil_process,none,34.77,78.31,0.851,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T14:33:25,55,62.56,62.56,2.141,6.789,3.171,2.538,,,59.22,55.47,,19.26,36.21,45.51,13/11/9,85.2,0.395,11.4,1.7,9.749,23.32,13.571,102.745,75.78,30.446,89.93,67.55,,0.56,0.0263,104.92,0.9901,normal,-0.00198894,0.0104,False,adhesive_wear,none,A_healthy,0.0018,0.0061,1.0,,129.57,137.2,35051.44,31402.89,20411.88,42393.91,physics_informed_nn,3648.55,3935.5,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-26T20:00:13,2019-07-28T19:00:58,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,5881.86,1343.28,36.52,50068.81,11.33,99.977,82.334,5237.1,1.8,2.582,180,False,False,peak_demand,77.9,75.62,55,0,0,0,water,particulate_severe,47.29,22.92,2.917,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T15:41:40,56,63.69,63.69,1.916,6.389,3.334,2.963,,,60.14,54.44,,19.26,35.18,46.34,13/11/9,116.6,0.79,5.9,1.7,5.343,20.083,14.74,101.004,76.29,30.952,88.23,64.17,,0.348,0.0487,295.78,1.0,normal,0.00200438,0.0175,False,adhesive_wear,none,A_healthy,0.0018,0.0,1.0,,30.36,149.72,35050.31,42126.29,27382.09,56870.49,lstm_sequence,-7075.99,9107.32,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-12-06T06:50:23,2020-08-11T15:02:29,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,7482.55,1343.28,35.17,50068.81,11.71,99.977,84.202,5237.1,1.8,1.449,180,False,False,peak_demand,77.5,71.44,56,0,0,0,none,particulate_severe,56.01,13.46,1.635,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T16:49:55,57,64.83,64.83,1.867,7.344,3.934,3.589,,,60.49,57.28,,19.26,38.02,44.94,14/12/10,109.0,0.455,30.4,8.9,2.892,21.437,18.544,97.966,76.43,31.316,89.69,63.29,,0.316,0.1006,155.19,0.9814,normal,-0.00371007,0.0,False,adhesive_wear,none,A_healthy,0.0018,0.0,1.0,,261.76,139.58,35049.17,38168.17,24809.31,51527.03,xgboost_gradient,-3119.0,3579.55,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-14T20:55:05,2020-03-24T11:46:42,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,7857.97,1343.28,40.31,50068.81,6.77,99.986,91.25,5237.1,1.8,4.884,180,False,False,peak_demand,77.59,93.02,57,0,0,0,oil_hydraulic,particulate_mild,58.59,74.12,1.294,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T17:58:09,58,65.97,65.97,2.04,7.716,3.783,3.455,,,61.51,54.2,,19.26,34.94,46.4,14/12/10,57.4,0.357,9.2,1.5,4.179,16.215,12.036,105.072,73.79,30.235,91.28,64.73,,0.207,0.006,271.03,1.0,normal,0.00243735,0.0187,False,adhesive_wear,none,A_healthy,0.0019,0.0174,1.0,,187.27,153.62,35048.03,31649.44,20572.13,42726.74,kalman_filter,3398.59,4107.17,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-02T02:41:14,2019-08-06T15:59:23,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,11088.44,1343.28,20.41,50068.81,10.37,99.979,83.463,5237.1,1.8,3.007,180,False,False,peak_demand,66.26,72.11,58,0,0,0,oil_hydraulic,chemical_contamination,36.8,95.94,1.357,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T19:06:24,59,67.11,67.11,2.021,7.246,3.586,2.641,,,57.67,54.45,,19.26,35.19,44.28,13/11/9,98.9,0.389,23.1,6.6,6.814,16.245,9.431,101.914,76.72,29.488,90.97,62.94,,0.919,0.0374,33.85,1.0,normal,0.0,0.027,False,adhesive_wear,none,A_healthy,0.0019,0.0027,1.0,,122.84,145.97,35046.89,39013.04,25358.47,52667.6,physics_informed_nn,-3966.14,4152.6,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-02T13:37:32,2020-04-23T12:11:20,mixed,False,master_technician,False,40.0,,,none,none,26865.52,1265428.89,11089.86,1343.28,49.73,50068.81,11.05,99.978,90.244,5237.1,1.8,2.772,180,False,False,peak_demand,86.35,90.04,59,0,0,0,steam,none,37.98,67.41,10.214,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T20:14:39,60,68.24,68.24,1.955,7.782,3.981,2.783,,,60.95,53.41,,19.26,34.15,42.8,13/11/9,71.9,0.385,9.6,2.8,2.329,12.657,10.329,93.569,74.93,29.206,89.04,67.22,,1.023,0.0261,100.99,0.9834,normal,-0.00133559,0.0441,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,172.73,143.87,35045.76,37623.97,24455.58,50792.36,lstm_sequence,-2578.21,2113.02,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-03T16:13:45,2020-03-05T08:37:07,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,6934.87,1343.28,42.75,50068.81,10.05,99.98,87.957,5237.1,1.8,3.059,180,False,False,peak_demand,77.02,78.84,60,0,0,0,water,none,85.83,6.22,1.845,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T21:22:53,61,69.38,69.38,1.888,7.928,4.198,3.152,,,56.22,55.75,,19.26,36.49,45.25,14/12/10,186.9,0.319,37.2,10.6,3.559,12.94,9.38,95.239,75.13,30.344,89.61,65.65,,0.623,0.0177,33.3,0.9992,normal,-0.00015514,0.018,False,adhesive_wear,none,A_healthy,0.002,0.0192,1.0,,45.1,151.19,35044.62,29621.68,19254.09,39989.27,weibull_regression,5422.94,6179.43,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-21T00:13:23,2019-05-26T23:48:44,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,4639.93,1343.28,36.38,50068.81,6.5,99.987,85.291,5237.1,1.8,7.939,180,False,False,peak_demand,78.57,91.79,61,0,0,0,gas_compressed_air,particulate_mild,83.29,27.35,0.77,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T22:31:08,62,70.52,70.52,2.141,6.281,2.933,3.306,,,54.7,53.96,,19.26,34.71,45.84,13/11/9,125.4,0.339,83.8,9.7,1.168,21.782,20.613,103.422,75.54,30.859,90.62,65.07,,0.783,0.0081,112.37,1.0,normal,0.00371007,0.0097,False,adhesive_wear,none,A_healthy,0.002,0.0,1.0,,2.95,157.99,35043.48,38480.0,25012.0,51948.0,lstm_sequence,-3436.52,3356.93,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-21T14:31:12,2020-04-04T18:31:14,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,10451.58,1343.28,43.53,50068.81,12.21,99.976,82.357,5237.1,1.8,6.501,180,False,False,peak_demand,79.88,101.31,62,0,0,1,water,particulate_mild,64.36,13.71,0.158,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-11T23:39:22,63,71.66,71.66,2.097,5.777,2.754,3.056,,,58.93,55.95,,19.26,36.7,46.75,13/11/9,81.8,0.363,16.4,3.5,7.101,24.231,17.13,110.844,75.08,30.229,89.48,65.4,,1.15,0.0864,42.76,1.0,normal,0.0,0.0007,False,adhesive_wear,contamination,A_healthy,0.002,0.0,1.0,,32.22,149.69,35042.34,36717.97,23866.68,49569.26,kalman_filter,-1675.63,1392.55,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-08-15T22:38:33,2020-02-02T09:55:59,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,9295.03,1343.28,48.22,50068.81,14.87,99.97,88.485,5237.1,1.8,5.824,180,False,False,peak_demand,76.38,87.16,63,0,0,0,water,water_ingress,52.4,49.35,1.406,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T00:47:37,64,72.79,72.79,2.202,9.105,4.136,3.203,,,65.28,51.61,,19.26,32.35,46.99,12/10/8,58.6,0.377,11.0,3.3,1.384,5.457,4.073,111.146,74.75,30.281,90.53,66.4,,0.384,0.0712,44.42,1.0,normal,0.0,0.0116,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.0,,93.38,153.91,35041.21,38025.35,24716.48,51334.22,physics_informed_nn,-2984.14,2560.32,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-12T05:28:06,2020-03-19T18:20:27,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,11949.3,1343.28,38.83,50068.81,17.72,99.965,81.424,5237.1,1.8,6.708,180,False,False,peak_demand,70.83,90.18,64,0,0,0,water,particulate_severe,46.24,33.22,3.292,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T01:55:52,65,73.93,73.93,2.042,9.125,4.469,3.036,,,57.77,51.89,,19.26,32.63,45.28,13/11/9,95.8,0.539,6.9,1.3,9.634,17.425,7.791,89.504,74.28,30.952,88.57,65.81,,1.015,0.0298,166.04,0.9913,normal,0.00158881,0.029,False,adhesive_wear,none,A_healthy,0.0021,0.0025,1.0,,133.34,163.91,35040.07,31258.62,20318.1,42199.14,xgboost_gradient,3781.45,4120.46,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-24T07:14:27,2019-07-24T03:45:28,mixed,False,oem_certified,True,,,,none,none,26865.52,1265428.89,7232.37,1343.28,21.31,50068.81,16.15,99.968,90.42,5237.1,1.8,3.98,180,False,False,peak_demand,78.61,76.45,65,0,0,0,oil_process,none,75.77,89.73,6.866,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T03:04:06,66,75.07,75.07,2.208,8.813,3.991,2.747,,,57.53,57.49,,19.26,38.24,43.93,14/12/10,199.7,0.345,9.4,2.4,1.141,21.243,20.102,103.624,75.39,30.772,89.97,66.55,,2.555,0.0281,38.81,0.9965,normal,-0.00054609,0.0174,False,adhesive_wear,none,A_healthy,0.0021,0.0161,1.0,,118.08,133.76,35038.93,38404.5,24962.92,51846.07,xgboost_gradient,-3365.57,3499.32,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-20T05:19:01,2020-04-02T06:53:27,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,9887.65,1343.28,50.6,50068.81,23.44,99.953,86.704,5237.1,1.8,1.239,180,False,False,peak_demand,85.12,95.61,66,0,0,0,none,particulate_severe,81.92,65.43,0.794,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T04:12:21,67,76.21,76.21,1.929,7.14,3.702,3.562,,,58.96,55.31,,19.26,36.05,43.82,14/12/10,122.1,0.358,13.6,3.2,9.671,23.91,14.239,100.067,75.25,29.954,90.4,66.35,,0.443,0.1496,230.9,1.0,normal,0.0,0.0791,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,0.7,148.39,35037.79,31005.35,20153.48,41857.22,physics_informed_nn,4032.44,3688.2,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-19T02:52:51,2019-07-15T06:45:12,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,7838.15,1343.28,46.38,50068.81,11.96,99.976,84.552,5237.1,1.8,1.25,180,False,False,peak_demand,79.17,86.58,67,0,0,2,steam,none,32.31,30.9,3.702,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T05:20:36,68,77.34,77.34,2.216,7.048,3.18,3.185,,,58.85,49.34,,19.26,30.09,44.15,14/12/10,125.4,0.355,30.4,3.3,1.909,13.989,12.08,91.697,74.8,30.984,88.46,63.77,,0.26,0.0752,212.28,1.0,normal,0.0,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0022,0.0093,1.0,,0.27,164.93,35036.66,28055.95,18236.37,37875.53,weibull_regression,6980.71,8328.79,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-02-16T17:19:05,2019-04-01T20:54:02,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,11022.72,1343.28,31.83,50068.81,11.89,99.976,87.03,5237.1,1.8,1.184,180,False,False,peak_demand,63.04,91.33,68,0,0,0,oil_hydraulic,none,27.41,23.67,2.561,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T06:28:50,69,78.48,78.48,2.273,10.227,4.499,2.966,,,58.05,52.45,,19.26,33.19,43.32,13/11/9,125.9,0.625,24.8,4.8,9.304,25.936,16.632,88.726,75.53,30.089,90.08,65.75,,0.524,0.0609,112.69,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,9.6,151.32,35035.52,41754.29,27140.29,56368.29,physics_informed_nn,-6718.77,7167.64,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-11-29T03:37:37,2020-07-30T01:37:45,mixed,False,master_technician,False,81.0,,,none,none,26865.52,1265428.89,6533.55,1343.28,39.93,50068.81,7.45,99.985,82.022,5237.1,1.8,3.285,180,False,False,peak_demand,78.29,81.73,69,0,0,0,oil_process,none,68.13,29.5,7.163,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T07:37:05,70,79.62,79.62,1.944,7.918,4.073,2.949,,,62.87,55.12,,19.26,35.87,46.45,15/13/11,132.4,0.377,11.4,1.5,8.381,26.682,18.301,100.375,75.84,30.746,89.27,65.22,,0.228,0.013,102.55,0.987,normal,-0.00086895,0.0288,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0023,0.0,1.0,,293.76,152.03,35034.38,42030.65,27319.92,56741.37,weibull_regression,-6996.26,7253.41,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-12-04T22:56:26,2020-08-08T21:39:59,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,6628.54,1343.28,40.08,50068.81,6.21,99.988,83.973,5237.1,1.8,4.775,180,False,False,peak_demand,78.29,94.98,70,0,0,0,gas_compressed_air,none,42.26,24.02,1.086,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T08:45:20,71,80.76,80.76,2.007,8.752,4.361,2.832,,,57.33,52.43,,19.26,33.17,46.38,14/12/10,72.8,0.392,19.2,5.1,4.484,11.725,7.24,97.945,76.03,31.324,88.44,67.33,,0.283,0.0115,139.32,0.9971,normal,0.0001188,0.0562,False,adhesive_wear,none,A_healthy,0.0023,0.0,1.0,,64.56,141.24,35033.24,28842.77,18747.8,38937.73,physics_informed_nn,6190.48,6095.8,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-05T06:08:19,2019-04-29T21:06:25,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,4304.56,1343.28,58.85,50068.81,30.94,99.938,83.49,5237.1,1.8,6.253,180,False,False,peak_demand,84.11,100.14,71,0,0,0,water,chemical_contamination,84.49,16.32,2.631,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T09:53:34,72,81.89,81.89,1.879,7.573,4.031,2.92,,,62.34,52.83,,19.26,33.58,46.41,13/11/9,62.2,0.353,7.9,1.7,9.096,18.36,9.264,96.968,75.21,30.241,88.85,67.12,,0.202,0.0878,5.58,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0023,0.0,1.0,,50.89,157.95,35032.11,29112.83,18923.34,39302.33,xgboost_gradient,5919.27,5737.14,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-10T22:18:37,2019-05-09T11:48:09,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,9160.59,1343.28,53.94,50068.81,35.82,99.929,84.095,5237.1,1.8,6.268,180,False,False,peak_demand,72.61,88.33,72,0,0,0,water,none,39.33,69.59,0.6,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T11:01:49,73,83.03,83.03,1.949,6.886,3.533,3.183,,,64.26,60.38,,19.26,41.12,46.32,14/12/10,138.6,0.432,14.5,2.2,9.508,21.297,11.79,103.01,75.37,29.259,90.95,65.23,,1.244,0.0222,17.37,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0024,0.0025,1.0,,71.61,136.78,35030.97,40387.71,26252.01,54523.42,physics_informed_nn,-5356.75,6091.17,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-31T20:53:16,2020-06-11T20:35:17,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,6762.69,1343.28,51.19,50068.81,12.37,99.975,91.034,5237.1,1.8,2.114,180,False,False,peak_demand,96.37,90.0,73,0,0,0,gas_compressed_air,none,23.2,28.53,4.309,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T12:10:04,74,84.17,84.17,1.936,6.893,3.56,2.806,,,57.45,50.33,,19.26,31.07,46.05,14/12/10,73.2,0.317,11.6,3.0,2.495,16.524,14.029,109.544,74.33,30.19,88.27,64.47,,0.257,0.0559,96.36,0.9934,normal,-0.00131977,0.0457,False,adhesive_wear,none,A_healthy,0.0024,0.0,1.0,,101.24,142.09,35029.83,31819.03,20682.37,42955.69,physics_informed_nn,3210.81,2906.33,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-06T09:40:50,2019-08-13T10:20:23,mixed,False,apprentice,True,,,,none,none,26865.52,1265428.89,11395.78,1343.28,39.63,50068.81,4.75,99.99,91.841,5237.1,1.8,4.378,180,False,False,peak_demand,64.33,85.12,74,0,0,0,oil_hydraulic,particulate_mild,45.76,285.34,2.867,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T13:18:18,75,85.31,85.31,1.906,8.277,4.344,2.724,,,65.93,53.38,,19.26,34.12,46.65,13/11/9,181.8,0.311,7.2,1.9,6.565,12.154,5.589,104.432,73.05,29.946,89.15,63.36,,0.199,0.0015,120.22,0.9996,normal,0.0025322,0.0378,False,adhesive_wear,none,A_healthy,0.0024,0.0,1.0,,148.69,154.58,35028.69,33293.23,21640.6,44945.86,physics_informed_nn,1735.46,1992.99,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-06-06T03:55:18,2019-10-04T16:33:12,mixed,False,journeyman,False,11.0,,,none,none,26865.52,1265428.89,11633.25,1343.28,29.45,50068.81,18.38,99.963,79.974,5237.1,1.8,6.67,180,False,False,peak_demand,82.42,74.97,75,0,0,1,water,particulate_mild,71.95,65.54,2.508,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T14:26:33,76,86.44,86.44,1.936,6.217,3.212,2.964,,,60.49,58.96,,19.26,39.7,46.51,14/12/10,61.0,0.34,21.2,2.8,8.361,14.28,5.919,101.612,75.52,30.122,86.96,63.94,,0.185,0.0015,98.84,0.9931,normal,-0.00080563,0.0391,False,adhesive_wear,none,A_healthy,0.0025,0.0088,1.0,,75.57,140.34,35027.56,33060.56,21489.37,44631.76,xgboost_gradient,1966.99,1830.89,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-06-01T08:43:26,2019-09-26T11:55:16,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,5648.52,1343.28,43.67,50068.81,7.1,99.986,82.33,5237.1,1.8,3.386,180,False,False,peak_demand,95.39,76.85,76,0,0,1,oil_process,none,62.98,4.09,1.587,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T15:34:48,77,87.58,87.58,2.287,9.162,4.007,3.688,,,58.08,53.15,,19.26,33.9,47.59,14/12/10,105.5,0.391,6.1,1.7,6.468,18.465,11.996,90.012,74.83,31.248,90.91,66.23,,0.522,0.0538,9.57,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0025,0.006,1.0,,106.78,163.66,35026.42,37412.9,24318.39,50507.42,weibull_regression,-2386.48,1917.88,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-08-31T02:01:54,2020-02-27T16:32:52,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,9934.98,1343.28,50.19,50068.81,5.33,99.989,82.006,5237.1,1.8,7.235,180,False,False,peak_demand,74.94,87.81,77,0,0,1,water,none,71.77,20.35,0.25,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T16:43:02,78,88.72,88.72,1.804,5.574,3.09,2.396,,,59.78,51.62,,19.26,32.36,44.04,13/11/9,75.1,0.34,38.5,7.0,7.403,22.899,15.496,97.301,75.28,28.895,92.48,64.48,,0.331,0.0436,54.49,0.994,normal,-0.00120048,0.0543,False,adhesive_wear,none,A_healthy,0.0025,0.0,1.0,,110.6,154.6,35025.28,38079.03,24751.37,51406.69,kalman_filter,-3053.74,2917.35,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-14T00:13:49,2020-03-22T07:53:22,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,11164.46,1343.28,58.19,50068.81,6.61,99.987,83.438,5237.1,1.8,2.433,180,False,False,peak_demand,69.77,75.68,78,0,0,1,gas_compressed_air,none,84.11,108.35,1.845,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T17:51:17,79,89.85,89.85,2.106,5.651,2.683,2.401,,,58.45,55.48,,19.26,36.23,42.58,14/12/10,122.5,0.317,14.1,3.5,3.545,15.809,12.264,98.653,75.77,31.517,89.19,64.15,,1.013,0.0024,26.77,0.9948,normal,0.00028795,0.0,False,adhesive_wear,cavitation,A_healthy,0.0026,0.0063,1.0,,141.02,155.21,35024.15,38684.04,25144.63,52223.46,physics_informed_nn,-3659.9,3867.92,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-26T15:52:33,2020-04-12T19:17:26,mixed,False,specialist,False,55.0,,,none,none,26865.52,1265428.89,8676.52,1343.28,28.8,50068.81,6.82,99.986,85.035,5237.1,1.8,7.405,180,False,False,peak_demand,85.45,79.96,79,0,0,0,water,none,67.59,76.92,8.639,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T18:59:32,80,90.99,90.99,2.11,5.869,2.781,3.498,,,53.25,54.97,,19.26,35.71,48.17,14/12/10,63.2,0.317,11.3,1.3,1.027,6.309,5.282,95.658,74.53,28.742,90.15,61.9,,1.644,0.0019,30.34,0.9944,normal,-0.00104432,0.0,False,adhesive_wear,none,A_healthy,0.0026,0.0018,1.0,,142.11,137.29,35023.01,31184.09,20269.66,42098.52,physics_informed_nn,3838.92,3644.77,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-23T11:02:07,2019-07-22T05:27:56,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,4701.86,1343.28,20.64,50068.81,6.81,99.986,77.538,5237.1,1.8,7.073,180,False,False,peak_demand,72.88,88.05,80,0,0,0,steam,particulate_severe,34.18,36.57,0.016,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T20:07:46,81,92.13,92.13,2.316,8.71,3.762,2.978,,,62.63,53.92,,19.26,34.66,44.49,14/12/10,52.0,0.471,50.2,9.6,3.398,4.572,1.174,99.906,75.41,30.726,90.89,67.33,,0.308,0.0639,7.59,1.0,normal,0.00138805,0.0232,False,adhesive_wear,overload,A_healthy,0.0026,0.0,1.0,,26.34,141.03,35021.87,43502.7,28276.76,58728.65,physics_informed_nn,-8480.83,7592.08,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2019-01-05T03:28:53,2020-09-30T13:25:39,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,5589.03,1343.28,28.41,50068.81,23.17,99.954,83.569,5237.1,1.8,5.915,180,False,False,peak_demand,76.92,80.55,81,0,0,0,gas_compressed_air,particulate_mild,59.2,8.41,0.854,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T21:16:01,82,93.27,93.27,2.054,7.12,3.466,2.706,,,54.78,53.67,,19.26,34.42,45.74,13/11/9,135.2,0.358,17.2,3.2,1.301,3.879,2.578,94.314,76.5,29.616,90.11,67.39,,0.076,0.0919,454.36,1.0,normal,0.0,0.071,False,adhesive_wear,none,A_healthy,0.0027,0.0027,1.0,,67.16,149.05,35020.73,32721.84,21269.19,44174.48,lstm_sequence,2298.9,2294.49,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-25T14:11:09,2019-09-14T18:49:44,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,12551.3,1343.28,59.5,50068.81,10.54,99.979,89.914,5237.1,1.8,2.095,180,False,False,peak_demand,74.58,90.56,82,0,0,0,steam,particulate_mild,41.57,34.09,0.391,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T22:24:15,83,94.4,94.4,2.234,7.763,3.474,2.829,,,61.51,54.93,,19.26,35.67,45.54,14/12/10,69.6,0.595,43.7,12.7,8.408,26.777,18.369,95.791,75.56,29.045,89.64,66.71,,2.002,0.0577,159.57,1.0,normal,0.00120048,0.021,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,271.07,146.72,35019.6,30247.02,19660.56,40833.47,lstm_sequence,4772.58,3932.29,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-04T01:54:47,2019-06-19T04:22:08,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,8953.87,1343.28,30.65,50068.81,10.55,99.979,81.847,5237.1,1.8,6.521,180,False,False,peak_demand,74.31,89.19,83,0,0,0,none,none,81.56,27.77,0.095,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-12T23:32:30,84,95.54,95.54,1.945,8.55,4.396,2.802,,,60.0,51.63,,19.26,32.38,45.85,13/11/9,68.3,0.308,21.2,2.7,8.99,24.492,15.502,97.815,76.78,31.879,90.38,61.39,,0.041,0.0092,207.19,1.0,normal,0.00103182,0.0448,False,adhesive_wear,none,A_healthy,0.0027,0.0168,1.0,,167.34,150.28,35018.46,30485.35,19815.48,41155.22,xgboost_gradient,4533.11,5121.87,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-09T02:12:55,2019-06-27T16:05:13,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,5405.27,1343.28,31.06,50068.81,9.75,99.981,87.524,5237.1,1.8,1.621,180,False,False,peak_demand,74.57,85.48,84,0,0,1,water,water_ingress,68.48,26.76,0.578,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T00:40:45,85,96.68,96.68,2.041,7.684,3.765,2.859,,,56.82,53.81,,19.26,34.55,47.86,14/12/10,190.0,0.558,18.6,1.9,1.608,17.174,15.566,96.698,74.41,30.626,89.79,65.23,,0.219,0.0484,150.29,0.978,normal,-0.00329227,0.0405,False,adhesive_wear,none,A_healthy,0.0028,0.0054,1.0,,240.68,153.92,35017.32,28214.6,18339.49,38089.71,physics_informed_nn,6802.72,5559.56,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-02-20T19:58:45,2019-04-08T07:05:20,mixed,False,specialist,False,43.0,,,none,none,26865.52,1265428.89,9016.76,1343.28,42.97,50068.81,9.07,99.982,83.505,5237.1,1.8,4.023,180,False,False,peak_demand,72.28,83.94,85,0,0,0,oil_process,none,82.02,12.73,1.575,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T01:48:59,86,97.82,97.82,2.106,9.14,4.34,3.708,,,63.58,48.61,,19.26,29.35,46.79,14/12/10,111.7,0.323,12.5,3.0,7.971,27.347,19.376,99.977,76.61,29.442,90.86,65.59,,0.293,0.0862,83.56,1.0,normal,0.0,0.0434,False,adhesive_wear,none,A_healthy,0.0028,0.0017,1.0,,49.06,130.23,35016.18,38780.61,25207.4,52353.82,xgboost_gradient,-3764.43,4871.05,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-29T00:07:15,2020-04-16T13:20:02,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,9998.33,1343.28,38.78,50068.81,19.25,99.962,89.293,5237.1,1.8,5.95,180,False,False,peak_demand,71.57,89.83,86,0,0,0,water,chemical_contamination,26.22,60.16,6.382,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T02:57:14,87,98.95,98.95,1.896,8.425,4.443,3.277,,,59.48,57.05,,19.26,37.8,47.65,13/11/9,84.6,0.352,16.2,1.8,9.235,26.064,16.829,103.816,75.5,29.009,89.5,64.24,,0.788,0.0517,25.47,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0028,0.0,1.0,,41.77,165.14,35015.05,30910.71,20091.96,41729.45,physics_informed_nn,4104.34,4163.0,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-18T02:18:25,2019-07-12T21:03:15,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,9623.94,1343.28,22.93,50068.81,9.02,99.982,90.166,5237.1,1.8,3.671,180,False,False,peak_demand,91.34,78.28,87,0,0,0,water,particulate_mild,68.47,86.36,0.709,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T04:05:29,88,100.09,100.09,2.095,7.063,3.371,3.174,,,60.49,56.39,,19.26,37.13,43.49,13/11/9,256.3,0.333,16.7,1.9,5.068,19.24,14.172,99.773,75.55,30.934,91.17,65.6,,0.166,0.0433,68.72,0.993,normal,-0.00139635,0.0618,False,adhesive_wear,none,A_healthy,0.0029,0.0029,1.0,,144.8,147.08,35013.91,32688.97,21247.83,44130.1,particle_filter,2324.94,2161.78,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-25T04:34:29,2019-09-13T21:42:46,mixed,False,oem_certified,True,,,,none,none,26865.52,1265428.89,4812.0,1343.28,37.61,50068.81,17.79,99.964,83.959,5237.1,1.8,1.33,180,False,False,peak_demand,70.29,76.99,88,0,0,0,oil_process,particulate_mild,21.99,22.95,0.462,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T05:13:43,89,101.23,101.23,2.201,6.379,2.898,2.862,,,60.96,56.4,,19.26,37.14,47.42,13/11/9,63.0,0.38,32.7,3.5,5.439,15.232,9.793,89.582,76.08,29.867,89.39,62.53,,1.074,0.0767,30.32,1.0,normal,0.0,0.0016,False,adhesive_wear,none,A_healthy,0.0029,0.0075,1.0,,31.39,167.27,35012.77,32766.94,21298.51,44235.37,xgboost_gradient,2245.83,2440.29,7856.0,0.0,0.0001,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-05-26T20:41:54,2019-09-16T17:07:37,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,11589.95,1343.28,51.88,50068.81,18.42,99.963,78.7,5237.1,1.8,4.302,180,False,False,peak_demand,77.62,92.72,89,0,0,0,water,none,73.01,25.21,4.978,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T06:21:58,90,102.37,102.37,1.97,6.363,3.23,3.206,,,63.44,52.95,,19.26,33.7,43.62,14/12/10,161.6,0.443,28.8,3.6,1.492,7.862,6.37,92.037,75.44,30.185,89.26,66.96,,0.695,0.0144,155.03,0.9892,normal,0.00224869,0.0293,False,adhesive_wear,none,A_healthy,0.0029,0.0096,1.0,,119.07,143.73,35011.63,29645.93,19269.86,40022.01,particle_filter,5365.7,4849.18,7856.0,0.0,0.0002,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-22T21:19:56,2019-05-29T05:24:30,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,8501.36,1343.28,45.42,50068.81,9.64,99.981,89.1,5237.1,1.8,5.507,180,False,False,peak_demand,76.0,87.16,90,0,0,0,oil_hydraulic,particulate_mild,76.18,19.25,1.905,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T07:30:13,91,103.5,103.5,1.837,4.798,2.611,2.526,,,57.87,51.87,,19.26,32.61,46.74,14/12/10,76.7,0.383,19.2,4.7,7.976,25.361,17.385,96.933,73.65,28.05,89.53,64.48,,0.575,0.0372,196.71,1.0,normal,0.0,0.0622,False,adhesive_wear,none,A_healthy,0.0029,0.0,1.0,,20.61,154.04,35010.5,39775.94,25854.36,53697.52,particle_filter,-4765.44,5933.55,7856.0,0.0,0.0002,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-10-19T23:28:27,2020-05-22T01:03:13,mixed,False,specialist,False,11.0,,,none,none,26865.52,1265428.89,7818.44,1343.28,34.0,50068.81,12.05,99.976,84.849,5237.1,1.8,2.825,180,False,False,peak_demand,73.98,84.93,91,0,0,0,oil_hydraulic,particulate_severe,40.46,16.07,1.869,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T08:38:27,92,104.64,104.64,2.016,6.945,3.445,2.501,,,57.77,48.14,,19.26,28.88,48.68,13/11/9,101.4,0.523,21.5,2.3,4.952,18.621,13.67,99.476,75.45,29.579,90.23,67.83,,0.063,0.0265,66.77,1.0,normal,0.0,0.0,False,adhesive_wear,imbalance_induced,A_healthy,0.003,0.0,1.0,,106.84,147.82,35009.36,38517.3,25036.25,51998.36,lstm_sequence,-3507.94,3122.61,7856.0,0.0,0.0002,0.0029,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-23T19:17:28,2020-04-07T12:20:46,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,6116.5,1343.28,37.55,50068.81,8.31,99.983,87.11,5237.1,1.8,2.552,180,False,False,peak_demand,64.55,69.72,92,0,0,0,oil_process,none,52.18,32.89,1.031,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T09:46:42,93,105.78,105.78,1.917,5.539,2.89,3.288,,,61.2,49.27,,19.26,30.01,46.4,13/11/9,59.6,0.321,43.2,8.0,7.822,27.258,19.436,98.0,73.93,29.658,88.32,62.7,,0.91,0.0952,143.11,1.0,normal,0.00139635,0.0267,False,adhesive_wear,none,A_healthy,0.003,0.0009,1.0,,79.63,145.27,35008.22,37733.87,24527.02,50940.72,xgboost_gradient,-2725.65,3525.61,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-07T12:42:48,2020-03-10T19:34:04,mixed,False,oem_certified,True,,,,none,none,26865.52,1265428.89,11014.76,1343.28,25.5,50068.81,11.07,99.978,85.822,5237.1,1.8,2.897,180,False,False,peak_demand,64.24,92.85,93,0,0,0,gas_compressed_air,none,76.8,62.07,0.506,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T10:54:57,94,106.92,106.92,2.101,5.322,2.533,3.245,,,60.73,51.7,,19.26,32.45,47.93,13/11/9,220.6,0.35,8.6,2.1,4.062,13.943,9.881,99.379,76.95,30.052,90.85,65.04,,0.319,0.0044,16.91,1.0,normal,0.0,0.0429,False,adhesive_wear,none,A_healthy,0.003,0.0036,1.0,,43.68,143.47,35007.08,38640.12,25116.08,52164.17,xgboost_gradient,-3633.04,3777.65,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-26T10:58:39,2020-04-11T23:01:14,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,12800.09,1343.28,28.19,50068.81,20.64,99.959,89.289,5237.1,1.8,5.544,180,False,False,peak_demand,74.71,94.43,94,0,0,4,gas_compressed_air,particulate_mild,82.19,30.82,1.285,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T12:03:11,95,108.05,108.05,1.809,7.694,4.252,3.296,,,63.04,59.13,,19.26,39.87,47.54,13/11/9,154.6,0.396,35.1,9.3,8.695,17.838,9.143,105.086,75.59,30.891,90.05,65.76,,0.52,0.0194,161.46,0.9902,normal,0.00019608,0.0067,False,adhesive_wear,none,A_healthy,0.0031,0.0205,1.0,,253.08,160.45,35005.95,29345.56,19074.62,39616.51,physics_informed_nn,5660.38,6501.19,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-03-16T20:50:05,2019-05-18T19:46:54,mixed,False,master_technician,True,,,,none,none,26865.52,1265428.89,10783.39,1343.28,37.54,50068.81,6.74,99.987,89.236,5237.1,1.8,4.023,180,False,False,peak_demand,91.14,101.62,95,0,0,1,oil_hydraulic,none,23.46,1.12,1.354,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T13:11:26,96,109.19,109.19,1.9,6.666,3.508,2.963,,,60.07,51.43,,19.26,32.17,46.0,13/11/9,65.5,0.362,23.7,2.9,9.023,19.378,10.355,97.548,75.19,30.738,88.2,63.95,,1.768,0.006,110.22,0.9843,normal,-0.00313019,0.0291,False,adhesive_wear,misalignment_induced,A_healthy,0.0031,0.0,1.0,,212.99,150.26,35004.81,38683.84,25144.5,52223.19,physics_informed_nn,-3679.03,3053.49,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-09-27T11:06:44,2020-04-13T14:27:26,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,11032.43,1343.28,22.49,50068.81,21.16,99.958,78.451,5237.1,1.8,3.451,180,False,False,peak_demand,74.71,92.24,96,0,0,0,oil_process,none,79.3,10.24,8.823,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T14:19:41,97,110.33,110.33,2.114,8.454,3.998,3.142,,,63.28,54.45,,19.26,35.19,46.02,14/12/10,53.0,0.318,7.7,1.4,7.215,24.32,17.105,103.14,75.66,30.864,92.73,67.86,,0.683,0.0186,209.12,0.9965,normal,-0.00070704,0.0441,False,adhesive_wear,none,A_healthy,0.0031,0.0,1.0,,82.65,140.97,35003.67,43327.75,28163.04,58492.47,physics_informed_nn,-8324.08,9886.21,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2019-01-02T06:12:18,2020-09-25T02:55:08,mixed,False,journeyman,True,,,,none,none,26865.52,1265428.89,7446.23,1343.28,30.65,50068.81,14.53,99.971,81.429,5237.1,1.8,4.475,180,False,False,peak_demand,76.4,96.91,97,0,0,1,oil_hydraulic,particulate_mild,26.66,15.5,1.749,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T15:27:55,98,111.47,111.47,1.785,6.54,3.663,3.124,,,66.17,58.39,,19.26,39.13,45.13,15/13/11,58.9,0.398,10.4,1.3,1.516,20.502,18.986,97.518,75.17,30.558,89.85,66.8,,0.056,0.0888,43.98,0.9993,normal,-0.00013226,0.0293,False,adhesive_wear,cavitation,A_healthy,0.0032,0.0,1.0,,139.46,155.56,35002.53,30981.17,20137.76,41824.57,physics_informed_nn,4021.37,3322.33,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-04-20T02:02:55,2019-07-15T21:27:24,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,6480.25,1343.28,34.27,50068.81,21.19,99.958,88.503,5237.1,1.8,5.969,180,False,False,peak_demand,75.78,86.96,98,0,0,4,water,none,78.11,51.05,1.079,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T16:36:10,99,112.6,112.6,1.93,5.201,2.694,2.842,,,63.01,55.84,,19.26,36.58,46.32,14/12/10,128.0,0.36,30.7,6.5,5.982,18.482,12.501,105.549,75.87,29.687,89.94,67.67,,0.296,0.0385,18.95,0.9841,normal,-0.00318168,0.0,False,adhesive_wear,none,A_healthy,0.0032,0.0,1.0,,267.51,143.39,35001.4,28542.31,18552.5,38532.11,xgboost_gradient,6459.09,6359.96,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-02-28T07:45:22,2019-04-20T13:33:48,mixed,False,master_technician,False,73.0,,,none,none,26865.52,1265428.89,7629.09,1343.28,32.95,50068.81,8.38,99.983,82.216,5237.1,1.8,3.568,180,False,False,peak_demand,87.17,83.4,99,0,0,2,gas_compressed_air,none,83.97,149.23,3.835,,,standard
ASSET-000024,compressor,critical,Vanguard Fluid Power,MDL-4773-D,2016-07-09,35114.0,1000.0,75.33853479391502,outdoor_sheltered,automotive,FAC-449,LINE-Y,n_plus_1,2016-07-13T17:44:25,100,113.74,113.74,1.61,6.441,4.002,3.334,,,61.29,56.9,,19.26,37.64,46.47,14/12/10,64.6,0.354,33.4,4.8,6.051,10.961,4.911,104.547,74.43,29.63,89.28,65.63,,0.142,0.0987,0.54,1.0,normal,0.0019643,0.0355,False,adhesive_wear,none,A_healthy,0.0032,0.0046,1.0,,146.81,144.4,35000.26,37295.22,24241.89,50348.55,kalman_filter,-2294.96,1870.81,7856.0,0.0,0.0002,0.003,2.281,38875.0,1.0,1e-06,False,none,none,,,,,,2018-08-29T17:21:02,2020-02-24T14:40:41,mixed,False,specialist,True,,,,none,none,26865.52,1265428.89,13249.18,1343.28,39.41,50068.81,12.79,99.974,86.198,5237.1,1.8,7.209,180,False,False,peak_demand,87.17,75.05,100,0,0,0,oil_process,none,69.34,34.86,2.436,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-20T07:51:44,1,7.86,7.86,1.905,8.072,4.237,2.884,,,58.77,59.4,,23.29,36.11,46.85,14/12/10,70.8,0.565,30.5,5.7,,,,,89.35,34.722,90.4,65.14,,0.319,0.0246,78.08,0.9914,normal,0.0,0.0108,False,corrosion_fatigue,thermal_degradation,A_healthy,0.0004,0.002,1.0,,123.19,155.11,21591.14,17870.34,11615.72,24124.96,lstm_sequence,3720.8,3817.89,2706.0,0.0026,0.0089,0.0429,1.142,45209.0,0.9999,7.39e-06,False,none,none,,,,,,2021-03-27T15:01:50,2021-12-13T05:38:55,mixed,False,specialist,False,32.0,,,none,none,1290997.82,1704656.04,525912.33,64549.89,26.95,74942.81,16.16,99.978,83.654,1804.2,0.6,6.198,60,False,False,variable_mild,77.96,74.39,1,0,0,0,oil_process,none,67.67,6.26,3.357,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-20T15:43:28,2,15.72,15.72,1.881,7.747,4.118,3.385,,,56.84,56.96,,23.29,33.67,47.21,14/12/10,58.7,0.426,17.7,4.7,,,,,87.51,33.54,90.4,66.73,,0.618,0.0167,196.73,1.0,normal,0.0,0.0097,False,corrosion_fatigue,none,A_healthy,0.0007,0.0061,1.0,,137.89,146.12,21583.28,22776.86,14804.96,30748.76,physics_informed_nn,-1193.58,1186.08,2706.0,0.0026,0.0089,0.043,1.142,45209.0,0.9999,8.15e-06,False,none,none,,,,,,2021-07-08T04:09:10,2022-06-05T08:03:09,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,371085.82,64549.89,20.58,74942.81,7.31,99.99,86.096,1804.2,0.6,4.663,60,False,False,variable_mild,72.54,72.86,2,0,0,0,gas_compressed_air,water_ingress,33.4,40.29,1.337,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-20T23:35:12,3,23.59,23.59,2.02,8.322,4.119,3.108,,,62.4,55.23,,23.29,31.93,46.24,13/11/9,120.1,0.422,6.5,1.7,,,,,87.96,35.732,90.27,64.9,,0.594,0.0346,4.63,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0011,0.0,1.0,,125.29,145.43,21575.41,23082.91,15003.89,31161.92,lstm_sequence,-1507.49,1843.44,2706.0,0.0026,0.009,0.043,1.142,45209.0,0.9998,8.64e-06,False,none,none,,,,,,2021-07-14T21:02:22,2022-06-16T12:03:23,mixed,False,journeyman,False,53.0,,,none,none,1290997.82,1704656.04,604638.67,64549.89,53.24,74942.81,10.59,99.986,88.795,1804.2,0.6,3.477,60,False,False,variable_mild,74.21,86.87,3,0,0,0,gas_compressed_air,none,51.48,27.42,3.941,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-21T07:26:56,4,31.45,31.45,2.102,8.266,3.933,3.008,,,62.7,61.29,,23.29,37.99,47.93,14/12/10,141.9,0.51,29.6,8.4,,,,,85.59,35.629,89.37,66.8,,0.527,0.2124,81.27,0.9994,normal,-0.00013971,0.0,False,corrosion_fatigue,none,A_healthy,0.0015,0.0138,1.0,,144.6,174.33,21567.55,25988.51,16892.53,35084.48,xgboost_gradient,-4420.95,3558.69,2706.0,0.0027,0.009,0.0431,1.142,45209.0,0.9998,9e-06,False,none,none,,,,,,2021-09-13T17:42:06,2022-09-27T17:40:43,mixed,False,oem_certified,True,,,,none,none,1290997.82,1704656.04,298257.99,64549.89,32.1,74942.81,27.58,99.963,92.139,1804.2,0.6,7.99,60,False,False,variable_mild,85.55,90.62,4,0,0,0,steam,none,81.6,25.87,1.907,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-21T15:18:40,5,39.31,39.31,2.072,7.34,3.543,2.685,,,59.72,61.64,,23.29,38.34,47.95,14/12/10,65.0,0.305,20.7,5.0,,,,,88.49,37.166,89.97,63.93,,0.05,0.0136,111.17,0.9989,normal,-0.00022322,0.0461,False,corrosion_fatigue,none,A_healthy,0.0018,0.0084,1.0,,261.87,155.51,21559.69,23478.68,15261.14,31696.22,physics_informed_nn,-1918.99,1775.19,2706.0,0.0027,0.009,0.0432,1.142,45209.0,0.9997,9.29e-06,False,none,none,,,,,,2021-07-23T18:39:04,2022-07-01T04:11:22,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,551506.88,64549.89,47.51,74942.81,13.46,99.982,82.218,1804.2,0.6,3.779,60,False,False,variable_mild,88.85,92.58,5,0,0,0,gas_compressed_air,none,72.63,21.75,2.075,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-21T23:10:24,6,47.17,47.17,2.271,8.264,3.639,2.981,,,61.59,59.8,,23.29,36.5,43.36,13/11/9,164.6,0.335,5.6,1.2,,,,,86.77,35.423,90.48,66.68,,0.471,0.0503,191.52,1.0,normal,0.00171267,0.0187,False,corrosion_fatigue,none,A_healthy,0.0022,0.0,1.0,,121.78,161.83,21551.83,23971.45,15581.44,32361.45,lstm_sequence,-2419.62,2048.73,2706.0,0.0027,0.0091,0.0432,1.142,45209.0,0.9996,9.53e-06,False,none,none,,,,,,2021-08-03T08:53:46,2022-07-18T22:54:07,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,306508.37,64549.89,52.19,74942.81,12.32,99.984,78.043,1804.2,0.6,5.491,60,False,False,variable_mild,88.22,83.88,6,0,0,0,gas_compressed_air,particulate_mild,80.9,41.99,0.332,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-22T07:02:08,7,55.04,55.04,2.156,6.817,3.162,2.984,,,53.13,56.74,,23.29,33.44,43.31,13/11/9,71.0,0.617,45.9,7.4,,,,,85.42,34.685,90.65,65.31,,0.943,0.0335,65.23,0.9961,normal,-0.00078465,0.0,False,corrosion_fatigue,none,A_healthy,0.0025,0.0,1.0,,117.23,139.74,21543.96,18114.65,11774.53,24454.78,physics_informed_nn,3429.31,4059.43,2706.0,0.0027,0.0091,0.0433,1.142,45209.0,0.9995,9.74e-06,False,none,none,,,,,,2021-04-03T16:21:47,2021-12-23T20:29:32,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,604620.65,64549.89,51.69,74942.81,11.27,99.985,81.134,1804.2,0.6,1.039,60,False,False,variable_mild,72.54,96.2,7,0,0,0,oil_hydraulic,particulate_mild,20.6,0.79,2.347,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-22T14:53:52,8,62.9,62.9,2.056,9.0,4.378,2.823,,,58.23,59.92,,23.29,36.62,46.2,13/11/9,104.4,0.337,23.2,2.9,,,,,88.35,35.562,90.28,61.57,,0.064,0.0204,203.67,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0029,0.0,1.0,,185.06,159.03,21536.1,19133.95,12437.07,25830.83,xgboost_gradient,2402.16,2979.49,2706.0,0.0027,0.0091,0.0433,1.142,45209.0,0.9995,9.93e-06,False,none,none,,,,,,2021-04-25T05:52:17,2022-01-29T06:45:10,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,402855.98,64549.89,34.59,74942.81,6.04,99.99,87.885,1804.2,0.6,1.111,60,False,False,variable_mild,90.98,71.4,8,0,0,0,oil_process,none,83.37,68.64,0.216,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-22T22:45:36,9,70.76,70.76,2.048,7.785,3.802,3.527,,,61.08,60.07,,23.29,36.78,48.91,13/11/9,148.0,0.391,21.0,4.0,,,,,88.55,37.18,90.79,64.7,,0.418,0.0329,10.96,1.0,normal,0.00011176,0.0,False,corrosion_fatigue,none,A_healthy,0.0033,0.0136,1.0,,39.97,147.83,21528.24,22473.14,14607.54,30338.74,kalman_filter,-944.9,1138.18,2706.0,0.0028,0.0092,0.0434,1.142,45209.0,0.9994,1.009e-05,False,none,none,,,,,,2021-07-04T03:19:43,2022-05-27T20:55:36,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,550143.29,64549.89,54.29,74942.81,7.88,99.989,86.201,1804.2,0.6,7.229,60,False,False,variable_mild,91.05,93.02,9,0,0,0,gas_compressed_air,none,81.92,19.1,0.763,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-23T06:37:20,10,78.62,78.62,1.777,7.58,4.266,2.63,,,60.88,55.9,,23.29,32.6,46.0,14/12/10,252.1,0.309,24.9,3.3,,,,,88.12,33.941,91.19,65.28,,0.091,0.1759,181.66,1.0,normal,0.00022322,0.0,False,corrosion_fatigue,corrosion_fatigue,A_healthy,0.0036,0.0038,1.0,,78.02,135.53,21520.38,18201.22,11830.79,24571.65,xgboost_gradient,3319.16,4305.13,2706.0,0.0028,0.0092,0.0434,1.142,45209.0,0.9993,1.025e-05,False,none,none,,,,,,2021-04-06T11:13:59,2021-12-27T21:39:39,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,475746.46,64549.89,35.12,74942.81,28.48,99.962,81.007,1804.2,0.6,3.478,60,False,False,variable_mild,87.13,90.29,10,0,0,0,water,none,70.68,15.76,0.89,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-23T14:29:04,11,86.48,86.48,1.965,6.392,3.253,3.211,,,60.57,58.42,,23.29,35.13,47.95,13/11/9,212.5,0.531,31.3,7.5,,,,,87.43,34.566,90.32,67.0,,0.519,0.0809,59.38,0.9808,normal,-0.00383147,0.0326,False,corrosion_fatigue,none,A_healthy,0.004,0.0197,1.0,,203.86,145.96,21512.52,24147.2,15695.68,32598.72,physics_informed_nn,-2634.68,2527.38,2706.0,0.0028,0.0092,0.0435,1.142,45209.0,0.9992,1.039e-05,False,none,none,,,,,,2021-08-08T16:05:05,2022-07-26T19:36:17,mixed,False,master_technician,False,62.0,,,none,none,1290997.82,1704656.04,637216.91,64549.89,40.54,74942.81,8.62,99.989,82.569,1804.2,0.6,7.871,60,False,False,variable_mild,82.33,71.33,11,0,0,0,steam,none,87.19,127.68,0.239,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-23T22:20:48,12,94.35,94.35,2.118,6.517,3.077,2.985,,,61.06,60.55,,23.29,37.26,44.06,13/11/9,59.3,0.334,18.0,2.5,,,,,87.78,35.124,90.61,64.57,,0.686,0.1684,98.83,0.9959,normal,-4.329e-05,0.0,False,corrosion_fatigue,none,A_healthy,0.0044,0.0,1.0,,210.75,165.77,21504.65,17169.4,11160.11,23178.69,physics_informed_nn,4335.25,5125.62,2706.0,0.0028,0.0093,0.0435,1.142,45209.0,0.9991,1.052e-05,False,none,none,,,,,,2021-03-16T15:02:54,2021-11-22T00:20:22,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,301214.17,64549.89,56.48,74942.81,5.07,99.99,86.315,1804.2,0.6,1.998,60,False,False,variable_mild,91.59,95.37,12,0,0,0,steam,particulate_mild,41.39,4.84,1.739,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-24T06:12:33,13,102.21,102.21,1.966,8.509,4.328,3.243,,,59.0,62.25,,23.29,38.96,45.17,13/11/9,80.8,0.389,20.6,5.0,,,,,88.69,36.435,89.4,67.58,,0.354,0.0417,20.27,0.9691,normal,-0.00618406,0.0623,False,corrosion_fatigue,none,A_healthy,0.0047,0.0,1.0,,337.15,130.83,21496.79,19432.93,12631.4,26234.45,lstm_sequence,2063.86,1880.83,2706.0,0.0028,0.0093,0.0436,1.142,45209.0,0.999,1.064e-05,False,none,none,,,,,,2021-05-03T02:40:20,2022-02-10T12:11:47,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,326997.08,64549.89,47.74,74942.81,13.62,99.982,79.492,1804.2,0.6,3.001,60,False,False,variable_mild,87.49,98.52,13,0,0,0,oil_process,none,69.15,11.4,0.867,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-24T14:04:17,14,110.07,110.07,2.098,8.047,3.836,3.473,,,56.23,59.23,,23.29,35.94,46.89,13/11/9,72.8,0.35,11.6,2.6,,,,,88.95,35.906,88.5,64.96,,0.493,0.0702,283.78,0.9872,normal,-0.00255855,0.0619,False,corrosion_fatigue,none,A_healthy,0.0051,0.0047,1.0,,143.8,129.44,21488.93,19416.23,12620.55,26211.91,physics_informed_nn,2072.7,2532.5,2706.0,0.0028,0.0093,0.0436,1.142,45209.0,0.999,1.075e-05,False,none,none,,,,,,2021-05-03T02:11:12,2022-02-10T05:52:03,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,496069.04,64549.89,26.86,74942.81,18.52,99.975,88.279,1804.2,0.6,3.409,60,False,False,variable_mild,83.06,94.73,14,0,0,0,steam,particulate_mild,53.63,27.69,1.948,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-24T21:56:01,15,117.93,117.93,2.103,9.378,4.459,3.537,,,59.68,65.15,,23.29,41.86,48.33,13/11/9,103.8,0.467,38.6,7.7,,,,,88.53,33.989,91.47,64.36,,1.105,0.0064,75.71,1.0,normal,0.0,0.0681,False,corrosion_fatigue,none,A_healthy,0.0055,0.0,1.0,,277.0,153.66,21481.07,22824.93,14836.2,30813.65,lstm_sequence,-1343.86,1356.83,2706.0,0.0029,0.0094,0.0437,1.142,45209.0,0.9989,1.085e-05,False,none,none,,,,,,2021-07-13T10:23:51,2022-06-11T07:07:21,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,221358.48,64549.89,48.24,74942.81,9.87,99.987,91.013,1804.2,0.6,5.937,60,False,False,variable_mild,100.19,74.41,15,0,0,0,steam,none,39.41,48.38,8.455,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-25T05:47:45,16,125.8,125.8,1.735,6.446,3.716,2.862,,,58.4,60.1,,23.29,36.81,48.83,13/11/9,101.2,0.429,25.4,4.2,,,,,86.76,36.096,88.85,65.47,,0.045,0.0002,20.26,1.0,normal,0.00383147,0.0058,False,corrosion_fatigue,none,A_healthy,0.0058,0.0,1.0,,201.01,156.6,21473.2,22887.86,14877.11,30898.61,physics_informed_nn,-1414.65,1636.06,2706.0,0.0029,0.0094,0.0437,1.142,45209.0,0.9988,1.095e-05,False,none,none,,,,,,2021-07-15T01:43:26,2022-06-13T20:28:25,mixed,False,specialist,False,39.0,,,none,none,1290997.82,1704656.04,361436.27,64549.89,55.14,74942.81,11.4,99.985,84.757,1804.2,0.6,2.203,60,False,False,variable_mild,85.18,78.89,16,0,0,0,oil_hydraulic,chemical_contamination,70.81,95.5,1.911,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-25T13:39:29,17,133.66,133.66,2.051,5.987,2.918,2.94,,,62.88,57.69,,23.29,34.39,43.95,14/12/10,70.1,0.391,33.4,10.0,,,,,88.14,36.621,88.61,68.42,,0.358,0.1386,221.82,1.0,normal,0.00082794,0.0,False,corrosion_fatigue,none,A_healthy,0.0062,0.0057,1.0,,24.56,162.26,21465.34,22972.51,14932.13,31012.89,physics_informed_nn,-1507.17,1669.48,2706.0,0.0029,0.0094,0.0438,1.142,45209.0,0.9987,1.105e-05,False,none,none,,,,,,2021-07-17T03:54:43,2022-06-17T04:17:24,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,326724.84,64549.89,30.76,74942.81,17.5,99.977,89.757,1804.2,0.6,3.573,60,False,False,variable_mild,85.57,72.72,17,0,0,0,oil_process,water_ingress,81.65,39.86,3.454,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-25T21:31:13,18,141.52,141.52,1.967,7.457,3.791,2.618,,,60.77,61.72,,23.29,38.43,44.99,14/12/10,88.1,0.326,35.9,6.0,,,,,88.64,34.475,90.08,67.29,,0.329,0.0505,33.6,1.0,normal,0.00618406,0.0027,False,corrosion_fatigue,none,A_healthy,0.0066,0.0,1.0,,42.01,160.0,21457.48,19347.77,12576.05,26119.49,physics_informed_nn,2109.71,2091.51,2706.0,0.0029,0.0094,0.0438,1.142,45209.0,0.9986,1.114e-05,False,none,none,,,,,,2021-05-02T23:24:18,2022-02-09T03:07:28,mixed,False,master_technician,False,65.0,,,none,none,1290997.82,1704656.04,613902.66,64549.89,56.03,74942.81,10.17,99.986,85.934,1804.2,0.6,7.306,60,False,False,variable_mild,82.93,89.68,18,0,0,0,oil_process,water_ingress,58.85,37.98,1.264,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-26T05:22:57,19,149.38,149.38,1.953,8.767,4.489,3.188,,,62.53,58.8,,23.29,35.5,44.49,13/11/9,50.2,0.365,8.1,1.7,,,,,88.16,34.043,88.21,67.33,,1.014,0.0543,237.5,1.0,normal,0.00255855,0.0339,False,corrosion_fatigue,none,A_healthy,0.0069,0.0,1.0,,102.6,139.8,21449.62,24577.42,15975.32,33179.52,xgboost_gradient,-3127.8,3284.72,2706.0,0.0029,0.0095,0.0439,1.142,45209.0,0.9985,1.122e-05,False,none,none,,,,,,2021-08-20T06:05:30,2022-08-13T16:11:18,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,402628.41,64549.89,47.23,74942.81,4.6,99.99,84.548,1804.2,0.6,2.907,60,False,False,variable_mild,82.24,99.39,19,0,0,0,gas_compressed_air,chemical_contamination,35.75,1.33,1.482,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-26T13:14:41,20,157.24,157.24,1.79,7.7,4.3,2.318,,,58.14,57.21,,23.29,33.92,46.22,14/12/10,73.7,0.349,106.7,22.4,,,,,87.7,36.382,88.03,66.16,,0.217,0.1877,92.87,0.9884,normal,-0.0023267,0.0,False,corrosion_fatigue,cavitation,A_healthy,0.0073,0.0127,1.0,,178.36,148.3,21441.76,17483.46,11364.25,23602.68,lstm_sequence,3958.29,4995.57,2706.0,0.0029,0.0095,0.0439,1.142,45209.0,0.9984,1.131e-05,False,none,none,,,,,,2021-03-25T18:58:37,2021-12-05T18:11:22,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,300446.72,64549.89,34.18,74942.81,11.27,99.985,78.239,1804.2,0.6,2.168,60,False,False,variable_mild,75.72,83.64,20,0,0,0,steam,particulate_severe,66.33,271.03,0.884,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-26T21:06:25,21,165.11,165.11,1.909,6.942,3.637,3.219,,,61.17,61.53,,23.29,38.23,45.85,13/11/9,52.6,0.764,19.6,3.9,,,,,87.83,35.239,90.36,62.37,,0.748,0.0145,16.27,1.0,normal,0.0,0.0242,False,corrosion_fatigue,imbalance_induced,A_healthy,0.0076,0.0071,1.0,,233.17,142.55,21433.89,20089.87,13058.42,27121.32,kalman_filter,1344.02,1265.91,2706.0,0.0029,0.0095,0.044,1.142,45209.0,0.9984,1.138e-05,False,none,none,,,,,,2021-05-19T10:02:30,2022-03-08T09:29:45,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,375090.67,64549.89,27.22,74942.81,14.12,99.981,85.426,1804.2,0.6,7.632,60,False,False,variable_mild,73.51,89.86,21,0,0,0,oil_hydraulic,particulate_severe,69.19,140.51,0.236,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-27T04:58:09,22,172.97,172.97,1.893,7.586,4.007,3.62,,,62.76,58.07,,23.29,34.77,46.43,13/11/9,53.0,0.307,13.3,2.2,,,,,90.56,36.427,90.37,66.74,,0.015,0.0457,117.59,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.008,0.0,1.0,,6.2,154.7,21426.03,23904.48,15537.92,32271.05,lstm_sequence,-2478.45,3044.48,2706.0,0.0029,0.0095,0.044,1.142,45209.0,0.9983,1.146e-05,False,none,none,,,,,,2021-08-07T05:12:42,2022-07-21T19:46:53,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,291348.05,64549.89,48.66,74942.81,16.49,99.978,79.74,1804.2,0.6,3.833,60,False,False,variable_mild,82.4,89.25,22,0,0,0,none,chemical_contamination,27.12,13.69,0.78,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-27T12:49:53,23,180.83,180.83,2.058,7.462,3.626,2.93,,,60.1,62.59,,23.29,39.29,47.83,13/11/9,118.1,0.832,8.1,2.4,,,,,88.11,33.646,89.71,62.71,,0.192,0.0413,109.89,0.9949,normal,-0.00101465,0.0684,False,corrosion_fatigue,none,A_healthy,0.0084,0.0,1.0,,235.37,148.3,21418.17,26442.76,17187.79,35697.72,particle_filter,-5024.59,6177.73,2706.0,0.003,0.0096,0.0441,1.142,45209.0,0.9982,1.153e-05,False,none,none,,,,,,2021-09-29T10:12:35,2022-10-20T01:10:28,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,293029.2,64549.89,27.89,74942.81,30.71,99.959,88.049,1804.2,0.6,4.785,60,False,False,variable_mild,104.16,70.76,23,0,0,0,oil_hydraulic,none,58.87,146.05,0.197,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-27T20:41:37,23,188.69,188.69,1.994,7.741,3.881,2.925,,,59.09,59.18,,23.29,35.88,46.92,14/12/10,71.2,0.479,67.5,20.1,,,,,88.04,35.228,88.57,63.18,,0.208,0.1057,56.05,0.9904,normal,-0.00192667,0.0,False,corrosion_fatigue,none,A_healthy,0.0087,0.0063,1.0,,120.94,150.66,21410.31,17753.18,11539.57,23966.79,weibull_regression,3657.13,4011.29,2706.0,0.003,0.0096,0.0441,1.142,45209.0,0.9981,1.16e-05,False,none,none,,,,,,2021-04-01T17:17:03,2021-12-16T14:53:51,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,230543.44,64549.89,30.72,74942.81,25.7,99.966,82.877,1804.2,0.6,1.245,60,False,False,variable_mild,78.56,91.96,23,0,0,0,oil_process,none,78.37,32.32,4.73,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-28T04:33:21,24,196.56,196.56,2.021,6.745,3.337,2.684,,,60.57,62.74,,23.29,39.44,48.02,14/12/10,109.2,0.497,22.7,2.8,,,,,87.47,33.739,91.79,67.03,,1.095,0.0009,210.94,0.9973,normal,0.00178131,0.0,False,corrosion_fatigue,none,A_healthy,0.0091,0.0106,1.0,,140.25,154.67,21402.44,18654.21,12125.23,25183.18,particle_filter,2748.24,3181.93,2706.0,0.003,0.0096,0.0441,1.142,45209.0,0.998,1.167e-05,False,none,none,,,,,,2021-04-20T19:39:34,2022-01-17T20:37:56,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,302875.24,64549.89,57.9,74942.81,24.66,99.967,88.448,1804.2,0.6,3.601,60,False,False,variable_mild,85.4,78.19,24,0,0,0,water,none,54.93,4.07,0.818,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-28T12:25:06,25,204.42,204.42,2.011,8.985,4.468,2.628,,,56.89,61.68,,23.29,38.39,44.98,13/11/9,63.0,0.504,50.6,13.8,,,,,87.26,36.31,90.66,63.79,,1.912,0.0518,19.12,0.9866,normal,-0.00267473,0.0142,False,corrosion_fatigue,abrasive_wear,A_healthy,0.0095,0.0125,1.0,,178.93,140.04,21394.58,24002.58,15601.68,32403.49,lstm_sequence,-2608.0,2634.55,2706.0,0.003,0.0096,0.0442,1.142,45209.0,0.9979,1.174e-05,False,none,none,,,,,,2021-08-10T13:42:33,2022-07-26T14:36:47,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,262086.25,64549.89,55.28,74942.81,9.08,99.988,90.421,1804.2,0.6,4.357,60,False,False,variable_mild,83.15,84.47,25,0,0,0,oil_hydraulic,particulate_mild,35.61,10.14,0.919,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-28T20:16:50,26,212.28,212.28,2.254,9.54,4.232,3.085,,,59.61,56.0,,23.29,32.71,44.37,14/12/10,59.1,0.357,22.0,2.7,,,,,88.05,36.463,89.84,65.09,,0.101,0.1121,38.86,0.9888,normal,-0.00223688,0.0,False,corrosion_fatigue,none,A_healthy,0.0098,0.0014,1.0,,209.42,138.81,21386.72,17559.68,11413.79,23705.57,lstm_sequence,3827.04,4144.27,2706.0,0.003,0.0096,0.0442,1.142,45209.0,0.9978,1.18e-05,False,none,none,,,,,,2021-03-29T16:07:19,2021-12-10T18:00:40,mixed,False,oem_certified,True,,,,none,none,1290997.82,1704656.04,595887.25,64549.89,29.6,74942.81,12.62,99.983,87.204,1804.2,0.6,6.335,60,False,False,variable_mild,77.61,78.43,26,0,0,0,oil_hydraulic,none,60.39,74.8,0.147,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-29T04:08:34,27,220.14,220.14,1.574,4.818,3.061,3.411,,,57.66,58.39,,23.29,35.09,46.9,13/11/9,197.7,0.347,41.1,12.3,,,,,87.27,33.526,90.82,61.97,,0.016,0.0324,77.51,1.0,normal,0.00101465,0.0177,False,corrosion_fatigue,none,A_healthy,0.0102,0.0,1.0,,220.3,161.53,21378.86,19481.29,12662.84,26299.75,lstm_sequence,1897.56,1978.06,2706.0,0.003,0.0097,0.0443,1.142,45209.0,0.9977,1.186e-05,False,none,none,,,,,,2021-05-09T00:47:22,2022-02-17T03:14:31,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,258503.06,64549.89,24.9,74942.81,15.27,99.98,85.92,1804.2,0.6,4.773,60,False,False,variable_mild,75.49,83.3,27,0,0,0,oil_process,none,51.64,81.29,3.948,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-29T12:00:18,28,228.01,228.01,1.606,5.702,3.551,2.641,,,59.51,59.07,,23.29,35.77,44.3,14/12/10,58.9,0.361,45.1,7.2,,,,,89.5,35.846,89.16,66.01,,0.259,0.0598,24.15,0.9891,normal,-0.00025646,0.0693,False,corrosion_fatigue,none,A_healthy,0.0106,0.0,1.0,,338.78,147.7,21370.99,23205.26,15083.42,31327.1,lstm_sequence,-1834.26,2300.86,2706.0,0.003,0.0097,0.0443,1.142,45209.0,0.9976,1.192e-05,False,none,none,,,,,,2021-07-25T22:38:01,2022-06-29T08:28:25,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,294575.16,64549.89,45.83,74942.81,7.79,99.99,85.293,1804.2,0.6,6.87,60,False,False,variable_mild,92.92,90.13,28,0,0,0,water,particulate_mild,25.06,32.67,1.123,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-29T19:52:02,29,235.87,235.87,1.722,5.157,2.994,2.993,,,58.77,62.86,,23.29,39.56,44.37,15/13/11,58.7,0.325,11.1,2.4,,,,,86.88,35.707,90.85,65.58,,0.88,0.1532,24.24,1.0,normal,0.0005454,0.0013,False,corrosion_fatigue,none,A_healthy,0.0109,0.001,1.0,,89.97,160.3,21363.13,23789.12,15462.93,32115.32,kalman_filter,-2425.99,2121.78,2706.0,0.003,0.0097,0.0443,1.142,45209.0,0.9975,1.198e-05,False,none,none,,,,,,2021-08-07T10:25:42,2022-07-20T08:37:17,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,627904.44,64549.89,53.55,74942.81,15.4,99.979,88.535,1804.2,0.6,3.672,60,True,False,variable_mild,95.41,81.17,29,0,0,0,oil_hydraulic,chemical_contamination,60.1,80.42,0.654,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-30T03:43:46,30,243.73,243.73,2.126,6.868,3.231,3.482,,,58.14,62.27,,23.29,38.98,47.35,14/12/10,73.6,0.366,21.0,3.1,,,,,85.43,34.42,90.8,64.88,,0.104,0.0055,85.09,1.0,normal,0.00267473,0.0,False,corrosion_fatigue,none,A_healthy,0.0113,0.0,1.0,,28.91,146.51,21355.27,19532.54,12696.15,26368.93,physics_informed_nn,1822.73,1897.64,2706.0,0.003,0.0097,0.0444,1.142,45209.0,0.9974,1.203e-05,False,none,none,,,,,,2021-05-11T01:59:54,2022-02-19T22:23:11,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,279308.81,64549.89,42.34,74942.81,11.89,99.984,90.218,1804.2,0.6,5.535,60,False,False,variable_mild,94.46,86.79,30,0,0,0,oil_process,particulate_mild,38.64,47.3,1.668,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-30T11:35:30,31,251.59,251.59,1.848,8.08,4.372,2.989,,,62.81,64.64,,23.29,41.35,44.18,14/12/10,66.1,0.477,38.8,4.4,,,,,88.15,34.22,88.88,63.5,,0.291,0.0273,38.27,1.0,normal,0.00223688,0.0425,False,corrosion_fatigue,none,A_healthy,0.0116,0.0088,1.0,,153.48,150.96,21347.41,23317.96,15156.67,31479.24,particle_filter,-1970.55,2559.75,2706.0,0.0031,0.0097,0.0444,1.142,45209.0,0.9973,1.209e-05,False,none,none,,,,,,2021-07-29T06:34:11,2022-07-04T07:51:16,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,302902.82,64549.89,39.99,74942.81,20.95,99.972,85.386,1804.2,0.6,5.401,60,False,False,variable_mild,96.68,89.45,31,0,0,0,oil_hydraulic,particulate_severe,30.72,66.08,0.403,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-30T19:27:14,32,259.45,259.45,1.827,5.188,2.839,2.698,,,57.36,62.06,,23.29,38.77,45.53,14/12/10,82.5,0.496,27.7,8.1,,,,,88.12,35.726,88.88,64.96,,0.757,0.0367,108.94,0.9928,normal,-0.00144134,0.0755,False,corrosion_fatigue,none,A_healthy,0.012,0.0011,1.0,,139.98,155.21,21339.55,24278.51,15781.03,32775.99,lstm_sequence,-2938.97,3482.43,2706.0,0.0031,0.0098,0.0445,1.142,45209.0,0.9972,1.214e-05,False,none,none,,,,,,2021-08-18T14:42:37,2022-08-07T16:11:23,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,303405.69,64549.89,51.51,74942.81,44.25,99.941,90.924,1804.2,0.6,7.188,60,False,False,variable_mild,93.74,83.39,32,1,0,0,oil_process,chemical_contamination,58.37,105.37,1.605,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-31T03:18:58,33,267.32,267.32,1.969,7.3,3.708,3.418,,,54.43,61.7,,23.29,38.41,46.19,13/11/9,75.3,0.405,20.4,2.3,,,,,85.52,34.28,89.47,64.8,,0.265,0.0486,34.8,1.0,normal,0.00218313,0.0263,False,corrosion_fatigue,none,A_healthy,0.0124,0.0157,1.0,,84.76,142.8,21331.68,23822.59,15484.68,32160.49,kalman_filter,-2490.9,3084.61,2706.0,0.0031,0.0098,0.0445,1.142,45209.0,0.9972,1.219e-05,False,none,none,,,,,,2021-08-09T10:36:32,2022-07-22T20:30:49,mixed,False,oem_certified,True,,,,none,none,1290997.82,1704656.04,577566.48,64549.89,27.77,74942.81,11.32,99.985,87.912,1804.2,0.6,3.114,60,False,False,variable_mild,95.91,95.3,33,1,0,0,oil_hydraulic,particulate_severe,59.65,4.67,1.602,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-31T11:10:42,34,275.18,275.18,1.821,5.586,3.068,3.27,,,58.31,60.32,,23.29,37.02,47.27,13/11/9,63.0,0.311,10.1,2.4,,,,,86.39,36.279,89.39,65.31,,0.092,0.0108,6.77,1.0,normal,0.0,0.0483,False,corrosion_fatigue,thermal_degradation,A_healthy,0.0127,0.0,1.0,,110.49,157.57,21323.82,23168.93,15059.81,31278.06,lstm_sequence,-1845.11,2021.72,2706.0,0.0031,0.0098,0.0445,1.142,45209.0,0.9971,1.224e-05,False,none,none,,,,,,2021-07-27T03:38:41,2022-06-30T00:46:16,mixed,False,journeyman,False,84.0,,,none,none,1290997.82,1704656.04,342243.49,64549.89,57.62,74942.81,11.96,99.984,81.209,1804.2,0.6,4.418,60,False,False,variable_mild,89.78,69.74,34,0,0,0,oil_hydraulic,particulate_mild,70.99,74.59,3.611,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-03-31T19:02:26,35,283.04,283.04,1.961,8.652,4.411,3.166,,,54.14,58.43,,23.29,35.13,46.41,14/12/10,135.5,0.486,10.4,2.0,,,,,87.82,35.371,91.6,65.38,,0.648,0.0479,64.23,0.9944,normal,-0.00112701,0.0102,False,corrosion_fatigue,none,A_healthy,0.0131,0.0184,1.0,,147.5,164.2,21315.96,18257.02,11867.06,24646.98,kalman_filter,3058.94,3528.31,2706.0,0.0031,0.0098,0.0446,1.142,45209.0,0.997,1.229e-05,False,none,none,,,,,,2021-04-16T03:33:03,2022-01-07T09:30:29,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,334995.72,64549.89,44.26,74942.81,14.14,99.981,83.309,1804.2,0.6,7.894,60,False,False,variable_mild,77.41,93.04,35,0,0,1,oil_process,water_ingress,63.45,21.58,3.817,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-01T02:54:10,36,290.9,290.9,2.167,9.732,4.49,2.958,,,64.94,62.25,,23.29,38.95,45.97,13/11/9,62.5,0.569,16.4,2.6,,,,,86.52,34.413,91.48,62.01,,0.488,0.0102,22.77,1.0,normal,0.0,0.0014,False,corrosion_fatigue,none,A_healthy,0.0135,0.0067,1.0,,77.03,149.1,21308.1,23756.36,15441.63,32071.08,lstm_sequence,-2448.26,2945.51,2706.0,0.0031,0.0098,0.0446,1.142,45209.0,0.9969,1.234e-05,False,none,none,,,,,,2021-08-09T01:04:54,2022-07-21T11:48:24,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,547766.62,64549.89,40.21,74942.81,8.41,99.989,84.689,1804.2,0.6,3.461,60,False,False,variable_mild,88.34,90.06,36,0,0,0,gas_compressed_air,particulate_mild,53.22,9.11,0.272,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-01T10:45:54,37,298.77,298.77,1.977,7.476,3.782,2.953,,,60.03,63.22,,23.29,39.93,49.58,14/12/10,71.5,0.472,15.5,4.3,,,,,86.56,34.258,91.34,63.22,,0.395,0.0162,13.64,1.0,normal,0.00144134,0.0199,False,corrosion_fatigue,none,A_healthy,0.0138,0.0023,1.0,,0.29,136.13,21300.23,19953.47,12969.76,26937.18,weibull_regression,1346.76,1275.52,2706.0,0.0031,0.0099,0.0447,1.142,45209.0,0.9968,1.239e-05,False,none,none,,,,,,2021-05-22T03:30:01,2022-03-09T03:12:53,mixed,False,apprentice,False,50.0,,,none,none,1290997.82,1704656.04,523185.52,64549.89,52.51,74942.81,12.53,99.983,77.28,1804.2,0.6,7.49,60,False,False,variable_mild,90.07,74.43,37,0,0,0,oil_process,water_ingress,38.25,83.86,1.711,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-01T18:37:39,38,306.63,306.63,2.133,6.144,2.88,3.308,,,59.82,62.57,,23.29,39.27,44.91,13/11/9,62.7,0.672,9.1,2.2,,,,,87.38,33.831,91.07,61.57,,0.307,0.0104,42.31,1.0,normal,0.0,0.0229,False,corrosion_fatigue,none,A_healthy,0.0142,0.0121,1.0,,132.8,150.15,21292.37,17836.51,11593.73,24079.29,physics_informed_nn,3455.86,4478.95,2706.0,0.0031,0.0099,0.0447,1.142,45209.0,0.9967,1.243e-05,False,none,none,,,,,,2021-04-08T08:53:04,2021-12-24T11:39:52,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,295739.86,64549.89,33.74,74942.81,16.06,99.979,78.198,1804.2,0.6,1.215,60,False,False,variable_mild,91.73,78.98,38,0,0,0,steam,none,27.9,54.24,3.148,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-02T02:29:23,39,314.49,314.49,2.043,8.079,3.954,2.487,,,61.99,59.63,,23.29,36.33,47.19,12/10/8,141.0,0.545,53.6,8.2,,,,,87.48,34.905,89.54,65.0,,0.549,0.0464,152.35,0.9957,normal,-0.00086853,0.0,False,corrosion_fatigue,none,A_healthy,0.0146,0.0,1.0,,136.3,148.16,21284.51,16802.07,10921.35,22682.8,kalman_filter,4482.44,5119.67,2706.0,0.0031,0.0099,0.0447,1.142,45209.0,0.9966,1.248e-05,False,none,none,,,,,,2021-03-18T03:31:35,2021-11-18T04:15:07,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,314027.53,64549.89,32.77,74942.81,18.28,99.976,79.891,1804.2,0.6,2.316,60,False,False,variable_mild,94.13,86.6,39,1,0,0,oil_hydraulic,none,54.74,87.79,5.833,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-02T10:21:07,40,322.35,322.35,2.211,9.076,4.105,3.373,,,57.49,57.49,,23.29,34.19,47.1,13/11/9,79.9,0.39,13.8,2.7,,,,,88.63,36.908,89.41,61.98,,0.389,0.0,60.5,1.0,normal,0.00112701,0.0247,False,corrosion_fatigue,none,A_healthy,0.0149,0.0269,1.0,,32.1,152.92,21276.65,23638.71,15365.16,31912.25,lstm_sequence,-2362.06,2061.6,2706.0,0.0031,0.0099,0.0448,1.142,45209.0,0.9965,1.252e-05,False,none,none,,,,,,2021-08-07T21:42:18,2022-07-18T15:15:07,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,414324.11,64549.89,37.77,74942.81,8.09,99.989,83.51,1804.2,0.6,1.179,60,False,False,variable_mild,88.27,84.26,40,1,0,0,gas_compressed_air,particulate_mild,53.91,19.67,0.764,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-02T18:12:51,41,330.21,330.21,2.06,5.35,2.597,3.472,,,58.99,61.28,,23.29,37.98,48.36,14/12/10,77.6,0.311,15.7,1.9,,,,,87.77,34.888,90.15,63.21,,0.425,0.1638,7.65,0.9975,normal,-0.00050598,0.0,False,corrosion_fatigue,none,A_healthy,0.0153,0.0,1.0,,73.74,149.15,21268.79,26009.63,16906.26,35113.0,weibull_regression,-4740.84,5702.96,2706.0,0.0031,0.0099,0.0448,1.142,45209.0,0.9964,1.256e-05,False,none,none,,,,,,2021-09-26T15:01:40,2022-10-10T22:23:51,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,221286.57,64549.89,41.72,74942.81,18.17,99.976,80.966,1804.2,0.6,5.928,60,False,False,variable_mild,80.56,97.66,41,0,0,0,water,particulate_severe,35.95,82.0,5.701,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-03T02:04:35,42,338.08,338.08,1.866,5.852,3.137,2.458,,,60.67,56.15,,23.29,32.86,46.46,14/12/10,103.1,0.329,12.8,1.3,,,,,87.27,36.292,90.06,64.5,,1.393,0.1244,24.69,0.9892,normal,-0.00215004,0.033,False,corrosion_fatigue,none,A_healthy,0.0157,0.0042,1.0,,384.97,153.06,21260.92,18980.59,12337.38,25623.79,particle_filter,2280.34,2611.56,2706.0,0.0031,0.01,0.0448,1.142,45209.0,0.9963,1.26e-05,False,none,none,,,,,,2021-05-03T12:22:12,2022-02-04T07:34:32,mixed,False,journeyman,False,43.0,,,none,none,1290997.82,1704656.04,214091.28,64549.89,43.35,74942.81,10.53,99.986,78.312,1804.2,0.6,5.574,60,False,False,variable_mild,78.85,81.4,42,1,0,0,oil_process,none,71.91,29.32,0.376,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-03T09:56:19,43,345.94,345.94,1.897,7.894,4.162,3.237,,,63.78,62.57,,23.29,39.27,46.54,13/11/9,194.5,0.314,13.0,1.7,,,,,88.26,35.994,90.98,64.33,,0.079,0.0376,21.12,1.0,normal,0.0,0.0288,False,corrosion_fatigue,none,A_healthy,0.016,0.0,1.0,,241.19,159.16,21253.06,17963.26,11676.12,24250.4,lstm_sequence,3289.81,3370.06,2706.0,0.0032,0.01,0.0449,1.142,45209.0,0.9962,1.265e-05,False,none,none,,,,,,2021-04-12T15:34:00,2021-12-30T14:42:23,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,305938.57,64549.89,30.21,74942.81,13.51,99.982,85.553,1804.2,0.6,4.712,60,False,False,variable_mild,92.66,82.21,43,0,0,0,oil_hydraulic,none,62.85,183.71,6.268,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-03T17:48:03,44,353.8,353.8,1.909,4.928,2.581,3.345,,,59.22,58.23,,23.29,34.93,44.46,14/12/10,55.8,0.396,34.9,9.6,,,,,88.06,35.204,88.65,64.61,,0.05,0.0243,6.25,1.0,normal,0.00086853,0.0247,False,corrosion_fatigue,none,A_healthy,0.0164,0.0056,1.0,,64.76,151.52,21245.2,23556.85,15311.95,31801.75,weibull_regression,-2311.65,2074.33,2706.0,0.0032,0.01,0.0449,1.142,45209.0,0.9961,1.269e-05,False,none,none,,,,,,2021-08-07T12:13:40,2022-07-17T01:07:36,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,324132.47,64549.89,45.1,74942.81,16.85,99.978,86.265,1804.2,0.6,1.534,60,False,False,variable_mild,74.28,87.7,44,0,0,0,oil_process,particulate_mild,34.09,76.42,0.785,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-04T01:39:47,45,361.66,361.66,1.871,6.556,3.505,3.468,,,61.89,63.72,,23.29,40.42,45.26,14/12/10,65.1,0.337,13.9,2.5,,,,,87.65,35.632,89.75,65.09,,0.393,0.2272,53.83,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0167,0.0192,1.0,,16.78,159.64,21237.34,19575.52,12724.09,26426.96,physics_informed_nn,1661.81,1994.86,2706.0,0.0032,0.01,0.0449,1.142,45209.0,0.996,1.273e-05,False,none,none,,,,,,2021-05-16T21:25:28,2022-02-26T08:51:26,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,437697.53,64549.89,33.76,74942.81,4.6,99.99,85.073,1804.2,0.6,6.227,60,False,False,variable_mild,91.27,70.63,45,0,0,0,oil_hydraulic,none,52.02,13.33,1.035,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-04T09:31:31,46,369.53,369.53,2.236,9.579,4.284,3.19,,,60.26,56.38,,23.29,33.08,47.64,12/10/8,75.0,0.318,19.1,4.5,,,,,88.29,36.784,90.04,66.12,,0.161,0.0074,138.95,1.0,normal,0.00050598,0.0213,False,corrosion_fatigue,none,A_healthy,0.0171,0.0172,1.0,,204.97,169.32,21229.47,20363.39,13236.2,27490.57,kalman_filter,866.09,763.85,2706.0,0.0032,0.01,0.045,1.142,45209.0,0.9959,1.276e-05,False,none,none,,,,,,2021-06-02T15:13:07,2022-03-26T14:24:15,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,557469.1,64549.89,35.52,74942.81,11.64,99.984,85.891,1804.2,0.6,3.187,60,False,False,variable_mild,88.42,97.87,46,1,0,0,none,none,71.05,64.58,0.328,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-04T17:23:15,47,377.39,377.39,2.069,5.231,2.528,3.118,,,57.25,63.82,,23.29,40.53,44.29,13/11/9,62.0,0.553,18.2,2.6,,,,,88.29,37.077,90.16,64.64,,0.341,0.0247,248.78,1.0,normal,0.00215004,0.0234,False,corrosion_fatigue,none,A_healthy,0.0175,0.0041,1.0,,48.07,153.72,21221.61,19218.57,12492.07,25945.07,physics_informed_nn,2003.04,1684.33,2706.0,0.0032,0.01,0.045,1.142,45209.0,0.9958,1.28e-05,False,none,none,,,,,,2021-05-10T02:40:25,2022-02-14T09:10:25,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,598195.44,64549.89,56.24,74942.81,8.54,99.989,81.958,1804.2,0.6,7.475,60,True,False,variable_mild,102.43,95.97,47,1,0,0,oil_process,none,48.06,49.15,1.013,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-05T01:14:59,48,385.25,385.25,2.086,8.884,4.259,3.234,,,60.54,61.74,,23.29,38.44,44.33,13/11/9,62.3,0.416,13.8,3.9,,,,,88.9,35.89,89.18,63.18,,0.674,0.0228,27.45,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0178,0.0,1.0,,42.62,152.9,21213.75,22192.18,14424.92,29959.45,lstm_sequence,-978.43,979.73,2706.0,0.0032,0.0101,0.045,1.142,45209.0,0.9957,1.284e-05,False,none,none,,,,,,2021-07-11T09:20:27,2022-05-31T00:36:16,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,350477.44,64549.89,36.24,74942.81,22.37,99.97,83.391,1804.2,0.6,5.757,60,False,False,variable_mild,97.08,73.15,48,1,0,0,water,none,71.32,10.14,0.008,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-05T09:06:43,49,393.11,393.11,2.2,9.298,4.226,3.136,,,59.24,60.42,,23.29,37.12,44.37,14/12/10,384.8,0.591,14.2,2.0,,,,,87.83,35.018,90.14,64.34,,0.654,0.0294,7.94,1.0,normal,0.0,0.04,False,corrosion_fatigue,none,A_healthy,0.0182,0.0,1.0,,174.44,152.18,21205.89,17800.7,11570.45,24030.94,xgboost_gradient,3405.19,3534.02,2706.0,0.0032,0.0101,0.0451,1.142,45209.0,0.9956,1.288e-05,False,none,none,,,,,,2021-04-11T05:27:38,2021-12-26T19:42:16,mixed,False,journeyman,False,40.0,,,none,none,1290997.82,1704656.04,262282.34,64549.89,30.76,74942.81,18.79,99.975,81.141,1804.2,0.6,3.076,60,False,False,variable_mild,88.71,79.33,49,0,0,0,oil_hydraulic,particulate_mild,39.87,13.2,2.528,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-05T16:58:27,50,400.97,400.97,1.999,7.711,3.858,3.114,,,58.27,60.75,,23.29,37.46,46.75,14/12/10,132.3,0.308,38.5,4.6,,,,,89.34,34.389,89.63,64.93,,0.068,0.0049,249.48,1.0,normal,0.0,0.0235,False,corrosion_fatigue,none,A_healthy,0.0186,0.0241,1.0,,80.31,140.42,21198.03,23354.91,15180.69,31529.12,kalman_filter,-2156.88,2114.04,2706.0,0.0032,0.0101,0.0451,1.142,45209.0,0.9955,1.291e-05,False,none,none,,,,,,2021-08-05T06:25:37,2022-07-11T20:38:37,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,210891.93,64549.89,26.65,74942.81,27.26,99.964,83.95,1804.2,0.6,6.758,60,False,False,variable_mild,83.9,82.06,50,1,0,0,oil_hydraulic,none,64.71,52.45,0.113,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-06T00:50:12,51,408.84,408.84,1.675,4.986,2.977,3.256,,,57.98,66.18,,23.29,42.89,42.83,13/11/9,122.4,0.396,19.1,2.5,,,,,86.84,36.342,89.63,63.71,,0.39,0.0686,259.7,1.0,normal,0.0,0.046,False,corrosion_fatigue,none,A_healthy,0.0189,0.0099,1.0,,35.76,153.99,21190.16,19482.06,12663.34,26300.78,physics_informed_nn,1708.1,2008.62,2706.0,0.0032,0.0101,0.0452,1.142,45209.0,0.9954,1.295e-05,False,none,none,,,,,,2021-05-16T21:52:00,2022-02-25T00:35:17,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,205795.75,64549.89,57.67,74942.81,21.49,99.971,89.769,1804.2,0.6,4.779,60,False,False,variable_mild,103.89,86.73,51,1,0,1,water,none,53.5,55.1,0.331,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-06T08:41:56,52,416.7,416.7,2.169,6.861,3.163,2.524,,,58.8,57.47,,23.29,34.17,45.9,13/11/9,84.6,0.315,11.8,2.8,,,,,89.38,34.468,90.01,68.21,,0.615,0.0398,3.61,1.0,normal,0.0,0.0337,False,corrosion_fatigue,none,A_healthy,0.0193,0.0021,1.0,,192.13,141.04,21182.3,17431.76,11330.65,23532.88,kalman_filter,3750.54,4397.17,2706.0,0.0032,0.0101,0.0452,1.142,45209.0,0.9953,1.298e-05,False,none,none,,,,,,2021-04-04T12:34:48,2021-12-14T17:41:49,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,498548.39,64549.89,49.65,74942.81,18.87,99.975,82.635,1804.2,0.6,3.825,60,False,False,variable_mild,86.12,89.11,52,1,0,0,oil_hydraulic,none,65.11,20.46,1.449,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-06T16:33:40,53,424.56,424.56,2.118,7.464,3.524,2.95,,,61.85,58.88,,23.29,35.59,46.0,14/12/10,108.4,0.31,60.1,7.5,,,,,88.05,35.902,89.35,65.97,,0.027,0.2058,116.01,1.0,normal,0.0,0.0326,False,corrosion_fatigue,none,A_healthy,0.0197,0.0,1.0,,294.12,153.14,21174.44,17734.58,11527.48,23941.68,kalman_filter,3439.86,2986.7,2706.0,0.0032,0.0101,0.0452,1.142,45209.0,0.9952,1.302e-05,False,none,none,,,,,,2021-04-11T03:51:01,2021-12-25T18:57:11,mixed,False,specialist,False,76.0,,,none,none,1290997.82,1704656.04,386399.17,64549.89,24.03,74942.81,5.93,99.99,85.835,1804.2,0.6,6.799,60,False,False,variable_mild,75.21,78.61,53,1,0,0,steam,none,65.55,98.14,1.869,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-07T00:25:24,54,432.42,432.42,2.219,8.341,3.758,2.855,,,64.01,64.96,,23.29,41.67,46.09,14/12/10,219.5,0.409,65.9,7.3,,,,,87.45,35.976,88.5,66.46,,0.218,0.0047,41.82,0.9732,normal,-0.00536422,0.0719,False,corrosion_fatigue,none,A_healthy,0.02,0.0,1.0,,282.92,129.84,21166.58,18350.64,11927.91,24773.36,kalman_filter,2815.94,3069.71,2706.0,0.0032,0.0101,0.0453,1.142,45209.0,0.9951,1.305e-05,False,none,none,,,,,,2021-04-24T07:44:27,2022-01-16T22:27:48,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,406108.59,64549.89,46.06,74942.81,7.47,99.99,89.043,1804.2,0.6,1.291,60,False,False,variable_mild,89.11,84.21,54,0,0,0,gas_compressed_air,none,24.91,151.46,2.658,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-07T08:17:08,55,440.29,440.29,2.103,7.039,3.347,3.77,,,59.9,63.1,,23.29,39.81,45.39,13/11/9,111.9,0.439,24.4,3.0,,,,,87.41,36.516,88.34,69.14,,0.758,0.1126,0.55,0.9903,normal,-0.00194466,0.0086,False,corrosion_fatigue,none,A_healthy,0.0204,0.0,1.0,,103.42,156.53,21158.71,17580.94,11427.61,23734.28,particle_filter,3577.77,3501.59,2706.0,0.0032,0.0102,0.0453,1.142,45209.0,0.995,1.309e-05,False,none,none,,,,,,2021-04-08T14:45:29,2021-12-21T00:05:19,mixed,False,journeyman,False,14.0,,,none,none,1290997.82,1704656.04,442119.3,64549.89,41.6,74942.81,16.36,99.978,83.396,1804.2,0.6,4.293,60,False,False,variable_mild,87.71,90.6,55,0,0,0,water,particulate_severe,21.75,30.64,1.336,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-07T16:08:52,56,448.15,448.15,1.766,6.59,3.73,3.343,,,59.9,62.97,,23.29,39.68,44.24,14/12/10,123.3,0.454,13.2,2.3,,,,,87.74,35.043,89.99,65.98,,0.373,0.0293,38.99,0.9885,normal,-0.00230605,0.0218,False,corrosion_fatigue,none,A_healthy,0.0207,0.0,1.0,,175.98,124.38,21150.85,19625.46,12756.55,26494.37,weibull_regression,1525.39,1292.47,2706.0,0.0032,0.0102,0.0453,1.142,45209.0,0.9949,1.312e-05,False,none,none,,,,,,2021-05-21T12:52:43,2022-03-03T17:47:25,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,340979.86,64549.89,56.59,74942.81,8.85,99.988,82.857,1804.2,0.6,4.997,60,False,False,variable_mild,85.22,91.2,56,1,0,0,oil_process,none,22.97,2.93,7.561,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-08T00:00:36,57,456.01,456.01,1.906,5.788,3.037,2.996,,,60.22,57.76,,23.29,34.47,45.4,13/11/9,252.7,0.36,33.8,9.4,,,,,86.5,32.908,89.56,66.1,,2.327,0.0444,207.65,0.9939,normal,-0.00121817,0.0,False,corrosion_fatigue,none,A_healthy,0.0211,0.0,1.0,,83.0,146.41,21142.99,22705.39,14758.5,30652.27,lstm_sequence,-1562.4,1506.6,2706.0,0.0033,0.0102,0.0453,1.142,45209.0,0.9948,1.315e-05,False,none,none,,,,,,2021-07-25T00:42:16,2022-06-21T03:35:26,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,237192.94,64549.89,21.36,74942.81,13.18,99.982,84.099,1804.2,0.6,5.649,60,False,False,variable_mild,81.51,92.74,57,1,0,0,oil_hydraulic,none,48.6,6.58,18.377,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-08T07:52:20,58,463.87,463.87,2.008,6.15,3.062,2.993,,,66.16,63.05,,23.29,39.76,45.25,13/11/9,95.9,0.388,28.4,6.0,,,,,87.28,33.677,88.37,67.22,,1.523,0.0096,185.5,0.9684,normal,-0.00632776,0.044,False,corrosion_fatigue,none,A_healthy,0.0215,0.0136,1.0,,320.11,148.32,21135.13,17425.82,11326.78,23524.85,xgboost_gradient,3709.31,4489.4,2706.0,0.0033,0.0102,0.0454,1.142,45209.0,0.9947,1.318e-05,False,none,none,,,,,,2021-04-06T08:46:48,2021-12-16T11:48:56,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,372571.36,64549.89,36.58,74942.81,7.89,99.989,86.108,1804.2,0.6,4.718,60,False,False,variable_mild,92.04,90.92,58,1,0,0,oil_process,none,76.01,5.66,1.811,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-08T15:44:04,59,471.73,471.73,1.859,7.193,3.87,3.472,,,56.48,67.23,,23.29,43.94,44.4,15/13/11,134.5,0.438,36.1,4.6,,,,,87.64,35.729,90.95,65.68,,0.396,0.0455,90.67,0.9864,normal,0.00264033,0.0561,False,corrosion_fatigue,abrasive_wear,A_healthy,0.0218,0.0,1.0,,206.06,129.95,21127.27,19947.87,12966.12,26929.63,weibull_regression,1179.39,1356.09,2706.0,0.0033,0.0102,0.0454,1.142,45209.0,0.9946,1.321e-05,False,none,none,,,,,,2021-05-29T05:40:17,2022-03-16T03:25:38,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,239612.49,64549.89,59.13,74942.81,10.02,99.987,84.168,1804.2,0.6,3.517,60,False,False,variable_mild,112.95,91.81,59,0,0,0,oil_process,none,66.3,28.23,1.545,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-08T23:35:48,60,479.6,479.6,1.833,6.236,3.402,3.253,,,57.88,62.96,,23.29,39.66,45.79,13/11/9,96.0,0.585,30.4,6.3,,,,,87.01,34.107,88.65,62.89,,0.194,0.0197,49.11,1.0,normal,0.00194466,0.0392,False,corrosion_fatigue,none,A_healthy,0.0222,0.0035,1.0,,28.95,146.97,21119.4,16572.66,10772.23,22373.09,physics_informed_nn,4546.74,5879.22,2706.0,0.0033,0.0102,0.0454,1.142,45209.0,0.9945,1.325e-05,False,none,none,,,,,,2021-03-20T05:55:34,2021-11-16T22:21:24,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,421508.9,64549.89,48.83,74942.81,25.6,99.966,84.082,1804.2,0.6,3.555,60,False,False,variable_mild,93.06,83.92,60,0,0,0,oil_process,none,21.51,3.27,1.352,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-09T07:27:32,61,487.46,487.46,1.997,6.627,3.318,2.734,,,58.79,57.54,,23.29,34.25,47.06,13/11/9,67.0,0.472,58.8,17.2,,,,,87.67,33.476,88.39,62.77,,2.758,0.0392,147.46,1.0,normal,0.00230605,0.0202,False,corrosion_fatigue,none,A_healthy,0.0226,0.0122,1.0,,78.93,163.59,21111.54,22847.19,14850.68,30843.71,kalman_filter,-1735.65,1798.11,2706.0,0.0033,0.0102,0.0455,1.142,45209.0,0.9943,1.328e-05,False,none,none,,,,,,2021-07-29T07:03:20,2022-06-27T11:34:24,mixed,False,journeyman,False,66.0,,,none,none,1290997.82,1704656.04,268026.73,64549.89,25.58,74942.81,10.51,99.986,85.709,1804.2,0.6,2.258,60,False,False,variable_mild,79.26,79.67,61,1,0,0,oil_process,water_ingress,55.03,30.9,0.353,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-09T15:19:16,62,495.32,495.32,2.202,7.657,3.478,3.307,,,62.94,61.8,,23.29,38.5,47.95,14/12/10,268.4,0.334,14.6,2.7,,,,,86.9,33.323,90.81,63.2,,0.304,0.0058,171.72,1.0,normal,0.00121817,0.0488,False,corrosion_fatigue,none,A_healthy,0.0229,0.0,1.0,,23.64,151.92,21103.68,23405.82,15213.78,31597.86,kalman_filter,-2302.14,2327.8,2706.0,0.0033,0.0103,0.0455,1.142,45209.0,0.9942,1.331e-05,False,none,none,,,,,,2021-08-10T06:13:55,2022-07-17T14:16:10,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,307244.57,64549.89,29.6,74942.81,7.39,99.99,84.08,1804.2,0.6,5.549,60,False,False,variable_mild,86.83,91.29,62,1,0,0,oil_hydraulic,particulate_severe,76.46,4.99,7.25,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-09T23:11:01,63,503.18,503.18,1.826,4.57,2.503,2.82,,,59.25,58.27,,23.29,34.98,45.81,14/12/10,113.9,0.351,38.8,8.9,,,,,88.64,35.336,89.4,66.23,,0.136,0.0658,73.22,1.0,normal,0.00632776,0.0029,False,corrosion_fatigue,none,A_healthy,0.0233,0.0,1.0,,71.23,153.76,21095.82,19404.03,12612.62,26195.44,physics_informed_nn,1691.79,1934.06,2706.0,0.0033,0.0103,0.0455,1.142,45209.0,0.9941,1.334e-05,False,none,none,,,,,,2021-05-19T05:11:57,2022-02-26T04:36:36,mixed,False,specialist,False,82.0,,,none,none,1290997.82,1704656.04,606127.83,64549.89,42.52,74942.81,25.62,99.966,79.519,1804.2,0.6,6.693,60,False,False,variable_mild,83.48,88.14,63,1,0,0,steam,particulate_severe,85.1,6.96,0.475,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-10T07:02:45,64,511.05,511.05,1.929,7.747,4.015,3.571,,,62.86,58.82,,23.29,35.53,46.33,14/12/10,68.2,0.382,11.7,1.5,,,,,88.12,35.002,89.22,62.92,,0.201,0.0014,114.81,0.9943,normal,0.0015762,0.0166,False,corrosion_fatigue,abrasive_wear,A_healthy,0.0237,0.0052,1.0,,138.25,144.51,21087.95,22714.42,14764.37,30664.47,lstm_sequence,-1626.47,1606.6,2706.0,0.0033,0.0103,0.0456,1.142,45209.0,0.994,1.337e-05,False,none,none,,,,,,2021-07-27T12:15:23,2022-06-23T18:18:14,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,294853.69,64549.89,56.04,74942.81,13.66,99.982,83.161,1804.2,0.6,6.579,60,False,False,variable_mild,77.45,95.21,64,0,0,1,water,chemical_contamination,89.11,45.11,1.017,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-10T14:54:29,65,518.91,518.91,2.219,5.654,2.547,3.13,,,61.72,61.49,,23.29,38.2,48.86,14/12/10,145.9,0.344,15.5,4.0,,,,,89.41,36.088,90.69,67.93,,1.427,0.0231,100.54,0.9865,normal,-0.00270794,0.0583,False,corrosion_fatigue,none,A_healthy,0.024,0.0024,1.0,,220.76,138.51,21080.09,22038.35,14324.93,29751.78,particle_filter,-958.26,863.17,2706.0,0.0033,0.0103,0.0456,1.142,45209.0,0.9939,1.339e-05,False,none,none,,,,,,2021-07-13T18:05:07,2022-05-31T03:30:34,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,630355.63,64549.89,23.58,74942.81,13.85,99.982,90.385,1804.2,0.6,6.971,60,False,False,variable_mild,88.66,89.31,65,1,0,0,gas_compressed_air,none,81.0,28.96,2.805,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-10T22:46:13,66,526.77,526.77,2.23,9.259,4.152,3.06,,,58.88,57.45,,23.29,34.16,45.91,14/12/10,77.7,0.377,16.8,2.3,,,,,85.36,35.1,89.67,67.58,,2.088,0.018,96.22,0.9928,normal,-0.0014373,0.0352,False,corrosion_fatigue,none,A_healthy,0.0244,0.0032,1.0,,95.03,168.8,21072.23,18014.46,11709.4,24319.52,weibull_regression,3057.77,3113.94,2706.0,0.0033,0.0103,0.0456,1.142,45209.0,0.9938,1.342e-05,False,none,none,,,,,,2021-04-21T05:59:56,2022-01-08T23:03:31,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,340990.79,64549.89,52.87,74942.81,29.49,99.961,80.332,1804.2,0.6,6.228,60,False,False,variable_mild,85.08,91.59,66,1,0,1,water,chemical_contamination,79.14,36.2,2.284,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-11T06:37:57,67,534.63,534.63,1.933,5.815,3.009,2.988,,,58.22,61.35,,23.29,38.06,46.68,13/11/9,130.6,0.367,22.8,3.1,,,,,87.18,33.252,91.3,64.77,,0.088,0.0025,21.98,0.9909,normal,-0.00182822,0.0057,False,corrosion_fatigue,none,A_healthy,0.0248,0.0226,1.0,,196.56,146.19,21064.37,19311.46,12552.45,26070.47,lstm_sequence,1752.91,1980.35,2706.0,0.0033,0.0103,0.0457,1.142,45209.0,0.9937,1.345e-05,False,none,none,,,,,,2021-05-18T14:21:37,2022-02-24T05:22:12,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,195551.5,64549.89,20.28,74942.81,11.55,99.985,80.205,1804.2,0.6,4.244,60,False,False,variable_mild,97.13,81.74,67,1,0,0,oil_process,none,61.56,4.73,1.595,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-11T14:29:41,68,542.49,542.49,1.766,4.47,2.531,3.282,,,59.42,60.98,,23.29,37.68,47.29,13/11/9,83.8,0.373,18.7,2.0,,,,,88.43,36.418,89.52,62.55,,0.9,0.0281,140.31,0.9876,normal,-0.00248451,0.0329,False,corrosion_fatigue,erosion,A_healthy,0.0251,0.0,1.0,,134.18,145.14,21056.51,19750.73,12837.98,26663.49,physics_informed_nn,1305.77,1475.54,2706.0,0.0033,0.0103,0.0457,1.142,45209.0,0.9936,1.348e-05,False,none,none,,,,,,2021-05-28T01:51:41,2022-03-12T02:37:05,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,210332.77,64549.89,36.95,74942.81,6.85,99.99,84.266,1804.2,0.6,5.799,60,False,False,variable_mild,94.75,67.54,68,1,0,0,water,none,62.73,0.25,2.421,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-11T22:21:25,69,550.36,550.36,1.999,5.417,2.709,3.048,,,60.71,59.01,,23.29,35.72,44.05,14/12/10,179.7,0.452,29.6,7.4,,,,,87.51,33.684,90.13,64.91,,0.854,0.0157,130.87,0.9963,normal,0.00040887,0.0278,False,corrosion_fatigue,none,A_healthy,0.0255,0.0,1.0,,38.58,150.85,21048.64,23320.08,15158.05,31482.1,xgboost_gradient,-2271.43,2344.14,2706.0,0.0033,0.0104,0.0457,1.142,45209.0,0.9935,1.351e-05,False,none,none,,,,,,2021-08-10T18:23:41,2022-07-16T20:25:16,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,550922.76,64549.89,35.58,74942.81,23.07,99.969,84.384,1804.2,0.6,7.732,60,True,False,variable_mild,86.07,90.2,69,1,0,0,oil_process,particulate_severe,87.08,17.08,0.842,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-12T06:13:09,70,558.22,558.22,2.025,7.329,3.619,2.833,,,63.43,63.38,,23.29,40.08,44.59,13/11/9,133.1,0.428,11.3,1.6,,,,,86.52,33.018,90.13,65.94,,0.073,0.1164,67.12,0.9957,normal,0.00185503,0.0761,False,corrosion_fatigue,none,A_healthy,0.0258,0.0157,1.0,,208.37,150.92,21040.78,23680.6,15392.39,31968.8,physics_informed_nn,-2639.82,2728.8,2706.0,0.0033,0.0104,0.0458,1.142,45209.0,0.9934,1.353e-05,False,none,none,,,,,,2021-08-18T14:31:02,2022-07-29T22:43:33,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,195051.46,64549.89,38.76,74942.81,2.94,99.99,88.784,1804.2,0.6,1.818,60,False,False,variable_mild,93.2,86.81,70,2,0,1,steam,none,63.73,4.88,0.141,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-12T14:04:53,71,566.08,566.08,2.044,8.302,4.062,3.157,,,60.37,65.19,,23.29,41.9,47.56,13/11/9,67.0,0.313,23.9,6.3,,,,,86.7,33.568,90.75,63.96,,0.546,0.0138,31.99,0.9965,normal,0.00073451,0.0631,False,corrosion_fatigue,none,A_healthy,0.0262,0.0014,1.0,,101.41,153.17,21032.92,23083.3,15004.14,31162.45,particle_filter,-2050.38,2370.14,2706.0,0.0033,0.0104,0.0458,1.142,45209.0,0.9933,1.356e-05,False,none,none,,,,,,2021-08-06T11:43:51,2022-07-09T02:53:07,mixed,False,master_technician,False,13.0,,,none,none,1290997.82,1704656.04,270321.77,64549.89,24.47,74942.81,20.3,99.973,84.817,1804.2,0.6,2.825,60,False,False,variable_mild,98.86,91.64,71,2,0,0,oil_hydraulic,water_ingress,64.31,10.65,0.046,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-12T21:56:37,72,573.94,573.94,2.093,8.201,3.918,3.029,,,60.62,66.04,,23.29,42.75,45.6,14/12/10,77.8,0.511,89.7,21.3,,,,,87.54,34.53,88.9,65.24,,0.618,0.2386,151.29,0.9771,normal,-0.00276138,0.0622,False,corrosion_fatigue,none,A_healthy,0.0266,0.0,1.0,,349.06,151.5,21025.06,24549.75,15957.34,33142.16,particle_filter,-3524.69,4254.38,2706.0,0.0033,0.0104,0.0458,1.142,45209.0,0.9932,1.359e-05,False,none,none,,,,,,2021-09-06T08:49:06,2022-08-30T09:13:50,mixed,False,apprentice,False,89.0,,,none,none,1290997.82,1704656.04,219224.31,64549.89,22.7,74942.81,16.99,99.977,85.415,1804.2,0.6,6.537,60,False,False,variable_mild,102.33,97.43,72,2,0,0,water,particulate_severe,39.63,103.15,0.351,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-13T05:48:21,73,581.81,581.81,2.082,6.82,3.275,2.759,,,57.41,62.91,,23.29,39.62,46.78,14/12/10,94.1,0.537,25.1,3.3,,,,,87.02,35.338,88.9,62.9,,0.933,0.0728,16.78,1.0,normal,0.00248451,0.0,False,corrosion_fatigue,none,A_healthy,0.0269,0.0,1.0,,191.45,151.96,21017.19,21965.04,14277.28,29652.8,lstm_sequence,-947.84,1115.54,2706.0,0.0033,0.0104,0.0458,1.142,45209.0,0.9931,1.361e-05,False,none,none,,,,,,2021-07-14T20:19:31,2022-05-31T04:05:20,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,198208.9,64549.89,33.72,74942.81,9.57,99.987,81.577,1804.2,0.6,6.306,60,False,False,variable_mild,90.53,71.33,73,0,0,0,none,particulate_severe,79.02,63.38,8.593,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-13T13:40:05,74,589.67,589.67,1.939,7.918,4.084,2.841,,,66.16,61.51,,23.29,38.21,47.58,14/12/10,62.5,0.358,17.2,2.0,,,,,89.66,34.71,90.05,64.61,,1.402,0.002,50.36,1.0,normal,0.00073882,0.0137,False,corrosion_fatigue,none,A_healthy,0.0273,0.006,1.0,,51.91,149.15,21009.33,17567.46,11418.85,23716.07,weibull_regression,3441.87,3361.49,2706.0,0.0034,0.0104,0.0459,1.142,45209.0,0.993,1.364e-05,False,none,none,,,,,,2021-04-14T13:23:54,2021-12-26T18:00:35,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,486875.3,64549.89,50.3,74942.81,28.28,99.962,83.317,1804.2,0.6,7.631,60,False,False,variable_mild,98.53,102.56,74,2,0,1,gas_compressed_air,none,40.8,0.31,2.228,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-13T21:31:49,75,597.53,597.53,1.926,6.92,3.593,3.289,,,65.31,65.7,,23.29,42.41,46.54,15/13/11,155.2,0.391,16.9,4.2,,,,,88.33,33.768,90.84,67.54,,0.236,0.0383,205.49,0.9739,normal,-0.00436244,0.0708,False,corrosion_fatigue,none,A_healthy,0.0277,0.0024,1.0,,404.66,144.09,21001.47,22620.58,14703.38,30537.78,xgboost_gradient,-1619.11,1546.55,2706.0,0.0034,0.0104,0.0459,1.142,45209.0,0.9929,1.367e-05,False,none,none,,,,,,2021-07-29T03:49:11,2022-06-24T01:01:20,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,530322.66,64549.89,51.97,74942.81,18.41,99.975,87.318,1804.2,0.6,6.3,60,False,False,variable_mild,100.04,89.64,75,1,1,0,oil_hydraulic,none,21.57,34.83,4.551,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-14T05:23:34,76,605.39,605.39,2.145,7.117,3.319,2.61,,,59.64,60.49,,23.29,37.2,44.81,14/12/10,71.4,0.374,32.5,3.7,,,,,87.25,35.213,89.69,65.52,,0.119,0.031,149.84,0.9943,normal,-0.00044255,0.0,False,corrosion_fatigue,none,A_healthy,0.028,0.0123,1.0,,82.16,175.81,20993.61,16399.2,10659.48,22138.91,physics_informed_nn,4594.41,5400.0,2706.0,0.0034,0.0104,0.0459,1.142,45209.0,0.9928,1.369e-05,False,none,none,,,,,,2021-03-21T20:59:26,2021-11-16T00:42:33,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,508372.27,64549.89,54.96,74942.81,10.35,99.986,82.266,1804.2,0.6,6.548,60,True,False,variable_mild,98.9,75.43,76,1,0,1,oil_process,chemical_contamination,64.22,94.86,2.578,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-14T13:15:18,77,613.26,613.26,2.352,9.504,4.04,3.406,,,64.46,54.9,,23.29,31.6,47.58,14/12/10,72.8,0.367,36.2,5.2,,,,,88.18,36.886,90.4,68.24,,1.019,0.0585,55.25,0.9953,normal,0.00364324,0.0,False,corrosion_fatigue,none,A_healthy,0.0284,0.0,1.0,,167.21,155.61,20985.74,18605.69,12093.7,25117.68,particle_filter,2380.06,2498.7,2706.0,0.0034,0.0105,0.046,1.142,45209.0,0.9927,1.372e-05,False,none,none,,,,,,2021-05-07T04:05:52,2022-02-02T12:05:16,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,225307.0,64549.89,49.61,74942.81,28.05,99.963,84.425,1804.2,0.6,2.112,60,False,False,variable_mild,77.5,70.44,77,1,0,0,oil_process,none,30.01,45.86,0.545,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-14T21:07:02,78,621.12,621.12,2.012,6.654,3.308,2.709,,,62.71,60.52,,23.29,37.23,47.03,13/11/9,174.0,0.319,21.2,3.5,,,,,86.93,34.905,90.21,62.71,,0.211,0.0443,25.36,1.0,normal,0.0,0.0118,False,corrosion_fatigue,none,A_healthy,0.0288,0.0,1.0,,232.82,152.09,20977.88,16591.61,10784.55,22398.67,lstm_sequence,4386.27,3547.84,2706.0,0.0034,0.0105,0.046,1.142,45209.0,0.9926,1.374e-05,False,none,none,,,,,,2021-03-26T12:55:20,2021-11-23T11:59:09,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,321569.92,64549.89,26.38,74942.81,7.09,99.99,77.423,1804.2,0.6,6.698,60,False,False,variable_mild,92.15,89.36,78,2,0,0,oil_process,particulate_mild,37.38,2.68,1.37,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-15T04:58:46,79,628.98,628.98,1.801,7.599,4.219,3.224,,,59.78,63.0,,23.29,39.71,45.06,13/11/9,62.6,0.555,45.7,10.9,,,,,87.8,35.612,89.93,65.82,,0.163,0.1666,6.01,0.9952,normal,-0.0009693,0.0571,False,corrosion_fatigue,none,A_healthy,0.0291,0.0151,1.0,,76.71,155.47,20970.02,24587.85,15982.1,33193.6,particle_filter,-3617.83,2907.65,2706.0,0.0034,0.0105,0.046,1.142,45209.0,0.9924,1.377e-05,False,none,none,,,,,,2021-09-09T10:54:14,2022-09-03T00:39:04,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,443381.2,64549.89,57.25,74942.81,7.83,99.99,87.088,1804.2,0.6,4.863,60,False,False,variable_mild,84.45,72.22,79,1,0,0,gas_compressed_air,particulate_severe,59.55,67.44,0.988,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-15T12:50:30,80,636.84,636.84,1.887,8.214,4.353,2.557,,,57.93,61.24,,23.29,37.94,47.21,14/12/10,102.2,0.524,36.9,9.5,,,,,87.05,35.014,90.48,60.17,,0.175,0.065,30.11,0.9891,normal,0.00304494,0.0,False,corrosion_fatigue,none,A_healthy,0.0295,0.0085,1.0,,231.1,167.14,20962.16,18167.56,11808.91,24526.2,lstm_sequence,2794.6,3465.19,2706.0,0.0034,0.0105,0.046,1.142,45209.0,0.9923,1.379e-05,False,none,none,,,,,,2021-04-29T00:37:14,2022-01-18T23:15:57,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,248249.22,64549.89,37.54,74942.81,11.5,99.985,82.01,1804.2,0.6,5.589,60,False,False,variable_mild,97.63,76.79,80,1,0,1,oil_hydraulic,chemical_contamination,75.94,15.15,3.279,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-15T20:42:14,81,644.7,644.7,1.964,6.743,3.432,3.475,,,63.86,60.84,,23.29,37.55,46.03,14/12/10,95.5,0.35,32.6,7.9,,,,,88.93,36.842,87.75,67.29,,0.239,0.0614,24.89,0.983,normal,-0.00225864,0.0,False,corrosion_fatigue,none,A_healthy,0.0298,0.0164,1.0,,183.5,140.18,20954.3,23742.01,15432.3,32051.71,xgboost_gradient,-2787.71,3003.17,2706.0,0.0034,0.0105,0.0461,1.142,45209.0,0.9922,1.381e-05,False,none,none,,,,,,2021-08-23T11:42:26,2022-08-04T17:24:34,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,521930.73,64549.89,24.52,74942.81,18.23,99.976,85.185,1804.2,0.6,2.657,60,False,False,variable_mild,94.21,95.07,81,1,0,0,oil_hydraulic,none,53.6,29.6,0.266,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-16T04:33:58,82,652.57,652.57,2.245,9.734,4.335,2.689,,,62.14,60.76,,23.29,37.46,45.84,14/12/10,86.3,0.36,12.5,3.6,,,,,88.05,36.403,90.21,65.91,,0.345,0.0204,56.2,0.9959,normal,0.00012255,0.0228,False,corrosion_fatigue,none,A_healthy,0.0302,0.0,1.0,,144.1,149.24,20946.43,18106.28,11769.08,24443.47,lstm_sequence,2840.16,2689.15,2706.0,0.0034,0.0105,0.0461,1.142,45209.0,0.9921,1.384e-05,False,none,none,,,,,,2021-04-28T09:42:17,2022-01-17T10:54:06,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,601484.09,64549.89,38.99,74942.81,5.83,99.99,87.946,1804.2,0.6,2.698,60,False,False,variable_mild,79.13,72.04,82,1,0,5,gas_compressed_air,none,62.16,43.37,0.69,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-16T12:25:42,83,660.43,660.43,2.101,8.305,3.953,3.122,,,60.37,62.14,,23.29,38.85,44.34,14/12/10,120.2,0.419,47.0,11.3,,,,,88.91,34.68,89.12,64.28,,0.395,0.0269,103.1,0.9734,normal,-0.00532123,0.0799,False,corrosion_fatigue,none,A_healthy,0.0306,0.012,1.0,,457.42,143.2,20938.57,22211.64,14437.56,29985.71,physics_informed_nn,-1273.06,1286.48,2706.0,0.0034,0.0105,0.0461,1.142,45209.0,0.992,1.386e-05,False,none,none,,,,,,2021-07-23T06:14:48,2022-06-12T04:19:09,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,640775.72,64549.89,33.48,74942.81,10.71,99.986,84.61,1804.2,0.6,2.783,60,False,False,variable_mild,85.15,91.54,83,1,0,2,water,none,62.16,51.44,0.828,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-16T20:17:26,84,668.29,668.29,1.864,5.734,3.076,2.907,,,57.14,62.07,,23.29,38.77,48.48,13/11/9,136.0,0.508,35.9,7.7,,,,,87.43,35.65,89.57,62.77,,0.095,0.0004,157.66,0.9959,normal,0.0001558,0.0216,False,corrosion_fatigue,none,A_healthy,0.0309,0.0,1.0,,234.89,135.72,20930.71,25225.78,16396.76,34054.81,particle_filter,-4295.08,3763.47,2706.0,0.0034,0.0105,0.0462,1.142,45209.0,0.9919,1.388e-05,False,none,none,,,,,,2021-09-24T09:10:58,2022-09-27T06:12:26,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,390577.61,64549.89,27.07,74942.81,9.27,99.988,84.436,1804.2,0.6,7.913,60,False,False,variable_mild,90.1,83.16,84,0,0,0,oil_hydraulic,none,75.59,36.28,3.52,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-17T04:09:10,85,676.15,676.15,2.222,8.479,3.816,2.948,,,56.45,60.1,,23.29,36.8,48.31,13/11/9,166.0,0.339,39.1,8.3,,,,,87.3,34.565,90.76,64.97,,0.227,0.0032,348.04,1.0,normal,0.00217042,0.0039,False,corrosion_fatigue,none,A_healthy,0.0313,0.0073,1.0,,208.69,150.82,20922.85,17989.13,11692.94,24285.33,physics_informed_nn,2933.72,2937.0,2706.0,0.0034,0.0106,0.0462,1.142,45209.0,0.9918,1.391e-05,False,none,none,,,,,,2021-04-26T22:43:06,2022-01-14T06:54:51,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,373741.49,64549.89,47.11,74942.81,5.98,99.99,89.293,1804.2,0.6,3.867,60,False,False,variable_mild,90.64,87.75,85,1,0,0,gas_compressed_air,particulate_mild,80.7,59.27,4.059,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-17T12:00:54,86,684.02,684.02,1.942,5.402,2.781,3.381,,,60.52,61.96,,23.29,38.67,43.54,13/11/9,52.8,0.344,15.0,4.4,,,,,86.29,35.126,88.84,61.83,,0.814,0.0777,118.56,1.0,normal,0.00340398,0.0,False,corrosion_fatigue,none,A_healthy,0.0317,0.0125,1.0,,173.45,128.01,20914.98,18944.97,12314.23,25575.71,physics_informed_nn,1970.01,1630.69,2706.0,0.0034,0.0106,0.0462,1.142,45209.0,0.9917,1.393e-05,False,none,none,,,,,,2021-05-17T04:30:00,2022-02-17T11:14:22,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,520942.78,64549.89,48.51,74942.81,8.14,99.989,87.99,1804.2,0.6,7.359,60,False,False,variable_mild,103.46,85.16,86,2,0,0,gas_compressed_air,none,86.31,7.13,0.009,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-17T19:52:38,87,691.88,691.88,1.558,4.297,2.757,2.936,,,59.45,60.91,,23.29,37.62,46.12,13/11/9,192.7,0.541,14.4,3.2,,,,,87.58,35.598,90.58,62.02,,0.491,0.0195,49.66,0.9878,normal,-0.00162416,0.0503,False,corrosion_fatigue,thermal_degradation,A_healthy,0.032,0.0017,1.0,,135.96,154.4,20907.12,22403.03,14561.97,30244.09,lstm_sequence,-1495.91,1377.53,2706.0,0.0034,0.0106,0.0462,1.142,45209.0,0.9916,1.395e-05,False,none,none,,,,,,2021-07-28T13:23:34,2022-06-20T06:27:12,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,282501.92,64549.89,51.03,74942.81,37.96,99.949,85.688,1804.2,0.6,4.903,60,False,False,variable_mild,79.66,99.77,87,1,0,0,gas_compressed_air,chemical_contamination,59.41,60.77,3.893,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-18T03:44:22,88,699.74,699.74,2.117,9.191,4.342,3.162,,,61.8,58.78,,23.29,35.49,43.69,13/11/9,65.7,0.329,20.8,5.4,,,,,88.46,35.309,88.17,62.53,,0.071,0.0463,16.95,0.9967,normal,0.00465287,0.0207,False,corrosion_fatigue,none,A_healthy,0.0324,0.0046,1.0,,236.21,157.95,20899.26,25067.29,16293.74,33840.85,lstm_sequence,-4168.03,5395.33,2706.0,0.0034,0.0106,0.0463,1.142,45209.0,0.9915,1.398e-05,False,none,none,,,,,,2021-09-22T09:23:10,2022-09-22T22:56:19,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,267475.35,64549.89,22.67,74942.81,15.74,99.979,89.338,1804.2,0.6,4.097,60,False,False,variable_mild,81.97,87.13,88,0,0,0,none,chemical_contamination,55.98,154.85,0.953,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-18T11:36:07,89,707.6,707.6,1.942,7.954,4.097,2.886,,,62.55,56.77,,23.29,33.48,45.1,14/12/10,122.4,0.359,19.8,5.2,,,,,87.65,34.805,89.86,62.48,,0.567,0.0968,55.08,1.0,normal,0.0008135,0.0306,False,corrosion_fatigue,none,A_healthy,0.0328,0.0159,1.0,,44.58,147.26,20891.4,23015.42,14960.02,31070.81,physics_informed_nn,-2124.02,2155.55,2706.0,0.0034,0.0106,0.0463,1.142,45209.0,0.9914,1.4e-05,False,none,none,,,,,,2021-08-10T23:18:39,2022-07-12T14:42:27,mixed,False,master_technician,False,60.0,,,none,none,1290997.82,1704656.04,449409.57,64549.89,56.48,74942.81,15.86,99.979,82.116,1804.2,0.6,1.263,60,False,False,variable_mild,85.88,87.58,89,2,0,0,steam,particulate_mild,46.5,93.11,1.055,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-18T19:27:51,90,715.46,715.46,1.705,5.774,3.386,2.7,,,57.79,58.53,,23.29,35.23,48.67,13/11/9,64.8,0.429,12.6,1.7,,,,,88.33,36.027,90.42,64.37,,0.004,0.0374,28.65,1.0,normal,0.0,0.0261,False,corrosion_fatigue,adhesive_wear,A_healthy,0.0331,0.0122,1.0,,72.53,143.5,20883.54,16509.76,10731.34,22288.17,weibull_regression,4373.78,4106.76,2706.0,0.0034,0.0106,0.0463,1.142,45209.0,0.9913,1.402e-05,False,none,none,,,,,,2021-03-28T18:20:35,2021-11-24T12:45:29,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,539386.27,64549.89,24.59,74942.81,19.61,99.974,84.069,1804.2,0.6,2.254,60,False,False,variable_mild,87.59,101.42,90,1,0,1,oil_process,none,88.16,26.88,1.068,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-19T03:19:35,91,723.33,723.33,2.488,6.231,2.504,3.137,,,62.19,60.82,,23.29,37.53,46.36,14/12/10,121.8,0.585,24.2,5.4,,,,,87.84,35.643,90.21,65.05,,0.172,0.0349,28.8,1.0,normal,0.0,0.0789,False,corrosion_fatigue,erosion,A_healthy,0.0335,0.0063,1.0,,45.32,129.75,20875.67,22208.89,14435.78,29982.01,kalman_filter,-1333.22,1658.5,2706.0,0.0034,0.0106,0.0464,1.142,45209.0,0.9911,1.404e-05,False,none,none,,,,,,2021-07-25T19:46:24,2022-06-14T16:53:10,mixed,False,specialist,True,,,,none,none,1290997.82,1704656.04,303609.63,64549.89,36.48,74942.81,20.58,99.973,79.527,1804.2,0.6,6.791,60,False,False,variable_mild,97.72,79.35,91,2,0,2,none,none,66.1,1.88,1.317,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-19T11:11:19,92,731.19,731.19,2.148,7.763,3.614,2.8,,,60.13,63.14,,23.29,39.84,45.95,14/12/10,129.3,0.399,20.6,2.5,,,,,86.05,33.305,90.44,65.07,,0.114,0.0966,119.84,0.99,normal,0.00045155,0.0,False,corrosion_fatigue,none,A_healthy,0.0339,0.0256,1.0,,219.63,138.25,20867.81,17087.89,11107.13,23068.65,weibull_regression,3779.92,3761.44,2706.0,0.0034,0.0106,0.0464,1.142,45209.0,0.991,1.406e-05,False,none,none,,,,,,2021-04-10T11:08:04,2021-12-15T15:53:48,mixed,False,apprentice,False,44.0,,,none,none,1290997.82,1704656.04,604358.69,64549.89,22.53,74942.81,9.16,99.988,83.984,1804.2,0.6,6.344,60,False,False,variable_mild,93.59,83.86,92,2,0,0,oil_process,none,78.28,179.1,1.821,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-19T19:03:03,93,739.05,739.05,2.014,7.991,3.969,3.116,,,61.4,59.11,,23.29,35.82,46.1,14/12/10,54.6,0.563,32.6,5.6,,,,,88.19,34.709,89.35,64.34,,0.585,0.0001,70.07,0.9945,normal,-0.00042911,0.0188,False,corrosion_fatigue,none,A_healthy,0.0342,0.0136,1.0,,83.86,152.53,20859.95,23405.52,15213.59,31597.45,kalman_filter,-2545.57,3165.26,2706.0,0.0034,0.0106,0.0464,1.142,45209.0,0.9909,1.408e-05,False,none,none,,,,,,2021-08-20T09:48:37,2022-07-27T17:44:32,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,544338.38,64549.89,59.06,74942.81,18.54,99.975,78.839,1804.2,0.6,6.587,60,False,False,variable_mild,90.84,89.12,93,2,0,0,oil_process,particulate_mild,86.88,62.12,5.507,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-20T02:54:47,94,746.91,746.91,2.059,5.823,2.828,2.564,,,61.55,61.23,,23.29,37.94,46.39,13/11/9,65.6,0.357,26.1,4.0,,,,,88.71,37.179,89.14,64.66,,0.475,0.0127,21.3,0.9817,normal,-0.00366651,0.0,False,corrosion_fatigue,none,A_healthy,0.0346,0.0064,1.0,,190.44,141.43,20852.09,18099.39,11764.6,24434.17,kalman_filter,2752.7,3076.02,2706.0,0.0035,0.0107,0.0464,1.142,45209.0,0.9908,1.411e-05,False,none,none,,,,,,2021-05-02T04:36:20,2022-01-21T03:23:26,mixed,False,apprentice,True,,,,none,none,1290997.82,1704656.04,453432.98,64549.89,36.48,74942.81,17.37,99.977,81.686,1804.2,0.6,1.886,60,False,False,variable_mild,92.48,94.88,94,2,0,0,water,particulate_mild,32.11,3.11,1.724,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-20T10:46:31,95,754.78,754.78,2.065,7.313,3.542,2.546,,,59.47,61.9,,23.29,38.61,44.5,14/12/10,60.8,0.442,78.9,18.3,,,,,87.53,33.921,88.93,66.23,,0.804,0.0764,222.49,0.994,normal,-0.00120719,0.0338,False,corrosion_fatigue,none,A_healthy,0.0349,0.0251,1.0,,122.11,150.83,20844.22,18856.99,12257.04,25456.93,physics_informed_nn,1987.24,2329.8,2706.0,0.0035,0.0107,0.0465,1.142,45209.0,0.9907,1.413e-05,False,none,none,,,,,,2021-05-18T07:16:09,2022-02-17T07:12:53,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,451388.73,64549.89,29.81,74942.81,5.03,99.99,88.535,1804.2,0.6,2.832,60,False,False,variable_mild,85.77,86.43,95,0,0,0,water,chemical_contamination,67.13,14.05,1.423,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-20T18:38:15,96,762.64,762.64,1.964,5.094,2.594,3.856,,,61.89,57.69,,23.29,34.39,45.18,13/11/9,198.6,0.492,34.4,4.9,,,,,87.77,34.284,90.36,66.58,,0.182,0.0191,155.38,0.9813,normal,-0.00373391,0.0218,False,corrosion_fatigue,none,A_healthy,0.0353,0.0096,1.0,,252.29,145.43,20836.36,19318.0,12556.7,26079.29,lstm_sequence,1518.37,1296.79,2706.0,0.0035,0.0107,0.0465,1.142,45209.0,0.9906,1.415e-05,False,none,none,,,,,,2021-05-28T05:38:06,2022-03-05T22:56:00,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,240657.82,64549.89,51.24,74942.81,30.26,99.96,83.529,1804.2,0.6,4.494,60,False,False,variable_mild,82.41,90.55,96,2,0,1,oil_hydraulic,particulate_mild,21.63,84.44,4.912,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-21T02:29:59,97,770.5,770.5,2.003,6.232,3.112,2.759,,,62.1,64.77,,23.29,41.47,45.55,14/12/10,128.8,0.35,27.4,2.8,,,,,87.78,36.024,89.68,61.36,,0.104,0.075,196.5,0.9897,normal,-5.894e-05,0.0569,False,corrosion_fatigue,none,A_healthy,0.0357,0.0072,1.0,,290.79,138.36,20828.5,23220.12,15093.08,31347.17,physics_informed_nn,-2391.62,2958.18,2706.0,0.0035,0.0107,0.0465,1.142,45209.0,0.9905,1.417e-05,False,none,none,,,,,,2021-08-17T20:33:40,2022-07-22T11:36:14,mixed,False,journeyman,True,,,,none,none,1290997.82,1704656.04,313410.48,64549.89,39.61,74942.81,5.36,99.99,84.895,1804.2,0.6,4.632,60,False,False,variable_mild,100.05,78.97,97,1,0,0,none,none,20.61,102.32,10.268,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-21T10:21:43,98,778.36,778.36,2.493,9.324,3.74,3.164,,,55.02,64.3,,23.29,41.01,46.14,14/12/10,108.3,0.354,25.5,6.2,,,,,88.11,36.064,89.48,64.8,,0.39,0.0443,103.52,0.9921,normal,-0.00048176,0.0474,False,corrosion_fatigue,none,A_healthy,0.036,0.0005,1.0,,226.11,155.75,20820.64,22475.29,14608.94,30341.65,physics_informed_nn,-1654.66,2126.85,2706.0,0.0035,0.0107,0.0465,1.142,45209.0,0.9904,1.419e-05,False,none,none,,,,,,2021-08-02T16:00:33,2022-06-26T10:21:44,mixed,False,master_technician,True,,,,none,none,1290997.82,1704656.04,267259.03,64549.89,26.92,74942.81,14.76,99.98,87.367,1804.2,0.6,6.779,60,False,False,variable_mild,98.18,84.99,98,2,0,1,oil_process,chemical_contamination,31.51,33.91,6.74,,,standard
ASSET-000025,heat_exchanger,medium,PrecisionDrive GmbH,MDL-3014-C,2020-03-20,21599.0,1500.0,87.64624623468323,indoor_uncontrolled,paper_pulp,FAC-244,LINE-J,n_plus_1,2020-04-21T18:13:27,99,786.22,786.22,2.194,7.752,3.533,2.884,,,61.53,59.02,,23.29,35.73,44.99,14/12/10,111.4,0.425,23.2,5.0,,,,,87.16,34.03,88.39,63.69,,0.515,0.017,192.98,0.9732,normal,-0.00168393,0.0267,False,corrosion_fatigue,none,A_healthy,0.0364,0.0156,1.0,,387.75,155.78,20812.78,18023.93,11715.56,24332.31,lstm_sequence,2788.84,2405.96,2706.0,0.0035,0.0107,0.0466,1.142,45209.0,0.9903,1.421e-05,False,none,none,,,,,,2021-05-02T06:11:27,2022-01-20T02:34:03,mixed,False,master_technician,False,16.0,,,none,none,1290997.82,1704656.04,511265.85,64549.89,32.26,74942.81,7.9,99.989,84.298,1804.2,0.6,1.368,60,False,False,variable_mild,79.44,88.04,99,2,0,2,gas_compressed_air,none,78.37,10.96,1.553,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T00:49:21,1,0.82,0.82,2.247,6.267,2.789,2.59,,,64.04,60.99,,23.33,37.66,47.43,13/11/9,62.1,0.412,16.4,1.6,5.111,18.756,13.645,98.961,86.08,35.689,90.26,63.97,,0.555,0.0049,132.48,1.0,normal,0.0,0.0413,False,adhesive_wear,none,A_healthy,0.0,0.0176,1.0,,179.66,159.75,44136.18,40032.68,26021.24,54044.11,physics_informed_nn,4103.5,4274.86,13144.0,0.0,0.0001,0.0017,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-09T01:09:37,2016-05-14T20:35:48,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,51092.91,11019.17,39.27,66270.52,8.6,99.987,87.854,8762.7,2.94,1.025,294,False,False,peak_demand,88.35,82.95,1,0,0,0,water,none,59.13,24.75,1.786,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T01:38:43,2,1.65,1.65,1.976,8.148,4.123,2.662,,,62.53,61.42,,23.33,38.1,46.05,14/12/10,139.6,0.414,11.0,1.3,5.491,13.542,8.052,103.428,84.2,35.232,90.22,61.57,,0.551,0.0332,80.96,1.0,normal,0.0,0.0539,False,adhesive_wear,none,A_healthy,0.0,0.0,1.0,,161.22,145.24,44135.35,37706.85,24509.45,50904.25,physics_informed_nn,6428.5,5734.84,13144.0,0.0,0.0001,0.0017,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-21T15:04:17,2016-02-22T12:28:11,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,57712.9,11019.17,47.25,66270.52,12.81,99.981,81.848,8762.7,2.94,1.272,294,False,False,peak_demand,85.56,91.31,2,0,0,0,water,particulate_severe,62.0,14.63,1.877,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T02:28:05,3,2.47,2.47,1.899,6.886,3.625,2.855,,,60.1,60.22,,23.33,36.89,46.1,14/12/10,73.3,0.359,10.0,1.4,5.975,15.122,9.147,105.774,86.96,34.259,89.61,62.28,,0.364,0.0378,6.17,0.9957,normal,-0.00144428,0.0447,False,adhesive_wear,none,A_healthy,0.0001,0.0159,1.0,,59.91,137.84,44134.53,53127.81,34533.08,71722.55,physics_informed_nn,-8993.28,8813.62,13144.0,0.0,0.0001,0.0017,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-07-08T22:22:30,2017-08-21T17:06:36,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,94865.87,11019.17,44.12,66270.52,29.75,99.955,84.153,8762.7,2.94,2.75,294,False,False,peak_demand,83.58,74.62,3,0,0,0,water,none,30.82,21.12,3.094,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T03:17:27,4,3.29,3.29,1.968,6.793,3.451,2.7,,,60.99,57.65,,23.33,34.33,47.43,14/12/10,64.9,0.333,8.3,1.8,9.021,15.736,6.714,99.724,87.48,35.069,90.46,63.9,,0.942,0.0399,9.38,0.9998,normal,-5.368e-05,0.0094,False,adhesive_wear,none,A_healthy,0.0001,0.0038,1.0,,35.34,153.16,44133.71,50643.21,32918.08,68368.33,xgboost_gradient,-6509.5,5686.67,13144.0,0.0,0.0001,0.0017,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-18T04:53:40,2017-05-25T18:01:01,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,49213.05,11019.17,33.23,66270.52,7.93,99.988,84.737,8762.7,2.94,7.362,294,False,False,peak_demand,91.42,82.88,4,0,0,0,water,none,88.25,72.54,1.783,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T04:06:48,5,4.11,4.11,1.49,3.755,2.52,3.017,,,53.06,57.72,,23.33,34.39,48.08,14/12/10,200.9,0.324,16.0,3.7,1.748,11.136,9.389,102.996,85.08,34.441,89.94,67.2,,0.452,0.0521,91.01,1.0,normal,0.0,0.0114,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,123.33,154.84,44132.89,49051.93,31883.75,66220.1,lstm_sequence,-4919.04,4543.07,13144.0,0.0,0.0001,0.0017,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-15T02:04:41,2017-03-30T10:15:12,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,33812.05,11019.17,59.04,66270.52,28.63,99.957,85.823,8762.7,2.94,3.148,294,False,False,peak_demand,88.17,86.6,5,0,0,0,oil_hydraulic,particulate_severe,46.92,40.56,1.817,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T04:56:10,6,4.94,4.94,2.143,7.42,3.463,3.247,,,59.07,57.57,,23.33,34.25,46.75,14/12/10,66.8,0.357,48.0,5.0,3.776,11.285,7.508,101.169,85.47,32.506,88.66,68.82,,0.528,0.0315,32.88,0.9835,normal,-0.00330463,0.1153,False,adhesive_wear,none,A_healthy,0.0001,0.0051,1.0,,606.41,149.0,44132.06,38085.04,24755.28,51414.81,particle_filter,6047.02,7389.36,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-29T15:27:27,2016-03-07T01:13:21,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,67819.19,11019.17,30.66,66270.52,6.31,99.99,84.104,8762.7,2.94,5.514,294,False,False,peak_demand,76.34,81.11,6,0,0,0,steam,none,39.28,5.18,2.483,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T05:45:32,7,5.76,5.76,2.104,8.43,4.006,3.323,,,59.53,54.64,,23.33,31.31,45.52,14/12/10,175.2,0.376,22.1,6.5,2.269,8.954,6.685,92.307,87.15,34.489,89.43,64.71,,0.566,0.0129,1.58,1.0,normal,0.0,0.0268,False,adhesive_wear,none,A_healthy,0.0001,0.0157,1.0,,141.72,161.61,44131.24,51448.0,33441.2,69454.8,lstm_sequence,-7316.76,6197.6,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-06-04T01:45:28,2017-06-23T08:33:26,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,65281.7,11019.17,51.38,66270.52,27.29,99.959,86.01,8762.7,2.94,4.134,294,False,False,peak_demand,74.44,79.85,7,0,0,0,none,particulate_severe,54.81,8.73,3.994,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T06:34:54,8,6.58,6.58,1.66,4.573,2.754,2.814,,,58.93,55.04,,23.33,31.72,48.08,14/12/10,128.9,0.375,5.4,0.6,3.261,10.202,6.941,100.475,86.24,35.297,89.54,62.63,,0.095,0.0764,188.76,1.0,normal,0.00086657,0.0,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,48.44,149.66,44130.42,41288.99,26837.84,55740.14,xgboost_gradient,2841.43,2367.3,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-11-04T11:04:36,2016-06-28T14:13:24,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,52622.2,11019.17,30.48,66270.52,9.37,99.986,86.3,8762.7,2.94,4.176,294,False,False,peak_demand,75.91,76.62,8,0,0,0,oil_process,none,59.54,12.01,3.725,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T07:24:16,9,7.4,7.4,1.965,6.529,3.323,2.641,,,65.02,61.45,,23.33,38.13,43.86,14/12/10,78.4,0.393,32.3,3.5,7.222,12.068,4.847,97.977,85.02,32.485,90.67,61.38,,0.404,0.0154,194.17,1.0,normal,4.294e-05,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,186.86,151.02,44129.6,36482.1,23713.37,49250.84,physics_informed_nn,7647.49,9659.29,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-07-27T08:27:24,2016-01-10T09:11:36,mixed,False,oem_certified,True,,,,none,none,220383.33,10978367.39,34118.72,11019.17,44.72,66270.52,21.73,99.967,85.528,8762.7,2.94,4.175,294,False,False,peak_demand,73.37,85.67,9,0,0,0,oil_process,chemical_contamination,86.57,20.08,1.918,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T08:13:37,10,8.23,8.23,2.058,6.212,3.019,2.536,,,58.51,58.54,,23.33,35.22,45.47,14/12/10,287.6,0.372,84.7,13.3,4.66,21.853,17.193,106.289,86.77,33.445,91.61,65.32,,0.591,0.0306,64.71,0.9869,normal,-0.00261401,0.0246,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,298.31,153.61,44128.77,49755.58,32341.13,67170.04,physics_informed_nn,-5626.81,5475.79,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-29T22:01:08,2017-04-24T12:28:24,mixed,False,journeyman,False,73.0,,,none,none,220383.33,10978367.39,71467.05,11019.17,36.68,66270.52,26.37,99.96,85.202,8762.7,2.94,3.194,294,False,False,peak_demand,84.77,78.81,10,0,0,0,water,none,59.85,124.45,0.919,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T09:02:59,11,9.05,9.05,1.938,7.41,3.823,2.8,,,57.87,58.31,,23.33,34.99,47.53,13/11/9,75.9,0.352,14.7,2.9,6.284,15.37,9.087,108.012,84.65,35.138,87.87,63.1,,1.282,0.0118,36.16,0.9853,normal,0.00036489,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0118,1.0,,170.59,142.8,44127.95,37135.71,24138.21,50133.21,particle_filter,6992.24,6516.96,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-10T00:54:22,2016-02-02T14:24:20,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,34735.99,11019.17,51.19,66270.52,8.61,99.987,80.681,8762.7,2.94,1.487,294,False,False,peak_demand,80.91,91.38,11,0,0,0,gas_compressed_air,particulate_severe,36.8,59.46,0.515,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T09:52:21,12,9.87,9.87,1.894,5.222,2.757,2.956,,,58.98,56.77,,23.33,33.45,43.86,13/11/9,107.2,0.3,12.1,2.5,5.804,25.716,19.912,96.177,86.59,33.756,90.18,63.15,,0.022,0.0012,10.3,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0141,1.0,,194.72,147.45,44127.13,46750.08,30387.55,63112.61,physics_informed_nn,-2622.95,3347.51,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-02-26T08:54:43,2017-01-08T03:26:22,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,81111.19,11019.17,49.07,66270.52,15.03,99.977,79.795,8762.7,2.94,5.726,294,False,False,peak_demand,82.38,69.9,12,0,0,0,water,none,32.71,146.2,1.805,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T10:41:43,13,10.7,10.7,2.277,9.284,4.077,3.109,,,57.62,64.15,,23.33,40.82,42.27,14/12/10,132.9,0.363,10.9,2.9,9.114,24.405,15.291,99.572,85.01,32.579,90.45,66.19,,1.252,0.13,7.88,0.9967,normal,-0.00066481,0.0221,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,87.25,130.29,44126.3,48603.61,31592.34,65614.87,lstm_sequence,-4477.3,3948.17,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-06T00:29:55,2017-03-14T19:45:40,mixed,False,journeyman,False,34.0,,,none,none,220383.33,10978367.39,65078.82,11019.17,27.08,66270.52,13.56,99.98,83.213,8762.7,2.94,6.634,294,False,False,peak_demand,84.69,80.62,13,0,0,0,oil_process,none,61.93,101.45,4.561,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T11:31:05,14,11.52,11.52,2.044,7.131,3.488,3.086,,,61.17,57.21,,23.33,33.89,46.11,13/11/9,250.5,0.422,6.6,1.5,8.664,17.327,8.663,105.355,85.77,35.465,88.45,63.55,,0.118,0.0518,175.85,0.9908,normal,-0.0018442,0.0588,False,adhesive_wear,none,A_healthy,0.0003,0.0216,1.0,,101.64,153.64,44125.48,41557.24,27012.21,56102.28,physics_informed_nn,2568.24,3142.49,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-11-10T06:08:23,2016-07-08T07:10:29,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,94125.05,11019.17,39.9,66270.52,8.98,99.986,85.485,8762.7,2.94,2.07,294,False,False,peak_demand,85.83,99.22,14,0,0,0,gas_compressed_air,none,71.4,51.88,2.13,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T12:20:26,14,12.34,12.34,2.114,6.021,2.848,2.641,,,58.59,62.84,,23.33,39.52,48.05,14/12/10,55.5,0.317,21.7,3.0,6.057,21.829,15.772,99.341,83.97,34.287,89.05,67.21,,0.112,0.1255,43.4,0.9994,normal,0.00249496,0.0564,False,adhesive_wear,none,A_healthy,0.0003,0.0143,1.0,,13.17,144.98,44124.66,47851.98,31103.79,64600.17,xgboost_gradient,-3727.32,4151.7,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-21T10:19:52,2017-02-16T06:31:29,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,56420.43,11019.17,48.15,66270.52,14.51,99.978,83.45,8762.7,2.94,4.154,294,False,False,peak_demand,91.04,98.55,14,0,0,0,gas_compressed_air,particulate_mild,41.16,17.21,1.623,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T13:09:48,15,13.16,13.16,1.846,7.244,3.924,3.14,,,57.26,60.62,,23.33,37.29,47.28,13/11/9,59.0,0.53,10.3,1.3,5.967,21.478,15.511,102.557,86.24,33.975,89.74,64.49,,0.229,0.0257,11.6,1.0,normal,0.00293974,0.0,False,adhesive_wear,lubrication_starvation,A_healthy,0.0003,0.0117,1.0,,95.45,137.05,44123.84,40401.91,26261.24,54542.58,lstm_sequence,3721.92,4252.58,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-17T06:07:14,2016-05-28T10:47:27,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,83833.13,11019.17,22.94,66270.52,6.91,99.99,82.964,8762.7,2.94,4.451,294,False,False,peak_demand,85.52,81.08,15,0,0,0,oil_process,none,64.2,38.59,2.065,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T13:59:10,16,13.99,13.99,2.051,8.203,3.999,2.973,,,65.27,54.06,,23.33,30.73,43.84,13/11/9,83.1,0.35,5.8,1.3,6.226,25.172,18.945,93.466,86.99,34.05,90.48,64.66,,0.545,0.0233,33.6,0.9941,normal,-0.00117659,0.0029,False,adhesive_wear,lubrication_starvation,A_healthy,0.0003,0.0,1.0,,120.96,130.36,44123.01,39023.75,25365.44,52682.06,xgboost_gradient,5099.26,4306.08,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-18T13:51:42,2016-04-09T16:10:28,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,65157.96,11019.17,37.68,66270.52,7.23,99.989,81.846,8762.7,2.94,5.073,294,False,False,peak_demand,76.19,81.98,16,0,0,0,oil_hydraulic,none,76.45,0.33,2.119,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T14:48:32,17,14.81,14.81,1.775,5.686,3.204,2.743,,,59.29,61.42,,23.33,38.09,46.36,13/11/9,94.7,0.4,12.2,3.0,7.608,13.751,6.143,93.398,86.3,33.447,89.96,66.21,,0.361,0.0053,314.73,1.0,normal,0.00066481,0.0046,False,adhesive_wear,fretting_corrosion,A_healthy,0.0003,0.0,1.0,,5.54,148.95,44122.19,51986.37,33791.14,70181.6,xgboost_gradient,-7864.18,7098.49,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-06-15T15:59:45,2017-07-12T19:13:36,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,55896.21,11019.17,32.64,66270.52,12.06,99.982,80.847,8762.7,2.94,6.516,294,False,False,peak_demand,81.74,87.29,17,0,0,0,steam,particulate_mild,23.09,65.29,0.303,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T15:37:53,18,15.63,15.63,2.146,9.139,4.259,2.643,,,63.24,59.1,,23.33,35.78,47.0,14/12/10,196.7,0.805,62.2,14.3,1.628,10.796,9.167,93.595,86.1,34.588,88.7,67.52,,0.021,0.0035,141.87,1.0,normal,0.0018442,0.031,False,adhesive_wear,none,A_healthy,0.0004,0.0007,1.0,,22.49,142.04,44121.37,49454.6,32145.49,66763.7,physics_informed_nn,-5333.23,5934.93,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-23T22:55:47,2017-04-14T04:02:18,mixed,False,journeyman,False,29.0,,,none,none,220383.33,10978367.39,52578.88,11019.17,35.93,66270.52,6.95,99.99,86.332,8762.7,2.94,5.358,294,False,False,peak_demand,77.8,81.53,18,0,0,0,water,particulate_mild,38.59,49.48,0.274,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T16:27:15,19,16.45,16.45,2.002,7.506,3.749,2.846,,,61.77,59.04,,23.33,35.71,48.07,13/11/9,76.4,0.609,8.6,2.1,3.074,17.621,14.546,101.801,84.63,32.615,91.17,64.12,,0.414,0.0131,176.15,1.0,normal,0.00011905,0.0,False,adhesive_wear,none,A_healthy,0.0004,0.0114,1.0,,47.43,151.74,44120.55,51775.87,33654.32,69897.43,particle_filter,-7655.33,9577.05,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-06-11T08:23:28,2017-07-05T09:56:50,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,104510.12,11019.17,50.77,66270.52,8.68,99.987,85.685,8762.7,2.94,2.5,294,False,False,peak_demand,80.61,82.19,19,0,0,0,water,none,47.1,23.44,0.278,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T17:16:37,20,17.28,17.28,1.997,6.226,3.118,2.197,,,56.89,64.16,,23.33,40.84,45.23,14/12/10,98.9,0.539,15.6,4.3,9.207,14.209,5.002,104.599,84.85,33.185,91.03,65.84,,1.965,0.0037,335.33,1.0,normal,0.0,0.0827,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,73.23,158.13,44119.72,48947.83,31816.09,66079.57,particle_filter,-4828.11,4962.41,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-13T11:11:34,2017-03-27T06:56:01,mixed,False,apprentice,False,88.0,,,none,none,220383.33,10978367.39,64532.81,11019.17,43.21,66270.52,12.67,99.981,85.776,8762.7,2.94,7.636,294,False,False,peak_demand,102.56,82.54,20,0,0,0,water,none,86.3,8.91,3.322,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T18:05:59,21,18.1,18.1,1.729,4.94,2.856,2.929,,,60.86,60.67,,23.33,37.34,47.58,14/12/10,119.9,0.31,6.5,1.0,2.475,4.679,2.204,105.287,85.76,35.855,90.41,64.13,,0.544,0.0007,29.21,1.0,normal,0.00117659,0.0527,False,adhesive_wear,none,A_healthy,0.0004,0.0089,1.0,,185.43,157.71,44118.9,49958.03,32472.72,67443.34,particle_filter,-5839.13,5256.09,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-04T13:06:46,2017-05-02T02:25:20,mixed,False,specialist,False,17.0,,,none,none,220383.33,10978367.39,62847.91,11019.17,31.23,66270.52,9.89,99.985,78.039,8762.7,2.94,1.355,294,False,False,peak_demand,92.4,82.6,21,0,0,0,water,water_ingress,86.25,119.86,0.026,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T18:55:21,22,18.92,18.92,2.222,7.672,3.453,3.306,,,59.8,66.2,,23.33,42.87,45.95,13/11/9,119.6,0.354,5.6,1.6,1.438,8.103,6.664,100.208,85.18,32.522,90.12,62.78,,1.295,0.0564,39.46,0.994,normal,-0.00120234,0.0312,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,80.92,148.55,44118.08,50759.24,32993.5,68524.97,physics_informed_nn,-6641.16,7691.86,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-21T06:32:26,2017-05-30T12:16:24,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,80521.54,11019.17,28.12,66270.52,7.7,99.988,80.784,8762.7,2.94,1.695,294,False,False,peak_demand,101.74,105.53,22,0,0,0,steam,none,77.32,20.48,3.156,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T19:44:42,23,19.75,19.75,1.789,5.153,2.881,2.946,,,56.85,57.78,,23.33,34.45,47.41,13/11/9,96.4,0.39,35.0,5.5,2.732,18.249,15.517,94.522,85.71,35.226,91.11,65.75,,0.36,0.0535,249.13,1.0,normal,0.0,0.0502,False,adhesive_wear,none,A_healthy,0.0004,0.0143,1.0,,32.23,158.82,44117.25,48173.87,31313.01,65034.72,physics_informed_nn,-4056.61,3292.47,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-28T10:40:42,2017-02-27T23:31:55,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,61760.95,11019.17,20.67,66270.52,17.79,99.973,83.568,8762.7,2.94,3.765,294,False,False,peak_demand,78.63,80.34,23,0,0,0,oil_process,none,62.08,5.79,0.48,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T20:34:04,24,20.57,20.57,2.197,6.5,2.959,3.034,,,59.62,58.2,,23.33,34.88,44.19,14/12/10,75.1,0.638,64.5,15.6,7.288,16.534,9.246,102.153,86.41,34.295,91.08,63.4,,0.317,0.0266,2.78,1.0,normal,0.0,0.0306,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,217.53,154.64,44116.43,49976.04,32484.42,67467.65,particle_filter,-5859.61,4830.2,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-05T00:35:13,2017-05-02T20:12:01,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,103692.7,11019.17,48.09,66270.52,9.64,99.985,86.964,8762.7,2.94,1.292,294,False,False,peak_demand,85.96,74.89,24,0,0,0,steam,none,42.74,50.54,1.082,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T21:23:26,25,21.39,21.39,2.109,5.872,2.784,2.848,,,62.74,63.56,,23.33,40.23,47.44,14/12/10,86.2,0.367,17.9,2.5,8.921,23.053,14.132,99.215,83.91,35.069,90.96,64.03,,1.131,0.0727,26.85,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0005,0.002,1.0,,510.78,141.99,44115.61,38771.95,25201.77,52342.13,xgboost_gradient,5343.66,6208.04,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-13T15:21:49,2016-04-01T01:32:42,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,70929.39,11019.17,32.79,66270.52,19.89,99.97,82.439,8762.7,2.94,6.397,294,False,False,peak_demand,104.74,82.9,25,0,0,0,water,particulate_mild,47.3,39.43,1.47,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T22:12:48,26,22.21,22.21,2.128,6.144,2.887,2.478,,,60.43,57.7,,23.33,34.38,43.11,13/11/9,132.9,0.79,9.2,1.9,5.226,12.638,7.412,95.707,86.54,34.988,90.12,64.16,,0.161,0.0511,14.77,0.9878,normal,-0.00244832,0.0116,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,165.33,159.53,44114.79,41434.71,26932.56,55936.85,xgboost_gradient,2680.08,2326.13,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-11-08T03:34:00,2016-07-04T09:42:51,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,70775.51,11019.17,32.44,66270.52,29.71,99.955,84.082,8762.7,2.94,7.528,294,False,False,peak_demand,79.77,106.41,26,0,0,1,oil_hydraulic,particulate_mild,63.17,43.3,0.07,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T23:02:10,27,23.04,23.04,2.025,8.475,4.186,3.243,,,60.6,55.9,,23.33,32.57,48.66,13/11/9,98.1,0.882,14.4,1.5,4.302,13.444,9.142,97.328,85.86,33.702,89.31,65.28,,0.634,0.0806,117.35,0.9998,normal,0.00116656,0.0,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,14.15,150.97,44113.96,47084.38,30604.85,63563.92,weibull_regression,-2970.42,3561.77,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-05T21:13:41,2017-01-20T12:45:45,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,75528.75,11019.17,39.85,66270.52,9.62,99.985,82.566,8762.7,2.94,5.384,294,False,False,peak_demand,83.69,88.85,27,0,0,0,oil_process,none,43.16,80.28,2.932,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-27T23:51:31,28,23.86,23.86,2.001,5.539,2.768,3.16,,,58.94,62.23,,23.33,38.9,47.57,14/12/10,91.8,0.32,13.6,3.0,4.255,10.721,6.466,101.711,85.7,34.923,89.32,64.21,,0.268,0.009,64.84,1.0,normal,0.0,0.0455,False,adhesive_wear,contamination,A_healthy,0.0005,0.0029,1.0,,2.55,153.69,44113.14,38419.46,24972.65,51866.28,lstm_sequence,5693.68,4825.89,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-06T09:35:28,2016-03-19T16:24:13,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,67210.59,11019.17,51.9,66270.52,8.25,99.988,81.049,8762.7,2.94,3.383,294,False,False,peak_demand,89.81,82.8,28,0,0,0,water,chemical_contamination,52.22,24.86,0.275,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T00:40:53,29,24.68,24.68,2.301,7.479,3.25,2.867,,,64.29,60.82,,23.33,37.49,45.36,14/12/10,52.2,0.377,34.4,4.5,9.66,25.21,15.55,93.484,87.25,35.828,90.45,64.48,,0.209,0.0152,132.12,1.0,normal,0.0,0.0128,False,adhesive_wear,none,A_healthy,0.0006,0.0073,1.0,,84.28,142.38,44112.32,39812.8,25878.32,53747.28,particle_filter,4299.52,4570.79,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-05T11:04:49,2016-05-08T01:33:33,mixed,False,apprentice,False,64.0,,,none,none,220383.33,10978367.39,82958.92,11019.17,52.23,66270.52,9.73,99.985,87.94,8762.7,2.94,1.449,294,False,False,peak_demand,83.34,88.16,29,0,0,0,gas_compressed_air,none,55.97,35.67,1.13,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T01:30:15,30,25.5,25.5,2.03,7.803,3.845,3.129,,,58.84,60.3,,23.33,36.97,44.04,13/11/9,88.0,0.409,19.2,2.7,9.467,18.824,9.357,95.218,85.13,34.228,89.01,62.42,,0.157,0.01,27.86,1.0,normal,0.0,0.0727,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,45.06,160.2,44111.5,40387.32,26251.76,54522.89,lstm_sequence,3724.17,4674.15,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-17T11:09:59,2016-05-28T10:43:49,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,48677.03,11019.17,23.66,66270.52,8.22,99.988,78.07,8762.7,2.94,4.361,294,False,False,peak_demand,82.25,82.04,30,0,0,0,gas_compressed_air,none,28.15,51.35,2.56,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T02:19:37,31,26.33,26.33,1.86,8.122,4.366,2.915,,,58.99,61.7,,23.33,38.37,44.24,13/11/9,81.8,0.344,34.1,7.2,8.904,13.37,4.466,99.942,85.17,32.834,88.12,61.72,,1.51,0.0514,11.07,0.9942,normal,0.00128851,0.0126,False,adhesive_wear,none,A_healthy,0.0006,0.0048,1.0,,256.82,146.79,44110.67,50571.28,32871.33,68271.22,kalman_filter,-6460.6,5936.23,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-17T15:57:54,2017-05-24T03:54:42,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,71156.32,11019.17,20.03,66270.52,9.26,99.986,85.585,8762.7,2.94,3.057,294,False,False,peak_demand,98.23,79.88,31,0,0,0,oil_hydraulic,none,64.33,62.4,1.167,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T03:08:59,32,27.15,27.15,2.047,8.942,4.368,2.869,,,62.45,55.52,,23.33,32.19,45.41,13/11/9,57.0,0.408,16.4,3.6,1.58,7.636,6.056,95.088,85.81,34.265,90.41,65.48,,0.501,0.0115,123.35,0.9995,normal,-5.821e-05,0.0205,False,adhesive_wear,none,A_healthy,0.0006,0.0,1.0,,5.94,152.64,44109.85,38130.33,24784.72,51475.95,physics_informed_nn,5979.52,5677.07,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-31T12:19:01,2016-03-09T13:56:03,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,76953.73,11019.17,51.75,66270.52,20.85,99.969,79.565,8762.7,2.94,7.378,294,False,False,peak_demand,69.13,83.24,32,0,0,0,oil_process,particulate_mild,49.1,29.83,0.109,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T03:58:20,33,27.97,27.97,1.818,6.243,3.434,2.657,,,60.88,64.76,,23.33,41.43,43.76,13/11/9,72.0,0.402,103.6,20.9,9.134,18.435,9.3,103.22,85.11,35.577,89.81,63.66,,0.091,0.0299,20.14,1.0,normal,0.0,0.0541,False,adhesive_wear,none,A_healthy,0.0006,0.0066,1.0,,48.05,149.52,44109.03,49877.28,32420.23,67334.33,xgboost_gradient,-5768.25,5319.39,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-03T06:36:42,2017-04-29T15:39:33,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,108163.9,11019.17,27.24,66270.52,14.97,99.977,85.257,8762.7,2.94,5.949,294,False,False,peak_demand,96.69,89.05,33,0,0,0,none,chemical_contamination,75.64,45.36,2.936,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T04:47:42,34,28.8,28.8,2.027,5.257,2.593,3.291,,,63.55,60.12,,23.33,36.8,45.13,14/12/10,101.3,0.311,24.9,5.3,1.641,19.367,17.727,107.319,86.81,34.811,88.73,64.8,,1.703,0.0046,6.26,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0007,0.0102,1.0,,149.01,145.31,44108.2,47437.72,30834.52,64040.92,lstm_sequence,-3329.51,3691.41,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-13T11:39:16,2017-02-02T06:51:21,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,57772.81,11019.17,23.73,66270.52,25.19,99.962,86.426,8762.7,2.94,7.632,294,False,False,peak_demand,82.73,85.9,34,0,0,0,water,particulate_mild,35.85,23.91,0.765,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T05:37:04,35,29.62,29.62,1.807,5.463,3.024,2.875,,,60.7,61.42,,23.33,38.09,46.68,13/11/9,82.9,0.358,27.1,5.3,8.386,12.687,4.302,95.367,84.95,35.378,91.62,64.18,,0.211,0.0106,47.46,1.0,normal,0.0,0.0597,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,100.08,132.79,44107.38,37012.48,24058.11,49966.84,physics_informed_nn,7094.91,5952.76,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-08T07:51:20,2016-01-30T02:13:20,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,102164.33,11019.17,23.41,66270.52,6.27,99.99,82.59,8762.7,2.94,5.962,294,False,False,peak_demand,92.9,74.06,35,0,0,0,oil_hydraulic,none,42.49,31.26,3.135,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T06:26:26,36,30.44,30.44,1.914,6.251,3.265,2.829,,,62.21,60.59,,23.33,37.27,45.41,14/12/10,62.2,0.36,6.9,1.8,6.838,25.116,18.278,95.302,84.86,33.604,88.86,66.14,,0.927,0.0026,65.55,0.9937,normal,-9.115e-05,0.0286,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,201.34,143.86,44106.56,47676.47,30989.71,64363.24,xgboost_gradient,-3569.91,3414.51,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-18T12:40:36,2017-02-10T19:26:31,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,83701.41,11019.17,25.34,66270.52,11.88,99.982,92.103,8762.7,2.94,1.715,294,False,False,peak_demand,81.37,84.72,36,0,0,0,none,chemical_contamination,30.8,41.54,2.088,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T07:15:47,37,31.26,31.26,1.88,4.988,2.653,3.209,,,58.94,62.48,,23.33,39.15,44.19,13/11/9,63.0,0.303,8.3,2.3,7.587,26.799,19.212,99.689,85.97,34.123,90.01,65.14,,0.63,0.0607,31.52,1.0,normal,9.4e-05,0.0541,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,93.39,160.55,44105.74,39273.96,25528.07,53019.85,xgboost_gradient,4831.78,6041.27,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-24T12:14:38,2016-04-19T06:07:49,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,52901.65,11019.17,27.85,66270.52,5.96,99.99,81.793,8762.7,2.94,6.592,294,False,False,peak_demand,87.62,74.39,37,0,0,0,none,none,58.86,7.35,0.154,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T08:05:09,38,32.09,32.09,1.898,7.59,3.998,3.177,,,60.57,63.26,,23.33,39.94,45.8,14/12/10,165.1,0.318,59.7,6.6,2.788,7.145,4.357,108.904,85.04,32.957,89.01,64.21,,0.071,0.0204,129.44,1.0,normal,0.0,0.0795,False,adhesive_wear,none,A_healthy,0.0007,0.0188,1.0,,255.39,158.34,44104.91,38844.31,25248.8,52439.82,lstm_sequence,5260.6,4843.89,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-15T14:14:31,2016-04-04T01:45:04,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,91289.65,11019.17,42.24,66270.52,6.93,99.99,89.067,8762.7,2.94,4.735,294,False,False,peak_demand,90.26,79.74,38,0,0,0,water,particulate_mild,79.55,20.58,0.75,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T08:54:31,39,32.91,32.91,1.934,7.891,4.081,3.084,,,58.85,54.47,,23.33,31.14,43.73,14/12/10,62.8,0.338,54.1,12.4,6.977,17.071,10.095,91.452,83.58,33.301,90.11,65.45,,0.503,0.0399,476.99,1.0,normal,0.0,0.0375,False,adhesive_wear,lubrication_starvation,A_healthy,0.0007,0.0,1.0,,35.0,149.72,44104.09,40088.26,26057.37,54119.15,lstm_sequence,4015.83,4441.27,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-11T13:02:14,2016-05-18T03:55:38,mixed,False,specialist,False,53.0,,,none,none,220383.33,10978367.39,86355.62,11019.17,41.79,66270.52,21.97,99.967,83.472,8762.7,2.94,3.545,294,False,False,peak_demand,74.09,96.31,39,0,0,0,oil_process,water_ingress,40.19,16.33,0.381,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T09:43:53,40,33.73,33.73,1.875,6.326,3.375,2.961,,,61.54,62.7,,23.33,39.37,46.9,15/13/11,120.8,0.458,69.6,15.1,9.817,26.691,16.874,104.05,86.1,33.849,89.49,64.49,,1.655,0.0562,176.85,0.9927,normal,-0.00145894,0.0201,False,adhesive_wear,none,A_healthy,0.0008,0.0111,1.0,,129.64,159.92,44103.27,41192.75,26775.29,55610.21,physics_informed_nn,2910.52,2970.4,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-11-03T14:06:26,2016-06-26T07:34:13,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,62205.22,11019.17,35.66,66270.52,6.57,99.99,82.836,8762.7,2.94,3.506,294,False,False,peak_demand,91.82,89.27,40,0,0,0,steam,none,33.37,124.46,2.363,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T10:33:15,42,34.55,34.55,1.914,5.686,2.97,2.725,,,56.73,61.26,,23.33,37.93,46.24,14/12/10,188.3,0.357,18.2,3.1,9.4,16.588,7.188,94.093,84.14,34.8,91.68,57.95,,0.215,0.025,3.4,1.0,normal,0.00125096,0.0231,False,adhesive_wear,thermal_degradation,A_healthy,0.0008,0.0,1.0,,200.82,148.54,44102.45,50594.09,32886.16,68302.03,lstm_sequence,-6491.65,6581.12,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-18T11:36:05,2017-05-25T07:32:05,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,90737.07,11019.17,28.05,66270.52,5.82,99.99,87.962,8762.7,2.94,4.146,294,False,False,peak_demand,95.93,90.91,42,0,0,0,oil_hydraulic,particulate_mild,84.75,188.46,0.334,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T11:22:36,43,35.38,35.38,2.083,5.717,2.745,3.164,,,57.36,56.48,,23.33,33.16,46.74,13/11/9,209.0,0.489,44.3,9.5,2.35,17.92,15.57,97.09,84.77,32.701,90.51,67.32,,0.23,0.0994,9.14,0.9934,normal,-0.00131701,0.0017,False,adhesive_wear,none,A_healthy,0.0008,0.0096,1.0,,212.34,147.41,44101.62,38321.78,24909.15,51734.4,weibull_regression,5779.85,7231.11,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-04T20:15:54,2016-03-16T16:53:13,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,104476.38,11019.17,45.79,66270.52,17.33,99.974,82.818,8762.7,2.94,4.415,294,False,False,peak_demand,84.64,76.14,43,0,0,1,oil_hydraulic,particulate_mild,60.76,72.45,2.703,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T12:11:58,44,36.2,36.2,2.027,8.569,4.226,3.142,,,64.27,60.83,,23.33,37.5,48.52,14/12/10,324.6,0.594,28.6,4.9,1.39,17.003,15.613,103.324,86.99,34.24,90.48,62.14,,0.077,0.091,168.86,0.9971,normal,-0.00057169,0.0845,False,adhesive_wear,none,A_healthy,0.0008,0.0002,1.0,,120.21,148.21,44100.8,40324.88,26211.17,54438.59,physics_informed_nn,3775.92,4491.21,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-16T14:38:20,2016-05-26T16:20:47,mixed,False,journeyman,False,32.0,,,none,none,220383.33,10978367.39,44769.15,11019.17,57.73,66270.52,7.39,99.989,86.693,8762.7,2.94,1.745,294,False,False,peak_demand,91.77,81.72,44,0,0,0,none,none,29.48,67.61,0.295,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T13:01:20,45,37.02,37.02,2.018,6.906,3.422,3.045,,,62.19,63.5,,23.33,40.17,42.05,13/11/9,92.3,0.342,33.0,7.8,1.746,22.351,20.605,98.133,86.13,33.339,91.84,61.08,,0.016,0.0038,12.92,1.0,normal,0.0,0.0011,False,adhesive_wear,electrical_pitting,A_healthy,0.0008,0.0,1.0,,15.45,154.11,44099.98,37353.14,24279.54,50426.73,lstm_sequence,6746.84,6430.06,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-15T17:35:24,2016-02-11T11:11:15,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,86777.63,11019.17,41.1,66270.52,10.89,99.984,86.67,8762.7,2.94,7.199,294,False,False,peak_demand,90.84,91.45,45,0,0,0,water,none,48.64,33.2,2.231,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T13:50:42,46,37.85,37.85,1.997,6.519,3.264,3.282,,,60.28,58.64,,23.33,35.32,44.21,13/11/9,63.6,0.334,9.4,1.3,3.774,12.256,8.482,97.221,84.96,35.327,90.01,63.15,,0.149,0.0182,217.92,0.9973,normal,0.0009179,0.0,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0009,0.0,1.0,,166.41,147.64,44099.15,51973.99,33783.1,70164.89,lstm_sequence,-7874.84,8227.21,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-06-16T08:50:28,2017-07-13T07:44:19,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,103975.82,11019.17,28.15,66270.52,11.25,99.983,84.361,8762.7,2.94,6.577,294,False,False,peak_demand,78.28,83.69,46,0,0,0,water,chemical_contamination,50.11,72.52,3.519,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T14:40:04,47,38.67,38.67,1.897,5.631,2.969,2.804,,,61.2,67.2,,23.33,43.88,45.07,13/11/9,335.2,0.305,20.5,5.9,3.624,7.665,4.041,96.304,85.6,35.211,89.97,64.82,,1.713,0.0119,201.83,1.0,normal,0.0,0.0895,False,adhesive_wear,none,A_healthy,0.0009,0.0102,1.0,,136.89,158.07,44098.33,34170.38,22210.75,46130.02,particle_filter,9927.95,8780.73,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-06-10T11:51:31,2015-10-21T19:29:32,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,90536.64,11019.17,39.42,66270.52,11.69,99.982,87.547,8762.7,2.94,6.542,294,False,False,peak_demand,106.84,91.63,47,0,0,0,oil_hydraulic,none,81.07,10.26,1.937,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T15:29:25,48,39.49,39.49,2.178,6.547,3.006,2.883,,,60.64,57.64,,23.33,34.31,46.01,13/11/9,72.8,0.304,108.9,13.6,2.661,14.6,11.939,99.345,83.47,34.645,90.37,61.47,,0.909,0.1401,221.88,1.0,normal,0.00131701,0.0806,False,adhesive_wear,electrical_pitting,A_healthy,0.0009,0.0,1.0,,94.64,138.15,44097.51,47512.81,30883.32,64142.29,weibull_regression,-3415.3,4405.95,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-15T11:53:35,2017-02-05T09:22:30,mixed,False,oem_certified,True,,,,none,none,220383.33,10978367.39,62729.81,11019.17,44.48,66270.52,9.55,99.986,81.939,8762.7,2.94,3.835,294,False,False,peak_demand,74.91,77.47,48,0,0,0,oil_hydraulic,particulate_mild,57.9,0.76,6.689,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T16:18:47,49,40.31,40.31,2.17,9.681,4.461,2.868,,,56.64,58.67,,23.33,35.34,47.61,14/12/10,93.3,0.36,20.5,5.7,6.138,15.701,9.564,94.105,85.24,33.639,89.58,64.74,,1.17,0.0364,167.86,0.9775,normal,-0.00393208,0.0142,False,adhesive_wear,none,A_healthy,0.0009,0.0019,1.0,,230.48,153.29,44096.69,49754.45,32340.39,67168.5,xgboost_gradient,-5657.76,6478.5,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-01T05:32:13,2017-04-25T19:35:37,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,38703.28,11019.17,48.3,66270.52,17.29,99.974,89.866,8762.7,2.94,1.858,294,False,False,peak_demand,81.0,81.39,49,0,0,0,water,particulate_mild,73.19,16.35,3.384,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T17:08:09,50,41.14,41.14,1.77,5.254,2.969,2.75,,,64.13,63.69,,23.33,40.36,45.82,13/11/9,201.0,0.411,15.8,4.2,8.263,22.23,13.967,101.895,84.89,34.253,90.65,62.78,,0.514,0.0517,261.77,1.0,normal,0.0,0.0515,False,adhesive_wear,none,A_healthy,0.0009,0.0048,1.0,,19.33,148.61,44095.86,46262.67,30070.73,62454.6,lstm_sequence,-2166.8,1925.11,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-02-17T12:28:12,2016-12-23T04:24:15,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,41827.13,11019.17,58.89,66270.52,29.54,99.955,84.862,8762.7,2.94,4.574,294,False,False,peak_demand,101.74,95.29,50,0,0,0,gas_compressed_air,none,33.84,134.04,0.577,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T17:57:31,51,41.96,41.96,1.979,6.186,3.126,3.245,,,58.71,63.88,,23.33,40.56,45.57,14/12/10,91.5,0.653,45.9,7.1,7.318,11.73,4.413,96.163,88.08,34.671,88.5,63.81,,0.414,0.027,355.33,0.9957,normal,-0.00031034,0.03,False,adhesive_wear,none,A_healthy,0.001,0.0,1.0,,48.59,146.65,44095.04,48820.62,31733.4,65907.83,lstm_sequence,-4725.57,4675.97,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-11T20:16:00,2017-03-23T19:28:56,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,37162.29,11019.17,23.96,66270.52,12.58,99.981,87.38,8762.7,2.94,2.185,294,False,False,peak_demand,93.67,74.48,51,0,0,0,water,particulate_mild,45.95,47.57,0.888,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T18:46:53,52,42.78,42.78,1.998,6.811,3.409,2.88,,,60.81,59.13,,23.33,35.8,45.22,13/11/9,73.0,0.448,48.0,12.6,1.765,13.517,11.752,93.207,85.97,33.145,90.57,66.37,,0.916,0.1537,37.86,1.0,normal,0.0,0.0471,False,adhesive_wear,none,A_healthy,0.001,0.0,1.0,,76.97,154.82,44094.22,37420.73,24323.48,50517.99,weibull_regression,6673.48,6674.14,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-17T09:08:54,2016-02-14T02:24:19,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,40964.61,11019.17,41.98,66270.52,13.02,99.98,87.342,8762.7,2.94,6.499,294,False,False,peak_demand,87.4,81.06,52,0,0,0,oil_hydraulic,none,88.05,133.54,4.722,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T19:36:14,53,43.6,43.6,1.82,5.116,2.811,3.044,,,62.58,58.94,,23.33,35.61,43.99,13/11/9,95.6,0.583,5.8,0.9,1.734,20.867,19.133,98.17,87.08,34.942,89.98,65.78,,0.921,0.0893,35.83,1.0,normal,0.0,0.0366,False,adhesive_wear,none,A_healthy,0.001,0.0062,1.0,,72.02,151.34,44093.4,49157.11,31952.12,66362.1,kalman_filter,-5063.71,5282.67,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-18T22:09:32,2017-04-04T19:08:50,mixed,False,oem_certified,True,,,,none,none,220383.33,10978367.39,52653.05,11019.17,48.81,66270.52,15.54,99.977,89.714,8762.7,2.94,4.218,294,False,False,peak_demand,94.0,80.26,53,0,0,0,steam,none,77.59,1.36,4.317,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T20:25:36,54,44.43,44.43,1.987,5.462,2.748,3.081,,,60.97,59.97,,23.33,36.64,45.16,13/11/9,141.2,0.411,23.9,2.9,9.486,18.16,8.674,100.112,84.12,32.452,90.63,67.67,,0.623,0.0351,31.89,1.0,normal,0.00450377,0.0,False,adhesive_wear,none,A_healthy,0.001,0.0029,1.0,,30.32,151.4,44092.57,50166.23,32608.05,67724.41,physics_informed_nn,-6073.65,6440.7,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-09T23:32:23,2017-05-10T13:43:08,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,71388.75,11019.17,21.96,66270.52,24.52,99.963,83.987,8762.7,2.94,4.87,294,False,False,peak_demand,73.34,87.58,54,0,0,0,oil_process,none,88.77,59.13,0.005,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T21:14:58,55,45.25,45.25,1.893,7.626,4.029,2.805,,,61.01,58.8,,23.33,35.47,44.46,14/12/10,77.2,0.322,48.3,13.6,9.178,25.27,16.092,101.017,85.71,34.06,88.85,64.1,,0.162,0.0072,29.23,1.0,normal,0.0,0.0512,False,adhesive_wear,none,A_healthy,0.001,0.0,1.0,,387.49,139.42,44091.75,39885.64,25925.67,53845.61,xgboost_gradient,4206.11,3658.83,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-07T20:04:10,2016-05-11T12:02:36,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,64113.04,11019.17,27.86,66270.52,13.66,99.979,87.064,8762.7,2.94,7.552,294,False,False,peak_demand,77.45,86.98,55,0,0,1,oil_hydraulic,none,85.77,134.29,2.723,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T22:04:20,56,46.07,46.07,2.083,5.909,2.836,3.192,,,66.08,59.61,,23.33,36.29,45.84,13/11/9,103.9,0.454,9.3,1.2,5.973,7.551,1.578,93.997,86.07,33.643,88.59,65.28,,0.67,0.0348,293.56,1.0,normal,0.00085137,0.0408,False,adhesive_wear,none,A_healthy,0.001,0.0074,1.0,,77.35,160.64,44090.93,37777.45,24555.35,50999.56,physics_informed_nn,6313.47,5663.82,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-24T22:47:58,2016-02-26T20:54:31,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,40387.99,11019.17,29.93,66270.52,10.34,99.984,85.092,8762.7,2.94,2.371,294,False,False,peak_demand,84.81,95.52,56,0,0,0,oil_hydraulic,particulate_mild,77.44,1.84,0.336,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T22:53:41,57,46.89,46.89,2.358,9.996,4.24,3.384,,,55.1,62.04,,23.33,38.72,47.51,13/11/9,63.6,0.387,26.5,7.1,6.854,11.752,4.898,102.401,84.65,33.648,90.66,62.99,,0.154,0.0161,93.84,1.0,normal,0.0,0.0696,False,adhesive_wear,none,A_healthy,0.0011,0.0035,1.0,,58.19,143.69,44090.11,46993.32,30545.66,63440.98,kalman_filter,-2903.21,3686.39,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-04T23:33:17,2017-01-18T07:12:59,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,61778.42,11019.17,39.41,66270.52,9.57,99.986,85.833,8762.7,2.94,3.769,294,False,False,peak_demand,97.31,81.19,57,0,0,0,water,none,51.47,8.65,3.373,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-28T23:43:03,58,47.72,47.72,1.947,5.639,2.897,2.387,,,61.38,58.09,,23.33,34.77,45.5,14/12/10,57.9,0.397,10.9,1.8,9.85,19.966,10.116,101.771,86.17,33.643,90.07,64.67,,0.195,0.0667,78.13,1.0,normal,0.0,0.0259,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,38.87,136.94,44089.28,38400.06,24960.04,51840.08,kalman_filter,5689.22,5022.66,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-06T23:44:47,2016-03-19T23:45:59,mixed,False,oem_certified,True,,,,none,none,220383.33,10978367.39,69603.18,11019.17,33.17,66270.52,11.79,99.982,86.483,8762.7,2.94,2.562,294,False,False,peak_demand,96.13,83.76,58,0,0,0,water,none,22.96,48.83,0.46,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T00:32:25,59,48.54,48.54,1.788,7.853,4.392,2.849,,,59.27,61.26,,23.33,37.93,46.32,13/11/9,63.9,0.357,10.4,2.4,8.341,23.503,15.162,93.546,86.27,35.517,90.19,63.4,,0.609,0.0182,215.43,1.0,normal,0.0,0.0443,False,adhesive_wear,none,A_healthy,0.0011,0.0255,1.0,,33.58,144.69,44088.46,39457.95,25647.67,53268.23,lstm_sequence,4630.51,5061.98,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-29T01:30:51,2016-04-26T11:47:45,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,71233.6,11019.17,57.52,66270.52,12.43,99.981,89.473,8762.7,2.94,6.27,294,False,False,peak_demand,77.73,87.6,59,0,0,0,none,particulate_severe,84.47,102.38,4.163,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T01:21:47,60,49.36,49.36,1.683,6.227,3.7,2.903,,,60.72,63.82,,23.33,40.49,46.17,13/11/9,52.4,0.437,5.6,1.2,7.217,14.361,7.144,99.646,82.56,32.165,90.61,67.54,,0.112,0.0245,3.11,1.0,normal,0.0,0.0253,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,71.05,141.99,44087.64,48123.96,31280.58,64967.35,xgboost_gradient,-4036.33,3700.41,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-28T15:20:42,2017-02-27T10:43:57,mixed,False,specialist,False,69.0,,,none,none,220383.33,10978367.39,86639.43,11019.17,23.02,66270.52,50.98,99.923,85.615,8762.7,2.94,2.177,294,False,False,peak_demand,94.64,89.29,60,0,0,1,oil_process,none,55.17,11.3,1.348,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T02:11:09,61,50.19,50.19,1.903,6.932,3.642,3.115,,,57.03,60.65,,23.33,37.32,44.42,13/11/9,89.3,0.436,14.5,4.3,8.202,13.192,4.989,98.766,86.79,36.432,89.3,68.03,,0.169,0.0013,38.23,1.0,normal,0.0,0.0598,False,adhesive_wear,misalignment_induced,A_healthy,0.0011,0.0,1.0,,62.71,148.3,44086.81,50368.57,32739.57,67997.56,kalman_filter,-6281.75,6996.73,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-14T10:28:06,2017-05-17T23:27:59,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,34593.71,11019.17,58.15,66270.52,13.71,99.979,86.684,8762.7,2.94,1.051,294,False,False,peak_demand,85.33,89.52,61,0,0,2,oil_hydraulic,none,74.48,8.89,0.213,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T03:00:30,62,51.01,51.01,1.705,6.663,3.909,3.353,,,61.31,63.81,,23.33,40.48,49.16,13/11/9,93.0,0.536,10.4,2.3,5.414,11.228,5.814,94.136,86.87,36.056,87.86,65.57,,0.17,0.0531,11.49,0.9883,normal,-0.00234355,0.0562,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,229.54,144.42,44085.99,50695.93,32952.35,68439.51,kalman_filter,-6609.94,7232.3,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-21T06:58:26,2017-05-29T14:32:58,mixed,False,oem_certified,True,,,,none,none,220383.33,10978367.39,55029.42,11019.17,56.01,66270.52,4.85,99.99,86.033,8762.7,2.94,1.028,294,False,False,peak_demand,92.12,85.29,62,0,0,0,steam,none,37.01,27.19,3.685,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T03:49:52,63,51.83,51.83,2.052,8.542,4.162,2.84,,,55.67,62.11,,23.33,38.78,46.14,14/12/10,61.8,0.518,50.1,11.2,3.689,7.691,4.002,100.763,85.62,34.249,90.58,65.0,,0.447,0.0336,19.01,0.9908,normal,-0.00183011,0.0451,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,515.71,138.27,44085.17,48819.15,31732.45,65905.85,lstm_sequence,-4733.98,5508.12,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-12T05:24:19,2017-03-24T04:06:26,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,100942.21,11019.17,27.23,66270.52,8.11,99.988,85.982,8762.7,2.94,1.46,294,False,False,peak_demand,86.71,69.62,63,0,0,0,water,chemical_contamination,21.17,60.63,1.073,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T04:39:14,64,52.65,52.65,2.167,7.897,3.644,2.757,,,58.85,55.63,,23.33,32.31,49.22,13/11/9,94.0,0.425,49.1,12.2,9.95,19.324,9.374,95.276,85.53,33.247,90.12,68.61,,0.087,0.0591,10.29,1.0,normal,0.0,0.0416,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,171.49,152.14,44084.35,39213.32,25488.66,52937.98,weibull_regression,4871.03,4951.26,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-24T03:18:47,2016-04-17T23:58:28,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,107082.17,11019.17,46.58,66270.52,14.57,99.978,82.389,8762.7,2.94,2.226,294,False,False,peak_demand,87.42,88.04,64,0,0,0,oil_hydraulic,none,57.35,30.74,0.756,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T05:28:36,65,53.48,53.48,2.083,7.393,3.549,3.294,,,66.24,62.02,,23.33,38.69,43.53,14/12/10,82.2,0.317,12.7,2.1,9.729,14.972,5.243,106.35,85.67,32.736,90.65,61.77,,1.72,0.0089,7.35,0.9954,normal,-0.0009119,0.0076,False,adhesive_wear,none,A_healthy,0.0012,0.0041,1.0,,258.45,142.21,44083.52,47372.55,30792.16,63952.95,lstm_sequence,-3289.03,3639.05,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-13T03:45:12,2017-02-01T00:08:50,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,98291.08,11019.17,51.03,66270.52,10.71,99.984,82.624,8762.7,2.94,2.348,294,False,False,peak_demand,81.73,87.75,65,0,0,0,oil_process,particulate_severe,76.55,5.38,3.024,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T06:17:58,66,54.3,54.3,1.988,5.234,2.633,3.266,,,58.15,63.2,,23.33,39.87,45.84,13/11/9,76.2,0.394,59.9,17.1,9.745,16.953,7.208,102.891,84.08,34.74,90.18,65.25,,0.219,0.0608,29.18,1.0,normal,0.0,0.0543,False,adhesive_wear,none,A_healthy,0.0012,0.0066,1.0,,80.42,131.08,44082.7,37321.9,24259.24,50384.57,lstm_sequence,6760.8,6047.74,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-15T19:15:00,2016-02-11T01:54:56,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,57760.67,11019.17,37.24,66270.52,10.71,99.984,83.248,8762.7,2.94,7.871,294,False,False,peak_demand,104.6,79.86,66,0,0,0,oil_process,chemical_contamination,68.58,33.4,0.813,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T07:07:19,67,55.12,55.12,2.163,7.877,3.642,2.405,,,61.25,56.04,,23.33,32.71,45.55,14/12/10,62.6,0.393,8.2,2.4,2.063,14.559,12.496,98.334,86.4,33.256,90.32,69.33,,0.139,0.0085,557.34,1.0,normal,0.00234355,0.0172,False,adhesive_wear,imbalance_induced,A_healthy,0.0012,0.0,1.0,,182.4,139.21,44081.88,37282.38,24233.55,50331.21,weibull_regression,6799.5,6510.19,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-15T00:18:41,2016-02-09T17:08:38,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,74423.66,11019.17,39.55,66270.52,15.38,99.977,79.161,8762.7,2.94,2.798,294,False,False,peak_demand,73.64,85.01,67,0,0,0,oil_hydraulic,none,21.57,17.27,2.803,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T07:56:41,68,55.94,55.94,1.796,7.229,4.025,3.059,,,58.23,55.44,,23.33,32.11,46.82,13/11/9,124.7,0.458,21.2,5.5,9.502,21.199,11.697,102.498,87.41,33.49,91.13,63.58,,0.174,0.1306,197.71,0.9903,normal,-0.00010981,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.0051,1.0,,257.31,146.53,44081.06,37746.52,24535.24,50957.8,particle_filter,6334.54,7310.76,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-24T17:12:09,2016-02-26T04:28:58,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,78881.56,11019.17,54.58,66270.52,21.17,99.968,87.013,8762.7,2.94,6.261,294,False,False,peak_demand,76.08,84.59,68,0,0,0,oil_process,none,41.7,5.07,1.679,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T08:46:03,69,56.77,56.77,1.736,6.187,3.564,2.623,,,63.06,58.86,,23.33,35.54,45.77,14/12/10,149.2,0.761,11.8,2.4,8.495,16.225,7.729,98.114,86.28,35.863,91.68,65.99,,0.145,0.0595,75.43,1.0,normal,0.0,0.0153,False,adhesive_wear,none,A_healthy,0.0013,0.0134,1.0,,52.03,164.01,44080.23,40956.9,26621.98,55291.81,physics_informed_nn,3123.33,3024.33,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-30T15:13:03,2016-06-18T22:07:56,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,68403.14,11019.17,33.97,66270.52,11.26,99.983,84.033,8762.7,2.94,1.325,294,False,False,peak_demand,82.36,85.51,69,0,0,0,water,particulate_mild,70.41,43.57,0.829,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T09:35:25,70,57.59,57.59,1.67,4.581,2.742,3.049,,,59.3,57.71,,23.33,34.38,47.29,13/11/9,128.4,0.376,15.8,3.7,4.155,8.933,4.778,99.799,85.16,32.445,89.53,65.35,,0.617,0.0048,28.02,0.9932,normal,-0.00044176,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.0042,1.0,,350.12,144.41,44079.41,48990.95,31844.12,66137.79,physics_informed_nn,-4911.54,6219.93,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-16T01:04:02,2017-03-30T11:54:04,mixed,False,master_technician,False,28.0,,,none,none,220383.33,10978367.39,51212.87,11019.17,42.93,66270.52,18.9,99.971,82.836,8762.7,2.94,5.239,294,False,False,peak_demand,86.13,101.97,70,0,0,0,gas_compressed_air,none,76.55,21.19,0.522,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T10:24:46,71,58.41,58.41,2.145,7.505,3.498,3.276,,,58.91,65.47,,23.33,42.14,46.4,14/12/10,85.9,0.426,19.8,3.3,1.141,12.929,11.788,96.627,86.01,35.814,89.28,63.63,,0.303,0.0158,39.81,1.0,normal,0.0,0.0287,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,24.02,139.01,44078.59,38578.79,25076.21,52081.37,particle_filter,5499.8,4570.81,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-11T03:48:27,2016-03-26T18:23:01,mixed,False,journeyman,False,45.0,,,none,none,220383.33,10978367.39,52775.45,11019.17,38.97,66270.52,8.79,99.987,83.726,8762.7,2.94,4.018,294,False,False,peak_demand,91.08,71.26,71,0,0,0,oil_process,none,44.88,33.53,4.267,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T11:14:08,72,59.24,59.24,2.033,7.303,3.592,2.677,,,54.54,63.72,,23.33,40.39,46.09,13/11/9,103.4,0.415,17.3,3.8,8.149,19.14,10.99,90.382,86.56,35.131,90.56,65.17,,0.853,0.036,94.17,0.9722,normal,-0.00556896,0.0481,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,290.87,149.1,44077.76,49387.68,32101.99,66673.36,xgboost_gradient,-5309.91,6547.74,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-24T09:04:27,2017-04-13T14:45:39,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,53174.1,11019.17,48.51,66270.52,6.44,99.99,84.244,8762.7,2.94,1.884,294,False,False,peak_demand,92.51,89.05,72,0,0,0,oil_process,particulate_severe,45.04,41.22,2.824,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T12:03:30,73,60.06,60.06,2.042,8.309,4.069,3.05,,,61.04,62.27,,23.33,38.95,49.52,13/11/9,82.9,0.316,25.1,5.4,2.801,21.342,18.541,91.273,87.24,33.171,90.19,67.11,,0.923,0.1327,0.61,1.0,normal,0.00193992,0.0353,False,adhesive_wear,none,A_healthy,0.0014,0.0109,1.0,,19.53,146.89,44076.94,47118.31,30626.9,63609.72,particle_filter,-3041.37,3036.23,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-08T03:12:46,2017-01-23T06:37:15,mixed,False,oem_certified,False,66.0,,,none,none,220383.33,10978367.39,41470.0,11019.17,57.93,66270.52,12.19,99.982,84.668,8762.7,2.94,2.401,294,False,False,peak_demand,87.8,70.46,73,0,0,0,gas_compressed_air,particulate_mild,63.92,33.48,0.399,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T12:52:52,74,60.88,60.88,1.741,5.747,3.301,2.164,,,57.77,63.07,,23.33,39.74,45.16,13/11/9,69.8,0.367,6.1,1.1,7.647,17.376,9.729,108.491,84.95,34.675,90.43,67.33,,0.405,0.0012,9.27,1.0,normal,0.0,0.0288,False,adhesive_wear,none,A_healthy,0.0014,0.0193,1.0,,194.2,148.7,44076.12,38466.74,25003.38,51930.1,physics_informed_nn,5609.38,5946.18,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-08T22:14:59,2016-03-22T21:36:28,mixed,False,specialist,False,40.0,,,none,none,220383.33,10978367.39,93465.67,11019.17,51.12,66270.52,9.64,99.985,81.897,8762.7,2.94,7.383,294,False,False,peak_demand,88.82,81.02,74,0,0,1,oil_process,particulate_mild,20.3,117.59,0.724,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T13:42:14,75,61.7,61.7,1.912,6.649,3.478,3.714,,,59.28,61.5,,23.33,38.18,46.01,13/11/9,80.5,0.351,14.1,2.8,6.889,22.839,15.951,95.38,85.13,33.78,89.07,66.49,,2.493,0.0668,199.96,1.0,normal,0.00135366,0.0465,False,adhesive_wear,none,A_healthy,0.0014,0.0071,1.0,,112.03,139.81,44075.3,40568.29,26369.39,54767.19,lstm_sequence,3507.01,4183.85,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-22T17:50:47,2016-06-05T08:44:47,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,53741.4,11019.17,36.72,66270.52,8.92,99.987,85.188,8762.7,2.94,2.346,294,False,False,peak_demand,89.56,98.74,75,0,0,0,gas_compressed_air,none,55.27,26.14,1.488,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T14:31:35,76,62.53,62.53,2.061,6.88,3.339,3.013,,,57.27,55.92,,23.33,32.59,45.27,13/11/9,115.9,0.343,8.8,1.5,4.035,19.884,15.849,99.904,84.07,33.725,89.23,67.39,,0.119,0.0033,218.51,0.9987,normal,-0.00025928,0.0,False,adhesive_wear,none,A_healthy,0.0014,0.0015,1.0,,23.77,144.73,44074.47,50489.67,32818.28,68161.05,kalman_filter,-6415.2,5230.17,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-17T11:21:39,2017-05-22T18:44:42,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,104435.74,11019.17,52.14,66270.52,32.0,99.952,83.762,8762.7,2.94,7.672,294,False,False,peak_demand,77.43,91.83,76,0,0,0,oil_hydraulic,particulate_severe,89.56,9.59,1.612,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T15:20:57,77,63.35,63.35,2.106,8.883,4.217,3.292,,,49.75,56.47,,23.33,33.14,46.32,13/11/9,80.1,0.498,20.2,4.0,8.075,16.471,8.396,98.295,86.92,35.1,89.01,64.92,,0.684,0.0428,120.98,1.0,normal,0.00556896,0.0,False,adhesive_wear,none,A_healthy,0.0014,0.0,1.0,,223.78,141.11,44073.65,36774.07,23903.14,49644.99,lstm_sequence,7299.58,9076.7,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-04T18:22:58,2016-01-23T01:18:22,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,90603.88,11019.17,26.71,66270.52,20.1,99.97,84.894,8762.7,2.94,5.038,294,False,False,peak_demand,80.99,76.47,77,0,0,1,steam,particulate_severe,43.57,49.15,0.862,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T16:10:19,78,64.17,64.17,1.74,6.485,3.727,2.52,,,55.6,60.84,,23.33,37.52,46.13,14/12/10,74.0,0.367,26.8,4.3,8.396,21.16,12.764,96.457,85.83,32.828,89.71,61.62,,0.505,0.0261,113.85,0.9938,normal,-0.00124992,0.0,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,81.19,163.32,44072.83,39397.67,25608.49,53186.86,lstm_sequence,4675.15,4327.8,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-09-28T11:00:31,2016-04-25T00:11:40,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,45566.35,11019.17,27.03,66270.52,18.22,99.973,81.894,8762.7,2.94,1.858,294,False,False,peak_demand,87.32,99.77,78,0,0,0,oil_hydraulic,none,66.31,22.38,0.111,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T16:59:41,79,64.99,64.99,1.919,7.616,3.968,3.098,,,59.51,63.6,,23.33,40.28,45.0,14/12/10,132.2,0.373,40.7,6.6,4.473,16.27,11.797,101.509,86.12,33.758,88.92,62.62,,0.277,0.1592,197.1,0.9868,normal,-0.00263309,0.0366,False,adhesive_wear,cavitation,A_healthy,0.0015,0.0,1.0,,167.28,152.63,44072.01,51250.76,33312.99,69188.52,lstm_sequence,-7178.75,7665.78,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-06-02T10:22:27,2017-06-18T20:08:23,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,93322.4,11019.17,46.99,66270.52,9.53,99.986,82.613,8762.7,2.94,5.341,294,False,False,peak_demand,102.73,84.64,79,0,0,1,oil_hydraulic,none,21.19,22.05,1.126,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T17:49:03,80,65.82,65.82,2.002,8.953,4.472,2.45,,,58.91,61.4,,23.33,38.08,48.42,14/12/10,171.0,0.328,16.7,2.1,7.918,11.89,3.972,90.297,85.13,35.503,89.83,69.29,,0.085,0.1271,150.57,1.0,normal,0.0,0.0078,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,49.29,149.65,44071.18,50201.38,32630.9,67771.87,xgboost_gradient,-6130.2,5729.72,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-11T14:30:34,2017-05-12T16:59:37,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,79192.49,11019.17,41.15,66270.52,11.21,99.983,83.916,8762.7,2.94,7.33,294,False,False,peak_demand,91.97,105.07,80,0,0,0,oil_hydraulic,water_ingress,45.56,0.98,0.52,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T18:38:24,81,66.64,66.64,1.982,6.524,3.291,3.508,,,60.19,61.53,,23.33,38.2,43.23,13/11/9,52.4,0.333,6.9,0.9,8.059,14.272,6.214,94.365,85.25,34.645,89.88,66.53,,0.024,0.1163,70.45,1.0,normal,0.00025928,0.0528,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,77.35,142.04,44070.36,40940.57,26611.37,55269.77,particle_filter,3129.79,3996.0,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-30T16:55:31,2016-06-18T18:07:30,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,33997.1,11019.17,59.1,66270.52,11.99,99.982,83.338,8762.7,2.94,1.717,294,False,False,peak_demand,88.89,95.1,81,0,0,0,none,none,82.91,79.97,0.323,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T19:27:46,82,67.46,67.46,2.254,7.7,3.416,2.821,,,61.35,63.75,,23.33,40.42,48.49,14/12/10,85.8,0.392,19.6,3.6,5.12,20.508,15.389,95.245,85.82,34.127,91.1,61.88,,0.067,0.1627,77.66,1.0,normal,0.0,0.0751,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,143.53,148.05,44069.54,48926.42,31802.17,66050.67,physics_informed_nn,-4856.88,4589.78,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-15T02:40:21,2017-03-28T14:55:09,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,49319.46,11019.17,59.56,66270.52,13.13,99.98,84.451,8762.7,2.94,1.742,294,False,False,peak_demand,93.62,88.85,82,0,0,0,oil_hydraulic,chemical_contamination,22.47,12.83,5.989,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T20:17:08,83,68.29,68.29,1.983,8.702,4.389,3.039,,,59.88,59.63,,23.33,36.3,45.85,13/11/9,67.7,0.316,10.4,2.2,1.321,6.755,5.434,91.684,85.82,33.527,90.26,67.33,,0.091,0.0305,281.54,1.0,normal,0.00124992,0.049,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,70.75,147.57,44068.71,46242.78,30057.81,62427.75,physics_informed_nn,-2174.06,1741.92,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-02-18T05:40:28,2016-12-23T14:38:48,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,99650.68,11019.17,41.77,66270.52,15.37,99.977,86.312,8762.7,2.94,1.101,294,False,False,peak_demand,96.66,77.36,83,0,0,0,oil_hydraulic,none,55.02,70.08,3.677,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T21:06:30,84,69.11,69.11,1.966,7.18,3.652,3.35,,,61.57,57.08,,23.33,33.75,44.09,14/12/10,74.8,0.461,18.7,2.5,8.412,27.222,18.811,104.916,85.32,35.582,89.17,63.66,,0.159,0.0147,499.07,1.0,normal,0.00263309,0.0279,False,adhesive_wear,none,A_healthy,0.0016,0.0095,1.0,,126.62,167.2,44067.89,47983.87,31189.51,64778.22,physics_informed_nn,-3915.98,3769.01,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-26T13:02:33,2017-02-23T07:23:47,mixed,False,apprentice,True,,,,none,none,220383.33,10978367.39,34842.36,11019.17,34.62,66270.52,11.28,99.983,83.619,8762.7,2.94,7.909,294,False,False,peak_demand,91.68,91.09,84,0,0,0,gas_compressed_air,none,81.72,24.96,0.343,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T21:55:52,85,69.93,69.93,1.989,6.603,3.319,3.231,,,58.22,57.91,,23.33,34.58,48.08,14/12/10,121.7,0.399,97.3,17.4,2.725,14.259,11.534,105.617,85.67,33.481,90.79,66.09,,0.195,0.039,46.85,0.9901,normal,-0.00197448,0.0004,False,adhesive_wear,none,A_healthy,0.0016,0.0165,1.0,,208.07,166.46,44067.07,36528.66,23743.63,49313.69,lstm_sequence,7538.41,6088.64,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-07-30T22:15:39,2016-01-14T15:17:30,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,74082.69,11019.17,57.3,66270.52,7.72,99.988,83.926,8762.7,2.94,7.391,294,False,False,peak_demand,74.07,75.97,85,0,0,0,oil_hydraulic,particulate_mild,70.71,42.86,8.876,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T22:45:13,86,70.75,70.75,2.228,5.824,2.614,2.687,,,60.49,67.02,,23.33,43.69,47.16,15/13/11,101.9,0.405,6.9,0.9,6.98,19.478,12.498,97.33,87.38,33.488,88.64,59.96,,0.286,0.0571,35.7,0.9853,normal,-0.00293124,0.0416,False,adhesive_wear,thermal_degradation,A_healthy,0.0016,0.0104,1.0,,265.75,169.53,44066.25,50513.86,32834.01,68193.71,lstm_sequence,-6447.61,6324.82,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-18T07:41:02,2017-05-23T23:32:07,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,76189.5,11019.17,58.79,66270.52,18.34,99.972,82.715,8762.7,2.94,7.41,294,False,False,peak_demand,111.24,89.42,86,0,0,0,oil_process,particulate_mild,69.46,28.62,0.758,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-29T23:34:35,87,71.58,71.58,1.724,6.225,3.611,2.919,,,57.47,57.19,,23.33,33.86,43.34,14/12/10,182.8,0.386,59.5,9.3,1.759,5.072,3.313,94.927,84.99,32.666,88.93,64.6,,0.158,0.1189,70.41,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,301.66,167.89,44065.42,41573.17,27022.56,56123.78,lstm_sequence,2492.26,3193.61,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-11-13T02:09:36,2016-07-11T08:46:07,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,63884.2,11019.17,43.76,66270.52,6.19,99.99,89.297,8762.7,2.94,2.106,294,False,False,peak_demand,71.53,80.4,87,0,0,0,water,none,22.48,44.74,2.722,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T00:23:57,88,72.4,72.4,1.971,7.573,3.842,3.011,,,63.34,60.46,,23.33,37.13,45.97,15/13/11,97.0,0.458,52.7,7.1,2.182,15.951,13.769,100.281,87.19,34.214,89.77,65.25,,0.732,0.0098,10.3,0.9842,normal,-0.00315909,0.0757,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,182.11,148.51,44064.6,50216.73,32640.87,67792.58,lstm_sequence,-6152.12,6682.57,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-05-12T04:45:43,2017-05-13T12:36:57,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,63252.24,11019.17,39.55,66270.52,17.48,99.974,80.582,8762.7,2.94,1.742,294,False,False,peak_demand,91.58,89.88,88,0,0,1,water,particulate_severe,67.97,19.26,1.956,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T01:13:19,89,73.22,73.22,1.969,7.653,3.886,2.194,,,58.93,62.15,,23.33,38.82,44.41,13/11/9,68.8,0.41,16.6,2.6,2.773,11.007,8.234,112.101,84.95,32.974,89.19,66.86,,0.667,0.1306,337.67,0.9796,normal,-0.00408653,0.0583,False,adhesive_wear,thermal_degradation,A_healthy,0.0017,0.0105,1.0,,470.46,142.09,44063.78,52703.67,34257.38,71149.95,weibull_regression,-8639.89,7855.37,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-07-03T01:03:17,2017-08-09T15:20:16,mixed,False,journeyman,False,70.0,,,none,none,220383.33,10978367.39,56889.9,11019.17,25.74,66270.52,15.39,99.977,79.289,8762.7,2.94,4.807,294,False,False,peak_demand,92.12,81.8,89,0,1,0,steam,none,68.79,41.99,0.942,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T02:02:40,90,74.04,74.04,1.803,5.493,3.047,2.92,,,58.28,64.67,,23.33,41.34,47.07,13/11/9,78.7,0.351,35.5,7.8,8.318,27.155,18.837,91.372,85.49,32.746,89.08,64.34,,0.522,0.2144,110.47,0.9991,normal,0.00179518,0.0098,False,adhesive_wear,contamination,A_healthy,0.0017,0.0,1.0,,84.86,147.33,44062.96,47971.48,31181.46,64761.49,lstm_sequence,-3908.52,3749.66,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-03-26T11:46:59,2017-02-23T01:48:00,mixed,False,journeyman,False,14.0,,,none,none,220383.33,10978367.39,90167.92,11019.17,20.87,66270.52,15.2,99.977,85.808,8762.7,2.94,3.104,294,False,False,peak_demand,88.56,90.93,90,0,0,0,oil_hydraulic,none,36.64,109.39,1.869,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T02:52:02,91,74.87,74.87,2.025,8.689,4.29,2.505,,,61.05,64.43,,23.33,41.11,45.52,13/11/9,71.9,0.372,32.6,4.1,1.299,7.926,6.627,95.085,86.73,33.797,89.58,63.77,,0.644,0.0259,160.24,1.0,normal,0.00293124,0.0168,False,adhesive_wear,none,A_healthy,0.0017,0.0069,1.0,,80.19,143.45,44062.13,51510.08,33481.55,69538.61,lstm_sequence,-7447.95,8559.93,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-06-08T05:54:22,2017-06-28T10:26:01,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,45552.08,11019.17,37.17,66270.52,25.14,99.962,78.593,8762.7,2.94,3.338,294,False,False,peak_demand,99.78,91.89,91,0,0,0,oil_process,particulate_severe,37.96,39.4,0.001,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T03:41:24,92,75.69,75.69,1.944,6.323,3.252,3.015,,,54.51,60.01,,23.33,36.68,44.6,13/11/9,180.7,0.378,7.1,0.8,1.703,9.593,7.89,99.217,86.17,32.762,89.48,62.44,,0.31,0.0041,216.74,1.0,normal,0.0,0.0327,False,adhesive_wear,none,A_healthy,0.0017,0.0089,1.0,,133.39,154.72,44061.31,37214.73,24189.57,50239.88,physics_informed_nn,6846.58,7338.92,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-14T11:03:16,2016-02-08T04:12:35,mixed,False,master_technician,True,,,,none,none,220383.33,10978367.39,45453.68,11019.17,29.3,66270.52,16.17,99.976,89.923,8762.7,2.94,1.891,294,False,False,peak_demand,82.89,84.04,92,0,0,0,water,particulate_mild,58.52,73.43,2.031,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T04:30:46,93,76.51,76.51,2.061,7.291,3.538,3.178,,,63.65,58.19,,23.33,34.86,46.47,13/11/9,94.8,0.55,9.1,1.9,2.849,12.845,9.996,98.93,85.08,35.038,89.21,69.29,,0.752,0.0996,6.73,0.9847,normal,0.00010718,0.0139,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,251.93,157.6,44060.49,49124.74,31931.08,66318.4,xgboost_gradient,-5064.26,4268.72,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-19T14:53:02,2017-04-05T00:32:37,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,33612.07,11019.17,59.31,66270.52,15.39,99.977,86.72,8762.7,2.94,5.711,294,False,False,peak_demand,90.67,87.34,93,0,0,0,water,none,55.46,244.78,3.509,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T05:20:08,94,77.34,77.34,2.091,6.632,3.171,3.434,,,59.77,57.33,,23.33,34.01,46.16,14/12/10,60.2,0.31,11.3,3.0,2.084,13.355,11.271,94.616,85.42,35.627,89.34,65.35,,0.707,0.0149,132.11,0.9979,normal,0.0036709,0.0515,False,adhesive_wear,none,A_healthy,0.0018,0.0096,1.0,,146.73,150.64,44059.66,48327.63,31412.96,65242.3,particle_filter,-4267.97,4327.28,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-03T01:09:01,2017-03-07T19:49:14,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,39065.6,11019.17,51.84,66270.52,29.7,99.955,89.843,8762.7,2.94,4.782,294,False,False,peak_demand,88.29,87.48,94,0,0,3,steam,chemical_contamination,23.9,1.11,4.37,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T06:09:29,95,78.16,78.16,1.833,4.843,2.643,3.437,,,57.39,62.27,,23.33,38.94,45.71,13/11/9,99.7,0.363,10.7,1.2,8.111,19.778,11.668,98.719,85.11,32.786,91.06,65.66,,1.768,0.0118,40.55,1.0,normal,0.0001793,0.008,False,adhesive_wear,none,A_healthy,0.0018,0.0269,1.0,,14.51,150.81,44058.84,49499.73,32174.82,66824.63,lstm_sequence,-5440.89,6714.76,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-04-27T12:01:19,2017-04-18T08:55:36,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,58778.33,11019.17,47.74,66270.52,18.0,99.973,79.924,8762.7,2.94,4.873,294,False,False,peak_demand,93.66,88.7,95,0,0,0,gas_compressed_air,none,35.36,5.03,1.666,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T06:58:51,96,78.98,78.98,2.191,7.251,3.309,3.189,,,64.69,62.67,,23.33,39.35,43.17,14/12/10,200.2,0.366,44.7,11.9,5.022,10.49,5.468,100.566,86.0,34.705,88.06,65.56,,0.775,0.022,135.62,0.9944,normal,-0.00111442,0.0231,False,adhesive_wear,none,A_healthy,0.0018,0.0064,1.0,,93.77,155.9,44058.02,40297.29,26193.24,54401.34,kalman_filter,3760.73,3878.08,13144.0,0.0,0.0001,0.0018,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-10-17T19:37:36,2016-05-27T11:40:44,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,69881.72,11019.17,31.1,66270.52,14.04,99.979,86.787,8762.7,2.94,6.05,294,False,False,peak_demand,94.45,92.79,96,0,0,0,water,particulate_severe,80.68,73.56,2.683,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T07:48:13,97,79.8,79.8,2.159,6.627,3.069,3.432,,,58.47,60.53,,23.33,37.21,47.84,13/11/9,56.7,0.35,12.8,2.7,6.668,25.571,18.903,101.964,85.45,32.772,91.12,61.77,,0.037,0.0486,210.64,1.0,normal,0.0,0.0758,False,adhesive_wear,none,A_healthy,0.0018,0.0112,1.0,,85.96,152.47,44057.2,46183.22,30019.09,62347.34,particle_filter,-2126.02,1807.83,13144.0,0.0,0.0001,0.0019,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-02-17T11:24:41,2016-12-21T23:32:12,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,105570.92,11019.17,23.04,66270.52,9.57,99.986,87.508,8762.7,2.94,3.386,294,False,False,peak_demand,87.99,91.18,97,0,0,0,water,none,84.14,84.01,3.949,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T08:37:35,98,80.63,80.63,2.067,6.68,3.232,3.048,,,55.66,60.22,,23.33,36.9,46.64,13/11/9,137.1,0.444,94.4,16.9,9.962,12.957,2.995,101.285,87.16,36.139,89.15,64.77,,0.115,0.0304,26.53,0.9946,normal,0.00196591,0.012,False,adhesive_wear,imbalance_induced,A_healthy,0.0018,0.003,1.0,,176.93,150.5,44056.37,33438.47,21735.01,45141.93,lstm_sequence,10617.9,12487.82,13144.0,0.0,0.0001,0.0019,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-05-27T23:51:40,2015-09-27T15:19:31,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,37237.71,11019.17,35.53,66270.52,18.73,99.972,82.969,8762.7,2.94,5.084,294,False,False,peak_demand,85.93,98.16,98,0,0,1,gas_compressed_air,none,67.36,32.54,1.401,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T09:26:57,99,81.45,81.45,2.038,7.287,3.575,3.275,,,56.84,59.39,,23.33,36.07,45.21,14/12/10,67.1,0.403,42.0,7.1,3.32,8.444,5.124,106.966,85.1,33.209,90.21,64.14,,0.362,0.006,117.08,1.0,normal,0.00041563,0.0473,False,adhesive_wear,none,A_healthy,0.0018,0.0131,1.0,,518.78,157.92,44055.55,46563.42,30266.22,62860.61,particle_filter,-2507.87,2906.52,13144.0,0.0,0.0001,0.0019,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2015-02-25T11:09:30,2017-01-04T12:21:17,mixed,False,journeyman,True,,,,none,none,220383.33,10978367.39,54607.06,11019.17,32.23,66270.52,15.28,99.977,85.735,8762.7,2.94,7.568,294,False,False,peak_demand,83.03,97.5,99,0,0,3,water,chemical_contamination,50.4,43.11,1.769,,,standard
ASSET-000026,compressor,critical,PrecisionDrive GmbH,MDL-7188-B,2012-06-27,44137.0,1500.0,85.68616514630307,indoor_uncontrolled,rail_transport,FAC-005,LINE-N,none,2012-06-30T10:16:18,100,82.27,82.27,2.144,8.945,4.172,3.162,,,61.02,61.83,,23.33,38.51,47.38,13/11/9,110.4,0.304,6.0,1.6,8.456,22.767,14.312,95.125,87.15,34.384,90.56,64.04,,0.87,0.0509,6.02,1.0,normal,0.0,0.0541,False,adhesive_wear,none,A_healthy,0.0019,0.0016,1.0,,37.43,147.63,44054.73,36978.43,24035.98,49920.88,lstm_sequence,7076.3,6323.05,13144.0,0.0,0.0001,0.0019,2.219,51092.0,1.0,1e-06,False,none,none,,,,,,2014-08-09T19:29:15,2016-01-31T01:56:19,mixed,False,specialist,True,,,,none,none,220383.33,10978367.39,56159.68,11019.17,29.9,66270.52,11.7,99.982,83.927,8762.7,2.94,3.785,294,False,False,peak_demand,92.8,72.92,100,0,0,1,steam,none,29.56,10.0,2.737,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-23T03:59:05,1,3.98,3.98,2.187,6.25,2.858,2.961,,,57.43,54.8,,23.37,31.43,44.29,14/12/10,170.0,0.413,33.9,5.0,2.583,7.41,4.826,102.231,79.68,32.604,89.74,63.01,,0.001,0.018,91.8,1.0,normal,0.0,0.0,False,cavitation,contamination,A_healthy,0.0006,0.0094,1.0,,53.63,158.83,7241.02,7626.69,4957.35,10296.03,lstm_sequence,-385.68,345.11,1495.0,0.0001,0.001,0.0128,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-01T01:19:50,2010-08-20T06:40:21,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,298388.89,58020.07,28.25,41790.05,6.53,99.984,79.153,996.9,0.75,5.232,75,False,False,variable_mild,67.22,74.88,1,0,0,0,water,particulate_mild,87.31,35.43,2.504,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-23T07:58:11,2,7.97,7.97,2.753,8.609,3.128,3.395,,,56.89,61.99,,23.37,38.63,48.49,13/11/9,127.8,0.411,63.3,17.2,6.883,11.863,4.98,88.897,78.99,32.441,89.67,61.09,,1.184,0.0134,36.2,0.9962,normal,-0.0019248,0.0296,False,cavitation,none,A_healthy,0.0011,0.0,1.0,,60.37,148.86,7237.03,7645.24,4969.41,10321.08,lstm_sequence,-408.21,445.53,1495.0,0.0001,0.001,0.0128,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-01T14:35:28,2010-08-21T02:25:34,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,351980.15,58020.07,53.95,41790.05,28.92,99.931,90.352,996.9,0.75,3.067,75,False,False,variable_mild,81.16,88.78,2,0,0,0,steam,chemical_contamination,25.18,7.66,2.54,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-23T11:57:17,3,11.95,11.95,2.823,7.098,2.515,2.882,,,63.54,59.41,,23.37,36.04,44.19,14/12/10,63.8,0.369,17.5,2.3,5.076,18.628,13.551,96.569,80.83,33.351,90.59,66.83,,0.154,0.0188,196.5,0.992,normal,-0.00266274,0.0658,False,cavitation,none,A_healthy,0.0017,0.0066,1.0,,167.43,146.75,7233.05,7784.34,5059.82,10508.86,xgboost_gradient,-551.29,505.87,1495.0,0.0001,0.001,0.0129,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-04T16:07:27,2010-08-26T04:38:33,mixed,False,oem_certified,True,,,,none,none,1160401.36,8853753.47,533773.96,58020.07,32.06,41790.05,13.73,99.967,86.268,996.9,0.75,4.098,75,False,False,variable_mild,89.4,85.94,3,0,0,0,water,none,81.43,3.34,1.555,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-23T15:56:23,4,15.94,15.94,2.349,8.141,3.466,2.796,,,63.27,60.04,,23.37,36.67,46.31,15/13/11,101.8,0.378,30.2,7.9,2.632,23.307,20.676,100.636,79.87,33.515,89.88,62.71,,0.416,0.0619,54.9,1.0,normal,0.0,0.0786,False,cavitation,none,A_healthy,0.0022,0.0,1.0,,125.68,161.15,7229.06,6208.49,4035.52,8381.46,physics_informed_nn,1020.57,892.69,1495.0,0.0001,0.001,0.0129,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-02T00:11:00,2010-07-01T13:09:14,mixed,False,apprentice,True,,,,none,none,1160401.36,8853753.47,515596.76,58020.07,24.19,41790.05,6.95,99.983,80.055,996.9,0.75,5.175,75,True,False,variable_mild,81.82,96.23,4,0,0,0,gas_compressed_air,chemical_contamination,81.71,112.18,0.906,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-23T19:55:29,5,19.92,19.92,2.65,9.645,3.64,2.758,,,61.67,56.08,,23.37,32.71,46.27,13/11/9,121.1,0.372,22.6,5.4,1.132,14.551,13.419,93.911,81.77,32.855,88.1,66.74,,0.245,0.0426,30.84,0.9963,normal,-0.00073465,0.0,False,cavitation,fretting_corrosion,A_healthy,0.0028,0.0036,1.0,,54.9,149.19,7225.08,7818.36,5081.94,10554.79,particle_filter,-593.29,689.5,1495.0,0.0001,0.001,0.0129,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-05T17:06:23,2010-08-27T17:32:01,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,179543.4,58020.07,46.49,41790.05,21.22,99.949,87.872,996.9,0.75,2.799,75,False,False,variable_mild,65.95,93.52,5,0,0,0,gas_compressed_air,particulate_mild,36.25,28.94,1.979,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-23T23:54:35,6,23.91,23.91,2.622,9.161,3.494,3.155,,,59.38,57.62,,23.37,34.25,45.96,13/11/9,95.5,0.344,5.8,0.9,6.791,24.042,17.25,91.275,78.53,32.139,90.05,63.83,,0.622,0.0487,66.14,0.9945,normal,-0.00110959,0.0349,False,cavitation,none,A_healthy,0.0033,0.0,1.0,,78.4,156.55,7221.09,6663.22,4331.09,8995.35,physics_informed_nn,557.87,532.9,1495.0,0.0001,0.001,0.013,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-11T19:31:13,2010-07-17T23:38:52,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,507520.35,58020.07,42.29,41790.05,10.54,99.975,82.887,996.9,0.75,3.077,75,False,False,variable_mild,80.72,86.8,6,0,0,0,water,none,46.53,84.71,0.164,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-24T03:53:40,7,27.89,27.89,2.496,8.922,3.574,3.175,,,63.09,58.86,,23.37,35.5,43.76,13/11/9,73.8,0.514,29.0,4.0,5.938,25.839,19.902,101.742,80.37,30.872,89.01,64.2,,0.499,0.06,35.36,0.9929,normal,-0.00064855,0.0314,False,cavitation,none,A_healthy,0.0039,0.0,1.0,,247.17,165.4,7217.11,8145.76,5294.74,10996.77,lstm_sequence,-928.65,1101.06,1495.0,0.0002,0.001,0.013,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-12T20:46:26,2010-09-08T15:47:21,mixed,False,specialist,False,41.0,,,none,none,1160401.36,8853753.47,465541.98,58020.07,45.18,41790.05,14.5,99.965,85.822,996.9,0.75,4.871,75,False,False,variable_mild,83.08,77.79,7,0,0,0,gas_compressed_air,particulate_severe,34.22,13.75,3.976,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-24T07:52:46,8,31.88,31.88,2.803,11.156,3.98,2.747,,,59.3,54.63,,23.37,31.26,46.54,14/12/10,75.8,0.403,20.8,3.9,3.163,21.326,18.164,94.569,81.41,33.048,87.89,66.53,,0.211,0.0371,228.44,0.9966,normal,0.00090995,0.0,False,cavitation,none,A_healthy,0.0044,0.0,1.0,,183.85,131.98,7213.12,8645.22,5619.4,11671.05,xgboost_gradient,-1432.1,1440.53,1495.0,0.0002,0.001,0.013,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-23T10:29:29,2010-09-26T12:19:11,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,519356.68,58020.07,28.98,41790.05,14.3,99.966,83.677,996.9,0.75,2.21,75,False,False,variable_mild,71.6,93.11,8,0,0,0,water,chemical_contamination,79.51,124.41,1.496,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-24T11:51:52,9,35.86,35.86,2.721,7.341,2.698,3.532,,,56.07,60.34,,23.37,36.97,46.69,14/12/10,158.5,0.541,10.0,2.2,5.794,9.843,4.049,105.617,79.09,30.514,88.66,65.82,,0.234,0.0191,2.09,0.9777,normal,-0.00445126,0.0091,False,cavitation,none,A_healthy,0.005,0.0,1.0,,323.71,161.62,7209.14,6005.97,3903.88,8108.06,particle_filter,1203.16,1084.89,1495.0,0.0002,0.001,0.0131,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-03-29T14:51:02,2010-06-25T04:56:26,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,556361.6,58020.07,36.89,41790.05,39.6,99.905,80.413,996.9,0.75,6.816,75,False,False,variable_mild,83.2,103.48,9,0,0,0,oil_hydraulic,none,21.44,52.76,1.612,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-24T15:50:58,10,39.85,39.85,2.667,8.921,3.345,2.692,,,61.3,60.46,,23.37,37.09,45.61,13/11/9,87.2,0.604,35.7,5.7,6.368,11.889,5.522,97.604,79.17,32.519,91.37,65.44,,0.21,0.0651,35.76,1.0,normal,0.00073465,0.0,False,cavitation,none,A_healthy,0.0055,0.0,1.0,,146.7,127.85,7205.15,6068.33,3944.42,8192.25,lstm_sequence,1136.82,1311.34,1495.0,0.0002,0.0011,0.0131,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-03-31T02:00:54,2010-06-27T13:55:52,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,539601.21,58020.07,58.74,41790.05,9.39,99.978,78.102,996.9,0.75,2.985,75,False,False,variable_mild,87.57,95.87,10,0,0,0,gas_compressed_air,chemical_contamination,51.65,0.34,4.052,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-24T19:50:04,11,43.83,43.83,2.377,6.333,2.664,3.343,,,57.48,58.56,,23.37,35.19,45.55,13/11/9,65.2,0.461,14.2,2.3,6.084,16.462,10.377,99.662,80.47,33.143,89.25,66.42,,0.324,0.0649,299.52,1.0,normal,0.00110959,0.0094,False,cavitation,none,A_healthy,0.0061,0.0018,1.0,,30.12,141.17,7201.17,6515.48,4235.06,8795.9,particle_filter,685.68,574.03,1495.0,0.0002,0.0011,0.0131,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-09T13:34:32,2010-07-13T13:59:40,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,402518.54,58020.07,46.9,41790.05,37.86,99.909,82.772,996.9,0.75,1.519,75,False,False,variable_mild,86.88,88.48,11,0,0,0,oil_hydraulic,none,28.58,47.56,0.188,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-24T23:49:10,12,47.82,47.82,2.964,9.181,3.098,3.523,,,60.75,58.82,,23.37,35.45,44.89,14/12/10,105.6,0.333,7.5,1.5,4.771,12.244,7.473,103.837,81.17,33.961,87.21,63.07,,0.366,0.1276,9.18,0.9968,normal,0.00077174,0.005,False,cavitation,none,A_healthy,0.0066,0.0,1.0,,157.21,159.8,7197.18,5968.19,3879.33,8057.06,physics_informed_nn,1228.99,1440.51,1495.0,0.0002,0.0011,0.0132,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-03-29T07:54:57,2010-06-24T08:47:00,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,232883.61,58020.07,29.74,41790.05,21.69,99.948,81.262,996.9,0.75,1.915,75,False,False,variable_mild,85.08,92.48,12,0,0,0,water,water_ingress,76.39,45.41,0.096,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-25T03:48:15,13,51.8,51.8,2.57,7.892,3.071,3.208,,,53.79,57.18,,23.37,33.81,43.41,14/12/10,193.6,0.345,45.6,5.2,5.454,10.333,4.879,94.905,80.46,30.782,89.97,67.97,,0.096,0.012,22.12,0.9952,normal,-0.00027329,0.026,False,cavitation,none,A_healthy,0.0072,0.0017,1.0,,132.91,135.95,7193.2,7900.94,5135.61,10666.27,lstm_sequence,-707.74,818.31,1495.0,0.0002,0.0011,0.0132,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-08T18:16:23,2010-08-31T23:36:04,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,405054.3,58020.07,44.54,41790.05,8.55,99.98,90.155,996.9,0.75,2.602,75,False,False,variable_mild,77.43,80.96,13,0,0,0,oil_hydraulic,none,38.01,14.49,1.907,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-25T07:47:21,14,55.79,55.79,2.219,8.182,3.688,2.813,,,59.26,61.57,,23.37,38.2,47.05,13/11/9,83.0,0.474,22.8,5.4,2.978,5.29,2.313,100.892,80.88,33.471,88.64,61.67,,0.14,0.0355,150.69,0.996,normal,0.00365393,0.0383,False,cavitation,fatigue_spalling,A_healthy,0.0077,0.0,1.0,,614.99,141.79,7189.21,6123.07,3980.0,8266.15,particle_filter,1066.14,1344.8,1495.0,0.0002,0.0011,0.0132,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-01T21:19:29,2010-06-30T04:23:59,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,365776.8,58020.07,24.24,41790.05,11.93,99.971,83.665,996.9,0.75,7.39,75,False,False,variable_mild,75.59,86.23,14,0,0,0,water,particulate_severe,50.53,14.72,9.012,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-25T11:46:27,15,59.77,59.77,2.552,9.208,3.609,2.989,,,57.11,62.76,,23.37,39.39,47.43,14/12/10,73.7,0.428,18.8,4.6,8.705,14.646,5.941,102.303,78.16,30.467,90.8,63.17,,0.255,0.0478,39.8,1.0,normal,0.0,0.0212,False,cavitation,none,A_healthy,0.0083,0.0072,1.0,,128.21,156.3,7185.23,6200.5,4030.32,8370.67,particle_filter,984.73,1101.12,1495.0,0.0002,0.0011,0.0133,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-03T16:01:19,2010-07-03T02:11:44,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,208896.31,58020.07,31.78,41790.05,11.08,99.973,82.426,996.9,0.75,4.11,75,False,False,variable_mild,92.44,82.92,15,0,0,0,steam,water_ingress,57.76,145.6,1.971,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-25T15:45:33,16,63.76,63.76,2.364,6.658,2.817,3.324,,,58.41,57.27,,23.37,33.91,47.36,13/11/9,238.4,0.496,33.1,9.0,3.845,17.0,13.155,99.663,80.74,33.663,89.47,62.56,,0.197,0.0078,163.85,0.9926,normal,-0.00147544,0.0419,False,cavitation,none,A_healthy,0.0088,0.0,1.0,,187.63,145.89,7181.24,6109.29,3971.04,8247.54,physics_informed_nn,1071.95,1384.49,1495.0,0.0002,0.0011,0.0133,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-01T22:24:09,2010-06-30T00:39:10,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,258038.78,58020.07,25.49,41790.05,15.53,99.963,82.612,996.9,0.75,2.518,75,False,False,variable_mild,82.09,96.64,16,0,0,0,oil_hydraulic,none,23.23,135.47,4.361,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-25T19:44:39,17,67.74,67.74,2.485,10.888,4.382,2.903,,,60.43,56.25,,23.37,32.88,45.41,14/12/10,57.9,0.397,25.2,5.6,6.291,24.121,17.83,91.188,80.47,30.789,90.99,63.21,,0.396,0.0426,163.01,1.0,normal,0.00064673,0.0497,False,cavitation,none,A_healthy,0.0094,0.0058,1.0,,20.7,153.45,7177.26,8115.99,5275.4,10956.59,xgboost_gradient,-938.74,839.43,1495.0,0.0002,0.0011,0.0133,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-13T21:44:27,2010-09-09T06:20:18,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,176683.2,58020.07,36.83,41790.05,16.84,99.96,85.604,996.9,0.75,7.314,75,False,False,variable_mild,81.89,91.96,17,0,0,0,oil_hydraulic,none,37.86,47.56,5.044,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-25T23:43:45,18,71.73,71.73,2.545,11.18,4.392,2.676,,,59.41,57.05,,23.37,33.68,46.67,14/12/10,141.7,0.376,14.1,1.7,1.951,3.809,1.858,96.38,80.07,31.555,91.03,64.95,,1.895,0.022,81.57,1.0,normal,0.00096099,0.0207,False,cavitation,none,A_healthy,0.0099,0.0134,1.0,,5.87,160.94,7173.27,6407.91,4165.14,8650.68,lstm_sequence,765.36,811.1,1495.0,0.0002,0.0011,0.0133,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-08T11:41:00,2010-07-10T22:27:04,mixed,False,journeyman,False,51.0,,,none,none,1160401.36,8853753.47,194776.59,58020.07,37.06,41790.05,14.19,99.966,79.637,996.9,0.75,6.31,75,False,False,variable_mild,70.38,92.41,18,0,0,0,oil_process,none,48.98,167.15,1.559,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-26T03:42:50,19,75.71,75.71,2.304,7.158,3.106,2.929,,,56.89,60.95,,23.37,37.59,47.68,14/12/10,89.6,0.334,39.8,8.8,1.499,12.573,11.074,93.465,81.93,33.206,91.83,59.86,,0.09,0.0936,12.78,0.9892,normal,-0.00135755,0.0,False,cavitation,none,A_healthy,0.0105,0.0235,1.0,,145.82,142.88,7169.29,6018.59,3912.08,8125.09,lstm_sequence,1150.7,1045.28,1495.0,0.0002,0.0011,0.0134,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-03-31T13:00:26,2010-06-27T07:30:44,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,429753.17,58020.07,39.24,41790.05,15.64,99.963,80.39,996.9,0.75,7.096,75,False,False,variable_mild,88.35,72.8,19,0,0,0,gas_compressed_air,none,24.68,27.5,4.958,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-26T07:41:56,20,79.7,79.7,2.613,6.752,2.584,3.262,,,64.5,53.44,,23.37,30.08,45.41,12/10/8,108.3,0.345,9.0,2.0,2.727,10.598,7.871,103.818,80.36,33.384,90.07,65.13,,0.142,0.0164,27.12,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.011,0.0,1.0,,75.96,152.4,7165.3,7915.77,5145.25,10686.29,particle_filter,-750.47,928.08,1495.0,0.0002,0.0011,0.0134,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-10T05:35:03,2010-09-02T16:06:14,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,343839.45,58020.07,52.86,41790.05,12.22,99.971,83.149,996.9,0.75,2.895,75,False,False,variable_mild,73.3,82.94,20,0,0,0,gas_compressed_air,particulate_mild,86.38,61.32,0.453,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-26T11:41:02,21,83.68,83.68,2.403,10.399,4.328,2.892,,,62.97,61.06,,23.37,37.69,46.89,14/12/10,51.2,0.466,28.4,5.3,7.388,19.905,12.517,98.556,79.85,32.388,88.48,63.52,,1.644,0.0057,70.89,1.0,normal,0.00147544,0.0907,False,cavitation,abrasive_wear,A_healthy,0.0116,0.0004,1.0,,37.9,145.93,7161.32,7648.9,4971.78,10326.01,kalman_filter,-487.58,430.86,1495.0,0.0002,0.0012,0.0134,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-04T20:07:57,2010-08-24T09:14:48,mixed,False,apprentice,True,,,,none,none,1160401.36,8853753.47,482588.75,58020.07,36.16,41790.05,13.64,99.967,89.822,996.9,0.75,1.138,75,False,False,variable_mild,75.32,86.93,21,0,0,0,gas_compressed_air,none,80.02,94.74,0.842,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-26T15:40:08,22,87.67,87.67,2.685,8.571,3.193,2.718,,,62.83,58.4,,23.37,35.03,47.42,13/11/9,105.2,0.389,88.6,22.0,7.174,15.814,8.64,100.686,80.15,32.281,89.21,64.81,,0.206,0.0644,132.77,1.0,normal,0.0,0.0333,False,cavitation,none,A_healthy,0.0121,0.0,1.0,,82.87,173.2,7157.33,8251.52,5363.49,11139.56,lstm_sequence,-1094.19,1262.05,1495.0,0.0002,0.0012,0.0135,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-17T13:25:49,2010-09-14T21:27:48,mixed,False,specialist,False,79.0,,,none,none,1160401.36,8853753.47,391350.67,58020.07,49.09,41790.05,13.13,99.969,83.171,996.9,0.75,3.035,75,False,False,variable_mild,77.82,73.15,22,0,0,0,steam,particulate_mild,42.97,109.11,0.566,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-26T19:39:14,22,91.65,91.65,2.339,6.89,2.946,2.831,,,60.38,55.14,,23.37,31.77,43.94,13/11/9,91.1,0.553,8.3,2.1,8.162,24.742,16.579,99.074,80.41,32.031,90.36,64.81,,0.39,0.0146,2.0,0.9858,normal,-0.00283082,0.0,False,cavitation,none,A_healthy,0.0127,0.0,1.0,,282.26,136.62,7153.35,6063.9,3941.53,8186.26,particle_filter,1089.45,1377.81,1495.0,0.0002,0.0012,0.0135,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-02T03:36:09,2010-06-29T13:57:59,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,300676.72,58020.07,23.19,41790.05,6.86,99.984,91.56,996.9,0.75,7.855,75,False,False,variable_mild,64.18,93.22,22,0,0,0,none,none,44.27,8.69,2.962,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-26T23:38:20,23,95.64,95.64,2.628,9.55,3.635,3.165,,,64.52,56.21,,23.37,32.84,45.35,14/12/10,100.4,0.433,26.3,3.3,8.67,19.333,10.663,99.774,81.18,32.435,90.05,64.48,,0.702,0.0262,1.5,0.9949,normal,0.00112812,0.0048,False,cavitation,none,A_healthy,0.0132,0.0045,1.0,,152.15,167.31,7149.36,7949.32,5167.06,10731.58,xgboost_gradient,-799.96,728.22,1495.0,0.0002,0.0012,0.0135,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-11T14:17:58,2010-09-04T12:33:43,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,483648.48,58020.07,30.03,41790.05,3.38,99.99,81.132,996.9,0.75,3.052,75,False,False,variable_mild,78.93,81.54,23,0,0,0,oil_hydraulic,none,24.19,16.76,1.771,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-27T03:37:25,24,99.62,99.62,2.479,10.244,4.132,2.878,,,60.14,62.2,,23.37,38.83,47.11,14/12/10,68.7,0.336,94.5,13.0,8.394,25.726,17.332,102.695,79.44,32.288,88.7,64.3,,1.971,0.0251,52.67,0.9891,normal,-0.00217762,0.0288,False,cavitation,none,A_healthy,0.0138,0.0021,1.0,,131.37,149.6,7145.38,5993.83,3895.99,8091.67,lstm_sequence,1151.55,1335.95,1495.0,0.0002,0.0012,0.0136,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-01T00:32:16,2010-06-27T10:22:40,mixed,False,master_technician,False,64.0,,,none,none,1160401.36,8853753.47,226046.8,58020.07,45.29,41790.05,6.3,99.985,89.021,996.9,0.75,1.003,75,False,False,variable_mild,83.13,80.77,24,0,0,0,water,particulate_mild,63.36,3.52,0.155,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-27T07:36:31,25,103.61,103.61,2.746,11.494,4.186,2.57,,,62.41,57.64,,23.37,34.27,45.43,14/12/10,74.7,0.301,29.3,4.5,1.727,17.42,15.694,97.59,79.58,30.259,89.75,65.55,,0.934,0.0258,73.68,1.0,normal,0.0,0.0129,False,cavitation,none,A_healthy,0.0143,0.0,1.0,,11.42,145.12,7141.39,8047.72,5231.02,10864.42,xgboost_gradient,-906.33,1155.27,1495.0,0.0002,0.0012,0.0136,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-13T23:28:05,2010-09-08T08:10:11,mixed,False,master_technician,False,41.0,,,none,none,1160401.36,8853753.47,543406.69,58020.07,32.37,41790.05,10.56,99.975,89.744,996.9,0.75,3.872,75,False,False,variable_mild,90.36,83.51,25,0,0,0,water,particulate_mild,69.77,36.1,1.373,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-27T11:35:37,26,107.59,107.59,2.62,11.36,4.336,2.568,,,59.9,56.44,,23.37,33.07,45.43,14/12/10,65.2,0.357,9.0,1.1,2.555,11.1,8.546,89.998,81.0,31.913,90.95,65.82,,0.266,0.0274,29.95,1.0,normal,0.0,0.0123,False,cavitation,misalignment_induced,A_healthy,0.0149,0.0116,1.0,,100.73,150.81,7137.41,6185.46,4020.55,8350.38,lstm_sequence,951.94,970.09,1495.0,0.0002,0.0012,0.0136,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-05T08:19:32,2010-07-04T13:14:17,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,559779.54,58020.07,36.8,41790.05,19.91,99.952,82.377,996.9,0.75,1.938,75,True,False,variable_mild,57.73,72.43,26,0,0,0,water,none,54.35,10.32,0.292,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-27T15:34:43,27,111.58,111.58,2.59,9.242,3.568,2.581,,,60.75,57.61,,23.37,34.24,45.76,13/11/9,59.8,0.465,35.2,5.8,6.568,18.54,11.972,99.148,81.16,31.517,89.39,66.09,,0.101,0.0022,89.49,1.0,normal,0.00283082,0.0791,False,cavitation,none,A_healthy,0.0154,0.0005,1.0,,170.51,169.09,7133.42,5985.5,3890.58,8080.43,physics_informed_nn,1147.92,1390.48,1495.0,0.0002,0.0012,0.0137,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-01T08:19:45,2010-06-27T15:15:16,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,549308.9,58020.07,41.89,41790.05,16.58,99.96,90.93,996.9,0.75,5.881,75,False,False,variable_mild,80.23,73.09,27,0,0,0,water,particulate_severe,72.18,13.99,4.467,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-27T19:33:49,28,115.56,115.56,2.624,8.262,3.149,3.08,,,58.81,64.12,,23.37,40.75,48.53,13/11/9,129.0,0.512,17.2,2.7,6.677,17.906,11.229,99.273,81.35,32.153,91.3,65.93,,0.187,0.0046,275.0,0.987,normal,-0.00157533,0.0267,False,cavitation,erosion,A_healthy,0.016,0.0,1.0,,174.0,131.68,7129.44,6434.51,4182.43,8686.59,particle_filter,694.93,846.4,1495.0,0.0002,0.0012,0.0137,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-10T20:49:08,2010-07-13T16:53:51,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,524536.76,58020.07,42.19,41790.05,12.76,99.969,89.408,996.9,0.75,4.795,75,False,False,variable_mild,80.21,84.19,28,0,0,0,water,particulate_mild,49.04,7.29,1.282,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-27T23:32:55,29,119.55,119.55,2.69,12.163,4.521,3.058,,,61.15,55.77,,23.37,32.4,43.39,14/12/10,59.3,0.353,20.9,4.6,9.536,13.981,4.445,103.138,81.73,31.435,90.09,66.52,,0.096,0.068,140.62,0.9927,normal,0.0007136,0.0614,False,cavitation,none,A_healthy,0.0165,0.0129,1.0,,73.63,151.12,7125.45,6312.02,4102.82,8521.23,lstm_sequence,813.43,997.79,1495.0,0.0002,0.0012,0.0137,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-08T11:33:37,2010-07-09T12:46:06,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,466245.94,58020.07,30.94,41790.05,9.34,99.978,88.237,996.9,0.75,7.249,75,False,False,variable_mild,80.8,83.9,29,0,0,0,gas_compressed_air,chemical_contamination,23.9,112.93,1.927,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-28T03:32:00,30,123.53,123.53,2.743,10.706,3.902,3.436,,,60.05,62.17,,23.37,38.8,45.76,14/12/10,140.4,0.468,19.7,3.0,4.573,6.361,1.788,98.782,81.46,33.703,89.95,63.5,,0.308,0.0751,71.6,0.9898,normal,-0.00204041,0.0174,False,cavitation,none,A_healthy,0.0171,0.0153,1.0,,139.04,146.86,7121.47,5791.76,3764.64,7818.87,physics_informed_nn,1329.71,1582.72,1495.0,0.0002,0.0013,0.0138,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-03-28T19:24:41,2010-06-21T06:31:34,mixed,False,journeyman,False,26.0,,,none,none,1160401.36,8853753.47,439107.45,58020.07,42.81,41790.05,10.4,99.975,85.595,996.9,0.75,6.254,75,False,False,variable_mild,84.15,84.55,30,0,0,0,steam,chemical_contamination,85.03,29.98,0.157,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-28T07:31:06,31,127.52,127.52,2.606,11.636,4.466,3.013,,,62.28,55.52,,23.37,32.15,42.6,13/11/9,94.6,0.313,41.1,4.9,6.811,20.547,13.737,106.556,80.46,31.172,88.21,65.26,,0.139,0.0416,72.32,0.9966,normal,-0.00068075,0.0057,False,cavitation,none,A_healthy,0.0176,0.0076,1.0,,64.32,142.64,7117.48,6796.76,4417.9,9175.63,lstm_sequence,320.72,259.49,1495.0,0.0002,0.0013,0.0138,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-18T21:54:01,2010-07-27T00:46:03,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,427268.42,58020.07,32.23,41790.05,24.72,99.941,85.433,996.9,0.75,5.281,75,False,False,variable_mild,69.82,76.91,31,0,0,0,oil_hydraulic,chemical_contamination,33.37,25.99,0.028,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-28T11:30:12,32,131.5,131.5,2.613,11.74,4.493,3.409,,,62.36,58.71,,23.37,35.34,45.38,14/12/10,85.5,0.323,52.2,11.9,8.769,19.986,11.217,95.989,79.97,32.602,90.54,64.56,,0.297,0.0086,40.97,0.9969,normal,-0.00061569,0.005,False,cavitation,none,A_healthy,0.0182,0.0107,1.0,,65.52,124.95,7113.5,6337.91,4119.64,8556.18,physics_informed_nn,775.58,927.75,1495.0,0.0002,0.0013,0.0138,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-09T12:27:38,2010-07-10T22:43:49,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,265188.99,58020.07,24.78,41790.05,26.64,99.936,81.598,996.9,0.75,3.493,75,False,False,variable_mild,70.76,88.03,32,0,0,1,water,water_ingress,65.07,7.5,0.029,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-28T15:29:18,33,135.49,135.49,2.373,9.302,3.92,3.28,,,55.87,57.88,,23.37,34.51,46.09,14/12/10,59.7,0.344,7.2,1.9,5.671,16.453,10.782,105.19,79.82,31.344,90.63,68.53,,0.595,0.0332,156.8,0.9957,normal,0.00174321,0.0444,False,cavitation,imbalance_induced,A_healthy,0.0187,0.0138,1.0,,151.69,147.3,7109.51,8507.74,5530.03,11485.45,weibull_regression,-1398.23,1320.11,1495.0,0.0002,0.0013,0.0138,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-24T21:21:30,2010-09-25T23:04:03,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,437986.84,58020.07,41.52,41790.05,8.88,99.979,83.447,996.9,0.75,6.403,75,False,False,variable_mild,84.64,76.43,33,0,0,0,water,none,75.04,61.69,3.017,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-28T19:28:24,34,139.47,139.47,2.462,9.445,3.836,3.154,,,63.23,59.41,,23.37,36.04,42.97,14/12/10,130.7,0.322,17.5,3.0,7.048,26.155,19.107,97.365,79.95,31.369,89.58,62.19,,0.837,0.0403,289.36,0.9961,normal,0.00068292,0.0119,False,cavitation,none,A_healthy,0.0193,0.0175,1.0,,207.22,162.49,7105.53,7568.28,4919.38,10217.18,weibull_regression,-462.75,521.01,1495.0,0.0002,0.0013,0.0139,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-05-05T11:36:47,2010-08-23T20:30:39,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,179071.5,58020.07,28.71,41790.05,10.66,99.974,86.124,996.9,0.75,3.058,75,False,False,variable_mild,81.47,79.81,34,0,0,0,oil_hydraulic,particulate_mild,68.98,49.14,3.501,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-28T23:27:30,35,143.46,143.46,2.141,6.716,3.136,2.735,,,61.91,58.65,,23.37,35.28,44.02,14/12/10,56.6,0.33,12.3,2.9,2.035,16.507,14.472,99.175,79.25,31.243,88.68,66.91,,0.322,0.1934,55.52,1.0,normal,0.00204041,0.0487,False,cavitation,none,A_healthy,0.0198,0.0,1.0,,120.9,154.96,7101.54,6276.47,4079.71,8473.24,weibull_regression,825.07,804.21,1495.0,0.0003,0.0013,0.0139,1.853,30605.0,1.0,1e-06,False,none,none,,,,,,2010-04-08T17:41:40,2010-07-09T06:27:36,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,246256.74,58020.07,28.71,41790.05,18.36,99.956,84.89,996.9,0.75,4.301,75,False,False,variable_mild,85.15,100.1,35,0,0,0,oil_hydraulic,none,35.65,32.44,2.695,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-29T03:26:36,36,147.44,147.44,2.548,10.007,3.927,3.084,,,65.38,63.52,,23.37,40.15,47.03,14/12/10,88.1,0.356,8.9,1.1,3.914,17.07,13.156,95.507,79.72,33.286,90.46,66.26,,0.488,0.0505,84.27,0.9954,normal,-0.00024681,0.0517,False,cavitation,none,A_healthy,0.0204,0.0174,1.0,,72.63,141.84,7097.56,7643.16,4968.05,10318.26,weibull_regression,-545.6,703.85,1495.0,0.0003,0.0013,0.0139,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-07T09:01:16,2010-08-26T20:07:32,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,246759.42,58020.07,39.89,41790.05,9.06,99.978,84.234,996.9,0.75,6.335,75,False,False,variable_mild,95.69,105.8,36,0,0,0,gas_compressed_air,none,27.95,32.9,0.028,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-29T07:25:41,37,151.43,151.43,2.801,10.178,3.634,3.434,,,54.97,54.5,,23.37,31.13,47.44,14/12/10,69.9,0.388,26.6,7.8,2.322,14.142,11.821,104.701,79.44,32.709,88.65,63.28,,0.491,0.0047,3.6,1.0,normal,0.00061569,0.0,False,cavitation,none,A_healthy,0.0209,0.006,1.0,,108.18,155.54,7093.57,7739.35,5030.58,10448.12,xgboost_gradient,-645.78,538.24,1495.0,0.0003,0.0013,0.014,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-09T13:06:09,2010-08-30T09:52:29,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,391396.51,58020.07,58.15,41790.05,7.72,99.982,88.527,996.9,0.75,2.839,75,False,False,variable_mild,70.09,69.94,37,0,0,0,oil_process,particulate_mild,84.32,4.35,7.66,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-29T11:24:47,38,155.41,155.41,2.491,7.871,3.16,3.402,,,63.69,57.14,,23.37,33.78,44.78,14/12/10,172.0,0.476,10.9,3.0,2.17,16.281,14.112,109.81,79.55,33.279,89.36,60.89,,0.625,0.1004,205.52,0.9928,normal,-0.00058254,0.0175,False,cavitation,none,A_healthy,0.0215,0.0006,1.0,,305.34,144.02,7089.59,6115.24,3974.91,8255.58,xgboost_gradient,974.34,961.26,1495.0,0.0003,0.0013,0.014,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-05T21:02:02,2010-07-04T01:22:07,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,519686.75,58020.07,39.69,41790.05,9.82,99.976,85.146,996.9,0.75,3.673,75,False,False,variable_mild,73.91,71.46,38,0,0,1,oil_hydraulic,particulate_mild,63.07,59.81,1.249,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-29T15:23:53,39,159.4,159.4,2.416,9.941,4.115,3.44,,,57.74,61.4,,23.37,38.03,46.59,13/11/9,55.7,0.441,24.8,2.7,9.476,13.166,3.69,96.777,78.89,32.735,88.51,64.53,,0.628,0.1648,63.95,1.0,normal,0.0007811,0.0031,False,cavitation,thermal_degradation,A_healthy,0.022,0.0203,1.0,,150.4,138.81,7085.6,8226.9,5347.49,11106.32,lstm_sequence,-1141.3,1206.56,1495.0,0.0003,0.0013,0.014,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-20T00:51:00,2010-09-17T00:15:58,mixed,False,master_technician,False,66.0,,,none,none,1160401.36,8853753.47,500801.46,58020.07,52.45,41790.05,16.52,99.96,84.55,996.9,0.75,6.023,75,False,False,variable_mild,86.05,91.78,39,0,0,0,oil_process,none,38.12,57.48,0.67,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-29T19:22:59,40,163.38,163.38,2.493,6.973,2.797,2.66,,,60.1,60.25,,23.37,36.88,45.42,13/11/9,140.4,0.374,10.9,2.0,1.192,19.656,18.464,111.224,79.67,33.297,90.56,63.31,,0.1,0.0029,151.52,1.0,normal,0.0,0.0027,False,cavitation,none,A_healthy,0.0226,0.0003,1.0,,35.28,145.76,7081.62,7555.91,4911.34,10200.48,particle_filter,-474.29,406.23,1495.0,0.0003,0.0013,0.0141,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-06T05:20:12,2010-08-24T09:54:16,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,496877.33,58020.07,47.9,41790.05,14.21,99.966,84.807,996.9,0.75,1.749,75,False,False,variable_mild,97.06,87.79,40,0,0,0,water,water_ingress,31.49,145.15,8.359,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-29T23:22:05,41,167.37,167.37,2.855,10.579,3.706,3.307,,,61.54,60.39,,23.37,37.02,46.92,13/11/9,56.8,0.527,37.6,9.2,9.734,16.283,6.549,97.715,78.83,30.775,90.22,65.43,,0.757,0.0202,28.35,1.0,normal,0.00092756,0.0904,False,cavitation,none,A_healthy,0.0231,0.0001,1.0,,69.51,151.52,7077.63,7521.15,4888.74,10153.55,particle_filter,-443.51,373.95,1495.0,0.0003,0.0013,0.0141,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-05T15:56:26,2010-08-23T08:20:29,mixed,False,journeyman,False,29.0,,,none,none,1160401.36,8853753.47,457338.1,58020.07,20.11,41790.05,10.16,99.976,85.401,996.9,0.75,1.286,75,False,False,variable_mild,80.69,83.69,41,0,0,0,oil_hydraulic,particulate_mild,29.97,1.58,3.574,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-30T03:21:11,42,171.35,171.35,2.728,12.153,4.454,3.259,,,62.0,60.14,,23.37,36.77,44.1,14/12/10,80.9,0.574,30.8,3.7,5.152,9.455,4.303,98.348,80.62,31.078,89.73,63.28,,0.695,0.0003,509.76,0.9802,normal,-0.00395579,0.0137,False,cavitation,none,A_healthy,0.0237,0.0255,1.0,,286.51,149.52,7073.65,7837.42,5094.32,10580.52,particle_filter,-763.77,940.61,1495.0,0.0003,0.0014,0.0141,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-12T10:03:45,2010-09-03T17:09:34,mixed,False,master_technician,False,61.0,,,none,none,1160401.36,8853753.47,491481.69,58020.07,58.67,41790.05,18.22,99.956,79.536,996.9,0.75,5.694,75,False,False,variable_mild,76.68,79.93,42,0,0,0,oil_process,chemical_contamination,51.41,107.15,0.271,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-30T07:20:16,43,175.34,175.34,2.689,7.521,2.797,2.772,,,56.45,57.09,,23.37,33.72,45.41,14/12/10,150.4,0.602,34.4,10.3,7.194,23.272,16.078,107.8,80.8,32.122,87.64,67.65,,1.013,0.0244,60.83,0.9937,normal,0.00017796,0.0896,False,cavitation,misalignment_induced,A_healthy,0.0242,0.0,1.0,,122.02,157.12,7069.66,8200.86,5330.56,11071.17,xgboost_gradient,-1131.2,1319.94,1495.0,0.0003,0.0014,0.0142,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-20T03:46:13,2010-09-16T18:04:22,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,501588.06,58020.07,54.52,41790.05,50.16,99.88,91.451,996.9,0.75,5.161,75,True,False,variable_mild,75.16,79.6,43,0,0,0,none,particulate_mild,41.66,27.3,0.53,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-30T11:19:22,44,179.32,179.32,2.369,8.762,3.699,2.659,,,61.16,56.65,,23.37,33.28,44.57,14/12/10,101.9,0.535,11.0,2.9,7.899,16.708,8.808,100.334,79.38,33.09,89.61,67.74,,0.506,0.0724,87.87,0.9994,normal,-0.00012936,0.0141,False,cavitation,misalignment_induced,A_healthy,0.0248,0.0106,1.0,,87.92,148.54,7065.68,6555.08,4260.8,8849.36,lstm_sequence,510.6,588.85,1495.0,0.0003,0.0014,0.0142,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-16T00:51:48,2010-07-20T15:08:30,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,212322.05,58020.07,34.86,41790.05,9.39,99.978,84.921,996.9,0.75,5.37,75,False,False,variable_mild,79.96,89.48,44,0,0,0,steam,none,30.3,1.79,7.369,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-30T15:18:28,45,183.31,183.31,2.517,11.127,4.42,2.822,,,59.22,53.65,,23.37,30.28,46.09,14/12/10,76.3,0.482,9.8,2.6,7.3,13.994,6.694,103.26,80.39,31.425,89.38,66.53,,0.038,0.0388,113.72,0.9981,normal,-0.00038601,0.0,False,cavitation,none,A_healthy,0.0253,0.0,1.0,,20.05,149.82,7061.69,6326.56,4112.27,8540.86,particle_filter,735.13,861.18,1495.0,0.0003,0.0014,0.0142,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-11T10:35:25,2010-07-12T16:53:16,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,541138.78,58020.07,50.64,41790.05,15.88,99.962,86.818,996.9,0.75,6.938,75,False,False,variable_mild,75.48,76.43,45,0,0,0,gas_compressed_air,none,46.75,11.37,0.131,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-30T19:17:34,46,187.29,187.29,2.55,8.053,3.158,2.847,,,66.34,59.09,,23.37,35.72,41.22,14/12/10,96.7,0.353,11.8,3.3,5.876,16.756,10.88,96.114,80.04,30.98,89.34,65.92,,0.248,0.0226,18.08,1.0,normal,0.0,0.0173,False,cavitation,none,A_healthy,0.0259,0.0,1.0,,0.97,135.75,7057.71,7466.83,4853.44,10080.22,xgboost_gradient,-409.12,457.83,1495.0,0.0003,0.0014,0.0142,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-05T08:42:24,2010-08-22T06:05:47,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,367438.54,58020.07,27.85,41790.05,6.5,99.984,86.216,996.9,0.75,7.706,75,False,False,variable_mild,75.58,81.46,46,0,0,1,gas_compressed_air,particulate_mild,24.35,28.53,2.856,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-11-30T23:16:40,47,191.28,191.28,2.47,8.016,3.246,2.93,,,61.25,57.76,,23.37,34.4,45.24,14/12/10,101.6,0.362,23.2,2.8,4.541,6.885,2.344,100.256,80.87,31.832,91.24,64.66,,0.133,0.0007,38.48,1.0,normal,0.00395579,0.0703,False,cavitation,none,A_healthy,0.0264,0.0,1.0,,223.31,133.21,7053.72,7583.42,4929.22,10237.62,xgboost_gradient,-529.7,448.95,1495.0,0.0003,0.0014,0.0143,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-07T22:59:19,2010-08-26T13:11:11,mixed,False,apprentice,False,39.0,,,none,none,1160401.36,8853753.47,522785.61,58020.07,34.59,41790.05,12.6,99.97,80.844,996.9,0.75,6.437,75,False,False,variable_mild,80.5,88.66,47,0,0,0,gas_compressed_air,particulate_mild,65.85,0.57,0.587,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-01T03:15:46,48,195.26,195.26,2.699,11.155,4.133,2.824,,,57.27,56.25,,23.37,32.88,44.82,13/11/9,58.7,0.541,28.8,8.1,1.221,20.606,19.385,100.066,78.71,31.585,88.62,64.14,,0.006,0.0437,35.76,1.0,normal,0.00126347,0.0079,False,cavitation,none,A_healthy,0.027,0.0,1.0,,63.03,162.07,7049.74,6541.65,4252.07,8831.23,weibull_regression,508.09,601.36,1495.0,0.0003,0.0014,0.0143,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-16T10:05:17,2010-07-20T19:39:57,mixed,False,journeyman,False,45.0,,,none,none,1160401.36,8853753.47,388206.95,58020.07,49.04,41790.05,7.12,99.983,82.182,996.9,0.75,6.657,75,False,False,variable_mild,80.03,82.55,48,0,0,0,oil_hydraulic,particulate_severe,32.49,22.32,2.868,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-01T07:14:51,49,199.25,199.25,2.457,10.169,4.138,3.147,,,63.29,57.43,,23.37,34.06,44.27,15/13/11,86.2,0.339,26.5,2.9,6.733,10.311,3.578,87.257,80.2,31.766,90.97,63.06,,2.676,0.0264,27.48,0.9897,normal,-0.00193712,0.0382,False,cavitation,none,A_healthy,0.0275,0.0031,1.0,,180.88,157.95,7045.75,7633.34,4961.67,10305.01,lstm_sequence,-587.59,728.91,1495.0,0.0003,0.0014,0.0143,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-09T07:55:08,2010-08-28T15:35:20,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,292954.55,58020.07,59.22,41790.05,8.58,99.979,84.974,996.9,0.75,5.652,75,False,False,variable_mild,70.55,87.71,49,0,0,0,water,particulate_mild,30.23,11.98,3.65,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-01T11:13:57,50,203.23,203.23,2.528,8.165,3.229,2.921,,,57.22,62.84,,23.37,39.47,45.7,13/11/9,187.0,0.321,46.0,13.5,9.391,15.181,5.79,99.136,82.09,31.561,88.58,65.87,,0.272,0.0122,157.34,0.9928,normal,-0.00105715,0.0264,False,cavitation,abrasive_wear,A_healthy,0.0281,0.0,1.0,,113.82,169.0,7041.77,6587.31,4281.75,8892.87,physics_informed_nn,454.46,464.27,1495.0,0.0003,0.0014,0.0144,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-17T16:53:12,2010-07-22T18:26:40,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,204638.17,58020.07,51.63,41790.05,13.31,99.968,87.451,996.9,0.75,6.636,75,False,False,variable_mild,107.09,78.18,50,0,0,1,water,water_ingress,77.09,5.28,0.46,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-01T15:13:03,51,207.22,207.22,2.296,6.53,2.845,3.29,,,61.64,58.63,,23.37,35.26,45.32,14/12/10,66.4,0.422,46.5,6.6,3.967,20.234,16.267,91.394,78.77,33.025,89.69,69.7,,0.751,0.0685,13.81,0.9991,normal,-0.00018757,0.0,False,cavitation,adhesive_wear,A_healthy,0.0286,0.0074,1.0,,111.44,151.3,7037.78,8030.95,5220.12,10841.78,xgboost_gradient,-993.16,844.88,1495.0,0.0003,0.0014,0.0144,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-17T22:41:26,2010-09-12T01:31:19,mixed,False,oem_certified,True,,,,none,none,1160401.36,8853753.47,385219.88,58020.07,40.89,41790.05,23.01,99.945,87.483,996.9,0.75,4.626,75,False,False,variable_mild,81.24,70.4,51,0,0,0,gas_compressed_air,none,62.62,38.76,4.798,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-01T19:12:09,52,211.2,211.2,2.775,7.688,2.771,2.783,,,64.07,55.63,,23.37,32.26,44.23,14/12/10,121.5,0.396,18.0,5.0,1.602,8.167,6.565,108.037,79.98,30.844,90.18,60.56,,0.271,0.2658,779.71,0.9697,normal,-0.00605857,0.0218,False,cavitation,none,A_healthy,0.0292,0.0,1.0,,340.57,140.48,7033.8,6001.81,3901.18,8102.45,physics_informed_nn,1031.98,1152.16,1495.0,0.0003,0.0014,0.0144,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-05T20:06:34,2010-07-02T08:44:39,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,296361.68,58020.07,28.16,41790.05,10.48,99.975,80.559,996.9,0.75,4.845,75,False,False,variable_mild,80.39,92.19,52,0,0,0,steam,water_ingress,87.36,61.08,0.156,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-01T23:11:15,53,215.19,215.19,2.794,9.055,3.24,2.874,,,58.29,66.03,,23.37,42.66,43.54,14/12/10,152.7,0.343,25.2,6.0,2.98,5.573,2.593,104.714,79.88,31.07,90.04,63.19,,0.429,0.0104,132.18,1.0,normal,0.0,0.0477,False,cavitation,none,A_healthy,0.0297,0.0,1.0,,82.36,140.89,7029.81,6401.05,4160.68,8641.42,xgboost_gradient,628.76,538.33,1495.0,0.0003,0.0015,0.0145,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-14T07:42:52,2010-07-16T16:04:59,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,506678.32,58020.07,33.66,41790.05,9.94,99.976,81.959,996.9,0.75,5.366,75,False,False,variable_mild,94.32,79.1,53,0,0,0,oil_hydraulic,none,86.02,6.01,0.108,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-02T03:10:21,54,219.17,219.17,2.687,10.506,3.911,2.124,,,55.17,63.94,,23.37,40.57,45.87,14/12/10,66.9,0.43,12.9,2.8,1.902,18.932,17.03,101.799,79.33,32.713,89.98,67.42,,0.598,0.0458,25.59,0.9915,normal,0.00036679,0.0563,False,cavitation,none,A_healthy,0.0303,0.0181,1.0,,112.29,153.78,7025.83,7815.43,5080.03,10550.83,physics_informed_nn,-789.6,738.86,1495.0,0.0003,0.0015,0.0145,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-13T22:53:08,2010-09-04T22:17:06,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,388569.36,58020.07,28.22,41790.05,8.14,99.981,91.15,996.9,0.75,2.928,75,False,False,variable_mild,89.35,97.25,54,0,0,0,gas_compressed_air,particulate_mild,36.93,15.85,5.056,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-02T07:09:26,55,223.16,223.16,2.576,11.272,4.375,3.408,,,60.4,53.29,,23.37,29.93,46.09,14/12/10,84.1,0.344,27.5,3.9,4.74,8.603,3.863,103.141,81.86,33.11,90.49,62.0,,0.223,0.0003,78.48,1.0,normal,0.00144316,0.0,False,cavitation,none,A_healthy,0.0308,0.0071,1.0,,4.62,156.75,7021.84,5853.53,3804.79,7902.26,kalman_filter,1168.31,956.24,1495.0,0.0003,0.0015,0.0145,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-03T05:55:18,2010-06-27T14:39:25,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,454754.76,58020.07,21.74,41790.05,16.45,99.961,87.122,996.9,0.75,6.316,75,False,False,variable_mild,73.75,90.16,55,0,0,0,water,none,82.62,132.14,0.213,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-02T11:08:32,56,227.14,227.14,2.741,8.168,2.98,3.107,,,57.96,55.28,,23.37,31.91,45.19,13/11/9,87.7,0.36,45.3,7.3,2.11,7.348,5.238,100.875,80.62,33.446,90.15,64.66,,0.006,0.0144,91.09,1.0,normal,0.00018757,0.0064,False,cavitation,none,A_healthy,0.0314,0.0,1.0,,10.39,151.55,7017.86,6180.88,4017.57,8344.19,physics_informed_nn,836.98,781.68,1495.0,0.0003,0.0015,0.0146,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-10T05:35:00,2010-07-09T08:53:32,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,261162.68,58020.07,50.55,41790.05,7.0,99.983,84.713,996.9,0.75,3.64,75,False,False,variable_mild,68.31,89.24,56,0,0,0,oil_process,particulate_mild,47.34,81.36,5.36,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-02T15:07:38,57,231.13,231.13,2.628,7.766,2.955,2.99,,,62.36,58.12,,23.37,34.75,47.82,14/12/10,68.2,0.461,103.1,17.7,8.463,22.599,14.136,105.229,78.73,32.981,88.42,69.21,,0.328,0.018,32.13,0.9844,normal,0.00294806,0.0,False,cavitation,none,A_healthy,0.0319,0.008,1.0,,201.65,153.38,7013.87,6252.3,4063.99,8440.6,physics_informed_nn,761.58,777.7,1495.0,0.0003,0.0015,0.0146,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-11T21:16:31,2010-07-12T01:34:43,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,213610.22,58020.07,23.57,41790.05,10.74,99.974,81.921,996.9,0.75,3.805,75,False,False,variable_mild,91.35,86.37,57,0,0,1,water,none,53.7,38.88,0.264,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-02T19:06:44,58,235.11,235.11,2.836,11.603,4.091,2.825,,,56.6,59.92,,23.37,36.55,46.72,12/10/8,166.1,0.417,18.8,2.3,3.501,6.448,2.947,104.156,80.25,30.634,89.97,62.93,,0.601,0.0264,131.1,0.9972,normal,-0.00055494,0.0384,False,cavitation,none,A_healthy,0.0325,0.0018,1.0,,70.64,137.39,7009.89,8069.82,5245.38,10894.25,particle_filter,-1059.93,1351.98,1495.0,0.0003,0.0015,0.0146,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-19T22:01:13,2010-09-14T14:27:21,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,325917.81,58020.07,30.57,41790.05,25.48,99.939,84.245,996.9,0.75,5.132,75,False,False,variable_mild,78.89,88.52,58,0,0,0,oil_hydraulic,particulate_mild,69.89,15.96,0.95,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-02T23:05:50,59,239.1,239.1,2.382,8.085,3.395,3.023,,,57.48,62.0,,23.37,38.63,45.23,14/12/10,126.5,0.531,19.2,3.7,4.817,17.122,12.305,95.221,79.97,31.981,88.73,66.51,,1.05,0.0829,297.45,0.9812,normal,-0.00205993,0.0359,False,cavitation,none,A_healthy,0.033,0.0,1.0,,430.41,155.83,7005.9,6211.16,4037.25,8385.07,physics_informed_nn,794.74,880.03,1495.0,0.0003,0.0015,0.0146,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-04-11T08:40:37,2010-07-10T22:34:58,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,295013.75,58020.07,53.0,41790.05,7.47,99.982,81.396,996.9,0.75,7.831,75,False,False,variable_mild,83.8,92.03,59,0,0,3,oil_hydraulic,none,77.58,21.38,5.907,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-03T03:04:56,60,243.08,243.08,2.713,10.901,4.017,2.642,,,62.85,62.56,,23.37,39.19,47.52,14/12/10,153.5,0.43,57.4,7.5,4.368,8.54,4.172,98.105,78.9,30.717,91.82,65.08,,0.58,0.0486,173.54,0.9916,normal,-0.0016763,0.0392,False,cavitation,none,A_healthy,0.0336,0.0075,1.0,,197.09,156.97,7001.92,7965.9,5177.83,10753.96,weibull_regression,-963.98,1108.22,1495.0,0.0003,0.0015,0.0147,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-18T02:01:50,2010-09-11T06:05:39,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,257417.4,58020.07,37.29,41790.05,14.03,99.966,83.933,996.9,0.75,2.811,75,False,False,variable_mild,91.87,84.64,60,0,0,0,steam,none,70.81,3.71,0.937,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-03T07:04:01,61,247.07,247.07,2.439,10.938,4.484,3.123,,,64.35,60.63,,23.37,37.26,43.78,14/12/10,110.0,0.321,11.7,2.8,6.604,20.67,14.066,98.391,79.45,30.679,91.81,68.83,,0.003,0.0319,11.18,1.0,normal,0.0,0.0137,False,cavitation,erosion,A_healthy,0.0341,0.0113,1.0,,130.07,145.51,6997.93,7917.83,5146.59,10689.07,particle_filter,-919.9,997.05,1495.0,0.0003,0.0015,0.0147,1.853,30605.0,0.9999,1e-06,False,none,none,,,,,,2010-05-17T05:58:54,2010-09-09T17:13:18,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,231550.06,58020.07,50.0,41790.05,14.65,99.965,84.884,996.9,0.75,7.326,75,False,False,variable_mild,82.82,77.12,61,0,0,1,gas_compressed_air,particulate_mild,44.13,5.82,1.609,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-03T11:03:07,62,251.05,251.05,2.712,7.171,2.644,2.876,,,54.18,60.04,,23.37,36.68,47.06,13/11/9,106.7,0.302,13.5,2.5,6.109,15.489,9.381,105.201,79.23,30.36,90.11,62.38,,0.236,0.025,35.5,1.0,normal,0.0031105,0.0,False,cavitation,none,A_healthy,0.0347,0.0078,1.0,,228.78,138.28,6993.95,6314.71,4104.56,8524.86,lstm_sequence,679.23,607.91,1495.0,0.0003,0.0015,0.0147,1.853,30605.0,0.9999,1.01e-06,False,none,none,,,,,,2010-04-14T00:24:34,2010-07-15T02:33:34,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,533119.64,58020.07,24.08,41790.05,10.92,99.974,89.275,996.9,0.75,5.667,75,True,False,variable_mild,86.4,100.86,62,0,0,0,water,particulate_mild,77.4,29.89,0.303,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-03T15:02:13,63,255.04,255.04,2.374,9.638,4.059,2.662,,,60.75,60.48,,23.37,37.11,45.03,14/12/10,110.6,0.42,40.4,12.1,9.293,26.509,17.216,96.209,80.9,33.134,90.23,64.78,,0.334,0.0421,1.82,0.9785,normal,-0.00374616,0.1022,False,cavitation,none,A_healthy,0.0352,0.0156,1.0,,228.72,139.04,6989.96,6095.25,3961.91,8228.59,xgboost_gradient,894.71,773.19,1495.0,0.0003,0.0015,0.0148,1.853,30605.0,0.9999,1.02e-06,False,none,none,,,,,,2010-04-09T14:39:46,2010-07-07T12:00:02,mixed,False,master_technician,False,86.0,,,none,none,1160401.36,8853753.47,336187.05,58020.07,58.44,41790.05,4.47,99.989,80.797,996.9,0.75,4.77,75,False,False,variable_mild,85.33,103.88,63,0,0,0,gas_compressed_air,particulate_severe,76.37,51.45,2.105,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-03T19:01:19,64,259.02,259.02,2.549,10.394,4.078,3.109,,,65.95,60.39,,23.37,37.03,44.38,14/12/10,105.8,0.407,12.0,3.2,9.908,20.229,10.321,91.014,80.53,33.674,90.28,66.62,,0.425,0.0154,69.65,0.9941,normal,0.00258551,0.0577,False,cavitation,none,A_healthy,0.0358,0.0,1.0,,258.59,141.27,6985.98,7793.58,5065.83,10521.33,weibull_regression,-807.6,719.99,1495.0,0.0003,0.0016,0.0148,1.853,30605.0,0.9999,1.03e-06,False,none,none,,,,,,2010-05-15T03:48:42,2010-09-05T19:33:52,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,405788.78,58020.07,29.29,41790.05,10.97,99.974,86.311,996.9,0.75,6.97,75,False,False,variable_mild,87.29,84.72,64,0,0,0,oil_hydraulic,water_ingress,56.45,48.8,1.906,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-03T23:00:25,65,263.01,263.01,2.638,11.951,4.531,3.315,,,59.53,61.82,,23.37,38.46,41.22,15/13/11,83.3,0.376,19.7,2.2,4.002,5.85,1.848,98.443,81.29,31.044,90.63,61.66,,1.056,0.0063,51.76,0.9933,normal,0.00032809,0.0,False,cavitation,none,A_healthy,0.0363,0.0088,1.0,,246.74,124.43,6981.99,7699.11,5004.42,10393.79,weibull_regression,-717.11,727.7,1495.0,0.0003,0.0016,0.0148,1.853,30605.0,0.9999,1.05e-06,False,none,none,,,,,,2010-05-13T08:33:34,2010-09-02T15:14:46,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,349014.83,58020.07,31.53,41790.05,22.86,99.945,86.07,996.9,0.75,6.26,75,False,False,variable_mild,86.78,85.16,65,0,0,0,oil_process,none,28.33,62.22,4.333,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-04T02:59:31,66,266.99,266.99,2.349,7.45,3.171,3.001,,,56.99,51.88,,23.37,28.51,45.62,14/12/10,66.7,0.434,11.9,1.7,1.492,15.121,13.629,105.521,80.25,32.56,89.38,68.75,,0.083,0.0125,71.16,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0369,0.0078,1.0,,58.45,134.97,6978.01,5650.28,3672.68,7627.87,lstm_sequence,1327.73,1598.75,1495.0,0.0003,0.0016,0.0149,1.853,30605.0,0.9998,1.06e-06,False,none,none,,,,,,2010-03-31T20:07:49,2010-06-22T05:43:38,mixed,False,master_technician,False,84.0,,,none,none,1160401.36,8853753.47,300039.7,58020.07,52.98,41790.05,11.25,99.973,88.64,996.9,0.75,6.551,75,False,False,variable_mild,71.53,87.03,66,0,0,1,oil_process,water_ingress,83.48,39.7,0.075,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-04T06:58:37,67,270.98,270.98,2.583,8.579,3.321,2.883,,,58.3,63.09,,23.37,39.72,46.39,15/13/11,74.5,0.381,24.4,2.7,1.794,8.021,6.227,101.224,81.13,31.869,90.89,67.58,,0.22,0.0695,1.17,0.985,normal,-0.00300254,0.0537,False,cavitation,fretting_corrosion,A_healthy,0.0374,0.0091,1.0,,692.69,153.75,6974.02,7675.94,4989.36,10362.52,kalman_filter,-701.92,749.01,1495.0,0.0004,0.0016,0.0149,1.853,30605.0,0.9998,1.07e-06,False,none,none,,,,,,2010-05-13T04:56:48,2010-09-02T03:31:32,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,430646.2,58020.07,20.23,41790.05,29.13,99.93,90.164,996.9,0.75,2.271,75,False,False,variable_mild,86.98,94.02,67,0,0,0,none,particulate_mild,53.87,32.85,0.687,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-04T10:57:42,68,274.96,274.96,2.439,9.412,3.859,3.296,,,55.45,58.22,,23.37,34.85,46.9,14/12/10,178.9,0.376,15.9,3.0,1.228,12.009,10.781,100.697,78.98,33.116,90.63,60.17,,0.279,0.0075,104.84,0.9862,normal,0.00155055,0.04,False,cavitation,none,A_healthy,0.038,0.0026,1.0,,390.47,146.47,6970.04,8314.17,5404.21,11224.13,xgboost_gradient,-1344.13,1438.12,1495.0,0.0004,0.0016,0.0149,1.853,30605.0,0.9998,1.09e-06,False,none,none,,,,,,2010-05-26T16:02:45,2010-09-24T22:00:16,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,322310.03,58020.07,21.01,41790.05,7.23,99.983,78.995,996.9,0.75,2.216,75,False,False,variable_mild,78.93,84.5,68,0,0,0,oil_hydraulic,particulate_severe,76.72,38.62,2.728,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-04T14:56:48,69,278.95,278.95,2.462,9.281,3.769,3.367,,,59.49,56.24,,23.37,32.87,44.44,14/12/10,98.5,0.415,46.6,9.1,8.659,24.126,15.467,106.924,80.11,31.631,88.42,64.2,,0.679,0.021,46.92,0.9912,normal,-0.00058003,0.0238,False,cavitation,none,A_healthy,0.0385,0.0,1.0,,301.01,140.53,6966.05,8297.67,5393.49,11201.85,xgboost_gradient,-1331.62,1495.76,1495.0,0.0004,0.0016,0.0149,1.853,30605.0,0.9998,1.1e-06,False,none,none,,,,,,2010-05-26T11:46:54,2010-09-24T11:57:58,mixed,False,journeyman,False,11.0,,,none,none,1160401.36,8853753.47,185063.51,58020.07,52.14,41790.05,7.27,99.983,81.705,996.9,0.75,5.101,75,False,False,variable_mild,74.44,77.19,69,1,1,0,oil_hydraulic,none,44.77,118.86,4.232,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-04T18:55:54,70,282.93,282.93,2.389,6.786,2.84,2.875,,,64.88,60.73,,23.37,37.36,43.91,14/12/10,165.3,0.342,46.8,11.5,4.635,17.042,12.407,101.43,81.26,31.846,89.91,65.05,,2.309,0.0232,79.9,0.9844,normal,-0.00177399,0.0063,False,cavitation,none,A_healthy,0.0391,0.0199,1.0,,212.18,158.92,6962.07,6149.16,3996.96,8301.37,weibull_regression,812.91,814.97,1495.0,0.0004,0.0016,0.015,1.853,30605.0,0.9998,1.11e-06,False,none,none,,,,,,2010-04-11T21:30:47,2010-07-10T13:43:12,mixed,False,apprentice,False,27.0,,,none,none,1160401.36,8853753.47,380839.07,58020.07,47.39,41790.05,11.74,99.972,81.492,996.9,0.75,6.654,75,False,False,variable_mild,77.67,98.56,70,0,0,1,none,particulate_mild,74.57,119.74,11.251,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-04T22:55:00,71,286.92,286.92,2.698,7.93,2.939,2.513,,,58.88,57.74,,23.37,34.37,45.28,13/11/9,149.9,0.338,38.6,8.0,9.704,29.06,19.356,102.526,78.52,32.666,89.38,66.6,,2.035,0.235,278.6,0.9928,normal,-0.00143791,0.0048,False,cavitation,fretting_corrosion,A_healthy,0.0396,0.0209,1.0,,123.73,167.15,6958.08,6492.99,4220.44,8765.54,particle_filter,465.09,551.47,1495.0,0.0004,0.0016,0.015,1.853,30605.0,0.9998,1.13e-06,False,none,none,,,,,,2010-04-19T05:24:46,2010-07-22T21:57:36,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,230349.14,58020.07,44.49,41790.05,21.52,99.949,82.214,996.9,0.75,4.563,75,False,False,variable_mild,74.55,78.54,71,0,0,0,gas_compressed_air,none,77.01,4.55,3.163,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-05T02:54:06,72,290.9,290.9,2.37,6.956,2.935,2.79,,,60.69,51.85,,23.37,28.49,47.13,14/12/10,78.6,0.428,24.5,6.4,7.793,20.185,12.392,92.135,79.77,32.772,91.98,64.34,,0.439,0.0432,164.9,0.9923,normal,0.00146525,0.0,False,cavitation,none,A_healthy,0.0402,0.0,1.0,,150.21,126.03,6954.1,5896.56,3832.77,7960.36,xgboost_gradient,1057.54,1159.54,1495.0,0.0004,0.0016,0.015,1.853,30605.0,0.9998,1.14e-06,False,none,none,,,,,,2010-04-06T23:10:59,2010-07-01T22:58:49,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,416108.42,58020.07,29.02,41790.05,4.33,99.99,86.563,996.9,0.75,7.488,75,False,False,variable_mild,66.32,76.63,72,0,0,0,oil_process,particulate_mild,89.63,26.62,3.207,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-05T06:53:12,73,294.89,294.89,2.609,7.567,2.9,2.81,,,59.0,56.61,,23.37,33.24,47.1,14/12/10,78.6,0.319,52.2,8.1,7.668,19.353,11.685,96.328,79.28,30.46,90.19,64.19,,0.394,0.0188,189.48,0.9961,normal,0.00196157,0.0,False,cavitation,thermal_degradation,A_healthy,0.0407,0.0071,1.0,,104.4,154.08,6950.11,7618.05,4951.73,10284.37,xgboost_gradient,-667.94,548.06,1495.0,0.0004,0.0016,0.0151,1.853,30605.0,0.9998,1.15e-06,False,none,none,,,,,,2010-05-12T23:54:47,2010-09-01T02:13:53,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,335649.66,58020.07,26.47,41790.05,22.77,99.946,83.011,996.9,0.75,7.849,75,False,False,variable_mild,77.26,100.47,73,0,0,0,oil_hydraulic,none,29.1,13.95,0.141,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-05T10:52:17,74,298.87,298.87,2.567,6.796,2.647,2.912,,,59.82,56.12,,23.37,32.76,46.44,13/11/9,83.9,0.4,9.4,1.8,8.522,18.768,10.246,96.916,80.15,31.043,89.65,64.9,,0.547,0.0067,1.25,0.9888,normal,-0.00049557,0.0,False,cavitation,none,A_healthy,0.0413,0.0166,1.0,,245.35,155.11,6946.13,7754.8,5040.62,10468.99,lstm_sequence,-808.68,1024.33,1495.0,0.0004,0.0016,0.0151,1.853,30605.0,0.9998,1.17e-06,False,none,none,,,,,,2010-05-16T00:16:25,2010-09-06T02:27:19,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,555714.59,58020.07,54.66,41790.05,16.21,99.961,83.88,996.9,0.75,2.133,75,False,False,variable_mild,72.06,84.31,74,1,0,0,oil_process,particulate_mild,28.61,1.18,4.743,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-05T14:51:23,75,302.86,302.86,2.889,12.736,4.409,3.267,,,62.66,59.01,,23.37,35.64,43.72,13/11/9,93.3,0.462,12.8,3.1,3.927,16.483,12.556,101.097,78.64,30.384,89.27,65.92,,0.456,0.0161,77.7,0.9889,normal,0.00089589,0.0025,False,cavitation,none,A_healthy,0.0418,0.0009,1.0,,150.99,157.69,6942.14,6485.09,4215.31,8754.86,physics_informed_nn,457.06,475.79,1495.0,0.0004,0.0016,0.0151,1.853,30605.0,0.9998,1.18e-06,False,none,none,,,,,,2010-04-19T17:23:57,2010-07-23T07:10:44,mixed,False,apprentice,False,76.0,,,none,none,1160401.36,8853753.47,244270.82,58020.07,43.81,41790.05,10.62,99.975,85.631,996.9,0.75,1.246,75,False,False,variable_mild,74.06,101.04,75,0,0,2,steam,none,46.72,169.55,1.317,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-05T18:50:29,76,306.84,306.84,2.332,10.28,4.408,3.174,,,64.67,62.29,,23.37,38.92,46.34,14/12/10,87.0,0.395,9.7,1.0,1.77,6.81,5.04,101.803,80.92,31.533,88.42,64.16,,0.403,0.0593,95.75,0.9855,normal,-0.00146836,0.085,False,cavitation,none,A_healthy,0.0424,0.0066,1.0,,213.52,163.22,6938.16,7892.42,5130.08,10654.77,physics_informed_nn,-954.27,1078.12,1495.0,0.0004,0.0017,0.0152,1.853,30605.0,0.9998,1.19e-06,False,none,none,,,,,,2010-05-19T05:03:12,2010-09-11T07:24:06,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,472262.48,58020.07,39.23,41790.05,11.81,99.972,84.867,996.9,0.75,4.497,75,False,False,variable_mild,82.51,96.92,76,0,0,0,none,none,39.89,11.68,1.72,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-05T22:49:35,77,310.83,310.83,2.708,8.992,3.321,3.195,,,59.23,57.75,,23.37,34.38,42.5,14/12/10,108.8,0.333,10.2,2.6,4.948,17.136,12.188,94.548,81.52,31.414,89.53,60.0,,0.75,0.1306,572.98,0.9954,normal,0.00062033,0.0533,False,cavitation,none,A_healthy,0.0429,0.0253,1.0,,493.41,140.16,6934.17,5933.89,3857.03,8010.75,physics_informed_nn,1000.28,1093.1,1495.0,0.0004,0.0017,0.0152,1.853,30605.0,0.9998,1.21e-06,False,none,none,,,,,,2010-04-08T13:46:15,2010-07-04T02:37:55,mixed,False,oem_certified,False,32.0,,,none,none,1160401.36,8853753.47,388898.56,58020.07,50.13,41790.05,16.24,99.961,82.348,996.9,0.75,4.76,75,False,False,variable_mild,81.99,90.01,77,0,0,0,oil_hydraulic,none,68.19,10.61,1.698,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-06T02:48:41,78,314.81,314.81,2.163,8.003,3.699,2.765,,,58.13,61.06,,23.37,37.69,48.82,14/12/10,65.7,0.421,8.5,2.3,8.651,15.445,6.794,98.54,80.34,33.68,89.57,66.48,,0.293,0.0514,67.99,1.0,normal,0.00078899,0.0194,False,cavitation,thermal_degradation,A_healthy,0.0435,0.0117,1.0,,252.46,174.72,6930.19,7417.02,4821.06,10012.97,particle_filter,-486.83,565.32,1495.0,0.0004,0.0017,0.0152,1.853,30605.0,0.9998,1.22e-06,False,none,none,,,,,,2010-05-09T15:19:08,2010-08-25T19:16:28,mixed,False,oem_certified,True,,,,none,none,1160401.36,8853753.47,211796.82,58020.07,51.71,41790.05,13.8,99.967,84.738,996.9,0.75,5.829,75,False,False,variable_mild,76.89,93.36,78,0,0,0,water,particulate_mild,73.77,10.43,3.682,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-06T06:47:47,79,318.8,318.8,2.288,7.779,3.4,3.4,,,56.93,58.84,,23.37,35.47,44.6,14/12/10,88.4,0.428,14.9,3.0,2.445,20.595,18.15,96.535,79.63,32.524,89.36,64.96,,0.041,0.014,37.52,0.9968,normal,0.0016083,0.0,False,cavitation,electrical_pitting,A_healthy,0.044,0.0169,1.0,,46.99,145.17,6926.2,5879.64,3821.77,7937.51,weibull_regression,1046.56,1174.84,1495.0,0.0004,0.0017,0.0153,1.853,30605.0,0.9998,1.23e-06,False,none,none,,,,,,2010-04-07T18:36:58,2010-07-02T12:29:24,mixed,False,oem_certified,True,,,,none,none,1160401.36,8853753.47,559150.13,58020.07,42.31,41790.05,26.57,99.936,85.218,996.9,0.75,3.783,75,True,False,variable_mild,80.12,77.59,79,0,0,1,water,none,28.89,3.81,1.958,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-06T10:46:52,80,322.78,322.78,2.63,8.445,3.211,2.615,,,61.37,62.89,,23.37,39.52,45.2,13/11/9,102.0,0.401,15.8,4.5,7.969,17.84,9.872,99.819,80.15,33.657,88.25,64.61,,0.508,0.0002,16.83,0.9961,normal,0.00145407,0.0262,False,cavitation,fretting_corrosion,A_healthy,0.0446,0.0162,1.0,,70.39,164.92,6922.22,6033.23,3921.6,8144.86,particle_filter,888.99,1141.17,1495.0,0.0004,0.0017,0.0153,1.853,30605.0,0.9998,1.25e-06,False,none,none,,,,,,2010-04-11T03:23:51,2010-07-08T03:01:44,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,360916.82,58020.07,29.85,41790.05,7.88,99.981,84.799,996.9,0.75,3.291,75,False,False,variable_mild,84.68,80.78,80,0,0,0,water,particulate_mild,85.62,5.65,1.425,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-06T14:45:58,81,326.77,326.77,2.554,10.274,4.023,3.093,,,61.73,62.27,,23.37,38.9,44.37,14/12/10,100.4,0.442,31.5,5.8,3.338,8.364,5.026,87.61,81.81,32.202,89.49,69.47,,0.79,0.046,63.67,0.975,normal,-0.00210188,0.0,False,cavitation,none,A_healthy,0.0451,0.0305,1.0,,304.56,136.76,6918.23,7330.4,4764.76,9896.04,lstm_sequence,-412.17,358.14,1495.0,0.0004,0.0017,0.0153,1.853,30605.0,0.9998,1.26e-06,False,none,none,,,,,,2010-05-08T07:58:00,2010-08-23T05:36:26,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,370375.58,58020.07,58.89,41790.05,4.27,99.99,79.525,996.9,0.75,7.254,75,False,False,variable_mild,84.66,71.13,81,0,0,0,steam,particulate_mild,64.03,1.85,0.512,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-06T18:45:04,82,330.75,330.75,2.365,7.587,3.208,3.673,,,60.82,61.36,,23.37,38.0,46.16,13/11/9,135.0,0.547,53.0,14.2,8.462,23.23,14.768,99.021,80.0,33.134,88.42,64.03,,0.815,0.0469,86.43,0.9849,normal,-0.00210436,0.0398,False,cavitation,none,A_healthy,0.0457,0.0095,1.0,,201.04,152.71,6914.25,6217.78,4041.56,8394.01,lstm_sequence,696.47,596.52,1495.0,0.0004,0.0017,0.0153,1.853,30605.0,0.9998,1.27e-06,False,none,none,,,,,,2010-04-15T07:38:35,2010-07-14T23:52:02,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,475498.37,58020.07,39.11,41790.05,7.65,99.982,84.833,996.9,0.75,3.56,75,False,False,variable_mild,88.48,87.95,82,1,0,2,gas_compressed_air,particulate_severe,25.82,2.33,2.609,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-06T22:44:10,83,334.74,334.74,2.504,8.522,3.403,3.428,,,55.48,55.91,,23.37,32.54,45.78,13/11/9,200.8,0.595,17.3,2.6,5.779,18.025,12.246,98.331,80.33,32.992,89.15,67.83,,0.187,0.0691,49.6,0.9855,normal,-0.00289232,0.0,False,cavitation,none,A_healthy,0.0462,0.0088,1.0,,155.95,161.89,6910.26,5855.72,3806.22,7905.22,particle_filter,1054.54,1166.77,1495.0,0.0004,0.0017,0.0154,1.853,30605.0,0.9998,1.29e-06,False,none,none,,,,,,2010-04-07T22:35:47,2010-07-02T08:05:56,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,421753.5,58020.07,45.24,41790.05,13.89,99.967,84.739,996.9,0.75,7.809,75,False,False,variable_mild,71.32,87.39,83,1,0,0,oil_hydraulic,water_ingress,76.45,133.54,2.355,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-07T02:43:16,84,338.72,338.72,2.445,9.505,3.888,3.255,,,58.84,59.39,,23.37,36.02,47.29,14/12/10,53.7,0.449,14.3,2.2,6.858,10.313,3.455,102.853,80.64,32.443,89.69,65.99,,1.749,0.0164,11.76,0.9975,normal,0.00013279,0.0456,False,cavitation,none,A_healthy,0.0468,0.0043,1.0,,131.8,155.58,6906.28,5815.1,3779.82,7850.39,physics_informed_nn,1091.18,1218.05,1495.0,0.0004,0.0017,0.0154,1.853,30605.0,0.9998,1.3e-06,False,none,none,,,,,,2010-04-07T06:16:19,2010-07-01T01:33:28,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,254893.45,58020.07,59.85,41790.05,15.92,99.962,85.826,996.9,0.75,3.381,75,False,False,variable_mild,78.77,88.53,84,1,0,0,water,water_ingress,21.49,21.31,3.801,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-07T06:42:22,85,342.71,342.71,2.475,6.655,2.689,3.273,,,61.04,59.51,,23.37,36.14,47.64,13/11/9,51.1,0.402,26.3,6.4,2.848,19.736,16.887,102.77,78.42,32.6,89.11,65.04,,0.564,0.0553,39.36,1.0,normal,0.00077225,0.0303,False,cavitation,none,A_healthy,0.0473,0.0127,1.0,,19.95,147.81,6902.29,7444.7,4839.05,10050.34,xgboost_gradient,-542.4,615.53,1495.0,0.0004,0.0017,0.0154,1.853,30605.0,0.9998,1.31e-06,False,none,none,,,,,,2010-05-11T09:03:16,2010-08-27T22:41:54,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,429521.45,58020.07,56.69,41790.05,9.33,99.978,82.435,996.9,0.75,7.284,75,False,False,variable_mild,93.02,84.78,85,1,0,0,gas_compressed_air,none,22.65,48.62,1.934,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-07T10:41:27,86,346.69,346.69,2.563,7.568,2.952,3.859,,,59.16,54.47,,23.37,31.11,44.71,14/12/10,77.9,0.313,26.5,7.7,4.741,23.301,18.559,105.907,80.82,31.537,88.53,66.78,,0.793,0.0285,9.09,1.0,normal,0.00500814,0.0,False,cavitation,none,A_healthy,0.0479,0.0,1.0,,97.23,135.55,6898.31,7610.03,4946.52,10273.54,lstm_sequence,-711.72,760.57,1495.0,0.0004,0.0017,0.0155,1.853,30605.0,0.9998,1.33e-06,False,none,none,,,,,,2010-05-14T23:42:27,2010-09-02T23:13:08,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,406305.75,58020.07,44.15,41790.05,24.04,99.943,82.1,996.9,0.75,1.238,75,False,False,variable_mild,67.36,70.77,86,0,0,0,steam,none,63.02,41.37,2.968,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-07T14:40:33,87,350.68,350.68,2.863,7.943,2.775,3.213,,,58.41,54.27,,23.37,30.9,46.2,13/11/9,53.6,0.423,41.5,10.1,9.676,17.302,7.627,97.512,79.2,30.607,88.95,65.24,,0.787,0.0259,133.0,0.996,normal,0.00221183,0.0,False,cavitation,fretting_corrosion,A_healthy,0.0484,0.0136,1.0,,58.17,125.59,6894.32,5600.43,3640.28,7560.59,particle_filter,1293.89,1596.95,1495.0,0.0004,0.0017,0.0155,1.853,30605.0,0.9997,1.34e-06,False,none,none,,,,,,2010-04-03T06:53:34,2010-06-23T23:02:41,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,269897.54,58020.07,57.23,41790.05,16.35,99.961,81.842,996.9,0.75,7.595,75,False,False,variable_mild,69.75,77.33,87,1,0,0,oil_hydraulic,particulate_severe,66.51,200.95,1.03,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-07T18:39:39,88,354.66,354.66,2.518,8.278,3.288,2.918,,,59.67,62.6,,23.37,39.23,49.22,13/11/9,65.7,0.341,17.2,3.5,4.681,21.305,16.625,107.211,81.68,31.389,89.56,64.29,,0.253,0.1548,22.53,0.9933,normal,0.00155294,0.0762,False,cavitation,none,A_healthy,0.049,0.0141,1.0,,292.02,134.24,6890.34,7155.63,4651.16,9660.1,physics_informed_nn,-265.29,239.61,1495.0,0.0004,0.0018,0.0155,1.853,30605.0,0.9997,1.35e-06,False,none,none,,,,,,2010-05-05T20:28:36,2010-08-18T04:56:51,mixed,False,journeyman,False,52.0,,,none,none,1160401.36,8853753.47,191624.55,58020.07,24.13,41790.05,10.25,99.975,88.593,996.9,0.75,1.887,75,False,False,variable_mild,91.61,83.54,88,0,0,1,water,none,44.32,13.04,0.603,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-07T22:38:45,89,358.65,358.65,2.278,10.205,4.48,3.644,,,55.83,55.99,,23.37,32.62,45.3,13/11/9,88.7,0.437,17.2,3.4,9.139,13.464,4.325,93.543,80.5,33.653,90.19,65.49,,0.461,0.0222,18.62,0.9931,normal,-0.00087219,0.0178,False,cavitation,none,A_healthy,0.0495,0.0017,1.0,,281.47,143.7,6886.35,7585.21,4930.38,10240.03,physics_informed_nn,-698.85,790.71,1495.0,0.0004,0.0018,0.0156,1.853,30605.0,0.9997,1.36e-06,False,none,none,,,,,,2010-05-14T23:14:57,2010-09-02T14:04:18,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,567739.29,58020.07,43.49,41790.05,26.94,99.936,83.046,996.9,0.75,4.663,75,True,False,variable_mild,78.28,88.02,89,1,0,0,gas_compressed_air,none,76.37,6.4,1.787,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-08T02:37:51,90,362.63,362.63,2.586,9.875,3.819,2.843,,,62.39,58.95,,23.37,35.58,47.26,13/11/9,108.4,0.359,13.0,2.6,6.044,19.541,13.497,108.29,79.71,31.563,89.67,64.48,,0.513,0.029,5.69,0.996,normal,-0.00080549,0.0,False,cavitation,none,A_healthy,0.0501,0.0114,1.0,,46.73,144.95,6882.37,7480.12,4862.08,10098.16,particle_filter,-597.75,671.68,1495.0,0.0004,0.0018,0.0156,1.853,30605.0,0.9997,1.38e-06,False,none,none,,,,,,2010-05-12T22:41:19,2010-08-30T00:43:45,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,209510.17,58020.07,28.58,41790.05,9.26,99.978,90.077,996.9,0.75,4.201,75,False,False,variable_mild,80.5,87.55,90,0,0,0,water,none,34.06,149.69,0.817,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-08T06:36:57,91,366.62,366.62,2.385,8.644,3.624,3.138,,,60.05,56.06,,23.37,32.69,45.94,13/11/9,95.6,0.504,62.3,16.9,3.5,19.616,16.116,101.134,79.59,31.341,91.93,66.15,,0.253,0.066,142.53,0.9851,normal,-0.00298738,0.0,False,cavitation,none,A_healthy,0.0506,0.0159,1.0,,221.72,138.09,6878.38,7429.66,4829.28,10030.03,physics_informed_nn,-551.27,616.17,1495.0,0.0004,0.0018,0.0156,1.853,30605.0,0.9997,1.39e-06,False,none,none,,,,,,2010-05-12T01:26:36,2010-08-28T09:49:22,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,340584.17,58020.07,45.93,41790.05,12.21,99.971,88.618,996.9,0.75,7.739,75,False,False,variable_mild,69.7,78.92,91,0,0,1,oil_hydraulic,none,34.51,152.13,2.617,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-08T10:36:02,92,370.6,370.6,2.695,9.661,3.584,2.787,,,60.66,62.3,,23.37,38.93,45.0,14/12/10,95.6,0.353,17.3,3.2,7.385,24.865,17.48,96.418,81.36,31.654,90.22,66.19,,0.042,0.1778,24.78,1.0,normal,0.0008095,0.0155,False,cavitation,none,A_healthy,0.0512,0.0043,1.0,,269.36,159.27,6874.4,8530.7,5544.95,11516.44,lstm_sequence,-1656.3,1689.84,1495.0,0.0004,0.0018,0.0156,1.853,30605.0,0.9997,1.4e-06,False,none,none,,,,,,2010-06-04T03:56:56,2010-10-06T13:41:34,mixed,False,apprentice,True,,,,none,none,1160401.36,8853753.47,291348.2,58020.07,43.03,41790.05,24.88,99.941,91.048,996.9,0.75,3.388,75,False,False,variable_mild,90.96,91.17,92,0,0,0,steam,none,50.52,213.19,3.34,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-08T14:35:08,93,374.59,374.59,2.396,7.659,3.197,3.2,,,59.51,60.91,,23.37,37.54,46.49,14/12/10,70.6,0.439,19.9,4.3,3.653,14.954,11.301,95.774,79.3,33.167,90.5,65.9,,2.053,0.0187,166.8,0.9783,normal,-0.00299681,0.0306,False,cavitation,none,A_healthy,0.0517,0.0159,1.0,,252.54,161.13,6870.41,6338.36,4119.93,8556.79,kalman_filter,532.05,632.58,1495.0,0.0004,0.0018,0.0157,1.853,30605.0,0.9997,1.42e-06,False,none,none,,,,,,2010-04-19T15:45:56,2010-07-21T02:11:30,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,268120.44,58020.07,29.06,41790.05,4.55,99.989,82.882,996.9,0.75,6.139,75,False,False,variable_mild,90.44,104.88,93,1,0,0,gas_compressed_air,particulate_mild,55.87,102.58,1.333,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-08T18:34:14,94,378.57,378.57,2.388,6.158,2.579,3.221,,,51.65,57.66,,23.37,34.29,44.59,13/11/9,99.6,0.436,59.3,16.9,9.184,27.897,18.713,98.615,79.54,32.384,91.28,66.3,,0.316,0.0248,107.14,1.0,normal,0.0013808,0.003,False,cavitation,overload,A_healthy,0.0523,0.0227,1.0,,33.16,161.84,6866.43,7233.33,4701.67,9765.0,lstm_sequence,-366.9,357.8,1495.0,0.0004,0.0018,0.0157,1.853,30605.0,0.9997,1.43e-06,False,none,none,,,,,,2010-05-08T11:14:12,2010-08-21T22:54:11,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,431524.77,58020.07,27.48,41790.05,9.02,99.978,80.275,996.9,0.75,2.245,75,False,False,variable_mild,84.51,81.12,94,0,0,1,gas_compressed_air,particulate_mild,61.13,20.28,0.603,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-08T22:33:20,95,382.56,382.56,2.555,7.472,2.924,3.063,,,61.02,64.5,,23.37,41.13,49.64,13/11/9,56.8,0.554,50.5,6.3,1.021,13.989,12.968,103.334,79.85,30.771,89.82,64.83,,1.492,0.004,139.63,1.0,normal,0.00080549,0.0511,False,cavitation,none,A_healthy,0.0528,0.0097,1.0,,47.44,148.3,6862.44,7695.81,5002.27,10389.34,xgboost_gradient,-833.36,1009.61,1495.0,0.0004,0.0018,0.0157,1.853,30605.0,0.9997,1.44e-06,False,none,none,,,,,,2010-05-18T06:27:31,2010-09-07T11:59:28,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,444545.41,58020.07,23.42,41790.05,8.19,99.98,84.558,996.9,0.75,1.018,75,False,False,variable_mild,96.66,79.05,95,0,0,2,water,particulate_mild,55.08,78.9,0.195,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-09T02:32:26,96,386.54,386.54,2.124,8.903,4.191,3.008,,,62.48,63.52,,23.37,40.15,44.86,14/12/10,126.5,0.327,13.1,1.6,4.238,23.062,18.824,102.085,80.14,32.268,88.69,65.93,,0.108,0.0403,38.41,0.995,normal,0.00197784,0.0308,False,cavitation,none,A_healthy,0.0534,0.0,1.0,,75.21,160.93,6858.46,6034.6,3922.49,8146.71,lstm_sequence,823.86,799.52,1495.0,0.0004,0.0018,0.0158,1.853,30605.0,0.9997,1.45e-06,False,none,none,,,,,,2010-04-13T19:50:23,2010-07-10T19:56:57,mixed,False,specialist,True,,,,none,none,1160401.36,8853753.47,346170.18,58020.07,23.19,41790.05,3.4,99.99,85.237,996.9,0.75,4.438,75,False,False,variable_mild,91.18,85.6,96,0,0,1,oil_hydraulic,water_ingress,49.91,14.07,2.313,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-09T06:31:32,97,390.53,390.53,2.735,8.054,2.945,3.133,,,62.92,59.33,,23.37,35.96,44.83,15/13/11,97.8,0.38,11.3,3.0,3.599,7.104,3.505,93.089,81.03,31.023,89.03,64.67,,0.269,0.1755,81.91,0.9799,normal,-0.00401665,0.0,False,cavitation,none,A_healthy,0.0539,0.009,1.0,,223.28,139.28,6854.47,6402.02,4161.31,8642.73,lstm_sequence,452.46,446.7,1495.0,0.0004,0.0018,0.0158,1.853,30605.0,0.9997,1.47e-06,False,none,none,,,,,,2010-04-21T15:32:06,2010-07-24T00:14:31,mixed,False,master_technician,True,,,,none,none,1160401.36,8853753.47,242448.24,58020.07,56.75,41790.05,5.92,99.986,84.485,996.9,0.75,1.354,75,False,False,variable_mild,78.75,86.27,97,0,0,1,oil_hydraulic,particulate_severe,24.85,40.77,1.98,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-09T10:30:38,98,394.51,394.51,2.204,7.844,3.559,2.971,,,59.16,58.85,,23.37,35.49,44.7,14/12/10,62.0,0.447,168.5,49.2,4.249,12.229,7.98,101.573,79.41,32.674,91.4,64.07,,0.243,0.0229,17.57,1.0,normal,0.00433619,0.045,False,cavitation,none,A_healthy,0.0545,0.0156,1.0,,19.78,170.34,6850.49,7804.26,5072.77,10535.75,lstm_sequence,-953.77,1049.83,1495.0,0.0004,0.0018,0.0158,1.853,30605.0,0.9997,1.48e-06,False,none,none,,,,,,2010-05-21T00:38:23,2010-09-11T20:07:50,mixed,False,journeyman,True,,,,none,none,1160401.36,8853753.47,463321.83,58020.07,21.03,41790.05,19.66,99.953,82.371,996.9,0.75,2.346,75,False,False,variable_mild,83.97,86.54,98,1,0,0,oil_process,particulate_severe,55.87,82.53,2.953,,,standard
ASSET-000027,pump_centrifugal,high,PrecisionDrive GmbH,MDL-3057-C,2009-11-23,7245.0,30000.0,80.09614152830818,indoor_controlled,pharmaceutical,FAC-315,LINE-M,active_standby,2009-12-09T14:29:43,99,398.5,398.5,2.921,12.247,4.192,2.901,,,60.0,52.53,,23.37,29.16,48.15,14/12/10,175.3,0.513,32.1,8.7,6.717,21.46,14.744,103.807,80.44,31.296,88.89,67.43,,0.601,0.2223,132.2,0.9932,normal,-0.0013661,0.0,False,cavitation,overload,A_healthy,0.055,0.0117,1.0,,188.96,144.93,6846.5,6071.2,3946.28,8196.12,kalman_filter,775.3,764.85,1495.0,0.0004,0.0018,0.0158,1.853,30605.0,0.9997,1.49e-06,False,none,none,,,,,,2010-04-15T02:05:48,2010-07-12T15:01:04,mixed,False,apprentice,True,,,,none,none,1160401.36,8853753.47,194029.34,58020.07,51.93,41790.05,18.33,99.956,83.041,996.9,0.75,1.627,75,False,False,variable_mild,68.67,71.05,99,0,0,0,oil_hydraulic,none,39.21,32.17,1.552,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-25T09:24:23,1,9.41,9.41,1.524,6.128,4.021,3.322,,,62.57,59.15,,26.17,32.97,44.9,14/12/10,161.1,0.397,58.6,17.5,,,,,71.84,30.016,89.89,65.68,,0.038,0.0493,33.28,0.9984,normal,0.0,0.0282,False,contamination,misalignment_induced,A_healthy,0.0004,0.0,1.0,,80.2,151.64,24893.59,28591.2,18584.28,38598.12,kalman_filter,-3697.6,3280.08,5238.0,0.0,0.0001,0.0038,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-11T01:00:19,2023-04-03T23:55:28,mixed,False,journeyman,False,49.0,,,none,none,607553.81,4774046.67,125820.67,30377.69,20.48,26939.21,15.16,99.944,88.682,3491.9,2.16,7.205,216,False,False,constant,73.21,70.6,1,0,0,0,gas_compressed_air,particulate_severe,41.04,55.41,4.995,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-25T18:48:47,2,18.81,18.81,1.484,5.357,3.609,3.154,,,62.39,58.25,,26.17,32.08,45.67,14/12/10,65.7,0.559,40.5,4.3,,,,,69.93,29.23,89.22,67.7,,0.174,0.0334,40.3,0.9813,normal,-0.00933903,0.0,False,contamination,contamination,A_healthy,0.0008,0.005,1.0,,230.93,137.54,24884.19,22814.16,14829.2,30799.12,lstm_sequence,2070.03,2123.88,5238.0,0.0,0.0001,0.0038,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-14T01:53:37,2022-09-11T18:50:59,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,160418.98,30377.69,30.51,26939.21,16.21,99.94,80.262,3491.9,2.16,3.93,216,False,False,constant,72.63,86.58,2,0,1,0,water,none,67.2,2.03,5.722,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-26T04:13:11,3,28.22,28.22,1.308,4.07,3.111,2.859,,,57.91,58.88,,26.17,32.7,45.45,13/11/9,76.9,0.356,18.4,2.4,,,,,72.36,30.219,89.04,67.13,,0.374,0.0135,119.38,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0011,0.0057,1.0,,43.41,146.19,24874.78,29602.85,19241.85,39963.84,kalman_filter,-4728.07,4727.94,5238.0,0.0,0.0001,0.0039,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-03-04T21:38:34,2023-05-10T14:38:20,mixed,False,master_technician,False,70.0,,,none,none,607553.81,4774046.67,215193.06,30377.69,53.11,26939.21,12.53,99.954,79.301,3491.9,2.16,3.347,216,False,False,constant,80.96,86.94,3,0,0,0,oil_hydraulic,particulate_severe,81.07,19.48,2.418,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-26T13:37:35,4,37.63,37.63,1.61,5.381,3.342,3.136,,,60.93,58.46,,26.17,32.28,46.08,14/12/10,150.6,0.427,31.7,4.2,,,,,71.25,28.065,90.37,64.48,,0.705,0.0334,185.68,1.0,normal,0.0,0.0068,False,contamination,none,A_healthy,0.0015,0.0,1.0,,210.05,160.78,24865.37,28044.78,18229.11,37860.46,lstm_sequence,-3179.41,4055.3,5238.0,0.0,0.0001,0.0039,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-31T20:01:02,2023-03-16T19:41:27,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,163491.34,30377.69,49.01,26939.21,9.21,99.966,81.976,3491.9,2.16,2.169,216,False,False,constant,75.38,86.91,4,0,0,0,oil_process,particulate_mild,23.49,56.35,3.596,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-26T23:01:59,5,47.03,47.03,1.461,3.665,2.509,2.948,,,64.99,65.82,,26.17,39.64,44.49,13/11/9,118.4,0.309,32.6,6.3,,,,,69.97,27.824,89.68,64.03,,0.407,0.0132,186.33,0.9982,normal,-0.00035846,0.0114,False,contamination,none,A_healthy,0.0019,0.0,1.0,,24.97,141.04,24855.97,23202.83,15081.84,31323.82,particle_filter,1653.13,1723.91,5238.0,0.0,0.0001,0.0039,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-23T08:26:57,2022-09-26T17:26:25,mixed,False,oem_certified,False,26.0,,,none,none,607553.81,4774046.67,166477.61,30377.69,32.44,26939.21,12.17,99.955,81.783,3491.9,2.16,5.513,216,False,False,constant,78.59,73.0,5,0,0,0,oil_hydraulic,particulate_mild,69.52,6.39,0.08,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-27T08:26:23,5,56.44,56.44,1.319,4.043,3.064,3.061,,,60.87,55.65,,26.17,29.47,46.04,14/12/10,57.4,0.335,12.6,2.1,,,,,74.16,28.444,91.5,64.93,,0.726,0.017,64.13,1.0,normal,0.00032004,0.0213,False,contamination,none,A_healthy,0.0023,0.0,1.0,,63.94,152.23,24846.56,27113.59,17623.84,36603.35,physics_informed_nn,-2267.03,2208.79,5238.0,0.0,0.0001,0.004,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-13T05:14:12,2023-02-12T14:59:40,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,280365.58,30377.69,46.21,26939.21,17.63,99.935,81.988,3491.9,2.16,2.542,216,False,False,constant,61.37,70.23,5,0,0,0,water,particulate_mild,82.72,0.55,1.16,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-27T17:50:47,6,65.85,65.85,1.313,4.984,3.795,2.971,,,56.55,56.8,,26.17,30.62,46.91,14/12/10,52.6,0.377,12.4,3.7,,,,,71.94,28.741,88.4,66.71,,0.028,0.0166,83.28,1.0,normal,0.00373561,0.0,False,contamination,none,A_healthy,0.0026,0.0019,1.0,,26.53,143.41,24837.15,28660.51,18629.33,38691.69,weibull_regression,-3823.35,4674.1,5238.0,0.0,0.0001,0.004,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-14T20:06:02,2023-04-08T19:16:42,mixed,False,specialist,False,57.0,,,none,none,607553.81,4774046.67,139197.66,30377.69,47.87,26939.21,14.93,99.945,88.682,3491.9,2.16,3.108,216,False,False,constant,65.45,74.52,6,0,0,0,oil_hydraulic,particulate_mild,46.41,100.97,4.798,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-28T03:15:11,7,75.25,75.25,1.495,6.228,4.167,2.895,,,58.64,59.89,,26.17,33.72,49.24,13/11/9,103.9,0.356,30.4,5.8,,,,,70.62,28.247,88.44,64.0,,0.432,0.1815,38.2,0.9931,normal,-0.00137411,0.0,False,contamination,none,A_healthy,0.003,0.0,1.0,,211.06,147.29,24827.75,22860.06,14859.04,30861.08,xgboost_gradient,1967.68,2353.94,5238.0,0.0,0.0001,0.004,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-17T09:17:03,2022-09-15T18:18:21,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,265763.13,30377.69,27.78,26939.21,14.18,99.947,90.35,3491.9,2.16,6.918,216,False,False,constant,73.88,82.75,7,0,0,0,oil_hydraulic,none,31.32,3.84,0.721,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-28T12:39:35,8,84.66,84.66,1.498,4.757,3.175,2.571,,,62.58,58.66,,26.17,32.49,44.62,13/11/9,73.7,0.589,8.5,2.5,,,,,71.31,28.795,88.88,68.05,,0.21,0.0217,11.99,1.0,normal,0.0,0.0094,False,contamination,imbalance_induced,A_healthy,0.0034,0.0,1.0,,55.79,162.07,24818.34,22884.06,14874.64,30893.48,kalman_filter,1934.28,2387.04,5238.0,0.0,0.0001,0.0041,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-18T06:41:20,2022-09-17T00:06:33,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,288477.96,30377.69,58.69,26939.21,9.98,99.963,77.551,3491.9,2.16,5.757,216,False,False,constant,68.8,94.32,8,0,0,0,steam,none,34.97,59.63,2.052,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-28T22:03:59,9,94.07,94.07,1.465,4.815,3.287,2.993,,,56.1,57.82,,26.17,31.65,45.15,14/12/10,245.8,0.344,37.3,8.1,,,,,70.22,27.069,91.47,65.97,,0.073,0.0156,72.29,0.9918,normal,-0.0012725,0.0,False,contamination,none,A_healthy,0.0038,0.0073,1.0,,126.51,164.97,24808.93,20243.08,13158.0,27328.16,xgboost_gradient,4565.85,4327.9,5238.0,0.0,0.0001,0.0041,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-08-24T15:36:24,2022-06-15T20:41:06,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,116653.01,30377.69,59.74,26939.21,7.42,99.972,78.694,3491.9,2.16,1.343,216,False,False,constant,64.99,87.2,9,0,0,0,oil_hydraulic,none,59.84,6.02,0.73,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-29T07:28:23,10,103.47,103.47,1.781,4.84,2.717,2.842,,,59.78,60.87,,26.17,34.7,46.69,14/12/10,90.7,0.421,22.8,5.6,,,,,71.38,28.494,92.45,67.63,,0.102,0.0081,12.78,1.0,normal,0.0,0.0809,False,contamination,abrasive_wear,A_healthy,0.0042,0.0,1.0,,36.95,158.8,24799.53,21304.34,13847.82,28760.87,physics_informed_nn,3495.18,3088.73,5238.0,0.0,0.0001,0.0042,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-16T03:38:43,2022-07-23T20:09:58,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,199424.21,30377.69,27.02,26939.21,16.93,99.937,77.845,3491.9,2.16,6.898,216,False,False,constant,71.81,81.28,10,0,0,0,water,particulate_severe,49.08,48.75,1.544,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-29T16:52:47,11,112.88,112.88,1.396,6.037,4.323,2.756,,,62.09,58.17,,26.17,31.99,45.3,14/12/10,173.7,0.378,21.1,4.6,,,,,69.76,28.429,90.43,66.81,,0.42,0.0698,48.76,1.0,normal,0.0,0.0334,False,contamination,none,A_healthy,0.0045,0.0031,1.0,,48.32,176.75,24790.12,26526.07,17241.94,35810.19,xgboost_gradient,-1735.95,1620.62,5238.0,0.0,0.0001,0.0042,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-03T07:54:49,2023-01-25T04:02:15,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,93598.21,30377.69,58.74,26939.21,8.42,99.969,89.116,3491.9,2.16,7.199,216,False,False,constant,64.89,76.74,11,0,0,0,oil_hydraulic,particulate_mild,35.53,32.62,0.468,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-30T02:17:11,12,122.29,122.29,1.483,4.822,3.251,2.951,,,61.78,60.05,,26.17,33.88,47.61,13/11/9,99.8,0.344,48.8,13.4,,,,,71.95,28.003,89.72,62.73,,0.158,0.0218,27.1,0.9976,normal,0.00088442,0.0071,False,contamination,none,A_healthy,0.0049,0.0,1.0,,76.47,149.66,24780.71,26096.67,16962.84,35230.51,lstm_sequence,-1315.96,1614.84,5238.0,0.0,0.0001,0.0042,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-12-25T18:37:22,2023-01-10T08:27:30,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,219777.75,30377.69,39.14,26939.21,5.38,99.98,79.274,3491.9,2.16,1.219,216,False,False,constant,73.55,89.87,12,0,0,0,water,none,20.04,4.38,1.292,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-30T11:41:35,13,131.69,131.69,1.455,5.637,3.874,3.132,,,57.51,59.86,,26.17,33.68,45.61,14/12/10,58.9,0.381,52.1,10.0,,,,,71.02,27.939,88.48,64.03,,0.094,0.012,135.34,0.9897,normal,-0.00206801,0.0,False,contamination,none,A_healthy,0.0053,0.0144,1.0,,109.44,154.29,24771.31,22864.71,14862.06,30867.36,xgboost_gradient,1906.6,1572.93,5238.0,0.0,0.0001,0.0043,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-19T20:02:53,2022-09-18T06:41:47,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,173782.73,30377.69,43.91,26939.21,12.65,99.953,87.122,3491.9,2.16,1.783,216,False,False,constant,75.59,94.0,13,0,0,0,gas_compressed_air,none,25.24,9.3,0.464,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-06-30T21:05:59,14,141.1,141.1,1.426,6.265,4.395,3.02,,,57.85,61.99,,26.17,35.81,45.39,14/12/10,183.5,0.428,16.5,4.0,,,,,72.63,27.943,90.92,65.57,,0.243,0.0061,179.46,0.9818,normal,-0.00201753,0.0,False,contamination,none,A_healthy,0.0057,0.0027,1.0,,269.68,152.56,24761.9,19206.4,12484.16,25928.64,physics_informed_nn,5555.5,6739.49,5238.0,0.0,0.0001,0.0043,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-08-05T00:18:05,2022-05-12T02:32:33,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,297890.05,30377.69,59.88,26939.21,8.22,99.97,89.061,3491.9,2.16,1.582,216,False,False,constant,71.03,78.7,14,0,0,0,gas_compressed_air,none,65.74,13.23,4.043,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-01T06:30:23,15,150.51,150.51,1.459,5.503,3.772,3.056,,,57.02,54.79,,26.17,28.62,45.65,13/11/9,73.0,0.474,33.5,4.5,,,,,72.3,30.26,91.14,66.59,,0.622,0.0687,105.32,1.0,normal,0.0,0.063,False,contamination,none,A_healthy,0.006,0.0,1.0,,59.42,154.19,24752.49,27502.57,17876.67,37128.47,xgboost_gradient,-2750.08,2200.91,5238.0,0.0,0.0001,0.0043,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-25T05:47:28,2023-03-02T07:41:26,mixed,False,apprentice,True,,,,none,none,607553.81,4774046.67,128184.79,30377.69,26.55,26939.21,15.87,99.941,85.571,3491.9,2.16,1.989,216,False,False,constant,59.39,78.54,15,0,0,0,none,particulate_mild,27.35,111.97,0.171,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-01T15:54:47,16,159.91,159.91,1.558,4.26,2.734,3.14,,,60.56,58.08,,26.17,31.9,45.95,14/12/10,63.3,0.33,36.8,6.4,,,,,70.84,28.677,90.35,66.37,,0.544,0.1665,19.38,0.9967,normal,-0.00065129,0.0415,False,contamination,none,A_healthy,0.0064,0.0,1.0,,35.25,153.34,24743.09,26439.62,17185.75,35693.48,weibull_regression,-1696.53,1902.98,5238.0,0.0,0.0001,0.0044,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-03T11:43:17,2023-01-24T01:35:13,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,251904.82,30377.69,27.33,26939.21,15.0,99.944,88.244,3491.9,2.16,7.357,216,False,False,constant,64.48,96.2,16,0,0,0,water,none,84.36,153.42,5.358,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-02T01:19:11,17,169.32,169.32,1.459,3.651,2.502,2.909,,,62.76,54.45,,26.17,28.28,44.11,13/11/9,53.0,0.329,12.3,2.6,,,,,72.21,29.112,89.34,64.67,,0.145,0.1382,69.68,1.0,normal,0.00048969,0.0,False,contamination,none,A_healthy,0.0068,0.0,1.0,,245.94,155.78,24733.68,22914.41,14894.36,30934.45,physics_informed_nn,1819.27,1995.07,5238.0,0.0,0.0001,0.0044,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-22T10:31:23,2022-09-21T14:33:56,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,113986.13,30377.69,55.96,26939.21,8.64,99.968,80.487,3491.9,2.16,7.748,216,False,False,constant,66.99,85.57,17,0,0,0,gas_compressed_air,none,34.71,13.42,2.324,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-02T10:43:35,18,178.73,178.73,1.484,5.011,3.377,2.788,,,59.36,58.73,,26.17,32.55,43.55,13/11/9,56.7,0.359,59.6,7.1,,,,,71.49,27.321,90.19,65.35,,0.365,0.0812,3.82,0.9975,normal,0.00157437,0.0075,False,contamination,none,A_healthy,0.0072,0.0124,1.0,,36.26,144.49,24724.27,20614.48,13399.41,27829.55,particle_filter,4109.79,4136.8,5238.0,0.0,0.0001,0.0044,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-04T21:58:01,2022-07-02T13:02:07,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,140691.71,30377.69,30.81,26939.21,10.61,99.961,84.805,3491.9,2.16,5.383,216,False,False,constant,65.18,105.06,18,0,0,0,steam,particulate_severe,70.67,11.15,4.15,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-02T20:07:59,19,188.13,188.13,1.606,6.031,3.755,3.058,,,64.08,61.56,,26.17,35.39,45.23,13/11/9,65.9,0.352,8.0,1.0,,,,,71.6,28.301,91.93,64.56,,0.336,0.0131,26.43,0.9945,normal,0.00255438,0.0361,False,contamination,none,A_healthy,0.0076,0.0047,1.0,,148.95,149.62,24714.87,26333.36,17116.68,35550.04,lstm_sequence,-1618.49,1313.25,5238.0,0.0,0.0001,0.0045,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-02T10:48:48,2023-01-21T11:29:23,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,258911.6,30377.69,35.77,26939.21,17.73,99.934,79.341,3491.9,2.16,2.024,216,False,False,constant,66.52,84.75,19,0,0,0,steam,particulate_mild,54.71,28.59,1.4,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-03T05:32:23,20,197.54,197.54,1.572,5.253,3.341,2.891,,,63.62,62.13,,26.17,35.96,49.33,13/11/9,130.7,0.483,23.4,6.6,,,,,71.96,29.753,90.38,60.32,,0.228,0.0117,11.48,0.9947,normal,-0.00105982,0.0403,False,contamination,none,A_healthy,0.0079,0.0251,1.0,,191.66,168.04,24705.46,21321.27,13858.83,28783.72,kalman_filter,3384.19,3324.8,5238.0,0.0,0.0002,0.0045,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-20T10:10:31,2022-07-28T08:37:13,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,126827.6,30377.69,35.68,26939.21,9.83,99.964,82.263,3491.9,2.16,2.619,216,False,False,constant,84.99,77.71,20,0,0,0,gas_compressed_air,chemical_contamination,62.78,76.42,1.936,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-03T14:56:47,21,206.95,206.95,1.449,6.347,4.381,3.315,,,63.07,63.17,,26.17,36.99,45.89,14/12/10,61.4,0.578,55.3,9.2,,,,,70.1,28.468,89.36,67.83,,0.814,0.0339,2.4,0.9866,normal,-0.00202489,0.0,False,contamination,contamination,A_healthy,0.0083,0.0,1.0,,205.38,148.28,24696.05,23268.61,15124.59,31412.62,kalman_filter,1427.45,1276.18,5238.0,0.0,0.0002,0.0046,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-31T09:15:00,2022-10-05T17:15:45,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,267320.95,30377.69,21.99,26939.21,12.38,99.954,81.26,3491.9,2.16,7.823,216,False,False,constant,82.06,95.53,21,0,0,0,none,particulate_mild,42.45,40.14,4.589,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-04T00:21:11,22,216.35,216.35,1.504,4.603,3.061,2.925,,,55.47,55.87,,26.17,29.69,45.92,15/13/11,54.6,0.446,33.1,5.0,,,,,70.22,27.84,90.21,62.68,,0.052,0.0749,112.37,0.9971,normal,-0.00058895,0.0053,False,contamination,corrosion_fatigue,A_healthy,0.0087,0.0,1.0,,45.99,143.63,24686.65,27768.77,18049.7,37487.84,lstm_sequence,-3082.12,3865.48,5238.0,0.0,0.0002,0.0046,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-02T12:44:11,2023-03-14T11:48:18,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,224995.99,30377.69,42.08,26939.21,8.23,99.969,83.498,3491.9,2.16,2.838,216,False,False,constant,70.38,77.19,22,0,0,0,oil_process,none,31.51,153.85,3.364,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-04T09:45:35,23,225.76,225.76,1.691,4.231,2.501,3.168,,,59.92,54.01,,26.17,27.84,45.8,13/11/9,81.8,0.396,16.7,2.4,,,,,72.28,29.933,89.83,66.15,,2.177,0.0462,19.82,1.0,normal,0.00049364,0.0255,False,contamination,none,A_healthy,0.0091,0.0206,1.0,,37.55,149.19,24677.24,26864.88,17462.17,36267.59,xgboost_gradient,-2187.64,2715.75,5238.0,0.0,0.0002,0.0046,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-15T02:11:55,2023-02-10T20:54:21,mixed,False,oem_certified,True,,,,none,none,607553.81,4774046.67,205538.6,30377.69,34.59,26939.21,26.5,99.902,79.645,3491.9,2.16,4.755,216,False,False,constant,65.19,96.02,23,0,0,0,oil_hydraulic,none,85.54,200.06,2.682,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-04T19:09:59,24,235.17,235.17,1.436,3.638,2.534,3.095,,,60.22,58.44,,26.17,32.27,44.42,13/11/9,92.8,0.319,136.9,35.5,,,,,70.51,27.112,91.04,66.08,,0.039,0.0271,25.25,1.0,normal,0.00109411,0.0,False,contamination,none,A_healthy,0.0094,0.005,1.0,,11.15,149.67,24667.83,20936.52,13608.74,28264.3,lstm_sequence,3731.31,4314.18,5238.0,0.0,0.0002,0.0047,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-13T23:25:34,2022-07-16T07:12:29,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,285997.89,30377.69,51.48,26939.21,12.3,99.954,81.811,3491.9,2.16,3.968,216,False,False,constant,65.05,83.23,24,0,0,0,gas_compressed_air,none,61.0,0.52,0.975,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-05T04:34:22,25,244.57,244.57,1.322,5.842,4.42,2.879,,,64.75,59.38,,26.17,33.2,44.01,14/12/10,57.0,0.403,10.3,1.4,,,,,72.76,29.083,89.62,66.18,,0.834,0.0448,36.02,1.0,normal,0.00105982,0.052,False,contamination,none,A_healthy,0.0098,0.0131,1.0,,494.96,139.55,24658.43,21492.39,13970.05,29014.72,kalman_filter,3166.04,2651.3,5238.0,0.0,0.0002,0.0047,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-25T22:45:56,2022-08-05T09:06:02,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,131157.93,30377.69,44.96,26939.21,18.11,99.933,88.349,3491.9,2.16,5.984,216,False,False,constant,63.09,108.56,25,0,0,0,oil_hydraulic,none,47.19,24.99,2.82,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-05T13:58:46,26,253.98,253.98,1.414,4.6,3.252,3.39,,,61.53,58.07,,26.17,31.89,48.82,14/12/10,226.0,0.469,22.7,3.8,,,,,70.05,27.159,90.72,63.97,,1.168,0.0487,164.31,0.9967,normal,0.0020162,0.024,False,contamination,none,A_healthy,0.0102,0.0,1.0,,112.13,151.41,24649.02,22036.53,14323.74,29749.31,physics_informed_nn,2612.49,3226.01,5238.0,0.0,0.0002,0.0047,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-07T16:14:39,2022-08-25T01:01:46,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,186968.18,30377.69,31.76,26939.21,11.83,99.956,89.418,3491.9,2.16,4.46,216,False,False,constant,69.34,75.76,26,0,0,0,steam,water_ingress,21.04,18.51,5.057,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-05T23:23:10,27,263.39,263.39,1.563,6.696,4.284,2.384,,,59.71,62.64,,26.17,36.47,47.57,14/12/10,186.3,0.444,49.1,12.9,,,,,71.69,28.428,88.9,67.6,,0.379,0.0084,142.99,0.9791,normal,-0.00359179,0.0517,False,contamination,none,A_healthy,0.0106,0.0,1.0,,279.44,137.44,24639.61,25839.04,16795.37,34882.7,lstm_sequence,-1199.42,1431.58,5238.0,0.0,0.0002,0.0048,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-12-26T06:54:20,2023-01-07T02:34:08,mixed,False,journeyman,False,45.0,,,none,none,607553.81,4774046.67,200756.68,30377.69,46.39,26939.21,8.14,99.97,82.601,3491.9,2.16,3.197,216,False,False,constant,74.27,91.53,27,0,0,0,oil_process,none,30.61,47.04,0.228,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-06T08:47:34,28,272.79,272.79,1.506,5.25,3.485,3.5,,,64.68,56.81,,26.17,30.64,47.11,13/11/9,64.9,0.339,18.2,4.8,,,,,71.55,28.803,88.14,64.53,,0.264,0.0086,220.86,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.011,0.0,1.0,,60.43,158.64,24630.21,21484.48,13964.91,29004.05,particle_filter,3145.72,3375.74,5238.0,0.0,0.0002,0.0048,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-26T23:02:04,2022-08-06T06:36:12,mixed,False,specialist,False,27.0,,,none,none,607553.81,4774046.67,218206.68,30377.69,34.18,26939.21,8.09,99.97,84.733,3491.9,2.16,2.029,216,False,False,constant,67.88,86.5,28,0,0,0,none,none,88.59,106.3,6.15,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-06T18:11:58,30,282.2,282.2,1.372,4.694,3.421,2.491,,,52.13,60.05,,26.17,33.88,47.81,14/12/10,82.0,0.329,10.0,2.5,,,,,70.86,26.958,87.97,65.16,,1.037,0.0116,128.91,0.9964,normal,-0.00072536,0.0573,False,contamination,none,A_healthy,0.0113,0.0102,1.0,,50.56,139.82,24620.8,22168.08,14409.25,29926.91,weibull_regression,2452.72,2732.49,5238.0,0.0,0.0002,0.0049,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-11T14:14:25,2022-08-30T21:04:08,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,251659.78,30377.69,58.53,26939.21,12.8,99.953,84.031,3491.9,2.16,5.695,216,False,False,constant,72.31,83.12,30,0,0,0,oil_hydraulic,chemical_contamination,82.37,72.58,0.049,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-07T03:36:22,31,291.61,291.61,1.498,4.198,2.803,3.423,,,60.39,58.72,,26.17,32.55,47.06,13/11/9,111.5,0.483,16.0,4.6,,,,,72.93,29.561,91.84,64.65,,0.709,0.0781,74.39,0.9996,normal,-8.116e-05,0.069,False,contamination,none,A_healthy,0.0117,0.0095,1.0,,55.44,143.95,24611.39,28075.59,18249.13,37902.04,physics_informed_nn,-3464.19,3997.65,5238.0,0.0,0.0002,0.0049,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-12T01:23:59,2023-03-28T11:51:19,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,114935.56,30377.69,29.22,26939.21,55.01,99.796,87.722,3491.9,2.16,2.164,216,False,False,constant,67.18,92.61,31,0,0,0,none,none,83.27,65.12,3.317,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-07T13:00:46,32,301.01,301.01,1.632,7.333,4.492,3.155,,,59.4,58.21,,26.17,32.04,46.93,14/12/10,78.9,0.531,62.0,13.5,,,,,71.04,27.213,90.46,65.78,,0.135,0.0367,394.38,0.9853,normal,-0.00228931,0.0107,False,contamination,contamination,A_healthy,0.0121,0.0144,1.0,,166.61,137.93,24601.99,22543.12,14653.03,30433.21,particle_filter,2058.87,1868.29,5238.0,0.0,0.0002,0.0049,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-20T04:34:16,2022-09-13T22:39:42,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,207851.86,30377.69,34.96,26939.21,8.69,99.968,85.67,3491.9,2.16,2.297,216,False,False,constant,61.65,92.29,32,0,0,0,steam,none,59.87,155.35,2.553,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-07T22:25:10,33,310.42,310.42,1.522,5.553,3.648,3.12,,,57.83,58.54,,26.17,32.36,44.72,14/12/10,289.1,0.318,20.2,2.4,,,,,71.07,28.017,89.86,64.81,,0.143,0.0681,70.6,1.0,normal,0.00418074,0.0,False,contamination,none,A_healthy,0.0125,0.001,1.0,,74.97,130.67,24592.58,27720.37,18018.24,37422.51,xgboost_gradient,-3127.79,3656.13,5238.0,0.0,0.0002,0.005,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-05T10:36:25,2023-03-16T16:44:18,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,269378.94,30377.69,29.94,26939.21,15.97,99.941,82.44,3491.9,2.16,7.422,216,False,False,constant,69.05,76.04,33,0,0,0,gas_compressed_air,particulate_severe,82.16,54.83,0.442,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-08T07:49:34,34,319.83,319.83,1.609,5.09,3.163,3.264,,,56.63,60.88,,26.17,34.7,45.45,14/12/10,59.4,0.417,15.1,2.1,,,,,70.54,28.002,90.81,63.78,,0.569,0.0012,21.63,0.9949,normal,-0.0010183,0.0448,False,contamination,none,A_healthy,0.0128,0.0066,1.0,,246.12,149.49,24583.17,28694.21,18651.24,38737.19,lstm_sequence,-4111.04,5247.26,5238.0,0.0,0.0002,0.005,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-26T02:56:00,2023-04-20T13:54:30,mixed,False,master_technician,False,78.0,,,none,none,607553.81,4774046.67,172774.07,30377.69,21.17,26939.21,10.91,99.96,80.635,3491.9,2.16,6.677,216,False,False,constant,83.5,81.69,34,0,0,1,steam,water_ingress,44.78,52.22,5.767,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-08T17:13:58,35,329.23,329.23,1.548,4.827,3.119,3.053,,,57.24,53.87,,26.17,27.7,46.26,13/11/9,59.2,0.557,17.0,3.7,,,,,71.09,29.689,89.34,65.98,,0.137,0.0033,237.73,1.0,normal,0.00072536,0.0585,False,contamination,none,A_healthy,0.0132,0.0167,1.0,,30.62,158.81,24573.77,22368.75,14539.69,30197.81,particle_filter,2205.02,2635.98,5238.0,0.0,0.0002,0.0051,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-17T17:36:31,2022-09-08T22:40:18,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,256700.44,30377.69,44.68,26939.21,6.38,99.976,82.357,3491.9,2.16,3.009,216,False,False,constant,73.08,93.96,35,0,0,0,oil_hydraulic,none,75.64,20.87,0.384,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-09T02:38:22,36,338.64,338.64,1.399,5.993,4.284,3.012,,,63.15,57.56,,26.17,31.38,48.25,14/12/10,77.6,0.395,39.3,10.1,,,,,71.96,30.201,88.48,64.66,,1.439,0.0231,36.84,1.0,normal,8.116e-05,0.0458,False,contamination,none,A_healthy,0.0136,0.0,1.0,,44.77,132.8,24564.36,23370.45,15190.79,31550.11,xgboost_gradient,1193.91,1441.94,5238.0,0.0,0.0002,0.0051,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-11-07T23:51:56,2022-10-14T19:31:25,mixed,False,specialist,False,41.0,,,none,none,607553.81,4774046.67,111345.48,30377.69,37.63,26939.21,7.98,99.97,83.163,3491.9,2.16,3.675,216,False,False,constant,72.02,66.93,36,1,0,0,steam,particulate_mild,31.28,120.48,4.441,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-09T12:02:46,37,348.05,348.05,1.309,5.569,4.253,2.712,,,58.26,55.76,,26.17,29.59,43.92,13/11/9,91.5,0.39,14.3,1.9,,,,,70.84,27.883,88.35,66.0,,0.338,0.0495,22.96,0.983,normal,-0.00044971,0.0,False,contamination,none,A_healthy,0.014,0.001,1.0,,575.41,148.82,24554.95,27089.37,17608.09,36570.65,weibull_regression,-2534.42,2431.42,5238.0,0.0,0.0002,0.0051,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-24T20:43:57,2023-02-23T22:00:47,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,276589.41,30377.69,27.22,26939.21,6.67,99.975,79.122,3491.9,2.16,7.712,216,False,False,constant,59.87,80.08,37,0,0,0,steam,chemical_contamination,30.77,21.69,0.724,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-09T21:27:10,38,357.45,357.45,1.592,5.454,3.425,3.159,,,60.41,59.78,,26.17,33.61,46.62,14/12/10,50.0,0.325,14.9,1.8,,,,,73.5,30.046,88.81,66.76,,0.341,0.0645,52.87,1.0,normal,0.0,0.0108,False,contamination,corrosion_fatigue,A_healthy,0.0144,0.0011,1.0,,99.94,155.1,24545.55,21275.37,13828.99,28721.74,xgboost_gradient,3270.18,2896.22,5238.0,0.0,0.0002,0.0052,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-26T03:08:08,2022-08-02T09:30:48,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,203136.02,30377.69,44.05,26939.21,13.75,99.949,86.301,3491.9,2.16,5.151,216,False,False,constant,71.88,76.54,38,1,0,0,steam,none,24.4,22.49,1.304,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-10T06:51:34,39,366.86,366.86,1.49,5.881,3.948,3.449,,,63.57,61.18,,26.17,35.01,44.4,14/12/10,50.8,0.492,60.9,16.3,,,,,71.27,27.323,89.41,65.08,,0.024,0.0803,56.41,1.0,normal,0.0010183,0.0,False,contamination,none,A_healthy,0.0147,0.0,1.0,,18.76,137.6,24536.14,29831.68,19390.59,40272.77,kalman_filter,-5295.54,6165.08,5238.0,0.0,0.0002,0.0052,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-03-23T18:42:01,2023-06-01T19:47:20,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,103916.72,30377.69,37.49,26939.21,15.33,99.943,80.526,3491.9,2.16,6.451,216,False,False,constant,81.87,85.27,39,0,0,0,water,particulate_mild,82.37,130.1,1.562,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-10T16:15:58,40,376.27,376.27,1.477,4.464,3.022,2.61,,,60.36,62.48,,26.17,36.31,47.17,14/12/10,96.1,0.358,16.8,3.4,,,,,73.35,30.049,89.92,64.45,,1.093,0.0032,171.52,0.9989,normal,-0.00021671,0.0229,False,contamination,misalignment_induced,A_healthy,0.0151,0.0098,1.0,,73.0,161.52,24526.73,22880.37,14872.24,30888.5,xgboost_gradient,1646.36,1935.62,5238.0,0.0,0.0002,0.0053,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-30T08:27:11,2022-09-29T00:35:02,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,237806.06,30377.69,27.59,26939.21,8.41,99.969,86.576,3491.9,2.16,5.516,216,False,False,constant,88.09,91.04,40,0,0,0,none,none,83.31,58.16,3.172,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-11T01:40:22,41,385.67,385.67,1.552,4.758,3.065,2.955,,,58.89,56.6,,26.17,30.43,46.5,12/10/8,93.3,0.357,26.6,4.0,,,,,73.12,30.503,90.59,61.55,,0.013,0.021,144.36,0.9996,normal,-7.662e-05,0.0363,False,contamination,none,A_healthy,0.0155,0.0,1.0,,202.48,137.91,24517.33,22184.39,14419.85,29948.92,weibull_regression,2332.94,2954.39,5238.0,0.0,0.0002,0.0053,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-16T05:52:01,2022-09-04T18:24:10,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,166610.27,30377.69,24.87,26939.21,29.09,99.892,90.151,3491.9,2.16,2.864,216,False,False,constant,74.24,90.79,41,0,0,0,steam,chemical_contamination,20.11,25.77,7.129,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-11T11:04:46,42,395.08,395.08,1.435,4.437,3.092,3.804,,,52.24,56.1,,26.17,29.92,44.41,13/11/9,113.1,0.316,36.6,3.8,,,,,70.77,28.353,89.48,62.13,,0.778,0.035,33.65,0.9976,normal,0.00291883,0.0,False,contamination,adhesive_wear,A_healthy,0.0159,0.0176,1.0,,220.51,142.0,24507.92,21372.48,13892.11,28852.85,particle_filter,3135.44,2739.11,5238.0,0.0,0.0002,0.0053,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-29T17:19:08,2022-08-07T09:41:12,mixed,False,master_technician,False,65.0,,,none,none,607553.81,4774046.67,201632.51,30377.69,46.65,26939.21,18.24,99.932,81.849,3491.9,2.16,4.183,216,False,False,constant,64.38,79.76,42,0,0,0,oil_hydraulic,none,51.14,170.82,6.804,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-11T20:29:10,43,404.49,404.49,1.609,5.467,3.398,2.72,,,58.95,60.56,,26.17,34.39,46.11,14/12/10,70.7,0.412,11.3,1.7,,,,,72.63,30.006,89.58,68.08,,0.475,0.0053,115.72,0.9801,normal,-0.00398298,0.0193,False,contamination,none,A_healthy,0.0162,0.0081,1.0,,427.17,136.49,24498.51,21626.5,14057.22,29195.77,lstm_sequence,2872.02,3360.02,5238.0,0.0,0.0003,0.0054,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-05T09:44:05,2022-08-16T19:00:32,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,209518.44,30377.69,57.05,26939.21,8.34,99.969,88.629,3491.9,2.16,3.095,216,False,False,constant,78.2,65.14,43,1,0,1,oil_process,water_ingress,70.86,7.1,0.989,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-12T05:53:34,44,413.89,413.89,1.657,4.661,2.813,2.861,,,61.22,58.52,,26.17,32.35,42.59,13/11/9,214.1,0.329,32.9,5.8,,,,,70.52,27.015,89.67,68.48,,0.093,0.0965,66.33,0.9904,normal,-0.00191842,0.0123,False,contamination,none,A_healthy,0.0166,0.0042,1.0,,378.57,157.13,24489.11,19484.85,12665.15,26304.55,lstm_sequence,5004.26,5470.63,5238.0,0.0,0.0003,0.0054,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-08-22T04:19:06,2022-06-02T08:00:58,mixed,False,specialist,False,54.0,,,none,none,607553.81,4774046.67,269072.6,30377.69,41.96,26939.21,14.38,99.947,86.657,3491.9,2.16,2.523,216,False,False,constant,66.22,83.97,44,0,0,0,water,particulate_mild,70.7,14.12,8.956,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-12T15:17:58,45,423.3,423.3,1.335,6.027,4.515,2.765,,,59.02,57.48,,26.17,31.3,46.55,14/12/10,76.9,0.366,61.6,12.0,,,,,73.39,28.595,90.68,64.87,,0.795,0.0004,61.58,0.9829,normal,-0.00320887,0.0,False,contamination,none,A_healthy,0.017,0.0,1.0,,524.55,134.39,24479.7,28697.81,18653.58,38742.05,xgboost_gradient,-4218.11,4973.64,5238.0,0.0,0.0003,0.0055,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-03-02T12:12:20,2023-04-25T00:26:23,mixed,False,apprentice,True,,,,none,none,607553.81,4774046.67,164540.11,30377.69,47.3,26939.21,25.86,99.904,82.485,3491.9,2.16,2.958,216,False,False,constant,65.67,86.03,45,1,1,0,steam,chemical_contamination,25.92,235.22,1.355,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-13T00:42:22,46,432.71,432.71,1.594,6.827,4.282,2.519,,,65.09,57.01,,26.17,30.84,45.94,13/11/9,151.6,0.437,13.9,3.1,,,,,72.79,28.383,90.86,65.31,,0.572,0.0451,94.95,0.9843,normal,-0.00306322,0.0,False,contamination,lubrication_starvation,A_healthy,0.0174,0.0183,1.0,,267.85,148.45,24470.29,29794.66,19366.53,40222.79,particle_filter,-5324.37,5622.09,5238.0,0.0,0.0003,0.0055,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-03-25T18:02:14,2023-06-03T06:10:09,mixed,False,apprentice,True,,,,none,none,607553.81,4774046.67,239115.81,30377.69,34.72,26939.21,9.78,99.964,80.167,3491.9,2.16,5.251,216,False,False,constant,66.76,86.83,46,1,0,0,steam,particulate_severe,48.47,86.59,0.942,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-13T10:06:46,47,442.11,442.11,1.453,5.997,4.126,2.863,,,60.74,61.91,,26.17,35.73,49.61,13/11/9,56.1,0.319,20.7,4.3,,,,,71.06,27.295,88.52,67.33,,0.122,0.0298,6.94,1.0,normal,0.00048018,0.0,False,contamination,none,A_healthy,0.0178,0.0017,1.0,,143.25,148.84,24460.89,28205.79,18333.76,38077.82,xgboost_gradient,-3744.9,3628.63,5238.0,0.0,0.0003,0.0056,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-21T01:00:27,2023-04-08T09:02:02,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,259664.58,30377.69,59.43,26939.21,29.15,99.892,86.519,3491.9,2.16,4.745,216,False,False,constant,67.3,87.44,47,1,0,0,none,none,76.66,116.08,0.681,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-13T19:31:10,48,451.52,451.52,1.614,4.434,2.748,2.82,,,64.57,62.77,,26.17,36.59,43.95,14/12/10,65.4,0.335,26.4,6.5,,,,,71.79,29.848,90.22,65.84,,0.442,0.0869,41.92,0.9915,normal,0.00227496,0.0673,False,contamination,none,A_healthy,0.0181,0.0,1.0,,254.01,153.33,24451.48,28087.11,18256.62,37917.6,particle_filter,-3635.63,4316.65,5238.0,0.0,0.0003,0.0056,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-18T23:04:29,2023-04-04T13:33:49,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,276825.44,30377.69,52.42,26939.21,17.57,99.935,81.715,3491.9,2.16,2.629,216,False,False,constant,81.01,77.73,48,1,0,0,oil_process,none,51.06,78.47,3.892,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-14T04:55:34,49,460.93,460.93,1.602,6.821,4.258,2.894,,,62.4,56.44,,26.17,30.27,47.07,13/11/9,80.5,0.366,19.4,2.2,,,,,70.13,28.744,90.0,67.75,,0.229,0.1234,48.85,0.9807,normal,-0.00194965,0.0,False,contamination,none,A_healthy,0.0185,0.0,1.0,,259.49,155.89,24442.07,26776.13,17404.49,36147.78,xgboost_gradient,-2334.06,2969.61,5238.0,0.0,0.0003,0.0056,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-23T00:59:36,2023-02-17T12:38:25,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,118804.38,30377.69,23.91,26939.21,8.53,99.968,78.886,3491.9,2.16,7.889,216,False,False,constant,62.29,83.89,49,0,0,0,steam,none,52.55,123.86,0.288,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-14T14:19:58,50,470.33,470.33,1.466,4.49,3.062,2.881,,,57.36,58.2,,26.17,32.02,46.32,14/12/10,96.2,0.612,34.9,10.0,,,,,71.33,28.34,90.38,62.99,,1.265,0.0164,23.49,0.9865,normal,0.00072336,0.022,False,contamination,none,A_healthy,0.0189,0.0037,1.0,,220.98,147.06,24432.67,28404.24,18462.76,38345.72,weibull_regression,-3971.57,3344.94,5238.0,0.0001,0.0003,0.0057,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-26T08:27:08,2023-04-16T13:56:09,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,146309.33,30377.69,30.45,26939.21,11.41,99.958,89.485,3491.9,2.16,2.097,216,False,False,constant,72.34,81.47,50,1,0,0,none,water_ingress,74.79,0.35,0.897,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-14T23:44:21,51,479.74,479.74,1.423,5.93,4.166,3.242,,,59.44,60.5,,26.17,34.32,44.78,13/11/9,83.7,0.379,15.6,3.1,,,,,72.94,29.955,90.31,65.35,,0.929,0.0656,216.33,0.9899,normal,0.00111136,0.0198,False,contamination,none,A_healthy,0.0193,0.0,1.0,,187.87,139.82,24423.26,27534.78,17897.61,37171.96,kalman_filter,-3111.52,3472.6,5238.0,0.0001,0.0003,0.0057,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-08T15:07:51,2023-03-17T04:18:17,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,208111.2,30377.69,33.82,26939.21,8.36,99.969,83.451,3491.9,2.16,7.265,216,False,False,constant,66.88,100.05,51,1,0,0,steam,particulate_mild,40.58,110.09,0.49,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-15T09:08:45,52,489.15,489.15,1.869,4.74,2.536,2.974,,,57.22,57.27,,26.17,31.09,43.7,13/11/9,70.1,0.318,24.0,5.0,,,,,70.5,27.124,91.74,70.08,,0.653,0.1649,169.33,1.0,normal,0.0,0.0209,False,contamination,none,A_healthy,0.0196,0.0016,1.0,,43.79,133.57,24413.85,28197.65,18328.47,38066.83,lstm_sequence,-3783.8,3333.51,5238.0,0.0001,0.0003,0.0058,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-22T19:58:19,2023-04-10T01:09:00,mixed,False,apprentice,False,33.0,,,none,none,607553.81,4774046.67,104405.71,30377.69,29.12,26939.21,14.88,99.945,86.225,3491.9,2.16,6.173,216,False,False,constant,66.15,96.46,52,0,0,0,none,none,30.99,61.08,1.565,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-15T18:33:09,53,498.55,498.55,1.583,5.402,3.412,3.256,,,62.63,57.88,,26.17,31.71,45.74,13/11/9,84.7,0.355,41.2,4.3,,,,,70.76,27.541,88.46,63.61,,0.323,0.0223,19.02,0.9884,normal,-0.00061598,0.0,False,contamination,none,A_healthy,0.02,0.0,1.0,,185.44,144.38,24404.45,20817.91,13531.64,28104.18,lstm_sequence,3586.53,4414.22,5238.0,0.0001,0.0003,0.0058,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-22T11:30:35,2022-07-23T01:46:46,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,297176.66,30377.69,58.95,26939.21,8.39,99.969,82.649,3491.9,2.16,6.403,216,False,False,constant,64.25,90.23,53,1,0,0,steam,chemical_contamination,65.08,66.46,0.272,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-16T03:57:33,54,507.96,507.96,1.557,4.469,2.871,3.035,,,63.58,58.83,,26.17,32.65,45.06,13/11/9,68.5,0.56,227.7,38.4,,,,,71.07,29.676,89.5,67.33,,0.388,0.1075,21.12,1.0,normal,0.00386807,0.0533,False,contamination,none,A_healthy,0.0204,0.0064,1.0,,26.6,147.34,24395.04,27209.79,17686.37,36733.22,particle_filter,-2814.75,3319.83,5238.0,0.0001,0.0003,0.0058,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-03T00:51:20,2023-03-06T20:16:59,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,100514.38,30377.69,46.96,26939.21,73.57,99.728,81.656,3491.9,2.16,5.299,216,False,False,constant,68.42,75.55,54,1,0,1,gas_compressed_air,particulate_mild,37.45,2.9,3.464,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-16T13:21:57,55,517.37,517.37,1.313,5.485,4.179,3.052,,,61.49,56.27,,26.17,30.1,45.61,14/12/10,85.0,0.363,34.8,9.6,,,,,70.75,27.075,90.54,62.38,,1.092,0.0265,2.67,0.996,normal,0.00190977,0.0,False,contamination,none,A_healthy,0.0208,0.0026,1.0,,83.87,147.58,24385.63,27016.78,17560.91,36472.66,particle_filter,-2631.15,2970.3,5238.0,0.0001,0.0003,0.0059,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-30T09:45:28,2023-02-28T09:37:56,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,173409.38,30377.69,42.76,26939.21,17.89,99.934,84.089,3491.9,2.16,3.387,216,False,False,constant,67.23,80.56,55,0,0,0,water,none,32.57,3.12,1.589,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-16T22:46:21,56,526.77,526.77,1.59,6.796,4.275,2.628,,,56.76,59.42,,26.17,33.25,47.0,14/12/10,65.7,0.342,20.3,2.1,,,,,72.75,28.927,89.46,64.65,,0.056,0.104,52.91,1.0,normal,0.00202849,0.0623,False,contamination,none,A_healthy,0.0212,0.0,1.0,,252.27,161.65,24376.23,28000.55,18200.35,37800.74,xgboost_gradient,-3624.32,3729.04,5238.0,0.0001,0.0003,0.0059,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-20T07:02:44,2023-04-04T15:14:11,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,140510.14,30377.69,34.58,26939.21,11.85,99.956,86.096,3491.9,2.16,2.095,216,False,False,constant,70.89,86.24,56,1,0,0,oil_hydraulic,none,73.81,40.62,2.276,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-17T08:10:45,57,536.18,536.18,1.543,5.311,3.441,3.211,,,59.83,56.81,,26.17,30.64,48.26,13/11/9,135.7,0.362,37.1,7.4,,,,,72.73,29.182,89.9,64.41,,0.805,0.0596,67.78,0.9981,normal,-0.00038912,0.0,False,contamination,none,A_healthy,0.0215,0.0244,1.0,,86.42,164.84,24366.82,27318.91,17757.29,36880.53,weibull_regression,-2952.09,2921.01,5238.0,0.0001,0.0003,0.006,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-02-06T11:38:00,2023-03-11T21:15:04,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,248804.82,30377.69,23.29,26939.21,13.73,99.949,84.066,3491.9,2.16,6.831,216,False,False,constant,74.35,75.33,57,1,0,0,oil_process,particulate_mild,21.82,46.45,2.031,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-17T17:35:09,58,545.59,545.59,1.552,5.886,3.794,2.653,,,63.2,58.29,,26.17,32.12,46.11,13/11/9,100.1,0.547,16.6,3.3,,,,,70.54,27.472,89.94,65.45,,1.436,0.0564,143.08,0.9754,normal,-0.00258902,0.0322,False,contamination,none,A_healthy,0.0219,0.0063,1.0,,288.24,161.14,24357.41,21320.03,13858.02,28782.04,xgboost_gradient,3037.38,2613.7,5238.0,0.0001,0.0003,0.006,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-04T21:36:08,2022-08-11T19:36:49,mixed,False,oem_certified,True,,,,none,none,607553.81,4774046.67,130024.52,30377.69,47.05,26939.21,11.16,99.959,81.534,3491.9,2.16,6.795,216,False,False,constant,65.83,83.97,58,1,0,0,gas_compressed_air,none,60.74,55.3,1.209,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-18T02:59:33,59,554.99,554.99,1.308,4.109,3.142,3.024,,,55.68,58.07,,26.17,31.89,44.01,13/11/9,86.3,0.347,43.6,7.8,,,,,72.22,28.421,90.86,64.5,,0.847,0.0381,5.59,0.9922,normal,-0.00155729,0.0,False,contamination,none,A_healthy,0.0223,0.0,1.0,,194.95,151.64,24348.01,26692.73,17350.27,36035.18,physics_informed_nn,-2344.72,2492.11,5238.0,0.0001,0.0003,0.0061,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2022-01-25T05:21:20,2023-02-18T11:48:35,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,236927.52,30377.69,52.12,26939.21,13.79,99.949,92.997,3491.9,2.16,1.524,216,False,False,constant,75.04,93.33,59,1,0,0,steam,none,59.76,7.89,0.028,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-18T12:23:57,60,564.4,564.4,1.456,4.151,2.852,3.118,,,61.35,58.02,,26.17,31.85,43.6,13/11/9,88.1,0.37,14.6,2.1,,,,,73.97,29.788,87.92,66.09,,0.863,0.0004,58.8,0.9972,normal,0.00023324,0.007,False,contamination,none,A_healthy,0.0227,0.0255,1.0,,191.56,151.31,24338.6,20180.95,13117.62,27244.28,lstm_sequence,4157.65,4307.26,5238.0,0.0001,0.0003,0.0061,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-11T22:52:29,2022-07-03T06:12:27,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,272917.76,30377.69,50.37,26939.21,13.16,99.951,88.269,3491.9,2.16,4.974,216,False,False,constant,69.11,92.57,60,0,0,0,oil_hydraulic,none,74.77,66.98,0.227,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-18T21:48:21,61,573.81,573.81,1.816,4.941,2.721,3.393,,,60.4,58.68,,26.17,32.5,46.24,13/11/9,102.1,0.445,29.4,6.0,,,,,72.29,29.4,89.35,67.29,,0.703,0.0311,31.95,0.9809,normal,-0.00381956,0.0,False,contamination,none,A_healthy,0.023,0.0,1.0,,194.85,142.45,24329.19,21437.14,13934.14,28940.14,kalman_filter,2892.06,3101.47,5238.0,0.0001,0.0004,0.0062,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-08T12:22:31,2022-08-17T03:22:26,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,234522.17,30377.69,32.87,26939.21,10.13,99.962,83.102,3491.9,2.16,6.413,216,False,False,constant,80.91,79.24,61,1,0,0,oil_hydraulic,water_ingress,66.49,9.02,0.021,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-19T07:12:45,62,583.21,583.21,1.413,5.868,4.154,2.631,,,57.71,66.48,,26.17,40.31,44.13,13/11/9,56.6,0.379,22.8,3.8,,,,,70.54,27.296,89.13,65.71,,1.046,0.0185,130.14,1.0,normal,0.00038912,0.0506,False,contamination,none,A_healthy,0.0234,0.0164,1.0,,26.64,150.28,24319.79,18609.91,12096.44,25123.38,lstm_sequence,5709.88,4637.25,5238.0,0.0001,0.0004,0.0062,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-08-11T00:10:06,2022-05-09T09:38:14,mixed,False,oem_certified,True,,,,none,none,607553.81,4774046.67,108188.43,30377.69,22.55,26939.21,11.3,99.958,91.7,3491.9,2.16,4.889,216,False,False,constant,88.2,94.09,62,0,0,0,steam,none,29.61,25.77,1.949,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-19T16:37:09,63,592.62,592.62,1.475,3.77,2.557,2.691,,,60.61,58.63,,26.17,32.45,43.4,14/12/10,78.4,0.463,44.5,6.4,,,,,72.2,29.676,90.14,66.05,,0.189,0.0103,46.77,1.0,normal,0.00491302,0.0744,False,contamination,none,A_healthy,0.0238,0.0038,1.0,,43.79,138.51,24310.38,19253.91,12515.04,25992.79,physics_informed_nn,5056.47,6264.44,5238.0,0.0001,0.0004,0.0062,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-08-24T19:34:36,2022-06-01T14:26:49,mixed,False,specialist,False,49.0,,,none,none,607553.81,4774046.67,144277.32,30377.69,39.79,26939.21,7.67,99.972,85.673,3491.9,2.16,6.508,216,False,False,constant,68.66,95.0,63,1,0,1,none,none,52.17,52.02,1.809,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-20T02:01:33,64,602.03,602.03,1.561,4.187,2.682,2.819,,,57.7,65.46,,26.17,39.28,46.43,13/11/9,120.8,0.352,71.8,18.0,,,,,71.71,28.751,89.35,65.01,,1.228,0.043,96.34,0.9892,normal,-0.00060068,0.0403,False,contamination,none,A_healthy,0.0242,0.0084,1.0,,244.94,149.7,24300.97,20722.31,13469.5,27975.12,physics_informed_nn,3578.66,4030.18,5238.0,0.0001,0.0004,0.0063,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-09-24T19:10:52,2022-07-23T23:59:23,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,99049.08,30377.69,32.3,26939.21,10.32,99.962,82.551,3491.9,2.16,7.822,216,False,False,constant,72.59,83.63,64,1,0,0,water,none,33.28,77.89,3.372,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-20T11:25:57,65,611.43,611.43,1.53,3.83,2.504,3.551,,,64.16,52.7,,26.17,26.53,48.1,13/11/9,92.9,0.319,17.4,3.2,,,,,71.11,28.543,90.51,62.66,,0.034,0.1003,35.95,1.0,normal,0.00055921,0.0,False,contamination,none,A_healthy,0.0246,0.014,1.0,,93.78,148.99,24291.57,21261.59,13820.03,28703.14,weibull_regression,3029.98,3745.85,5238.0,0.0001,0.0004,0.0063,2.77,21872.0,1.0,1e-06,False,none,none,,,,,,2021-10-06T10:13:31,2022-08-12T11:46:49,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,230196.97,30377.69,40.54,26939.21,19.33,99.928,85.857,3491.9,2.16,3.42,216,False,False,constant,63.82,94.26,65,1,0,2,oil_hydraulic,none,55.09,110.53,0.499,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-20T20:50:21,66,620.84,620.84,1.651,4.999,3.028,3.049,,,60.32,59.83,,26.17,33.66,42.89,13/11/9,179.5,0.366,25.9,3.9,,,,,72.2,27.566,89.52,66.77,,1.15,0.1325,22.21,0.9743,normal,-0.00131667,0.028,False,contamination,none,A_healthy,0.0249,0.0093,1.0,,336.18,148.85,24282.16,27811.01,18077.16,37544.87,physics_informed_nn,-3528.85,4163.4,5238.0,0.0001,0.0004,0.0064,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-02-20T06:20:43,2023-04-01T20:11:59,mixed,False,oem_certified,True,,,,none,none,607553.81,4774046.67,92049.58,30377.69,51.7,26939.21,6.96,99.974,84.487,3491.9,2.16,3.942,216,False,False,constant,70.0,77.54,66,1,0,1,none,water_ingress,87.64,46.63,2.183,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-21T06:14:45,67,630.25,630.25,1.692,4.946,2.923,3.108,,,64.84,60.71,,26.17,34.53,47.77,14/12/10,71.7,0.35,17.9,2.8,,,,,72.21,30.074,89.55,62.19,,0.25,0.0247,104.21,0.982,normal,-0.00360941,0.0039,False,contamination,none,A_healthy,0.0253,0.0,1.0,,314.11,149.82,24272.75,19875.42,12919.03,26831.82,particle_filter,4397.33,5632.46,5238.0,0.0001,0.0004,0.0064,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-09-08T07:57:28,2022-06-25T04:21:22,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,220585.08,30377.69,52.01,26939.21,15.69,99.942,89.897,3491.9,2.16,1.833,216,False,False,constant,71.68,90.41,67,2,0,0,gas_compressed_air,particulate_mild,52.7,11.07,0.568,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-21T15:39:09,68,639.65,639.65,1.629,5.216,3.201,2.433,,,60.17,60.26,,26.17,34.08,45.09,14/12/10,69.0,0.477,73.1,9.6,,,,,71.06,27.914,88.22,64.67,,0.707,0.0566,37.64,0.9958,normal,-0.00083734,0.0479,False,contamination,none,A_healthy,0.0257,0.0027,1.0,,266.93,153.48,24263.35,28013.74,18208.93,37818.55,lstm_sequence,-3750.39,4522.48,5238.0,0.0001,0.0004,0.0065,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-02-25T06:31:21,2023-04-09T19:19:54,mixed,False,apprentice,True,,,,none,none,607553.81,4774046.67,206807.34,30377.69,40.55,26939.21,17.03,99.937,86.832,3491.9,2.16,7.689,216,False,False,constant,69.78,92.29,68,2,0,0,water,particulate_mild,51.54,95.18,0.819,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-22T01:03:33,69,649.06,649.06,1.369,3.826,2.794,2.889,,,58.52,62.3,,26.17,36.12,43.79,14/12/10,155.3,0.317,15.1,3.3,,,,,71.48,27.476,90.05,63.93,,0.19,0.0123,98.9,1.0,normal,0.00215797,0.0206,False,contamination,none,A_healthy,0.0261,0.001,1.0,,74.89,146.3,24253.94,26956.41,17521.67,36391.15,physics_informed_nn,-2702.47,2480.52,5238.0,0.0001,0.0004,0.0065,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-02-03T15:15:52,2023-03-03T18:00:29,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,266563.99,30377.69,33.32,26939.21,8.21,99.97,83.665,3491.9,2.16,5.079,216,False,False,constant,80.27,99.61,69,0,0,0,water,none,40.61,29.02,0.635,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-22T10:27:57,70,658.47,658.47,1.244,4.998,4.019,3.198,,,59.61,53.78,,26.17,27.6,45.29,13/11/9,57.4,0.318,26.2,3.4,,,,,71.83,29.406,90.08,63.7,,0.242,0.2566,50.49,0.9937,normal,-0.0012647,0.0,False,contamination,none,A_healthy,0.0264,0.0,1.0,,97.64,150.0,24244.53,28606.59,18594.28,38618.9,kalman_filter,-4362.06,3969.72,5238.0,0.0001,0.0004,0.0066,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-03-10T09:45:37,2023-05-01T14:04:00,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,257732.68,30377.69,49.43,26939.21,11.04,99.959,84.046,3491.9,2.16,5.109,216,False,False,constant,67.38,95.13,70,1,0,1,gas_compressed_air,none,54.83,30.27,4.322,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-22T19:52:21,71,667.87,667.87,1.238,5.395,4.359,3.236,,,58.36,61.95,,26.17,35.78,47.97,13/11/9,102.4,0.341,12.8,2.8,,,,,71.68,28.988,90.45,63.21,,0.172,0.0196,6.73,0.9959,normal,0.0043106,0.0308,False,contamination,none,A_healthy,0.0268,0.0,1.0,,63.97,137.28,24235.13,27814.41,18079.37,37549.46,lstm_sequence,-3579.29,3889.72,5238.0,0.0001,0.0004,0.0066,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-02-22T07:04:46,2023-04-03T22:07:27,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,192562.69,30377.69,40.03,26939.21,17.03,99.937,78.851,3491.9,2.16,1.788,216,False,False,constant,78.88,79.17,71,0,0,0,gas_compressed_air,particulate_severe,42.19,28.67,3.333,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-23T05:16:45,72,677.28,677.28,1.602,6.804,4.246,2.828,,,61.7,58.06,,26.17,31.88,43.98,13/11/9,54.2,0.359,24.4,5.0,,,,,72.75,29.323,89.62,65.03,,0.032,0.0109,153.02,1.0,normal,0.00360941,0.0012,False,contamination,none,A_healthy,0.0272,0.0075,1.0,,90.67,136.89,24225.72,20613.65,13398.87,27828.43,xgboost_gradient,3612.07,3497.42,5238.0,0.0001,0.0004,0.0067,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-09-25T16:06:13,2022-07-23T06:52:51,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,99671.4,30377.69,23.51,26939.21,24.1,99.911,82.385,3491.9,2.16,1.839,216,False,False,constant,60.27,69.67,72,1,0,0,steam,water_ingress,78.26,23.01,3.457,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-23T14:41:09,73,686.69,686.69,1.462,5.943,4.064,2.667,,,56.08,58.56,,26.17,32.39,45.75,13/11/9,116.1,0.626,65.6,10.7,,,,,71.52,28.87,91.35,65.45,,0.477,0.0368,155.25,0.9905,normal,-0.00106326,0.0052,False,contamination,none,A_healthy,0.0276,0.0,1.0,,98.16,141.77,24216.31,21792.53,14165.14,29419.92,xgboost_gradient,2423.78,3022.67,5238.0,0.0001,0.0004,0.0067,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-20T14:57:02,2022-09-03T10:20:10,mixed,False,oem_certified,False,29.0,,,none,none,607553.81,4774046.67,291561.75,30377.69,58.43,26939.21,16.06,99.94,85.736,3491.9,2.16,5.822,216,False,False,constant,73.89,85.39,73,1,0,0,oil_process,water_ingress,28.87,17.85,0.241,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-24T00:05:33,74,696.09,696.09,1.61,6.305,3.917,2.756,,,61.13,60.62,,26.17,34.45,48.86,13/11/9,114.1,0.329,17.1,3.4,,,,,70.67,28.528,90.23,61.77,,0.472,0.0028,61.18,1.0,normal,0.0,0.0248,False,contamination,none,A_healthy,0.028,0.0066,1.0,,197.96,158.17,24206.91,21328.39,13863.46,28793.33,kalman_filter,2878.51,3552.68,5238.0,0.0001,0.0004,0.0067,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-11T08:17:22,2022-08-18T09:13:38,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,142200.23,30377.69,33.14,26939.21,8.02,99.97,92.723,3491.9,2.16,5.693,216,False,False,constant,69.16,71.81,74,0,0,0,water,none,34.33,5.64,0.001,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-24T09:29:57,75,705.5,705.5,1.453,3.78,2.601,2.495,,,61.55,58.11,,26.17,31.94,46.76,15/13/11,63.5,0.372,13.3,3.4,,,,,69.44,28.507,89.71,65.45,,1.007,0.1429,109.32,1.0,normal,0.0012647,0.0522,False,contamination,none,A_healthy,0.0283,0.0173,1.0,,1.68,153.49,24197.5,21556.98,14012.04,29101.93,lstm_sequence,2640.52,2798.66,5238.0,0.0001,0.0004,0.0068,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-16T11:59:24,2022-08-26T20:56:02,mixed,False,journeyman,False,80.0,,,none,none,607553.81,4774046.67,234010.46,30377.69,53.01,26939.21,11.06,99.959,89.598,3491.9,2.16,4.314,216,False,False,constant,72.77,87.47,75,1,0,0,steam,none,30.09,70.85,1.757,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-24T18:54:21,76,714.91,714.91,1.54,5.985,3.886,3.451,,,60.17,60.92,,26.17,34.74,45.82,14/12/10,118.7,0.301,28.7,5.9,,,,,71.0,29.659,90.9,64.94,,0.01,0.0122,44.72,1.0,normal,0.00082563,0.0,False,contamination,none,A_healthy,0.0287,0.0102,1.0,,108.54,131.36,24188.09,21435.96,13933.38,28938.55,weibull_regression,2752.13,2629.78,5238.0,0.0001,0.0005,0.0068,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-14T08:53:16,2022-08-22T23:28:30,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,249683.13,30377.69,37.75,26939.21,16.16,99.94,82.668,3491.9,2.16,4.454,216,False,False,constant,61.66,87.8,76,1,0,0,gas_compressed_air,particulate_mild,32.84,8.5,6.965,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-25T04:18:44,77,724.31,724.31,1.709,4.464,2.612,2.916,,,55.25,61.49,,26.17,35.31,45.19,13/11/9,74.7,0.408,42.8,10.9,,,,,73.37,27.972,90.22,65.22,,0.197,0.026,153.68,0.9903,normal,-0.00194586,0.0253,False,contamination,none,A_healthy,0.0291,0.002,1.0,,102.67,139.2,24178.69,25962.6,16875.69,35049.51,particle_filter,-1783.92,1885.19,5238.0,0.0001,0.0005,0.0069,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-01-17T01:36:50,2023-01-30T16:31:29,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,124001.7,30377.69,35.53,26939.21,12.03,99.955,81.628,3491.9,2.16,6.103,216,False,False,constant,78.46,81.18,77,1,0,0,steam,particulate_mild,76.45,16.71,0.053,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-25T13:43:08,78,733.72,733.72,1.619,4.049,2.501,3.01,,,59.8,62.04,,26.17,35.86,45.62,14/12/10,79.6,0.581,30.1,6.2,,,,,70.93,28.544,90.93,65.49,,0.412,0.0636,5.37,0.9979,normal,0.00147707,0.0437,False,contamination,lubrication_starvation,A_healthy,0.0295,0.0,1.0,,28.48,153.3,24169.28,25926.69,16852.35,35001.03,kalman_filter,-1757.4,2156.07,5238.0,0.0001,0.0005,0.0069,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-01-16T17:03:42,2023-01-29T19:24:06,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,97700.52,30377.69,30.89,26939.21,21.5,99.92,87.413,3491.9,2.16,4.127,216,False,False,constant,76.47,70.72,78,1,0,0,water,none,22.75,142.91,0.427,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-25T23:07:32,79,743.13,743.13,1.384,3.677,2.657,2.611,,,54.95,57.7,,26.17,31.53,46.16,14/12/10,132.1,0.384,16.2,3.1,,,,,71.82,30.078,88.53,64.53,,0.424,0.0653,61.07,0.9873,normal,-0.00254763,0.0,False,contamination,none,A_healthy,0.0298,0.0105,1.0,,216.62,154.3,24159.87,27412.37,17818.04,37006.69,particle_filter,-3252.49,3474.44,5238.0,0.0001,0.0005,0.007,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-02-17T01:18:29,2023-03-23T19:38:09,mixed,False,specialist,False,12.0,,,none,none,607553.81,4774046.67,237072.08,30377.69,35.93,26939.21,30.59,99.887,86.908,3491.9,2.16,7.381,216,False,False,constant,68.0,103.85,79,2,0,0,gas_compressed_air,particulate_mild,41.96,88.14,1.758,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-26T08:31:56,80,752.53,752.53,1.538,6.634,4.314,3.069,,,58.17,63.49,,26.17,37.32,47.04,14/12/10,67.4,0.464,24.7,5.5,,,,,73.12,29.527,88.17,64.87,,0.76,0.0397,195.37,0.9855,normal,-0.0029049,0.0454,False,contamination,none,A_healthy,0.0302,0.0002,1.0,,199.24,149.67,24150.47,21110.81,13722.03,28499.6,weibull_regression,3039.66,2880.54,5238.0,0.0001,0.0005,0.007,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-09T03:56:19,2022-08-13T00:43:22,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,229064.87,30377.69,31.5,26939.21,20.4,99.924,85.695,3491.9,2.16,1.512,216,False,False,constant,72.32,77.38,80,0,0,2,oil_process,particulate_mild,45.13,5.13,3.595,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-26T17:56:20,81,761.94,761.94,1.57,6.703,4.27,2.986,,,60.37,61.9,,26.17,35.73,46.0,14/12/10,275.9,0.558,31.1,8.4,,,,,71.6,29.64,91.03,65.05,,1.199,0.0505,31.23,0.9834,normal,-0.00332531,0.0003,False,contamination,none,A_healthy,0.0306,0.0123,1.0,,178.27,153.96,24141.06,28734.04,18677.12,38790.95,xgboost_gradient,-4592.97,5763.95,5238.0,0.0001,0.0005,0.0071,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-03-17T08:57:24,2023-05-10T09:52:09,mixed,False,specialist,False,78.0,,,none,none,607553.81,4774046.67,92211.5,30377.69,21.66,26939.21,18.65,99.931,82.993,3491.9,2.16,2.748,216,False,False,constant,65.15,82.07,81,2,0,0,water,particulate_mild,33.12,57.13,0.63,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-27T03:20:44,82,771.35,771.35,1.539,4.376,2.843,2.909,,,62.82,62.91,,26.17,36.74,43.46,13/11/9,133.9,0.491,36.3,10.0,,,,,71.62,30.042,92.71,65.15,,0.341,0.0296,15.73,0.9985,normal,0.00164929,0.0703,False,contamination,none,A_healthy,0.031,0.0,1.0,,25.32,172.51,24131.65,19617.55,12751.41,26483.69,lstm_sequence,4514.11,3871.61,5238.0,0.0001,0.0005,0.0071,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-09-08T20:07:10,2022-06-21T22:15:41,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,213803.96,30377.69,50.55,26939.21,5.18,99.981,88.653,3491.9,2.16,7.872,216,False,False,constant,77.56,85.9,82,1,0,0,water,particulate_mild,65.01,78.23,5.724,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-27T12:45:08,83,780.75,780.75,1.448,3.851,2.659,2.717,,,57.32,64.39,,26.17,38.22,44.98,13/11/9,96.9,0.55,17.9,3.8,,,,,70.45,28.551,87.85,61.1,,1.082,0.0454,153.36,0.9783,normal,-0.00391186,0.007,False,contamination,none,A_healthy,0.0314,0.0119,1.0,,554.55,144.0,24122.25,22555.15,14660.85,30449.46,lstm_sequence,1567.09,1303.21,5238.0,0.0001,0.0005,0.0072,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-11-09T10:19:44,2022-10-04T08:37:58,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,174597.39,30377.69,51.18,26939.21,6.51,99.976,84.772,3491.9,2.16,5.659,216,False,False,constant,81.13,94.3,83,2,1,3,oil_process,particulate_mild,24.88,305.47,5.653,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-27T22:09:32,84,790.16,790.16,1.577,4.243,2.691,3.337,,,55.64,57.96,,26.17,31.79,46.69,14/12/10,54.1,0.441,34.0,6.8,,,,,71.26,27.266,91.86,62.29,,1.046,0.0011,149.22,1.0,normal,0.00254763,0.0,False,contamination,imbalance_induced,A_healthy,0.0317,0.0105,1.0,,42.35,145.47,24112.84,21774.97,14153.73,29396.21,kalman_filter,2337.87,2063.96,5238.0,0.0001,0.0005,0.0072,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-24T13:38:34,2022-09-07T02:52:53,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,152167.59,30377.69,54.64,26939.21,16.01,99.941,80.677,3491.9,2.16,7.511,216,False,False,constant,81.56,84.83,84,2,0,0,oil_hydraulic,chemical_contamination,33.35,15.9,0.575,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-28T07:33:56,85,799.57,799.57,1.516,6.303,4.158,2.968,,,58.2,57.69,,26.17,31.52,49.1,14/12/10,76.4,0.368,76.6,17.4,,,,,71.39,27.341,90.37,66.91,,0.385,0.0292,26.3,0.9974,normal,0.00238869,0.0,False,contamination,none,A_healthy,0.0321,0.0083,1.0,,67.8,140.52,24103.43,26198.22,17028.84,35367.6,weibull_regression,-2094.79,2452.97,5238.0,0.0001,0.0005,0.0073,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-01-25T02:40:35,2023-02-11T04:03:14,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,262237.77,30377.69,41.41,26939.21,9.78,99.964,89.475,3491.9,2.16,4.671,216,False,False,constant,76.28,79.87,85,1,0,0,oil_hydraulic,none,31.95,41.91,2.822,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-28T16:58:20,86,808.97,808.97,1.455,5.301,3.644,3.092,,,61.76,57.12,,26.17,30.95,44.99,14/12/10,65.9,0.569,57.4,16.7,,,,,71.76,27.438,91.08,63.01,,0.438,0.1046,65.73,0.9974,normal,0.00280268,0.0264,False,contamination,none,A_healthy,0.0325,0.0115,1.0,,239.96,142.55,24094.03,21936.39,14258.65,29614.13,lstm_sequence,2157.64,2397.35,5238.0,0.0001,0.0005,0.0073,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-28T17:10:02,2022-09-13T14:54:13,mixed,False,specialist,False,54.0,,,none,none,607553.81,4774046.67,267416.75,30377.69,54.37,26939.21,12.94,99.952,78.974,3491.9,2.16,5.793,216,False,False,constant,74.16,88.59,86,2,0,2,steam,particulate_mild,21.87,11.78,0.52,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-29T02:22:44,87,818.38,818.38,1.613,7.096,4.399,3.038,,,68.75,61.57,,26.17,35.4,45.98,13/11/9,136.1,0.517,33.9,8.5,,,,,72.08,29.468,88.25,65.92,,0.407,0.0043,334.78,0.9899,normal,-0.00171519,0.0225,False,contamination,none,A_healthy,0.0329,0.0,1.0,,200.97,152.48,24084.62,25891.85,16829.7,34953.99,xgboost_gradient,-1807.23,2266.85,5238.0,0.0001,0.0005,0.0074,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-01-19T12:18:09,2023-02-01T02:26:56,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,259881.04,30377.69,47.62,26939.21,8.35,99.969,85.486,3491.9,2.16,7.95,216,False,False,constant,69.01,83.24,87,2,0,2,oil_process,none,37.19,58.68,2.33,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-29T11:47:08,88,827.79,827.79,1.544,5.449,3.53,3.566,,,66.51,61.49,,26.17,35.31,47.38,13/11/9,54.6,0.601,32.2,9.5,,,,,72.38,29.049,90.2,65.5,,0.127,0.0807,92.66,1.0,normal,0.00433538,0.0446,False,contamination,none,A_healthy,0.0332,0.0186,1.0,,85.62,145.88,24075.21,29391.31,19104.35,39678.27,physics_informed_nn,-5316.09,5624.15,5238.0,0.0001,0.0005,0.0074,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-04-02T19:26:23,2023-06-05T10:23:52,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,218949.17,30377.69,30.91,26939.21,7.61,99.972,83.132,3491.9,2.16,2.812,216,False,False,constant,79.56,76.0,88,1,0,0,oil_process,particulate_severe,26.52,54.25,1.66,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-29T21:11:32,89,837.19,837.19,1.69,4.785,2.831,3.262,,,65.54,54.11,,26.17,27.94,48.63,14/12/10,69.9,0.614,47.0,11.1,,,,,71.82,28.0,89.34,65.79,,1.342,0.0309,103.21,0.9829,normal,-0.00342207,0.0315,False,contamination,none,A_healthy,0.0336,0.0034,1.0,,180.74,133.63,24065.81,25948.79,16866.71,35030.86,kalman_filter,-1882.98,1571.31,5238.0,0.0001,0.0005,0.0075,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-01-21T11:35:12,2023-02-03T21:39:46,mixed,False,specialist,False,43.0,,,none,none,607553.81,4774046.67,163443.43,30377.69,59.77,26939.21,12.34,99.954,82.651,3491.9,2.16,5.729,216,False,False,constant,61.61,87.29,89,1,1,0,oil_hydraulic,none,51.55,113.08,3.7,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-30T06:35:56,90,846.6,846.6,1.418,5.213,3.678,3.581,,,62.83,57.33,,26.17,31.16,45.28,14/12/10,253.7,0.461,14.8,2.2,,,,,72.68,29.6,88.94,62.56,,0.869,0.0146,22.17,0.9948,normal,-0.00051436,0.0119,False,contamination,none,A_healthy,0.034,0.0,1.0,,166.53,165.46,24056.4,26592.12,17284.88,35899.37,xgboost_gradient,-2535.72,3007.37,5238.0,0.0001,0.0006,0.0075,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-02-04T06:39:36,2023-02-27T01:54:10,mixed,False,apprentice,False,18.0,,,none,none,607553.81,4774046.67,268717.8,30377.69,38.7,26939.21,6.61,99.975,91.136,3491.9,2.16,7.304,216,False,False,constant,69.57,82.59,90,1,0,0,gas_compressed_air,none,72.96,93.96,4.066,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-30T16:00:20,91,856.01,856.01,1.526,4.548,2.98,2.709,,,60.82,63.13,,26.17,36.95,45.35,13/11/9,131.8,0.323,132.1,20.3,,,,,73.36,29.193,90.87,65.31,,0.92,0.0678,12.5,1.0,normal,0.00052263,0.0662,False,contamination,none,A_healthy,0.0344,0.0079,1.0,,246.87,154.47,24046.99,21610.7,14046.95,29174.44,weibull_regression,2436.3,2585.04,5238.0,0.0001,0.0006,0.0076,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-23T21:21:13,2022-09-04T01:05:50,mixed,False,specialist,False,43.0,,,none,none,607553.81,4774046.67,170476.15,30377.69,29.12,26939.21,5.65,99.979,81.04,3491.9,2.16,4.74,216,False,False,constant,72.24,79.87,91,1,0,0,water,particulate_mild,89.64,31.55,1.051,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-31T01:24:44,92,865.41,865.41,1.344,6.051,4.503,2.781,,,66.51,59.59,,26.17,33.42,45.42,14/12/10,87.0,0.42,36.4,7.6,,,,,71.11,29.341,88.95,64.93,,0.232,0.0656,123.56,0.9871,normal,-0.00056681,0.0333,False,contamination,none,A_healthy,0.0348,0.0036,1.0,,146.99,148.01,24037.59,28130.46,18284.8,37976.12,particle_filter,-4092.87,4737.77,5238.0,0.0001,0.0006,0.0076,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-03-09T02:38:29,2023-04-23T08:18:06,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,103970.09,30377.69,54.87,26939.21,13.59,99.95,87.743,3491.9,2.16,7.177,216,False,False,constant,74.65,89.16,92,1,0,0,none,none,44.07,54.53,0.458,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-31T10:49:08,93,874.82,874.82,1.506,6.407,4.254,3.023,,,61.35,60.83,,26.17,34.66,45.62,14/12/10,157.1,0.355,34.4,8.3,,,,,70.88,27.768,90.42,60.53,,0.688,0.0185,107.64,0.9918,normal,-0.00163975,0.007,False,contamination,none,A_healthy,0.0351,0.0156,1.0,,216.63,167.6,24028.18,18623.72,12105.42,25142.02,weibull_regression,5404.46,4889.78,5238.0,0.0001,0.0006,0.0077,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-08-23T10:40:45,2022-05-22T00:58:52,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,292037.36,30377.69,49.91,26939.21,10.25,99.962,84.171,3491.9,2.16,7.806,216,False,False,constant,79.43,74.43,93,0,0,1,steam,water_ingress,28.41,68.93,1.116,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-07-31T20:13:32,94,884.23,884.23,1.639,4.466,2.725,2.392,,,60.28,56.46,,26.17,30.28,47.29,13/11/9,90.0,0.371,17.8,3.2,,,,,70.55,27.604,90.53,70.53,,0.224,0.0671,217.08,0.9838,normal,0.00017597,0.0,False,contamination,none,A_healthy,0.0355,0.0132,1.0,,269.53,146.78,24018.77,25850.58,16802.88,34898.28,xgboost_gradient,-1831.8,2029.79,5238.0,0.0001,0.0006,0.0077,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2022-01-21T09:30:50,2023-02-02T09:12:57,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,131712.4,30377.69,20.48,26939.21,13.65,99.949,84.685,3491.9,2.16,1.973,216,False,False,constant,68.26,74.6,94,1,0,4,gas_compressed_air,water_ingress,68.83,67.35,2.229,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-08-01T05:37:56,95,893.63,893.63,1.273,4.683,3.679,3.07,,,62.26,57.65,,26.17,31.47,47.13,14/12/10,101.3,0.367,42.6,5.0,,,,,71.45,27.725,89.11,66.98,,0.766,0.0371,143.41,0.9869,normal,-0.00158346,0.0317,False,contamination,none,A_healthy,0.0359,0.0031,1.0,,182.51,147.0,24009.37,21880.3,14222.19,29538.4,lstm_sequence,2129.07,1872.72,5238.0,0.0001,0.0006,0.0077,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-10-31T01:46:55,2022-09-15T03:53:13,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,107657.95,30377.69,49.91,26939.21,8.86,99.967,83.642,3491.9,2.16,6.956,216,False,False,constant,66.37,78.14,95,3,0,2,oil_process,none,23.35,93.28,0.182,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-08-01T15:02:20,96,903.04,903.04,1.442,3.864,2.68,3.013,,,62.04,56.71,,26.17,30.53,49.23,14/12/10,116.0,0.351,18.6,5.1,,,,,70.78,27.336,90.7,66.02,,0.134,0.0045,28.58,0.9906,normal,-0.00188564,0.0066,False,contamination,none,A_healthy,0.0363,0.0161,1.0,,193.37,160.61,23999.96,18575.35,12073.97,25076.72,xgboost_gradient,5424.62,5538.24,5238.0,0.0001,0.0006,0.0078,2.77,21872.0,0.9999,1e-06,False,none,none,,,,,,2021-08-23T14:42:42,2022-05-21T12:04:58,mixed,False,specialist,True,,,,none,none,607553.81,4774046.67,145995.04,30377.69,56.61,26939.21,15.88,99.941,82.343,3491.9,2.16,5.577,216,False,False,constant,70.93,97.75,96,1,0,1,gas_compressed_air,water_ingress,32.64,11.84,2.032,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-08-02T00:26:44,97,912.45,912.45,1.345,4.104,3.05,2.546,,,67.9,59.22,,26.17,33.04,45.22,13/11/9,68.3,0.554,16.8,3.5,,,,,71.27,28.161,88.6,63.76,,0.435,0.1517,51.68,0.9821,normal,-0.00099538,0.0,False,contamination,none,A_healthy,0.0366,0.0067,1.0,,233.11,137.27,23990.55,19086.79,12406.42,25767.17,particle_filter,4903.76,4914.88,5238.0,0.0001,0.0006,0.0078,2.77,21872.0,0.9998,1e-06,False,none,none,,,,,,2021-09-03T15:50:35,2022-06-09T00:13:16,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,246504.88,30377.69,57.26,26939.21,14.54,99.946,88.574,3491.9,2.16,3.532,216,False,False,constant,75.96,82.81,97,1,0,0,oil_hydraulic,particulate_mild,37.47,75.45,0.29,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-08-02T09:51:08,98,921.85,921.85,1.264,3.686,2.915,3.235,,,59.98,59.52,,26.17,33.34,45.64,13/11/9,78.0,0.383,24.7,6.4,,,,,71.59,28.768,89.67,67.56,,0.847,0.106,38.63,0.9811,normal,-0.00214088,0.0,False,contamination,adhesive_wear,A_healthy,0.037,0.0052,1.0,,536.87,151.79,23981.15,26719.97,17367.98,36071.96,lstm_sequence,-2738.83,3393.0,5238.0,0.0001,0.0006,0.0079,2.77,21872.0,0.9998,1e-06,False,none,none,,,,,,2022-02-10T01:50:19,2023-03-06T17:49:45,mixed,False,master_technician,True,,,,none,none,607553.81,4774046.67,268580.64,30377.69,32.79,26939.21,4.05,99.985,87.773,3491.9,2.16,7.503,216,False,False,constant,78.02,82.82,98,2,0,0,oil_hydraulic,none,54.78,122.63,0.206,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-08-02T19:15:32,99,931.26,931.26,1.437,6.24,4.344,3.057,,,57.75,57.07,,26.17,30.9,44.16,13/11/9,218.8,0.473,52.4,14.8,,,,,70.77,29.24,88.83,66.31,,0.647,0.0275,114.93,0.9777,normal,-0.00122106,0.0,False,contamination,erosion,A_healthy,0.0374,0.0,1.0,,225.43,137.07,23971.74,22275.81,14479.28,30072.35,xgboost_gradient,1695.93,2123.56,5238.0,0.0001,0.0006,0.0079,2.77,21872.0,0.9998,1e-06,False,none,none,,,,,,2021-11-09T21:09:53,2022-09-30T17:41:56,mixed,False,journeyman,True,,,,none,none,607553.81,4774046.67,159250.74,30377.69,34.04,26939.21,4.26,99.984,87.361,3491.9,2.16,3.261,216,False,False,constant,66.78,82.28,99,2,0,2,none,none,28.29,64.46,0.356,,,standard
ASSET-000028,rolling_element_bearing,medium,IndustrialTech Corp,MDL-6542-D,2020-06-25,24903.0,60000.0,71.61016580114628,indoor_uncontrolled,oil_gas,FAC-080,LINE-C,active_active,2020-08-03T04:39:56,100,940.67,940.67,1.479,5.758,3.894,2.93,,,62.45,60.39,,26.17,34.21,45.21,14/12/10,71.2,0.364,35.4,3.9,,,,,71.12,27.648,87.23,62.54,,0.451,0.0009,27.68,0.983,normal,-0.00078498,0.0134,False,contamination,none,A_healthy,0.0378,0.0131,1.0,,265.79,153.11,23962.33,22850.67,14852.94,30848.41,lstm_sequence,1111.66,1258.14,5238.0,0.0001,0.0006,0.008,2.77,21872.0,0.9998,1e-06,False,none,none,,,,,,2021-11-22T06:00:03,2022-10-21T11:44:08,mixed,False,specialist,False,61.0,,,none,none,607553.81,4774046.67,252407.99,30377.69,43.49,26939.21,10.43,99.961,77.786,3491.9,2.16,3.265,216,False,False,constant,69.49,76.25,100,3,0,1,oil_process,none,48.42,27.61,1.836,,,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-14T08:37:55,1,8.63,8.63,1.148,3.571,3.11,2.938,,,58.11,66.86,119.68,29.07,37.79,44.76,14/12/10,89.7,0.409,12.6,3.7,,,,,79.08,31.672,91.05,64.93,,0.778,0.0211,70.27,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0002,0.0,1.0,,269.01,132.08,53302.37,61885.03,40225.27,83544.79,xgboost_gradient,-8582.66,7739.48,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-23T15:08:46,2021-05-14T02:54:22,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,609438.65,182923.36,36.24,61243.91,8.57,99.986,84.217,4009.3,0.7,2.439,70,False,False,intermittent,88.33,95.53,1,0,0,0,none,none,49.54,112.45,0.051,0.78,0.524,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-14T17:15:51,2,17.26,17.26,1.366,5.345,3.912,2.664,,,62.57,60.06,111.52,29.07,30.98,43.97,14/12/10,197.4,0.497,12.6,1.6,,,,,79.51,30.565,88.92,68.11,,0.31,0.0141,368.09,0.9745,normal,-0.01273875,0.034,False,fatigue_spalling,none,A_healthy,0.0003,0.0138,1.0,,509.72,148.4,53293.74,59084.47,38404.91,79764.04,particle_filter,-5790.74,5628.2,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-26T15:29:59,2021-02-04T07:03:52,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,695769.05,182923.36,41.7,61243.91,9.7,99.984,86.018,4009.3,0.7,7.92,70,False,False,intermittent,67.18,79.39,2,0,0,0,oil_process,none,46.86,33.02,0.085,6.81,0.021,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-15T01:53:47,3,25.9,25.9,1.368,4.199,3.07,3.312,,,63.33,63.56,116.96,29.07,34.48,44.34,13/11/9,206.8,0.344,27.6,3.6,,,,,77.67,30.394,90.83,64.71,,0.217,0.1861,10.11,1.0,normal,0.0,0.0762,False,fatigue_spalling,none,A_healthy,0.0005,0.0,1.0,,46.43,152.58,53285.1,62051.71,40333.61,83769.8,xgboost_gradient,-8766.6,7339.93,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-27T19:45:00,2021-05-20T17:50:51,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1590696.01,182923.36,50.04,61243.91,27.81,99.955,89.633,4009.3,0.7,1.769,70,True,False,intermittent,78.95,101.43,3,0,0,0,oil_hydraulic,particulate_mild,44.23,52.71,0.502,0.65,0.4,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-15T10:31:43,4,34.53,34.53,1.116,3.95,3.54,3.12,,,57.95,62.1,113.65,29.07,33.03,47.12,13/11/9,130.8,0.369,34.4,8.4,,,,,79.27,31.671,88.47,62.96,,0.758,0.0033,277.74,1.0,normal,0.0,0.0,False,fatigue_spalling,abrasive_wear,A_healthy,0.0006,0.0215,1.0,,108.15,140.94,53276.47,56356.55,36631.76,76081.34,particle_filter,-3080.08,2879.62,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-01T12:48:07,2020-10-31T09:35:35,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1606808.8,182923.36,48.0,61243.91,4.75,99.99,84.845,4009.3,0.7,7.191,70,False,False,intermittent,73.23,84.22,4,0,0,0,none,particulate_severe,86.02,21.91,11.137,3.41,0.05,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-15T19:09:39,5,43.16,43.16,1.183,3.818,3.226,3.426,,,63.58,64.33,118.28,29.07,35.25,44.48,13/11/9,69.9,0.302,18.9,3.7,,,,,77.06,31.096,90.31,65.4,,0.908,0.0732,49.19,1.0,normal,0.0,0.0039,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0008,0.0,1.0,,229.63,155.1,53267.84,45141.8,29342.17,60941.43,lstm_sequence,8126.04,7690.43,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-12-11T06:03:39,2019-09-30T13:41:27,mixed,False,apprentice,False,10.0,,,none,none,3658467.29,7748506.39,626334.86,182923.36,54.7,61243.91,5.06,99.99,88.738,4009.3,0.7,7.439,70,True,False,intermittent,74.71,87.08,5,0,0,0,water,particulate_mild,86.99,100.42,4.789,5.58,0.165,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-16T03:47:35,6,51.79,51.79,1.186,3.762,3.173,3.66,,,61.44,62.47,116.24,29.07,33.4,46.04,13/11/9,151.5,0.446,8.4,1.1,,,,,76.21,29.728,90.65,65.66,,0.392,0.0008,89.07,0.9908,normal,-0.00183426,0.0,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.001,0.0,1.0,,255.86,135.61,53259.21,57292.41,37240.07,77344.76,lstm_sequence,-4033.21,3814.58,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-21T17:59:58,2020-12-04T06:20:38,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1685371.96,182923.36,30.73,61243.91,23.67,99.961,91.239,4009.3,0.7,2.972,70,False,False,intermittent,79.85,94.19,6,0,0,0,steam,none,29.32,79.5,0.327,0.93,0.101,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-16T12:25:31,7,60.43,60.43,1.231,5.547,4.505,3.176,,,60.6,64.73,120.2,29.07,35.65,46.75,14/12/10,69.8,0.424,74.4,16.5,,,,,79.11,32.762,89.92,65.0,,0.828,0.0067,82.15,0.994,normal,0.00390153,0.0,False,fatigue_spalling,none,A_healthy,0.0011,0.0,1.0,,74.24,138.3,53250.57,57253.44,37214.74,77292.15,kalman_filter,-4002.87,3620.04,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-21T07:08:47,2020-12-03T05:51:05,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1083004.63,182923.36,35.39,61243.91,15.1,99.975,79.804,4009.3,0.7,5.254,70,False,False,intermittent,80.68,79.66,7,0,0,0,oil_process,none,28.22,87.73,3.288,0.96,0.266,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-16T21:03:27,8,69.06,69.06,1.173,4.827,4.115,2.587,,,60.04,63.85,110.01,29.07,34.78,45.62,14/12/10,98.5,0.301,12.4,1.4,,,,,78.65,32.129,89.36,61.43,,0.196,0.0045,12.13,1.0,normal,0.0,0.0312,False,fatigue_spalling,none,A_healthy,0.0013,0.0,1.0,,87.67,150.96,53241.94,40684.77,26445.1,54924.44,lstm_sequence,12557.17,12681.86,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-09-10T11:26:37,2019-04-26T19:06:51,mixed,False,apprentice,False,54.0,,,none,none,3658467.29,7748506.39,665808.3,182923.36,36.46,61243.91,11.8,99.981,92.202,4009.3,0.7,1.502,70,False,False,intermittent,75.26,81.65,8,0,0,0,oil_hydraulic,none,21.54,7.24,3.035,3.52,1.071,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-17T05:41:23,9,77.69,77.69,1.139,3.025,2.657,2.996,,,58.12,71.08,134.1,29.07,42.0,44.6,14/12/10,183.3,0.36,9.9,1.1,,,,,78.82,32.663,88.45,69.74,,0.41,0.0008,199.63,0.9777,normal,-0.00446073,0.0206,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0015,0.0,1.0,,256.94,132.59,53233.31,47448.22,30841.34,64055.1,xgboost_gradient,5785.09,6916.31,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-29T17:48:01,2019-12-22T16:40:40,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1043258.29,182923.36,29.74,61243.91,12.5,99.98,81.506,4009.3,0.7,4.504,70,False,False,intermittent,103.75,79.68,9,0,0,0,oil_process,particulate_mild,65.02,73.35,0.247,1.97,0.666,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-17T14:19:18,9,86.32,86.32,1.215,4.396,3.62,2.681,,,57.95,64.29,110.75,29.07,35.22,47.13,14/12/10,101.2,0.306,39.7,7.0,,,,,77.41,31.222,90.22,64.7,,0.222,0.0446,324.21,1.0,normal,0.0,0.0387,False,fatigue_spalling,none,A_healthy,0.0016,0.0,1.0,,62.98,162.17,53224.68,62269.72,40475.32,84064.13,kalman_filter,-9045.05,11726.43,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-12-04T21:11:03,2021-05-30T23:35:15,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1783711.41,182923.36,28.69,61243.91,6.32,99.99,83.565,4009.3,0.7,4.268,70,False,False,intermittent,75.42,98.12,9,0,0,0,oil_process,chemical_contamination,51.72,110.21,0.265,0.39,0.052,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-17T22:57:14,10,94.95,94.95,1.181,4.024,3.409,2.209,,,55.43,67.98,122.16,29.07,38.91,45.43,14/12/10,90.0,0.379,53.7,7.7,,,,,80.55,30.828,89.95,66.25,,1.34,0.0482,49.74,0.9856,normal,-0.00104159,0.0445,False,fatigue_spalling,abrasive_wear,A_healthy,0.0018,0.0,1.0,,240.82,140.47,53216.05,49616.26,32250.57,66981.95,lstm_sequence,3599.79,3825.9,6014.0,0.0,0.0,0.0008,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-16T15:05:00,2020-03-09T04:46:27,mixed,False,journeyman,False,86.0,,,none,none,3658467.29,7748506.39,727311.48,182923.36,48.68,61243.91,5.92,99.99,85.969,4009.3,0.7,1.605,70,True,False,intermittent,89.68,81.19,10,0,0,0,oil_process,particulate_mild,29.21,33.29,1.14,0.91,0.022,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-18T07:35:10,11,103.59,103.59,1.052,3.773,3.585,3.267,,,64.55,65.33,112.32,29.07,36.26,44.91,14/12/10,306.3,0.37,7.9,1.2,,,,,79.31,30.23,89.95,64.1,,0.347,0.0493,73.54,0.9826,normal,-0.0022934,0.0,False,fatigue_spalling,none,A_healthy,0.0019,0.0,1.0,,237.3,154.99,53207.41,45675.44,29689.03,61661.84,kalman_filter,7531.98,6329.33,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-12-24T21:18:19,2019-10-21T23:42:32,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,797949.39,182923.36,28.2,61243.91,18.99,99.969,86.491,4009.3,0.7,7.016,70,False,False,intermittent,73.08,87.5,11,0,0,0,steam,particulate_severe,41.6,83.61,0.015,5.9,0.632,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-18T16:13:06,12,112.22,112.22,1.373,5.783,4.213,3.556,,,59.54,61.35,111.9,29.07,32.28,42.8,14/12/10,68.6,0.455,24.8,6.2,,,,,78.13,29.77,89.57,65.92,,0.02,0.0477,0.75,1.0,normal,0.0,0.0394,False,fatigue_spalling,none,A_healthy,0.0021,0.0012,1.0,,82.6,138.73,53198.78,58424.21,37975.73,78872.68,weibull_regression,-5225.42,4270.36,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-16T20:19:17,2021-01-15T20:47:37,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1817939.83,182923.36,34.67,61243.91,4.72,99.99,81.557,4009.3,0.7,1.539,70,False,False,intermittent,72.97,80.21,12,0,0,0,water,none,52.63,2.43,1.257,0.33,0.133,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-19T00:51:02,13,120.85,120.85,0.962,3.008,3.126,2.615,,,59.04,64.41,116.32,29.07,35.34,47.04,14/12/10,198.8,0.535,35.3,9.2,,,,,79.94,31.025,89.62,65.8,,0.052,0.0251,194.31,0.995,normal,0.00346132,0.0,False,fatigue_spalling,none,A_healthy,0.0023,0.0,1.0,,78.61,148.05,53190.15,44438.14,28884.79,59991.48,physics_informed_nn,8752.01,7466.63,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-29T19:55:08,2019-09-08T21:16:01,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1357134.82,182923.36,51.8,61243.91,10.39,99.983,83.903,4009.3,0.7,6.184,70,True,False,intermittent,73.69,70.56,13,0,0,0,none,particulate_mild,25.58,15.71,0.635,1.61,0.644,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-19T09:28:58,14,129.48,129.48,1.276,3.818,2.991,2.916,,,58.23,60.8,119.38,29.07,31.73,46.94,14/12/10,71.2,0.578,21.2,3.6,,,,,78.52,31.997,88.43,66.15,,0.882,0.0067,42.36,0.9983,normal,-0.00033466,0.0108,False,fatigue_spalling,none,A_healthy,0.0024,0.0104,1.0,,42.42,152.95,53181.52,49238.49,32005.02,66471.96,particle_filter,3943.02,3950.62,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-10T04:43:44,2020-02-26T06:12:04,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1216578.55,182923.36,22.66,61243.91,7.91,99.987,82.379,4009.3,0.7,5.163,70,True,False,intermittent,77.8,74.3,14,0,0,0,none,none,85.39,49.74,5.335,1.32,0.18,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-19T18:06:54,15,138.12,138.12,1.246,3.337,2.678,3.36,,,63.36,62.36,115.0,29.07,33.29,47.32,13/11/9,143.5,0.335,42.2,8.9,,,,,78.42,31.051,88.93,64.77,,0.779,0.0055,123.95,0.9928,normal,0.00144426,0.0,False,fatigue_spalling,none,A_healthy,0.0026,0.0134,1.0,,102.09,147.2,53172.88,65580.37,42627.24,88533.5,xgboost_gradient,-12407.48,11859.74,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2019-02-14T00:17:59,2021-09-27T09:25:44,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1259675.84,182923.36,25.39,61243.91,16.77,99.973,81.166,4009.3,0.7,4.814,70,False,False,intermittent,78.88,68.49,15,0,0,0,none,none,60.13,3.48,0.783,3.05,0.099,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-20T02:44:50,16,146.75,146.75,1.159,4.084,3.524,3.034,,,61.89,64.73,113.36,29.07,35.65,45.92,14/12/10,64.3,0.312,17.7,2.2,,,,,79.69,33.248,90.25,64.97,,0.131,0.1175,70.18,1.0,normal,0.00348736,0.0,False,fatigue_spalling,none,A_healthy,0.0028,0.0,1.0,,7.81,156.65,53164.25,60101.68,39066.1,81137.27,particle_filter,-6937.43,7638.87,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-23T05:35:22,2021-03-17T17:10:45,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1281224.98,182923.36,20.46,61243.91,8.81,99.986,80.457,4009.3,0.7,2.154,70,False,False,intermittent,80.5,83.12,16,0,0,0,steam,none,40.73,8.75,0.218,6.5,0.023,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-20T11:22:46,18,155.38,155.38,1.422,5.744,4.04,3.211,,,64.96,64.62,115.92,29.07,35.54,48.41,14/12/10,103.5,0.387,10.5,2.2,,,,,78.84,30.312,91.96,66.21,,0.321,0.0905,86.74,1.0,normal,0.0,0.0093,False,fatigue_spalling,none,A_healthy,0.0029,0.0,1.0,,34.84,150.29,53155.62,47306.55,30749.26,63863.84,particle_filter,5849.07,5955.46,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-30T00:39:18,2019-12-20T21:56:52,mixed,False,journeyman,False,20.0,,,none,none,3658467.29,7748506.39,1152099.21,182923.36,39.51,61243.91,11.75,99.981,87.335,4009.3,0.7,4.411,70,False,False,intermittent,75.77,85.7,18,0,0,0,oil_process,none,27.44,28.47,4.36,2.49,0.19,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-20T20:00:42,19,164.01,164.01,1.237,3.576,2.89,3.095,,,58.76,60.19,112.65,29.07,31.12,45.35,13/11/9,129.8,0.303,27.1,4.9,,,,,77.48,31.858,90.53,70.89,,0.158,0.0256,44.15,1.0,normal,0.00099941,0.0,False,fatigue_spalling,none,A_healthy,0.0031,0.0092,1.0,,226.22,147.12,53146.99,47124.84,30631.15,63618.54,physics_informed_nn,6022.15,6606.79,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-26T14:25:55,2019-12-14T20:07:35,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1632078.48,182923.36,33.47,61243.91,9.11,99.985,87.312,4009.3,0.7,1.471,70,False,False,intermittent,78.62,93.64,19,0,0,0,none,none,71.91,42.11,1.649,0.28,0.627,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-21T04:38:37,20,172.64,172.64,1.19,3.575,3.004,3.404,,,58.46,67.42,122.55,29.07,38.34,46.83,14/12/10,113.2,0.315,32.5,4.0,,,,,77.33,30.194,88.15,64.12,,0.12,0.0445,64.09,1.0,normal,0.00033466,0.0045,False,fatigue_spalling,none,A_healthy,0.0032,0.0,1.0,,137.98,149.81,53138.36,46772.69,30402.25,63143.13,physics_informed_nn,6365.67,7994.02,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-19T14:59:15,2019-12-02T17:25:41,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1299769.12,182923.36,31.38,61243.91,10.12,99.983,92.328,4009.3,0.7,2.534,70,False,False,intermittent,83.69,68.9,20,0,0,0,water,water_ingress,40.47,21.26,0.666,1.33,0.493,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-21T13:16:33,21,181.28,181.28,1.113,4.202,3.777,2.404,,,67.01,69.09,115.05,29.07,40.01,47.19,14/12/10,132.5,0.362,47.0,7.8,,,,,78.2,31.511,89.45,65.78,,0.352,0.0094,57.97,0.9868,normal,-0.00120104,0.0691,False,fatigue_spalling,none,A_healthy,0.0034,0.007,1.0,,267.6,139.71,53129.72,56854.46,36955.4,76753.53,kalman_filter,-3724.74,3463.19,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-18T00:30:29,2020-11-24T03:34:13,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1080086.32,182923.36,55.22,61243.91,7.19,99.988,81.992,4009.3,0.7,1.206,70,False,False,intermittent,78.69,83.69,21,0,0,0,water,water_ingress,52.54,18.53,0.715,4.53,0.008,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-21T21:54:29,22,189.91,189.91,1.147,3.199,2.788,2.536,,,57.84,66.69,116.34,29.07,37.61,44.99,14/12/10,80.5,0.348,37.3,3.8,,,,,79.14,30.916,91.34,63.14,,0.217,0.0353,23.25,0.9853,normal,-0.00293339,0.1125,False,fatigue_spalling,none,A_healthy,0.0036,0.0,1.0,,156.08,136.73,53121.09,60856.89,39556.98,82156.81,physics_informed_nn,-7735.8,7333.95,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-09T18:21:18,2021-04-15T06:16:04,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1740623.26,182923.36,30.61,61243.91,9.53,99.984,86.347,4009.3,0.7,3.644,70,False,False,intermittent,78.36,88.52,22,0,0,0,gas_compressed_air,none,78.92,115.03,1.287,4.69,1.265,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-22T06:32:25,23,198.54,198.54,1.232,3.395,2.755,2.877,,,57.92,65.74,114.66,29.07,36.67,47.35,14/12/10,65.9,0.361,68.4,19.0,,,,,77.96,32.258,90.39,63.38,,0.694,0.0451,18.31,1.0,normal,0.0,0.0,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0037,0.0,1.0,,80.66,174.31,53112.46,43363.41,28186.22,58540.61,particle_filter,9749.05,10167.72,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-10T16:14:49,2019-08-05T01:26:29,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,897851.33,182923.36,36.47,61243.91,17.63,99.971,82.893,4009.3,0.7,4.252,70,True,False,intermittent,76.62,76.9,23,0,0,0,oil_hydraulic,particulate_severe,42.49,1.78,4.305,3.71,0.642,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-22T15:10:21,24,207.17,207.17,1.188,3.975,3.347,3.091,,,54.92,64.45,117.32,29.07,35.38,42.93,14/12/10,110.7,0.433,32.1,4.3,,,,,78.9,31.884,90.06,62.42,,0.34,0.0824,166.94,0.9933,normal,-0.00134856,0.0369,False,fatigue_spalling,none,A_healthy,0.0039,0.0048,1.0,,90.28,151.13,53103.83,60755.52,39491.09,82019.96,lstm_sequence,-7651.7,8140.82,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-08T08:56:05,2021-04-12T09:22:06,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1317164.14,182923.36,56.91,61243.91,6.67,99.989,83.932,4009.3,0.7,6.33,70,True,False,intermittent,83.97,84.02,24,0,0,0,oil_hydraulic,particulate_severe,70.47,6.06,0.15,0.16,3.045,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-22T23:48:17,25,215.8,215.8,1.332,5.526,4.148,2.563,,,59.01,68.51,117.64,29.07,39.43,45.01,14/12/10,59.7,0.387,16.7,4.4,,,,,77.92,29.809,89.21,65.92,,0.96,0.0291,218.06,1.0,normal,0.0,0.0327,False,fatigue_spalling,none,A_healthy,0.004,0.002,1.0,,54.63,133.43,53095.2,49534.16,32197.21,66871.12,kalman_filter,3561.03,2954.25,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-19T22:53:13,2020-03-11T07:50:40,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,661295.51,182923.36,57.07,61243.91,29.89,99.951,80.97,4009.3,0.7,3.839,70,False,False,intermittent,78.19,86.46,25,0,0,0,none,none,85.19,55.12,0.102,3.21,0.217,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-23T08:26:13,26,224.44,224.44,1.458,4.501,3.088,3.226,,,62.11,63.69,118.42,29.07,34.61,42.61,14/12/10,149.6,0.329,17.4,4.0,,,,,77.44,32.312,91.44,65.53,,0.376,0.006,42.79,1.0,normal,0.00263263,0.0358,False,fatigue_spalling,none,A_healthy,0.0042,0.0,1.0,,128.02,135.9,53086.56,50154.14,32600.19,67708.09,lstm_sequence,2932.42,3131.75,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-04-02T05:30:30,2020-04-02T15:27:29,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1391911.6,182923.36,42.42,61243.91,17.74,99.971,82.866,4009.3,0.7,6.316,70,False,False,intermittent,79.86,101.13,26,0,0,0,water,none,44.65,44.66,0.888,2.87,0.496,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-23T17:04:09,27,233.07,233.07,1.13,3.458,3.06,2.584,,,61.21,67.51,127.62,29.07,38.43,45.37,13/11/9,57.5,0.43,64.7,16.0,,,,,78.53,30.105,90.09,63.18,,0.295,0.002,96.51,1.0,normal,0.00293339,0.0,False,fatigue_spalling,none,A_healthy,0.0044,0.0,1.0,,28.12,166.64,53077.93,63825.38,41486.5,86164.27,xgboost_gradient,-10747.45,9627.94,6014.0,0.0,0.0,0.0009,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2019-01-12T09:45:39,2021-07-31T04:38:41,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1112435.69,182923.36,32.25,61243.91,24.07,99.961,88.098,4009.3,0.7,2.229,70,False,False,intermittent,89.16,83.71,27,0,0,1,oil_process,chemical_contamination,62.51,69.97,0.034,5.12,0.705,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-24T01:42:05,28,241.7,241.7,1.194,4.951,4.146,2.745,,,62.7,66.46,122.35,29.07,37.39,49.85,14/12/10,133.1,0.314,77.7,10.0,,,,,79.86,32.719,90.01,64.36,,0.477,0.0063,4.15,0.9988,normal,-0.00023293,0.0,False,fatigue_spalling,none,A_healthy,0.0045,0.0,1.0,,176.5,138.73,53069.3,60032.11,39020.87,81043.35,kalman_filter,-6962.81,7929.4,6014.0,0.0,0.0,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-25T17:45:20,2021-03-19T04:59:36,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1110015.51,182923.36,35.89,61243.91,16.16,99.974,81.345,4009.3,0.7,3.237,70,True,False,intermittent,88.93,98.2,28,0,0,0,water,none,54.64,43.29,0.826,10.38,0.149,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-24T10:20:01,29,250.33,250.33,1.238,4.264,3.443,3.145,,,60.92,67.14,128.56,29.07,38.06,45.31,13/11/9,56.0,0.562,38.0,8.7,,,,,79.48,31.761,91.52,63.58,,0.697,0.1234,97.46,1.0,normal,0.00134856,0.0,False,fatigue_spalling,thermal_degradation,A_healthy,0.0047,0.0031,1.0,,108.66,157.44,53060.67,62969.74,40930.33,85009.15,kalman_filter,-9909.07,10818.2,6014.0,0.0,0.0,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-12-26T07:12:08,2021-07-01T14:36:37,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,944663.28,182923.36,55.0,61243.91,33.35,99.946,85.663,4009.3,0.7,4.891,70,False,False,intermittent,86.68,88.77,29,0,0,0,oil_hydraulic,none,73.45,106.0,5.312,0.89,0.808,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-24T18:57:56,30,258.97,258.97,1.234,5.043,4.086,2.658,,,60.85,65.08,119.61,29.07,36.01,45.75,14/12/10,61.8,0.393,17.4,2.6,,,,,77.35,29.68,89.39,64.81,,0.03,0.1164,232.71,1.0,normal,0.0,0.039,False,fatigue_spalling,none,A_healthy,0.0049,0.0129,1.0,,36.58,157.2,53052.03,58443.26,37988.12,78898.4,kalman_filter,-5391.23,6692.44,6014.0,0.0,0.0,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-23T08:35:48,2021-01-22T15:44:18,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1107804.47,182923.36,55.34,61243.91,10.33,99.983,81.048,4009.3,0.7,4.864,70,True,False,intermittent,85.83,82.68,30,0,0,0,oil_process,particulate_mild,81.77,123.11,1.901,2.02,0.822,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-25T03:35:52,31,267.6,267.6,1.129,3.067,2.716,2.878,,,61.68,64.81,117.63,29.07,35.74,45.51,13/11/9,174.5,0.459,9.7,1.2,,,,,77.75,30.717,91.4,62.49,,0.451,0.0096,114.27,1.0,normal,0.0,0.0319,False,fatigue_spalling,none,A_healthy,0.005,0.0,1.0,,1.44,152.04,53043.4,46176.64,30014.82,62338.47,particle_filter,6866.76,7882.25,6014.0,0.0,0.0,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-11T03:55:08,2019-11-15T13:44:37,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,950046.23,182923.36,30.43,61243.91,15.07,99.975,81.008,4009.3,0.7,4.245,70,False,False,intermittent,78.64,81.8,31,0,0,0,gas_compressed_air,chemical_contamination,32.27,9.67,1.195,4.37,0.657,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-25T12:13:48,32,276.23,276.23,1.23,4.288,3.486,2.892,,,56.73,69.97,122.87,29.07,40.9,47.6,13/11/9,73.4,0.349,15.7,3.0,,,,,78.63,31.1,91.03,64.56,,0.115,0.0275,18.63,0.9927,normal,-0.00146446,0.0238,False,fatigue_spalling,none,A_healthy,0.0052,0.0,1.0,,133.25,138.81,53034.77,60585.03,39380.27,81789.78,xgboost_gradient,-7550.26,9240.5,6014.0,0.0,0.0,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-07T16:44:35,2021-04-09T05:30:08,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,829101.65,182923.36,44.6,61243.91,6.93,99.989,86.577,4009.3,0.7,3.215,70,False,False,intermittent,86.28,92.56,32,0,0,0,gas_compressed_air,particulate_mild,81.47,40.59,1.283,5.35,0.526,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-25T20:51:44,33,284.86,284.86,1.112,3.166,2.846,3.145,,,60.96,68.51,123.16,29.07,39.44,47.8,14/12/10,62.9,0.439,10.8,3.1,,,,,79.37,32.466,88.44,68.89,,0.627,0.0288,70.1,0.9864,normal,-0.00248956,0.0795,False,fatigue_spalling,none,A_healthy,0.0053,0.0049,1.0,,187.47,137.68,53026.14,60571.6,39371.54,81771.66,xgboost_gradient,-7545.46,7026.15,6014.0,0.0,0.0,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-07T18:39:42,2021-04-09T02:43:16,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,659992.5,182923.36,51.67,61243.91,6.89,99.989,77.463,4009.3,0.7,1.136,70,False,False,intermittent,92.88,77.8,33,0,0,0,oil_process,none,42.52,23.71,1.629,1.3,0.085,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-26T05:29:40,34,293.49,293.49,1.076,3.848,3.576,3.417,,,59.16,66.16,114.5,29.07,37.09,45.67,12/10/8,64.1,0.644,26.4,7.5,,,,,80.46,31.353,90.42,66.43,,0.614,0.0099,284.06,0.9927,normal,-0.00146764,0.0,False,fatigue_spalling,none,A_healthy,0.0055,0.019,1.0,,102.15,162.47,53017.51,45718.93,29717.3,61720.55,xgboost_gradient,7298.58,6527.1,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-02T16:57:30,2019-10-31T10:34:58,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,996541.66,182923.36,23.06,61243.91,4.43,99.99,77.895,4009.3,0.7,7.771,70,False,False,intermittent,80.42,92.28,34,0,0,0,oil_process,particulate_severe,67.62,5.48,5.013,3.48,0.133,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-26T14:07:36,35,302.13,302.13,1.306,3.743,2.866,3.185,,,54.89,67.09,118.17,29.07,38.02,45.71,14/12/10,65.5,0.362,66.6,15.2,,,,,79.01,32.986,87.95,63.68,,1.088,0.042,7.31,1.0,normal,0.0,0.0027,False,fatigue_spalling,none,A_healthy,0.0057,0.0076,1.0,,249.07,141.78,53008.87,48737.82,31679.58,65796.05,xgboost_gradient,4271.06,3715.4,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-06T23:02:05,2020-02-15T17:16:13,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1694380.83,182923.36,29.08,61243.91,14.23,99.977,83.784,4009.3,0.7,5.156,70,True,False,intermittent,81.24,82.54,35,0,0,0,steam,none,55.81,23.11,0.461,0.5,0.437,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-26T22:45:32,36,310.76,310.76,1.023,3.87,3.783,2.506,,,60.02,70.78,126.66,29.07,41.71,46.0,13/11/9,211.7,0.308,15.7,4.7,,,,,79.41,31.59,90.23,65.41,,0.073,0.0349,51.24,1.0,normal,0.0,0.0793,False,fatigue_spalling,none,A_healthy,0.0058,0.0,1.0,,92.78,173.64,53000.24,43209.62,28086.26,58332.99,weibull_regression,9790.62,11256.09,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-12T03:34:15,2019-08-04T06:56:21,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1466624.58,182923.36,53.54,61243.91,8.71,99.986,80.057,4009.3,0.7,3.045,70,True,False,intermittent,89.36,96.97,36,0,0,0,water,chemical_contamination,46.37,2.55,2.204,3.74,0.494,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-27T07:23:28,36,319.39,319.39,1.088,3.118,2.866,2.449,,,62.47,64.91,117.88,29.07,35.84,44.74,13/11/9,164.9,0.526,63.6,10.7,,,,,77.83,30.009,89.13,64.86,,0.476,0.0126,26.81,0.9971,normal,0.00089059,0.0466,False,fatigue_spalling,none,A_healthy,0.006,0.0058,1.0,,122.0,139.91,52991.61,60299.32,39194.56,81404.09,kalman_filter,-7307.72,6528.13,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-03T13:03:11,2021-03-31T21:49:00,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,703697.3,182923.36,50.83,61243.91,5.66,99.99,80.008,4009.3,0.7,6.832,70,False,False,intermittent,75.43,97.63,36,0,0,0,oil_hydraulic,water_ingress,46.63,2.4,4.916,2.23,1.14,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-27T16:01:24,37,328.02,328.02,1.267,5.549,4.379,3.11,,,64.37,63.3,116.49,29.07,34.22,45.01,13/11/9,52.6,0.656,10.9,2.2,,,,,78.49,31.685,89.92,63.9,,0.352,0.0196,177.42,1.0,normal,0.00272249,0.0,False,fatigue_spalling,none,A_healthy,0.0062,0.0041,1.0,,14.98,169.78,52982.98,44032.94,28621.41,59444.47,lstm_sequence,8950.04,10884.47,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-30T00:29:31,2019-09-03T04:01:12,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1012590.13,182923.36,32.64,61243.91,6.42,99.99,91.067,4009.3,0.7,6.399,70,False,False,intermittent,81.91,74.1,37,1,0,0,water,none,39.29,1.57,3.706,4.08,0.296,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-28T00:39:19,38,336.66,336.66,1.132,3.719,3.286,3.347,,,60.68,68.07,126.53,29.07,39.0,49.28,13/11/9,81.5,0.461,44.9,4.9,,,,,77.71,30.535,88.48,64.93,,0.178,0.0843,82.18,0.994,normal,0.0002592,0.0533,False,fatigue_spalling,none,A_healthy,0.0063,0.0,1.0,,299.75,149.53,52974.34,56613.05,36798.48,76427.61,xgboost_gradient,-3638.7,3925.39,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-19T11:10:44,2020-11-22T01:44:43,mixed,False,specialist,False,55.0,,,none,none,3658467.29,7748506.39,667345.22,182923.36,28.77,61243.91,12.91,99.979,78.248,4009.3,0.7,6.755,70,False,False,intermittent,91.22,85.63,38,1,0,0,water,none,20.87,8.31,0.21,4.0,0.013,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-28T09:17:15,39,345.29,345.29,1.211,3.532,2.918,2.754,,,60.88,60.69,117.67,29.07,31.62,46.23,13/11/9,63.5,0.968,16.9,4.4,,,,,79.63,32.799,89.95,63.18,,0.77,0.0082,33.81,0.9942,normal,-0.00115888,0.0481,False,fatigue_spalling,none,A_healthy,0.0065,0.0,1.0,,139.64,152.9,52965.71,47507.04,30879.58,64134.51,physics_informed_nn,5458.67,6665.6,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-11T02:48:34,2020-01-04T22:16:29,mixed,False,journeyman,False,84.0,,,none,none,3658467.29,7748506.39,1401578.63,182923.36,35.82,61243.91,14.2,99.977,89.516,4009.3,0.7,5.598,70,False,False,intermittent,74.4,89.63,39,0,0,0,oil_process,chemical_contamination,68.81,31.54,0.69,4.66,0.568,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-28T17:55:11,40,353.92,353.92,1.148,3.729,3.247,3.075,,,61.86,59.87,106.93,29.07,30.79,44.73,14/12/10,57.1,0.363,16.9,3.4,,,,,76.45,30.135,88.06,68.25,,0.421,0.0094,95.01,1.0,normal,0.0,0.0148,False,fatigue_spalling,none,A_healthy,0.0066,0.005,1.0,,84.47,156.59,52957.08,47505.68,30878.69,64132.67,xgboost_gradient,5451.4,5621.26,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-11T10:45:41,2020-01-05T05:45:01,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1380764.79,182923.36,31.95,61243.91,11.43,99.981,84.27,4009.3,0.7,3.526,70,False,False,intermittent,69.6,74.98,40,1,0,0,water,particulate_mild,47.0,48.64,2.1,9.01,0.143,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-29T02:33:07,41,362.55,362.55,1.174,4.19,3.57,3.036,,,58.46,62.21,109.75,29.07,33.14,44.53,14/12/10,122.5,0.31,33.0,7.0,,,,,79.15,31.437,90.53,59.5,,0.238,0.0006,18.51,1.0,normal,0.00057387,0.0,False,fatigue_spalling,none,A_healthy,0.0068,0.0128,1.0,,164.12,146.73,52948.45,49996.65,32497.83,67495.48,xgboost_gradient,2951.79,2658.18,6014.0,0.0,0.0001,0.001,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-04-04T16:52:45,2020-04-02T19:42:30,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1011406.3,182923.36,56.26,61243.91,12.59,99.979,81.396,4009.3,0.7,4.754,70,False,False,intermittent,70.87,96.73,41,0,0,0,oil_process,particulate_mild,73.24,9.59,4.978,3.35,1.845,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-29T11:11:03,42,371.18,371.18,1.223,3.432,2.806,2.689,,,59.36,64.12,112.44,29.07,35.04,47.44,14/12/10,151.1,0.397,17.6,2.0,,,,,77.16,31.956,89.31,66.36,,0.351,0.0074,11.59,0.9977,normal,-0.0004614,0.0162,False,fatigue_spalling,none,A_healthy,0.007,0.0,1.0,,67.35,147.9,52939.82,48077.32,31250.26,64904.39,particle_filter,4862.49,4701.78,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-24T01:50:45,2020-01-26T04:54:32,mixed,False,apprentice,False,83.0,,,none,none,3658467.29,7748506.39,991523.6,182923.36,34.86,61243.91,9.65,99.984,86.352,4009.3,0.7,5.046,70,False,False,intermittent,76.67,78.17,42,1,0,0,water,none,78.79,18.92,1.773,0.35,0.24,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-29T19:48:59,43,379.82,379.82,1.112,4.272,3.842,2.541,,,58.36,74.44,123.95,29.07,45.37,43.75,13/11/9,78.3,0.358,19.8,5.3,,,,,78.76,31.567,89.16,68.26,,0.691,0.1321,65.83,0.9963,normal,0.0004732,0.0487,False,fatigue_spalling,none,A_healthy,0.0071,0.0101,1.0,,79.48,138.44,52931.18,45305.78,29448.76,61162.8,particle_filter,7625.41,9534.01,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-12-28T16:42:19,2019-10-20T09:43:39,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1153483.44,182923.36,20.87,61243.91,19.12,99.969,88.43,4009.3,0.7,3.956,70,False,False,intermittent,92.18,80.29,43,0,0,0,oil_process,none,36.04,11.97,0.991,7.24,0.328,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-30T04:26:55,44,388.45,388.45,1.337,4.652,3.479,2.661,,,62.39,65.09,112.39,29.07,36.02,46.95,13/11/9,101.0,0.426,8.9,2.3,,,,,78.97,32.981,91.99,63.41,,0.725,0.0031,72.02,1.0,normal,0.00115888,0.0149,False,fatigue_spalling,none,A_healthy,0.0073,0.0041,1.0,,175.54,155.88,52922.55,57096.26,37112.57,77079.95,xgboost_gradient,-4173.71,4736.67,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-31T16:34:48,2020-12-11T08:16:19,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1807979.36,182923.36,50.95,61243.91,10.31,99.983,79.148,4009.3,0.7,5.602,70,False,False,intermittent,74.94,102.4,44,0,0,0,steam,none,82.13,8.7,3.239,2.63,0.954,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-30T13:04:51,45,397.08,397.08,1.155,3.31,2.865,2.889,,,63.98,64.47,117.62,29.07,35.39,44.64,13/11/9,83.7,0.322,53.4,11.8,,,,,79.0,30.376,90.26,63.66,,0.18,0.0813,106.24,0.9986,normal,-0.00028444,0.0429,False,fatigue_spalling,none,A_healthy,0.0074,0.0052,1.0,,31.72,142.14,52913.92,59643.69,38768.4,80518.98,particle_filter,-6729.77,8692.62,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-24T02:55:24,2021-03-11T22:12:48,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1711261.32,182923.36,56.94,61243.91,11.81,99.981,82.48,4009.3,0.7,2.973,70,False,False,intermittent,71.28,88.58,45,0,0,0,water,none,76.27,10.74,0.609,2.83,0.539,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-30T21:42:47,46,405.71,405.71,1.265,4.052,3.203,3.088,,,59.59,61.37,112.5,29.07,32.3,45.52,14/12/10,51.1,0.365,18.8,2.4,,,,,79.57,33.232,89.5,67.08,,0.193,0.0739,68.73,1.0,normal,0.0,0.0,False,fatigue_spalling,overload,A_healthy,0.0076,0.0,1.0,,66.64,145.88,52905.29,47825.74,31086.73,64564.75,lstm_sequence,5079.55,4107.35,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-20T06:34:56,2020-01-18T17:35:27,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,567732.0,182923.36,32.91,61243.91,10.96,99.982,89.666,4009.3,0.7,3.276,70,False,False,intermittent,78.48,87.69,46,1,0,0,steam,none,76.36,7.69,1.735,3.8,0.212,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-31T06:20:43,47,414.35,414.35,1.2,3.322,2.769,3.438,,,58.67,64.65,125.36,29.07,35.57,44.62,15/13/11,98.4,0.338,15.5,2.4,,,,,77.0,32.233,89.02,65.99,,0.245,0.0723,27.22,1.0,normal,0.0004614,0.0262,False,fatigue_spalling,thermal_degradation,A_healthy,0.0078,0.0,1.0,,97.77,149.57,52896.65,63309.92,41151.45,85468.39,particle_filter,-10413.27,12761.15,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2019-01-09T05:18:23,2021-07-20T11:46:45,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,914775.93,182923.36,38.91,61243.91,24.33,99.96,80.953,4009.3,0.7,5.182,70,False,False,intermittent,76.1,77.51,47,1,0,0,oil_hydraulic,none,63.34,92.46,3.03,7.46,0.007,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-31T14:58:38,48,422.98,422.98,1.038,4.661,4.492,3.477,,,60.21,71.27,126.3,29.07,42.2,46.9,13/11/9,99.2,0.307,32.3,7.2,,,,,78.94,30.701,90.45,67.09,,1.05,0.0361,59.1,1.0,normal,0.00073524,0.0304,False,fatigue_spalling,none,A_healthy,0.0079,0.0115,1.0,,67.79,151.1,52888.02,42165.46,27407.55,56923.38,kalman_filter,10722.56,11923.1,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-10-26T01:42:35,2019-07-02T23:37:20,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1636232.93,182923.36,37.65,61243.91,12.71,99.979,83.969,4009.3,0.7,7.075,70,False,False,intermittent,101.6,82.02,48,0,0,0,oil_process,none,86.2,20.24,2.464,5.76,0.033,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-05-31T23:36:34,49,431.61,431.61,1.292,5.557,4.3,3.284,,,61.82,62.16,112.46,29.07,33.09,45.35,13/11/9,58.1,0.362,9.8,1.1,,,,,78.95,32.577,89.75,67.17,,0.183,0.088,120.98,1.0,normal,0.0,0.0512,False,fatigue_spalling,none,A_healthy,0.0081,0.0137,1.0,,62.11,155.61,52879.39,43132.17,28035.91,58228.42,lstm_sequence,9747.22,8661.0,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-15T13:41:33,2019-08-06T13:57:03,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,860787.78,182923.36,52.46,61243.91,10.16,99.983,84.859,4009.3,0.7,2.436,70,True,False,intermittent,75.87,77.49,49,1,0,0,steam,none,57.02,55.6,1.052,2.26,0.354,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-01T08:14:30,50,440.24,440.24,1.164,4.378,3.761,4.042,,,60.06,58.82,110.66,29.07,29.74,45.44,14/12/10,66.2,0.493,42.8,8.7,,,,,78.59,30.477,89.05,66.85,,0.56,0.0253,171.87,1.0,normal,0.00028444,0.0,False,fatigue_spalling,none,A_healthy,0.0083,0.0,1.0,,16.17,149.46,52870.76,57167.74,37159.03,77176.45,particle_filter,-4296.98,4262.94,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-04T08:06:45,2020-12-16T00:49:19,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1425671.97,182923.36,21.39,61243.91,18.82,99.969,82.136,4009.3,0.7,6.068,70,True,False,intermittent,63.43,78.69,50,0,0,0,oil_hydraulic,particulate_mild,63.62,71.14,0.232,0.29,0.476,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-01T16:52:26,51,448.87,448.87,1.134,4.277,3.772,2.598,,,58.55,68.58,132.07,29.07,39.51,44.4,13/11/9,148.1,0.461,37.4,4.0,,,,,78.75,32.438,90.04,64.5,,0.059,0.0217,207.3,1.0,normal,0.0,0.0016,False,fatigue_spalling,none,A_healthy,0.0084,0.015,1.0,,19.14,160.93,52862.13,54962.45,35725.59,74199.31,lstm_sequence,-2100.32,2453.1,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-07-20T18:05:57,2020-09-29T06:57:25,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1800161.34,182923.36,51.1,61243.91,25.88,99.958,80.263,4009.3,0.7,1.692,70,False,False,intermittent,102.95,90.23,51,1,0,0,water,chemical_contamination,75.62,13.75,0.78,0.56,0.469,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-02T01:30:22,52,457.51,457.51,1.211,3.844,3.173,3.155,,,62.06,67.11,122.06,29.07,38.03,44.09,14/12/10,74.8,0.432,86.3,19.0,,,,,78.84,31.506,89.11,66.45,,2.112,0.0717,110.47,0.9816,normal,-0.00367428,0.0658,False,fatigue_spalling,erosion,A_healthy,0.0086,0.0,1.0,,266.86,147.29,52853.49,47913.64,31143.87,64683.42,xgboost_gradient,4939.85,5339.56,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-24T06:19:39,2020-01-24T00:06:09,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1462457.96,182923.36,49.53,61243.91,15.1,99.975,85.237,4009.3,0.7,6.21,70,False,False,intermittent,86.58,86.7,52,0,0,0,none,none,32.8,1.08,3.061,5.17,0.957,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-02T10:08:18,53,466.14,466.14,1.088,3.461,3.182,2.397,,,59.83,62.02,117.41,29.07,32.95,46.77,13/11/9,62.7,0.308,12.0,2.9,,,,,76.86,31.734,89.52,63.55,,0.165,0.0257,26.79,1.0,normal,0.0,0.0119,False,fatigue_spalling,none,A_healthy,0.0087,0.0034,1.0,,113.66,142.52,52844.86,47596.38,30937.65,64255.11,physics_informed_nn,5248.48,6192.29,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-18T00:19:37,2020-01-13T03:03:32,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1603525.22,182923.36,37.12,61243.91,18.41,99.97,84.804,4009.3,0.7,5.372,70,False,False,intermittent,80.36,86.64,53,0,0,0,none,particulate_severe,63.43,277.85,0.254,1.43,1.654,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-02T18:46:14,54,474.77,474.77,1.267,4.698,3.707,3.484,,,62.37,68.5,121.78,29.07,39.42,44.46,14/12/10,54.8,0.421,22.7,6.6,,,,,78.38,30.506,90.11,64.1,,0.703,0.0081,86.28,0.9944,normal,-0.0011157,0.0562,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0089,0.0,1.0,,97.05,150.37,52836.23,58094.75,37761.59,78427.91,kalman_filter,-5258.52,4971.34,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-25T02:08:45,2021-01-19T07:18:31,mixed,False,oem_certified,False,14.0,,,none,none,3658467.29,7748506.39,1065892.77,182923.36,52.24,61243.91,19.44,99.968,85.857,4009.3,0.7,1.396,70,True,False,intermittent,86.83,59.25,54,1,0,1,oil_process,particulate_severe,86.62,21.85,0.233,2.59,2.022,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-03T03:24:10,55,483.4,483.4,1.207,3.509,2.908,2.661,,,60.85,66.92,117.98,29.07,37.85,48.59,14/12/10,107.0,0.427,53.1,15.7,,,,,78.34,30.435,88.6,62.19,,0.298,0.0042,2.29,0.9791,normal,-0.00418509,0.01,False,fatigue_spalling,none,A_healthy,0.0091,0.0077,1.0,,249.95,157.08,52827.6,47911.89,31142.73,64681.05,physics_informed_nn,4915.7,4476.67,6014.0,0.0,0.0001,0.0011,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-25T07:20:56,2020-01-25T00:30:40,mixed,False,journeyman,False,71.0,,,none,none,3658467.29,7748506.39,1559312.96,182923.36,51.65,61243.91,7.52,99.988,78.062,4009.3,0.7,6.39,70,False,False,intermittent,90.0,77.96,55,1,0,0,water,none,53.97,1.15,1.565,2.31,0.043,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-03T12:02:06,56,492.04,492.04,1.118,4.392,3.927,2.458,,,61.96,62.01,113.95,29.07,32.94,45.27,14/12/10,60.7,0.31,29.5,8.3,,,,,76.66,30.648,91.32,63.84,,0.066,0.0163,56.34,0.9963,normal,-0.00073841,0.0021,False,fatigue_spalling,none,A_healthy,0.0092,0.0,1.0,,92.9,137.51,52818.96,61008.33,39655.42,82361.25,weibull_regression,-8189.37,7905.74,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-25T12:12:07,2021-05-03T05:07:07,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1523453.78,182923.36,38.87,61243.91,17.28,99.972,84.64,4009.3,0.7,4.339,70,False,False,intermittent,69.44,72.96,56,0,0,1,steam,particulate_mild,32.72,31.05,3.083,7.17,0.059,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-03T20:40:02,57,500.67,500.67,1.186,3.069,2.587,2.947,,,69.19,67.48,118.82,29.07,38.41,42.81,14/12/10,63.6,0.342,22.7,5.2,,,,,79.44,31.753,88.59,63.59,,0.302,0.1353,28.99,1.0,normal,0.00367428,0.0838,False,fatigue_spalling,none,A_healthy,0.0094,0.0101,1.0,,99.36,158.43,52810.33,45824.02,29785.61,61862.43,lstm_sequence,6986.31,8440.1,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-13T12:40:41,2019-11-12T19:05:08,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1438843.28,182923.36,29.46,61243.91,14.84,99.976,81.064,4009.3,0.7,1.67,70,False,False,intermittent,86.86,85.41,57,1,0,0,steam,particulate_mild,52.23,112.98,0.972,8.55,0.1,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-04T05:17:57,58,509.3,509.3,1.411,4.212,2.984,2.981,,,61.94,60.86,117.58,29.07,31.79,46.47,14/12/10,63.8,0.48,25.5,6.4,,,,,78.78,31.652,89.64,64.27,,5.264,0.0109,131.83,0.9933,normal,-0.00133755,0.017,False,fatigue_spalling,none,A_healthy,0.0096,0.0,1.0,,181.54,168.26,52801.7,55994.81,36396.62,75592.99,xgboost_gradient,-3193.1,3061.34,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-13T18:42:06,2020-11-07T08:53:01,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1141429.52,182923.36,35.08,61243.91,10.23,99.983,85.076,4009.3,0.7,5.736,70,True,False,intermittent,82.57,73.86,58,1,0,0,steam,none,33.33,7.54,1.251,6.41,0.7,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-04T13:55:53,59,517.93,517.93,1.238,5.518,4.458,2.736,,,60.23,63.71,113.91,29.07,34.64,44.76,13/11/9,83.1,0.353,35.1,7.8,,,,,79.36,30.785,88.82,64.45,,0.424,0.0138,81.67,0.996,normal,0.00032343,0.0244,False,fatigue_spalling,none,A_healthy,0.0097,0.0,1.0,,46.01,148.79,52793.07,58720.54,38168.35,79272.73,kalman_filter,-5927.47,5938.92,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-09T22:12:02,2021-02-12T06:23:20,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,656353.33,182923.36,40.74,61243.91,19.2,99.969,86.797,4009.3,0.7,2.004,70,False,False,intermittent,73.52,89.28,59,1,0,0,none,chemical_contamination,86.13,12.13,0.408,5.41,1.06,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-04T22:33:49,60,526.56,526.56,1.402,4.969,3.545,2.995,,,60.96,68.52,113.18,29.07,39.45,48.05,14/12/10,68.6,0.417,14.4,2.9,,,,,78.62,31.588,90.38,69.08,,0.742,0.061,33.59,0.9864,normal,0.00146325,0.0517,False,fatigue_spalling,none,A_healthy,0.0099,0.0,1.0,,361.59,147.87,52784.44,43285.63,28135.66,58435.6,weibull_regression,9498.81,7839.19,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-22T17:22:42,2019-08-15T23:20:55,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,879302.43,182923.36,52.9,61243.91,13.57,99.978,90.454,4009.3,0.7,2.721,70,True,False,intermittent,77.13,82.9,60,0,0,0,water,particulate_mild,61.88,60.82,2.861,3.84,0.946,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-05T07:11:45,61,535.2,535.2,1.093,2.9,2.654,3.043,,,62.14,65.93,117.54,29.07,36.86,45.9,14/12/10,178.5,0.569,17.2,4.4,,,,,76.47,30.832,88.38,66.15,,0.706,0.0359,11.22,0.9799,normal,-0.00327364,0.0399,False,fatigue_spalling,none,A_healthy,0.01,0.0,1.0,,297.96,144.19,52775.8,59996.33,38997.61,80995.04,weibull_regression,-7220.52,9200.87,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-06T05:21:37,2021-03-30T04:04:31,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,741381.83,182923.36,44.58,61243.91,9.89,99.984,81.278,4009.3,0.7,6.924,70,True,False,intermittent,74.71,75.4,61,0,0,0,none,particulate_mild,61.27,62.75,2.719,2.73,0.87,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-05T15:49:41,62,543.83,543.83,1.163,3.834,3.296,2.626,,,63.21,62.3,116.54,29.07,33.23,45.55,13/11/9,76.8,0.332,24.9,7.3,,,,,78.09,30.17,91.66,64.87,,1.145,0.0048,132.62,1.0,normal,0.0,0.0011,False,fatigue_spalling,none,A_healthy,0.0102,0.0,1.0,,110.43,155.74,52767.17,44945.39,29214.5,60676.27,xgboost_gradient,7821.78,6272.46,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-12-28T00:31:17,2019-10-14T11:24:25,mixed,False,apprentice,False,59.0,,,none,none,3658467.29,7748506.39,635708.24,182923.36,37.91,61243.91,3.96,99.99,82.678,4009.3,0.7,3.895,70,False,False,intermittent,79.54,86.14,62,1,0,0,oil_hydraulic,particulate_mild,32.23,31.62,0.164,4.67,1.195,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-06T00:27:37,63,552.46,552.46,1.255,4.699,3.743,3.636,,,59.15,60.13,107.41,29.07,31.05,47.87,14/12/10,56.8,0.35,27.0,4.9,,,,,77.24,31.148,92.65,61.58,,0.379,0.11,126.74,1.0,normal,0.00133755,0.0367,False,fatigue_spalling,none,A_healthy,0.0104,0.0072,1.0,,15.94,141.07,52758.54,47068.15,30594.3,63542.0,xgboost_gradient,5690.39,7122.77,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-10T14:32:01,2019-12-29T00:23:06,mixed,False,master_technician,False,39.0,,,none,none,3658467.29,7748506.39,1386869.46,182923.36,58.93,61243.91,17.82,99.971,86.735,4009.3,0.7,3.152,70,True,False,intermittent,60.23,80.16,63,1,0,0,steam,none,58.07,25.01,6.044,0.57,0.314,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-06T09:05:33,64,561.09,561.09,1.224,4.289,3.504,3.099,,,61.73,66.77,114.04,29.07,37.7,46.57,14/12/10,101.9,0.346,20.2,3.2,,,,,76.3,29.747,91.44,65.68,,0.217,0.0713,161.49,0.9932,normal,-0.00055832,0.0256,False,fatigue_spalling,imbalance_induced,A_healthy,0.0105,0.0,1.0,,127.47,152.2,52749.91,49685.4,32295.51,67075.29,particle_filter,3064.5,2579.94,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-04-06T11:47:38,2020-03-31T01:41:06,mixed,False,apprentice,False,27.0,,,none,none,3658467.29,7748506.39,1411063.99,182923.36,24.23,61243.91,8.35,99.986,87.43,4009.3,0.7,7.395,70,False,False,intermittent,82.98,75.09,64,1,0,0,water,particulate_mild,23.76,95.59,1.954,1.85,0.947,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-06T17:43:29,65,569.72,569.72,1.23,4.277,3.478,2.832,,,58.86,61.24,117.07,29.07,32.17,47.62,13/11/9,215.1,0.39,24.1,5.4,,,,,79.28,31.917,90.91,67.18,,0.191,0.0521,214.81,0.996,normal,0.00192763,0.0061,False,fatigue_spalling,none,A_healthy,0.0107,0.0008,1.0,,55.89,127.51,52741.28,60505.64,39328.67,81682.61,weibull_regression,-7764.36,9333.28,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-18T06:32:39,2021-04-18T15:31:05,mixed,False,journeyman,False,25.0,,,none,none,3658467.29,7748506.39,1027302.01,182923.36,47.02,61243.91,9.99,99.984,85.902,4009.3,0.7,5.263,70,False,False,intermittent,80.68,82.79,65,0,0,0,oil_process,chemical_contamination,82.88,111.28,0.148,2.09,0.606,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-07T02:21:25,66,578.36,578.36,1.143,4.326,3.786,2.623,,,60.85,65.32,118.11,29.07,36.25,45.37,14/12/10,274.5,0.363,23.9,2.8,,,,,78.7,30.774,89.95,63.63,,0.189,0.2163,90.33,0.9775,normal,-0.00049197,0.0063,False,fatigue_spalling,none,A_healthy,0.0108,0.01,1.0,,298.12,168.2,52732.64,64542.87,41952.86,87132.87,lstm_sequence,-11810.23,13205.03,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2019-02-10T17:47:29,2021-09-08T23:47:43,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1662973.07,182923.36,59.55,61243.91,9.83,99.984,85.955,4009.3,0.7,4.219,70,False,False,intermittent,77.72,88.04,66,0,0,0,oil_hydraulic,water_ingress,35.52,6.7,1.17,6.75,0.755,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-07T10:59:21,67,586.99,586.99,1.154,4.934,4.276,3.591,,,58.76,59.19,112.27,29.07,30.11,45.19,13/11/9,63.5,0.414,11.7,3.1,,,,,79.38,32.811,89.91,65.18,,0.579,0.0958,64.26,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.011,0.0172,1.0,,13.87,166.61,52724.01,56357.51,36632.38,76082.63,kalman_filter,-3633.5,4184.56,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-24T13:44:34,2020-11-23T10:52:13,mixed,False,master_technician,False,87.0,,,none,none,3658467.29,7748506.39,925172.67,182923.36,21.97,61243.91,8.11,99.987,83.23,4009.3,0.7,1.123,70,False,False,intermittent,68.16,84.21,67,0,0,0,water,none,26.66,46.49,2.754,0.16,1.297,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-07T19:37:16,68,595.62,595.62,1.313,4.558,3.472,3.04,,,61.8,63.11,111.13,29.07,34.04,46.99,15/13/11,62.2,0.353,56.2,8.9,,,,,76.93,32.094,89.56,64.81,,0.222,0.0381,419.96,0.9857,normal,-0.00286895,0.0293,False,fatigue_spalling,none,A_healthy,0.0112,0.019,1.0,,226.99,163.25,52715.38,45944.96,29864.23,62025.7,lstm_sequence,6770.42,8689.74,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-20T00:06:09,2019-11-21T00:50:23,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1300507.94,182923.36,56.23,61243.91,7.71,99.987,84.874,4009.3,0.7,7.391,70,True,False,intermittent,74.36,82.25,68,0,0,0,oil_hydraulic,water_ingress,23.74,5.13,3.671,0.15,0.895,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-08T04:15:12,69,604.25,604.25,1.153,3.718,3.225,2.807,,,58.69,65.31,110.26,29.07,36.23,49.91,14/12/10,71.4,0.389,29.9,6.6,,,,,79.01,32.061,88.09,64.81,,0.227,0.0419,67.59,0.9994,normal,0.00123755,0.0263,False,fatigue_spalling,none,A_healthy,0.0113,0.0073,1.0,,76.03,155.42,52706.75,55849.96,36302.47,75397.45,lstm_sequence,-3143.21,3674.09,6014.0,0.0,0.0001,0.0012,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-14T17:14:00,2020-11-06T04:43:09,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,901770.13,182923.36,39.66,61243.91,13.12,99.979,85.779,4009.3,0.7,1.572,70,False,False,intermittent,74.32,74.36,69,1,0,0,steam,none,87.38,32.0,1.216,0.92,0.522,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-08T12:53:08,70,612.89,612.89,1.172,5.237,4.466,3.371,,,66.26,61.6,123.74,29.07,32.52,44.8,14/12/10,55.1,0.427,32.0,5.7,,,,,79.44,30.694,89.55,61.1,,0.769,0.1578,8.84,0.9958,normal,-4.439e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0115,0.0,1.0,,91.95,150.8,52698.11,45480.48,29562.31,61398.64,lstm_sequence,7217.64,7574.73,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-11T01:07:26,2019-11-05T07:17:27,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1715548.16,182923.36,25.43,61243.91,10.85,99.982,81.93,4009.3,0.7,4.175,70,False,False,intermittent,89.11,78.59,70,2,0,1,water,none,55.09,32.07,0.092,1.09,0.206,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-08T21:31:04,71,621.52,621.52,1.079,2.778,2.575,2.895,,,56.3,65.06,117.31,29.07,35.98,46.9,13/11/9,87.6,0.47,17.2,3.6,,,,,79.8,30.623,89.76,63.22,,0.292,0.037,28.14,0.9676,normal,-0.00196779,0.0114,False,fatigue_spalling,imbalance_induced,A_healthy,0.0117,0.0137,1.0,,327.46,148.37,52689.48,61450.69,39942.95,82958.44,particle_filter,-8761.21,7095.94,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-12-10T02:51:54,2021-05-24T06:36:29,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,1391160.41,182923.36,41.1,61243.91,12.2,99.98,91.079,4009.3,0.7,6.605,70,True,False,intermittent,78.15,81.32,71,1,0,0,water,none,71.55,12.69,2.641,19.15,1.446,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-09T06:09:00,72,630.15,630.15,1.149,4.078,3.549,3.097,,,56.75,63.96,120.57,29.07,34.89,43.42,13/11/9,156.0,0.404,31.0,4.6,,,,,78.42,32.879,89.02,63.84,,0.328,0.1543,217.86,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0118,0.0107,1.0,,55.33,146.91,52680.85,64088.31,41657.4,86519.21,xgboost_gradient,-11407.46,11991.59,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2019-02-03T10:18:12,2021-08-26T01:12:38,mixed,False,specialist,False,18.0,,,none,none,3658467.29,7748506.39,1128928.35,182923.36,43.57,61243.91,9.63,99.984,83.464,4009.3,0.7,3.408,70,True,False,intermittent,82.25,92.04,72,2,0,0,none,none,23.51,20.46,1.038,3.99,0.914,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-09T14:46:56,73,638.78,638.78,1.288,4.995,3.878,3.153,,,59.21,64.0,115.68,29.07,34.93,47.8,14/12/10,93.6,0.353,54.3,7.8,,,,,79.42,31.447,89.63,64.81,,0.202,0.0423,99.65,0.9826,normal,-0.00061356,0.0,False,fatigue_spalling,none,A_healthy,0.012,0.0,1.0,,356.25,152.44,52672.22,58808.13,38225.29,79390.98,lstm_sequence,-6135.92,6361.57,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-16T18:50:56,2021-02-20T09:41:44,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,589723.09,182923.36,59.25,61243.91,39.13,99.936,83.379,4009.3,0.7,3.734,70,False,False,intermittent,79.42,81.42,73,0,0,0,oil_hydraulic,particulate_severe,23.24,92.9,1.212,1.89,0.818,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-09T23:24:52,74,647.41,647.41,1.269,4.394,3.461,2.644,,,61.39,60.21,107.87,29.07,31.13,48.0,13/11/9,158.9,0.402,16.1,1.8,,,,,79.45,33.049,91.22,70.06,,2.037,0.0594,81.14,0.976,normal,-0.00468438,0.0,False,fatigue_spalling,none,A_healthy,0.0121,0.0105,1.0,,296.76,159.03,52663.59,48045.28,31229.43,64861.13,xgboost_gradient,4618.31,5583.33,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-06T22:03:14,2020-02-05T13:54:05,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,1010012.44,182923.36,35.85,61243.91,8.42,99.986,84.322,4009.3,0.7,6.832,70,False,False,intermittent,61.39,78.4,74,1,0,0,oil_process,none,23.24,12.09,2.467,11.51,0.054,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-10T08:02:48,75,656.05,656.05,1.345,4.326,3.217,2.639,,,56.72,63.08,118.72,29.07,34.01,47.8,13/11/9,229.5,0.427,16.3,4.1,,,,,78.05,32.105,92.7,66.34,,0.529,0.0088,1.81,0.9984,normal,0.00052467,0.0529,False,fatigue_spalling,none,A_healthy,0.0123,0.0,1.0,,204.24,150.75,52654.95,46360.36,30134.23,62586.48,physics_informed_nn,6294.59,6244.34,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-31T04:13:33,2019-12-08T06:21:05,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,805726.91,182923.36,25.67,61243.91,29.32,99.952,85.16,4009.3,0.7,7.801,70,False,False,intermittent,82.04,84.8,75,0,0,0,steam,particulate_mild,84.27,86.21,1.882,0.46,0.39,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-10T16:40:44,76,664.68,664.68,1.26,5.559,4.411,2.725,,,62.02,61.46,114.36,29.07,32.38,48.27,13/11/9,95.6,0.441,144.9,41.6,,,,,76.34,29.916,90.58,66.1,,1.078,0.0173,95.62,0.9996,normal,0.00640164,0.0,False,fatigue_spalling,none,A_healthy,0.0125,0.0,1.0,,365.25,155.43,52646.32,43318.63,28157.11,58480.15,xgboost_gradient,9327.69,7611.68,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-11-29T03:59:35,2019-08-22T21:30:48,mixed,False,specialist,False,40.0,,,none,none,3658467.29,7748506.39,1339054.45,182923.36,50.29,61243.91,19.44,99.968,90.624,4009.3,0.7,4.392,70,False,False,intermittent,77.84,80.18,76,2,0,0,none,none,76.08,12.27,0.497,12.29,0.084,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-11T01:18:39,77,673.31,673.31,1.176,3.77,3.206,2.893,,,56.97,63.38,113.07,29.07,34.31,48.29,14/12/10,58.1,0.579,21.5,5.2,,,,,76.13,29.26,88.23,65.37,,0.033,0.0319,79.29,1.0,normal,0.0,0.0376,False,fatigue_spalling,none,A_healthy,0.0126,0.0044,1.0,,88.05,162.8,52637.69,49250.98,32013.14,66488.82,particle_filter,3386.71,3666.41,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-04-02T02:48:02,2020-03-20T08:38:36,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,666312.74,182923.36,43.36,61243.91,11.72,99.981,90.916,4009.3,0.7,5.019,70,False,False,intermittent,69.0,93.9,77,2,0,0,none,none,23.79,81.62,1.39,3.92,0.144,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-11T09:56:35,78,681.94,681.94,1.176,4.689,3.988,2.387,,,56.0,61.43,115.82,29.07,32.36,49.46,14/12/10,98.2,0.318,28.7,4.8,,,,,79.97,33.165,90.2,62.65,,0.159,0.0262,6.84,0.9965,normal,0.00277629,0.0001,False,fatigue_spalling,none,A_healthy,0.0128,0.0,1.0,,59.25,143.59,52629.06,55118.85,35827.25,74410.45,weibull_regression,-2489.79,2822.64,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-02T17:22:05,2020-10-14T12:57:55,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1008592.93,182923.36,37.8,61243.91,18.21,99.97,81.992,4009.3,0.7,6.929,70,True,False,intermittent,72.3,91.52,78,2,0,0,water,none,56.04,81.55,1.303,5.99,0.105,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-11T18:34:31,79,690.58,690.58,1.19,4.842,4.069,2.854,,,61.74,61.82,113.96,29.07,32.74,46.81,14/12/10,211.1,0.368,70.5,7.3,,,,,78.49,31.46,90.23,66.17,,0.395,0.0045,54.44,0.9927,normal,0.00334549,0.0,False,fatigue_spalling,none,A_healthy,0.013,0.0028,1.0,,108.61,146.99,52620.42,55341.7,35972.1,74711.29,kalman_filter,-2721.28,3474.27,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-07T17:25:31,2020-10-22T19:01:12,mixed,False,specialist,False,69.0,,,none,none,3658467.29,7748506.39,812969.93,182923.36,32.82,61243.91,7.94,99.987,86.283,4009.3,0.7,1.061,70,True,False,intermittent,72.68,80.37,79,2,0,0,oil_hydraulic,none,74.66,18.42,1.907,0.27,0.009,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-12T03:12:27,80,699.21,699.21,1.101,2.901,2.636,3.419,,,58.08,67.1,117.93,29.07,38.03,48.94,13/11/9,66.3,0.426,12.3,2.5,,,,,79.44,33.018,91.68,67.81,,0.118,0.1296,69.96,1.0,normal,0.00031394,0.086,False,fatigue_spalling,none,A_healthy,0.0131,0.0033,1.0,,32.18,160.06,52611.79,49107.0,31919.55,66294.46,weibull_regression,3504.79,2832.26,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-31T04:42:34,2020-03-16T08:09:39,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1813759.96,182923.36,26.07,61243.91,16.8,99.973,86.917,4009.3,0.7,3.938,70,False,False,intermittent,86.17,81.8,80,2,0,0,water,particulate_severe,58.02,83.81,0.164,0.28,0.015,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-12T11:50:23,81,707.84,707.84,1.166,4.025,3.453,2.996,,,59.47,58.4,110.49,29.07,29.33,45.08,14/12/10,68.4,0.477,16.3,4.0,,,,,80.93,32.386,90.84,61.98,,0.085,0.0269,1.79,0.9956,normal,-0.0008025,0.0,False,fatigue_spalling,none,A_healthy,0.0133,0.0,1.0,,114.05,135.35,52603.16,58936.28,38308.58,79563.97,xgboost_gradient,-6333.12,6519.58,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-22T07:58:40,2021-02-27T19:40:28,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,723272.38,182923.36,52.5,61243.91,16.01,99.974,84.508,4009.3,0.7,6.633,70,True,False,intermittent,63.74,73.04,81,1,0,0,water,particulate_mild,43.49,62.26,1.134,0.65,0.501,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-12T20:28:19,82,716.47,716.47,1.186,3.662,3.088,3.308,,,59.06,68.05,126.3,29.07,38.97,46.24,14/12/10,122.3,0.729,17.7,4.1,,,,,77.83,32.189,88.92,61.84,,0.823,0.1787,103.96,0.9809,normal,-0.00381955,0.0193,False,fatigue_spalling,none,A_healthy,0.0134,0.0086,1.0,,195.38,163.04,52594.53,45733.25,29726.61,61739.89,xgboost_gradient,6861.27,5918.29,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-01-20T15:05:55,2019-11-18T13:44:15,mixed,False,master_technician,False,44.0,,,none,none,3658467.29,7748506.39,1764584.52,182923.36,56.18,61243.91,14.89,99.976,84.526,4009.3,0.7,3.182,70,False,False,intermittent,92.89,73.18,82,2,0,0,none,particulate_mild,72.14,24.93,2.081,1.06,0.494,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-13T05:06:15,83,725.1,725.1,1.008,3.098,3.075,3.469,,,57.68,62.95,118.78,29.07,33.87,46.64,14/12/10,95.6,0.451,12.8,2.7,,,,,77.57,30.616,90.08,62.55,,0.484,0.0652,56.18,1.0,normal,0.00070622,0.0546,False,fatigue_spalling,none,A_healthy,0.0136,0.0013,1.0,,27.74,144.63,52585.9,47364.8,30787.12,63942.48,lstm_sequence,5221.1,5955.86,6014.0,0.0,0.0001,0.0013,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-23T23:30:08,2020-01-15T17:10:52,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,950372.0,182923.36,37.61,61243.91,8.84,99.986,89.369,4009.3,0.7,5.943,70,True,False,intermittent,82.59,76.43,83,1,0,3,water,particulate_mild,54.75,120.55,1.573,2.08,0.954,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-13T13:44:11,84,733.74,733.74,1.232,5.043,4.093,2.822,,,57.49,62.56,107.25,29.07,33.49,44.44,14/12/10,63.6,0.303,40.2,7.3,,,,,78.55,32.813,90.74,64.22,,1.571,0.0069,174.41,0.9992,normal,0.00128661,0.056,False,fatigue_spalling,none,A_healthy,0.0138,0.0109,1.0,,134.36,158.4,52577.26,55919.3,36347.55,75491.06,xgboost_gradient,-3342.04,3812.22,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-08-21T13:23:13,2020-11-14T01:08:33,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,1199463.25,182923.36,51.76,61243.91,5.79,99.99,88.69,4009.3,0.7,3.431,70,True,False,intermittent,73.72,94.24,84,1,0,0,water,none,59.6,35.21,0.105,5.35,1.138,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-13T22:22:07,85,742.37,742.37,1.106,3.923,3.548,3.117,,,58.54,64.79,115.13,29.07,35.72,46.09,13/11/9,63.9,0.35,75.5,17.7,,,,,78.83,31.337,88.7,65.86,,0.147,0.026,51.5,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0139,0.0,1.0,,140.58,150.85,52568.63,47360.52,30784.34,63936.7,xgboost_gradient,5208.11,4862.58,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-24T14:37:37,2020-01-16T06:48:28,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1728095.91,182923.36,39.44,61243.91,19.07,99.969,85.652,4009.3,0.7,4.763,70,True,False,intermittent,76.16,85.84,85,2,0,0,gas_compressed_air,particulate_severe,88.74,77.87,1.487,2.86,0.949,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-14T07:00:03,86,751.0,751.0,1.321,3.578,2.709,3.124,,,56.84,64.75,117.74,29.07,35.67,43.67,14/12/10,80.6,0.465,27.1,6.3,,,,,79.42,30.809,89.66,67.69,,0.964,0.0685,88.33,0.9892,normal,-0.00128888,0.0319,False,fatigue_spalling,none,A_healthy,0.0141,0.0,1.0,,311.37,142.78,52560.0,49271.98,32026.79,66517.18,particle_filter,3288.01,3367.02,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-04-05T18:59:34,2020-03-24T08:11:14,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1610876.35,182923.36,39.46,61243.91,13.92,99.977,87.905,4009.3,0.7,3.906,70,False,False,intermittent,84.06,89.06,86,2,0,1,gas_compressed_air,none,81.03,1.66,0.807,10.93,0.469,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-14T15:37:58,87,759.63,759.63,1.232,3.791,3.077,3.257,,,56.98,61.92,103.27,29.07,32.85,45.57,14/12/10,227.4,0.396,12.7,1.7,,,,,77.44,32.345,90.05,64.35,,0.276,0.0342,210.69,1.0,normal,0.00381955,0.009,False,fatigue_spalling,none,A_healthy,0.0142,0.0005,1.0,,107.8,148.36,52551.37,57316.6,37255.79,77377.41,physics_informed_nn,-4765.23,4705.46,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-20T17:55:57,2021-01-03T14:44:32,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,1581671.62,182923.36,33.82,61243.91,19.37,99.968,86.16,4009.3,0.7,3.214,70,False,False,intermittent,64.25,92.65,87,2,0,0,oil_process,particulate_severe,87.66,25.43,2.628,2.1,0.303,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-15T00:15:54,88,768.27,768.27,1.111,3.384,3.047,2.871,,,56.82,63.61,124.51,29.07,34.54,48.61,14/12/10,105.7,0.362,36.8,4.3,,,,,78.48,32.206,90.54,65.48,,0.279,0.0019,215.03,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0144,0.0281,1.0,,13.81,136.35,52542.73,57672.41,37487.07,77857.75,kalman_filter,-5129.67,5965.3,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-28T12:28:11,2021-01-16T13:48:47,mixed,False,specialist,False,28.0,,,none,none,3658467.29,7748506.39,1258004.81,182923.36,44.45,61243.91,16.93,99.972,81.933,4009.3,0.7,3.058,70,False,False,intermittent,81.38,60.13,88,1,0,0,steam,particulate_mild,47.52,21.71,15.926,2.24,0.123,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-15T08:53:50,89,776.9,776.9,1.337,4.9,3.666,3.175,,,61.74,67.03,126.68,29.07,37.95,46.07,14/12/10,61.8,0.332,38.2,6.9,,,,,79.17,32.093,88.16,64.97,,0.553,0.0189,17.13,0.9991,normal,-1.117e-05,0.0767,False,fatigue_spalling,none,A_healthy,0.0146,0.0024,1.0,,11.33,143.44,52534.1,60953.15,39619.55,82286.76,physics_informed_nn,-8419.05,6836.64,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-12-06T05:28:28,2021-05-13T03:04:43,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,1466364.82,182923.36,33.26,61243.91,27.95,99.954,83.163,4009.3,0.7,7.153,70,False,False,intermittent,89.8,76.58,89,2,0,0,steam,particulate_mild,21.08,82.26,0.33,1.94,0.212,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-15T17:31:46,90,785.53,785.53,1.119,4.187,3.743,3.315,,,59.15,68.88,114.73,29.07,39.81,46.79,13/11/9,91.5,0.417,24.5,5.3,,,,,77.66,30.423,89.49,62.87,,0.078,0.0195,53.34,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0147,0.0043,1.0,,43.98,152.98,52525.47,59413.95,38619.07,80208.83,lstm_sequence,-6888.48,7949.55,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-11-04T12:30:14,2021-03-19T23:23:09,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1247134.66,182923.36,45.46,61243.91,18.15,99.97,84.274,4009.3,0.7,5.675,70,False,False,intermittent,78.51,80.64,90,2,0,1,oil_hydraulic,water_ingress,66.5,63.46,0.132,1.07,0.401,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-16T02:09:42,91,794.16,794.16,1.266,4.893,3.865,3.055,,,57.24,64.69,122.15,29.07,35.62,47.19,14/12/10,86.5,0.364,83.3,20.6,,,,,79.75,31.108,89.56,64.53,,0.117,0.0621,140.04,1.0,normal,0.00216154,0.0227,False,fatigue_spalling,none,A_healthy,0.0149,0.0,1.0,,209.2,157.42,52516.84,61382.56,39898.66,82866.46,weibull_regression,-8865.72,9257.04,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-12-15T21:26:29,2021-05-29T01:20:14,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,575830.99,182923.36,48.96,61243.91,11.52,99.981,80.692,4009.3,0.7,1.061,70,False,False,intermittent,77.63,83.82,91,2,0,0,none,chemical_contamination,48.45,61.39,1.073,2.76,0.439,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-16T10:47:38,92,802.79,802.79,1.153,4.5,3.903,3.17,,,58.97,64.31,113.68,29.07,35.24,50.6,13/11/9,103.6,0.62,14.3,2.7,,,,,78.02,32.277,90.47,63.69,,0.501,0.0124,0.13,1.0,normal,0.0,0.009,False,fatigue_spalling,none,A_healthy,0.0151,0.0,1.0,,12.29,143.46,52508.21,43715.14,28414.84,59015.45,lstm_sequence,8793.06,10058.45,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-12-13T04:21:59,2019-09-11T16:40:01,mixed,False,journeyman,True,,,,none,none,3658467.29,7748506.39,1477979.44,182923.36,38.22,61243.91,12.66,99.979,83.647,4009.3,0.7,5.628,70,True,False,intermittent,85.57,87.95,92,1,0,4,steam,none,74.19,70.3,1.767,0.78,1.558,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-16T19:25:34,93,811.43,811.43,1.137,2.979,2.621,2.593,,,56.75,61.88,115.07,29.07,32.81,45.41,13/11/9,206.3,0.443,41.8,10.1,,,,,76.24,29.793,90.97,62.96,,0.108,0.0397,94.07,0.9939,normal,-0.00121011,0.0403,False,fatigue_spalling,none,A_healthy,0.0152,0.0036,1.0,,173.5,152.02,52499.57,62013.51,40308.78,83718.24,weibull_regression,-9513.94,9752.41,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-12-29T18:10:52,2021-06-21T02:54:35,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,583968.16,182923.36,35.03,61243.91,27.66,99.955,80.28,4009.3,0.7,6.228,70,False,False,intermittent,84.03,85.86,93,2,0,0,water,particulate_mild,41.64,8.05,3.303,0.75,0.31,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-17T04:03:30,94,820.06,820.06,1.323,3.384,2.557,2.588,,,62.6,63.84,114.76,29.07,34.76,44.59,13/11/9,92.2,0.434,44.7,10.4,,,,,77.34,29.392,92.08,62.79,,1.767,0.0006,209.74,0.9857,normal,-0.00269136,0.0,False,fatigue_spalling,none,A_healthy,0.0154,0.0,1.0,,383.95,155.31,52490.94,59037.75,38374.54,79700.97,kalman_filter,-6546.81,5563.88,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-10-29T02:56:05,2021-03-08T02:08:53,mixed,False,journeyman,False,26.0,,,none,none,3658467.29,7748506.39,1199711.22,182923.36,35.12,61243.91,5.76,99.99,89.164,4009.3,0.7,6.903,70,False,False,intermittent,81.55,81.92,94,1,0,0,water,none,48.76,118.4,1.025,4.33,0.589,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-17T12:41:26,95,828.69,828.69,1.096,3.423,3.122,3.132,,,59.07,68.31,127.09,29.07,39.24,45.04,14/12/10,51.4,0.305,24.8,3.3,,,,,79.15,32.643,90.31,63.82,,0.221,0.0314,10.16,1.0,normal,0.0,0.0084,False,fatigue_spalling,none,A_healthy,0.0155,0.0,1.0,,72.21,149.51,52482.31,47117.38,30626.3,63608.47,weibull_regression,5364.92,4689.47,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-02-23T03:22:58,2020-01-11T06:28:03,mixed,False,specialist,True,,,,none,none,3658467.29,7748506.39,798318.35,182923.36,23.97,61243.91,6.54,99.989,84.777,4009.3,0.7,7.268,70,False,False,intermittent,94.81,83.11,95,3,0,1,water,none,42.71,125.96,0.327,0.04,0.229,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-17T21:19:22,96,837.32,837.32,1.111,4.958,4.464,3.622,,,59.33,64.42,115.9,29.07,35.35,47.92,14/12/10,93.7,0.315,21.0,5.3,,,,,77.95,30.759,87.81,65.18,,0.094,0.0113,33.74,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0157,0.0045,1.0,,581.71,151.84,52473.68,43967.92,28579.15,59356.7,xgboost_gradient,8505.75,8083.27,6014.0,0.0,0.0001,0.0014,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2017-12-19T21:17:04,2019-09-22T02:03:27,mixed,False,journeyman,False,59.0,,,none,none,3658467.29,7748506.39,982235.32,182923.36,22.96,61243.91,13.8,99.977,86.346,4009.3,0.7,6.716,70,False,False,intermittent,72.12,69.92,96,2,0,0,oil_hydraulic,particulate_mild,33.06,15.09,1.083,0.21,0.339,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-18T05:57:17,97,845.95,845.95,1.338,3.396,2.539,3.201,,,57.51,66.88,118.55,29.07,37.81,44.51,14/12/10,65.2,0.525,54.5,5.6,,,,,79.54,31.442,89.52,70.93,,0.6,0.0538,31.45,0.9864,normal,-0.00272971,0.0,False,fatigue_spalling,none,A_healthy,0.0159,0.0,1.0,,256.16,152.36,52465.05,50134.19,32587.23,67681.16,lstm_sequence,2330.85,2574.77,6014.0,0.0,0.0001,0.0015,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-04-27T17:03:07,2020-04-27T20:01:12,mixed,False,oem_certified,True,,,,none,none,3658467.29,7748506.39,1621004.36,182923.36,45.97,61243.91,10.56,99.983,88.035,4009.3,0.7,7.487,70,False,False,intermittent,83.24,89.86,97,2,0,2,water,none,56.93,260.45,0.619,1.64,0.266,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-18T14:35:13,98,854.59,854.59,1.091,2.735,2.507,2.241,,,57.45,62.08,115.05,29.07,33.01,45.4,14/12/10,111.6,0.312,17.4,1.8,,,,,76.82,30.463,91.4,65.26,,0.635,0.0207,6.68,1.0,normal,0.0012071,0.0,False,fatigue_spalling,none,A_healthy,0.016,0.0018,1.0,,98.46,139.89,52456.41,48812.52,31728.14,65896.9,physics_informed_nn,3643.89,3405.97,6014.0,0.0,0.0001,0.0015,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-03-31T12:50:52,2020-03-12T09:13:48,mixed,False,master_technician,True,,,,none,none,3658467.29,7748506.39,672503.93,182923.36,48.92,61243.91,10.21,99.983,83.702,4009.3,0.7,1.139,70,False,False,intermittent,68.71,80.48,98,1,0,0,oil_hydraulic,none,66.07,18.44,2.323,0.53,0.399,standard
ASSET-000029,electric_motor,medium,Apex Rotating Systems,MDL-1845-A,2015-05-14,53311.0,1450.0,78.32857319912199,outdoor_sheltered,paper_pulp,FAC-047,LINE-M,none,2015-06-18T23:13:09,99,863.22,863.22,1.354,5.095,3.762,2.307,,,60.25,66.0,131.14,29.07,36.93,44.81,14/12/10,66.5,0.378,14.3,2.1,,,,,79.49,32.733,88.35,66.2,,0.249,0.1117,24.2,1.0,normal,0.00286784,0.0,False,fatigue_spalling,none,A_healthy,0.0162,0.0,1.0,,300.97,169.53,52447.78,56750.08,36887.55,76612.61,physics_informed_nn,-4302.3,4136.58,6014.0,0.0,0.0001,0.0015,2.541,48799.0,1.0,1e-06,False,none,none,,,,,,2018-09-13T06:15:35,2020-12-18T20:47:18,mixed,False,apprentice,True,,,,none,none,3658467.29,7748506.39,739394.42,182923.36,24.36,61243.91,5.95,99.99,87.007,4009.3,0.7,7.733,70,False,False,intermittent,91.87,104.08,99,2,0,0,oil_process,particulate_mild,26.99,25.82,5.733,4.39,0.629,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-04T22:52:26,1,22.87,22.87,1.818,5.486,3.017,3.122,,,62.39,64.59,,32.58,32.01,47.09,14/12/10,61.6,0.378,22.0,3.6,,,,,60.0,23.935,89.33,66.82,,0.487,0.0662,47.57,1.0,normal,0.0,0.0389,False,adhesive_wear,none,A_healthy,0.0012,0.0133,1.0,,86.71,139.0,18577.13,15848.0,10301.2,21394.8,lstm_sequence,2729.13,3229.52,4761.0,0.0,0.0002,0.0084,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-03-31T02:52:26,2019-11-17T05:40:26,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,85975.33,8835.11,50.48,21889.89,17.32,99.921,86.306,3174.2,3.78,1.167,378,False,False,cyclic_fatigue,71.42,74.02,1,0,0,0,oil_hydraulic,particulate_mild,25.85,5.78,3.128,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-05T21:44:52,2,45.75,45.75,1.966,6.231,3.169,2.421,,,56.85,60.41,,32.58,27.84,43.44,14/12/10,151.4,0.422,56.4,13.6,,,,,59.53,24.024,89.36,63.78,,0.057,0.0351,160.04,1.0,normal,0.0,0.0,False,adhesive_wear,adhesive_wear,A_healthy,0.0025,0.0209,1.0,,271.73,152.88,18554.25,20434.91,13282.69,27587.13,xgboost_gradient,-1880.66,1738.34,4761.0,0.0,0.0002,0.0086,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-07-05T15:12:08,2020-04-28T15:25:14,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,38353.73,8835.11,35.68,21889.89,7.92,99.964,81.597,3174.2,3.78,5.025,378,False,False,cyclic_fatigue,53.51,78.85,2,0,0,0,oil_hydraulic,none,32.97,151.39,1.135,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-06T20:37:18,3,68.62,68.62,2.034,6.102,3.0,2.686,,,56.21,61.62,,32.58,29.04,47.27,14/12/10,121.6,0.72,15.5,4.2,,,,,59.52,22.845,90.33,64.07,,0.891,0.1521,200.59,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0037,0.0035,1.0,,83.36,143.19,18531.38,20118.11,13076.77,27159.45,xgboost_gradient,-1586.73,1666.75,4761.0,0.0,0.0003,0.0088,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-06-29T23:40:34,2020-04-18T09:00:51,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,69358.7,8835.11,34.17,21889.89,10.31,99.953,81.16,3174.2,3.78,3.417,378,False,False,cyclic_fatigue,55.25,84.21,3,0,0,0,water,none,38.12,22.13,5.117,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-07T19:29:44,4,91.5,91.5,1.966,7.44,3.784,2.824,,,63.53,60.08,,32.58,27.5,46.31,14/12/10,106.2,0.431,12.5,3.5,,,,,62.81,24.574,89.3,63.04,,1.895,0.053,5.08,0.9875,normal,-0.00312383,0.0,False,adhesive_wear,none,A_healthy,0.0049,0.0053,1.0,,139.99,150.0,18508.5,16072.88,10447.37,21698.38,xgboost_gradient,2435.63,3010.38,4761.0,0.0,0.0003,0.0089,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-04-07T15:55:59,2019-11-28T01:26:22,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,83225.37,8835.11,49.57,21889.89,9.89,99.955,84.445,3174.2,3.78,2.48,378,False,False,cyclic_fatigue,59.08,87.77,4,0,0,0,oil_hydraulic,particulate_mild,80.8,151.37,0.751,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-08T18:22:10,5,114.37,114.37,1.98,6.5,3.283,3.274,,,58.4,62.25,,32.58,29.68,44.96,13/11/9,120.9,0.389,11.6,1.2,,,,,60.33,23.151,88.77,63.27,,0.237,0.0114,87.3,0.9833,normal,-0.00333208,0.0,False,adhesive_wear,none,A_healthy,0.0061,0.0205,1.0,,323.1,134.64,18485.63,21704.86,14108.16,29301.56,xgboost_gradient,-3219.23,3312.17,4761.0,0.0,0.0003,0.0091,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-08-03T22:47:56,2020-06-15T11:29:58,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,60385.03,8835.11,38.26,21889.89,8.69,99.96,81.557,3174.2,3.78,5.784,378,False,False,cyclic_fatigue,61.99,78.65,5,0,0,0,oil_hydraulic,particulate_mild,73.98,0.83,1.62,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-09T17:14:36,5,137.24,137.24,1.892,6.32,3.341,3.232,,,62.36,60.18,,32.58,27.6,44.94,14/12/10,105.3,0.648,54.8,10.1,,,,,59.57,23.998,90.33,67.52,,1.543,0.0019,60.29,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0074,0.003,1.0,,111.11,142.14,18462.76,21654.14,14075.19,29233.08,particle_filter,-3191.38,2673.86,4761.0,0.0,0.0003,0.0093,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-08-03T20:18:40,2020-06-14T15:15:30,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,59371.14,8835.11,38.73,21889.89,19.37,99.912,77.297,3174.2,3.78,6.175,378,False,False,cyclic_fatigue,58.42,87.0,5,0,0,0,oil_process,water_ingress,87.34,13.75,0.177,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-10T16:07:02,6,160.12,160.12,1.921,6.363,3.313,3.266,,,60.9,61.05,,32.58,28.47,44.81,13/11/9,87.7,0.35,20.5,4.0,,,,,60.06,24.879,88.66,67.96,,1.28,0.0058,49.5,0.9842,normal,-0.0031642,0.0,False,adhesive_wear,adhesive_wear,A_healthy,0.0086,0.0097,1.0,,281.03,141.65,18439.88,16843.96,10948.57,22739.34,lstm_sequence,1595.92,1552.81,4761.0,0.0,0.0003,0.0095,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-04-26T14:05:46,2019-12-28T05:28:53,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,36986.33,8835.11,31.34,21889.89,10.57,99.952,83.678,3174.2,3.78,5.834,378,False,False,cyclic_fatigue,62.94,95.75,6,0,0,0,steam,chemical_contamination,87.8,28.29,0.67,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-11T14:59:28,7,182.99,182.99,2.0,6.687,3.343,2.805,,,65.01,63.54,,32.58,30.96,48.53,13/11/9,97.0,0.368,22.1,5.8,,,,,61.23,24.61,91.48,63.84,,0.547,0.0479,147.18,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0098,0.0057,1.0,,143.0,157.02,18417.01,16695.54,10852.1,22538.98,lstm_sequence,1721.47,1583.55,4761.0,0.0,0.0004,0.0097,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-04-24T10:45:42,2019-12-23T22:12:04,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,59245.11,8835.11,32.27,21889.89,19.36,99.912,77.601,3174.2,3.78,6.79,378,False,False,cyclic_fatigue,55.2,75.31,7,0,0,0,oil_process,none,31.17,63.59,0.153,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-12T13:51:54,8,205.87,205.87,1.963,8.626,4.394,3.395,,,55.75,62.35,,32.58,29.77,46.69,14/12/10,71.8,0.551,158.7,25.1,,,,,61.76,24.876,91.8,61.88,,0.45,0.0619,43.37,1.0,normal,0.00249906,0.0047,False,adhesive_wear,none,A_healthy,0.0111,0.0015,1.0,,28.88,149.12,18394.13,20261.93,13170.25,27353.6,physics_informed_nn,-1867.79,1545.9,4761.0,0.0,0.0004,0.0099,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-07-08T16:49:47,2020-04-29T04:30:19,mixed,False,specialist,False,25.0,,,none,none,176702.26,7480142.07,31540.26,8835.11,22.79,21889.89,21.09,99.904,86.537,3174.2,3.78,2.764,378,False,False,cyclic_fatigue,54.56,84.14,8,0,0,0,water,particulate_severe,40.62,51.25,1.233,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-13T12:44:20,9,228.74,228.74,1.858,8.471,4.56,3.407,,,60.48,63.19,,32.58,30.62,46.92,14/12/10,108.2,0.334,15.7,4.7,,,,,61.45,25.339,86.85,62.28,,0.166,0.0419,38.9,0.9871,normal,0.00075303,0.0,False,adhesive_wear,none,A_healthy,0.0123,0.0,1.0,,365.11,157.28,18371.26,21947.94,14266.16,29629.71,physics_informed_nn,-3576.68,3928.06,4761.0,0.0001,0.0004,0.0101,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-08-13T18:42:26,2020-06-28T20:29:05,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,57889.47,8835.11,33.6,21889.89,6.25,99.971,78.304,3174.2,3.78,3.836,378,False,False,cyclic_fatigue,56.69,90.75,9,0,0,0,steam,particulate_mild,41.01,0.47,1.323,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-14T11:36:46,10,251.61,251.61,1.875,5.984,3.192,2.843,,,63.83,60.82,,32.58,28.24,47.78,15/13/11,73.4,0.316,34.5,6.2,,,,,59.73,23.427,88.73,66.37,,0.389,0.0697,13.73,0.9944,normal,-0.00111652,0.0113,False,adhesive_wear,none,A_healthy,0.0135,0.016,1.0,,91.11,151.36,18348.39,17207.67,11184.99,23230.36,lstm_sequence,1140.72,1470.77,4761.0,0.0001,0.0004,0.0102,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-05-07T23:26:53,2020-01-13T22:07:58,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,36495.41,8835.11,29.56,21889.89,16.12,99.926,89.577,3174.2,3.78,4.972,378,False,False,cyclic_fatigue,62.51,80.54,10,0,0,0,oil_process,particulate_mild,38.48,29.17,3.834,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-15T10:29:12,11,274.49,274.49,1.951,7.579,3.886,2.602,,,57.86,66.17,,32.58,33.59,47.29,14/12/10,63.6,0.426,69.2,14.2,,,,,60.01,23.383,89.83,70.51,,0.671,0.0032,437.07,0.9921,normal,0.00157519,0.0163,False,adhesive_wear,none,A_healthy,0.0148,0.0,1.0,,84.77,149.48,18325.51,15603.61,10142.35,21064.88,xgboost_gradient,2721.9,2359.86,4761.0,0.0001,0.0005,0.0104,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-04-05T12:17:35,2019-11-19T01:33:26,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,39071.26,8835.11,59.25,21889.89,7.63,99.965,83.281,3174.2,3.78,4.319,378,False,False,cyclic_fatigue,74.37,88.71,11,0,0,0,oil_process,none,47.28,122.25,0.481,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-16T09:21:38,12,297.36,297.36,1.902,7.63,4.012,2.514,,,59.13,58.39,,32.58,25.81,45.8,13/11/9,139.0,0.45,37.8,9.3,,,,,63.17,24.531,90.83,66.56,,0.776,0.0293,113.33,0.9973,normal,-0.00054246,0.0613,False,adhesive_wear,none,A_healthy,0.016,0.0004,1.0,,159.81,148.46,18302.64,19881.06,12922.69,26839.44,particle_filter,-1578.42,2012.63,4761.0,0.0001,0.0005,0.0106,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-07-04T13:53:34,2020-04-19T12:15:54,mixed,False,journeyman,False,34.0,,,none,none,176702.26,7480142.07,83861.93,8835.11,34.7,21889.89,16.39,99.925,89.862,3174.2,3.78,3.886,378,False,False,cyclic_fatigue,49.96,77.92,12,0,0,0,water,none,30.67,70.07,0.361,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-17T08:14:04,13,320.23,320.23,2.23,6.203,2.782,2.683,,,60.24,62.75,,32.58,30.17,46.55,14/12/10,171.9,0.349,41.2,6.8,,,,,61.56,24.193,89.46,62.61,,0.22,0.0786,23.71,0.982,normal,-0.00360019,0.0392,False,adhesive_wear,none,A_healthy,0.0172,0.0074,1.0,,245.36,163.61,18279.77,21694.06,14101.14,29286.99,lstm_sequence,-3414.3,3898.69,4761.0,0.0001,0.0005,0.0108,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-08-12T07:16:01,2020-06-23T16:11:22,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,76476.61,8835.11,45.5,21889.89,15.79,99.928,82.532,3174.2,3.78,6.666,378,False,False,cyclic_fatigue,59.44,85.5,13,0,0,0,gas_compressed_air,chemical_contamination,80.98,20.52,0.025,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-18T07:06:30,14,343.11,343.11,2.32,9.151,3.944,2.851,,,65.48,59.48,,32.58,26.91,48.17,13/11/9,74.9,0.441,25.2,3.2,,,,,60.75,23.281,87.25,63.32,,0.226,0.0267,64.75,0.9846,normal,-0.00050735,0.0,False,adhesive_wear,imbalance_induced,A_healthy,0.0184,0.0,1.0,,154.37,155.66,18256.89,16852.33,10954.01,22750.64,weibull_regression,1404.57,1724.04,4761.0,0.0001,0.0005,0.011,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-05-04T09:16:17,2020-01-05T03:35:07,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,36333.33,8835.11,33.28,21889.89,13.3,99.939,83.274,3174.2,3.78,5.894,378,False,False,cyclic_fatigue,58.42,75.66,14,0,0,0,oil_process,particulate_mild,40.95,30.05,2.129,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-19T05:58:56,15,365.98,365.98,1.719,5.558,3.233,3.383,,,59.9,66.62,,32.58,34.05,49.12,14/12/10,170.5,0.361,27.9,3.8,,,,,59.39,22.99,91.65,65.33,,0.241,0.1389,35.36,0.9974,normal,0.00059886,0.0144,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0197,0.0145,1.0,,85.66,163.41,18234.02,15945.64,10364.67,21526.62,xgboost_gradient,2288.37,2851.23,4761.0,0.0001,0.0006,0.0112,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-04-16T10:48:17,2019-12-04T23:46:49,mixed,False,apprentice,True,,,,none,none,176702.26,7480142.07,70198.11,8835.11,24.6,21889.89,8.33,99.962,79.412,3174.2,3.78,5.782,378,False,False,cyclic_fatigue,70.78,77.22,15,1,0,0,oil_hydraulic,none,20.03,7.99,1.672,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-20T04:51:22,16,388.86,388.86,2.242,9.005,4.017,2.707,,,56.71,66.54,,32.58,33.96,49.14,13/11/9,119.9,0.342,73.7,13.1,,,,,60.84,23.89,90.2,65.24,,0.296,0.019,111.19,0.997,normal,0.00098331,0.0193,False,adhesive_wear,none,A_healthy,0.0209,0.0304,1.0,,73.1,150.47,18211.14,16039.84,10425.9,21653.79,xgboost_gradient,2171.3,1925.86,4761.0,0.0001,0.0006,0.0114,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-04-19T08:46:38,2019-12-09T06:43:20,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,70669.72,8835.11,59.68,21889.89,10.02,99.954,80.373,3174.2,3.78,2.862,378,False,False,cyclic_fatigue,59.82,82.05,16,1,0,0,water,particulate_mild,81.38,28.4,3.064,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-21T03:43:48,17,411.73,411.73,2.115,6.541,3.093,2.987,,,60.76,62.04,,32.58,29.46,46.5,13/11/9,64.6,0.575,10.9,3.1,,,,,59.88,24.955,89.34,62.17,,0.215,0.1047,179.34,1.0,normal,0.00054246,0.0154,False,adhesive_wear,overload,A_healthy,0.0221,0.0,1.0,,12.45,134.13,18188.27,19786.59,12861.28,26711.9,lstm_sequence,-1598.32,1911.54,4761.0,0.0001,0.0006,0.0116,2.667,17630.0,1.0,1e-06,False,none,none,,,,,,2019-07-07T09:01:30,2020-04-20T22:19:52,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,57287.33,8835.11,24.5,21889.89,9.49,99.957,85.328,3174.2,3.78,5.349,378,False,False,cyclic_fatigue,47.63,94.09,17,0,0,0,water,water_ingress,72.0,4.4,3.01,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-22T02:36:15,18,434.6,434.6,1.985,5.128,2.583,2.91,,,58.21,61.11,,32.58,28.54,44.54,14/12/10,52.9,0.351,22.6,5.2,,,,,60.59,24.725,90.74,64.3,,0.42,0.0062,70.15,0.9987,normal,0.00334956,0.0206,False,adhesive_wear,none,A_healthy,0.0234,0.0,1.0,,13.62,159.69,18165.4,19902.76,12936.79,26868.72,lstm_sequence,-1737.36,1497.26,4761.0,0.0001,0.0006,0.0118,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-07-10T17:59:01,2020-04-25T23:56:57,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,48055.03,8835.11,55.1,21889.89,12.97,99.941,80.601,3174.2,3.78,2.577,378,False,False,cyclic_fatigue,56.81,100.3,18,0,0,0,steam,particulate_mild,25.78,84.16,2.078,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-23T01:28:41,19,457.48,457.48,2.004,8.93,4.456,2.897,,,64.0,61.84,,32.58,29.26,46.78,14/12/10,174.6,0.463,33.6,9.9,,,,,60.62,23.903,89.37,66.37,,0.129,0.0199,3.0,1.0,normal,0.0030864,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0246,0.0,1.0,,0.95,153.16,18142.52,20685.58,13445.63,27925.53,particle_filter,-2543.06,2274.02,4761.0,0.0001,0.0007,0.0121,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-07-28T00:16:05,2020-05-24T16:13:17,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,51562.9,8835.11,45.44,21889.89,9.48,99.957,81.99,3174.2,3.78,2.851,378,False,False,cyclic_fatigue,68.93,85.15,19,1,0,0,gas_compressed_air,none,52.21,167.66,2.412,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-24T00:21:07,20,480.35,480.35,2.133,6.302,2.955,3.306,,,60.66,63.86,,32.58,31.29,47.28,14/12/10,112.8,0.581,35.9,6.8,,,,,61.92,25.531,89.75,64.72,,0.277,0.0631,187.43,0.9895,normal,-0.00158558,0.0069,False,adhesive_wear,none,A_healthy,0.0258,0.0156,1.0,,138.88,162.09,18119.65,14939.28,9710.53,20168.03,particle_filter,3180.37,3153.98,4761.0,0.0001,0.0007,0.0123,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-03-31T05:59:29,2019-11-04T02:44:21,mixed,False,master_technician,False,32.0,,,none,none,176702.26,7480142.07,47649.51,8835.11,40.22,21889.89,21.12,99.904,83.801,3174.2,3.78,2.424,378,False,False,cyclic_fatigue,63.47,78.86,20,0,0,0,oil_hydraulic,particulate_mild,34.41,38.03,0.178,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-24T23:13:33,21,503.23,503.23,1.925,6.118,3.179,2.91,,,56.54,67.02,,32.58,34.44,48.35,14/12/10,87.3,0.377,58.7,15.1,,,,,59.76,24.047,89.5,64.26,,0.334,0.0564,18.6,0.9741,normal,-0.0045708,0.0,False,adhesive_wear,none,A_healthy,0.0271,0.0117,1.0,,259.18,162.82,18096.77,19849.62,12902.25,26796.99,weibull_regression,-1752.84,1715.49,4761.0,0.0001,0.0007,0.0125,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-07-12T12:02:07,2020-04-26T23:24:07,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,76542.96,8835.11,30.14,21889.89,41.23,99.812,83.97,3174.2,3.78,4.753,378,False,False,cyclic_fatigue,68.95,89.7,21,1,0,0,water,particulate_mild,67.79,53.29,3.202,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-25T22:05:59,22,526.1,526.1,1.787,5.749,3.218,2.807,,,57.07,69.23,,32.58,36.65,45.34,14/12/10,176.9,0.395,14.3,1.8,,,,,62.82,25.499,90.85,65.3,,0.255,0.0225,36.77,0.9786,normal,-0.00427716,0.0,False,adhesive_wear,none,A_healthy,0.0283,0.0028,1.0,,221.68,165.53,18073.9,16975.63,11034.16,22917.1,particle_filter,1098.27,956.83,4761.0,0.0001,0.0008,0.0127,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-05-14T13:54:50,2020-01-17T03:23:02,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,85429.32,8835.11,43.34,21889.89,18.66,99.915,87.112,3174.2,3.78,1.495,378,False,False,cyclic_fatigue,70.22,73.81,22,1,0,0,gas_compressed_air,none,21.98,95.75,1.621,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-26T20:58:25,23,548.97,548.97,1.943,6.629,3.413,2.88,,,61.94,58.17,,32.58,25.59,44.96,13/11/9,100.8,0.419,14.8,2.6,,,,,60.63,24.131,90.05,63.53,,0.367,0.0313,89.36,0.9976,normal,-0.00022917,0.025,False,adhesive_wear,none,A_healthy,0.0295,0.0054,1.0,,71.66,137.6,18051.03,22363.56,14536.31,30190.8,physics_informed_nn,-4312.53,3703.69,4761.0,0.0002,0.0008,0.0129,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-09-04T18:45:08,2020-07-26T21:59:49,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,61096.8,8835.11,34.95,21889.89,15.82,99.928,82.573,3174.2,3.78,1.281,378,False,False,cyclic_fatigue,57.07,93.75,23,0,0,0,steam,none,74.39,23.79,0.474,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-27T19:50:51,24,571.85,571.85,1.905,7.535,3.955,3.5,,,61.59,64.17,,32.58,31.6,48.74,14/12/10,95.5,0.388,35.3,3.9,,,,,60.74,23.852,90.07,61.7,,0.167,0.1553,45.01,0.9823,normal,-0.00353881,0.0331,False,adhesive_wear,none,A_healthy,0.0307,0.0069,1.0,,263.24,164.69,18028.15,15784.15,10259.7,21308.6,xgboost_gradient,2244.0,2687.92,4761.0,0.0002,0.0008,0.0131,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-04-21T15:55:20,2019-12-07T20:22:29,mixed,False,apprentice,False,9.0,,,none,none,176702.26,7480142.07,37161.89,8835.11,20.02,21889.89,5.08,99.977,89.145,3174.2,3.78,3.855,378,False,False,cyclic_fatigue,64.69,76.27,24,1,0,0,water,none,50.65,56.91,6.122,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-28T18:43:17,25,594.72,594.72,1.928,6.045,3.136,2.84,,,56.98,67.41,,32.58,34.83,48.16,13/11/9,78.6,0.372,37.3,5.2,,,,,60.45,23.282,88.36,65.21,,0.587,0.0019,381.92,0.9923,normal,0.00056398,0.0097,False,adhesive_wear,none,A_healthy,0.032,0.0098,1.0,,83.56,156.11,18005.28,20150.9,13098.09,27203.72,particle_filter,-2145.62,2282.06,4761.0,0.0002,0.0009,0.0133,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-07-22T14:10:21,2020-05-11T10:59:17,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,70852.36,8835.11,39.41,21889.89,23.96,99.891,80.861,3174.2,3.78,7.751,378,False,False,cyclic_fatigue,62.51,88.54,25,1,0,0,oil_hydraulic,none,43.98,2.85,1.04,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-29T17:35:43,26,617.6,617.6,2.252,6.344,2.817,2.772,,,61.51,60.53,,32.58,27.95,46.69,13/11/9,138.7,0.378,18.2,5.0,,,,,61.93,23.767,89.13,63.11,,0.183,0.0685,217.2,0.9968,normal,0.00454133,0.0303,False,adhesive_wear,erosion,A_healthy,0.0332,0.0045,1.0,,74.21,136.15,17982.4,20272.16,13176.9,27367.41,physics_informed_nn,-2289.75,2748.54,4761.0,0.0002,0.0009,0.0136,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-07-26T01:40:29,2020-05-16T16:55:49,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,66718.78,8835.11,32.37,21889.89,8.24,99.962,79.745,3174.2,3.78,3.583,378,False,False,cyclic_fatigue,57.51,100.69,26,2,0,0,gas_compressed_air,none,32.08,10.77,1.976,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-30T16:28:09,27,640.47,640.47,2.168,7.391,3.408,2.941,,,55.17,62.35,,32.58,29.78,47.86,13/11/9,63.0,0.325,12.4,2.5,,,,,61.82,23.626,90.75,65.2,,0.422,0.0177,66.94,0.9977,normal,0.00382032,0.0289,False,adhesive_wear,none,A_healthy,0.0344,0.01,1.0,,59.52,132.34,17959.53,16376.23,10644.55,22107.91,xgboost_gradient,1583.3,1462.33,4761.0,0.0002,0.0009,0.0138,2.667,17630.0,0.9999,1e-06,False,none,none,,,,,,2019-05-06T20:34:58,2019-12-31T16:15:44,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,29641.72,8835.11,51.55,21889.89,4.67,99.979,87.489,3174.2,3.78,6.973,378,False,False,cyclic_fatigue,63.07,92.88,27,1,0,0,steam,none,62.87,9.88,3.369,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-05-31T15:20:35,28,663.34,663.34,1.742,7.633,4.38,3.217,,,56.66,62.57,,32.58,29.99,48.26,14/12/10,231.8,0.316,36.6,9.3,,,,,59.78,24.89,90.73,67.88,,0.096,0.0336,139.81,1.0,normal,0.00047981,0.0121,False,adhesive_wear,none,A_healthy,0.0357,0.0158,1.0,,50.84,136.6,17936.66,19561.36,12714.88,26407.84,particle_filter,-1624.7,1548.08,4761.0,0.0002,0.001,0.014,2.667,17630.0,0.9998,1e-06,False,none,none,,,,,,2019-07-13T04:01:23,2020-04-23T10:29:56,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,66668.23,8835.11,34.34,21889.89,20.17,99.908,79.623,3174.2,3.78,2.173,378,False,False,cyclic_fatigue,71.64,86.75,28,1,0,0,oil_process,none,42.23,54.39,0.622,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-01T14:13:01,29,686.22,686.22,1.834,7.053,3.846,3.154,,,56.79,65.95,,32.58,33.38,44.51,14/12/10,71.8,0.346,31.6,8.6,,,,,60.97,23.264,89.93,66.55,,0.212,0.0925,290.65,0.988,normal,0.00114187,0.0206,False,adhesive_wear,none,A_healthy,0.0369,0.0291,1.0,,212.16,146.84,17913.78,13803.49,8972.27,18634.72,kalman_filter,4110.29,4488.07,4761.0,0.0002,0.001,0.0142,2.667,17630.0,0.9998,1e-06,False,none,none,,,,,,2019-03-16T03:57:49,2019-10-03T11:11:11,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,61791.11,8835.11,51.58,21889.89,11.29,99.948,85.651,3174.2,3.78,3.391,378,False,False,cyclic_fatigue,54.53,87.01,29,1,0,0,steam,particulate_severe,32.27,25.12,1.42,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-02T13:05:27,30,709.09,709.09,1.83,7.87,4.3,3.387,,,55.12,59.76,,32.58,27.19,47.15,15/13/11,89.4,0.684,23.4,4.4,,,,,59.32,24.187,88.04,67.42,,0.177,0.0137,38.17,0.9929,normal,0.00012085,0.0,False,adhesive_wear,erosion,A_healthy,0.0381,0.0017,1.0,,228.13,151.39,17890.91,19037.78,12374.56,25701.01,xgboost_gradient,-1146.87,1391.18,4761.0,0.0002,0.001,0.0145,2.667,17630.0,0.9998,1e-06,False,none,none,,,,,,2019-07-04T03:58:56,2020-04-06T19:12:23,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,35613.29,8835.11,57.31,21889.89,7.62,99.965,81.918,3174.2,3.78,2.767,378,False,False,cyclic_fatigue,56.24,90.47,30,1,0,0,gas_compressed_air,particulate_mild,45.91,17.23,1.703,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-03T11:57:53,31,731.96,731.96,2.26,6.601,2.921,2.985,,,59.76,62.34,,32.58,29.77,46.73,13/11/9,74.2,0.329,31.7,6.7,,,,,61.0,25.074,90.63,63.44,,0.497,0.0024,35.77,0.9939,normal,-0.00059232,0.0,False,adhesive_wear,none,A_healthy,0.0394,0.0205,1.0,,123.63,149.0,17868.04,15726.92,10222.5,21231.35,xgboost_gradient,2141.11,2124.13,4761.0,0.0002,0.0011,0.0147,2.667,17630.0,0.9998,1e-06,False,none,none,,,,,,2019-04-27T03:25:38,2019-12-12T11:51:03,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,29379.61,8835.11,41.5,21889.89,14.94,99.932,90.753,3174.2,3.78,5.702,378,False,False,cyclic_fatigue,72.57,86.18,31,0,0,0,oil_hydraulic,none,63.26,88.29,0.357,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-04T10:50:19,32,754.84,754.84,1.89,8.262,4.371,2.704,,,61.84,63.44,,32.58,30.86,46.03,13/11/9,57.5,0.497,28.2,4.0,,,,,61.52,23.811,88.94,61.58,,1.104,0.0448,6.97,0.9983,normal,0.00012262,0.019,False,adhesive_wear,electrical_pitting,A_healthy,0.0406,0.0276,1.0,,187.64,146.04,17845.16,20310.72,13201.97,27419.47,kalman_filter,-2465.56,2992.94,4761.0,0.0002,0.0011,0.0149,2.667,17630.0,0.9998,1e-06,False,none,none,,,,,,2019-08-01T14:11:53,2020-05-23T18:56:59,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,67129.37,8835.11,34.79,21889.89,7.55,99.966,87.181,3174.2,3.78,3.784,378,False,False,cyclic_fatigue,66.24,92.63,32,1,0,0,water,particulate_severe,66.65,119.29,0.095,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-05T09:42:45,33,777.71,777.71,1.951,8.575,4.395,3.099,,,57.54,63.77,,32.58,31.19,46.94,13/11/9,100.9,0.32,17.1,4.2,,,,,61.84,23.89,89.67,65.59,,0.648,0.0347,59.21,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0418,0.0107,1.0,,70.04,132.58,17822.29,19759.6,12843.74,26675.46,kalman_filter,-1937.31,2472.66,4761.0,0.0003,0.0012,0.0152,2.667,17630.0,0.9998,1e-06,False,none,none,,,,,,2019-07-22T01:30:44,2020-05-05T05:22:19,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,56319.38,8835.11,47.4,21889.89,13.72,99.937,78.107,3174.2,3.78,4.805,378,False,False,cyclic_fatigue,62.19,77.61,33,1,0,0,water,particulate_severe,22.52,12.33,1.952,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-06T08:35:11,34,800.59,800.59,1.75,5.365,3.066,3.312,,,60.4,64.74,,32.58,32.17,46.05,13/11/9,58.9,0.389,13.9,3.0,,,,,60.11,23.208,89.6,64.99,,1.019,0.0237,41.66,0.9957,normal,0.00154531,0.0,False,adhesive_wear,none,A_healthy,0.043,0.0102,1.0,,110.13,154.12,17799.41,19483.36,12664.18,26302.54,particle_filter,-1683.95,2051.96,4761.0,0.0003,0.0012,0.0154,2.667,17630.0,0.9997,1e-06,False,none,none,,,,,,2019-07-17T06:16:00,2020-04-26T09:26:35,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,48379.08,8835.11,30.33,21889.89,12.3,99.944,90.954,3174.2,3.78,7.65,378,False,False,cyclic_fatigue,63.83,78.52,34,1,0,0,none,none,58.25,0.49,1.336,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-07T07:27:37,35,823.46,823.46,1.75,5.261,3.006,2.681,,,53.68,64.22,,32.58,31.64,45.22,13/11/9,61.1,0.462,19.9,5.9,,,,,60.16,24.65,90.94,65.47,,0.367,0.057,187.83,0.9937,normal,0.00016398,0.0,False,adhesive_wear,none,A_healthy,0.0443,0.0091,1.0,,191.33,139.44,17776.54,14908.42,9690.47,20126.36,xgboost_gradient,2868.12,2391.62,4761.0,0.0003,0.0012,0.0156,2.667,17630.0,0.9997,1e-06,False,none,none,,,,,,2019-04-13T21:40:05,2019-11-17T07:36:48,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,48487.61,8835.11,33.94,21889.89,19.89,99.909,78.808,3174.2,3.78,5.149,378,False,False,cyclic_fatigue,64.0,69.64,35,2,0,0,oil_process,none,49.46,39.2,1.631,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-08T06:20:03,36,846.33,846.33,1.906,6.791,3.564,2.423,,,58.67,61.19,,32.58,28.61,46.35,14/12/10,65.3,0.384,22.4,3.5,,,,,60.61,23.093,89.7,65.93,,0.11,0.083,150.94,0.9894,normal,-0.0008925,0.0,False,adhesive_wear,none,A_healthy,0.0455,0.0155,1.0,,112.06,150.36,17753.67,15889.15,10327.95,21450.35,xgboost_gradient,1864.51,2049.87,4761.0,0.0003,0.0013,0.0159,2.667,17630.0,0.9997,1e-06,False,none,none,,,,,,2019-05-05T06:54:36,2019-12-23T00:06:47,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,44726.01,8835.11,48.08,21889.89,11.53,99.947,87.066,3174.2,3.78,1.54,378,False,False,cyclic_fatigue,52.19,86.4,36,2,0,0,water,particulate_mild,89.15,50.08,0.851,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-09T05:12:30,37,869.21,869.21,1.98,6.3,3.182,3.464,,,61.77,61.1,,32.58,28.52,48.04,14/12/10,92.6,0.454,24.6,4.3,,,,,59.91,23.887,89.99,66.59,,0.109,0.1634,41.15,0.9916,normal,-0.00135295,0.0,False,adhesive_wear,none,A_healthy,0.0467,0.0263,1.0,,131.28,144.39,17730.79,16613.67,10798.88,22428.45,particle_filter,1117.12,932.17,4761.0,0.0003,0.0013,0.0161,2.667,17630.0,0.9997,1e-06,False,none,none,,,,,,2019-05-21T08:02:31,2020-01-18T14:49:32,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,65006.04,8835.11,41.39,21889.89,7.41,99.966,82.049,3174.2,3.78,2.724,378,False,False,cyclic_fatigue,55.6,84.44,37,2,0,0,oil_process,none,20.25,92.34,3.096,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-10T04:04:56,38,892.08,892.08,1.842,5.774,3.135,2.838,,,58.94,62.57,,32.58,30.0,47.41,13/11/9,184.4,0.344,19.0,2.6,,,,,60.22,23.143,89.48,66.52,,0.16,0.0079,79.27,1.0,normal,0.0,0.0339,False,adhesive_wear,cavitation,A_healthy,0.048,0.0143,1.0,,150.42,128.16,17707.92,19466.74,12653.38,26280.11,weibull_regression,-1758.83,2208.07,4761.0,0.0003,0.0013,0.0163,2.667,17630.0,0.9997,1.05e-06,False,none,none,,,,,,2019-07-20T17:27:16,2020-04-29T14:48:54,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,64878.78,8835.11,42.17,21889.89,16.38,99.925,84.942,3174.2,3.78,2.847,378,False,False,cyclic_fatigue,58.11,80.76,38,2,0,0,water,none,80.14,82.85,1.495,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-11T02:57:22,39,914.96,914.96,2.383,10.924,4.584,2.751,,,60.48,66.67,,32.58,34.1,47.66,13/11/9,150.0,0.37,19.9,2.2,,,,,61.31,24.6,89.45,67.19,,0.299,0.0006,90.05,0.9801,normal,-0.00312686,0.0252,False,adhesive_wear,none,A_healthy,0.0492,0.0167,1.0,,363.87,166.6,17685.04,19643.37,12768.19,26518.55,weibull_regression,-1958.33,1784.4,4761.0,0.0003,0.0014,0.0166,2.667,17630.0,0.9996,1.09e-06,False,none,none,,,,,,2019-07-25T08:38:31,2020-05-06T19:49:19,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,35957.16,8835.11,52.13,21889.89,26.36,99.88,85.777,3174.2,3.78,3.557,378,False,False,cyclic_fatigue,64.42,83.63,39,3,0,0,oil_hydraulic,particulate_mild,42.38,41.79,0.888,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-12T01:49:48,40,937.83,937.83,1.812,5.498,3.034,3.42,,,62.48,66.49,,32.58,33.91,45.13,13/11/9,83.9,0.365,16.2,4.1,,,,,61.25,25.4,89.31,63.57,,0.242,0.0526,205.69,0.9906,normal,-0.00062862,0.0275,False,adhesive_wear,none,A_healthy,0.0504,0.0106,1.0,,182.01,168.21,17662.17,14365.84,9337.8,19393.89,weibull_regression,3296.33,3778.09,4761.0,0.0003,0.0014,0.0168,2.667,17630.0,0.9996,1.14e-06,False,none,none,,,,,,2019-04-07T08:45:07,2019-11-02T20:47:50,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,57076.9,8835.11,40.66,21889.89,4.03,99.982,83.81,3174.2,3.78,5.687,378,False,False,cyclic_fatigue,65.94,98.03,40,1,0,0,oil_hydraulic,particulate_mild,47.19,41.16,4.579,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-13T00:42:14,41,960.7,960.7,1.936,7.229,3.734,3.326,,,60.84,63.11,,32.58,30.53,47.46,14/12/10,92.1,0.401,63.9,12.7,,,,,58.98,24.654,89.11,63.1,,0.857,0.0456,13.97,0.9918,normal,0.00048459,0.0,False,adhesive_wear,none,A_healthy,0.0517,0.0245,1.0,,119.46,146.89,17639.3,16654.61,10825.5,22483.72,physics_informed_nn,984.69,1085.18,4761.0,0.0003,0.0015,0.0171,2.667,17630.0,0.9996,1.18e-06,False,none,none,,,,,,2019-05-26T00:00:31,2020-01-23T21:07:19,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,34559.8,8835.11,36.53,21889.89,17.75,99.919,92.079,3174.2,3.78,1.243,378,False,False,cyclic_fatigue,63.95,82.6,41,2,0,0,gas_compressed_air,none,85.57,20.31,0.559,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-13T23:34:40,42,983.58,983.58,2.09,8.971,4.292,2.909,,,56.66,66.41,,32.58,33.84,46.72,14/12/10,87.2,0.511,21.0,4.6,,,,,61.48,23.657,87.77,65.48,,0.979,0.0021,24.86,0.9931,normal,0.00030938,0.0571,False,adhesive_wear,none,A_healthy,0.0529,0.013,1.0,,71.51,154.62,17616.42,21011.24,13657.31,28365.18,lstm_sequence,-3394.82,4225.03,4761.0,0.0004,0.0015,0.0173,2.667,17630.0,0.9995,1.23e-06,False,none,none,,,,,,2019-08-25T17:11:55,2020-06-27T03:07:59,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,52295.64,8835.11,53.11,21889.89,11.66,99.947,91.521,3174.2,3.78,6.676,378,False,False,cyclic_fatigue,56.86,106.59,42,3,0,0,gas_compressed_air,chemical_contamination,87.26,35.85,5.187,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-14T22:27:06,43,1006.45,1006.45,1.831,4.876,2.663,2.03,,,56.41,59.54,,32.58,26.97,45.91,13/11/9,65.0,0.343,38.6,9.7,,,,,61.22,25.06,89.98,67.45,,0.197,0.0737,264.71,0.9957,normal,-0.00086341,0.0,False,adhesive_wear,none,A_healthy,0.0541,0.0069,1.0,,74.75,141.1,17593.55,19473.03,12657.47,26288.59,lstm_sequence,-1879.48,2232.66,4761.0,0.0004,0.0016,0.0176,2.667,17630.0,0.9995,1.28e-06,False,none,none,,,,,,2019-07-25T14:58:03,2020-05-04T14:31:42,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,63195.69,8835.11,41.1,21889.89,13.26,99.939,81.533,3174.2,3.78,1.875,378,False,False,cyclic_fatigue,55.18,81.5,43,1,0,0,water,particulate_mild,66.51,51.17,3.326,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-15T21:19:32,44,1029.33,1029.33,1.798,4.528,2.518,2.427,,,60.14,64.25,,32.58,31.68,44.1,13/11/9,65.2,0.446,35.0,4.6,,,,,60.28,23.893,90.81,65.99,,0.401,0.0015,76.13,0.9828,normal,0.00054354,0.0,False,adhesive_wear,none,A_healthy,0.0553,0.031,1.0,,375.35,139.79,17570.67,19333.5,12566.78,26100.23,lstm_sequence,-1762.83,1501.03,4761.0,0.0004,0.0016,0.0178,2.667,17630.0,0.9995,1.33e-06,False,none,none,,,,,,2019-07-23T16:04:32,2020-04-30T14:48:02,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,85656.1,8835.11,56.44,21889.89,15.07,99.931,87.002,3174.2,3.78,2.129,378,False,False,cyclic_fatigue,56.78,77.52,44,2,0,0,oil_process,particulate_mild,65.72,68.75,2.034,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-16T20:11:58,45,1052.2,1052.2,1.92,7.908,4.118,2.876,,,59.11,64.49,,32.58,31.92,45.79,14/12/10,86.0,0.466,50.1,9.2,,,,,60.55,23.98,89.65,63.52,,0.848,0.1017,609.63,0.977,normal,-0.00272572,0.0,False,adhesive_wear,none,A_healthy,0.0566,0.0328,1.0,,314.76,160.66,17547.8,15497.51,10073.38,20921.63,kalman_filter,2050.3,2412.92,4761.0,0.0004,0.0016,0.0181,2.667,17630.0,0.9995,1.38e-06,False,none,none,,,,,,2019-05-05T16:57:07,2019-12-17T17:04:43,mixed,False,journeyman,False,40.0,,,none,none,176702.26,7480142.07,82242.16,8835.11,20.63,21889.89,19.31,99.912,83.268,3174.2,3.78,7.919,378,False,False,cyclic_fatigue,65.5,95.58,45,2,0,0,none,none,84.31,89.18,1.915,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-17T19:04:24,46,1075.07,1075.07,1.815,8.253,4.546,3.142,,,59.35,68.91,,32.58,36.34,45.32,14/12/10,102.7,0.816,123.2,35.2,,,,,61.19,24.028,89.29,65.32,,0.992,0.0468,51.58,0.9707,normal,-0.00423373,0.0,False,adhesive_wear,none,A_healthy,0.0578,0.0247,1.0,,429.62,140.9,17524.93,19466.64,12653.32,26279.96,xgboost_gradient,-1941.71,2508.18,4761.0,0.0004,0.0017,0.0183,2.667,17630.0,0.9994,1.43e-06,False,none,none,,,,,,2019-07-28T08:23:36,2020-05-07T05:43:03,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,59037.92,8835.11,25.98,21889.89,5.16,99.976,81.425,3174.2,3.78,6.167,378,False,False,cyclic_fatigue,69.21,91.7,46,3,1,0,none,none,56.07,5.47,2.199,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-18T17:56:50,47,1097.95,1097.95,2.043,6.573,3.217,3.573,,,57.17,61.79,,32.58,29.21,44.87,13/11/9,170.9,0.374,19.0,5.2,,,,,60.34,25.302,91.07,64.77,,0.153,0.0176,6.08,1.0,normal,0.00137779,0.0211,False,adhesive_wear,none,A_healthy,0.059,0.0199,1.0,,135.03,159.24,17502.05,14106.38,9169.14,19043.61,lstm_sequence,3395.68,3160.09,4761.0,0.0004,0.0017,0.0186,2.667,17630.0,0.9994,1.48e-06,False,none,none,,,,,,2019-04-08T15:08:08,2019-10-31T08:22:03,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,36240.66,8835.11,28.63,21889.89,8.25,99.962,84.961,3174.2,3.78,1.784,378,False,False,cyclic_fatigue,54.42,77.53,47,2,0,1,water,none,22.13,2.36,7.486,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-19T16:49:16,48,1120.82,1120.82,1.868,6.622,3.545,3.253,,,60.88,63.93,,32.58,31.36,44.31,14/12/10,217.3,0.499,36.1,10.3,,,,,59.46,22.982,87.0,63.92,,0.939,0.0049,100.29,0.9659,normal,-0.0059575,0.0291,False,adhesive_wear,fatigue_spalling,A_healthy,0.0603,0.0159,1.0,,570.35,167.91,17479.18,19345.2,12574.38,26116.01,xgboost_gradient,-1866.02,1688.36,4761.0,0.0004,0.0018,0.0188,2.667,17630.0,0.9994,1.53e-06,False,none,none,,,,,,2019-07-27T17:25:08,2020-05-04T20:14:14,mixed,False,master_technician,False,42.0,,,none,none,176702.26,7480142.07,42396.12,8835.11,40.38,21889.89,11.93,99.946,86.057,3174.2,3.78,2.094,378,False,False,cyclic_fatigue,56.05,88.03,48,3,0,0,water,none,42.35,34.7,1.715,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-20T15:41:42,49,1143.7,1143.7,1.982,7.529,3.798,2.695,,,64.17,62.17,,32.58,29.59,44.17,14/12/10,107.8,0.417,51.5,8.5,,,,,61.2,24.983,89.21,68.31,,0.288,0.1086,14.47,0.9857,normal,0.00057815,0.01,False,adhesive_wear,none,A_healthy,0.0615,0.0292,1.0,,179.95,162.61,17456.3,16640.8,10816.52,22465.08,xgboost_gradient,815.51,737.79,4761.0,0.0004,0.0018,0.0191,2.667,17630.0,0.9993,1.58e-06,False,none,none,,,,,,2019-06-02T08:05:41,2020-01-31T00:22:28,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,50509.19,8835.11,24.6,21889.89,17.37,99.921,86.548,3174.2,3.78,7.927,378,False,False,cyclic_fatigue,63.11,87.71,49,1,0,0,oil_process,chemical_contamination,27.37,60.53,1.41,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-21T14:34:08,50,1166.57,1166.57,2.164,8.778,4.057,3.241,,,61.29,63.57,,32.58,31.0,45.09,14/12/10,81.8,0.407,26.2,4.2,,,,,62.0,23.601,89.47,69.36,,1.75,0.0275,83.93,0.9956,normal,0.00373637,0.0017,False,adhesive_wear,cavitation,A_healthy,0.0627,0.0373,1.0,,51.53,140.41,17433.43,19305.09,12548.31,26061.87,physics_informed_nn,-1871.66,2423.54,4761.0,0.0005,0.0019,0.0194,2.667,17630.0,0.9993,1.64e-06,False,none,none,,,,,,2019-07-28T19:06:47,2020-05-05T07:53:37,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,51970.88,8835.11,37.07,21889.89,14.6,99.933,81.86,3174.2,3.78,2.553,378,False,False,cyclic_fatigue,62.15,91.39,50,2,0,1,oil_process,none,55.09,4.98,1.319,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-22T13:26:34,51,1189.44,1189.44,2.026,9.159,4.521,2.938,,,62.42,66.9,,32.58,34.32,48.55,13/11/9,91.5,0.54,32.9,9.5,,,,,61.14,24.972,88.57,66.77,,1.207,0.034,2.84,0.9642,normal,-0.00130066,0.022,False,adhesive_wear,none,A_healthy,0.0639,0.0276,1.0,,444.8,146.28,17410.56,19549.22,12706.99,26391.45,lstm_sequence,-2138.66,2028.89,4761.0,0.0005,0.0019,0.0196,2.667,17630.0,0.9992,1.69e-06,False,none,none,,,,,,2019-08-03T20:03:11,2020-05-14T22:16:48,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,29928.14,8835.11,21.8,21889.89,8.87,99.96,78.667,3174.2,3.78,7.836,378,False,False,cyclic_fatigue,58.89,90.23,51,4,0,0,water,particulate_mild,72.56,4.18,1.05,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-23T12:19:00,52,1212.32,1212.32,2.132,9.387,4.403,3.102,,,52.78,61.61,,32.58,29.04,46.49,14/12/10,146.0,0.415,30.1,8.6,,,,,61.41,25.776,89.77,68.23,,0.137,0.0002,4.94,1.0,normal,-8.14e-06,0.0,False,adhesive_wear,none,A_healthy,0.0652,0.0201,1.0,,79.86,152.37,17387.68,15632.86,10161.36,21104.37,xgboost_gradient,1754.82,1689.97,4761.0,0.0005,0.002,0.0199,2.667,17630.0,0.9992,1.74e-06,False,none,none,,,,,,2019-05-15T04:44:55,2019-12-29T04:15:04,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,26770.23,8835.11,37.17,21889.89,9.95,99.955,83.793,3174.2,3.78,7.324,378,False,False,cyclic_fatigue,52.67,79.41,52,4,0,0,water,chemical_contamination,42.38,2.91,2.908,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-24T11:11:26,53,1235.19,1235.19,2.074,6.34,3.057,3.251,,,58.83,65.23,,32.58,32.65,43.53,13/11/9,94.2,0.554,26.8,5.5,,,,,58.86,23.028,89.84,64.95,,0.844,0.0229,135.1,0.9758,normal,0.00198116,0.0019,False,adhesive_wear,none,A_healthy,0.0664,0.0428,1.0,,305.47,152.69,17364.81,20245.12,13159.33,27330.92,kalman_filter,-2880.31,2805.48,4761.0,0.0005,0.002,0.0201,2.667,17630.0,0.9992,1.8e-06,False,none,none,,,,,,2019-08-20T05:45:07,2020-06-10T11:32:42,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,52012.02,8835.11,56.66,21889.89,12.31,99.944,87.347,3174.2,3.78,7.042,378,False,False,cyclic_fatigue,69.32,68.46,53,1,1,0,water,none,54.27,23.75,0.154,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-25T10:03:52,54,1258.06,1258.06,2.143,5.822,2.716,2.721,,,59.71,63.21,,32.58,30.63,48.73,14/12/10,87.9,0.447,24.5,5.2,,,,,61.04,23.273,87.08,64.07,,0.474,0.0071,59.29,0.98,normal,-0.0011369,0.0,False,adhesive_wear,none,A_healthy,0.0676,0.0157,1.0,,250.85,154.96,17341.94,18488.09,12017.26,24958.93,lstm_sequence,-1146.16,1024.58,4761.0,0.0005,0.002,0.0204,2.667,17630.0,0.9991,1.86e-06,False,none,none,,,,,,2019-07-15T14:06:41,2020-04-10T04:56:39,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,28871.2,8835.11,41.35,21889.89,9.8,99.955,85.989,3174.2,3.78,6.45,378,False,False,cyclic_fatigue,59.88,85.63,54,4,2,0,oil_process,none,71.24,115.61,5.761,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-26T08:56:18,55,1280.94,1280.94,1.943,8.024,4.129,3.404,,,60.16,61.76,,32.58,29.19,47.32,14/12/10,63.6,0.342,55.8,12.7,,,,,60.38,23.762,89.44,61.73,,0.381,0.0163,102.22,0.9938,normal,-0.00035835,0.0,False,adhesive_wear,cavitation,A_healthy,0.0689,0.0304,1.0,,128.36,142.77,17319.06,20266.16,13173.0,27359.32,lstm_sequence,-2947.1,3185.86,4761.0,0.0005,0.0021,0.0207,2.667,17630.0,0.9991,1.91e-06,False,none,none,,,,,,2019-08-22T14:01:05,2020-06-13T03:10:26,mixed,False,specialist,False,12.0,,,none,none,176702.26,7480142.07,27170.34,8835.11,37.79,21889.89,12.55,99.943,89.844,3174.2,3.78,1.147,378,False,False,cyclic_fatigue,52.68,92.4,55,2,0,0,oil_hydraulic,particulate_mild,29.79,39.95,0.509,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-27T07:48:45,56,1303.81,1303.81,2.125,6.281,2.956,2.839,,,62.29,60.71,,32.58,28.13,48.81,13/11/9,54.8,0.311,44.0,8.1,,,,,60.67,24.072,90.18,65.34,,0.002,0.0323,84.32,1.0,normal,0.00716979,0.0268,False,adhesive_wear,none,A_healthy,0.0701,0.0228,1.0,,94.53,148.13,17296.19,13688.98,8897.84,18480.12,weibull_regression,3607.21,4599.38,4761.0,0.0005,0.0021,0.0209,2.667,17630.0,0.999,1.97e-06,False,none,none,,,,,,2019-04-08T12:18:04,2019-10-25T03:26:35,mixed,False,apprentice,True,,,,none,none,176702.26,7480142.07,27053.18,8835.11,38.88,21889.89,8.4,99.962,84.171,3174.2,3.78,2.838,378,False,False,cyclic_fatigue,66.7,80.11,56,2,0,1,gas_compressed_air,none,39.24,1.17,1.06,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-28T06:41:11,57,1326.69,1326.69,1.92,5.408,2.817,3.361,,,62.71,63.92,,32.58,31.34,46.0,13/11/9,86.9,0.549,22.1,3.0,,,,,62.44,25.774,90.73,64.24,,0.955,0.1016,177.1,0.9872,normal,-0.00254321,0.0,False,adhesive_wear,none,A_healthy,0.0713,0.0295,1.0,,155.78,137.27,17273.31,19845.75,12899.74,26791.77,lstm_sequence,-2572.44,3106.27,4761.0,0.0006,0.0022,0.0212,2.667,17630.0,0.999,2.03e-06,False,none,none,,,,,,2019-08-15T17:33:45,2020-05-31T03:34:33,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,53038.65,8835.11,38.08,21889.89,13.62,99.938,86.34,3174.2,3.78,1.576,378,False,False,cyclic_fatigue,61.21,78.64,57,3,0,0,steam,none,62.39,69.51,0.777,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-29T05:33:37,58,1349.56,1349.56,2.19,6.889,3.145,3.286,,,63.57,59.6,,32.58,27.02,47.96,13/11/9,101.2,0.467,39.0,5.7,,,,,60.88,25.55,88.89,61.52,,0.272,0.04,74.01,0.9835,normal,0.00153962,0.0181,False,adhesive_wear,none,A_healthy,0.0726,0.0145,1.0,,484.51,138.33,17250.44,15694.03,10201.12,21186.95,particle_filter,1556.41,1835.39,4761.0,0.0006,0.0022,0.0215,2.667,17630.0,0.9989,2.09e-06,False,none,none,,,,,,2019-05-22T04:34:37,2020-01-06T01:29:19,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,34475.11,8835.11,22.85,21889.89,18.25,99.917,84.199,3174.2,3.78,3.246,378,False,False,cyclic_fatigue,58.48,80.18,58,1,0,0,oil_hydraulic,none,82.53,44.93,0.683,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-06-30T04:26:03,59,1372.43,1372.43,2.203,7.542,3.423,3.235,,,56.96,65.4,,32.58,32.83,45.72,13/11/9,172.8,0.434,31.7,7.4,,,,,60.38,23.352,90.66,64.25,,0.417,0.007,64.39,0.9892,normal,0.00184324,0.0,False,adhesive_wear,none,A_healthy,0.0738,0.0202,1.0,,192.49,142.99,17227.57,15086.14,9805.99,20366.29,lstm_sequence,2141.43,2683.48,4761.0,0.0006,0.0023,0.0218,2.667,17630.0,0.9989,2.15e-06,False,none,none,,,,,,2019-05-10T11:30:12,2019-12-16T11:39:06,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,46984.03,8835.11,40.09,21889.89,21.98,99.9,88.078,3174.2,3.78,2.035,378,False,False,cyclic_fatigue,62.57,84.41,59,2,0,0,gas_compressed_air,none,48.61,131.96,1.149,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-01T03:18:29,60,1395.31,1395.31,2.026,5.317,2.625,3.305,,,56.99,61.29,,32.58,28.72,47.45,13/11/9,117.8,0.396,34.3,4.9,,,,,61.07,25.112,89.9,65.1,,0.28,0.0659,66.14,0.9773,normal,-0.00329956,0.0,False,adhesive_wear,none,A_healthy,0.075,0.0229,1.0,,341.64,142.41,17204.69,15901.91,10336.24,21467.58,xgboost_gradient,1302.78,1586.2,4761.0,0.0006,0.0023,0.022,2.667,17630.0,0.9988,2.21e-06,False,none,none,,,,,,2019-05-28T10:15:44,2020-01-15T07:55:49,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,58473.67,8835.11,35.08,21889.89,18.28,99.917,84.005,3174.2,3.78,6.464,378,False,False,cyclic_fatigue,63.17,75.31,60,5,0,0,steam,particulate_severe,45.53,29.09,1.601,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-02T02:10:55,61,1418.18,1418.18,1.877,7.413,3.949,3.119,,,62.43,68.49,,32.58,35.92,44.56,13/11/9,87.8,0.382,38.4,5.8,,,,,60.72,23.147,88.27,65.73,,0.273,0.0155,123.85,0.9737,normal,-0.00526761,0.0321,False,adhesive_wear,cavitation,A_healthy,0.0762,0.0345,1.0,,474.41,150.53,17181.82,20188.01,13122.2,27253.81,xgboost_gradient,-3006.19,2955.49,4761.0,0.0006,0.0024,0.0223,2.667,17630.0,0.9988,2.27e-06,False,none,none,,,,,,2019-08-26T16:11:04,2020-06-16T01:59:11,mixed,False,journeyman,False,89.0,,,none,none,176702.26,7480142.07,44408.39,8835.11,21.47,21889.89,10.87,99.95,84.884,3174.2,3.78,5.271,378,False,False,cyclic_fatigue,61.22,74.93,61,5,0,0,water,none,88.78,33.85,8.482,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-03T01:03:21,62,1441.06,1441.06,1.841,5.947,3.231,3.244,,,61.56,63.65,,32.58,31.07,44.88,13/11/9,110.1,0.389,30.7,8.9,,,,,62.09,24.394,88.93,64.73,,0.617,0.0994,170.4,0.9802,normal,-0.00140425,0.0,False,adhesive_wear,none,A_healthy,0.0775,0.0271,1.0,,314.99,148.92,17158.94,15571.02,10121.16,21020.88,physics_informed_nn,1587.92,1642.82,4761.0,0.0006,0.0024,0.0226,2.667,17630.0,0.9987,2.33e-06,False,none,none,,,,,,2019-05-23T10:34:01,2020-01-05T12:25:28,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,37749.39,8835.11,25.85,21889.89,12.43,99.943,80.49,3174.2,3.78,4.838,378,False,False,cyclic_fatigue,54.21,72.31,62,3,1,0,water,none,59.04,40.67,1.055,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-03T23:55:47,63,1463.93,1463.93,1.893,6.398,3.38,2.906,,,56.6,57.96,,32.58,25.38,47.77,14/12/10,99.2,0.627,20.2,3.5,,,,,60.05,23.93,90.18,68.88,,0.603,0.0686,95.93,0.9984,normal,0.00297159,0.0,False,adhesive_wear,none,A_healthy,0.0787,0.0464,1.0,,46.68,157.21,17136.07,15012.17,9757.91,20266.43,physics_informed_nn,2123.9,1938.53,4761.0,0.0007,0.0025,0.0229,2.667,17630.0,0.9987,2.39e-06,False,none,none,,,,,,2019-05-12T18:00:58,2019-12-17T16:16:36,mixed,False,journeyman,False,32.0,,,none,none,176702.26,7480142.07,40343.87,8835.11,22.94,21889.89,10.36,99.953,82.735,3174.2,3.78,5.741,378,False,False,cyclic_fatigue,53.9,78.45,63,2,0,0,gas_compressed_air,chemical_contamination,38.57,13.85,0.637,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-04T22:48:13,64,1486.8,1486.8,2.069,9.178,4.436,3.155,,,63.04,60.14,,32.58,27.57,48.25,14/12/10,61.6,0.605,38.8,7.5,,,,,61.69,25.517,89.0,66.47,,1.182,0.0107,93.8,0.9958,normal,0.00131375,0.0,False,adhesive_wear,none,A_healthy,0.0799,0.0481,1.0,,71.57,155.44,17113.2,19427.61,12627.94,26227.27,weibull_regression,-2314.41,2092.6,4761.0,0.0007,0.0025,0.0231,2.667,17630.0,0.9986,2.45e-06,False,none,none,,,,,,2019-08-13T16:36:26,2020-05-23T00:16:12,mixed,False,apprentice,True,,,,none,none,176702.26,7480142.07,87754.35,8835.11,32.89,21889.89,11.17,99.949,87.673,3174.2,3.78,5.22,378,False,False,cyclic_fatigue,48.9,88.86,64,1,0,1,oil_process,none,60.19,12.47,0.285,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-05T21:40:39,65,1509.68,1509.68,1.921,6.865,3.574,3.27,,,60.47,64.68,,32.58,32.1,45.91,13/11/9,85.2,0.708,58.2,15.8,,,,,60.2,24.03,88.7,63.91,,0.924,0.0421,133.34,0.9811,normal,0.00075965,0.0,False,adhesive_wear,none,A_healthy,0.0812,0.0344,1.0,,284.98,150.6,17090.32,18545.5,12054.57,25036.42,lstm_sequence,-1455.18,1618.37,4761.0,0.0007,0.0026,0.0234,2.667,17630.0,0.9986,2.51e-06,False,none,none,,,,,,2019-07-27T06:25:36,2020-04-22T17:21:04,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,87312.68,8835.11,48.16,21889.89,13.28,99.939,85.754,3174.2,3.78,3.585,378,False,False,cyclic_fatigue,65.84,93.11,65,5,0,1,oil_process,particulate_mild,38.84,95.2,9.115,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-06T20:33:05,66,1532.55,1532.55,1.847,8.155,4.416,2.707,,,61.3,61.63,,32.58,29.05,44.12,14/12/10,105.5,0.424,30.0,3.1,,,,,61.27,24.344,89.59,64.45,,0.268,0.1075,132.11,0.9787,normal,0.00101202,0.0185,False,adhesive_wear,none,A_healthy,0.0824,0.0445,1.0,,217.77,139.67,17067.45,16384.7,10650.06,22119.35,weibull_regression,682.75,610.86,4761.0,0.0007,0.0027,0.0237,2.667,17630.0,0.9985,2.58e-06,False,none,none,,,,,,2019-06-13T04:54:11,2020-02-07T03:32:57,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,67383.7,8835.11,32.54,21889.89,5.55,99.975,81.791,3174.2,3.78,3.428,378,False,False,cyclic_fatigue,56.71,83.63,66,5,0,0,oil_process,particulate_severe,68.99,186.33,7.989,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-07T19:25:31,67,1555.43,1555.43,2.086,8.82,4.228,3.476,,,65.75,61.19,,32.58,28.62,45.63,13/11/9,63.7,0.399,47.6,12.0,,,,,59.96,23.435,88.25,66.13,,0.492,0.0372,128.66,0.9847,normal,0.00089046,0.0,False,adhesive_wear,erosion,A_healthy,0.0836,0.0288,1.0,,187.17,150.21,17044.57,19155.99,12451.39,25860.58,physics_informed_nn,-2111.41,2113.6,4761.0,0.0007,0.0027,0.024,2.667,17630.0,0.9985,2.64e-06,False,none,none,,,,,,2019-08-10T21:25:11,2020-05-16T06:00:57,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,51033.87,8835.11,43.8,21889.89,10.44,99.952,86.506,3174.2,3.78,3.896,378,False,False,cyclic_fatigue,56.77,75.77,67,4,0,1,oil_hydraulic,water_ingress,29.13,47.68,1.27,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-08T18:17:57,68,1578.3,1578.3,2.042,5.822,2.851,2.832,,,60.9,71.06,,32.58,38.48,47.4,13/11/9,67.1,0.771,29.8,8.8,,,,,60.44,23.362,89.64,64.43,,0.986,0.0595,22.49,0.986,normal,-0.00247618,0.0085,False,adhesive_wear,none,A_healthy,0.0849,0.0361,1.0,,255.81,134.28,17021.7,18574.65,12073.52,25075.78,weibull_regression,-1552.95,1587.08,4761.0,0.0007,0.0028,0.0243,2.667,17630.0,0.9984,2.71e-06,False,none,none,,,,,,2019-07-30T17:37:31,2020-04-26T14:45:12,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,83341.54,8835.11,57.15,21889.89,13.45,99.939,79.264,3174.2,3.78,5.519,378,False,False,cyclic_fatigue,73.62,83.74,68,2,0,0,none,none,51.26,1.84,2.51,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-09T17:10:23,69,1601.17,1601.17,2.063,6.954,3.371,3.3,,,61.62,61.91,,32.58,29.34,43.74,13/11/9,135.4,0.506,79.6,16.9,,,,,62.21,24.648,87.92,64.42,,0.49,0.0442,138.34,0.9806,normal,-0.00303759,0.0,False,adhesive_wear,none,A_healthy,0.0861,0.0549,1.0,,237.18,149.02,16998.83,15970.79,10381.01,21560.56,physics_informed_nn,1028.04,1292.74,4761.0,0.0008,0.0028,0.0246,2.667,17630.0,0.9983,2.77e-06,False,none,none,,,,,,2019-06-07T10:33:56,2020-01-26T08:20:25,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,74693.87,8835.11,28.56,21889.89,23.37,99.893,87.782,3174.2,3.78,7.258,378,False,False,cyclic_fatigue,61.92,91.52,69,4,0,0,gas_compressed_air,none,75.24,52.74,2.013,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-10T16:02:49,70,1624.05,1624.05,2.15,8.08,3.758,3.279,,,61.78,62.98,,32.58,30.41,48.47,14/12/10,104.8,0.529,44.5,10.8,,,,,62.33,23.889,89.95,63.82,,0.93,0.0148,2.84,0.9884,normal,0.00145483,0.0273,False,adhesive_wear,none,A_healthy,0.0873,0.0519,1.0,,176.53,147.26,16975.95,19173.72,12462.92,25884.53,lstm_sequence,-2197.77,2399.79,4761.0,0.0008,0.0029,0.0248,2.667,17630.0,0.9983,2.84e-06,False,none,none,,,,,,2019-08-14T02:54:34,2020-05-19T17:42:47,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,72731.71,8835.11,32.58,21889.89,19.43,99.911,84.309,3174.2,3.78,3.945,378,False,False,cyclic_fatigue,57.78,91.12,70,3,0,1,oil_hydraulic,particulate_mild,84.25,0.22,5.469,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-11T14:55:15,71,1646.92,1646.92,2.016,6.716,3.331,2.389,,,60.62,66.27,,32.58,33.69,47.21,13/11/9,170.8,0.317,66.2,16.4,,,,,61.31,25.43,92.01,66.18,,0.116,0.054,5.67,0.9993,normal,0.00410822,0.0382,False,adhesive_wear,none,A_healthy,0.0885,0.0376,1.0,,35.01,163.73,16953.08,18330.69,11914.95,24746.43,physics_informed_nn,-1377.61,1754.7,4761.0,0.0008,0.0029,0.0251,2.667,17630.0,0.9982,2.91e-06,False,none,none,,,,,,2019-07-28T12:15:53,2020-04-20T20:00:19,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,74855.45,8835.11,35.0,21889.89,6.01,99.973,90.847,3174.2,3.78,1.149,378,False,False,cyclic_fatigue,72.41,77.96,71,6,0,0,oil_process,water_ingress,87.26,5.55,4.885,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-12T13:47:41,72,1669.79,1669.79,1.89,5.178,2.739,2.951,,,59.61,65.13,,32.58,32.55,45.99,14/12/10,92.8,0.349,59.1,13.5,,,,,60.49,23.128,88.4,65.78,,0.244,0.0474,258.13,0.9851,normal,8.384e-05,0.0,False,adhesive_wear,none,A_healthy,0.0898,0.0391,1.0,,281.57,147.54,16930.21,13587.77,8832.05,18343.48,lstm_sequence,3342.44,2865.66,4761.0,0.0008,0.003,0.0254,2.667,17630.0,0.9981,2.97e-06,False,none,none,,,,,,2019-04-21T15:40:41,2019-11-05T19:23:47,mixed,False,journeyman,False,20.0,,,none,none,176702.26,7480142.07,54229.98,8835.11,28.94,21889.89,7.17,99.967,83.416,3174.2,3.78,1.258,378,False,False,cyclic_fatigue,66.35,68.61,72,5,0,0,oil_hydraulic,particulate_severe,32.01,45.85,1.222,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-13T12:40:07,73,1692.67,1692.67,2.06,6.43,3.121,3.231,,,56.07,64.28,,32.58,31.7,46.13,14/12/10,122.9,0.381,27.3,4.2,,,,,63.04,25.752,88.47,63.65,,0.479,0.0411,77.68,0.9792,normal,-0.00135491,0.0,False,adhesive_wear,none,A_healthy,0.091,0.0502,1.0,,266.71,134.7,16907.33,20748.99,13486.85,28011.14,particle_filter,-3841.66,3149.84,4761.0,0.0008,0.003,0.0257,2.667,17630.0,0.9981,3.04e-06,False,none,none,,,,,,2019-09-18T19:09:55,2020-07-17T09:18:45,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,76193.11,8835.11,38.34,21889.89,8.69,99.96,82.011,3174.2,3.78,5.911,378,False,False,cyclic_fatigue,64.49,81.96,73,1,0,0,none,particulate_mild,61.88,71.84,1.407,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-14T11:32:33,74,1715.54,1715.54,2.094,5.481,2.617,2.893,,,55.19,64.89,,32.58,32.32,46.55,14/12/10,141.1,0.441,41.7,10.8,,,,,62.95,26.222,90.29,63.64,,0.531,0.0556,78.34,0.9666,normal,-0.00280229,0.0494,False,adhesive_wear,none,A_healthy,0.0922,0.0527,1.0,,375.91,135.87,16884.46,19935.15,12957.85,26912.46,xgboost_gradient,-3050.7,3691.83,4761.0,0.0008,0.0031,0.026,2.667,17630.0,0.998,3.11e-06,False,none,none,,,,,,2019-09-02T19:07:10,2020-06-19T12:25:24,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,70784.17,8835.11,42.41,21889.89,9.13,99.958,86.132,3174.2,3.78,2.841,378,False,False,cyclic_fatigue,69.57,87.54,74,2,0,0,gas_compressed_air,particulate_severe,26.16,40.28,1.375,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-15T10:25:00,75,1738.42,1738.42,2.063,7.069,3.427,2.687,,,62.56,69.79,,32.58,37.21,46.08,14/12/10,72.8,0.338,26.5,4.9,,,,,61.0,23.611,89.15,64.65,,0.718,0.049,65.41,0.9869,normal,-0.00029612,0.0175,False,adhesive_wear,none,A_healthy,0.0935,0.0322,1.0,,159.34,144.22,16861.58,18391.73,11954.62,24828.83,particle_filter,-1530.14,1709.03,4761.0,0.0009,0.0031,0.0263,2.667,17630.0,0.9979,3.18e-06,False,none,none,,,,,,2019-08-02T14:16:45,2020-04-26T19:22:59,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,32437.03,8835.11,27.9,21889.89,16.37,99.925,84.656,3174.2,3.78,6.175,378,False,False,cyclic_fatigue,65.05,97.72,75,3,0,1,oil_process,none,79.28,96.3,1.68,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-16T09:17:26,76,1761.29,1761.29,2.18,8.209,3.766,2.789,,,59.03,62.19,,32.58,29.61,47.07,14/12/10,140.2,0.502,54.4,14.0,,,,,62.71,25.622,91.65,65.86,,0.566,0.094,60.65,0.9727,normal,-0.00532122,0.0,False,adhesive_wear,none,A_healthy,0.0947,0.0548,1.0,,397.95,140.68,16838.71,19654.69,12775.55,26533.84,xgboost_gradient,-2815.98,3256.16,4761.0,0.0009,0.0032,0.0266,2.667,17630.0,0.9979,3.25e-06,False,none,none,,,,,,2019-08-29T20:38:14,2020-06-11T11:46:48,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,66720.32,8835.11,33.07,21889.89,16.65,99.924,89.622,3174.2,3.78,7.737,378,False,False,cyclic_fatigue,57.97,78.8,76,6,1,0,steam,particulate_mild,66.65,32.63,1.399,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-17T08:09:52,77,1784.16,1784.16,2.172,8.548,3.935,3.503,,,57.96,62.84,,32.58,30.26,46.25,14/12/10,156.9,0.394,55.8,10.2,,,,,60.49,25.359,90.14,63.0,,1.396,0.0068,57.13,0.9668,normal,-0.00365472,0.0,False,adhesive_wear,none,A_healthy,0.0959,0.0359,1.0,,611.78,155.27,16815.84,14307.68,9299.99,19315.37,lstm_sequence,2508.16,2887.82,4761.0,0.0009,0.0033,0.0269,2.667,17630.0,0.9978,3.32e-06,False,none,none,,,,,,2019-05-11T10:00:12,2019-12-06T01:41:27,mixed,False,master_technician,False,22.0,,,none,none,176702.26,7480142.07,42664.35,8835.11,57.28,21889.89,23.28,99.894,89.039,3174.2,3.78,2.221,378,False,False,cyclic_fatigue,48.15,89.29,77,6,0,0,steam,chemical_contamination,58.89,32.21,0.732,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-18T07:02:18,78,1807.04,1807.04,1.706,7.432,4.357,2.872,,,61.58,57.4,,32.58,24.82,47.08,13/11/9,119.2,0.417,29.0,7.7,,,,,61.97,24.268,92.05,68.55,,0.341,0.177,299.61,0.9888,normal,0.00191383,0.0285,False,adhesive_wear,none,A_healthy,0.0972,0.0522,1.0,,203.12,154.24,16792.96,15523.43,10090.23,20956.64,lstm_sequence,1269.53,1119.53,4761.0,0.0009,0.0033,0.0272,2.667,17630.0,0.9977,3.39e-06,False,none,none,,,,,,2019-06-06T16:45:19,2020-01-19T01:57:26,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,38697.78,8835.11,57.86,21889.89,9.92,99.955,85.036,3174.2,3.78,2.444,378,False,False,cyclic_fatigue,57.25,77.15,78,5,0,0,none,water_ingress,72.11,57.08,3.466,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-19T05:54:44,79,1829.91,1829.91,1.806,4.868,2.695,3.099,,,60.28,62.68,,32.58,30.1,46.03,15/13/11,90.8,0.399,78.1,23.0,,,,,62.34,24.861,88.22,65.56,,0.373,0.0023,68.85,0.975,normal,0.00167407,0.0,False,adhesive_wear,none,A_healthy,0.0984,0.0481,1.0,,270.23,154.22,16770.09,15968.29,10379.39,21557.19,lstm_sequence,801.8,729.84,4761.0,0.0009,0.0034,0.0275,2.667,17630.0,0.9976,3.47e-06,False,none,none,,,,,,2019-06-16T22:03:18,2020-02-04T18:57:18,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,81996.81,8835.11,41.45,21889.89,12.46,99.943,85.586,3174.2,3.78,1.249,378,False,False,cyclic_fatigue,56.69,79.13,79,4,0,0,water,particulate_mild,24.87,23.62,1.655,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-20T04:47:10,80,1852.79,1852.79,2.282,6.185,2.71,3.138,,,59.77,62.35,,32.58,29.77,46.79,14/12/10,82.8,0.335,51.4,7.8,,,,,60.82,24.932,90.11,63.7,,0.14,0.0848,78.77,0.9968,normal,0.00197625,0.0095,False,adhesive_wear,none,A_healthy,0.0996,0.0353,1.0,,225.73,163.62,16747.21,17414.77,11319.6,23509.93,xgboost_gradient,-667.55,781.87,4761.0,0.0009,0.0034,0.0278,2.667,17630.0,0.9975,3.54e-06,False,none,none,,,,,,2019-07-18T00:10:09,2020-03-27T23:20:15,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,38419.45,8835.11,34.75,21889.89,11.2,99.949,85.662,3174.2,3.78,5.642,378,False,False,cyclic_fatigue,60.85,77.2,80,5,0,0,gas_compressed_air,none,71.93,24.29,0.468,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-21T03:39:36,81,1875.66,1875.66,2.317,10.435,4.503,3.099,,,60.72,66.91,,32.58,34.33,45.45,14/12/10,240.5,0.372,31.1,6.1,,,,,61.51,24.16,90.08,68.73,,0.312,0.0565,149.79,0.9781,normal,0.00108475,0.0381,False,adhesive_wear,none,A_healthy,0.1008,0.0495,1.0,,262.19,150.29,16724.34,15910.58,10341.88,21479.29,particle_filter,813.76,716.65,4761.0,0.001,0.0035,0.0281,2.667,17630.0,0.9975,3.61e-06,False,none,none,,,,,,2019-06-17T14:57:04,2020-02-04T15:39:17,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,85032.47,8835.11,43.64,21889.89,10.88,99.95,83.584,3174.2,3.78,1.356,378,False,False,cyclic_fatigue,62.53,83.08,81,5,0,0,water,particulate_severe,36.84,117.61,3.242,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-22T02:32:02,82,1898.53,1898.53,1.863,5.999,3.221,3.274,,,60.54,60.78,,32.58,28.2,45.79,14/12/10,104.5,0.359,67.9,18.6,,,,,62.24,25.437,89.77,62.89,,1.021,0.0503,11.64,0.9767,normal,0.00198443,0.0397,False,adhesive_wear,none,A_healthy,0.1021,0.054,1.0,,265.93,170.47,16701.47,13245.0,8609.25,17880.74,physics_informed_nn,3456.47,3512.23,4761.0,0.001,0.0036,0.0284,2.667,17630.0,0.9974,3.68e-06,False,none,none,,,,,,2019-04-24T01:01:54,2019-11-03T04:46:48,mixed,False,specialist,False,82.0,,,none,none,176702.26,7480142.07,76843.11,8835.11,59.11,21889.89,18.27,99.917,86.209,3174.2,3.78,1.082,378,False,False,cyclic_fatigue,45.31,87.81,82,3,0,3,gas_compressed_air,none,52.71,54.82,0.868,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-23T01:24:28,83,1921.41,1921.41,2.145,6.13,2.858,2.983,,,59.56,66.95,,32.58,34.37,45.01,13/11/9,83.9,0.721,56.9,13.5,,,,,60.18,24.759,87.63,63.3,,0.467,0.0734,84.33,0.9771,normal,-0.00234088,0.0727,False,adhesive_wear,none,A_healthy,0.1033,0.057,1.0,,252.48,154.57,16678.59,18622.27,12104.47,25140.06,lstm_sequence,-1943.68,2480.99,4761.0,0.001,0.0036,0.0287,2.667,17630.0,0.9973,3.76e-06,False,none,none,,,,,,2019-08-15T00:32:31,2020-05-12T14:20:09,mixed,False,specialist,False,87.0,,,none,none,176702.26,7480142.07,26626.57,8835.11,46.12,21889.89,8.07,99.963,81.005,3174.2,3.78,6.77,378,False,False,cyclic_fatigue,64.53,91.47,83,2,0,0,steam,particulate_mild,35.71,357.25,1.245,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-24T00:16:54,84,1944.28,1944.28,1.873,7.311,3.903,2.835,,,61.62,66.37,,32.58,33.79,42.92,13/11/9,115.6,0.417,41.7,9.6,,,,,61.29,23.452,87.99,67.98,,0.359,0.0094,37.2,0.9586,normal,-0.00327989,0.041,False,adhesive_wear,none,A_healthy,0.1045,0.0634,1.0,,426.23,139.47,16655.72,15113.66,9823.88,20403.45,particle_filter,1542.05,1507.21,4761.0,0.001,0.0037,0.029,2.667,17630.0,0.9972,3.83e-06,False,none,none,,,,,,2019-06-03T21:06:49,2020-01-10T06:53:46,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,39589.79,8835.11,40.39,21889.89,15.03,99.931,91.537,3174.2,3.78,7.255,378,False,False,cyclic_fatigue,72.49,76.26,84,5,0,0,gas_compressed_air,none,89.26,11.15,0.817,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-24T23:09:20,85,1967.16,1967.16,1.969,5.842,2.967,3.123,,,60.31,63.84,,32.58,31.26,43.9,14/12/10,208.0,0.665,35.4,9.5,,,,,61.42,23.392,88.54,64.62,,0.369,0.1318,21.6,0.9605,normal,-0.00726185,0.0225,False,adhesive_wear,none,A_healthy,0.1058,0.0407,1.0,,524.86,149.43,16632.84,13377.04,8695.08,18059.01,physics_informed_nn,3255.8,3369.18,4761.0,0.001,0.0037,0.0293,2.667,17630.0,0.9971,3.91e-06,False,none,none,,,,,,2019-04-29T15:40:39,2019-11-10T17:38:34,mixed,False,journeyman,False,75.0,,,none,none,176702.26,7480142.07,87006.96,8835.11,32.31,21889.89,23.78,99.891,83.16,3174.2,3.78,6.889,378,False,False,cyclic_fatigue,61.78,81.84,85,5,0,0,water,chemical_contamination,56.17,10.49,0.058,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-25T22:01:46,86,1990.03,1990.03,2.118,7.034,3.32,2.538,,,61.79,61.1,,32.58,28.52,45.44,13/11/9,98.5,0.982,37.0,7.7,,,,,61.52,24.923,90.27,71.61,,0.72,0.0181,60.11,0.9829,normal,0.00095851,0.011,False,adhesive_wear,none,A_healthy,0.107,0.0656,1.0,,272.92,145.69,16609.97,15417.76,10021.54,20813.97,xgboost_gradient,1192.21,1130.99,4761.0,0.0011,0.0038,0.0296,2.667,17630.0,0.997,3.99e-06,False,none,none,,,,,,2019-06-12T02:54:30,2020-01-22T23:07:24,mixed,False,apprentice,True,,,,none,none,176702.26,7480142.07,64423.97,8835.11,35.63,21889.89,13.13,99.94,85.564,3174.2,3.78,4.402,378,False,False,cyclic_fatigue,55.27,93.45,86,4,0,1,water,none,81.12,15.93,0.558,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-26T20:54:12,87,2012.9,2012.9,1.895,6.548,3.455,3.04,,,56.87,61.73,,32.58,29.16,44.34,14/12/10,83.1,0.363,33.3,8.5,,,,,60.05,24.734,89.24,63.63,,0.057,0.0922,82.2,0.9932,normal,0.00329719,0.0148,False,adhesive_wear,none,A_healthy,0.1082,0.0553,1.0,,321.14,158.08,16587.1,18539.22,12050.49,25027.94,particle_filter,-1952.12,2317.72,4761.0,0.0011,0.0039,0.03,2.667,17630.0,0.9969,4.06e-06,False,none,none,,,,,,2019-08-17T02:30:45,2020-05-13T11:14:20,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,81112.65,8835.11,30.56,21889.89,22.3,99.898,91.359,3174.2,3.78,2.789,378,False,False,cyclic_fatigue,62.29,77.6,87,6,0,0,oil_hydraulic,none,40.45,34.63,0.545,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-27T19:46:38,88,2035.78,2035.78,2.153,5.973,2.774,3.202,,,65.7,65.68,,32.58,33.11,44.4,14/12/10,108.1,0.489,39.4,10.9,,,,,61.92,24.354,89.38,68.92,,0.469,0.0271,63.79,0.9562,normal,-0.00416887,0.0188,False,adhesive_wear,thermal_degradation,A_healthy,0.1095,0.0507,1.0,,520.64,140.73,16564.22,20136.81,13088.93,27184.7,particle_filter,-3572.59,3916.0,4761.0,0.0011,0.0039,0.0303,2.667,17630.0,0.9968,4.14e-06,False,none,none,,,,,,2019-09-20T08:11:04,2020-07-10T00:04:10,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,70542.55,8835.11,56.01,21889.89,16.49,99.925,81.709,3174.2,3.78,5.867,378,False,False,cyclic_fatigue,55.14,88.13,88,7,0,0,oil_process,none,40.21,26.75,0.368,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-28T18:39:04,89,2058.65,2058.65,1.981,5.021,2.534,2.981,,,58.87,62.21,,32.58,29.63,47.92,14/12/10,85.6,0.537,64.3,7.0,,,,,60.04,24.966,89.07,63.96,,0.39,0.006,9.73,0.9758,normal,0.00343334,0.0296,False,adhesive_wear,none,A_healthy,0.1107,0.0403,1.0,,443.31,140.54,16541.35,17709.09,11510.91,23907.27,particle_filter,-1167.74,1105.8,4761.0,0.0011,0.004,0.0306,2.667,17630.0,0.9968,4.22e-06,False,none,none,,,,,,2019-08-01T17:11:47,2020-04-15T23:22:40,mixed,False,apprentice,False,88.0,,,none,none,176702.26,7480142.07,34638.34,8835.11,48.21,21889.89,12.71,99.942,84.735,3174.2,3.78,3.753,378,False,False,cyclic_fatigue,56.32,100.92,89,5,0,0,oil_hydraulic,none,65.77,114.86,0.029,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-29T17:31:30,91,2081.53,2081.53,1.939,6.475,3.34,3.355,,,58.49,64.82,,32.58,32.24,47.48,14/12/10,145.8,0.757,31.3,4.7,,,,,62.4,25.076,88.06,67.09,,0.525,0.0275,132.43,0.979,normal,0.00370456,0.0487,False,adhesive_wear,none,A_healthy,0.1119,0.0451,1.0,,215.04,152.19,16518.47,17325.78,11261.75,23389.8,weibull_regression,-807.3,766.95,4761.0,0.0011,0.004,0.0309,2.667,17630.0,0.9967,4.3e-06,False,none,none,,,,,,2019-07-25T16:24:48,2020-04-03T08:26:07,mixed,False,master_technician,False,37.0,,,none,none,176702.26,7480142.07,39233.91,8835.11,33.52,21889.89,4.31,99.98,87.948,3174.2,3.78,7.541,378,False,False,cyclic_fatigue,64.16,85.21,91,3,0,0,water,none,20.18,13.85,1.81,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-30T16:23:56,92,2104.4,2104.4,1.796,7.754,4.317,3.114,,,57.94,63.0,,32.58,30.42,47.04,13/11/9,90.2,0.48,37.4,8.1,,,,,61.43,25.125,90.69,65.79,,0.36,0.1203,49.73,0.98,normal,-0.00058132,0.0269,False,adhesive_wear,none,A_healthy,0.1131,0.0638,1.0,,406.37,144.52,16495.6,12890.22,8378.65,17401.8,physics_informed_nn,3605.38,4648.15,4761.0,0.0012,0.0041,0.0312,2.667,17630.0,0.9966,4.37e-06,False,none,none,,,,,,2019-04-25T05:30:41,2019-10-30T05:05:24,mixed,False,oem_certified,True,,,,none,none,176702.26,7480142.07,36320.63,8835.11,55.3,21889.89,10.08,99.954,89.664,3174.2,3.78,4.609,378,False,False,cyclic_fatigue,64.94,83.46,92,7,0,0,steam,particulate_mild,31.17,20.4,0.624,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-07-31T15:16:22,93,2127.27,2127.27,2.061,8.765,4.252,3.005,,,60.89,59.25,,32.58,26.67,47.15,13/11/9,69.1,0.504,79.0,19.5,,,,,58.81,24.302,90.43,63.02,,1.26,0.0307,65.43,0.9769,normal,-0.00327224,0.0,False,adhesive_wear,none,A_healthy,0.1144,0.0397,1.0,,274.54,149.16,16472.73,18479.86,12011.91,24947.8,lstm_sequence,-2007.13,2592.23,4761.0,0.0012,0.0042,0.0315,2.667,17630.0,0.9965,4.45e-06,False,none,none,,,,,,2019-08-20T15:12:02,2020-05-16T03:09:00,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,80737.62,8835.11,60.0,21889.89,12.89,99.941,83.227,3174.2,3.78,4.228,378,False,False,cyclic_fatigue,58.86,80.0,93,5,0,0,water,none,42.09,31.69,1.518,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-01T14:08:49,94,2150.15,2150.15,1.875,4.768,2.543,3.369,,,61.25,62.33,,32.58,29.75,43.05,14/12/10,117.2,0.433,44.9,10.9,,,,,63.19,24.327,88.7,60.33,,1.824,0.029,108.3,0.9651,normal,0.001769,0.0,False,adhesive_wear,none,A_healthy,0.1156,0.0596,1.0,,630.91,169.2,16449.85,14222.03,9244.32,19199.74,lstm_sequence,2227.82,1969.16,4761.0,0.0012,0.0042,0.0318,2.667,17630.0,0.9964,4.53e-06,False,none,none,,,,,,2019-05-24T21:09:42,2019-12-18T06:52:19,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,52909.94,8835.11,55.84,21889.89,13.69,99.938,86.001,3174.2,3.78,7.339,378,False,False,cyclic_fatigue,56.14,65.95,94,7,0,0,water,none,87.8,4.51,0.02,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-02T13:01:15,95,2173.02,2173.02,1.914,5.238,2.736,3.071,,,60.79,63.45,,32.58,30.88,45.93,14/12/10,113.7,0.371,68.1,18.9,,,,,59.09,22.87,88.26,63.19,,0.305,0.0169,11.87,0.9844,normal,0.00172842,0.0001,False,adhesive_wear,none,A_healthy,0.1168,0.085,1.0,,258.36,130.62,16426.98,14001.38,9100.9,18901.86,lstm_sequence,2425.6,2981.98,4761.0,0.0012,0.0043,0.0322,2.667,17630.0,0.9962,4.61e-06,False,none,none,,,,,,2019-05-21T05:42:38,2019-12-11T10:11:36,mixed,False,master_technician,True,,,,none,none,176702.26,7480142.07,77419.63,8835.11,20.56,21889.89,15.95,99.927,85.091,3174.2,3.78,2.233,378,False,False,cyclic_fatigue,57.65,84.51,95,7,0,5,oil_hydraulic,particulate_mild,60.21,71.69,1.233,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-03T11:53:41,96,2195.89,2195.89,1.909,5.947,3.114,2.893,,,60.09,62.13,,32.58,29.56,44.14,13/11/9,105.0,0.584,47.4,13.4,,,,,61.21,24.979,90.16,63.28,,0.972,0.0447,136.15,0.9723,normal,-0.00133838,0.011,False,adhesive_wear,none,A_healthy,0.1181,0.0591,1.0,,334.07,144.35,16404.11,14215.42,9240.02,19190.82,physics_informed_nn,2188.68,2276.42,4761.0,0.0012,0.0044,0.0325,2.667,17630.0,0.9961,4.7e-06,False,none,none,,,,,,2019-05-26T15:36:20,2019-12-19T23:00:12,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,28964.43,8835.11,42.33,21889.89,41.54,99.811,83.567,3174.2,3.78,4.642,378,False,False,cyclic_fatigue,57.17,86.16,96,3,0,1,water,particulate_severe,20.39,29.2,0.413,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-04T10:46:07,97,2218.77,2218.77,1.841,6.444,3.501,3.175,,,57.01,65.28,,32.58,32.7,43.35,14/12/10,169.7,0.614,52.1,9.2,,,,,60.7,23.599,89.41,68.14,,0.482,0.13,98.36,0.9503,normal,-0.00593649,0.0138,False,adhesive_wear,none,A_healthy,0.1193,0.0662,1.0,,735.96,143.8,16381.23,18852.88,12254.37,25451.39,physics_informed_nn,-2471.65,2266.44,4761.0,0.0013,0.0044,0.0328,2.667,17630.0,0.996,4.78e-06,False,none,none,,,,,,2019-09-01T05:12:27,2020-06-02T03:42:54,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,79905.68,8835.11,59.59,21889.89,9.24,99.958,82.711,3174.2,3.78,5.987,378,False,False,cyclic_fatigue,66.7,82.27,97,5,3,1,water,none,63.51,33.59,1.041,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-05T09:38:33,98,2241.64,2241.64,2.212,8.941,4.043,3.006,,,62.55,63.72,,32.58,31.14,44.47,14/12/10,178.0,0.627,76.5,19.1,,,,,61.08,24.202,89.73,64.37,,1.427,0.0548,75.95,0.9601,normal,-0.00336294,0.0,False,adhesive_wear,none,A_healthy,0.1205,0.0623,1.0,,511.92,151.33,16358.36,18934.65,12307.52,25561.78,physics_informed_nn,-2576.29,2767.61,4761.0,0.0013,0.0045,0.0331,2.667,17630.0,0.9959,4.86e-06,False,none,none,,,,,,2019-09-03T20:58:04,2020-06-06T00:05:44,mixed,False,specialist,True,,,,none,none,176702.26,7480142.07,44681.67,8835.11,25.92,21889.89,47.73,99.782,89.575,3174.2,3.78,5.989,378,False,False,cyclic_fatigue,54.01,79.67,98,8,1,1,water,none,20.35,8.71,0.228,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-06T08:30:59,99,2264.52,2264.52,2.117,7.701,3.637,3.12,,,62.95,62.24,,32.58,29.66,45.51,14/12/10,122.4,0.374,42.0,12.4,,,,,61.52,24.257,90.92,65.15,,0.802,0.0338,75.33,0.9784,normal,0.00266954,0.0,False,adhesive_wear,none,A_healthy,0.1217,0.0596,1.0,,322.34,143.12,16335.48,15366.87,9988.46,20745.27,xgboost_gradient,968.62,908.72,4761.0,0.0013,0.0046,0.0335,2.667,17630.0,0.9958,4.94e-06,False,none,none,,,,,,2019-06-22T11:56:56,2020-02-01T14:21:07,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,49659.56,8835.11,55.46,21889.89,9.41,99.957,88.222,3174.2,3.78,3.971,378,False,False,cyclic_fatigue,53.1,79.4,99,6,0,0,none,none,40.72,3.43,5.966,,,standard
ASSET-000030,hydraulic_system,low,IndustrialTech Corp,MDL-7312-B,2018-05-04,18600.0,6000.0,60.80932336251182,indoor_controlled,marine,FAC-083,LINE-S,active_standby,2018-08-07T07:23:25,100,2287.39,2287.39,1.936,6.771,3.498,3.379,,,61.15,60.59,,32.58,28.02,47.46,14/12/10,206.0,0.364,43.5,12.2,,,,,60.6,23.795,90.31,65.08,,2.952,0.0008,140.16,0.9777,normal,-0.00133919,0.0,False,adhesive_wear,none,A_healthy,0.123,0.0624,1.0,,232.91,159.27,16312.61,15275.69,9929.2,20622.18,xgboost_gradient,1036.92,875.53,4761.0,0.0013,0.0046,0.0338,2.667,17630.0,0.9957,5.03e-06,False,none,none,,,,,,2019-06-21T13:14:10,2020-01-30T07:43:41,mixed,False,journeyman,True,,,,none,none,176702.26,7480142.07,86527.64,8835.11,21.27,21889.89,15.43,99.93,84.429,3174.2,3.78,5.671,378,False,False,cyclic_fatigue,59.69,95.92,100,6,0,0,oil_process,none,80.11,21.32,0.267,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-04T04:15:49,1,4.26,4.26,2.81,9.618,3.423,2.903,,,66.47,67.97,,33.43,34.55,43.41,14/12/10,99.2,0.437,36.4,5.9,6.256,8.833,2.577,101.814,75.7,30.323,90.37,66.49,,0.259,0.0691,72.71,0.9925,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0003,0.0035,1.0,,538.91,159.89,15331.74,18075.4,11749.01,24401.78,xgboost_gradient,-2743.66,3237.83,1274.0,0.0032,0.0109,0.0526,1.138,37984.0,1.0,8.54e-06,False,none,none,,,,,,2022-07-15T17:57:40,2023-04-05T08:20:57,mixed,False,apprentice,True,,,,none,none,162548.57,4798940.65,73216.89,8127.43,50.92,63077.91,3.68,99.99,82.467,849.1,1.4,5.768,140,False,False,cyclic_fatigue,63.61,70.89,1,0,0,0,oil_hydraulic,water_ingress,50.89,110.24,3.434,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-04T08:31:38,2,8.53,8.53,2.732,11.968,4.381,2.964,,,63.44,64.74,,33.43,31.31,48.51,13/11/9,105.8,0.322,10.5,2.7,4.435,21.696,17.261,97.859,73.94,29.037,89.47,66.95,,0.321,0.0197,86.51,0.9923,normal,-0.0038675,0.0521,False,cavitation,none,A_healthy,0.0006,0.005,1.0,,81.56,154.58,15327.47,16096.97,10463.03,21730.91,particle_filter,-769.5,919.59,1274.0,0.0032,0.011,0.0526,1.138,37984.0,0.9999,9.4e-06,False,none,none,,,,,,2022-06-04T17:00:44,2023-01-25T10:57:06,mixed,False,master_technician,False,75.0,,,none,none,162548.57,4798940.65,53329.95,8127.43,47.46,63077.91,16.93,99.973,82.944,849.1,1.4,6.513,140,False,False,cyclic_fatigue,76.47,79.77,2,0,0,0,water,none,22.11,89.46,2.079,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-04T12:47:27,3,12.79,12.79,2.361,6.167,2.612,3.458,,,58.48,67.42,,33.43,33.99,46.39,14/12/10,50.1,0.327,10.9,2.5,1.501,12.225,10.724,97.382,76.35,29.266,89.54,65.45,,0.027,0.1305,200.46,1.0,normal,0.0,0.0016,False,cavitation,none,A_healthy,0.0008,0.003,1.0,,8.4,140.23,15323.21,13725.4,8921.51,18529.3,particle_filter,1597.8,1551.1,1274.0,0.0032,0.011,0.0527,1.138,37984.0,0.9999,9.94e-06,False,none,none,,,,,,2022-04-16T11:29:35,2022-11-02T15:23:04,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,61811.19,8127.43,20.75,63077.91,7.17,99.989,85.903,849.1,1.4,6.149,140,False,False,cyclic_fatigue,76.51,78.15,3,0,0,0,gas_compressed_air,none,74.43,72.6,0.806,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-04T17:03:16,4,17.05,17.05,2.532,11.256,4.445,3.47,,,60.13,63.92,,33.43,30.49,46.91,14/12/10,52.1,0.313,10.3,1.9,3.24,22.386,19.145,104.666,74.22,29.012,90.22,66.33,,0.607,0.0379,183.77,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0011,0.0,1.0,,8.48,154.92,15318.95,12747.34,8285.77,17208.91,lstm_sequence,2571.61,3309.48,1274.0,0.0032,0.011,0.0527,1.138,37984.0,0.9998,1.034e-05,False,none,none,,,,,,2022-03-27T06:43:27,2022-09-29T04:17:35,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,39867.73,8127.43,33.82,63077.91,17.07,99.973,86.065,849.1,1.4,6.116,140,False,False,cyclic_fatigue,70.09,92.43,4,0,0,0,steam,water_ingress,89.47,8.45,1.388,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-04T21:19:05,5,21.32,21.32,2.437,10.891,4.469,3.389,,,58.58,66.62,,33.43,33.19,45.79,13/11/9,161.5,0.305,31.1,8.4,9.597,14.639,5.042,98.634,74.15,29.34,89.38,64.6,,0.876,0.0775,1.38,0.9982,normal,-0.00035583,0.0,False,cavitation,none,A_healthy,0.0014,0.0075,1.0,,69.65,153.94,15314.68,16759.25,10893.52,22624.99,xgboost_gradient,-1444.57,1659.05,1274.0,0.0033,0.0111,0.0528,1.138,37984.0,0.9998,1.066e-05,False,none,none,,,,,,2022-06-19T00:56:43,2023-02-18T10:41:04,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,41780.18,8127.43,45.77,63077.91,13.82,99.978,80.315,849.1,1.4,6.477,140,False,False,cyclic_fatigue,77.28,88.14,5,0,0,0,oil_hydraulic,none,44.19,138.89,1.706,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-05T01:34:54,6,25.58,25.58,2.392,8.984,3.756,2.548,,,63.42,62.11,,33.43,28.68,48.24,14/12/10,81.7,0.457,23.5,6.4,4.01,7.236,3.226,101.666,74.91,29.476,90.17,64.17,,0.297,0.0298,129.81,1.0,normal,0.00150724,0.0215,False,cavitation,none,A_healthy,0.0017,0.0143,1.0,,33.86,141.75,15310.42,13465.08,8752.3,18177.85,particle_filter,1845.34,1687.56,1274.0,0.0033,0.0111,0.0528,1.138,37984.0,0.9998,1.094e-05,False,none,none,,,,,,2022-04-11T14:07:13,2022-10-24T22:53:51,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,61888.35,8127.43,50.31,63077.91,9.14,99.986,88.676,849.1,1.4,3.221,140,False,False,cyclic_fatigue,69.4,82.32,6,0,0,0,gas_compressed_air,particulate_severe,78.65,31.42,3.633,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-05T05:50:43,7,29.85,29.85,2.264,7.026,3.104,3.246,,,63.23,64.75,,33.43,31.32,47.87,13/11/9,54.4,0.41,63.5,8.6,8.125,10.64,2.515,109.012,74.66,28.562,90.8,65.28,,0.64,0.0429,65.7,1.0,normal,0.001547,0.0,False,cavitation,none,A_healthy,0.0019,0.0,1.0,,93.69,139.49,15306.15,17423.3,11325.15,23521.46,particle_filter,-2117.15,2441.56,1274.0,0.0033,0.0111,0.0528,1.138,37984.0,0.9997,1.117e-05,False,none,none,,,,,,2022-07-03T05:29:44,2023-03-14T07:39:02,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,51229.28,8127.43,32.39,63077.91,12.97,99.979,91.298,849.1,1.4,4.337,140,False,False,cyclic_fatigue,77.96,86.94,7,0,0,0,steam,particulate_mild,53.31,0.12,0.588,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-05T10:06:32,8,34.11,34.11,2.455,9.929,4.045,2.991,,,61.9,70.32,,33.43,36.89,47.83,14/12/10,79.0,0.305,10.4,2.3,3.588,15.061,11.473,91.648,74.52,28.588,87.7,65.64,,0.862,0.1363,102.46,1.0,normal,0.0,0.0743,False,cavitation,none,A_healthy,0.0022,0.0045,1.0,,58.2,153.85,15301.89,16404.03,10662.62,22145.44,xgboost_gradient,-1102.14,1113.19,1274.0,0.0033,0.0112,0.0529,1.138,37984.0,0.9997,1.138e-05,False,none,none,,,,,,2022-06-12T04:07:26,2023-02-06T09:32:05,mixed,False,master_technician,False,89.0,,,none,none,162548.57,4798940.65,54205.02,8127.43,59.16,63077.91,7.29,99.988,83.759,849.1,1.4,2.475,140,False,False,cyclic_fatigue,64.83,84.13,8,0,0,0,oil_process,particulate_mild,71.22,4.33,2.378,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-05T14:22:21,9,38.37,38.37,2.752,8.376,3.044,2.844,,,55.0,63.72,,33.43,30.29,46.67,13/11/9,105.7,0.344,5.8,0.9,7.76,10.941,3.181,95.736,75.74,28.798,89.58,66.93,,1.127,0.0683,17.98,0.9964,normal,-0.00071885,0.031,False,cavitation,none,A_healthy,0.0025,0.0,1.0,,78.52,133.47,15297.63,16971.65,11031.57,22911.72,particle_filter,-1674.02,2165.54,1274.0,0.0033,0.0112,0.0529,1.138,37984.0,0.9996,1.157e-05,False,none,none,,,,,,2022-06-24T04:11:43,2023-02-26T16:16:16,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,40642.72,8127.43,40.82,63077.91,7.5,99.988,83.696,849.1,1.4,2.422,140,False,False,cyclic_fatigue,67.5,87.32,9,0,0,0,water,particulate_mild,71.4,33.54,0.351,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-05T18:38:10,10,42.64,42.64,2.304,5.816,2.524,2.723,,,58.5,66.74,,33.43,33.31,45.76,13/11/9,106.9,0.328,8.2,2.1,1.032,14.477,13.445,92.16,75.58,30.951,91.56,67.92,,0.242,0.0766,67.18,0.9904,normal,-0.0015628,0.0177,False,cavitation,none,A_healthy,0.0028,0.0,1.0,,152.42,136.72,15293.36,17186.92,11171.5,23202.35,physics_informed_nn,-1893.56,2143.79,1274.0,0.0033,0.0112,0.053,1.138,37984.0,0.9996,1.173e-05,False,none,none,,,,,,2022-06-28T20:05:51,2023-03-06T11:31:13,mixed,False,specialist,False,74.0,,,none,none,162548.57,4798940.65,64417.39,8127.43,32.29,63077.91,9.64,99.985,88.669,849.1,1.4,6.178,140,False,False,cyclic_fatigue,77.4,93.26,10,0,0,0,oil_process,chemical_contamination,53.75,167.88,6.722,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-05T22:53:59,11,46.9,46.9,2.946,9.403,3.192,3.239,,,58.69,61.46,,33.43,28.04,45.26,13/11/9,55.5,0.379,35.9,9.8,4.093,13.951,9.858,101.073,73.08,30.282,92.38,65.9,,0.163,0.0785,317.98,0.9973,normal,-0.00054493,0.0139,False,cavitation,none,A_healthy,0.0031,0.0047,1.0,,45.02,150.02,15289.1,16799.28,10919.53,22679.03,kalman_filter,-1510.18,1375.51,1274.0,0.0034,0.0112,0.053,1.138,37984.0,0.9995,1.189e-05,False,none,none,,,,,,2022-06-20T22:32:20,2023-02-20T22:17:10,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,66979.83,8127.43,43.68,63077.91,17.09,99.973,88.067,849.1,1.4,1.054,140,False,False,cyclic_fatigue,62.92,85.46,11,0,0,0,water,water_ingress,51.25,26.2,1.911,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-06T03:09:48,12,51.16,51.16,2.445,8.712,3.563,3.473,,,51.12,65.98,,33.43,32.56,46.56,15/13/11,137.6,0.556,20.6,2.4,5.442,16.236,10.794,99.667,74.96,29.61,90.27,63.95,,0.074,0.003,13.4,0.9956,normal,-0.00087198,0.0079,False,cavitation,thermal_degradation,A_healthy,0.0033,0.0057,1.0,,60.18,146.36,15284.84,17497.46,11373.35,23621.57,lstm_sequence,-2212.62,2619.79,1274.0,0.0034,0.0113,0.053,1.138,37984.0,0.9995,1.203e-05,False,none,none,,,,,,2022-07-05T15:53:35,2023-03-17T20:00:14,mixed,False,specialist,False,29.0,,,none,none,162548.57,4798940.65,35474.8,8127.43,53.39,63077.91,6.88,99.989,79.843,849.1,1.4,3.797,140,False,False,cyclic_fatigue,72.73,81.43,12,0,0,0,none,particulate_mild,46.69,108.69,0.346,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-06T07:25:37,13,55.43,55.43,2.472,6.957,2.814,2.696,,,57.62,66.03,,33.43,32.61,48.14,13/11/9,98.1,0.372,6.2,0.8,8.81,15.792,6.982,105.961,75.62,29.202,88.81,67.6,,0.174,0.0303,20.6,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0036,0.0,1.0,,31.04,155.2,15280.57,13751.3,8938.35,18564.26,xgboost_gradient,1529.27,1276.6,1274.0,0.0034,0.0113,0.0531,1.138,37984.0,0.9994,1.217e-05,False,none,none,,,,,,2022-04-18T19:04:40,2022-11-05T08:01:59,mixed,False,master_technician,False,12.0,,,none,none,162548.57,4798940.65,80028.81,8127.43,57.68,63077.91,18.25,99.971,87.622,849.1,1.4,4.437,140,False,False,cyclic_fatigue,74.85,84.99,13,0,0,0,oil_process,particulate_mild,78.27,419.67,3.344,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-06T11:41:26,14,59.69,59.69,2.678,6.98,2.607,3.032,,,63.89,67.25,,33.43,33.82,43.23,14/12/10,60.7,0.301,71.5,10.1,9.624,12.745,3.121,101.408,74.37,30.591,89.22,67.23,,1.784,0.0142,23.89,1.0,normal,0.00071885,0.0,False,cavitation,lubrication_starvation,A_healthy,0.0039,0.0,1.0,,49.0,154.24,15276.31,17341.3,11271.85,23410.76,xgboost_gradient,-2064.99,1868.27,1274.0,0.0034,0.0113,0.0531,1.138,37984.0,0.9994,1.229e-05,False,none,none,,,,,,2022-07-02T18:20:32,2023-03-12T15:47:54,mixed,False,master_technician,False,63.0,,,none,none,162548.57,4798940.65,49372.71,8127.43,47.95,63077.91,24.53,99.961,83.597,849.1,1.4,3.498,140,False,False,cyclic_fatigue,66.94,82.42,14,0,0,0,oil_hydraulic,chemical_contamination,72.99,4.45,0.697,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-06T15:57:15,15,63.95,63.95,2.412,9.702,4.022,3.15,,,59.63,66.4,,33.43,32.97,47.63,14/12/10,55.5,0.319,32.2,8.4,4.782,8.356,3.574,101.766,75.46,29.086,91.6,65.61,,0.322,0.011,36.35,0.9964,normal,0.0011912,0.0254,False,cavitation,none,A_healthy,0.0042,0.0,1.0,,89.79,152.19,15272.05,13865.19,9012.37,18718.01,xgboost_gradient,1406.85,1291.17,1274.0,0.0034,0.0113,0.0531,1.138,37984.0,0.9993,1.241e-05,False,none,none,,,,,,2022-04-21T12:33:01,2022-11-09T17:22:03,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,71243.52,8127.43,41.67,63077.91,9.43,99.985,78.976,849.1,1.4,7.552,140,False,False,cyclic_fatigue,77.93,91.25,15,0,0,0,oil_process,particulate_mild,60.18,6.32,7.154,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-06T20:13:04,16,68.22,68.22,2.836,12.442,4.387,2.299,,,65.38,68.63,,33.43,35.2,43.58,13/11/9,76.3,0.336,21.0,3.8,5.49,16.285,10.794,104.028,74.68,29.726,86.81,65.09,,0.704,0.0046,109.86,0.9962,normal,-0.0002095,0.0291,False,cavitation,none,A_healthy,0.0044,0.0,1.0,,84.71,150.52,15267.78,14472.25,9406.96,19537.53,xgboost_gradient,795.53,973.85,1274.0,0.0034,0.0113,0.0532,1.138,37984.0,0.9992,1.252e-05,False,none,none,,,,,,2022-05-04T08:20:31,2022-12-01T09:37:44,mixed,False,oem_certified,True,,,,none,none,162548.57,4798940.65,49646.11,8127.43,27.86,63077.91,8.08,99.987,87.74,849.1,1.4,3.054,140,False,False,cyclic_fatigue,73.0,89.63,16,0,0,0,gas_compressed_air,none,76.74,2.39,0.104,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-07T00:28:54,17,72.48,72.48,3.348,12.065,3.604,2.709,,,60.05,65.43,,33.43,32.0,42.33,14/12/10,66.4,0.359,52.3,7.7,3.853,8.096,4.243,99.921,76.61,30.928,90.86,62.67,,0.907,0.0213,51.25,1.0,normal,0.00087198,0.0132,False,cavitation,none,A_healthy,0.0047,0.0,1.0,,28.25,148.36,15263.52,12298.74,7994.18,16603.3,kalman_filter,2964.78,2776.5,1274.0,0.0034,0.0114,0.0532,1.138,37984.0,0.9992,1.263e-05,False,none,none,,,,,,2022-03-20T05:51:01,2022-09-15T14:24:31,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,43739.58,8127.43,56.93,63077.91,17.86,99.972,91.418,849.1,1.4,5.424,140,False,False,cyclic_fatigue,68.47,76.53,17,0,0,0,water,none,67.8,83.86,3.741,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-07T04:44:43,17,76.75,76.75,2.58,8.413,3.261,2.76,,,62.78,70.48,,33.43,37.05,44.79,14/12/10,76.7,0.739,39.2,7.3,5.103,12.48,7.378,106.497,75.48,31.678,90.69,67.8,,0.574,0.0378,79.67,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.005,0.0071,1.0,,21.56,150.54,15259.25,13826.99,8987.54,18666.43,physics_informed_nn,1432.27,1782.89,1274.0,0.0034,0.0114,0.0532,1.138,37984.0,0.9991,1.273e-05,False,none,none,,,,,,2022-04-21T06:14:18,2022-11-08T21:41:02,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,78927.05,8127.43,55.3,63077.91,14.53,99.977,86.886,849.1,1.4,2.518,140,False,False,cyclic_fatigue,83.11,96.43,17,0,0,0,water,particulate_mild,89.28,91.11,0.708,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-07T09:00:32,18,81.01,81.01,2.501,9.364,3.743,3.063,,,56.21,66.1,,33.43,32.67,45.81,14/12/10,61.9,0.457,46.3,13.3,1.383,20.853,19.47,109.467,75.55,30.788,90.77,64.83,,0.079,0.0259,95.92,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0053,0.0,1.0,,135.48,144.99,15254.99,13354.96,8680.73,18029.2,physics_informed_nn,1900.03,2406.13,1274.0,0.0035,0.0114,0.0533,1.138,37984.0,0.9991,1.282e-05,False,none,none,,,,,,2022-04-11T14:29:25,2022-10-23T08:43:38,mixed,False,journeyman,False,78.0,,,none,none,162548.57,4798940.65,38884.02,8127.43,46.28,63077.91,22.21,99.965,89.436,849.1,1.4,4.735,140,False,False,cyclic_fatigue,75.42,93.45,18,0,0,0,oil_process,particulate_mild,82.69,17.96,2.946,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-07T13:16:21,19,85.27,85.27,2.749,9.474,3.446,2.777,,,58.83,63.47,,33.43,30.04,45.73,14/12/10,70.3,0.428,15.5,3.0,8.25,25.347,17.096,97.532,73.08,28.076,90.02,68.03,,0.742,0.001,96.19,1.0,normal,0.00072744,0.0,False,cavitation,none,A_healthy,0.0056,0.0057,1.0,,370.3,147.4,15250.73,12576.21,8174.54,16977.89,particle_filter,2674.51,2529.04,1274.0,0.0035,0.0114,0.0533,1.138,37984.0,0.999,1.291e-05,False,none,none,,,,,,2022-03-26T13:22:43,2022-09-25T23:03:11,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,61459.56,8127.43,25.69,63077.91,12.32,99.98,84.628,849.1,1.4,1.708,140,False,False,cyclic_fatigue,59.14,94.09,19,0,0,0,gas_compressed_air,none,24.87,51.8,2.413,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-07T17:32:10,20,89.54,89.54,2.32,8.786,3.788,3.01,,,60.45,72.21,,33.43,38.78,44.25,14/12/10,88.9,0.381,33.8,8.6,9.653,16.546,6.893,103.272,76.09,30.642,91.2,66.29,,0.069,0.0267,12.3,1.0,normal,0.00075444,0.028,False,cavitation,fatigue_spalling,A_healthy,0.0058,0.0078,1.0,,6.23,155.37,15246.46,16583.92,10779.55,22388.29,weibull_regression,-1337.45,1674.1,1274.0,0.0035,0.0114,0.0533,1.138,37984.0,0.999,1.3e-05,False,none,none,,,,,,2022-06-18T05:29:39,2023-02-15T01:51:54,mixed,False,apprentice,False,71.0,,,none,none,162548.57,4798940.65,42429.37,8127.43,43.05,63077.91,11.1,99.982,77.522,849.1,1.4,4.513,140,False,False,cyclic_fatigue,86.02,82.3,20,0,0,0,none,particulate_severe,87.17,14.74,0.122,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-07T21:47:59,21,93.8,93.8,2.393,8.596,3.591,3.209,,,59.96,69.12,,33.43,35.69,46.17,13/11/9,77.5,0.587,16.0,4.1,8.272,12.977,4.705,94.024,74.39,30.626,87.99,64.11,,0.21,0.0036,81.27,0.9876,normal,-0.00247804,0.0362,False,cavitation,none,A_healthy,0.0061,0.0,1.0,,161.95,142.37,15242.2,13301.27,8645.83,17956.72,lstm_sequence,1940.93,2070.94,1274.0,0.0035,0.0115,0.0534,1.138,37984.0,0.9989,1.308e-05,False,none,none,,,,,,2022-04-11T00:26:07,2022-10-21T23:52:49,mixed,False,apprentice,False,82.0,,,none,none,162548.57,4798940.65,35081.19,8127.43,58.74,63077.91,12.16,99.981,88.477,849.1,1.4,2.101,140,False,False,cyclic_fatigue,71.71,85.68,21,0,0,0,oil_process,particulate_mild,47.28,22.58,0.317,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-08T02:03:48,22,98.06,98.06,2.194,6.065,2.765,2.794,,,54.7,64.86,,33.43,31.43,48.17,14/12/10,291.3,0.389,74.8,19.9,1.777,9.751,7.973,95.053,74.75,29.631,87.76,64.3,,0.446,0.047,13.36,0.9968,normal,-0.00064015,0.0221,False,cavitation,none,A_healthy,0.0064,0.0,1.0,,119.41,159.65,15237.94,12886.88,8376.47,17397.29,physics_informed_nn,2351.05,3039.34,1274.0,0.0035,0.0115,0.0534,1.138,37984.0,0.9989,1.316e-05,False,none,none,,,,,,2022-04-02T13:30:20,2022-10-07T11:54:55,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,80476.93,8127.43,36.06,63077.91,13.16,99.979,83.778,849.1,1.4,7.577,140,False,False,cyclic_fatigue,73.42,80.23,22,0,0,0,oil_process,none,22.76,23.87,8.489,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-08T06:19:37,23,102.33,102.33,2.275,9.294,4.086,3.301,,,56.04,65.57,,33.43,32.14,44.57,13/11/9,92.5,0.339,9.8,2.5,7.074,17.775,10.701,97.095,75.2,29.535,90.43,68.77,,0.335,0.0146,159.79,0.9995,normal,-9.928e-05,0.0,False,cavitation,none,A_healthy,0.0067,0.0125,1.0,,277.74,163.0,15233.67,17476.49,11359.72,23593.27,xgboost_gradient,-2242.82,2654.85,1274.0,0.0035,0.0115,0.0534,1.138,37984.0,0.9988,1.324e-05,False,none,none,,,,,,2022-07-07T08:34:27,2023-03-19T05:20:51,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,70331.27,8127.43,59.95,63077.91,6.12,99.99,90.716,849.1,1.4,2.282,140,False,False,cyclic_fatigue,76.12,83.34,23,0,0,0,oil_process,particulate_mild,72.68,5.46,0.373,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-08T10:35:26,24,106.59,106.59,2.374,9.324,3.927,3.18,,,61.78,65.37,,33.43,31.94,45.67,13/11/9,86.5,0.383,83.5,9.8,5.998,9.816,3.818,92.083,73.58,30.142,91.0,69.26,,1.037,0.0489,48.76,0.9971,normal,-0.00058502,0.0,False,cavitation,none,A_healthy,0.007,0.0019,1.0,,94.35,160.66,15229.41,12503.91,8127.54,16880.28,physics_informed_nn,2725.5,3530.41,1274.0,0.0035,0.0115,0.0535,1.138,37984.0,0.9988,1.332e-05,False,none,none,,,,,,2022-03-25T22:32:44,2022-09-24T06:54:51,mixed,False,journeyman,False,81.0,,,none,none,162548.57,4798940.65,26652.13,8127.43,30.01,63077.91,13.48,99.979,78.661,849.1,1.4,4.906,140,False,False,cyclic_fatigue,66.54,78.11,24,0,0,0,oil_process,none,65.28,39.16,7.181,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-08T14:51:15,25,110.85,110.85,2.859,7.217,2.524,3.177,,,58.39,66.93,,33.43,33.51,47.59,14/12/10,82.2,0.464,149.4,19.6,4.831,10.198,5.368,99.284,74.69,30.164,88.68,65.8,,0.424,0.0206,252.62,1.0,normal,0.0,0.0098,False,cavitation,none,A_healthy,0.0072,0.0236,1.0,,239.34,146.43,15225.15,16454.19,10695.22,22213.15,particle_filter,-1229.04,1069.26,1274.0,0.0035,0.0115,0.0535,1.138,37984.0,0.9987,1.339e-05,False,none,none,,,,,,2022-06-16T09:56:52,2023-02-11T08:54:48,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,29604.91,8127.43,20.83,63077.91,14.19,99.978,81.062,849.1,1.4,6.898,140,False,False,cyclic_fatigue,76.21,85.32,25,0,0,1,none,none,86.79,83.9,1.229,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-08T19:07:04,26,115.12,115.12,2.3,6.435,2.798,2.323,,,60.51,68.05,,33.43,34.63,46.12,14/12/10,59.3,0.412,16.7,2.7,8.928,25.333,16.405,96.314,75.38,31.38,91.16,67.03,,0.448,0.0057,124.37,1.0,normal,0.00247804,0.0,False,cavitation,none,A_healthy,0.0075,0.0095,1.0,,14.46,138.88,15220.88,11758.42,7642.97,15873.86,weibull_regression,3462.47,3578.37,1274.0,0.0035,0.0116,0.0535,1.138,37984.0,0.9986,1.346e-05,False,none,none,,,,,,2022-03-10T18:19:31,2022-08-29T05:46:14,mixed,False,apprentice,True,,,,none,none,162548.57,4798940.65,62205.92,8127.43,23.54,63077.91,42.68,99.932,85.288,849.1,1.4,1.316,140,False,False,cyclic_fatigue,69.39,74.79,26,0,0,0,water,none,48.89,69.66,0.303,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-08T23:22:53,27,119.38,119.38,2.851,9.526,3.341,3.418,,,58.49,69.95,,33.43,36.52,45.31,13/11/9,179.8,0.57,15.9,2.2,8.107,16.884,8.777,97.87,73.85,29.753,90.36,66.88,,0.087,0.0117,145.76,1.0,normal,0.00064015,0.0,False,cavitation,none,A_healthy,0.0078,0.003,1.0,,122.89,151.2,15216.62,16745.74,10884.73,22606.75,physics_informed_nn,-1529.13,1331.88,1274.0,0.0035,0.0116,0.0536,1.138,37984.0,0.9986,1.353e-05,False,none,none,,,,,,2022-06-22T20:15:12,2023-02-22T01:15:48,mixed,False,journeyman,False,66.0,,,none,none,162548.57,4798940.65,52308.31,8127.43,40.87,63077.91,10.63,99.983,83.66,849.1,1.4,7.165,140,False,False,cyclic_fatigue,83.64,85.96,27,0,0,0,water,none,21.92,29.43,1.902,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-09T03:38:42,28,123.65,123.65,2.382,10.372,4.354,3.1,,,59.22,67.59,,33.43,34.16,46.67,14/12/10,210.0,0.341,14.7,4.0,2.492,20.509,18.017,107.927,76.53,29.895,90.29,62.94,,0.308,0.0085,53.08,1.0,normal,9.928e-05,0.0429,False,cavitation,none,A_healthy,0.0081,0.0,1.0,,74.96,148.73,15212.35,11963.56,7776.31,16150.81,weibull_regression,3248.79,3334.33,1274.0,0.0036,0.0116,0.0536,1.138,37984.0,0.9985,1.359e-05,False,none,none,,,,,,2022-03-15T09:25:30,2022-09-05T20:40:16,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,67630.92,8127.43,50.35,63077.91,10.84,99.983,82.302,849.1,1.4,2.514,140,False,False,cyclic_fatigue,75.17,96.14,28,0,0,0,oil_hydraulic,particulate_severe,57.33,24.34,2.766,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-09T07:54:31,29,127.91,127.91,2.794,7.983,2.857,2.845,,,57.05,62.79,,33.43,29.36,45.48,13/11/9,73.8,0.465,66.6,18.4,9.981,22.766,12.785,108.003,72.33,29.366,90.36,67.46,,1.232,0.1548,58.98,0.9928,normal,-0.00084547,0.0,False,cavitation,none,A_healthy,0.0083,0.016,1.0,,72.18,146.47,15208.09,16563.06,10765.99,22360.13,weibull_regression,-1354.97,1351.91,1274.0,0.0036,0.0116,0.0536,1.138,37984.0,0.9985,1.366e-05,False,none,none,,,,,,2022-06-19T09:26:21,2023-02-15T22:30:38,mixed,False,journeyman,False,29.0,,,none,none,162548.57,4798940.65,56750.48,8127.43,36.91,63077.91,21.1,99.967,85.485,849.1,1.4,6.872,140,False,False,cyclic_fatigue,65.1,86.61,29,0,0,0,gas_compressed_air,particulate_mild,40.03,115.91,0.575,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-09T12:10:20,30,132.17,132.17,2.646,9.075,3.43,3.45,,,61.98,68.16,,33.43,34.73,47.12,14/12/10,80.1,0.403,43.3,12.4,8.311,12.074,3.763,102.581,75.72,29.796,90.54,65.1,,0.284,0.0129,65.72,0.9886,normal,-0.00228052,0.0421,False,cavitation,none,A_healthy,0.0086,0.0086,1.0,,217.05,131.13,15203.83,13059.74,8488.83,17630.65,physics_informed_nn,2144.08,2080.16,1274.0,0.0036,0.0116,0.0537,1.138,37984.0,0.9984,1.372e-05,False,none,none,,,,,,2022-04-07T14:02:38,2022-10-15T00:57:14,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,27350.2,8127.43,22.54,63077.91,16.73,99.973,80.956,849.1,1.4,4.714,140,False,False,cyclic_fatigue,76.14,74.01,30,0,0,0,water,none,54.68,3.13,2.233,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-09T16:26:09,31,136.44,136.44,2.44,10.085,4.133,2.937,,,61.53,69.24,,33.43,35.82,46.64,13/11/9,57.4,0.336,38.2,8.5,7.053,15.306,8.253,95.256,74.09,29.047,90.93,66.7,,0.055,0.1219,112.34,0.998,normal,-0.00039326,0.0,False,cavitation,none,A_healthy,0.0089,0.0,1.0,,154.37,146.07,15199.56,16459.68,10698.79,22220.57,kalman_filter,-1260.11,1229.45,1274.0,0.0036,0.0116,0.0537,1.138,37984.0,0.9983,1.378e-05,False,none,none,,,,,,2022-06-17T14:16:30,2023-02-12T15:09:44,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,37502.25,8127.43,49.92,63077.91,15.36,99.976,85.287,849.1,1.4,2.352,140,False,False,cyclic_fatigue,75.26,81.83,31,0,0,0,gas_compressed_air,none,43.75,15.73,2.593,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-09T20:41:58,32,140.7,140.7,2.17,8.157,3.759,3.01,,,61.51,69.84,,33.43,36.41,46.42,14/12/10,61.5,0.526,25.4,3.1,4.57,9.235,4.665,105.669,75.04,29.28,89.81,63.08,,0.181,0.0959,106.54,0.9998,normal,-3.716e-05,0.0321,False,cavitation,none,A_healthy,0.0092,0.0043,1.0,,55.52,140.53,15195.3,16836.59,10943.78,22729.39,physics_informed_nn,-1641.29,1639.72,1274.0,0.0036,0.0117,0.0537,1.138,37984.0,0.9983,1.384e-05,False,none,none,,,,,,2022-06-25T14:59:38,2023-02-26T03:47:59,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,79744.15,8127.43,59.52,63077.91,17.86,99.972,80.605,849.1,1.4,4.379,140,False,False,cyclic_fatigue,86.93,80.29,32,0,0,0,none,none,63.19,272.29,2.644,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-10T00:57:48,33,144.96,144.96,2.584,6.706,2.595,3.191,,,61.56,67.89,,33.43,34.46,42.09,13/11/9,78.4,0.391,59.7,12.6,2.388,4.317,1.929,98.127,75.66,31.069,90.99,62.49,,0.352,0.2411,11.02,0.9975,normal,-0.00050074,0.0089,False,cavitation,none,A_healthy,0.0095,0.0,1.0,,37.82,167.01,15191.04,14233.59,9251.84,19215.35,weibull_regression,957.44,868.15,1274.0,0.0036,0.0117,0.0537,1.138,37984.0,0.9982,1.389e-05,False,none,none,,,,,,2022-05-02T13:45:35,2022-11-26T03:31:02,mixed,False,oem_certified,True,,,,none,none,162548.57,4798940.65,58504.52,8127.43,33.8,63077.91,15.13,99.976,78.715,849.1,1.4,3.781,140,False,False,cyclic_fatigue,75.55,85.19,33,0,0,0,steam,none,75.71,95.54,4.973,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-10T05:13:37,34,149.23,149.23,2.384,10.132,4.25,3.062,,,55.5,72.0,,33.43,38.57,45.97,14/12/10,115.8,0.314,19.5,3.5,1.216,18.21,16.994,97.983,75.55,31.101,90.25,64.87,,0.25,0.2635,20.72,1.0,normal,0.00143049,0.0583,False,cavitation,none,A_healthy,0.0097,0.0,1.0,,2.61,140.78,15186.77,13800.34,8970.22,18630.46,xgboost_gradient,1386.43,1268.41,1274.0,0.0036,0.0117,0.0538,1.138,37984.0,0.9982,1.395e-05,False,none,none,,,,,,2022-04-23T17:23:50,2022-11-10T23:30:59,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,65239.19,8127.43,55.39,63077.91,13.7,99.978,85.314,849.1,1.4,5.855,140,False,False,cyclic_fatigue,90.12,65.63,34,0,0,0,steam,particulate_mild,80.96,174.38,6.94,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-10T09:29:26,35,153.49,153.49,2.48,7.949,3.205,2.473,,,58.45,69.15,,33.43,35.73,44.97,13/11/9,50.1,0.444,61.3,11.2,6.217,25.534,19.316,97.788,73.59,29.689,90.49,64.68,,0.328,0.0046,125.1,1.0,normal,0.00228052,0.0375,False,cavitation,none,A_healthy,0.01,0.0,1.0,,4.74,166.76,15182.51,13898.73,9034.17,18763.28,lstm_sequence,1283.78,1060.27,1274.0,0.0036,0.0117,0.0538,1.138,37984.0,0.9981,1.4e-05,False,none,none,,,,,,2022-04-25T22:51:11,2022-11-14T15:24:24,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,75136.55,8127.43,49.8,63077.91,6.85,99.989,78.163,849.1,1.4,4.624,140,False,False,cyclic_fatigue,72.05,83.96,35,0,0,0,oil_process,particulate_mild,61.97,11.97,0.165,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-10T13:45:15,36,157.75,157.75,2.34,7.873,3.365,2.605,,,55.98,64.11,,33.43,30.68,46.76,13/11/9,172.3,0.329,40.3,8.9,8.894,14.095,5.201,106.29,74.08,29.472,90.95,65.77,,0.152,0.0204,41.89,0.9947,normal,-0.00067566,0.0329,False,cavitation,fatigue_spalling,A_healthy,0.0103,0.0,1.0,,255.24,152.49,15178.25,17319.09,11257.41,23380.77,weibull_regression,-2140.84,2731.12,1274.0,0.0036,0.0117,0.0538,1.138,37984.0,0.9981,1.406e-05,False,none,none,,,,,,2022-07-06T09:17:51,2023-03-15T22:58:40,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,56091.45,8127.43,54.76,63077.91,29.37,99.953,85.314,849.1,1.4,7.584,140,False,False,cyclic_fatigue,73.6,80.78,36,0,0,0,oil_hydraulic,particulate_mild,71.68,4.54,1.274,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-10T18:01:04,37,162.02,162.02,2.715,7.988,2.942,2.817,,,63.64,69.1,,33.43,35.68,45.67,14/12/10,102.8,0.474,6.7,1.6,7.054,18.166,11.112,93.702,73.95,30.055,89.86,63.42,,1.145,0.0212,108.53,1.0,normal,3.716e-05,0.006,False,cavitation,none,A_healthy,0.0106,0.0088,1.0,,70.45,131.14,15173.98,14226.75,9247.39,19206.11,lstm_sequence,947.23,994.22,1274.0,0.0036,0.0117,0.0539,1.138,37984.0,0.998,1.411e-05,False,none,none,,,,,,2022-05-03T03:23:30,2022-11-26T14:45:12,mixed,False,apprentice,False,37.0,,,none,none,162548.57,4798940.65,69379.35,8127.43,22.84,63077.91,16.43,99.974,83.984,849.1,1.4,1.333,140,False,False,cyclic_fatigue,82.17,90.23,37,0,0,0,none,particulate_mild,53.95,10.83,0.555,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-10T22:16:53,38,166.28,166.28,2.45,7.116,2.905,3.361,,,60.78,72.27,,33.43,38.85,44.8,14/12/10,84.4,0.345,18.4,5.4,7.096,11.609,4.513,92.088,75.8,30.112,91.58,66.61,,0.882,0.0212,40.81,0.9849,normal,-0.00251171,0.0204,False,cavitation,none,A_healthy,0.0108,0.0045,1.0,,228.65,159.84,15169.72,16180.01,10517.01,21843.02,xgboost_gradient,-1010.29,1118.5,1274.0,0.0036,0.0118,0.0539,1.138,37984.0,0.9979,1.416e-05,False,none,none,,,,,,2022-06-13T00:17:17,2023-02-03T23:17:33,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,64680.89,8127.43,36.35,63077.91,8.6,99.986,87.558,849.1,1.4,1.263,140,False,False,cyclic_fatigue,79.98,97.14,38,0,0,0,oil_hydraulic,none,24.92,4.08,0.646,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-11T02:32:42,39,170.55,170.55,2.493,7.384,2.962,2.867,,,57.84,71.87,,33.43,38.44,44.15,14/12/10,82.2,0.324,20.3,5.0,4.645,17.285,12.64,103.648,72.86,29.5,87.93,64.84,,0.051,0.006,179.45,0.9961,normal,-0.00077474,0.0779,False,cavitation,none,A_healthy,0.0111,0.0,1.0,,80.48,173.68,15165.45,13066.65,8493.32,17639.98,physics_informed_nn,2098.8,2462.52,1274.0,0.0037,0.0118,0.0539,1.138,37984.0,0.9979,1.421e-05,False,none,none,,,,,,2022-04-09T07:52:12,2022-10-16T21:11:51,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,55632.17,8127.43,21.06,63077.91,15.28,99.976,84.019,849.1,1.4,6.524,140,False,False,cyclic_fatigue,78.09,90.33,39,0,0,0,steam,water_ingress,67.36,61.85,6.838,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-11T06:48:31,40,174.81,174.81,2.311,9.424,4.079,2.568,,,62.45,65.52,,33.43,32.09,45.55,15/13/11,58.4,0.475,74.0,19.2,5.084,15.492,10.407,100.126,77.84,31.681,89.23,66.19,,0.04,0.0054,1.39,0.9956,normal,-0.00088512,0.0257,False,cavitation,none,A_healthy,0.0114,0.0,1.0,,355.17,150.74,15161.19,16205.6,10533.64,21877.56,xgboost_gradient,-1044.41,971.23,1274.0,0.0037,0.0118,0.0539,1.138,37984.0,0.9978,1.426e-05,False,none,none,,,,,,2022-06-13T21:36:34,2023-02-05T05:34:11,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,50061.32,8127.43,41.67,63077.91,25.65,99.959,83.807,849.1,1.4,6.656,140,False,False,cyclic_fatigue,64.11,87.84,40,0,0,0,water,none,72.77,3.54,3.501,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-11T11:04:20,41,179.07,179.07,2.237,7.423,3.318,2.698,,,58.0,67.45,,33.43,34.03,44.71,13/11/9,52.6,0.541,67.9,18.6,4.581,8.785,4.204,97.819,75.66,28.772,88.54,66.12,,0.609,0.0185,2.75,1.0,normal,0.00106891,0.0216,False,cavitation,none,A_healthy,0.0117,0.0,1.0,,31.84,141.51,15156.93,17239.8,11205.87,23273.74,xgboost_gradient,-2082.88,2207.48,1274.0,0.0037,0.0118,0.054,1.138,37984.0,0.9978,1.43e-05,False,none,none,,,,,,2022-07-05T14:58:27,2023-03-14T00:54:20,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,60024.12,8127.43,31.64,63077.91,5.22,99.99,86.046,849.1,1.4,5.355,140,False,False,cyclic_fatigue,72.43,81.16,41,0,0,0,water,none,29.3,20.49,0.128,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-11T15:20:09,42,183.34,183.34,2.773,8.379,3.021,2.902,,,65.12,67.64,,33.43,34.21,46.4,13/11/9,115.8,0.369,29.5,7.7,4.693,22.82,18.128,97.658,74.15,29.672,89.7,68.68,,1.038,0.0454,160.8,0.9965,normal,-0.00069446,0.0099,False,cavitation,none,A_healthy,0.012,0.0032,1.0,,60.61,131.56,15152.66,16800.27,10920.18,22680.37,physics_informed_nn,-1647.61,1852.77,1274.0,0.0037,0.0118,0.054,1.138,37984.0,0.9977,1.435e-05,False,none,none,,,,,,2022-06-26T15:28:18,2023-02-26T15:34:00,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,27853.8,8127.43,38.69,63077.91,7.81,99.988,88.916,849.1,1.4,6.39,140,False,False,cyclic_fatigue,77.71,96.03,42,0,0,0,none,particulate_severe,69.43,50.55,2.678,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-11T19:35:58,43,187.6,187.6,2.618,10.466,3.997,2.682,,,56.64,62.5,,33.43,29.08,44.76,13/11/9,121.8,0.316,9.2,1.1,8.251,21.331,13.08,94.289,73.71,28.486,90.01,63.51,,0.662,0.0348,73.85,1.0,normal,0.00301245,0.0009,False,cavitation,none,A_healthy,0.0122,0.0,1.0,,203.97,120.65,15148.4,14279.75,9281.84,19277.67,physics_informed_nn,868.65,965.08,1274.0,0.0037,0.0118,0.054,1.138,37984.0,0.9976,1.44e-05,False,none,none,,,,,,2022-05-05T07:28:33,2022-11-29T13:23:21,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,79037.73,8127.43,46.45,63077.91,8.98,99.986,81.742,849.1,1.4,4.732,140,False,False,cyclic_fatigue,68.96,96.01,43,0,0,0,none,particulate_mild,62.24,56.54,1.894,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-11T23:51:47,44,191.86,191.86,2.715,11.833,4.358,3.057,,,53.5,64.02,,33.43,30.6,47.37,13/11/9,112.5,0.346,11.2,2.0,6.676,24.001,17.324,99.957,75.3,31.022,90.27,66.98,,1.094,0.0329,573.45,0.9972,normal,0.00022117,0.0,False,cavitation,none,A_healthy,0.0125,0.0,1.0,,75.0,138.3,15144.14,13383.35,8699.18,18067.52,kalman_filter,1760.79,2113.21,1274.0,0.0037,0.0118,0.0541,1.138,37984.0,0.9976,1.444e-05,False,none,none,,,,,,2022-04-16T19:32:17,2022-10-28T23:42:37,mixed,False,master_technician,False,58.0,,,none,none,162548.57,4798940.65,77482.74,8127.43,55.1,63077.91,6.01,99.99,82.999,849.1,1.4,2.789,140,False,False,cyclic_fatigue,70.42,88.21,44,0,0,0,oil_hydraulic,none,48.23,42.92,0.06,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-12T04:07:36,45,196.13,196.13,2.405,6.493,2.7,3.064,,,58.77,65.98,,33.43,32.56,47.29,14/12/10,93.2,0.408,10.8,2.8,5.789,12.774,6.985,98.12,74.12,28.258,90.36,67.93,,0.267,0.0289,123.52,0.9946,normal,-0.00019499,0.0,False,cavitation,none,A_healthy,0.0128,0.01,1.0,,66.28,147.62,15139.87,17839.6,11595.74,24083.46,kalman_filter,-2699.73,3184.88,1274.0,0.0037,0.0119,0.0541,1.138,37984.0,0.9975,1.449e-05,False,none,none,,,,,,2022-07-18T19:55:41,2023-04-04T23:47:20,mixed,False,specialist,False,8.0,,,none,none,162548.57,4798940.65,61276.16,8127.43,31.65,63077.91,11.79,99.981,83.896,849.1,1.4,1.44,140,False,False,cyclic_fatigue,74.56,95.08,45,0,0,0,gas_compressed_air,none,80.5,62.06,2.214,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-12T08:23:25,46,200.39,200.39,2.741,11.763,4.292,2.934,,,60.65,69.14,,33.43,35.71,47.2,14/12/10,147.3,0.728,12.0,1.9,7.475,25.878,18.403,99.218,74.97,29.342,88.67,63.48,,0.239,0.0044,183.29,0.9928,normal,-0.00144243,0.039,False,cavitation,none,A_healthy,0.0131,0.0121,1.0,,118.34,153.58,15135.61,13074.66,8498.53,17650.78,kalman_filter,2060.95,2488.57,1274.0,0.0037,0.0119,0.0541,1.138,37984.0,0.9974,1.453e-05,False,none,none,,,,,,2022-04-10T17:43:05,2022-10-18T09:50:51,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,55016.73,8127.43,25.84,63077.91,31.91,99.949,90.415,849.1,1.4,5.913,140,False,False,cyclic_fatigue,69.21,82.95,46,0,0,0,water,none,35.08,16.76,2.002,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-12T12:39:14,47,204.65,204.65,2.287,9.343,4.086,3.1,,,57.9,69.52,,33.43,36.09,45.72,15/13/11,221.7,0.547,23.5,5.7,3.476,12.645,9.17,101.964,76.42,29.13,90.1,63.6,,0.458,0.0038,20.39,0.9844,normal,-0.00241933,0.0068,False,cavitation,overload,A_healthy,0.0133,0.0,1.0,,229.01,143.19,15131.35,16115.13,10474.83,21755.42,lstm_sequence,-983.78,1146.5,1274.0,0.0037,0.0119,0.0541,1.138,37984.0,0.9974,1.457e-05,False,none,none,,,,,,2022-06-13T06:13:02,2023-02-03T06:30:41,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,59518.0,8127.43,59.95,63077.91,18.75,99.97,85.907,849.1,1.4,5.556,140,False,False,cyclic_fatigue,76.82,84.75,47,0,0,0,oil_process,particulate_severe,49.58,79.53,0.097,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-12T16:55:03,48,208.92,208.92,2.371,8.465,3.57,3.141,,,65.26,64.79,,33.43,31.37,45.72,13/11/9,155.0,0.319,24.1,3.9,2.857,17.334,14.477,106.745,76.69,29.523,89.16,66.03,,0.173,0.0369,96.53,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0136,0.0,1.0,,47.6,128.21,15127.08,13457.61,8747.45,18167.77,kalman_filter,1669.47,2067.66,1274.0,0.0037,0.0119,0.0542,1.138,37984.0,0.9973,1.461e-05,False,none,none,,,,,,2022-04-19T01:43:21,2022-11-01T07:53:09,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,62477.56,8127.43,48.58,63077.91,8.17,99.987,85.357,849.1,1.4,5.089,140,False,False,cyclic_fatigue,68.68,85.18,48,0,0,0,water,particulate_mild,84.81,23.33,0.823,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-12T21:10:52,49,213.18,213.18,2.627,7.054,2.685,3.091,,,59.74,66.19,,33.43,32.77,47.4,14/12/10,176.5,0.352,33.9,5.6,7.604,22.416,14.812,100.466,72.96,29.677,89.3,65.07,,0.258,0.0028,0.87,0.9976,normal,7.368e-05,0.04,False,cavitation,none,A_healthy,0.0139,0.0,1.0,,84.08,166.46,15122.82,15990.84,10394.05,21587.64,xgboost_gradient,-868.02,704.51,1274.0,0.0037,0.0119,0.0542,1.138,37984.0,0.9973,1.465e-05,False,none,none,,,,,,2022-06-11T00:36:10,2023-01-30T05:23:53,mixed,False,apprentice,True,,,,none,none,162548.57,4798940.65,52837.89,8127.43,51.65,63077.91,18.06,99.971,80.624,849.1,1.4,3.635,140,False,False,cyclic_fatigue,63.77,90.05,49,0,0,0,oil_process,none,85.47,22.17,0.798,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-13T01:26:42,50,217.45,217.45,2.559,11.136,4.351,3.134,,,60.82,69.54,,33.43,36.11,43.21,14/12/10,128.6,0.455,26.8,5.5,3.505,23.417,19.912,102.187,74.75,30.065,90.99,68.14,,0.324,0.0179,40.01,1.0,normal,0.00108011,0.0651,False,cavitation,none,A_healthy,0.0142,0.007,1.0,,83.28,155.86,15118.55,14047.77,9131.05,18964.49,physics_informed_nn,1070.79,1064.07,1274.0,0.0037,0.0119,0.0542,1.138,37984.0,0.9972,1.469e-05,False,none,none,,,,,,2022-05-01T17:19:42,2022-11-22T14:02:49,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,73828.37,8127.43,29.19,63077.91,19.54,99.969,87.952,849.1,1.4,1.684,140,False,False,cyclic_fatigue,78.95,80.48,50,0,0,0,oil_process,none,78.61,19.8,0.694,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-13T05:42:31,51,221.71,221.71,2.878,11.049,3.839,3.1,,,59.97,68.83,,33.43,35.41,47.37,14/12/10,134.4,0.555,15.2,2.1,7.008,13.839,6.831,93.737,74.69,29.769,90.46,66.14,,0.673,0.0528,23.16,0.9843,normal,-0.00170121,0.0,False,cavitation,none,A_healthy,0.0145,0.0017,1.0,,269.2,153.29,15114.29,13231.88,8600.72,17863.04,xgboost_gradient,1882.41,2090.83,1274.0,0.0037,0.0119,0.0542,1.138,37984.0,0.9971,1.473e-05,False,none,none,,,,,,2022-04-14T21:38:57,2022-10-24T20:48:28,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,28304.55,8127.43,30.81,63077.91,24.51,99.961,85.868,849.1,1.4,6.852,140,False,False,cyclic_fatigue,80.61,98.38,51,0,0,0,oil_hydraulic,none,62.28,21.38,0.206,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-13T09:58:20,52,225.97,225.97,2.638,7.292,2.764,3.234,,,56.8,74.23,,33.43,40.8,45.67,13/11/9,78.5,0.385,9.2,2.1,2.181,19.517,17.336,95.758,76.8,30.327,88.16,63.61,,0.526,0.0064,28.65,0.9913,normal,0.00137749,0.0652,False,cavitation,none,A_healthy,0.0147,0.0,1.0,,151.22,156.49,15110.03,13144.52,8543.94,17745.11,physics_informed_nn,1965.5,1618.17,1274.0,0.0037,0.012,0.0543,1.138,37984.0,0.9971,1.477e-05,False,none,none,,,,,,2022-04-13T06:14:04,2022-10-21T22:49:05,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,63028.54,8127.43,37.87,63077.91,16.41,99.974,88.925,849.1,1.4,3.661,140,False,False,cyclic_fatigue,81.52,75.62,52,0,0,1,oil_hydraulic,water_ingress,30.72,44.19,3.338,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-13T14:14:09,53,230.24,230.24,2.388,7.796,3.265,2.931,,,55.88,64.85,,33.43,31.43,48.85,13/11/9,162.5,0.382,55.4,6.0,3.944,19.096,15.153,102.704,75.4,30.161,89.0,62.63,,0.404,0.1017,168.5,0.978,normal,-0.0044098,0.0,False,cavitation,none,A_healthy,0.015,0.0025,1.0,,298.4,145.46,15105.76,14361.49,9334.97,19388.01,particle_filter,744.27,839.63,1274.0,0.0037,0.012,0.0543,1.138,37984.0,0.997,1.481e-05,False,none,none,,,,,,2022-05-08T18:58:53,2022-12-04T05:30:12,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,24753.08,8127.43,25.31,63077.91,12.51,99.98,85.089,849.1,1.4,1.219,140,False,False,cyclic_fatigue,65.98,92.68,53,0,0,0,water,particulate_mild,78.42,8.29,0.239,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-13T18:29:58,54,234.5,234.5,2.419,7.434,3.074,2.616,,,59.39,69.01,,33.43,35.58,46.23,13/11/9,127.9,0.329,21.6,6.3,2.447,8.787,6.34,99.391,75.61,31.277,90.55,64.35,,0.655,0.0345,11.11,0.9939,normal,-0.00074747,0.0003,False,cavitation,none,A_healthy,0.0153,0.0223,1.0,,135.42,144.73,15101.5,16539.19,10750.47,22327.91,particle_filter,-1437.69,1612.35,1274.0,0.0038,0.012,0.0543,1.138,37984.0,0.9969,1.485e-05,False,none,none,,,,,,2022-06-23T08:05:38,2023-02-19T12:48:36,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,33576.36,8127.43,21.46,63077.91,22.44,99.964,82.294,849.1,1.4,4.807,140,False,False,cyclic_fatigue,67.35,100.62,54,0,0,0,oil_hydraulic,none,44.84,54.89,1.328,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-13T22:45:47,55,238.76,238.76,2.523,8.957,3.55,3.038,,,65.42,66.41,,33.43,32.99,45.43,13/11/9,76.8,0.319,8.0,0.9,1.506,21.006,19.499,105.693,74.91,29.757,90.45,64.6,,0.644,0.0464,182.91,1.0,normal,0.0,0.0241,False,cavitation,none,A_healthy,0.0156,0.0,1.0,,48.64,156.22,15097.24,17174.6,11163.49,23185.71,xgboost_gradient,-2077.36,1730.34,1274.0,0.0038,0.012,0.0543,1.138,37984.0,0.9969,1.488e-05,False,none,none,,,,,,2022-07-06T18:03:42,2023-03-14T05:10:14,mixed,False,apprentice,True,,,,none,none,162548.57,4798940.65,31522.72,8127.43,21.62,63077.91,6.93,99.989,85.857,849.1,1.4,6.049,140,False,False,cyclic_fatigue,72.96,80.61,55,0,0,0,oil_process,particulate_mild,55.02,55.48,9.46,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-14T03:01:36,56,243.03,243.03,2.756,10.474,3.801,2.843,,,59.1,65.03,,33.43,31.6,46.08,13/11/9,89.6,0.49,9.2,1.4,7.223,14.999,7.776,97.864,73.96,29.736,87.73,62.84,,1.188,0.0333,136.53,0.9812,normal,-0.00062553,0.0317,False,cavitation,none,A_healthy,0.0158,0.016,1.0,,320.17,138.98,15092.97,18036.45,11723.69,24349.21,lstm_sequence,-2943.48,3141.38,1274.0,0.0038,0.012,0.0544,1.138,37984.0,0.9968,1.492e-05,False,none,none,,,,,,2022-07-24T21:15:05,2023-04-13T22:00:31,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,29714.53,8127.43,36.63,63077.91,4.72,99.99,88.282,849.1,1.4,7.871,140,False,False,cyclic_fatigue,71.66,97.74,56,0,0,0,oil_hydraulic,none,30.84,21.61,0.78,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-14T07:17:25,57,247.29,247.29,2.627,8.916,3.394,3.02,,,56.39,64.76,,33.43,31.33,46.23,14/12/10,85.4,0.37,18.4,3.4,8.514,21.884,13.37,104.292,76.63,30.092,90.43,67.45,,0.203,0.2317,18.6,0.9961,normal,0.00095226,0.0,False,cavitation,none,A_healthy,0.0161,0.0,1.0,,101.3,151.64,15088.71,14405.51,9363.58,19447.44,weibull_regression,683.2,738.94,1274.0,0.0038,0.012,0.0544,1.138,37984.0,0.9968,1.496e-05,False,none,none,,,,,,2022-05-10T10:02:46,2022-12-06T11:58:31,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,43758.83,8127.43,40.68,63077.91,12.99,99.979,78.493,849.1,1.4,7.52,140,False,False,cyclic_fatigue,71.83,89.2,57,0,0,0,water,particulate_severe,27.9,15.12,0.049,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-14T11:33:14,58,251.55,251.55,2.956,8.469,2.865,2.952,,,61.72,69.87,,33.43,36.44,44.9,13/11/9,113.6,0.432,23.6,3.2,5.484,8.252,2.768,97.833,73.98,29.876,88.34,64.21,,0.478,0.0257,24.72,0.9722,normal,-0.00115487,0.0462,False,cavitation,none,A_healthy,0.0164,0.0192,1.0,,351.07,157.87,15084.45,17802.86,11571.86,24033.86,lstm_sequence,-2718.41,2843.98,1274.0,0.0038,0.012,0.0544,1.138,37984.0,0.9967,1.499e-05,False,none,none,,,,,,2022-07-20T08:58:59,2023-04-05T23:59:00,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,24508.13,8127.43,56.86,63077.91,10.99,99.983,83.66,849.1,1.4,4.544,140,False,False,cyclic_fatigue,77.15,90.06,58,0,0,0,oil_hydraulic,particulate_mild,79.11,157.9,0.182,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-14T15:49:03,59,255.82,255.82,2.833,10.386,3.666,2.529,,,57.72,66.29,,33.43,32.86,42.57,13/11/9,50.9,0.363,112.0,31.8,3.049,20.791,17.742,99.643,74.94,30.97,91.44,67.21,,0.845,0.0431,17.0,1.0,normal,0.00122736,0.0115,False,cavitation,overload,A_healthy,0.0167,0.0006,1.0,,13.18,164.44,15080.18,12155.81,7901.28,16410.35,lstm_sequence,2924.37,3724.53,1274.0,0.0038,0.012,0.0544,1.138,37984.0,0.9966,1.503e-05,False,none,none,,,,,,2022-03-24T21:43:25,2022-09-18T04:15:28,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,68916.74,8127.43,55.98,63077.91,13.94,99.978,87.262,849.1,1.4,1.949,140,False,False,cyclic_fatigue,65.62,78.68,59,0,0,0,steam,none,59.63,240.7,2.333,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-14T20:04:52,60,260.08,260.08,2.644,7.956,3.009,3.387,,,60.1,65.15,,33.43,31.72,48.84,13/11/9,117.3,0.395,11.9,2.8,9.329,24.719,15.39,101.66,76.21,29.593,90.22,66.35,,0.597,0.097,107.25,0.992,normal,-0.00159743,0.0064,False,cavitation,none,A_healthy,0.017,0.0044,1.0,,151.47,158.31,15075.92,16037.5,10424.37,21650.62,xgboost_gradient,-961.58,846.13,1274.0,0.0038,0.0121,0.0545,1.138,37984.0,0.9966,1.506e-05,False,none,none,,,,,,2022-06-13T22:49:44,2023-02-02T19:57:08,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,81081.42,8127.43,20.42,63077.91,43.61,99.931,91.588,849.1,1.4,7.831,140,False,False,cyclic_fatigue,71.58,74.63,60,0,0,0,oil_hydraulic,none,55.32,4.55,0.607,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-15T00:20:41,61,264.34,264.34,2.503,10.476,4.185,2.872,,,60.26,68.17,,33.43,34.75,43.27,14/12/10,165.1,0.42,47.4,6.1,5.203,19.819,14.616,94.959,75.21,29.62,89.72,66.76,,0.261,0.1062,32.23,0.9923,normal,0.00222709,0.0,False,cavitation,none,A_healthy,0.0172,0.0101,1.0,,89.83,140.42,15071.66,17048.94,11081.81,23016.07,physics_informed_nn,-1977.29,2453.57,1274.0,0.0038,0.0121,0.0545,1.138,37984.0,0.9965,1.509e-05,False,none,none,,,,,,2022-07-05T04:48:53,2023-03-10T19:56:38,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,47109.02,8127.43,42.09,63077.91,14.92,99.976,81.954,849.1,1.4,7.512,140,False,False,cyclic_fatigue,74.28,85.71,61,1,0,0,oil_hydraulic,none,83.77,129.05,0.091,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-15T04:36:30,62,268.61,268.61,2.582,8.698,3.369,3.347,,,61.55,69.11,,33.43,35.68,44.51,14/12/10,119.6,0.513,17.7,5.2,8.993,19.445,10.452,99.828,75.31,30.267,88.66,65.18,,0.213,0.0213,241.76,0.9774,normal,-0.00372939,0.0,False,cavitation,none,A_healthy,0.0175,0.0005,1.0,,326.51,153.45,15067.39,14197.68,9228.49,19166.87,lstm_sequence,869.71,997.26,1274.0,0.0038,0.0121,0.0545,1.138,37984.0,0.9964,1.513e-05,False,none,none,,,,,,2022-05-06T23:27:02,2022-11-30T00:38:24,mixed,False,oem_certified,True,,,,none,none,162548.57,4798940.65,57804.35,8127.43,29.09,63077.91,4.02,99.99,91.365,849.1,1.4,2.074,140,False,False,cyclic_fatigue,87.67,97.9,62,0,0,0,oil_hydraulic,none,59.65,1.41,0.438,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-15T08:52:19,63,272.87,272.87,2.342,6.147,2.625,3.404,,,57.82,61.32,,33.43,27.89,47.08,14/12/10,133.1,0.413,46.2,9.1,2.718,20.0,17.282,96.373,74.75,28.501,89.29,63.82,,0.562,0.0082,76.9,0.9894,normal,0.00343994,0.0,False,cavitation,none,A_healthy,0.0178,0.0,1.0,,125.56,156.49,15063.13,16990.05,11043.54,22936.57,xgboost_gradient,-1926.93,2414.61,1274.0,0.0038,0.0121,0.0545,1.138,37984.0,0.9964,1.516e-05,False,none,none,,,,,,2022-07-04T07:53:58,2023-03-09T02:25:07,mixed,False,specialist,False,41.0,,,none,none,162548.57,4798940.65,73544.8,8127.43,46.65,63077.91,4.47,99.99,84.227,849.1,1.4,4.547,140,False,False,cyclic_fatigue,69.26,79.64,63,0,0,0,water,water_ingress,86.29,24.91,1.507,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-15T13:08:08,64,277.14,277.14,2.347,6.453,2.75,2.889,,,59.07,62.21,,33.43,28.78,45.27,15/13/11,158.8,0.458,36.3,10.8,4.011,21.939,17.928,101.004,76.5,30.337,89.02,65.82,,1.572,0.0524,124.5,0.9936,normal,-0.00127069,0.0,False,cavitation,lubrication_starvation,A_healthy,0.0181,0.0,1.0,,64.32,126.42,15058.86,17085.34,11105.47,23065.22,physics_informed_nn,-2026.48,2215.0,1274.0,0.0038,0.0121,0.0546,1.138,37984.0,0.9963,1.519e-05,False,none,none,,,,,,2022-07-06T11:48:29,2023-03-12T15:40:44,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,52313.67,8127.43,32.71,63077.91,11.02,99.983,88.856,849.1,1.4,3.582,140,False,False,cyclic_fatigue,63.52,94.42,64,0,0,0,steam,none,43.5,103.08,2.478,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-15T17:23:57,65,281.4,281.4,2.88,10.806,3.752,2.577,,,60.73,66.96,,33.43,33.53,47.86,13/11/9,61.6,0.501,23.4,3.1,3.412,9.132,5.72,100.289,75.32,30.985,89.94,66.08,,0.052,0.0273,6.04,0.9985,normal,0.00129732,0.0532,False,cavitation,none,A_healthy,0.0183,0.0138,1.0,,192.11,160.84,15054.6,14005.87,9103.81,18907.92,lstm_sequence,1048.73,1095.77,1274.0,0.0038,0.0121,0.0546,1.138,37984.0,0.9962,1.523e-05,False,none,none,,,,,,2022-05-03T12:19:58,2022-11-23T18:23:10,mixed,False,journeyman,False,68.0,,,none,none,162548.57,4798940.65,29013.07,8127.43,49.58,63077.91,14.26,99.977,87.272,849.1,1.4,6.028,140,False,False,cyclic_fatigue,69.35,93.34,65,0,0,0,oil_hydraulic,particulate_mild,60.32,59.22,2.448,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-15T21:39:46,66,285.66,285.66,2.264,8.284,3.659,2.977,,,61.33,63.5,,33.43,30.07,47.22,13/11/9,76.6,0.435,11.9,1.7,2.619,9.6,6.981,110.907,76.75,31.836,90.26,65.27,,0.286,0.0443,15.12,0.9969,normal,0.00093021,0.0,False,cavitation,none,A_healthy,0.0186,0.0206,1.0,,359.28,159.03,15050.34,12786.52,8311.24,17261.8,physics_informed_nn,2263.82,2085.34,1274.0,0.0038,0.0121,0.0546,1.138,37984.0,0.9962,1.526e-05,False,none,none,,,,,,2022-04-08T06:55:20,2022-10-11T18:12:13,mixed,False,journeyman,False,23.0,,,none,none,162548.57,4798940.65,68528.61,8127.43,36.76,63077.91,5.08,99.99,84.683,849.1,1.4,3.131,140,False,False,cyclic_fatigue,67.08,86.41,66,1,0,3,gas_compressed_air,particulate_severe,52.41,13.15,0.09,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-16T01:55:36,67,289.93,289.93,2.685,11.013,4.102,3.288,,,58.73,64.12,,33.43,30.7,48.13,13/11/9,103.9,0.401,19.3,5.8,1.338,7.351,6.013,100.639,75.66,31.009,89.19,68.18,,0.42,0.0166,125.05,0.9918,normal,0.00287826,0.0405,False,cavitation,none,A_healthy,0.0189,0.0255,1.0,,247.77,141.4,15046.07,12198.42,7928.98,16467.87,weibull_regression,2847.65,3076.23,1274.0,0.0038,0.0121,0.0546,1.138,37984.0,0.9961,1.529e-05,False,none,none,,,,,,2022-03-27T05:08:20,2022-09-21T02:35:15,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,25214.14,8127.43,50.64,63077.91,20.93,99.967,87.132,849.1,1.4,2.434,140,False,False,cyclic_fatigue,68.98,75.5,67,0,0,0,oil_hydraulic,particulate_mild,36.88,77.89,0.167,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-16T06:11:25,68,294.19,294.19,2.514,9.145,3.638,2.91,,,59.57,69.94,,33.43,36.51,46.42,14/12/10,73.4,0.397,53.2,5.8,2.787,6.017,3.23,102.484,73.89,28.71,89.13,65.3,,0.831,0.0431,4.23,0.9823,normal,-0.00141747,0.041,False,cavitation,fatigue_spalling,A_healthy,0.0192,0.0,1.0,,303.45,139.43,15041.81,16182.32,10518.51,21846.13,weibull_regression,-1140.51,1335.47,1274.0,0.0038,0.0122,0.0547,1.138,37984.0,0.996,1.532e-05,False,none,none,,,,,,2022-06-18T09:21:00,2023-02-09T09:09:43,mixed,False,master_technician,False,74.0,,,none,none,162548.57,4798940.65,33189.44,8127.43,54.52,63077.91,11.71,99.981,83.411,849.1,1.4,6.078,140,False,False,cyclic_fatigue,78.79,83.44,68,0,0,0,none,particulate_severe,34.52,9.7,0.34,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-16T10:27:14,69,298.45,298.45,2.161,7.935,3.671,3.178,,,57.42,67.3,,33.43,33.87,47.29,14/12/10,98.8,0.323,96.8,17.4,5.264,10.697,5.432,103.603,73.53,29.404,87.0,61.75,,1.001,0.0296,114.92,0.9935,normal,-2.637e-05,0.0,False,cavitation,none,A_healthy,0.0195,0.0042,1.0,,122.57,140.49,15037.55,17279.83,11231.89,23327.76,physics_informed_nn,-2242.28,2203.01,1274.0,0.0038,0.0122,0.0547,1.138,37984.0,0.996,1.535e-05,False,none,none,,,,,,2022-07-11T10:22:00,2023-03-20T10:18:20,mixed,False,apprentice,True,,,,none,none,162548.57,4798940.65,29284.38,8127.43,35.47,63077.91,13.46,99.979,88.671,849.1,1.4,7.687,140,False,False,cyclic_fatigue,81.89,93.65,69,0,0,0,water,particulate_mild,41.18,71.26,0.121,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-16T14:43:03,70,302.72,302.72,2.608,6.797,2.607,3.318,,,57.9,74.65,,33.43,41.22,45.55,14/12/10,80.7,0.331,11.0,2.1,8.98,12.961,3.981,97.711,74.11,29.87,88.22,65.4,,0.318,0.1384,83.11,1.0,normal,0.00030011,0.0545,False,cavitation,fretting_corrosion,A_healthy,0.0197,0.0076,1.0,,67.19,143.52,15033.28,14092.25,9159.96,19024.54,physics_informed_nn,941.03,762.26,1274.0,0.0039,0.0122,0.0547,1.138,37984.0,0.9959,1.538e-05,False,none,none,,,,,,2022-05-06T04:50:33,2022-11-27T17:07:48,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,67066.66,8127.43,55.43,63077.91,7.79,99.988,81.489,849.1,1.4,2.791,140,False,False,cyclic_fatigue,86.06,90.76,70,0,0,0,oil_hydraulic,particulate_severe,87.03,20.02,0.488,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-16T18:58:52,71,306.98,306.98,2.682,9.163,3.416,2.888,,,59.3,64.8,,33.43,31.37,47.21,14/12/10,59.5,0.348,13.9,2.5,7.661,26.427,18.766,107.797,74.34,28.845,91.59,65.63,,0.195,0.0066,62.87,0.9986,normal,0.00032717,0.0,False,cavitation,fretting_corrosion,A_healthy,0.02,0.0,1.0,,53.34,143.13,15029.02,13194.66,8576.53,17812.79,xgboost_gradient,1834.36,2250.75,1274.0,0.0039,0.0122,0.0547,1.138,37984.0,0.9959,1.541e-05,False,none,none,,,,,,2022-04-17T16:18:35,2022-10-27T02:26:23,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,69995.9,8127.43,20.22,63077.91,6.47,99.99,88.921,849.1,1.4,4.72,140,False,False,cyclic_fatigue,64.86,76.26,71,0,0,0,water,particulate_severe,76.96,98.2,0.037,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-16T23:14:41,72,311.24,311.24,2.382,10.737,4.508,2.984,,,63.56,66.82,,33.43,33.4,45.84,13/11/9,75.7,0.505,22.6,2.9,4.552,9.156,4.604,102.5,75.82,29.926,89.17,67.57,,0.078,0.0253,73.78,0.993,normal,0.00024065,0.0122,False,cavitation,none,A_healthy,0.0203,0.019,1.0,,72.03,142.9,15024.76,13058.79,8488.21,17629.36,physics_informed_nn,1965.97,1745.18,1274.0,0.0039,0.0122,0.0548,1.138,37984.0,0.9958,1.544e-05,False,none,none,,,,,,2022-04-15T00:38:15,2022-10-22T11:12:46,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,32207.89,8127.43,46.84,63077.91,16.85,99.973,84.309,849.1,1.4,2.57,140,False,False,cyclic_fatigue,75.97,83.09,72,1,0,0,water,particulate_severe,82.81,3.14,0.613,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-17T03:30:30,74,315.51,315.51,2.677,10.889,4.067,3.281,,,59.7,67.38,,33.43,33.96,46.88,14/12/10,82.3,0.459,30.4,6.4,4.031,9.646,5.615,96.728,72.1,28.283,89.06,61.99,,0.571,0.0118,443.68,0.9849,normal,0.00052483,0.0,False,cavitation,none,A_healthy,0.0206,0.0,1.0,,290.19,142.53,15020.49,16963.41,11026.21,22900.6,lstm_sequence,-1942.91,1937.94,1274.0,0.0039,0.0122,0.0548,1.138,37984.0,0.9957,1.547e-05,False,none,none,,,,,,2022-07-05T13:12:40,2023-03-09T22:24:10,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,65533.25,8127.43,44.83,63077.91,8.46,99.987,78.631,849.1,1.4,2.315,140,False,False,cyclic_fatigue,73.7,97.03,74,0,0,0,gas_compressed_air,particulate_mild,89.98,16.39,0.019,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-17T07:46:19,75,319.77,319.77,2.582,6.965,2.697,3.491,,,59.62,67.62,,33.43,34.19,43.6,14/12/10,123.2,0.381,45.7,8.0,2.035,20.578,18.542,104.184,73.63,28.821,88.67,65.04,,1.708,0.034,44.45,0.9887,normal,-0.00096967,0.0316,False,cavitation,none,A_healthy,0.0209,0.0,1.0,,174.87,140.17,15016.23,16321.3,10608.84,22033.75,lstm_sequence,-1305.07,1552.01,1274.0,0.0039,0.0122,0.0548,1.138,37984.0,0.9957,1.55e-05,False,none,none,,,,,,2022-06-22T08:25:11,2023-02-15T08:52:24,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,54859.27,8127.43,56.61,63077.91,16.35,99.974,82.604,849.1,1.4,1.991,140,False,False,cyclic_fatigue,81.83,84.61,75,0,0,0,gas_compressed_air,none,21.54,123.92,1.14,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-17T12:02:08,76,324.04,324.04,2.707,8.241,3.045,3.355,,,56.19,67.3,,33.43,33.87,47.66,13/11/9,52.3,0.368,35.0,8.0,5.934,9.402,3.468,101.606,73.29,29.318,91.47,68.63,,0.214,0.1399,78.94,1.0,normal,0.0,0.0109,False,cavitation,none,A_healthy,0.0211,0.0223,1.0,,53.25,158.59,15011.96,14006.23,9104.05,18908.41,lstm_sequence,1005.74,1016.56,1274.0,0.0039,0.0122,0.0548,1.138,37984.0,0.9956,1.552e-05,False,none,none,,,,,,2022-05-05T07:08:58,2022-11-25T13:19:44,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,74672.51,8127.43,25.36,63077.91,22.08,99.965,87.763,849.1,1.4,6.844,140,False,False,cyclic_fatigue,69.44,83.62,76,1,0,0,water,none,42.58,6.83,0.041,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-17T16:17:57,77,328.3,328.3,2.44,8.867,3.634,3.615,,,60.76,65.54,,33.43,32.11,46.14,14/12/10,66.2,0.392,14.4,2.7,1.102,12.957,11.855,104.068,74.75,29.926,88.89,66.94,,0.333,0.014,17.17,0.9892,normal,-0.0018742,0.0,False,cavitation,none,A_healthy,0.0214,0.0,1.0,,119.99,154.08,15007.7,16419.45,10672.64,22166.25,physics_informed_nn,-1411.75,1664.09,1274.0,0.0039,0.0123,0.0549,1.138,37984.0,0.9955,1.555e-05,False,none,none,,,,,,2022-06-24T18:01:19,2023-02-19T04:49:41,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,70079.14,8127.43,20.48,63077.91,12.62,99.98,83.347,849.1,1.4,6.642,140,False,False,cyclic_fatigue,71.73,85.51,77,1,0,1,oil_hydraulic,none,45.0,24.27,2.639,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-17T20:33:46,78,332.56,332.56,2.465,6.164,2.5,2.451,,,62.95,68.99,,33.43,35.56,45.26,14/12/10,75.0,0.652,21.7,4.5,9.823,22.154,12.331,104.129,74.94,30.927,89.49,66.37,,0.459,0.0291,101.91,0.98,normal,-0.0026066,0.0077,False,cavitation,none,A_healthy,0.0217,0.008,1.0,,415.69,143.82,15003.44,12181.66,7918.08,16445.24,particle_filter,2821.77,3311.22,1274.0,0.0039,0.0123,0.0549,1.138,37984.0,0.9955,1.558e-05,False,none,none,,,,,,2022-03-28T15:23:38,2022-09-22T06:58:33,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,33056.48,8127.43,24.03,63077.91,9.73,99.985,80.378,849.1,1.4,2.527,140,False,False,cyclic_fatigue,76.57,97.73,78,1,0,0,oil_hydraulic,particulate_mild,60.46,60.27,0.78,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-18T00:49:35,79,336.83,336.83,3.243,11.123,3.43,2.971,,,62.68,66.61,,33.43,33.19,47.14,13/11/9,177.1,0.462,12.1,2.2,6.561,21.681,15.12,102.484,75.01,30.118,92.43,65.63,,0.621,0.0571,55.92,0.9971,normal,0.00243276,0.0385,False,cavitation,none,A_healthy,0.022,0.0,1.0,,72.12,153.21,14999.17,13377.88,8695.62,18060.14,weibull_regression,1621.29,1396.91,1274.0,0.0039,0.0123,0.0549,1.138,37984.0,0.9954,1.561e-05,False,none,none,,,,,,2022-04-22T17:46:00,2022-11-03T20:01:29,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,41991.31,8127.43,56.22,63077.91,4.49,99.99,86.101,849.1,1.4,1.938,140,False,False,cyclic_fatigue,69.86,81.7,79,0,0,0,oil_process,particulate_mild,22.17,49.64,1.153,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-18T05:05:24,80,341.09,341.09,2.512,8.134,3.238,3.471,,,58.02,66.29,,33.43,32.87,47.58,13/11/9,136.1,0.539,8.6,1.7,6.758,20.831,14.072,93.25,74.68,29.45,89.95,67.2,,0.182,0.1134,55.53,1.0,normal,0.00226672,0.0,False,cavitation,none,A_healthy,0.0222,0.022,1.0,,14.93,151.85,14994.91,12053.77,7834.95,16272.58,physics_informed_nn,2941.14,2975.06,1274.0,0.0039,0.0123,0.0549,1.138,37984.0,0.9953,1.563e-05,False,none,none,,,,,,2022-03-26T07:58:22,2022-09-18T02:47:27,mixed,False,journeyman,False,80.0,,,none,none,162548.57,4798940.65,54030.09,8127.43,29.03,63077.91,8.86,99.986,85.145,849.1,1.4,6.065,140,False,False,cyclic_fatigue,72.21,84.84,80,0,0,0,steam,none,71.43,99.58,0.286,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-18T09:21:13,81,345.35,345.35,2.47,7.581,3.07,2.834,,,60.64,66.99,,33.43,33.56,47.68,13/11/9,59.1,0.448,14.4,1.7,4.611,7.746,3.134,100.512,76.23,29.358,89.8,64.94,,1.199,0.0002,4.21,0.9926,normal,-0.00147741,0.0,False,cavitation,none,A_healthy,0.0225,0.0067,1.0,,99.47,151.18,14990.65,11697.55,7603.41,15791.69,lstm_sequence,3293.1,3352.12,1274.0,0.0039,0.0123,0.055,1.138,37984.0,0.9953,1.566e-05,False,none,none,,,,,,2022-03-19T02:07:41,2022-09-05T16:16:13,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,66343.92,8127.43,26.69,63077.91,11.62,99.982,83.007,849.1,1.4,2.688,140,False,False,cyclic_fatigue,66.94,81.72,81,0,0,1,steam,particulate_mild,24.7,48.49,1.775,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-18T13:37:02,82,349.62,349.62,2.264,6.73,2.973,3.202,,,65.2,65.38,,33.43,31.95,44.71,14/12/10,153.2,0.394,27.0,5.3,1.747,4.725,2.977,100.733,75.65,30.514,89.75,65.85,,0.674,0.03,0.82,0.9861,normal,-0.00062008,0.0,False,cavitation,none,A_healthy,0.0228,0.0155,1.0,,193.58,145.46,14986.38,17281.26,11232.82,23329.7,physics_informed_nn,-2294.87,2619.26,1274.0,0.0039,0.0123,0.055,1.138,37984.0,0.9952,1.569e-05,False,none,none,,,,,,2022-07-13T14:14:45,2023-03-22T14:41:09,mixed,False,master_technician,False,48.0,,,none,none,162548.57,4798940.65,44885.47,8127.43,27.13,63077.91,14.15,99.978,78.672,849.1,1.4,2.021,140,False,False,cyclic_fatigue,73.63,97.24,82,1,0,3,gas_compressed_air,particulate_mild,89.25,87.65,1.753,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-18T17:52:51,83,353.88,353.88,2.332,7.902,3.389,2.993,,,63.32,66.64,,33.43,33.22,47.01,13/11/9,92.7,0.408,15.0,3.6,6.634,18.238,11.604,105.151,75.29,29.457,90.4,62.69,,0.271,0.0087,118.26,0.9952,normal,0.00304211,0.0389,False,cavitation,none,A_healthy,0.0231,0.0066,1.0,,194.85,152.31,14982.12,17023.46,11065.25,22981.67,xgboost_gradient,-2041.34,1985.97,1274.0,0.0039,0.0123,0.055,1.138,37984.0,0.9951,1.571e-05,False,none,none,,,,,,2022-07-08T09:36:44,2023-03-13T15:49:27,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,57100.66,8127.43,22.68,63077.91,16.28,99.974,88.232,849.1,1.4,6.156,140,False,False,cyclic_fatigue,75.63,80.25,83,1,0,1,water,none,71.88,20.59,0.874,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-18T22:08:41,84,358.14,358.14,2.279,8.259,3.624,2.144,,,58.35,68.84,,33.43,35.42,46.76,13/11/9,58.2,0.49,27.1,4.0,3.492,15.376,11.884,108.528,75.34,29.898,90.19,67.56,,2.431,0.0348,86.42,0.9941,normal,-0.0005889,0.0,False,cavitation,none,A_healthy,0.0234,0.0184,1.0,,88.91,127.1,14977.86,12922.55,8399.66,17445.44,particle_filter,2055.31,1952.1,1274.0,0.0039,0.0123,0.055,1.138,37984.0,0.9951,1.574e-05,False,none,none,,,,,,2022-04-14T03:25:07,2022-10-19T14:18:37,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,79935.21,8127.43,40.44,63077.91,20.63,99.967,81.175,849.1,1.4,2.624,140,False,False,cyclic_fatigue,79.02,89.98,84,1,0,0,oil_hydraulic,none,52.81,12.5,1.015,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-19T02:24:30,85,362.41,362.41,2.34,8.94,3.82,2.451,,,59.75,71.64,,33.43,38.22,49.09,14/12/10,69.9,0.304,23.6,4.6,1.786,3.722,1.936,98.472,74.05,29.65,91.69,68.87,,0.311,0.1217,66.5,1.0,normal,0.0,0.068,False,cavitation,none,A_healthy,0.0236,0.0,1.0,,143.25,147.98,14973.59,15851.51,10303.48,21399.54,physics_informed_nn,-877.92,819.19,1274.0,0.0039,0.0123,0.055,1.138,37984.0,0.995,1.577e-05,False,none,none,,,,,,2022-06-14T08:09:46,2023-01-31T12:11:28,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,71940.84,8127.43,53.34,63077.91,16.71,99.974,89.584,849.1,1.4,4.166,140,False,False,cyclic_fatigue,90.39,89.01,85,0,0,0,oil_process,none,51.61,133.72,10.484,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-19T06:40:19,86,366.67,366.67,2.701,7.93,2.936,3.312,,,60.48,69.15,,33.43,35.73,46.2,14/12/10,81.7,0.348,12.8,3.3,6.406,14.684,8.278,99.427,74.52,30.663,87.58,65.61,,0.584,0.0284,127.61,0.9859,normal,-0.00134675,0.0017,False,cavitation,none,A_healthy,0.0239,0.0116,1.0,,305.16,157.34,14969.33,15939.2,10360.48,21517.92,physics_informed_nn,-969.87,950.56,1274.0,0.0039,0.0124,0.0551,1.138,37984.0,0.9949,1.579e-05,False,none,none,,,,,,2022-06-16T08:16:13,2023-02-03T18:59:21,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,38756.03,8127.43,34.43,63077.91,10.57,99.983,87.065,849.1,1.4,5.76,140,False,False,cyclic_fatigue,70.21,96.22,86,0,0,0,gas_compressed_air,particulate_mild,38.36,34.75,0.975,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-19T10:56:08,87,370.94,370.94,2.279,9.414,4.13,3.166,,,56.22,60.31,,33.43,26.88,46.41,13/11/9,69.4,0.358,11.4,1.5,8.924,28.004,19.08,94.375,74.15,29.393,90.37,64.33,,0.063,0.022,55.45,0.9969,normal,0.00215822,0.0,False,cavitation,none,A_healthy,0.0242,0.0108,1.0,,259.28,149.06,14965.06,13478.4,8760.96,18195.84,particle_filter,1486.66,1699.96,1274.0,0.0039,0.0124,0.0551,1.138,37984.0,0.9949,1.582e-05,False,none,none,,,,,,2022-04-26T06:08:09,2022-11-08T19:34:34,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,59035.8,8127.43,42.52,63077.91,9.61,99.985,91.152,849.1,1.4,5.738,140,False,False,cyclic_fatigue,61.12,86.77,87,1,0,0,gas_compressed_air,water_ingress,49.87,23.43,0.304,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-19T15:11:57,88,375.2,375.2,2.34,8.324,3.557,2.639,,,57.97,69.4,,33.43,35.97,44.39,13/11/9,68.7,0.358,39.5,5.8,5.159,12.107,6.948,101.129,74.98,30.056,87.62,63.01,,0.154,0.0374,155.8,0.9867,normal,-0.00170302,0.0196,False,cavitation,none,A_healthy,0.0245,0.0,1.0,,146.83,144.67,14960.8,17908.91,11640.79,24177.03,physics_informed_nn,-2948.11,2873.74,1274.0,0.0039,0.0124,0.0551,1.138,37984.0,0.9948,1.584e-05,False,none,none,,,,,,2022-07-27T17:39:13,2023-04-14T21:46:18,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,36747.91,8127.43,49.63,63077.91,11.28,99.982,85.762,849.1,1.4,4.906,140,False,False,cyclic_fatigue,78.3,85.6,88,1,0,0,oil_hydraulic,none,82.6,30.11,1.305,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-19T19:27:46,89,379.46,379.46,2.389,6.65,2.783,3.538,,,60.4,63.38,,33.43,29.96,47.88,14/12/10,84.6,0.389,17.0,3.9,4.134,13.009,8.876,102.488,75.41,31.34,90.31,66.01,,0.288,0.0721,28.61,0.9969,normal,0.00055045,0.0236,False,cavitation,none,A_healthy,0.0247,0.0,1.0,,34.83,146.78,14956.54,16931.73,11005.62,22857.83,kalman_filter,-1975.19,1685.67,1274.0,0.0039,0.0124,0.0551,1.138,37984.0,0.9947,1.587e-05,False,none,none,,,,,,2022-07-07T13:19:31,2023-03-11T11:25:45,mixed,False,master_technician,True,,,,none,none,162548.57,4798940.65,24450.39,8127.43,45.94,63077.91,18.52,99.971,82.883,849.1,1.4,3.98,140,False,False,cyclic_fatigue,68.34,79.93,89,0,0,0,water,none,45.92,3.61,0.77,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-19T23:43:35,90,383.73,383.73,2.425,8.077,3.331,3.269,,,57.1,65.03,,33.43,31.6,44.61,14/12/10,159.9,0.423,32.1,8.0,3.406,17.604,14.198,101.088,75.38,31.431,89.77,64.58,,1.191,0.1376,73.49,0.9866,normal,-0.00267216,0.0,False,cavitation,none,A_healthy,0.025,0.0069,1.0,,255.64,152.07,14952.27,11943.86,7763.51,16124.21,physics_informed_nn,3008.42,2634.5,1274.0,0.0039,0.0124,0.0552,1.138,37984.0,0.9947,1.589e-05,False,none,none,,,,,,2022-03-25T19:39:16,2022-09-16T00:00:15,mixed,False,specialist,False,74.0,,,none,none,162548.57,4798940.65,63741.41,8127.43,35.34,63077.91,15.01,99.976,80.98,849.1,1.4,3.932,140,False,False,cyclic_fatigue,74.31,93.16,90,1,0,0,steam,none,33.33,44.47,5.437,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-20T03:59:24,91,387.99,387.99,2.421,8.799,3.635,2.954,,,57.34,64.67,,33.43,31.24,45.22,14/12/10,206.3,0.344,37.8,9.0,4.809,15.009,10.2,103.421,74.53,29.987,91.88,65.7,,0.347,0.1083,4.43,0.9893,normal,0.00069301,0.0,False,cavitation,none,A_healthy,0.0253,0.0,1.0,,180.65,155.62,14948.01,13231.47,8600.46,17862.49,lstm_sequence,1716.54,2104.4,1274.0,0.004,0.0124,0.0552,1.138,37984.0,0.9946,1.592e-05,False,none,none,,,,,,2022-04-21T19:43:35,2022-10-31T18:44:31,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,33592.7,8127.43,55.34,63077.91,12.65,99.98,79.1,849.1,1.4,2.896,140,False,False,cyclic_fatigue,76.48,86.93,91,1,0,0,oil_hydraulic,water_ingress,57.67,20.71,0.52,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-20T08:15:13,92,392.25,392.25,2.493,7.319,2.936,2.885,,,59.88,70.13,,33.43,36.7,45.47,13/11/9,77.0,0.58,33.0,7.1,2.671,18.358,15.687,95.503,75.19,28.912,89.42,61.8,,0.525,0.0023,16.27,0.9832,normal,-0.00273295,0.0,False,cavitation,none,A_healthy,0.0256,0.0,1.0,,326.69,135.25,14943.75,12261.52,7969.99,16553.05,particle_filter,2682.23,2453.69,1274.0,0.004,0.0124,0.0552,1.138,37984.0,0.9945,1.594e-05,False,none,none,,,,,,2022-04-01T19:00:42,2022-09-27T14:32:33,mixed,False,journeyman,False,29.0,,,none,none,162548.57,4798940.65,80703.06,8127.43,58.13,63077.91,12.44,99.98,77.491,849.1,1.4,3.313,140,False,False,cyclic_fatigue,78.67,91.18,92,1,0,0,water,particulate_severe,43.75,29.93,0.428,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-20T12:31:02,93,396.52,396.52,2.355,6.539,2.776,2.664,,,63.17,66.18,,33.43,32.75,46.44,14/12/10,108.5,0.587,15.9,2.1,1.273,8.02,6.747,101.899,74.65,28.385,88.13,69.77,,0.932,0.0815,20.51,0.9819,normal,-0.00095775,0.0266,False,cavitation,none,A_healthy,0.0259,0.0003,1.0,,240.08,151.62,14939.48,12859.04,8358.38,17359.7,physics_informed_nn,2080.44,2387.14,1274.0,0.004,0.0124,0.0552,1.138,37984.0,0.9945,1.596e-05,False,none,none,,,,,,2022-04-14T10:02:14,2022-10-18T22:42:05,mixed,False,apprentice,True,,,,none,none,162548.57,4798940.65,74451.64,8127.43,59.31,63077.91,9.46,99.985,81.954,849.1,1.4,1.459,140,False,False,cyclic_fatigue,72.67,79.77,93,0,0,1,steam,none,21.4,30.81,0.201,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-20T16:46:51,94,400.78,400.78,2.354,10.512,4.466,3.36,,,58.32,63.0,,33.43,29.57,47.53,14/12/10,58.0,0.343,22.2,2.9,7.381,21.855,14.474,106.925,74.42,29.788,89.35,61.25,,0.033,0.0462,153.83,1.0,normal,0.00062307,0.0,False,cavitation,none,A_healthy,0.0261,0.0,1.0,,68.97,153.31,14935.22,13730.61,8924.9,18536.32,xgboost_gradient,1204.61,1396.19,1274.0,0.004,0.0124,0.0552,1.138,37984.0,0.9944,1.599e-05,False,none,none,,,,,,2022-05-02T18:05:10,2022-11-18T23:48:00,mixed,False,journeyman,False,57.0,,,none,none,162548.57,4798940.65,39381.76,8127.43,35.49,63077.91,12.69,99.98,83.914,849.1,1.4,3.607,140,False,False,cyclic_fatigue,70.25,81.52,94,1,0,2,none,none,34.04,13.68,0.745,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-20T21:02:40,95,405.04,405.04,2.168,8.228,3.795,2.646,,,58.98,66.09,,33.43,32.66,45.98,15/13/11,118.4,0.337,55.9,6.8,9.203,18.271,9.068,97.766,74.99,29.629,91.48,64.68,,0.712,0.0663,215.29,0.9942,normal,0.00151436,0.0101,False,cavitation,fatigue_spalling,A_healthy,0.0264,0.0056,1.0,,91.04,139.96,14930.96,17197.27,11178.23,23216.32,xgboost_gradient,-2266.32,2689.46,1274.0,0.004,0.0124,0.0553,1.138,37984.0,0.9943,1.601e-05,False,none,none,,,,,,2022-07-14T03:40:47,2023-03-21T22:43:28,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,80215.61,8127.43,39.02,63077.91,11.16,99.982,83.274,849.1,1.4,3.455,140,False,False,cyclic_fatigue,66.52,89.27,95,0,0,1,water,particulate_mild,47.85,60.65,0.329,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-21T01:18:29,96,409.31,409.31,2.526,9.025,3.572,2.578,,,56.99,68.94,,33.43,35.52,45.5,13/11/9,65.8,0.325,25.3,4.9,7.59,11.93,4.341,95.682,74.66,31.159,92.05,64.83,,0.097,0.0435,162.07,0.9974,normal,0.00161934,0.0,False,cavitation,none,A_healthy,0.0267,0.0032,1.0,,107.59,155.04,14926.69,15932.29,10355.99,21508.6,particle_filter,-1005.6,831.97,1274.0,0.004,0.0125,0.0553,1.138,37984.0,0.9942,1.603e-05,False,none,none,,,,,,2022-06-17T23:27:19,2023-02-05T07:45:30,mixed,False,journeyman,True,,,,none,none,162548.57,4798940.65,31312.18,8127.43,27.04,63077.91,15.65,99.975,78.713,849.1,1.4,6.518,140,False,False,cyclic_fatigue,76.91,89.46,96,1,0,2,water,none,47.35,7.04,2.124,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-21T05:34:18,97,413.57,413.57,2.366,7.617,3.22,2.746,,,55.24,64.99,,33.43,31.57,46.46,12/10/8,90.1,0.451,41.5,5.0,8.174,16.997,8.823,105.102,76.14,28.984,91.15,63.58,,0.349,0.0349,110.89,0.9969,normal,0.00274176,0.0437,False,cavitation,none,A_healthy,0.027,0.0,1.0,,200.46,149.22,14922.43,17113.86,11124.01,23103.71,xgboost_gradient,-2191.43,2599.49,1274.0,0.004,0.0125,0.0553,1.138,37984.0,0.9942,1.606e-05,False,none,none,,,,,,2022-07-12T18:30:02,2023-03-19T08:21:03,mixed,False,master_technician,False,31.0,,,none,none,162548.57,4798940.65,53784.28,8127.43,59.16,63077.91,5.04,99.99,84.354,849.1,1.4,2.153,140,False,False,cyclic_fatigue,85.34,78.59,97,0,0,0,oil_hydraulic,particulate_mild,29.41,1.24,0.375,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-21T09:50:07,98,417.84,417.84,2.665,7.072,2.654,2.57,,,67.14,70.61,,33.43,37.18,45.08,15/13/11,109.0,0.382,11.7,1.4,8.366,12.452,4.086,99.164,76.31,29.312,88.73,66.43,,0.136,0.0175,182.14,0.995,normal,0.0026164,0.0,False,cavitation,none,A_healthy,0.0272,0.0137,1.0,,73.37,138.77,14918.16,13755.9,8941.33,18570.46,weibull_regression,1162.27,1468.25,1274.0,0.004,0.0125,0.0553,1.138,37984.0,0.9941,1.608e-05,False,none,none,,,,,,2022-05-03T23:47:03,2022-11-20T14:20:54,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,26733.48,8127.43,20.01,63077.91,15.48,99.975,85.483,849.1,1.4,6.292,140,False,False,cyclic_fatigue,72.17,84.36,98,1,0,0,steam,none,31.29,29.33,1.59,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-21T14:05:56,99,422.1,422.1,2.234,9.541,4.27,2.877,,,56.17,66.55,,33.43,33.13,43.98,13/11/9,63.9,0.382,10.1,1.5,2.23,12.072,9.842,96.924,73.31,29.412,89.55,67.67,,0.249,0.0861,88.81,0.9945,normal,-0.0010912,0.0024,False,cavitation,none,A_healthy,0.0275,0.0052,1.0,,199.33,156.23,14913.9,13872.63,9017.21,18728.05,weibull_regression,1041.27,1080.17,1274.0,0.004,0.0125,0.0554,1.138,37984.0,0.994,1.61e-05,False,none,none,,,,,,2022-05-06T14:24:52,2022-11-24T21:50:06,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,44046.31,8127.43,50.46,63077.91,5.04,99.99,82.816,849.1,1.4,6.391,140,False,False,cyclic_fatigue,72.3,74.64,99,0,0,0,steam,water_ingress,20.33,24.86,1.619,,,standard
ASSET-000031,pump_centrifugal,high,Vanguard Fluid Power,MDL-9289-B,2021-07-04,15336.0,30000.0,74.80150211353731,outdoor_exposed,rail_transport,FAC-104,LINE-B,none,2021-07-21T18:21:45,100,426.36,426.36,2.525,7.343,2.908,3.331,,,56.39,70.29,,33.43,36.86,44.91,14/12/10,133.4,0.331,15.7,4.4,7.962,12.138,4.176,99.333,76.85,29.573,88.29,63.18,,0.555,0.0195,61.91,0.9879,normal,-0.00126918,0.0,False,cavitation,cavitation,A_healthy,0.0278,0.0076,1.0,,254.01,131.34,14909.64,12176.53,7914.75,16438.32,physics_informed_nn,2733.11,2838.2,1274.0,0.004,0.0125,0.0554,1.138,37984.0,0.994,1.612e-05,False,none,none,,,,,,2022-04-01T10:37:42,2022-09-26T00:24:52,mixed,False,specialist,True,,,,none,none,162548.57,4798940.65,78659.29,8127.43,58.83,63077.91,14.36,99.977,84.813,849.1,1.4,4.178,140,False,False,cyclic_fatigue,80.38,73.75,100,0,0,2,oil_hydraulic,particulate_mild,32.29,103.99,1.233,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-24T07:41:25,1,7.69,7.69,0.859,2.566,2.988,2.871,,,56.81,53.0,,16.84,36.16,44.78,13/11/9,128.4,0.346,72.2,17.1,,,,,85.85,33.964,89.67,60.75,,0.392,0.0169,166.31,0.9943,normal,0.0,0.0754,False,fatigue_spalling,none,A_healthy,0.0003,0.0094,1.0,,59.75,152.57,22164.31,20249.42,13162.12,27336.72,particle_filter,1914.89,2245.81,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-19T04:24:04,2021-10-10T11:41:55,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,21313.87,2760.98,48.42,18608.16,20.64,99.889,83.45,2556.7,0.32,4.444,32,False,False,cyclic_fatigue,84.89,78.19,1,0,0,0,water,water_ingress,84.35,1.36,5.971,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-24T15:22:51,2,15.38,15.38,0.932,2.949,3.163,3.114,,,55.94,52.43,,16.84,35.59,47.16,14/12/10,205.6,0.318,133.2,15.6,,,,,87.14,35.628,91.15,65.8,,0.17,0.0634,102.29,1.0,normal,0.0,0.0,False,fatigue_spalling,thermal_degradation,A_healthy,0.0007,0.0,1.0,,203.58,157.33,22156.62,20092.46,13060.1,27124.82,weibull_regression,2064.16,2093.93,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-16T05:36:36,2021-10-05T05:58:14,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,19348.99,2760.98,42.68,18608.16,7.98,99.957,83.803,2556.7,0.32,6.986,32,False,False,cyclic_fatigue,82.08,85.58,2,0,0,0,gas_compressed_air,none,24.1,8.15,7.464,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-24T23:04:16,3,23.07,23.07,0.818,3.45,4.22,3.106,,,66.31,55.01,,16.84,38.17,45.11,13/11/9,58.7,0.411,6.9,1.4,,,,,84.63,35.475,90.56,67.41,,0.326,0.0496,16.5,1.0,normal,0.0,0.0278,False,fatigue_spalling,misalignment_induced,A_healthy,0.001,0.0083,1.0,,5.01,139.33,22148.93,19671.32,12786.36,26556.29,xgboost_gradient,2477.61,2576.51,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-07T18:43:58,2021-09-20T15:41:45,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,12065.54,2760.98,59.8,18608.16,11.7,99.937,84.968,2556.7,0.32,4.05,32,False,False,cyclic_fatigue,94.73,80.58,3,0,0,0,none,none,85.91,0.4,4.699,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-25T06:45:42,4,30.76,30.76,1.011,3.353,3.317,2.818,,,62.47,50.01,,16.84,33.17,47.0,13/11/9,67.2,0.387,11.5,2.5,,,,,86.24,35.978,90.29,64.33,,0.675,0.0987,271.16,0.9931,normal,-0.00173684,0.0254,False,fatigue_spalling,none,A_healthy,0.0014,0.007,1.0,,196.2,153.3,22141.24,25033.54,16271.8,33795.27,kalman_filter,-2892.3,2409.27,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-29T19:31:47,2022-03-29T21:16:03,mixed,False,oem_certified,True,,,,none,none,55219.59,4137258.16,20039.54,2760.98,38.14,18608.16,13.23,99.929,82.803,2556.7,0.32,5.87,32,False,False,cyclic_fatigue,91.08,88.94,4,0,0,0,steam,particulate_mild,25.09,1.7,1.325,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-25T14:27:07,5,38.45,38.45,0.839,2.312,2.756,2.678,,,62.93,55.9,,16.84,39.06,46.65,13/11/9,59.7,0.341,52.8,9.8,,,,,85.53,34.086,88.62,63.91,,0.414,0.0601,4.67,1.0,normal,0.0,0.0433,False,fatigue_spalling,none,A_healthy,0.0017,0.0,1.0,,147.82,163.6,22133.55,25689.59,16698.23,34680.95,weibull_regression,-3556.04,4150.15,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-12T19:14:53,2022-04-22T10:36:19,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,17560.68,2760.98,57.89,18608.16,7.86,99.958,82.016,2556.7,0.32,7.171,32,False,False,cyclic_fatigue,88.16,79.01,5,0,0,0,water,particulate_mild,70.82,67.28,2.112,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-25T22:08:33,6,46.14,46.14,0.854,3.844,4.499,3.778,,,62.17,54.74,,16.84,37.9,47.79,13/11/9,85.6,0.341,6.9,0.9,,,,,86.41,34.084,89.59,65.21,,0.389,0.009,192.73,1.0,normal,0.00113997,0.0,False,fatigue_spalling,none,A_healthy,0.0021,0.0136,1.0,,81.34,144.11,22125.86,20038.94,13025.31,27052.57,physics_informed_nn,2086.92,2557.06,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-16T09:36:40,2021-10-04T15:14:21,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,18899.39,2760.98,53.71,18608.16,29.16,99.844,87.901,2556.7,0.32,5.738,32,False,False,cyclic_fatigue,83.47,93.24,6,0,0,0,oil_process,none,80.39,42.13,0.939,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-26T05:49:58,7,53.83,53.83,0.842,2.91,3.455,2.498,,,59.98,53.45,,16.84,36.61,48.75,15/13/11,133.0,0.854,16.6,3.8,,,,,83.47,33.367,89.78,67.57,,1.069,0.1048,17.5,0.9851,normal,-0.00298044,0.0012,False,fatigue_spalling,none,A_healthy,0.0024,0.0,1.0,,166.96,146.53,22118.17,23743.03,15432.97,32053.09,particle_filter,-1624.86,1797.8,3835.0,0.0,0.0,0.001,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-03T21:20:52,2022-02-13T03:24:30,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,10565.81,2760.98,37.11,18608.16,8.55,99.954,83.921,2556.7,0.32,5.481,32,False,False,cyclic_fatigue,87.81,81.3,7,0,0,0,gas_compressed_air,particulate_severe,87.55,22.38,2.697,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-26T13:31:24,8,61.52,61.52,0.797,3.422,4.293,3.417,,,62.39,54.06,,16.84,37.22,42.6,14/12/10,147.8,0.403,15.7,3.1,,,,,86.84,34.533,88.9,64.48,,0.741,0.072,16.59,0.9907,normal,-0.00186367,0.0255,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0028,0.0088,1.0,,204.1,151.5,22110.48,24258.43,15767.98,32748.88,xgboost_gradient,-2147.95,2302.5,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-14T22:44:11,2022-03-03T17:11:07,mixed,False,oem_certified,True,,,,none,none,55219.59,4137258.16,8284.22,2760.98,55.73,18608.16,9.33,99.95,81.643,2556.7,0.32,2.079,32,False,False,cyclic_fatigue,85.95,82.37,8,0,0,0,none,particulate_severe,76.8,2.66,0.522,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-26T21:12:50,9,69.21,69.21,0.785,1.985,2.53,3.132,,,63.81,53.91,,16.84,37.07,47.54,13/11/9,64.8,0.472,20.6,2.5,,,,,85.66,33.845,90.18,64.65,,0.565,0.0123,177.05,0.9986,normal,0.00109964,0.0587,False,fatigue_spalling,none,A_healthy,0.0031,0.0007,1.0,,64.3,144.94,22102.79,19597.71,12738.51,26456.9,lstm_sequence,2505.08,2208.82,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-08T04:04:01,2021-09-19T23:15:51,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,24083.22,2760.98,57.73,18608.16,18.32,99.902,87.242,2556.7,0.32,1.458,32,False,False,cyclic_fatigue,79.03,88.87,9,0,0,0,oil_hydraulic,water_ingress,64.97,8.25,1.848,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-27T04:54:15,10,76.9,76.9,0.846,2.821,3.333,3.503,,,61.04,49.92,,16.84,33.08,45.11,13/11/9,51.0,0.359,21.7,3.9,,,,,82.79,31.817,90.91,64.87,,0.346,0.0164,73.49,1.0,normal,0.0,0.0588,False,fatigue_spalling,none,A_healthy,0.0035,0.0,1.0,,3.5,172.98,22095.1,20431.37,13280.39,27582.35,physics_informed_nn,1663.73,1403.23,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-25T20:35:20,2021-10-19T19:34:05,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,11981.94,2760.98,44.4,18608.16,13.14,99.929,80.138,2556.7,0.32,6.77,32,False,False,cyclic_fatigue,82.06,83.58,10,0,0,0,oil_process,water_ingress,89.69,84.46,0.187,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-27T12:35:41,11,84.59,84.59,0.726,1.929,2.658,3.168,,,61.1,55.15,,16.84,38.31,44.46,14/12/10,64.6,0.351,30.2,3.4,,,,,84.79,32.998,91.06,63.82,,0.066,0.0325,2.62,1.0,normal,0.0,0.0456,False,fatigue_spalling,none,A_healthy,0.0038,0.0211,1.0,,36.07,148.04,22087.41,23548.08,15306.25,31789.91,particle_filter,-1460.68,1390.52,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-01T02:38:13,2022-02-07T12:27:59,mixed,False,oem_certified,True,,,,none,none,55219.59,4137258.16,16342.6,2760.98,41.86,18608.16,29.72,99.841,77.87,2556.7,0.32,2.78,32,False,False,cyclic_fatigue,89.42,85.14,11,0,0,0,none,particulate_mild,72.45,93.73,0.639,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-27T20:17:06,12,92.29,92.29,0.906,2.956,3.263,2.571,,,63.0,55.54,,16.84,38.7,46.54,13/11/9,67.9,0.326,24.1,3.1,,,,,83.87,33.171,90.98,66.44,,0.095,0.0143,122.35,1.0,normal,0.00298044,0.0605,False,fatigue_spalling,none,A_healthy,0.0042,0.0036,1.0,,107.25,144.12,22079.71,19597.34,12738.27,26456.4,physics_informed_nn,2482.38,2236.61,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-09T02:57:10,2021-09-20T22:01:12,mixed,False,apprentice,True,,,,none,none,55219.59,4137258.16,10112.85,2760.98,53.05,18608.16,13.49,99.928,86.073,2556.7,0.32,5.727,32,False,False,cyclic_fatigue,94.69,73.64,12,0,0,0,gas_compressed_air,none,51.78,147.37,3.009,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-28T03:58:32,13,99.98,99.98,0.778,2.941,3.779,3.448,,,55.5,52.83,,16.84,35.99,45.48,13/11/9,152.7,0.375,13.0,2.9,,,,,86.66,33.822,89.83,69.19,,0.062,0.0012,7.6,1.0,normal,0.00186367,0.0,False,fatigue_spalling,none,A_healthy,0.0045,0.0081,1.0,,109.83,158.42,22072.02,20124.21,13080.74,27167.69,kalman_filter,1947.81,1954.1,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-20T10:04:58,2021-10-09T21:33:28,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,15518.58,2760.98,48.76,18608.16,8.86,99.952,82.078,2556.7,0.32,3.188,32,False,False,cyclic_fatigue,82.98,87.0,13,0,0,0,oil_process,particulate_mild,59.02,24.19,1.963,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-28T11:39:57,14,107.67,107.67,0.809,2.349,2.902,2.602,,,56.17,60.67,,16.84,43.83,45.0,14/12/10,69.7,0.446,30.3,5.2,,,,,85.06,33.374,90.51,64.61,,0.238,0.007,34.26,0.9934,normal,-0.00103947,0.0569,False,fatigue_spalling,none,A_healthy,0.0049,0.0,1.0,,137.72,132.91,22064.33,18610.91,12097.09,25124.73,physics_informed_nn,3453.42,4109.97,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-19T05:07:20,2021-08-17T14:56:30,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,10082.19,2760.98,49.09,18608.16,12.22,99.934,83.585,2556.7,0.32,4.113,32,False,False,cyclic_fatigue,96.53,92.72,14,0,0,0,water,water_ingress,25.13,8.87,3.453,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-28T19:21:23,15,115.36,115.36,0.858,3.478,4.054,2.853,,,54.69,53.21,,16.84,36.37,46.04,13/11/9,57.4,0.472,18.1,4.6,,,,,85.6,33.955,89.52,65.04,,0.283,0.0065,105.77,0.995,normal,-0.00100599,0.0751,False,fatigue_spalling,none,A_healthy,0.0052,0.0011,1.0,,52.19,146.18,22056.64,18963.95,12326.57,25601.33,lstm_sequence,3092.7,3057.06,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-26T21:19:49,2021-08-30T10:42:43,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,14646.38,2760.98,45.64,18608.16,8.57,99.954,78.376,2556.7,0.32,6.496,32,False,False,cyclic_fatigue,74.7,81.93,15,0,0,0,gas_compressed_air,none,28.21,15.31,1.429,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-29T03:02:49,16,123.05,123.05,0.799,2.008,2.511,2.764,,,63.29,50.54,,16.84,33.7,48.54,13/11/9,229.0,0.327,14.6,4.0,,,,,84.4,32.974,88.23,63.99,,0.444,0.0451,17.58,1.0,normal,0.0,0.0017,False,fatigue_spalling,none,A_healthy,0.0055,0.0124,1.0,,82.79,137.12,22048.95,20840.18,13546.11,28134.24,lstm_sequence,1208.78,1264.11,3835.0,0.0,0.0,0.0011,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-05T07:08:06,2021-11-05T05:11:49,mixed,False,apprentice,True,,,,none,none,55219.59,4137258.16,23844.76,2760.98,48.69,18608.16,40.73,99.782,82.255,2556.7,0.32,5.552,32,False,False,cyclic_fatigue,71.14,85.55,16,0,0,0,water,none,48.81,130.03,1.728,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-29T10:44:14,17,130.74,130.74,0.849,2.645,3.116,3.305,,,58.86,51.01,,16.84,34.17,45.17,14/12/10,59.7,0.347,56.4,12.4,,,,,84.08,34.186,90.13,64.61,,0.474,0.0143,207.21,0.9968,normal,-0.00064387,0.0757,False,fatigue_spalling,none,A_healthy,0.0059,0.0,1.0,,32.43,149.2,22041.26,26012.29,16907.99,35116.59,lstm_sequence,-3971.03,5160.26,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-23T08:52:55,2022-05-07T17:11:00,mixed,False,master_technician,False,58.0,,,none,none,55219.59,4137258.16,11509.61,2760.98,57.71,18608.16,8.12,99.956,84.561,2556.7,0.32,5.169,32,False,False,cyclic_fatigue,87.87,85.61,17,0,0,0,oil_process,none,52.51,96.73,0.516,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-29T18:25:40,18,138.43,138.43,0.868,3.21,3.699,3.073,,,62.66,56.39,,16.84,39.55,43.32,14/12/10,63.1,0.385,29.0,7.5,,,,,86.21,32.893,89.5,61.87,,0.239,0.101,3.56,0.9878,normal,-0.00244975,0.0444,False,fatigue_spalling,none,A_healthy,0.0062,0.0,1.0,,133.07,131.72,22033.57,20142.88,13092.87,27192.89,xgboost_gradient,1890.69,1781.09,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-22T09:52:12,2021-10-12T03:52:46,mixed,False,specialist,False,63.0,,,none,none,55219.59,4137258.16,21914.29,2760.98,21.71,18608.16,6.68,99.964,86.177,2556.7,0.32,4.298,32,False,False,cyclic_fatigue,97.15,78.99,18,0,0,0,oil_process,none,56.34,82.75,1.465,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-30T02:07:05,19,146.12,146.12,0.806,2.919,3.621,3.139,,,59.8,49.47,,16.84,32.63,44.43,14/12/10,132.4,0.413,15.4,3.7,,,,,84.01,32.843,89.02,63.27,,0.173,0.0377,55.2,0.9827,normal,-0.00213968,0.0293,False,fatigue_spalling,none,A_healthy,0.0066,0.0082,1.0,,332.85,164.46,22025.88,20408.82,13265.73,27551.91,weibull_regression,1617.06,1397.7,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-28T06:31:43,2021-10-21T21:36:58,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,21600.64,2760.98,29.75,18608.16,9.73,99.948,83.923,2556.7,0.32,3.554,32,False,False,cyclic_fatigue,79.84,95.16,19,0,0,0,oil_hydraulic,none,72.9,75.87,1.146,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-30T09:48:31,20,153.81,153.81,0.903,3.719,4.117,3.571,,,65.36,54.89,,16.84,38.05,47.45,14/12/10,69.0,0.384,9.1,1.1,,,,,86.05,33.43,88.45,65.51,,1.416,0.0052,35.84,1.0,normal,0.00100599,0.0049,False,fatigue_spalling,none,A_healthy,0.0069,0.0,1.0,,2.0,129.72,22018.19,18986.7,12341.36,25632.05,xgboost_gradient,3031.49,3078.82,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-28T23:09:36,2021-09-01T20:30:21,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,15040.0,2760.98,47.5,18608.16,6.04,99.968,83.595,2556.7,0.32,2.579,32,False,False,cyclic_fatigue,88.88,93.23,20,0,0,0,water,particulate_mild,88.81,7.0,3.223,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-30T17:29:56,21,161.5,161.5,0.775,2.252,2.904,3.095,,,63.93,47.71,,16.84,30.87,45.23,13/11/9,310.3,0.321,23.2,6.5,,,,,87.34,35.961,90.15,62.88,,0.255,0.0105,60.71,0.9962,normal,-0.00076089,0.0,False,fatigue_spalling,none,A_healthy,0.0073,0.0131,1.0,,103.1,141.36,22010.5,20775.19,13503.88,28046.51,xgboost_gradient,1235.31,1052.64,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-05T13:05:47,2021-11-04T12:24:53,mixed,False,apprentice,False,17.0,,,none,none,55219.59,4137258.16,19099.97,2760.98,58.57,18608.16,20.89,99.888,86.253,2556.7,0.32,4.549,32,False,False,cyclic_fatigue,78.85,89.08,21,0,0,0,none,none,42.74,8.98,0.252,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-31T01:11:22,22,169.19,169.19,0.826,2.271,2.748,2.785,,,61.17,48.15,,16.84,31.31,44.5,13/11/9,128.4,0.332,11.4,2.9,,,,,85.05,33.613,91.19,65.79,,0.59,0.1118,205.72,1.0,normal,0.00064387,0.0,False,fatigue_spalling,none,A_healthy,0.0076,0.0,1.0,,109.09,128.95,22002.81,24617.27,16001.23,33233.32,lstm_sequence,-2614.46,2283.71,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-26T21:49:36,2022-03-20T21:52:21,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,16258.56,2760.98,53.91,18608.16,5.81,99.969,83.138,2556.7,0.32,1.382,32,False,False,cyclic_fatigue,86.68,84.31,22,0,0,0,water,none,39.05,37.36,0.949,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-31T08:52:48,23,176.88,176.88,0.885,2.43,2.748,2.924,,,63.64,50.45,,16.84,33.61,46.23,13/11/9,219.9,0.545,27.9,5.4,,,,,86.9,33.141,90.59,66.3,,0.571,0.0124,21.15,1.0,normal,0.00244975,0.0237,False,fatigue_spalling,abrasive_wear,A_healthy,0.008,0.0105,1.0,,147.95,145.42,21995.12,24518.77,15937.2,33100.34,lstm_sequence,-2523.65,2638.81,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-25T04:15:51,2022-03-17T17:49:59,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,16909.03,2760.98,59.57,18608.16,11.24,99.94,82.393,2556.7,0.32,3.435,32,False,False,cyclic_fatigue,85.82,91.6,23,0,0,0,oil_process,particulate_severe,38.27,74.25,3.188,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-10-31T16:34:13,24,184.57,184.57,0.802,2.998,3.738,3.2,,,60.29,55.85,,16.84,39.01,46.64,13/11/9,99.3,0.327,12.0,2.5,,,,,83.72,34.848,90.52,63.77,,0.701,0.0322,121.23,0.992,normal,0.00186153,0.0451,False,fatigue_spalling,none,A_healthy,0.0083,0.0041,1.0,,147.22,154.38,21987.43,19975.25,12983.91,26966.59,kalman_filter,2012.18,1672.61,3835.0,0.0,0.0,0.0012,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-20T20:11:47,2021-10-08T03:32:04,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,19765.94,2760.98,54.64,18608.16,8.99,99.952,82.977,2556.7,0.32,4.204,32,False,False,cyclic_fatigue,87.42,89.05,24,0,0,0,oil_hydraulic,none,82.25,11.4,1.7,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-01T00:15:39,25,192.26,192.26,0.787,3.444,4.374,2.882,,,62.95,47.89,,16.84,31.05,45.22,14/12/10,181.5,0.342,18.1,3.1,,,,,86.05,33.654,87.6,64.91,,0.296,0.0224,126.08,0.992,normal,-0.00159973,0.0559,False,fatigue_spalling,none,A_healthy,0.0087,0.0052,1.0,,248.2,142.21,21979.74,19186.67,12471.34,25902.01,kalman_filter,2793.07,3021.73,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-04T17:35:49,2021-09-10T12:55:57,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,15807.98,2760.98,40.13,18608.16,19.36,99.896,83.49,2556.7,0.32,5.416,32,False,False,cyclic_fatigue,72.72,82.78,25,0,0,0,water,particulate_mild,21.42,100.19,0.329,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-01T07:57:04,26,199.95,199.95,0.751,2.877,3.832,3.096,,,59.72,52.59,,16.84,35.75,46.59,14/12/10,135.7,0.383,36.9,4.9,,,,,85.6,32.65,89.11,66.19,,0.553,0.0009,235.92,0.9985,normal,0.00047002,0.0783,False,fatigue_spalling,none,A_healthy,0.009,0.0,1.0,,54.47,131.81,21972.05,25390.73,16503.97,34277.48,xgboost_gradient,-3418.68,4112.4,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-13T07:18:51,2022-04-18T14:04:05,mixed,False,specialist,False,28.0,,,none,none,55219.59,4137258.16,21230.66,2760.98,36.76,18608.16,7.42,99.96,92.176,2556.7,0.32,5.739,32,False,False,cyclic_fatigue,77.97,80.09,26,0,0,0,oil_hydraulic,none,58.03,34.72,2.628,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-01T15:38:30,27,207.64,207.64,0.86,2.551,2.965,3.575,,,59.94,50.91,,16.84,34.07,47.01,13/11/9,86.6,0.367,31.7,3.5,,,,,84.98,33.22,90.11,67.23,,1.108,0.0026,206.27,1.0,normal,0.0,0.0561,False,fatigue_spalling,none,A_healthy,0.0094,0.0,1.0,,40.8,149.75,21964.36,17079.73,11101.83,23057.64,xgboost_gradient,4884.63,5326.36,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-10-22T11:30:29,2021-06-28T13:24:52,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,20059.07,2760.98,40.89,18608.16,9.61,99.948,85.341,2556.7,0.32,4.185,32,False,False,cyclic_fatigue,78.88,93.43,27,0,0,0,none,none,27.85,7.71,6.589,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-01T23:19:55,28,215.33,215.33,0.676,1.743,2.576,2.847,,,59.29,55.69,,16.84,38.85,46.48,13/11/9,95.7,0.346,35.7,8.0,,,,,85.84,35.59,89.57,64.62,,0.822,0.0046,46.98,0.9934,normal,-0.00131436,0.0,False,fatigue_spalling,none,A_healthy,0.0097,0.0,1.0,,245.63,132.6,21956.67,19400.0,12610.0,26190.0,kalman_filter,2556.66,2048.72,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-10T03:20:01,2021-09-19T01:20:04,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,18507.39,2760.98,28.37,18608.16,4.16,99.978,83.599,2556.7,0.32,1.99,32,False,False,cyclic_fatigue,90.1,95.84,28,0,0,0,oil_hydraulic,chemical_contamination,73.93,66.99,0.126,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-02T07:01:21,29,223.02,223.02,0.768,2.112,2.751,3.055,,,61.77,52.24,,16.84,35.4,48.08,13/11/9,60.0,0.327,74.8,13.3,,,,,87.75,36.173,88.56,63.04,,0.913,0.0219,98.67,0.9974,normal,0.00108561,0.0791,False,fatigue_spalling,none,A_healthy,0.0101,0.0,1.0,,93.52,148.01,21948.98,18598.06,12088.74,25107.38,weibull_regression,3350.91,4034.04,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-23T18:03:14,2021-08-21T23:22:33,mixed,False,specialist,False,22.0,,,none,none,55219.59,4137258.16,13490.12,2760.98,43.23,18608.16,20.64,99.889,85.044,2556.7,0.32,3.884,32,False,False,cyclic_fatigue,83.17,87.06,29,0,0,0,oil_hydraulic,none,47.57,93.17,1.791,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-02T14:42:46,30,230.71,230.71,0.819,2.341,2.857,3.415,,,56.53,51.05,,16.84,34.21,47.82,14/12/10,149.7,0.371,8.4,2.0,,,,,84.36,34.319,90.55,67.63,,0.123,0.0489,103.84,1.0,normal,0.00159973,0.0355,False,fatigue_spalling,none,A_healthy,0.0104,0.0,1.0,,44.45,151.74,21941.29,24135.55,15688.11,32582.99,weibull_regression,-2194.26,2751.71,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-19T10:29:14,2022-03-06T09:55:45,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,11952.21,2760.98,20.37,18608.16,9.46,99.949,85.113,2556.7,0.32,3.048,32,False,False,cyclic_fatigue,75.64,94.04,30,0,0,0,steam,water_ingress,76.62,14.71,1.68,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-02T22:24:12,31,238.4,238.4,0.705,2.623,3.72,2.602,,,61.15,51.41,,16.84,34.57,44.85,14/12/10,62.6,0.363,11.5,1.9,,,,,85.01,32.426,90.18,64.86,,0.284,0.0119,160.96,1.0,normal,0.00029086,0.0,False,fatigue_spalling,abrasive_wear,A_healthy,0.0108,0.0135,1.0,,90.75,152.96,21933.6,20272.65,13177.22,27368.07,physics_informed_nn,1660.95,1760.08,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-29T06:43:39,2021-10-20T22:09:15,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,19236.56,2760.98,51.83,18608.16,6.65,99.964,82.108,2556.7,0.32,5.653,32,False,False,cyclic_fatigue,83.36,98.46,31,0,0,0,steam,particulate_severe,21.78,118.89,0.585,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-03T06:05:38,32,246.09,246.09,0.797,3.351,4.205,3.073,,,62.36,55.67,,16.84,38.83,47.27,13/11/9,108.6,0.378,22.7,2.8,,,,,86.4,33.639,90.27,63.34,,0.051,0.0403,24.28,1.0,normal,0.0,0.0158,False,fatigue_spalling,none,A_healthy,0.0111,0.001,1.0,,163.6,159.3,21925.91,25031.14,16270.24,33792.04,xgboost_gradient,-3105.24,3630.21,3835.0,0.0,0.0,0.0013,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-07T17:39:52,2022-04-07T18:33:50,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,26818.47,2760.98,39.24,18608.16,17.56,99.906,79.45,2556.7,0.32,7.178,32,False,False,cyclic_fatigue,92.6,87.92,32,0,0,0,steam,none,74.33,0.5,0.017,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-03T13:47:03,33,253.78,253.78,0.712,1.868,2.623,3.145,,,61.34,61.89,,16.84,45.05,44.98,15/13/11,138.4,0.571,26.7,5.5,,,,,84.28,33.874,89.89,66.9,,1.877,0.0797,45.84,0.9895,normal,-0.00078623,0.0413,False,fatigue_spalling,none,A_healthy,0.0114,0.0,1.0,,110.61,142.67,21918.22,25626.17,16657.01,34595.32,kalman_filter,-3707.95,4166.95,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-20T10:52:01,2022-04-29T04:01:29,mixed,False,journeyman,False,43.0,,,none,none,55219.59,4137258.16,8431.01,2760.98,58.93,18608.16,7.82,99.958,84.32,2556.7,0.32,4.957,32,False,False,cyclic_fatigue,101.62,77.8,33,0,0,0,water,particulate_severe,66.41,133.27,3.447,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-03T21:28:29,34,261.47,261.47,0.765,3.412,4.462,3.25,,,56.05,53.78,,16.84,36.94,46.57,14/12/10,92.0,0.372,9.2,1.8,,,,,85.84,33.269,92.1,61.66,,2.039,0.0175,12.94,0.9977,normal,6.425e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0118,0.0052,1.0,,273.73,154.85,21910.53,25016.96,16261.02,33772.89,xgboost_gradient,-3106.43,4023.83,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-08T01:57:08,2022-04-07T21:53:11,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,25428.99,2760.98,54.16,18608.16,4.35,99.977,85.62,2556.7,0.32,5.673,32,False,False,cyclic_fatigue,89.54,90.15,34,0,0,0,oil_hydraulic,none,59.82,93.14,0.954,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-04T05:09:54,35,269.17,269.17,0.882,2.705,3.069,2.889,,,60.48,53.2,,16.84,36.36,46.88,14/12/10,68.9,0.573,21.5,2.9,,,,,85.15,33.353,88.53,64.82,,0.024,0.2549,8.62,1.0,normal,0.0,0.0384,False,fatigue_spalling,none,A_healthy,0.0121,0.0,1.0,,86.8,149.0,21902.83,23400.03,15210.02,31590.04,kalman_filter,-1497.19,1894.65,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-05T17:10:47,2022-02-09T23:11:24,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,14715.08,2760.98,55.3,18608.16,16.47,99.912,83.568,2556.7,0.32,7.268,32,False,False,cyclic_fatigue,93.15,83.64,35,0,0,0,steam,particulate_severe,30.87,11.05,0.114,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-04T12:51:20,36,276.86,276.86,0.938,3.324,3.542,3.065,,,58.49,53.56,,16.84,36.72,48.25,13/11/9,70.6,0.513,9.0,1.0,,,,,84.21,34.519,90.3,66.72,,0.04,0.0211,16.0,0.9997,normal,-5.025e-05,0.0082,False,fatigue_spalling,imbalance_induced,A_healthy,0.0125,0.0111,1.0,,11.98,129.91,21895.14,24065.92,15642.85,32488.99,xgboost_gradient,-2170.77,2766.75,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-19T21:48:52,2022-03-05T20:53:09,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,26703.37,2760.98,42.32,18608.16,10.35,99.944,86.178,2556.7,0.32,6.112,32,False,False,cyclic_fatigue,95.77,87.8,36,0,0,0,oil_process,particulate_mild,42.36,222.18,4.538,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-04T20:32:45,36,284.55,284.55,0.845,2.71,3.208,2.892,,,62.28,50.85,,16.84,34.01,48.21,13/11/9,106.5,0.415,10.6,2.5,,,,,84.97,33.297,90.34,61.67,,0.157,0.0295,27.92,0.9902,normal,-0.0019507,0.0255,False,fatigue_spalling,none,A_healthy,0.0128,0.0026,1.0,,128.31,162.62,21887.45,23770.49,15450.82,32090.16,physics_informed_nn,-1883.04,2215.23,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-14T01:47:28,2022-02-23T17:27:46,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,17013.74,2760.98,50.93,18608.16,12.52,99.933,81.9,2556.7,0.32,2.757,32,False,False,cyclic_fatigue,77.31,82.25,36,0,1,0,steam,chemical_contamination,87.35,84.1,0.467,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-05T04:14:11,37,292.24,292.24,0.773,2.414,3.124,3.165,,,55.18,53.68,,16.84,36.84,42.17,14/12/10,61.3,0.574,14.4,4.1,,,,,86.02,33.942,91.17,61.6,,1.804,0.0232,36.08,0.9953,normal,0.00116057,0.0347,False,fatigue_spalling,none,A_healthy,0.0132,0.0,1.0,,215.64,146.22,21879.76,19718.54,12817.05,26620.03,weibull_regression,2161.23,2619.88,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-19T23:30:18,2021-10-03T12:59:36,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,22377.79,2760.98,57.85,18608.16,19.44,99.896,85.946,2556.7,0.32,4.401,32,False,False,cyclic_fatigue,78.4,79.49,37,0,0,0,steam,chemical_contamination,39.32,82.78,0.538,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-05T11:55:37,38,299.93,299.93,0.828,3.752,4.534,3.056,,,58.83,52.52,,16.84,35.68,44.83,14/12/10,58.8,0.528,9.4,2.0,,,,,84.02,33.744,88.79,66.52,,0.895,0.0731,33.13,0.9891,normal,-0.00172643,0.0,False,fatigue_spalling,none,A_healthy,0.0135,0.0,1.0,,283.7,152.98,21872.07,25823.18,16785.07,34861.29,lstm_sequence,-3951.11,4788.1,3835.0,0.0,0.0,0.0014,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-26T11:31:02,2022-05-08T01:37:49,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,13967.39,2760.98,27.25,18608.16,5.74,99.969,84.288,2556.7,0.32,3.64,32,False,False,cyclic_fatigue,85.87,92.89,38,0,0,0,steam,water_ingress,75.26,11.03,0.19,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-05T19:37:02,39,307.62,307.62,0.783,3.379,4.318,3.134,,,60.02,51.24,,16.84,34.4,46.51,13/11/9,67.0,0.449,97.1,10.1,,,,,82.76,33.656,89.59,64.77,,0.08,0.1465,134.23,1.0,normal,0.0,0.0546,False,fatigue_spalling,none,A_healthy,0.0139,0.0034,1.0,,36.28,149.9,21864.38,24952.45,16219.09,33685.81,lstm_sequence,-3088.07,3549.71,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-08T15:50:35,2022-04-07T13:12:04,mixed,False,specialist,False,61.0,,,none,none,55219.59,4137258.16,15709.46,2760.98,21.57,18608.16,8.77,99.953,82.24,2556.7,0.32,2.549,32,False,False,cyclic_fatigue,75.12,72.34,39,0,0,0,gas_compressed_air,water_ingress,68.66,77.47,6.895,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-06T03:18:28,40,315.31,315.31,0.748,2.802,3.744,2.92,,,61.03,57.28,,16.84,40.44,47.47,14/12/10,90.9,0.325,11.6,3.4,,,,,85.34,34.592,90.4,66.08,,0.575,0.0005,91.39,1.0,normal,5.025e-05,0.1216,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0142,0.0,1.0,,42.15,164.68,21856.69,22965.47,14927.56,31003.38,xgboost_gradient,-1108.78,905.03,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-02-26T14:02:33,2022-01-27T11:57:24,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,10009.54,2760.98,45.63,18608.16,11.65,99.937,81.763,2556.7,0.32,7.333,32,False,False,cyclic_fatigue,93.62,74.75,40,0,0,0,water,particulate_mild,52.25,134.98,2.938,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-06T10:59:53,41,323.0,323.0,0.813,2.058,2.531,3.406,,,56.18,51.5,,16.84,34.66,43.87,13/11/9,168.0,0.307,9.9,2.2,,,,,83.77,32.228,90.58,63.49,,0.598,0.043,97.4,1.0,normal,0.0019507,0.0508,False,fatigue_spalling,none,A_healthy,0.0146,0.0,1.0,,197.65,166.92,21849.0,23846.16,15500.01,32192.32,lstm_sequence,-1997.16,2114.43,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-17T06:04:48,2022-02-28T00:14:15,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,13730.33,2760.98,53.86,18608.16,5.53,99.97,84.316,2556.7,0.32,7.193,32,False,False,cyclic_fatigue,88.04,91.24,41,1,0,0,water,none,52.78,27.07,1.965,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-06T18:41:19,42,330.69,330.69,0.839,2.859,3.408,2.836,,,60.34,55.11,,16.84,38.27,45.93,14/12/10,206.1,0.831,32.6,6.4,,,,,84.02,32.496,89.64,67.75,,0.324,0.0474,30.32,0.9907,normal,-0.00091585,0.0415,False,fatigue_spalling,none,A_healthy,0.0149,0.0083,1.0,,248.77,155.38,21841.31,23916.94,15546.01,32287.87,lstm_sequence,-2075.63,1773.89,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-19T01:09:35,2022-03-02T20:05:22,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,12161.49,2760.98,24.45,18608.16,7.37,99.96,86.912,2556.7,0.32,2.31,32,False,False,cyclic_fatigue,89.74,90.42,42,1,0,0,gas_compressed_air,particulate_mild,48.44,24.14,1.481,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-07T02:22:44,43,338.38,338.38,0.811,2.756,3.399,2.699,,,56.82,53.35,,16.84,36.51,44.89,14/12/10,74.3,0.442,29.3,7.3,,,,,86.19,33.822,88.94,68.31,,1.293,0.0431,342.2,0.995,normal,0.00119142,0.0185,False,fatigue_spalling,imbalance_induced,A_healthy,0.0153,0.0167,1.0,,147.86,162.61,21833.62,26797.02,17418.07,36175.98,particle_filter,-4963.4,4907.67,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-05-18T08:53:26,2022-06-13T03:50:55,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,22633.53,2760.98,48.99,18608.16,12.22,99.934,79.507,2556.7,0.32,7.355,32,False,False,cyclic_fatigue,86.4,89.13,43,0,0,0,steam,none,46.51,134.3,0.653,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-07T10:04:10,44,346.07,346.07,0.884,3.389,3.832,3.166,,,63.53,53.3,,16.84,36.46,48.6,13/11/9,65.3,0.349,12.5,1.9,,,,,84.12,32.491,88.39,65.32,,0.915,0.0115,149.64,0.985,normal,-0.00300189,0.0428,False,fatigue_spalling,none,A_healthy,0.0156,0.0115,1.0,,291.66,136.82,21825.93,23777.57,15455.42,32099.72,physics_informed_nn,-1951.64,2180.68,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-16T18:51:16,2022-02-26T13:00:13,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,22001.81,2760.98,57.72,18608.16,16.23,99.913,84.81,2556.7,0.32,3.093,32,False,False,cyclic_fatigue,80.09,74.91,44,0,0,1,water,particulate_mild,76.71,3.69,0.561,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-07T17:45:36,45,353.76,353.76,0.814,3.341,4.104,3.095,,,61.87,57.52,,16.84,40.68,46.88,14/12/10,79.1,0.407,9.9,1.7,,,,,84.21,33.801,91.29,66.62,,0.099,0.0277,129.26,1.0,normal,0.0,0.0144,False,fatigue_spalling,none,A_healthy,0.016,0.0062,1.0,,43.39,126.07,21818.24,26560.21,17264.14,35856.28,xgboost_gradient,-4741.97,5410.33,3835.0,0.0,0.0,0.0015,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-05-14T01:51:51,2022-06-05T09:56:14,mixed,False,specialist,False,84.0,,,none,none,55219.59,4137258.16,14789.71,2760.98,32.54,18608.16,13.1,99.93,86.441,2556.7,0.32,4.234,32,False,False,cyclic_fatigue,86.37,85.77,45,1,0,0,steam,none,49.6,74.65,5.241,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-08T01:27:01,46,361.45,361.45,0.803,3.596,4.476,2.932,,,64.66,52.64,,16.84,35.8,48.31,14/12/10,123.0,0.585,11.4,1.9,,,,,85.06,35.14,89.43,67.16,,0.47,0.052,22.29,0.9797,normal,-0.00405993,0.0261,False,fatigue_spalling,none,A_healthy,0.0163,0.0141,1.0,,326.3,149.18,21810.55,24881.04,16172.68,33589.4,physics_informed_nn,-3070.49,3403.4,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-09T09:58:13,2022-04-07T06:20:04,mixed,False,oem_certified,False,57.0,,,none,none,55219.59,4137258.16,19437.8,2760.98,39.88,18608.16,7.49,99.96,84.467,2556.7,0.32,2.022,32,False,False,cyclic_fatigue,77.74,82.34,46,0,0,0,gas_compressed_air,none,57.11,11.79,3.64,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-08T09:08:27,47,369.14,369.14,0.82,3.179,3.875,3.27,,,64.54,55.36,,16.84,38.52,48.62,14/12/10,56.4,0.379,51.6,15.0,,,,,84.43,34.964,88.74,63.36,,0.202,0.1505,462.3,0.9977,normal,0.00139599,0.015,False,fatigue_spalling,none,A_healthy,0.0166,0.007,1.0,,40.27,160.35,21802.86,23282.76,15133.79,31431.72,physics_informed_nn,-1479.9,1768.06,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-07T10:31:08,2022-02-09T23:29:02,mixed,False,oem_certified,True,,,,none,none,55219.59,4137258.16,8479.45,2760.98,21.58,18608.16,7.04,99.962,86.525,2556.7,0.32,7.152,32,False,False,cyclic_fatigue,97.47,89.74,47,1,0,0,oil_process,particulate_mild,31.47,4.04,2.094,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-08T16:49:52,48,376.83,376.83,0.703,2.638,3.751,3.198,,,57.84,54.26,,16.84,37.42,47.53,13/11/9,72.8,0.491,54.2,11.7,,,,,84.95,35.049,90.18,66.14,,2.258,0.0245,36.46,0.9927,normal,-0.00046268,0.0245,False,fatigue_spalling,none,A_healthy,0.017,0.0153,1.0,,90.17,170.45,21795.17,24356.5,15831.73,32881.28,lstm_sequence,-2561.34,2625.69,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-30T03:04:59,2022-03-20T07:51:34,mixed,False,apprentice,True,,,,none,none,55219.59,4137258.16,13588.74,2760.98,30.85,18608.16,19.32,99.896,88.837,2556.7,0.32,2.247,32,False,False,cyclic_fatigue,93.4,76.81,48,0,0,0,none,none,86.3,265.1,0.545,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-09T00:31:18,49,384.52,384.52,0.776,2.978,3.84,3.376,,,59.78,51.81,,16.84,34.97,48.1,14/12/10,70.2,0.497,14.8,1.6,,,,,86.58,34.416,90.71,65.69,,2.38,0.0306,157.17,0.9977,normal,0.00254841,0.0012,False,fatigue_spalling,none,A_healthy,0.0173,0.0,1.0,,167.48,152.46,21787.48,24521.39,15938.9,33103.87,xgboost_gradient,-2733.91,2978.52,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-02T21:12:53,2022-03-26T11:42:00,mixed,False,specialist,False,40.0,,,none,none,55219.59,4137258.16,26949.48,2760.98,47.17,18608.16,8.82,99.953,82.979,2556.7,0.32,2.796,32,False,False,cyclic_fatigue,69.19,81.88,49,1,0,0,water,none,62.25,4.24,1.26,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-09T08:12:43,50,392.21,392.21,0.727,3.1,4.266,2.88,,,59.34,57.9,,16.84,41.06,44.03,14/12/10,88.3,0.502,23.8,5.1,,,,,84.91,33.784,89.94,64.27,,0.241,0.0282,212.7,0.9824,normal,-0.00351079,0.1011,False,fatigue_spalling,none,A_healthy,0.0177,0.0176,1.0,,274.23,148.76,21779.79,19209.3,12486.04,25932.55,particle_filter,2570.49,2947.26,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-13T12:51:36,2021-09-19T16:06:48,mixed,False,journeyman,False,8.0,,,none,none,55219.59,4137258.16,13832.31,2760.98,26.29,18608.16,9.12,99.951,81.558,2556.7,0.32,4.027,32,False,False,cyclic_fatigue,83.78,82.27,50,0,0,0,steam,none,50.42,11.63,1.837,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-09T15:54:09,51,399.9,399.9,0.771,2.852,3.698,2.653,,,63.2,59.9,,16.84,43.06,47.02,14/12/10,63.7,0.318,22.8,3.9,,,,,85.2,35.57,89.51,67.85,,0.447,0.0059,42.0,1.0,normal,0.00405993,0.0595,False,fatigue_spalling,none,A_healthy,0.018,0.009,1.0,,64.26,169.03,21772.1,23832.1,15490.87,32173.34,particle_filter,-2060.01,2166.08,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-20T03:57:16,2022-03-02T17:11:27,mixed,False,oem_certified,True,,,,none,none,55219.59,4137258.16,20887.72,2760.98,20.86,18608.16,24.72,99.867,84.607,2556.7,0.32,4.117,32,False,False,cyclic_fatigue,109.07,88.77,51,1,0,0,none,none,77.57,64.58,0.816,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-09T23:35:35,52,407.59,407.59,0.81,2.526,3.118,3.334,,,62.72,55.03,,16.84,38.19,45.88,14/12/10,194.5,0.504,11.7,1.3,,,,,84.24,32.439,89.51,62.28,,1.487,0.0504,58.79,0.9812,normal,-0.00329715,0.0388,False,fatigue_spalling,adhesive_wear,A_healthy,0.0184,0.0,1.0,,214.9,150.45,21764.41,24770.25,16100.66,33439.84,physics_informed_nn,-3005.84,3802.84,3835.0,0.0,0.0,0.0016,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-09T00:43:06,2022-04-05T06:18:23,mixed,False,specialist,False,84.0,,,none,none,55219.59,4137258.16,14235.53,2760.98,31.53,18608.16,15.93,99.914,84.638,2556.7,0.32,4.534,32,False,False,cyclic_fatigue,84.76,78.77,52,1,0,0,gas_compressed_air,none,78.72,50.81,0.923,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-10T07:17:00,53,415.28,415.28,0.806,2.959,3.669,3.397,,,62.19,53.62,,16.84,36.78,45.72,13/11/9,84.3,0.385,36.6,4.0,,,,,85.9,35.636,90.07,64.49,,1.052,0.1543,11.28,1.0,normal,0.00145527,0.0175,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0187,0.0,1.0,,41.91,161.11,21756.72,24860.98,16159.63,33562.32,particle_filter,-3104.26,3168.07,3835.0,0.0,0.0,0.0017,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-11T05:46:17,2022-04-08T19:06:46,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,24344.22,2760.98,44.27,18608.16,8.26,99.956,84.617,2556.7,0.32,4.652,32,False,False,cyclic_fatigue,91.26,104.81,53,1,0,0,water,particulate_mild,70.7,32.25,0.822,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-10T14:58:26,54,422.97,422.97,0.807,2.772,3.436,3.08,,,60.11,50.59,,16.84,33.75,45.65,14/12/10,52.6,0.392,20.9,4.6,,,,,84.91,33.648,90.02,65.32,,0.555,0.1388,39.01,0.9969,normal,-0.00015852,0.0091,False,fatigue_spalling,none,A_healthy,0.0191,0.0,1.0,,154.29,150.07,21749.03,17933.56,11656.82,24210.31,weibull_regression,3815.46,3213.96,3835.0,0.0,0.0,0.0017,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-18T05:45:17,2021-08-06T18:30:06,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,19041.88,2760.98,47.63,18608.16,15.16,99.919,83.833,2556.7,0.32,6.02,32,False,False,cyclic_fatigue,75.58,76.58,54,1,0,1,water,none,81.02,48.35,6.422,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-10T22:39:51,55,430.66,430.66,0.886,2.288,2.583,2.748,,,62.4,50.0,,16.84,33.16,48.13,13/11/9,109.8,0.449,12.0,2.9,,,,,84.91,33.319,88.66,65.67,,0.785,0.0873,2.92,0.9823,normal,-2.947e-05,0.0,False,fatigue_spalling,overload,A_healthy,0.0194,0.0,1.0,,391.11,133.99,21741.34,23569.39,15320.11,31818.68,kalman_filter,-1828.06,2001.72,3835.0,0.0,0.0,0.0017,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-15T23:21:38,2022-02-22T16:38:53,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,16033.36,2760.98,50.06,18608.16,4.05,99.978,84.449,2556.7,0.32,5.305,32,False,False,cyclic_fatigue,79.67,92.16,55,1,0,0,oil_process,none,72.84,32.46,1.206,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-11T06:21:17,56,438.35,438.35,0.841,3.661,4.352,2.596,,,60.82,48.07,,16.84,31.23,46.96,13/11/9,74.3,0.306,52.6,8.5,,,,,85.85,33.579,91.45,66.52,,0.762,0.0701,28.59,1.0,normal,0.0,0.0795,False,fatigue_spalling,imbalance_induced,A_healthy,0.0198,0.0,1.0,,8.6,156.4,21733.65,18957.34,12322.27,25592.41,lstm_sequence,2776.31,3285.92,3835.0,0.0,0.0,0.0017,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-10T05:01:24,2021-09-12T16:05:29,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,22744.98,2760.98,47.84,18608.16,6.61,99.965,82.759,2556.7,0.32,6.016,32,False,False,cyclic_fatigue,69.97,76.18,56,1,0,1,gas_compressed_air,particulate_severe,68.96,48.4,2.009,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-11T14:02:42,57,446.05,446.05,0.753,2.604,3.458,3.709,,,61.99,57.05,,16.84,40.21,44.1,13/11/9,184.8,0.349,35.3,6.9,,,,,84.42,32.736,90.85,63.54,,0.382,0.1248,2.65,1.0,normal,0.00375704,0.0354,False,fatigue_spalling,none,A_healthy,0.0201,0.0004,1.0,,353.92,167.23,21725.95,26281.17,17082.76,35479.58,kalman_filter,-4555.22,3916.63,3835.0,0.0,0.0,0.0017,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-05-12T02:37:53,2022-05-30T09:02:31,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,19163.32,2760.98,42.96,18608.16,7.28,99.961,85.941,2556.7,0.32,2.805,32,False,False,cyclic_fatigue,89.65,86.79,57,1,0,0,water,none,80.04,4.14,0.07,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-11T21:44:08,58,453.74,453.74,0.706,2.732,3.867,2.753,,,58.84,51.72,,16.84,34.88,44.43,13/11/9,129.8,0.377,16.4,2.3,,,,,87.06,33.512,90.63,64.51,,0.347,0.176,4.17,0.9838,normal,-0.00324412,0.0242,False,fatigue_spalling,none,A_healthy,0.0205,0.0085,1.0,,240.52,134.51,21718.26,17245.33,11209.46,23281.19,particle_filter,4472.94,4717.3,3835.0,0.0,0.0,0.0017,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-05T04:23:57,2021-07-14T16:15:50,mixed,False,journeyman,False,17.0,,,none,none,55219.59,4137258.16,9817.66,2760.98,55.85,18608.16,16.3,99.912,78.191,2556.7,0.32,1.382,32,False,False,cyclic_fatigue,74.23,85.35,58,0,0,0,none,particulate_mild,66.73,4.63,1.192,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-12T05:25:33,59,461.43,461.43,0.86,3.295,3.833,2.759,,,60.75,54.04,,16.84,37.2,45.61,13/11/9,154.7,0.462,35.2,5.3,,,,,85.58,35.185,90.52,69.01,,0.16,0.068,32.96,0.9874,normal,-0.00191062,0.0,False,fatigue_spalling,none,A_healthy,0.0208,0.0152,1.0,,486.03,161.96,21710.57,19799.99,12869.99,26729.98,physics_informed_nn,1910.59,2384.21,3835.0,0.0,0.0,0.0018,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-28T17:25:09,2021-10-13T11:24:52,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,24434.82,2760.98,40.61,18608.16,8.72,99.953,81.162,2556.7,0.32,1.86,32,False,False,cyclic_fatigue,81.77,78.75,59,1,0,0,water,none,76.82,119.56,4.585,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-12T13:06:59,60,469.12,469.12,0.826,3.467,4.198,2.417,,,61.0,56.49,,16.84,39.65,48.86,14/12/10,115.6,0.426,39.0,6.4,,,,,86.54,33.409,88.47,70.32,,0.501,0.0175,14.82,0.9872,normal,0.00098732,0.0086,False,fatigue_spalling,none,A_healthy,0.0212,0.0159,1.0,,217.95,135.07,21702.88,19563.39,12716.2,26410.58,lstm_sequence,2139.49,1766.6,3835.0,0.0,0.0,0.0018,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-24T02:48:43,2021-10-05T09:59:57,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,17383.77,2760.98,56.28,18608.16,13.23,99.929,78.605,2556.7,0.32,3.058,32,False,False,cyclic_fatigue,90.17,101.29,60,1,0,0,oil_hydraulic,none,32.23,93.67,1.865,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-12T20:48:25,61,476.81,476.81,0.742,3.238,4.367,3.059,,,62.57,51.36,,16.84,34.52,46.77,13/11/9,64.3,0.395,24.5,3.6,,,,,86.2,33.109,88.35,65.96,,0.428,0.0149,52.36,0.9939,normal,-0.00122076,0.0025,False,fatigue_spalling,none,A_healthy,0.0215,0.0263,1.0,,152.3,143.79,21695.19,20316.55,13205.75,27427.34,lstm_sequence,1378.65,1444.04,3835.0,0.0,0.0,0.0018,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-09T03:04:46,2021-11-01T09:52:13,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,15428.79,2760.98,41.79,18608.16,21.7,99.884,83.483,2556.7,0.32,6.592,32,False,False,cyclic_fatigue,83.02,94.35,61,1,0,0,oil_hydraulic,none,77.74,32.43,3.877,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-13T04:29:50,62,484.5,484.5,0.704,2.355,3.348,2.883,,,56.69,54.58,,16.84,37.74,45.19,14/12/10,55.9,0.312,29.8,3.2,,,,,83.12,34.657,90.53,61.33,,0.293,0.0478,36.13,0.9955,normal,-0.00090847,0.0041,False,fatigue_spalling,none,A_healthy,0.0219,0.0018,1.0,,92.29,141.74,21687.5,25578.97,16626.33,34531.61,lstm_sequence,-3891.47,5038.68,3835.0,0.0,0.0,0.0018,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-29T01:58:54,2022-05-07T02:37:15,mixed,False,apprentice,False,39.0,,,none,none,55219.59,4137258.16,12392.64,2760.98,24.55,18608.16,16.66,99.911,91.238,2556.7,0.32,7.038,32,False,False,cyclic_fatigue,92.29,87.1,62,0,0,1,steam,none,62.76,22.68,1.346,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-13T12:11:16,63,492.19,492.19,0.846,3.244,3.834,3.257,,,60.36,60.4,,16.84,43.56,47.03,14/12/10,160.7,0.514,25.2,5.4,,,,,86.71,35.099,87.68,65.82,,0.634,0.079,403.03,0.9753,normal,-0.00170002,0.0903,False,fatigue_spalling,none,A_healthy,0.0222,0.0049,1.0,,285.32,162.15,21679.81,19445.17,12639.36,26250.98,xgboost_gradient,2234.64,1859.59,3835.0,0.0,0.0,0.0018,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-22T14:46:26,2021-10-02T04:35:03,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,25217.06,2760.98,47.91,18608.16,17.83,99.904,78.341,2556.7,0.32,4.93,32,False,False,cyclic_fatigue,108.21,88.32,63,1,0,0,gas_compressed_air,water_ingress,79.9,23.99,0.131,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-13T19:52:41,64,499.88,499.88,0.832,2.847,3.421,3.119,,,57.69,51.11,,16.84,34.27,46.14,15/13/11,105.9,0.422,11.6,2.0,,,,,84.6,32.676,89.87,64.6,,0.18,0.0703,26.78,1.0,normal,0.00252263,0.0407,False,fatigue_spalling,none,A_healthy,0.0225,0.0163,1.0,,133.38,145.36,21672.12,18953.74,12319.93,25587.55,weibull_regression,2718.38,3459.14,3835.0,0.0,0.0,0.0018,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-12T16:44:54,2021-09-15T02:33:26,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,19076.64,2760.98,42.62,18608.16,17.9,99.904,85.902,2556.7,0.32,1.014,32,False,False,cyclic_fatigue,69.84,79.93,64,1,0,0,steam,particulate_mild,29.47,43.05,2.236,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-14T03:34:07,65,507.57,507.57,0.817,3.063,3.748,3.678,,,62.19,54.67,,16.84,37.83,45.29,13/11/9,66.4,0.781,27.8,3.4,,,,,87.5,36.715,89.73,62.77,,0.129,0.0287,83.04,0.9881,normal,0.00017855,0.0235,False,fatigue_spalling,none,A_healthy,0.0229,0.0044,1.0,,140.14,137.77,21664.43,20068.49,13044.52,27092.47,weibull_regression,1595.94,1383.58,3835.0,0.0,0.0,0.0019,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-05T05:48:55,2021-10-24T21:47:16,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,27176.76,2760.98,47.76,18608.16,17.09,99.908,83.319,2556.7,0.32,2.251,32,False,False,cyclic_fatigue,86.52,94.91,65,1,0,0,oil_hydraulic,particulate_severe,52.36,13.94,2.247,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-14T11:15:32,66,515.26,515.26,0.802,2.934,3.66,2.852,,,60.66,57.51,,16.84,40.67,45.03,14/12/10,94.2,0.474,20.9,2.3,,,,,84.08,33.767,89.2,63.0,,1.295,0.0614,14.76,0.9761,normal,-0.00356025,0.0,False,fatigue_spalling,none,A_healthy,0.0232,0.0083,1.0,,256.01,136.82,21656.74,23711.27,15412.32,32010.21,physics_informed_nn,-2054.53,2452.88,3835.0,0.0,0.0,0.0019,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-22T10:53:37,2022-03-03T05:50:16,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,14541.88,2760.98,21.78,18608.16,6.92,99.963,81.455,2556.7,0.32,6.15,32,False,False,cyclic_fatigue,76.39,87.74,66,0,0,0,steam,chemical_contamination,55.41,36.2,2.503,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-14T18:56:58,67,522.95,522.95,0.792,3.313,4.186,3.023,,,60.09,50.64,,16.84,33.8,45.02,14/12/10,132.9,0.623,39.1,5.7,,,,,85.2,32.44,89.95,61.79,,0.485,0.0158,31.24,1.0,normal,0.00090847,0.0266,False,fatigue_spalling,none,A_healthy,0.0236,0.0,1.0,,7.3,144.72,21649.05,18390.64,11953.92,24827.37,kalman_filter,3258.41,3951.64,3835.0,0.0,0.0,0.0019,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-01T22:16:16,2021-08-27T02:59:47,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,23373.79,2760.98,32.27,18608.16,9.28,99.95,88.599,2556.7,0.32,1.68,32,False,False,cyclic_fatigue,86.01,80.46,67,2,0,0,gas_compressed_air,particulate_mild,82.17,6.7,2.03,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-15T02:38:24,68,530.64,530.64,0.735,2.977,4.051,2.905,,,59.51,53.68,,16.84,36.84,47.57,14/12/10,134.7,0.699,25.9,4.3,,,,,85.51,35.453,89.36,65.89,,0.382,0.0081,45.29,0.9966,normal,0.00425759,0.0239,False,fatigue_spalling,none,A_healthy,0.0239,0.0237,1.0,,48.34,131.37,21641.36,19338.23,12569.85,26106.61,lstm_sequence,2303.13,2504.85,3835.0,0.0,0.0,0.0019,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-21T23:45:11,2021-09-30T00:07:55,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,26344.96,2760.98,55.8,18608.16,4.75,99.974,84.593,2556.7,0.32,4.034,32,False,False,cyclic_fatigue,89.56,81.99,68,1,0,1,water,particulate_severe,21.82,229.38,0.555,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-15T10:19:49,69,538.33,538.33,0.797,2.266,2.842,2.786,,,60.5,56.1,,16.84,39.26,46.05,14/12/10,70.5,0.339,14.6,3.9,,,,,85.26,35.095,88.74,62.83,,0.025,0.0425,113.55,0.9972,normal,-0.00055297,0.0,False,fatigue_spalling,none,A_healthy,0.0243,0.0156,1.0,,255.43,147.46,21633.67,22894.81,14881.63,30908.0,kalman_filter,-1261.15,1479.84,3835.0,0.0,0.0,0.0019,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-06T09:44:16,2022-02-03T06:55:23,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,13709.8,2760.98,39.92,18608.16,20.75,99.889,76.977,2556.7,0.32,3.561,32,False,False,cyclic_fatigue,84.28,97.82,69,1,0,1,oil_hydraulic,particulate_severe,55.45,65.35,0.241,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-15T18:01:15,70,546.02,546.02,0.84,3.747,4.462,3.233,,,63.24,54.65,,16.84,37.81,47.02,14/12/10,109.0,0.433,53.8,7.8,,,,,82.88,33.851,89.39,64.74,,0.164,0.0329,14.0,0.9846,normal,-0.00071524,0.0665,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0246,0.0017,1.0,,182.03,154.56,21625.98,18909.78,12291.36,25528.2,particle_filter,2716.2,3423.24,3835.0,0.0,0.0,0.0019,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-13T16:54:35,2021-09-15T11:19:55,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,9745.36,2760.98,55.05,18608.16,4.72,99.975,79.023,2556.7,0.32,3.959,32,False,False,cyclic_fatigue,93.7,92.86,70,0,0,0,water,none,64.09,5.26,2.437,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-16T01:42:40,71,553.71,553.71,0.709,2.343,3.306,3.586,,,59.34,58.09,,16.84,41.25,47.26,13/11/9,59.9,0.428,15.2,3.6,,,,,84.04,35.158,91.11,65.98,,0.09,0.164,97.54,1.0,normal,0.00478101,0.0347,False,fatigue_spalling,none,A_healthy,0.025,0.0138,1.0,,65.98,150.8,21618.29,16492.58,10720.18,22264.99,particle_filter,5125.71,4715.25,3835.0,0.0,0.0,0.002,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-10-24T16:00:08,2021-06-22T04:24:21,mixed,False,master_technician,False,70.0,,,none,none,55219.59,4137258.16,17964.54,2760.98,32.78,18608.16,21.14,99.887,87.029,2556.7,0.32,3.482,32,False,False,cyclic_fatigue,92.59,81.42,71,1,0,1,oil_process,particulate_mild,52.15,90.56,3.42,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-16T09:24:06,72,561.4,561.4,0.779,3.501,4.492,3.166,,,66.27,62.21,,16.84,45.37,43.5,14/12/10,91.3,0.329,32.3,7.3,,,,,85.59,33.577,89.71,65.86,,0.094,0.0208,36.93,0.9962,normal,-0.00075415,0.0576,False,fatigue_spalling,none,A_healthy,0.0253,0.0,1.0,,68.03,148.64,21610.6,23984.04,15589.62,32378.45,lstm_sequence,-2373.44,1961.72,3835.0,0.0,0.0,0.002,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-30T01:25:13,2022-03-14T19:50:00,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,19468.96,2760.98,36.72,18608.16,9.42,99.949,83.257,2556.7,0.32,4.187,32,False,False,cyclic_fatigue,97.82,91.11,72,1,0,2,water,none,53.86,106.44,0.388,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-16T17:05:31,73,569.09,569.09,0.743,2.976,4.007,2.831,,,61.79,53.38,,16.84,36.54,42.5,14/12/10,100.2,0.489,85.1,11.2,,,,,85.21,33.88,89.8,66.39,,0.383,0.0852,182.02,0.987,normal,-0.00190372,0.0,False,fatigue_spalling,none,A_healthy,0.0257,0.0242,1.0,,196.08,160.31,21602.91,18494.83,12021.64,24968.02,particle_filter,3108.08,2499.66,3835.0,0.0,0.0,0.002,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-06T00:30:24,2021-09-01T17:41:50,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,18378.46,2760.98,43.52,18608.16,12.37,99.934,83.031,2556.7,0.32,3.969,32,False,False,cyclic_fatigue,75.24,98.49,73,1,0,0,steam,particulate_severe,50.6,22.39,2.289,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-17T00:46:57,74,576.78,576.78,0.762,3.035,3.983,2.826,,,61.45,56.39,,16.84,39.55,45.99,14/12/10,122.9,0.396,17.6,4.2,,,,,85.69,35.505,90.96,64.91,,0.191,0.0163,143.18,0.9957,normal,-0.0003021,0.0373,False,fatigue_spalling,none,A_healthy,0.026,0.0072,1.0,,137.81,158.44,21595.22,19903.0,12936.95,26869.05,xgboost_gradient,1692.22,2028.87,3835.0,0.0,0.0,0.002,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-04T16:16:51,2021-10-21T22:19:46,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,8408.06,2760.98,57.69,18608.16,11.95,99.936,86.344,2556.7,0.32,3.334,32,False,False,cyclic_fatigue,94.59,71.37,74,1,0,1,oil_hydraulic,particulate_mild,74.23,4.5,2.455,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-17T08:28:23,75,584.47,584.47,0.774,2.583,3.339,3.611,,,59.74,52.57,,16.84,35.73,46.99,13/11/9,106.7,0.394,47.4,10.3,,,,,84.35,33.575,91.21,65.68,,0.22,0.0149,12.26,0.9827,normal,-0.00036983,0.0324,False,fatigue_spalling,none,A_healthy,0.0264,0.0017,1.0,,196.88,137.42,21587.53,20616.94,13401.01,27832.86,xgboost_gradient,970.59,1233.72,3835.0,0.0,0.0,0.002,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-19T20:56:29,2021-11-16T12:52:10,mixed,False,journeyman,False,89.0,,,none,none,55219.59,4137258.16,11697.46,2760.98,48.34,18608.16,5.56,99.97,82.963,2556.7,0.32,4.368,32,False,False,cyclic_fatigue,87.02,79.95,75,1,0,0,oil_hydraulic,chemical_contamination,21.05,3.25,4.446,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-17T16:09:48,76,592.16,592.16,0.747,2.206,2.953,3.305,,,62.15,52.28,,16.84,35.44,46.19,13/11/9,140.4,0.596,19.8,5.9,,,,,85.05,32.378,91.0,63.8,,1.76,0.0117,8.49,0.9891,normal,-0.00218268,0.0176,False,fatigue_spalling,none,A_healthy,0.0267,0.0,1.0,,112.25,144.37,21579.84,19487.46,12666.85,26308.07,weibull_regression,2092.38,2593.48,3835.0,0.0,0.0,0.002,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-27T15:53:37,2021-10-07T20:30:17,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,24929.41,2760.98,38.86,18608.16,25.9,99.861,84.068,2556.7,0.32,4.195,32,False,False,cyclic_fatigue,71.91,91.26,76,1,0,0,none,particulate_mild,28.57,72.26,0.732,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-17T23:51:14,77,599.85,599.85,0.814,3.543,4.351,3.059,,,58.15,52.92,,16.84,36.08,43.49,14/12/10,133.4,0.372,35.3,6.5,,,,,86.48,34.96,91.17,67.9,,0.294,0.1241,74.47,0.9903,normal,-0.00118296,0.0333,False,fatigue_spalling,erosion,A_healthy,0.0271,0.0082,1.0,,113.03,145.04,21572.15,16979.79,11036.86,22922.71,lstm_sequence,4592.36,4019.91,3835.0,0.0,0.0,0.0021,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-05T17:44:53,2021-07-11T08:40:26,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,11112.09,2760.98,55.45,18608.16,23.42,99.874,89.729,2556.7,0.32,7.864,32,False,False,cyclic_fatigue,71.37,57.06,77,1,0,0,oil_process,chemical_contamination,36.79,158.54,4.169,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-18T07:32:39,78,607.54,607.54,0.863,3.506,4.062,2.756,,,63.88,57.63,,16.84,40.79,46.92,13/11/9,194.2,0.34,145.9,22.2,,,,,83.84,31.987,89.14,64.68,,1.505,0.132,59.32,0.9997,normal,0.00252763,0.0591,False,fatigue_spalling,none,A_healthy,0.0274,0.0251,1.0,,16.65,129.01,21564.46,16395.31,10656.95,22133.66,particle_filter,5169.15,5074.96,3835.0,0.0,0.0,0.0021,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-10-24T21:11:49,2021-06-20T23:33:14,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,22714.68,2760.98,21.54,18608.16,5.95,99.968,90.744,2556.7,0.32,5.499,32,False,False,cyclic_fatigue,96.31,85.3,78,1,0,0,gas_compressed_air,none,88.34,34.69,0.582,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-18T15:14:05,79,615.23,615.23,0.673,2.419,3.594,3.165,,,53.9,48.32,,16.84,31.48,44.13,14/12/10,60.0,0.38,13.4,2.8,,,,,84.71,32.955,88.78,65.43,,0.357,0.0657,113.36,1.0,normal,0.00085507,0.0193,False,fatigue_spalling,none,A_healthy,0.0277,0.0,1.0,,92.46,165.89,21556.77,20009.61,13006.25,27012.98,physics_informed_nn,1547.15,1679.58,3835.0,0.0,0.0,0.0021,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-08T12:02:32,2021-10-27T07:24:26,mixed,False,oem_certified,False,18.0,,,none,none,55219.59,4137258.16,20357.98,2760.98,21.02,18608.16,7.53,99.96,85.081,2556.7,0.32,1.757,32,False,False,cyclic_fatigue,79.31,92.08,79,1,0,0,gas_compressed_air,particulate_severe,52.41,2.66,2.388,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-18T22:55:30,80,622.93,622.93,0.775,2.085,2.691,2.8,,,60.99,52.1,,16.84,35.26,48.07,14/12/10,55.7,0.416,117.1,22.3,,,,,84.7,35.157,89.26,61.4,,0.225,0.0928,94.35,0.9964,normal,0.00274176,0.0256,False,fatigue_spalling,none,A_healthy,0.0281,0.0,1.0,,209.79,143.55,21549.07,22981.78,14938.16,31025.4,lstm_sequence,-1432.7,1438.56,3835.0,0.0,0.0,0.0021,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-11T17:48:52,2022-02-09T21:26:13,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,16736.24,2760.98,53.43,18608.16,10.4,99.944,90.71,2556.7,0.32,7.426,32,False,False,cyclic_fatigue,76.97,87.42,80,2,0,0,oil_hydraulic,water_ingress,30.93,226.16,0.52,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-19T06:36:56,81,630.62,630.62,0.854,3.217,3.765,2.744,,,57.1,54.54,,16.84,37.7,47.72,13/11/9,71.3,0.393,26.4,2.8,,,,,86.99,36.281,89.81,65.39,,1.428,0.1319,18.84,0.9776,normal,-0.0022874,0.0251,False,fatigue_spalling,none,A_healthy,0.0284,0.0095,1.0,,419.55,155.77,21541.38,19542.29,12702.49,26382.09,particle_filter,1999.1,1667.57,3835.0,0.0,0.0,0.0021,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-30T09:45:30,2021-10-11T09:33:29,mixed,False,specialist,False,35.0,,,none,none,55219.59,4137258.16,17958.11,2760.98,53.98,18608.16,4.65,99.975,86.247,2556.7,0.32,6.296,32,False,False,cyclic_fatigue,87.17,96.2,81,0,2,0,gas_compressed_air,chemical_contamination,25.01,52.67,1.224,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-19T14:18:22,82,638.31,638.31,0.673,2.9,4.31,3.61,,,61.8,58.21,,16.84,41.37,46.1,14/12/10,60.8,0.301,20.1,5.7,,,,,85.19,34.45,91.96,64.78,,0.474,0.0502,99.31,1.0,normal,0.0019371,0.0352,False,fatigue_spalling,none,A_healthy,0.0288,0.0,1.0,,117.85,143.19,21533.69,20487.07,13316.6,27657.55,kalman_filter,1046.62,1358.14,3835.0,0.0,0.0,0.0022,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-19T09:50:33,2021-11-14T04:19:05,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,27380.77,2760.98,57.08,18608.16,10.89,99.941,88.189,2556.7,0.32,2.485,32,False,False,cyclic_fatigue,93.66,86.99,82,1,0,0,oil_process,none,23.73,210.87,1.015,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-19T21:59:47,83,646.0,646.0,0.827,2.795,3.379,2.934,,,57.08,53.2,,16.84,36.36,47.83,14/12/10,57.2,0.347,16.7,3.9,,,,,84.09,33.817,90.98,63.78,,0.706,0.0082,24.75,0.9956,normal,-0.00082276,0.0,False,fatigue_spalling,none,A_healthy,0.0291,0.0085,1.0,,843.93,151.23,21526.0,24793.24,16115.61,33470.88,particle_filter,-3267.24,4188.73,3835.0,0.0,0.0,0.0022,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-19T10:37:03,2022-04-16T00:15:08,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,10408.24,2760.98,56.26,18608.16,7.92,99.957,84.356,2556.7,0.32,3.157,32,False,False,cyclic_fatigue,85.31,88.02,83,1,0,0,oil_process,none,85.4,5.96,3.351,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-20T05:41:13,84,653.69,653.69,0.764,3.3,4.318,2.394,,,56.87,53.72,,16.84,36.88,46.61,14/12/10,72.9,0.516,17.8,4.3,,,,,86.43,33.039,89.48,66.33,,0.317,0.0018,18.58,0.9825,normal,-0.00349095,0.0137,False,fatigue_spalling,none,A_healthy,0.0295,0.0,1.0,,266.58,141.34,21518.31,18642.64,12117.71,25167.56,lstm_sequence,2875.68,2345.62,3835.0,0.0,0.0,0.0022,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-12T15:00:18,2021-09-10T11:55:39,mixed,False,oem_certified,False,39.0,,,none,none,55219.59,4137258.16,14493.0,2760.98,36.38,18608.16,3.96,99.979,87.322,2556.7,0.32,5.106,32,False,False,cyclic_fatigue,90.88,81.91,84,1,0,0,water,none,32.14,3.08,0.766,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-20T13:22:38,85,661.38,661.38,0.824,2.299,2.789,3.891,,,62.58,56.7,,16.84,39.86,46.66,14/12/10,117.3,0.369,21.9,3.0,,,,,85.27,32.608,89.47,64.55,,0.697,0.0018,150.29,0.9764,normal,-0.00400747,0.0448,False,fatigue_spalling,none,A_healthy,0.0298,0.0121,1.0,,244.65,150.37,21510.62,18772.72,12202.27,25343.17,physics_informed_nn,2737.9,3252.37,3835.0,0.0,0.0,0.0022,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-15T15:44:13,2021-09-15T10:11:20,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,17919.25,2760.98,58.1,18608.16,26.31,99.859,88.838,2556.7,0.32,7.815,32,False,False,cyclic_fatigue,89.85,91.22,85,1,0,1,oil_hydraulic,chemical_contamination,35.27,26.42,1.847,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-20T21:04:04,86,669.07,669.07,0.859,2.225,2.59,2.43,,,58.47,57.77,,16.84,40.93,47.2,14/12/10,95.9,0.337,59.6,13.6,,,,,84.87,33.156,89.33,64.94,,0.296,0.0122,71.53,0.9889,normal,0.00225783,0.0151,False,fatigue_spalling,none,A_healthy,0.0302,0.0,1.0,,162.08,159.93,21502.93,17083.96,11104.57,23063.35,physics_informed_nn,4418.97,5519.94,3835.0,0.0,0.0,0.0022,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-10T19:02:52,2021-07-17T22:26:01,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,23879.88,2760.98,39.1,18608.16,29.06,99.844,80.686,2556.7,0.32,7.877,32,False,False,cyclic_fatigue,92.88,80.02,86,2,0,0,water,particulate_mild,48.16,61.47,0.292,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-21T04:45:29,87,676.76,676.76,0.939,2.968,3.162,3.252,,,62.22,56.74,,16.84,39.9,48.65,13/11/9,110.7,0.354,45.2,7.3,,,,,86.02,35.493,90.08,66.94,,0.575,0.0085,59.54,0.9983,normal,-0.00033645,0.0,False,fatigue_spalling,none,A_healthy,0.0305,0.0,1.0,,87.36,142.18,21495.24,18362.4,11935.56,24789.24,xgboost_gradient,3132.84,2685.16,3835.0,0.0,0.0,0.0023,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-07T17:57:34,2021-09-01T12:48:01,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,22261.45,2760.98,39.02,18608.16,18.74,99.899,82.943,2556.7,0.32,7.856,32,False,False,cyclic_fatigue,82.35,85.68,87,0,0,0,oil_hydraulic,particulate_mild,31.45,1.35,0.001,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-21T12:26:55,88,684.45,684.45,0.963,3.615,3.755,2.52,,,60.98,51.78,,16.84,34.94,44.7,14/12/10,73.7,0.449,17.0,2.2,,,,,85.77,32.644,89.11,64.98,,0.072,0.1382,36.77,1.0,normal,0.00088539,0.0623,False,fatigue_spalling,none,A_healthy,0.0309,0.0269,1.0,,33.03,164.77,21487.55,23491.02,15269.16,31712.88,particle_filter,-2003.47,1929.75,3835.0,0.0,0.0,0.0023,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-24T21:57:29,2022-03-02T11:48:53,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,25281.92,2760.98,37.54,18608.16,9.89,99.947,88.318,2556.7,0.32,4.67,32,False,False,cyclic_fatigue,77.06,73.34,88,1,0,0,oil_hydraulic,none,88.49,25.45,0.75,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-21T20:08:20,90,692.14,692.14,0.909,2.446,2.69,3.214,,,62.92,52.42,,16.84,35.58,45.58,14/12/10,89.7,0.575,16.3,2.4,,,,,83.8,35.142,87.02,66.63,,0.661,0.0232,374.31,0.9677,normal,-0.00296753,0.0186,False,fatigue_spalling,none,A_healthy,0.0312,0.0139,1.0,,358.83,154.99,21479.86,23365.32,15187.45,31543.18,physics_informed_nn,-1885.45,2271.49,3835.0,0.0,0.0,0.0023,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-22T14:47:48,2022-02-26T08:39:25,mixed,False,journeyman,False,60.0,,,none,none,55219.59,4137258.16,20377.92,2760.98,33.9,18608.16,12.44,99.933,82.402,2556.7,0.32,7.955,32,False,False,cyclic_fatigue,84.95,92.22,90,0,0,0,gas_compressed_air,particulate_severe,77.1,92.99,0.694,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-22T03:49:46,91,699.83,699.83,0.829,3.288,3.965,3.3,,,62.69,54.06,,16.84,37.22,45.43,13/11/9,139.8,0.51,31.3,4.4,,,,,86.34,33.7,89.53,67.98,,1.521,0.0294,67.88,0.969,normal,-0.00148313,0.0,False,fatigue_spalling,none,A_healthy,0.0316,0.0124,1.0,,383.91,149.03,21472.17,24202.85,15731.85,32673.85,xgboost_gradient,-2730.68,2399.84,3835.0,0.0,0.0,0.0023,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-09T09:15:22,2022-03-28T08:15:17,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,20122.17,2760.98,22.08,18608.16,4.57,99.975,86.922,2556.7,0.32,6.465,32,False,False,cyclic_fatigue,92.34,88.55,91,0,0,0,steam,water_ingress,62.3,5.68,0.907,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-22T11:31:12,92,707.52,707.52,0.767,2.731,3.56,2.907,,,60.53,56.15,,16.84,39.31,44.13,14/12/10,130.2,0.358,37.2,5.1,,,,,85.11,33.365,91.96,64.75,,0.39,0.0991,198.3,0.9993,normal,0.00206271,0.0414,False,fatigue_spalling,none,A_healthy,0.0319,0.0115,1.0,,69.37,144.66,21464.48,23062.02,14990.31,31133.72,particle_filter,-1597.54,1543.64,3835.0,0.0,0.0001,0.0023,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-16T22:31:42,2022-02-16T06:14:03,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,11657.68,2760.98,36.6,18608.16,13.18,99.929,84.045,2556.7,0.32,5.647,32,False,False,cyclic_fatigue,99.35,79.74,92,1,0,0,oil_process,particulate_mild,59.13,52.2,0.208,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-22T19:12:37,93,715.21,715.21,0.864,2.761,3.195,3.233,,,60.81,50.57,,16.84,33.73,44.44,13/11/9,62.8,0.436,29.1,8.5,,,,,85.99,34.172,88.09,59.91,,0.44,0.0022,255.94,0.9908,normal,-0.00150336,0.0643,False,fatigue_spalling,none,A_healthy,0.0323,0.0203,1.0,,172.34,142.03,21456.79,23249.75,15112.34,31387.17,physics_informed_nn,-1792.96,1753.82,3835.0,0.0,0.0001,0.0024,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-21T04:05:15,2022-02-23T05:30:05,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,11759.13,2760.98,40.28,18608.16,11.21,99.94,88.47,2556.7,0.32,5.058,32,False,False,cyclic_fatigue,83.71,84.35,93,0,0,0,oil_hydraulic,chemical_contamination,86.73,66.93,0.708,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-23T02:54:03,94,722.9,722.9,0.879,2.276,2.59,3.229,,,66.76,50.95,,16.84,34.11,45.45,13/11/9,108.0,0.411,19.6,3.0,,,,,84.15,32.169,89.46,65.17,,1.39,0.0198,36.62,0.9942,normal,-0.00115281,0.0,False,fatigue_spalling,none,A_healthy,0.0326,0.0028,1.0,,58.27,157.16,21449.1,23859.11,15508.42,32209.8,lstm_sequence,-2410.01,2202.83,3835.0,0.0,0.0001,0.0024,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-04-03T04:27:25,2022-03-17T03:08:47,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,10561.67,2760.98,38.01,18608.16,13.01,99.93,83.615,2556.7,0.32,3.746,32,False,False,cyclic_fatigue,80.71,85.27,94,1,0,0,water,chemical_contamination,87.04,14.96,1.715,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-23T10:35:28,95,730.59,730.59,0.739,1.877,2.54,2.867,,,55.4,51.59,,16.84,34.75,48.14,14/12/10,139.8,0.47,32.0,7.9,,,,,85.02,33.496,89.2,65.33,,0.185,0.0338,23.62,0.9979,normal,0.00603753,0.0481,False,fatigue_spalling,none,A_healthy,0.033,0.0185,1.0,,149.6,154.33,21441.41,22604.12,14692.67,30515.56,physics_informed_nn,-1162.71,1102.73,3835.0,0.0,0.0001,0.0024,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-08T08:38:56,2022-02-01T00:05:21,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,21442.1,2760.98,41.66,18608.16,12.53,99.933,81.934,2556.7,0.32,2.514,32,False,False,cyclic_fatigue,78.48,84.68,95,2,0,0,none,none,32.95,2.96,1.928,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-23T18:16:54,96,738.28,738.28,0.751,2.763,3.681,2.647,,,57.54,54.98,,16.84,38.14,48.39,13/11/9,77.2,0.814,47.2,10.7,,,,,85.49,34.486,88.25,64.05,,0.1,0.0022,71.98,0.992,normal,0.00461082,0.0504,False,fatigue_spalling,abrasive_wear,A_healthy,0.0333,0.0106,1.0,,227.31,159.39,21433.72,18064.15,11741.7,24386.6,xgboost_gradient,3369.57,2703.58,3835.0,0.0,0.0001,0.0024,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-12-04T02:21:23,2021-08-24T12:48:31,mixed,False,apprentice,False,8.0,,,none,none,55219.59,4137258.16,24753.18,2760.98,31.38,18608.16,10.63,99.943,84.792,2556.7,0.32,4.46,32,False,False,cyclic_fatigue,76.17,103.33,96,0,0,1,steam,none,69.9,30.94,1.725,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-24T01:58:19,97,745.97,745.97,0.74,2.813,3.801,2.796,,,63.05,52.03,,16.84,35.19,44.36,13/11/9,85.5,0.529,22.6,3.9,,,,,86.43,34.424,92.02,64.68,,0.332,0.0284,189.09,0.997,normal,-0.00044792,0.0,False,fatigue_spalling,none,A_healthy,0.0336,0.0298,1.0,,78.27,150.37,21426.03,19725.61,12821.65,26629.57,physics_informed_nn,1700.42,1873.64,3835.0,0.0,0.0001,0.0024,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-01-08T00:46:39,2021-10-22T16:44:29,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,16008.81,2760.98,45.76,18608.16,9.01,99.952,78.536,2556.7,0.32,4.949,32,False,False,cyclic_fatigue,82.52,95.26,97,1,0,0,oil_process,none,76.54,4.82,3.099,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-24T09:39:45,98,753.66,753.66,0.802,3.424,4.269,2.765,,,59.61,53.53,,16.84,36.69,47.29,14/12/10,100.8,0.374,15.7,2.8,,,,,85.78,33.356,90.62,71.23,,3.249,0.0294,28.72,0.9855,normal,-0.00105652,0.0738,False,fatigue_spalling,none,A_healthy,0.034,0.0,1.0,,280.32,153.44,21418.34,17839.79,11595.86,24083.71,physics_informed_nn,3578.55,3539.58,3835.0,0.0,0.0001,0.0025,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2020-11-30T01:33:18,2021-08-17T05:28:47,mixed,False,master_technician,True,,,,none,none,55219.59,4137258.16,24984.44,2760.98,24.42,18608.16,8.36,99.955,85.358,2556.7,0.32,2.105,32,False,False,cyclic_fatigue,93.04,84.51,98,2,0,1,oil_hydraulic,none,67.09,12.04,0.977,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-24T17:21:11,99,761.35,761.35,0.812,2.864,3.528,3.216,,,58.12,53.87,,16.84,37.03,47.37,13/11/9,131.0,0.492,70.8,10.6,,,,,84.15,32.465,87.29,61.57,,1.139,0.0669,215.37,0.9777,normal,-0.00330972,0.0187,False,fatigue_spalling,none,A_healthy,0.0343,0.0,1.0,,341.7,147.01,21410.65,25121.81,16329.18,33914.45,weibull_regression,-3711.17,3680.73,3835.0,0.0,0.0001,0.0025,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-05-01T02:15:34,2022-05-02T10:53:39,mixed,False,journeyman,True,,,,none,none,55219.59,4137258.16,22196.61,2760.98,54.95,18608.16,9.58,99.949,88.959,2556.7,0.32,1.9,32,False,False,cyclic_fatigue,83.77,76.46,99,1,0,0,gas_compressed_air,none,20.84,34.39,0.178,,,standard
ASSET-000032,cnc_spindle,medium,Vanguard Fluid Power,MDL-1396-A,2019-10-24,22172.0,12000.0,85.09362965417606,indoor_controlled,mining,FAC-405,LINE-S,none,2019-11-25T01:02:36,100,769.04,769.04,0.779,2.752,3.535,3.222,,,67.21,51.97,,16.84,35.13,47.82,13/11/9,141.1,0.458,53.9,10.2,,,,,86.87,33.209,88.46,67.71,,0.158,0.0494,132.88,0.9925,normal,-0.00107816,0.0505,False,fatigue_spalling,none,A_healthy,0.0347,0.0176,1.0,,185.92,153.86,21402.96,22985.7,14940.7,31030.69,xgboost_gradient,-1582.74,1551.96,3835.0,0.0,0.0001,0.0025,4.058,16141.0,1.0,1e-06,False,none,none,,,,,,2021-03-17T21:53:31,2022-02-16T02:53:09,mixed,False,specialist,True,,,,none,none,55219.59,4137258.16,12902.0,2760.98,44.78,18608.16,18.44,99.901,86.496,2556.7,0.32,2.086,32,False,False,cyclic_fatigue,78.62,89.09,100,1,0,0,gas_compressed_air,particulate_mild,40.12,9.34,2.461,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T03:16:43,1,3.28,3.28,0.773,3.299,4.271,3.111,,,60.19,70.46,,32.29,38.16,49.14,13/11/9,65.7,0.319,11.6,1.9,,,,,87.58,35.887,91.14,66.8,,0.297,0.0616,33.62,1.0,normal,0.0,0.0098,False,thermal_degradation,none,A_healthy,0.0001,0.0,1.0,,244.7,119.71,41394.72,33622.28,21854.48,45390.08,physics_informed_nn,7772.44,9260.21,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-06-27T14:25:11,2015-10-30T22:13:07,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,17919.74,1822.26,31.27,31767.12,7.6,99.976,83.073,6350.8,1.4,2.729,140,False,False,variable_mild,101.7,82.54,1,0,0,0,oil_hydraulic,particulate_mild,29.22,80.24,6.106,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T06:33:26,2,6.56,6.56,0.807,3.036,3.763,3.348,,,58.03,66.03,,32.29,33.73,45.35,13/11/9,60.5,0.339,18.0,4.7,,,,,89.33,36.758,89.94,63.6,,1.019,0.0221,162.75,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0002,0.0068,1.0,,96.98,144.75,41391.44,47275.24,30728.9,63821.57,lstm_sequence,-5883.79,6070.55,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-08T04:10:30,2017-02-25T14:30:26,mixed,False,master_technician,False,35.0,,,none,none,36445.23,3747855.44,15682.0,1822.26,30.58,31767.12,16.49,99.948,80.421,6350.8,1.4,2.938,140,False,False,variable_mild,82.01,92.79,2,0,0,0,oil_hydraulic,none,73.5,10.74,3.835,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T09:50:09,3,9.84,9.84,0.848,3.097,3.651,3.05,,,65.41,72.1,,32.29,39.81,45.34,14/12/10,108.7,0.807,5.8,0.6,,,,,86.27,33.146,90.75,67.15,,0.806,0.0782,242.65,1.0,normal,0.0,0.014,False,thermal_degradation,none,A_healthy,0.0002,0.0001,1.0,,30.74,164.76,41388.16,36154.08,23500.15,48808.0,physics_informed_nn,5234.09,4619.25,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-19T14:52:27,2016-01-28T20:48:04,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12999.76,1822.26,42.94,31767.12,14.03,99.956,92.544,6350.8,1.4,2.973,140,False,False,variable_mild,98.02,96.21,3,0,0,0,steam,particulate_mild,74.18,24.47,3.291,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T13:06:52,4,13.11,13.11,0.889,3.933,4.424,3.078,,,62.11,75.9,,32.29,43.61,44.58,14/12/10,271.9,0.426,41.8,8.1,,,,,86.83,35.033,90.26,63.11,,0.361,0.0638,334.27,1.0,normal,0.0,0.0874,False,thermal_degradation,fatigue_spalling,A_healthy,0.0003,0.0,1.0,,97.14,164.55,41384.89,34444.72,22389.07,46500.37,xgboost_gradient,6940.17,6306.37,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-15T03:28:22,2015-11-29T11:07:25,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,6901.85,1822.26,44.4,31767.12,8.46,99.973,88.049,6350.8,1.4,5.717,140,False,False,variable_mild,103.8,84.47,4,0,0,0,water,particulate_mild,71.23,15.43,1.097,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T16:23:35,5,16.39,16.39,0.784,2.145,2.736,2.546,,,57.87,71.12,,32.29,38.82,43.35,14/12/10,85.8,0.428,24.1,3.2,,,,,89.61,36.366,89.27,64.98,,0.17,0.0025,162.51,0.9808,normal,-0.00384757,0.1388,False,thermal_degradation,none,A_healthy,0.0004,0.0,1.0,,219.69,153.61,41381.61,36574.76,23773.6,49375.93,kalman_filter,4806.84,5287.03,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-28T15:46:27,2016-02-13T00:56:28,mixed,False,oem_certified,True,,,,none,none,36445.23,3747855.44,11746.49,1822.26,31.19,31767.12,13.78,99.957,89.19,6350.8,1.4,1.314,140,False,False,variable_mild,81.31,83.98,5,0,0,0,water,none,75.28,10.73,1.042,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T19:40:18,6,19.67,19.67,0.765,2.962,3.871,2.86,,,60.0,70.3,,32.29,38.01,44.72,15/13/11,51.4,0.337,8.5,2.5,,,,,90.57,36.143,90.56,68.27,,0.398,0.0093,92.92,1.0,normal,0.0,0.0553,False,thermal_degradation,none,A_healthy,0.0005,0.0134,1.0,,42.37,138.67,41378.33,46120.75,29978.49,62263.01,lstm_sequence,-4742.42,6152.16,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-15T16:02:43,2017-01-16T06:18:25,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,10392.81,1822.26,53.52,31767.12,12.9,99.959,86.457,6350.8,1.4,2.566,140,False,False,variable_mild,89.79,78.8,6,0,0,0,gas_compressed_air,particulate_mild,67.25,39.42,2.947,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-27T22:57:01,7,22.95,22.95,0.821,2.868,3.493,2.886,,,58.75,74.59,,32.29,42.3,45.45,13/11/9,64.9,0.493,8.0,1.9,,,,,87.18,34.216,89.45,65.97,,0.564,0.0388,11.78,1.0,normal,0.0,0.0437,False,thermal_degradation,none,A_healthy,0.0006,0.0057,1.0,,0.45,147.12,41375.05,46789.47,30413.16,63165.79,weibull_regression,-5414.42,5176.83,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-29T17:41:09,2017-02-09T02:00:03,mixed,False,specialist,False,61.0,,,none,none,36445.23,3747855.44,14895.76,1822.26,57.72,31767.12,14.72,99.954,87.395,6350.8,1.4,2.427,140,False,False,variable_mild,102.56,97.71,7,0,0,0,steam,particulate_mild,55.07,5.26,0.71,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T02:13:44,8,26.23,26.23,0.778,3.347,4.304,2.779,,,58.51,65.11,,32.29,32.81,46.51,14/12/10,77.5,0.376,33.4,8.8,,,,,89.32,36.265,89.29,66.75,,0.056,0.0719,197.87,0.9978,normal,-0.00043785,0.0,False,thermal_degradation,none,A_healthy,0.0006,0.0,1.0,,83.65,150.69,41371.77,46108.41,29970.46,62246.35,xgboost_gradient,-4736.63,6122.74,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-15T16:25:53,2017-01-16T02:22:24,mixed,False,apprentice,False,50.0,,,none,none,36445.23,3747855.44,8166.36,1822.26,50.76,31767.12,12.62,99.96,88.565,6350.8,1.4,3.865,140,False,False,variable_mild,75.21,90.95,8,0,0,0,gas_compressed_air,none,37.85,7.14,8.373,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T05:30:27,9,29.51,29.51,0.697,1.751,2.512,3.23,,,55.49,68.79,,32.29,36.49,44.82,14/12/10,68.4,0.311,88.0,12.1,,,,,88.54,34.302,89.45,63.01,,0.166,0.0594,15.8,1.0,normal,0.0,0.007,False,thermal_degradation,fatigue_spalling,A_healthy,0.0007,0.0,1.0,,2.29,153.27,41368.49,39207.63,25484.96,52930.3,xgboost_gradient,2160.86,2198.62,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-23T01:19:26,2016-05-16T19:59:43,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,11222.9,1822.26,38.79,31767.12,12.59,99.96,87.257,6350.8,1.4,5.791,140,False,False,variable_mild,86.95,85.0,9,0,0,0,water,none,24.89,85.61,1.913,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T08:47:10,10,32.79,32.79,0.813,2.901,3.57,3.242,,,69.26,68.88,,32.29,36.58,50.58,14/12/10,91.5,0.398,89.9,11.7,,,,,90.63,35.083,89.4,69.04,,0.128,0.038,300.2,0.9921,normal,0.00225881,0.0251,False,thermal_degradation,none,A_healthy,0.0008,0.005,1.0,,167.09,139.62,41365.21,48714.13,31664.19,65764.08,lstm_sequence,-7348.92,8646.9,9526.0,0.0,0.0001,0.003,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-09T05:51:06,2017-04-18T15:47:51,mixed,False,specialist,False,56.0,,,none,none,36445.23,3747855.44,10883.47,1822.26,31.32,31767.12,9.94,99.969,83.293,6350.8,1.4,7.668,140,False,False,variable_mild,84.61,81.76,10,0,0,0,oil_hydraulic,water_ingress,35.9,111.16,1.925,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T12:03:53,10,36.06,36.06,0.702,2.206,3.141,2.247,,,57.87,72.57,,32.29,40.28,44.23,15/13/11,197.7,0.634,71.8,10.3,,,,,88.05,34.001,89.19,60.96,,1.418,0.0186,130.72,0.9847,normal,-0.00305552,0.0284,False,thermal_degradation,none,A_healthy,0.0009,0.0,1.0,,172.55,152.07,41361.94,47053.05,30584.48,63521.62,xgboost_gradient,-5691.12,5252.33,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-04T18:35:23,2017-02-18T23:09:27,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,8871.8,1822.26,34.34,31767.12,7.53,99.976,87.786,6350.8,1.4,1.47,140,False,False,variable_mild,100.26,77.97,10,0,0,0,oil_hydraulic,water_ingress,57.74,42.02,1.725,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T15:20:36,12,39.34,39.34,0.767,2.155,2.811,2.851,,,60.15,65.65,,32.29,33.35,45.77,13/11/9,118.1,0.341,26.1,3.1,,,,,87.45,36.055,90.0,67.58,,0.016,0.1023,66.88,1.0,normal,0.0,0.0132,False,thermal_degradation,none,A_healthy,0.001,0.0,1.0,,6.54,137.65,41358.66,47160.71,30654.46,63666.95,particle_filter,-5802.05,6242.83,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-07T03:41:47,2017-02-22T21:56:37,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,6245.14,1822.26,34.94,31767.12,15.67,99.951,84.901,6350.8,1.4,1.4,140,False,False,variable_mild,79.31,89.13,12,0,0,0,gas_compressed_air,none,61.89,76.13,0.858,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T18:37:19,13,42.62,42.62,0.801,3.33,4.159,3.066,,,59.37,73.23,,32.29,40.93,46.88,14/12/10,114.4,0.375,9.5,1.4,,,,,88.03,36.809,89.07,64.12,,0.196,0.0622,16.31,0.9969,normal,-0.00017244,0.0,False,thermal_degradation,none,A_healthy,0.001,0.0,1.0,,91.85,147.75,41355.38,48361.01,31434.65,65287.36,physics_informed_nn,-7005.63,7302.62,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-02T07:07:29,2017-04-06T13:28:35,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12590.01,1822.26,30.91,31767.12,13.18,99.959,86.532,6350.8,1.4,3.447,140,False,False,variable_mild,105.04,85.43,13,0,0,0,water,none,23.63,32.34,0.595,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-28T21:54:02,14,45.9,45.9,0.813,3.121,3.839,3.017,,,59.55,68.23,,32.29,35.93,46.45,14/12/10,88.8,0.339,28.5,6.9,,,,,89.17,35.301,92.01,66.47,,1.369,0.127,2.04,0.996,normal,-0.00080948,0.0585,False,thermal_degradation,thermal_degradation,A_healthy,0.0011,0.0,1.0,,93.43,128.19,41352.1,37528.63,24393.61,50663.64,weibull_regression,3823.47,3378.68,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-18T18:12:49,2016-03-19T01:13:57,mixed,False,master_technician,False,61.0,,,none,none,36445.23,3747855.44,5814.73,1822.26,33.29,31767.12,7.6,99.976,87.08,6350.8,1.4,3.548,140,False,False,variable_mild,83.05,83.27,14,0,0,0,oil_hydraulic,particulate_mild,38.4,37.73,0.955,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T01:10:45,15,49.18,49.18,0.867,2.385,2.752,2.838,,,59.0,70.65,,32.29,38.36,46.46,13/11/9,82.6,0.303,12.1,2.4,,,,,89.0,33.866,89.67,66.18,,0.982,0.0123,1.28,1.0,normal,0.00158876,0.0,False,thermal_degradation,contamination,A_healthy,0.0012,0.0,1.0,,216.5,142.15,41348.82,36773.57,23902.82,49644.32,lstm_sequence,4575.25,4235.4,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-03T03:57:47,2016-02-21T10:42:42,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,9632.69,1822.26,29.05,31767.12,16.75,99.947,83.148,6350.8,1.4,6.967,140,False,False,variable_mild,85.52,77.01,15,0,0,0,steam,particulate_severe,50.2,29.3,0.061,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T04:27:28,16,52.46,52.46,0.874,3.507,4.013,3.212,,,59.76,67.7,,32.29,35.41,45.18,13/11/9,151.0,0.351,64.9,14.1,,,,,87.51,34.908,88.28,62.96,,0.469,0.0051,94.77,0.9925,normal,0.00155444,0.0103,False,thermal_degradation,none,A_healthy,0.0013,0.0,1.0,,159.96,142.53,41345.54,46960.95,30524.62,63397.28,weibull_regression,-5615.41,4705.22,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-03T12:55:53,2017-02-16T09:15:47,mixed,False,master_technician,False,89.0,,,none,none,36445.23,3747855.44,14032.28,1822.26,53.35,31767.12,19.05,99.94,80.675,6350.8,1.4,3.55,140,False,False,variable_mild,84.88,85.52,16,0,0,0,oil_hydraulic,none,34.39,2.26,1.548,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T07:44:11,17,55.74,55.74,0.71,2.348,3.308,2.428,,,55.13,68.38,,32.29,36.09,45.42,14/12/10,157.1,0.314,23.8,2.6,,,,,88.34,35.573,90.6,68.18,,0.282,0.2153,224.76,1.0,normal,0.0,0.0314,False,thermal_degradation,thermal_degradation,A_healthy,0.0013,0.0012,1.0,,100.22,162.13,41342.26,43385.65,28200.67,58570.63,physics_informed_nn,-2043.39,1821.45,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-01-19T04:33:43,2016-10-12T21:32:23,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,8307.42,1822.26,48.21,31767.12,10.59,99.967,85.091,6350.8,1.4,1.139,140,False,False,variable_mild,80.02,83.18,17,0,0,0,water,none,33.23,138.27,5.503,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T11:00:54,18,59.02,59.02,0.783,3.041,3.885,3.244,,,62.5,71.04,,32.29,38.74,44.11,13/11/9,120.4,0.344,25.3,4.5,,,,,88.11,33.534,88.93,66.96,,0.917,0.0239,5.93,1.0,normal,0.00061029,0.0,False,thermal_degradation,none,A_healthy,0.0014,0.0,1.0,,101.29,161.56,41338.98,39154.69,25450.55,52858.83,xgboost_gradient,2184.3,2208.6,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-23T04:21:31,2016-05-16T04:29:56,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,13737.06,1822.26,41.79,31767.12,9.64,99.97,80.759,6350.8,1.4,5.253,140,False,False,variable_mild,82.83,88.53,18,0,0,0,gas_compressed_air,none,39.94,45.72,1.929,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T14:17:37,19,62.29,62.29,0.772,2.19,2.837,2.943,,,62.77,66.71,,32.29,34.41,44.79,13/11/9,90.5,0.721,12.4,3.6,,,,,87.97,36.218,89.4,68.83,,0.983,0.0106,4.15,1.0,normal,0.00080948,0.0,False,thermal_degradation,none,A_healthy,0.0015,0.0029,1.0,,17.05,150.65,41335.71,46922.8,30499.82,63345.78,physics_informed_nn,-5587.09,6153.57,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-03T03:41:35,2017-02-15T10:40:21,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,11194.82,1822.26,46.3,31767.12,14.28,99.955,80.171,6350.8,1.4,6.747,140,False,False,variable_mild,94.33,89.25,19,0,0,0,oil_process,none,68.17,70.84,1.557,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T17:34:20,20,65.57,65.57,0.846,3.35,3.962,3.033,,,58.9,70.6,,32.29,38.31,45.78,13/11/9,133.6,0.37,41.7,5.3,,,,,91.27,37.357,89.18,63.16,,0.893,0.0334,8.24,1.0,normal,0.0,0.0376,False,thermal_degradation,none,A_healthy,0.0016,0.0012,1.0,,177.22,140.81,41332.43,38516.32,25035.61,51997.04,particle_filter,2816.1,2847.96,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-10T03:44:04,2016-04-23T20:26:53,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,8975.36,1822.26,22.22,31767.12,5.45,99.983,81.475,6350.8,1.4,3.742,140,False,False,variable_mild,91.27,81.42,20,0,0,0,steam,none,47.1,98.44,1.831,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-29T20:51:03,21,68.85,68.85,0.783,2.221,2.836,3.045,,,57.87,74.45,,32.29,42.16,45.69,13/11/9,118.0,0.398,55.9,7.2,,,,,86.45,33.662,89.42,64.4,,0.634,0.0347,115.4,0.9957,normal,0.00064139,0.0519,False,thermal_degradation,none,A_healthy,0.0017,0.0238,1.0,,193.99,162.83,41329.15,48924.44,31800.88,66047.99,xgboost_gradient,-7595.29,7263.76,9526.0,0.0,0.0001,0.0031,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-15T03:04:11,2017-04-27T14:37:22,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,5811.98,1822.26,57.11,31767.12,12.69,99.96,84.324,6350.8,1.4,6.93,140,False,False,variable_mild,110.33,79.79,21,0,0,0,gas_compressed_air,none,38.55,49.74,0.757,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T00:07:46,22,72.13,72.13,0.733,2.706,3.689,3.24,,,59.39,68.78,,32.29,36.49,45.69,13/11/9,104.0,0.397,17.1,5.0,,,,,87.52,34.597,88.92,67.8,,0.553,0.0118,18.65,0.9949,normal,-0.0010199,0.0161,False,thermal_degradation,none,A_healthy,0.0017,0.0,1.0,,75.37,138.98,41325.87,46513.6,30233.84,62793.36,kalman_filter,-5187.73,4347.42,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-26T00:55:45,2017-02-01T08:41:19,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,14021.25,1822.26,21.88,31767.12,9.21,99.971,91.202,6350.8,1.4,6.223,140,False,False,variable_mild,84.03,88.1,22,0,0,0,oil_process,none,36.81,16.6,0.979,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T03:24:30,23,75.41,75.41,0.977,3.807,3.895,3.11,,,61.94,74.14,,32.29,41.85,43.86,13/11/9,114.8,0.611,70.3,16.5,,,,,86.75,36.166,91.02,67.33,,0.378,0.0585,48.31,1.0,normal,0.0,0.0559,False,thermal_degradation,none,A_healthy,0.0018,0.0,1.0,,122.68,157.66,41322.59,49768.48,32349.51,67187.45,weibull_regression,-8445.89,9959.96,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-06-01T23:38:55,2017-05-27T18:37:01,mixed,False,specialist,False,26.0,,,none,none,36445.23,3747855.44,9774.5,1822.26,43.18,31767.12,7.32,99.977,89.494,6350.8,1.4,2.799,140,False,False,variable_mild,84.38,85.78,23,0,0,0,oil_hydraulic,water_ingress,24.96,24.88,0.653,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T06:41:13,24,78.69,78.69,0.834,2.532,3.037,3.137,,,65.87,68.02,,32.29,35.72,46.38,14/12/10,88.7,0.328,9.1,1.1,,,,,88.76,35.101,90.51,66.67,,0.147,0.0561,306.45,0.9958,normal,-0.00083742,0.0,False,thermal_degradation,none,A_healthy,0.0019,0.0,1.0,,88.47,133.45,41319.31,34640.14,22516.09,46764.19,lstm_sequence,6679.17,5655.0,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-21T22:45:22,2015-12-09T02:48:17,mixed,False,journeyman,False,16.0,,,none,none,36445.23,3747855.44,13774.2,1822.26,27.69,31767.12,15.77,99.95,83.843,6350.8,1.4,7.299,140,False,False,variable_mild,89.67,82.62,24,0,0,0,oil_hydraulic,water_ingress,40.77,72.41,0.918,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T09:57:56,25,81.97,81.97,0.868,2.742,3.158,2.997,,,62.63,67.14,,32.29,34.85,45.74,14/12/10,76.4,0.303,21.9,5.1,,,,,89.23,35.931,89.51,64.42,,0.908,0.069,9.94,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.002,0.0031,1.0,,21.94,150.84,41316.03,35585.56,23130.61,48040.5,physics_informed_nn,5730.48,6727.09,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-10T18:44:37,2016-01-11T17:41:19,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,11019.66,1822.26,58.75,31767.12,14.69,99.954,82.626,6350.8,1.4,2.644,140,False,False,variable_mild,81.65,79.75,25,0,0,0,oil_hydraulic,particulate_severe,61.86,46.6,0.283,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T13:14:39,26,85.24,85.24,0.807,3.156,3.911,3.7,,,62.55,66.97,,32.29,34.67,45.23,14/12/10,51.1,0.344,35.9,10.2,,,,,86.66,35.948,88.14,67.47,,0.539,0.0072,39.55,1.0,normal,0.00085969,0.0178,False,thermal_degradation,none,A_healthy,0.0021,0.0,1.0,,82.85,140.85,41312.76,36178.18,23515.82,48840.54,particle_filter,5134.58,6470.01,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-23T06:19:58,2016-02-01T20:41:42,mixed,False,oem_certified,False,13.0,,,none,none,36445.23,3747855.44,5880.92,1822.26,21.27,31767.12,7.82,99.975,84.787,6350.8,1.4,7.158,140,False,False,variable_mild,87.63,94.1,26,0,0,0,oil_hydraulic,none,75.37,4.02,0.256,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T16:31:22,27,88.52,88.52,0.786,3.193,4.065,3.566,,,58.9,68.99,,32.29,36.69,47.99,14/12/10,90.7,0.421,63.0,6.3,,,,,89.75,34.953,90.55,67.58,,1.949,0.0235,6.44,1.0,normal,0.0010199,0.0,False,thermal_degradation,abrasive_wear,A_healthy,0.0021,0.0,1.0,,264.35,145.74,41309.48,36348.97,23626.83,49071.11,weibull_regression,4960.5,4560.89,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-26T23:00:33,2016-02-08T01:08:58,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,5719.88,1822.26,29.29,31767.12,11.64,99.963,86.304,6350.8,1.4,5.576,140,False,False,variable_mild,94.39,72.43,27,0,0,0,oil_process,none,41.6,4.97,0.162,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T19:48:05,28,91.8,91.8,0.753,2.26,3.001,3.048,,,63.81,65.98,,32.29,33.68,48.06,14/12/10,52.9,0.312,33.4,9.2,,,,,87.38,36.296,90.32,66.31,,0.586,0.0233,69.99,0.9984,normal,-0.00032799,0.0,False,thermal_degradation,none,A_healthy,0.0022,0.0039,1.0,,28.1,152.92,41306.2,47043.71,30578.41,63509.01,weibull_regression,-5737.51,6947.07,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-06T21:39:19,2017-02-20T22:57:11,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,8945.72,1822.26,29.14,31767.12,17.28,99.946,82.592,6350.8,1.4,1.476,140,False,False,variable_mild,70.45,86.12,28,0,0,0,oil_hydraulic,none,82.69,0.5,4.894,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-30T23:04:48,29,95.08,95.08,0.751,2.984,3.974,2.631,,,64.63,68.3,,32.29,36.01,48.02,14/12/10,75.1,0.443,13.7,3.7,,,,,89.78,36.188,89.19,62.9,,0.118,0.0087,8.96,0.9867,normal,-0.00182682,0.0,False,thermal_degradation,none,A_healthy,0.0023,0.0,1.0,,507.68,143.64,41302.92,49159.22,31953.49,66364.95,lstm_sequence,-7856.3,7137.32,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-21T02:41:29,2017-05-07T00:25:10,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,11234.35,1822.26,31.81,31767.12,34.8,99.891,86.239,6350.8,1.4,5.84,140,False,False,variable_mild,78.98,99.29,29,0,0,0,gas_compressed_air,particulate_mild,41.54,96.33,1.004,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T02:21:31,30,98.36,98.36,0.813,3.398,4.182,3.309,,,56.69,70.45,,32.29,38.15,44.44,14/12/10,120.7,0.326,19.0,2.8,,,,,88.78,35.181,90.79,63.77,,0.023,0.0713,79.46,1.0,normal,0.0,0.004,False,thermal_degradation,none,A_healthy,0.0024,0.0,1.0,,195.49,142.43,41299.64,35792.42,23265.08,48319.77,lstm_sequence,5507.22,6876.43,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-15T18:34:15,2016-01-19T17:55:10,mixed,False,apprentice,False,36.0,,,none,none,36445.23,3747855.44,12443.42,1822.26,40.43,31767.12,11.49,99.964,92.169,6350.8,1.4,4.586,140,False,False,variable_mild,85.91,86.47,30,0,0,0,gas_compressed_air,none,85.13,59.42,2.875,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T05:38:14,31,101.64,101.64,0.764,3.237,4.234,2.84,,,62.24,70.9,,32.29,38.6,47.95,14/12/10,94.4,0.398,14.7,2.7,,,,,89.72,36.828,89.77,65.89,,0.527,0.0326,145.53,0.9848,normal,-0.00304292,0.052,False,thermal_degradation,erosion,A_healthy,0.0025,0.0,1.0,,216.51,157.73,41296.36,45528.61,29593.6,61463.63,lstm_sequence,-4232.25,3498.52,9526.0,0.0,0.0001,0.0032,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-06T17:56:37,2016-12-29T16:57:30,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,9118.03,1822.26,30.73,31767.12,7.57,99.976,80.179,6350.8,1.4,7.693,140,False,False,variable_mild,89.74,102.86,31,0,0,0,oil_hydraulic,none,70.4,1.46,1.305,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T08:54:57,32,104.92,104.92,0.841,3.37,4.009,3.027,,,60.97,73.7,,32.29,41.41,45.66,13/11/9,78.8,0.385,75.8,10.1,,,,,88.9,35.157,90.2,70.26,,0.795,0.0087,220.49,1.0,normal,0.0,0.0647,False,thermal_degradation,none,A_healthy,0.0025,0.009,1.0,,184.06,143.56,41293.08,48256.69,31366.85,65146.54,xgboost_gradient,-6963.61,7589.7,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-02T17:15:45,2017-04-05T11:06:19,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,7037.66,1822.26,56.95,31767.12,22.24,99.93,86.17,6350.8,1.4,3.121,140,False,False,variable_mild,103.94,73.86,32,0,0,0,water,particulate_mild,78.68,27.38,0.227,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T12:11:40,33,108.19,108.19,0.746,2.456,3.29,2.519,,,59.88,70.12,,32.29,37.82,44.18,13/11/9,117.2,0.352,35.0,8.7,,,,,91.55,38.29,88.87,69.58,,2.853,0.0581,152.51,0.9938,normal,-0.00091901,0.0445,False,thermal_degradation,none,A_healthy,0.0026,0.0067,1.0,,104.54,149.27,41289.81,38875.15,25268.85,52481.45,lstm_sequence,2414.66,2455.34,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-19T09:46:07,2016-05-08T08:04:14,mixed,False,specialist,False,51.0,,,none,none,36445.23,3747855.44,7696.16,1822.26,55.79,31767.12,9.69,99.97,87.559,6350.8,1.4,3.023,140,False,False,variable_mild,80.8,81.58,33,0,0,0,water,water_ingress,67.29,26.01,0.532,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T15:28:23,34,111.47,111.47,0.868,2.505,2.886,2.95,,,57.58,71.84,,32.29,39.55,47.39,14/12/10,67.6,0.346,29.5,8.2,,,,,87.77,34.588,90.8,66.32,,0.281,0.0087,83.27,0.9963,normal,0.00192112,0.0525,False,thermal_degradation,electrical_pitting,A_healthy,0.0027,0.0,1.0,,61.01,141.44,41286.53,48519.75,31537.84,65501.67,xgboost_gradient,-7233.23,8624.47,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-08T11:21:02,2017-04-15T01:15:53,mixed,False,specialist,False,20.0,,,none,none,36445.23,3747855.44,14587.49,1822.26,57.42,31767.12,13.08,99.959,84.053,6350.8,1.4,2.504,140,False,False,variable_mild,90.45,91.12,34,0,0,0,oil_process,chemical_contamination,62.18,55.7,1.913,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T18:45:06,35,114.75,114.75,0.827,2.29,2.771,2.676,,,66.0,71.43,,32.29,39.13,45.59,13/11/9,96.1,0.67,60.8,17.5,,,,,89.53,34.634,90.08,63.5,,0.562,0.0176,49.94,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0028,0.011,1.0,,78.92,144.06,41283.25,36772.73,23902.27,49643.18,lstm_sequence,4510.52,4211.5,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-05T21:06:52,2016-02-24T03:34:06,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12073.83,1822.26,44.91,31767.12,6.68,99.979,84.061,6350.8,1.4,7.411,140,False,False,variable_mild,102.56,95.42,35,0,0,0,gas_compressed_air,none,51.92,101.22,0.964,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-07-31T22:01:49,36,118.03,118.03,0.737,2.573,3.491,3.136,,,62.75,69.2,,32.29,36.91,43.42,13/11/9,91.6,0.422,8.5,1.9,,,,,88.07,33.698,89.92,62.22,,1.367,0.0405,14.49,0.9994,normal,0.00293128,0.0172,False,thermal_degradation,imbalance_induced,A_healthy,0.0029,0.0202,1.0,,181.27,130.37,41279.97,48526.07,31541.94,65510.19,particle_filter,-7246.1,8682.71,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-08T21:03:50,2017-04-15T13:11:15,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,12161.78,1822.26,38.52,31767.12,13.0,99.959,78.082,6350.8,1.4,2.867,140,False,False,variable_mild,91.17,94.98,36,0,0,1,steam,particulate_mild,60.11,42.14,3.897,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T01:18:32,37,121.31,121.31,0.835,2.65,3.174,3.289,,,65.36,74.23,,32.29,41.94,45.59,13/11/9,135.5,0.383,66.1,12.6,,,,,88.29,37.058,90.4,65.69,,0.796,0.0513,13.4,0.9981,normal,-0.00037163,0.0845,False,thermal_degradation,none,A_healthy,0.0029,0.0095,1.0,,28.0,132.89,41276.69,36743.94,23883.56,49604.32,physics_informed_nn,4532.75,3829.19,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-05T13:16:44,2016-02-23T09:39:29,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,7345.82,1822.26,49.66,31767.12,9.01,99.972,80.406,6350.8,1.4,7.519,140,False,False,variable_mild,113.36,82.06,37,0,0,0,oil_process,none,87.23,123.41,5.787,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T04:35:15,38,124.59,124.59,0.788,2.783,3.53,2.8,,,60.34,74.6,,32.29,42.31,45.68,14/12/10,338.2,0.372,23.1,3.7,,,,,87.73,34.806,87.26,63.67,,1.584,0.1939,20.47,0.9817,normal,-0.00242251,0.0178,False,thermal_degradation,none,A_healthy,0.003,0.0016,1.0,,190.16,129.86,41273.41,38034.89,24722.68,51347.1,physics_informed_nn,3238.52,2909.11,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-02T14:01:55,2016-04-09T06:14:35,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,9763.36,1822.26,40.56,31767.12,21.81,99.931,78.702,6350.8,1.4,5.941,140,False,False,variable_mild,86.5,90.48,38,0,0,0,none,none,23.28,129.98,4.946,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T07:51:58,39,127.87,127.87,0.791,2.576,3.255,2.306,,,65.03,69.89,,32.29,37.6,47.54,14/12/10,134.4,0.418,34.5,3.7,,,,,86.18,35.699,91.08,68.45,,0.157,0.0591,145.4,0.9988,normal,0.00051161,0.0022,False,thermal_degradation,none,A_healthy,0.0031,0.0038,1.0,,25.75,168.57,41270.13,38934.39,25307.35,52561.42,particle_filter,2335.75,2041.06,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-21T11:03:35,2016-05-11T06:05:43,mixed,False,oem_certified,True,,,,none,none,36445.23,3747855.44,6031.23,1822.26,39.97,31767.12,9.49,99.97,84.658,6350.8,1.4,6.458,140,False,False,variable_mild,77.06,90.84,39,0,0,0,gas_compressed_air,particulate_severe,66.75,17.22,0.13,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T11:08:41,40,131.14,131.14,0.887,2.559,2.883,2.83,,,61.93,72.51,,32.29,40.21,43.85,14/12/10,70.1,0.317,18.9,2.8,,,,,89.3,36.56,90.7,65.76,,0.119,0.0508,35.76,1.0,normal,0.0,0.0626,False,thermal_degradation,none,A_healthy,0.0032,0.0,1.0,,5.53,142.36,41266.86,38552.26,25058.97,52045.55,particle_filter,2714.6,2338.34,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-13T15:16:27,2016-04-27T20:33:53,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,8002.42,1822.26,31.7,31767.12,28.62,99.91,84.993,6350.8,1.4,3.3,140,False,False,variable_mild,86.51,88.95,40,0,0,0,steam,none,37.41,20.79,3.086,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T14:25:24,41,134.42,134.42,0.837,2.782,3.325,2.762,,,59.34,71.96,,32.29,39.66,44.49,13/11/9,178.7,0.305,56.9,7.6,,,,,87.24,34.729,90.76,62.58,,0.432,0.0392,58.89,1.0,normal,0.00011164,0.0006,False,thermal_degradation,none,A_healthy,0.0032,0.0,1.0,,515.62,137.0,41263.58,32329.13,21013.93,43644.32,particle_filter,8934.45,11595.96,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-06-06T02:59:11,2015-09-20T14:10:50,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,15306.12,1822.26,21.1,31767.12,9.52,99.97,83.25,6350.8,1.4,6.92,140,False,False,variable_mild,90.63,96.05,41,0,0,0,steam,none,45.92,53.35,1.61,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T17:42:07,42,137.7,137.7,0.768,3.28,4.269,2.773,,,62.55,71.3,,32.29,39.0,47.1,13/11/9,119.3,0.59,22.0,5.3,,,,,89.31,35.36,91.12,65.7,,0.15,0.249,190.97,0.9873,normal,-0.00216448,0.0352,False,thermal_degradation,none,A_healthy,0.0033,0.0,1.0,,242.24,155.39,41260.3,43567.63,28318.96,58816.31,physics_informed_nn,-2307.34,1905.78,9526.0,0.0,0.0001,0.0033,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-01-26T09:31:10,2016-10-22T18:11:29,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,13038.45,1822.26,27.99,31767.12,7.22,99.977,81.223,6350.8,1.4,6.116,140,False,False,variable_mild,82.08,66.5,42,0,0,0,none,particulate_mild,70.09,36.93,0.892,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-01T20:58:50,43,140.98,140.98,0.847,2.898,3.423,2.922,,,57.19,73.87,,32.29,41.57,42.76,13/11/9,75.3,0.327,13.3,2.1,,,,,88.7,33.837,89.17,66.16,,0.055,0.0079,33.27,1.0,normal,0.00366951,0.066,False,thermal_degradation,none,A_healthy,0.0034,0.0,1.0,,425.77,151.05,41257.02,45819.41,29782.62,61856.21,lstm_sequence,-4562.4,4117.95,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-14T10:41:16,2017-01-10T15:28:58,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,10294.93,1822.26,47.96,31767.12,22.57,99.929,81.615,6350.8,1.4,1.247,140,False,False,variable_mild,102.39,101.89,43,0,0,0,gas_compressed_air,particulate_mild,54.42,98.26,0.87,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T00:15:33,44,144.26,144.26,0.915,3.653,3.993,3.344,,,58.76,76.52,,32.29,44.23,46.96,14/12/10,59.4,0.392,27.9,6.8,,,,,88.64,36.217,88.73,68.13,,0.138,0.2771,109.56,0.993,normal,-0.00117586,0.0383,False,thermal_degradation,none,A_healthy,0.0035,0.011,1.0,,231.01,145.78,41253.74,45714.11,29714.17,61714.05,xgboost_gradient,-4460.37,5553.6,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-12T09:18:58,2017-01-07T01:15:21,mixed,False,journeyman,False,77.0,,,none,none,36445.23,3747855.44,12051.14,1822.26,33.98,31767.12,6.32,99.98,87.513,6350.8,1.4,4.405,140,False,False,variable_mild,106.19,77.96,44,0,0,0,oil_hydraulic,particulate_mild,52.83,171.89,2.268,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T03:32:17,45,147.54,147.54,0.861,3.528,4.095,2.811,,,55.64,71.43,,32.29,39.14,48.13,13/11/9,85.6,0.42,10.6,2.3,,,,,89.09,36.899,91.9,66.14,,0.214,0.0422,108.61,0.9915,normal,-0.00169636,0.0,False,thermal_degradation,none,A_healthy,0.0036,0.0135,1.0,,203.58,147.5,41250.46,43874.29,28518.29,59230.29,physics_informed_nn,-2623.83,2519.46,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-02T04:41:02,2016-11-03T00:41:11,mixed,False,oem_certified,True,,,,none,none,36445.23,3747855.44,6128.1,1822.26,22.31,31767.12,4.99,99.984,83.107,6350.8,1.4,6.352,140,False,False,variable_mild,93.95,90.87,45,0,0,0,gas_compressed_air,none,84.65,11.39,0.201,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T06:49:00,46,150.82,150.82,0.861,3.447,4.006,3.144,,,59.91,73.25,,32.29,40.95,43.45,14/12/10,59.4,0.403,10.5,2.2,,,,,88.51,36.684,91.68,62.57,,0.775,0.0096,156.17,0.9984,normal,-0.00032102,0.0,False,thermal_degradation,none,A_healthy,0.0036,0.0076,1.0,,44.89,147.61,41247.18,44012.5,28608.13,59416.88,physics_informed_nn,-2765.32,2791.32,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-05T05:04:03,2016-11-08T01:26:35,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,9354.26,1822.26,30.48,31767.12,14.63,99.954,79.651,6350.8,1.4,3.314,140,False,False,variable_mild,97.48,79.34,46,0,0,1,none,none,60.61,42.61,0.824,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T10:05:43,47,154.1,154.1,0.761,3.075,4.04,3.062,,,60.08,67.78,,32.29,35.49,45.37,13/11/9,117.4,0.518,8.6,1.1,,,,,88.39,34.844,90.07,64.35,,0.15,0.2166,224.88,0.99,normal,0.00054228,0.0074,False,thermal_degradation,none,A_healthy,0.0037,0.0,1.0,,337.45,140.91,41243.9,49396.49,32107.72,66685.26,weibull_regression,-8152.59,8953.64,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-28T12:20:27,2017-05-17T21:06:46,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,10983.67,1822.26,57.75,31767.12,9.79,99.969,82.248,6350.8,1.4,2.82,140,False,False,variable_mild,88.27,81.08,47,0,0,0,water,water_ingress,85.28,53.4,1.708,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T13:22:26,48,157.37,157.37,0.808,2.984,3.695,3.299,,,63.48,72.12,,32.29,39.82,47.55,14/12/10,181.3,0.336,6.9,1.4,,,,,88.86,36.547,90.01,66.79,,0.415,0.1618,223.28,0.9999,normal,-1.664e-05,0.0047,False,thermal_degradation,none,A_healthy,0.0038,0.0063,1.0,,132.47,139.91,41240.63,38936.25,25308.56,52563.94,weibull_regression,2304.37,2652.71,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-22T17:30:02,2016-05-12T13:11:21,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,17190.4,1822.26,39.38,31767.12,8.09,99.975,79.89,6350.8,1.4,5.23,140,False,False,variable_mild,102.3,98.32,48,0,0,0,oil_process,none,26.15,37.66,2.26,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T16:39:09,49,160.65,160.65,0.804,3.162,3.934,3.399,,,59.63,65.16,,32.29,32.87,48.08,13/11/9,126.6,0.302,14.1,3.9,,,,,87.63,33.413,89.82,64.15,,0.577,0.0435,59.7,1.0,normal,0.00140737,0.0181,False,thermal_degradation,erosion,A_healthy,0.0039,0.0,1.0,,87.36,143.21,41237.35,49281.78,32033.16,66530.4,kalman_filter,-8044.43,10157.37,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-26T09:32:28,2017-05-14T02:09:47,mixed,False,journeyman,False,70.0,,,none,none,36445.23,3747855.44,12557.8,1822.26,52.08,31767.12,4.3,99.986,86.045,6350.8,1.4,6.463,140,False,False,variable_mild,82.03,94.69,49,0,0,0,gas_compressed_air,none,21.43,48.36,1.27,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T19:55:52,49,163.93,163.93,0.815,3.667,4.497,2.72,,,59.75,66.99,,32.29,34.7,46.24,13/11/9,58.0,0.469,26.4,7.4,,,,,87.81,34.928,89.82,70.02,,0.75,0.0158,140.06,1.0,normal,0.00169636,0.0,False,thermal_degradation,none,A_healthy,0.004,0.007,1.0,,56.12,151.01,41234.07,44205.89,28733.83,59677.95,kalman_filter,-2971.82,2815.07,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-09T18:52:30,2016-11-15T10:56:09,mixed,False,journeyman,False,62.0,,,none,none,36445.23,3747855.44,12712.03,1822.26,36.49,31767.12,21.17,99.933,80.429,6350.8,1.4,1.646,140,False,False,variable_mild,78.22,82.3,49,0,0,0,oil_process,particulate_mild,86.82,40.81,1.404,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-02T23:12:35,50,167.21,167.21,0.76,2.335,3.071,3.329,,,64.2,69.86,,32.29,37.57,44.51,14/12/10,60.3,0.341,91.1,14.0,,,,,87.85,35.547,90.83,63.04,,0.592,0.0887,121.13,0.9996,normal,0.00023754,0.0,False,thermal_degradation,none,A_healthy,0.004,0.0084,1.0,,93.17,159.85,41230.79,37093.94,24111.06,50076.82,particle_filter,4136.85,5323.62,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-14T18:10:53,2016-03-08T17:03:41,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,10183.24,1822.26,32.96,31767.12,6.56,99.979,83.079,6350.8,1.4,1.243,140,False,False,variable_mild,87.02,72.48,50,0,0,1,gas_compressed_air,none,68.96,7.29,0.849,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T02:29:18,51,170.49,170.49,0.883,2.852,3.229,2.968,,,52.49,75.23,,32.29,42.94,45.43,14/12/10,87.1,0.445,37.9,6.7,,,,,88.35,34.822,90.53,63.6,,0.55,0.018,82.57,0.9935,normal,0.00070105,0.021,False,thermal_degradation,none,A_healthy,0.0041,0.0,1.0,,68.18,132.62,41227.51,46750.09,30387.56,63112.62,lstm_sequence,-5522.58,4990.38,9526.0,0.0,0.0001,0.0034,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-04T01:31:56,2017-02-13T20:03:46,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,17133.84,1822.26,28.43,31767.12,21.53,99.932,90.288,6350.8,1.4,1.787,140,False,False,variable_mild,106.67,86.3,51,0,0,0,oil_process,particulate_severe,46.05,32.56,1.491,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T05:46:01,52,173.77,173.77,0.774,2.992,3.867,2.676,,,60.82,71.63,,32.29,39.34,44.26,14/12/10,94.0,0.354,44.1,12.1,,,,,88.68,33.928,88.81,68.28,,0.218,0.0296,171.54,1.0,normal,1.664e-05,0.0,False,thermal_degradation,none,A_healthy,0.0042,0.0026,1.0,,193.1,164.88,41224.23,38821.35,25233.88,52408.82,weibull_regression,2402.88,2906.27,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-21T00:26:31,2016-05-09T03:54:53,mixed,False,specialist,False,43.0,,,none,none,36445.23,3747855.44,6515.32,1822.26,31.89,31767.12,13.7,99.957,86.231,6350.8,1.4,6.756,140,False,False,variable_mild,92.73,92.94,52,0,0,0,water,particulate_mild,35.36,82.28,5.355,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T09:02:44,53,177.05,177.05,0.886,3.675,4.148,3.273,,,58.96,65.62,,32.29,33.33,45.8,15/13/11,71.8,0.397,16.9,4.5,,,,,90.76,36.454,88.37,62.71,,0.225,0.2102,37.58,0.9991,normal,-0.00017237,0.0412,False,thermal_degradation,lubrication_starvation,A_healthy,0.0043,0.0022,1.0,,12.48,161.13,41220.95,37891.87,24629.72,51154.03,physics_informed_nn,3329.08,3996.88,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-01T18:58:57,2016-04-06T09:08:18,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,17511.27,1822.26,33.21,31767.12,9.69,99.97,82.888,6350.8,1.4,2.552,140,False,False,variable_mild,72.64,91.12,53,0,0,0,water,particulate_severe,63.64,1.83,2.029,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T12:19:27,54,180.32,180.32,0.859,3.598,4.187,3.297,,,59.28,70.73,,32.29,38.44,45.64,13/11/9,104.8,0.394,46.2,13.6,,,,,88.48,33.813,89.93,61.01,,0.117,0.0569,70.22,1.0,normal,0.0,0.0434,False,thermal_degradation,none,A_healthy,0.0044,0.0,1.0,,23.72,153.62,41217.68,45619.52,29652.69,61586.35,particle_filter,-4401.84,5161.39,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-11T22:04:59,2017-01-05T04:54:52,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,17467.16,1822.26,59.22,31767.12,8.91,99.972,89.857,6350.8,1.4,1.124,140,False,False,variable_mild,91.31,93.04,54,0,0,0,oil_process,none,89.63,123.28,0.041,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T15:36:10,55,183.6,183.6,0.77,2.048,2.659,2.775,,,58.67,69.23,,32.29,36.93,46.94,13/11/9,59.0,0.393,67.0,11.8,,,,,89.67,35.079,89.93,65.13,,0.894,0.0181,104.23,1.0,normal,8.348e-05,0.0177,False,thermal_degradation,lubrication_starvation,A_healthy,0.0044,0.0011,1.0,,145.55,152.67,41214.4,45293.55,29440.81,61146.3,lstm_sequence,-4079.16,4116.35,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-05T06:22:48,2016-12-24T19:07:27,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,13804.44,1822.26,57.99,31767.12,5.76,99.982,81.687,6350.8,1.4,2.449,140,False,False,variable_mild,85.32,78.64,55,0,0,0,water,water_ingress,36.92,191.0,3.191,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T18:52:53,56,186.88,186.88,0.91,3.368,3.702,2.895,,,67.07,63.43,,32.29,31.14,45.88,14/12/10,202.9,0.324,66.0,14.1,,,,,88.52,34.25,90.58,65.46,,0.407,0.0147,39.19,0.9998,normal,0.00126268,0.0,False,thermal_degradation,erosion,A_healthy,0.0045,0.0041,1.0,,48.07,157.0,41211.12,36100.57,23465.37,48735.77,lstm_sequence,5110.55,4471.33,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-25T21:10:03,2016-02-03T08:22:05,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,5865.34,1822.26,38.35,31767.12,27.28,99.914,83.466,6350.8,1.4,6.134,140,False,False,variable_mild,65.74,73.85,56,0,0,1,water,none,79.95,2.6,2.875,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-03T22:09:36,57,190.16,190.16,0.732,2.774,3.789,2.988,,,66.7,72.56,,32.29,40.26,45.27,14/12/10,155.7,0.433,37.4,5.4,,,,,87.21,36.08,91.74,62.36,,0.797,0.0305,85.74,0.9858,normal,-0.00284367,0.037,False,thermal_degradation,none,A_healthy,0.0046,0.0,1.0,,149.77,159.19,41207.84,33630.52,21859.84,45401.21,particle_filter,7577.32,8949.93,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-05T13:25:20,2015-11-08T00:06:21,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,7290.17,1822.26,27.28,31767.12,14.87,99.953,86.583,6350.8,1.4,7.474,140,False,False,variable_mild,102.48,85.31,57,0,0,0,oil_hydraulic,none,46.41,23.3,2.001,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T01:26:19,58,193.44,193.44,0.743,2.188,2.945,3.469,,,56.75,68.14,,32.29,35.85,47.7,13/11/9,103.3,0.745,16.9,3.0,,,,,87.97,36.911,90.41,63.93,,0.625,0.033,29.36,1.0,normal,0.00017237,0.039,False,thermal_degradation,none,A_healthy,0.0047,0.0,1.0,,22.79,156.92,41204.56,34817.19,22631.17,47003.2,particle_filter,6387.37,7943.79,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-30T10:01:55,2015-12-20T04:02:50,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,11351.43,1822.26,58.68,31767.12,9.14,99.971,87.697,6350.8,1.4,6.631,140,False,False,variable_mild,80.34,86.26,58,0,0,0,steam,none,25.12,93.29,4.652,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T04:43:02,59,196.72,196.72,0.794,2.271,2.862,3.264,,,61.91,65.26,,32.29,32.96,45.89,14/12/10,113.2,0.381,13.4,1.6,,,,,87.76,34.747,89.32,67.32,,0.102,0.1055,48.22,0.9875,normal,-0.00250737,0.0,False,thermal_degradation,none,A_healthy,0.0048,0.0,1.0,,198.13,142.43,41201.28,44932.85,29206.35,60659.34,particle_filter,-3731.56,4041.18,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-26T07:08:26,2016-12-12T13:38:13,mixed,False,oem_certified,False,43.0,,,none,none,36445.23,3747855.44,15113.6,1822.26,41.45,31767.12,34.76,99.891,80.36,6350.8,1.4,3.793,140,False,False,variable_mild,66.36,86.92,59,0,0,0,none,none,48.86,45.67,0.156,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T07:59:45,60,200.0,200.0,0.875,3.066,3.504,3.006,,,65.05,68.31,,32.29,36.01,44.26,13/11/9,126.2,0.313,29.1,6.6,,,,,88.86,36.542,89.16,64.38,,0.236,0.2119,91.21,0.9984,normal,-0.00031959,0.0098,False,thermal_degradation,none,A_healthy,0.0048,0.007,1.0,,30.59,146.37,41198.0,45590.16,29633.6,61546.71,physics_informed_nn,-4392.15,3545.69,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-12T03:04:25,2017-01-04T23:37:40,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,6456.42,1822.26,21.99,31767.12,7.54,99.976,79.728,6350.8,1.4,4.385,140,False,False,variable_mild,83.82,72.33,60,0,0,0,oil_hydraulic,none,57.15,43.53,0.41,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T11:16:28,61,203.27,203.27,0.884,2.521,2.85,3.347,,,63.49,67.18,,32.29,34.88,45.56,14/12/10,217.6,0.357,39.8,7.0,,,,,86.56,34.119,89.01,63.49,,0.494,0.1123,158.89,0.9874,normal,-0.00249032,0.0,False,thermal_degradation,none,A_healthy,0.0049,0.0093,1.0,,144.16,155.29,41194.73,44609.42,28996.12,60222.71,particle_filter,-3414.69,4378.98,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-19T19:58:57,2016-12-01T09:16:41,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,9058.24,1822.26,54.17,31767.12,15.85,99.95,82.035,6350.8,1.4,4.034,140,False,False,variable_mild,79.67,86.24,61,0,0,0,water,chemical_contamination,26.95,24.34,1.169,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T14:33:11,62,206.55,206.55,0.779,2.22,2.849,3.14,,,62.48,70.45,,32.29,38.15,44.95,14/12/10,77.5,0.462,13.0,1.4,,,,,87.77,35.507,92.35,66.22,,0.198,0.0195,97.9,0.9807,normal,-0.00101895,0.0187,False,thermal_degradation,none,A_healthy,0.005,0.013,1.0,,487.81,149.48,41191.45,46801.48,30420.96,63182.0,xgboost_gradient,-5610.03,5401.31,9526.0,0.0,0.0001,0.0035,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-06T15:17:31,2017-02-17T03:48:34,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,14454.35,1822.26,51.62,31767.12,10.47,99.967,84.751,6350.8,1.4,2.931,140,False,False,variable_mild,82.41,87.11,62,0,1,0,oil_hydraulic,none,49.65,21.14,1.48,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T17:49:54,63,209.83,209.83,0.769,2.61,3.393,2.372,,,63.37,68.37,,32.29,36.08,43.53,13/11/9,71.9,0.362,10.8,2.7,,,,,89.74,36.443,89.43,64.22,,0.42,0.0434,74.11,1.0,normal,0.0,0.0117,False,thermal_degradation,none,A_healthy,0.0051,0.0,1.0,,78.2,153.31,41188.17,36182.29,23518.49,48846.09,lstm_sequence,5005.88,4379.3,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-28T12:58:36,2016-02-07T04:46:40,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,9052.99,1822.26,55.24,31767.12,11.62,99.963,84.845,6350.8,1.4,4.092,140,False,False,variable_mild,87.23,79.75,63,0,0,1,water,particulate_mild,38.08,14.61,2.137,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-04T21:06:37,64,213.11,213.11,0.82,3.243,3.957,2.655,,,59.52,68.89,,32.29,36.59,42.35,14/12/10,334.9,0.363,10.0,1.3,,,,,87.27,36.155,89.94,63.02,,0.175,0.0194,29.94,1.0,normal,0.00250737,0.0387,False,thermal_degradation,none,A_healthy,0.0051,0.0118,1.0,,180.59,158.07,41184.89,34188.95,22222.82,46155.08,lstm_sequence,6995.94,7436.79,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-18T03:35:02,2015-11-28T17:42:56,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,17219.85,1822.26,59.25,31767.12,11.07,99.965,85.997,6350.8,1.4,1.727,140,False,False,variable_mild,83.85,75.39,64,0,0,0,none,none,28.21,85.43,1.056,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T00:23:20,65,216.39,216.39,0.784,2.32,2.96,2.73,,,61.45,71.6,,32.29,39.31,45.01,13/11/9,87.2,0.348,11.8,1.9,,,,,89.74,37.44,88.43,68.37,,0.655,0.0014,35.07,0.9927,normal,-0.00114925,0.016,False,thermal_degradation,none,A_healthy,0.0052,0.0095,1.0,,480.9,145.72,41181.61,44826.44,29137.19,60515.69,weibull_regression,-3644.83,4087.46,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-24T21:36:33,2016-12-09T14:51:48,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,7748.97,1822.26,34.97,31767.12,12.52,99.961,80.469,6350.8,1.4,3.011,140,False,False,variable_mild,94.0,93.93,65,0,0,0,oil_process,none,53.27,49.57,4.831,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T03:40:04,66,219.67,219.67,0.754,2.779,3.685,2.791,,,66.66,70.31,,32.29,38.02,44.69,13/11/9,132.9,0.436,12.5,2.4,,,,,88.81,36.79,89.01,63.81,,0.4,0.0445,131.87,0.9914,normal,0.00080025,0.047,False,thermal_degradation,thermal_degradation,A_healthy,0.0053,0.0,1.0,,103.19,152.71,41178.33,47836.01,31093.41,64578.61,lstm_sequence,-6657.68,5880.13,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-28T17:40:18,2017-03-26T08:16:27,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,6838.22,1822.26,39.55,31767.12,9.36,99.971,86.651,6350.8,1.4,5.11,140,False,False,variable_mild,87.09,78.76,66,0,0,0,gas_compressed_air,particulate_mild,41.79,98.86,0.438,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T06:56:47,67,222.95,222.95,0.788,2.395,3.04,3.111,,,63.54,67.58,,32.29,35.29,46.63,13/11/9,101.0,0.354,22.1,2.6,,,,,87.78,35.845,90.57,64.05,,0.454,0.006,3.64,1.0,normal,0.00386262,0.0,False,thermal_degradation,none,A_healthy,0.0054,0.0012,1.0,,6.43,141.19,41175.05,38173.16,24812.56,51533.77,lstm_sequence,3001.89,3152.63,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-09T13:31:41,2016-04-18T06:08:07,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,9115.07,1822.26,22.94,31767.12,10.3,99.968,83.805,6350.8,1.4,2.165,140,False,False,variable_mild,75.92,77.13,67,0,0,0,steam,chemical_contamination,34.5,17.83,0.349,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T10:13:30,68,226.23,226.23,0.817,3.214,3.936,3.758,,,62.21,72.03,,32.29,39.74,46.42,13/11/9,65.8,0.39,21.5,3.1,,,,,90.18,35.182,88.3,62.84,,0.197,0.1091,111.17,1.0,normal,0.0,0.0827,False,thermal_degradation,none,A_healthy,0.0055,0.0,1.0,,117.64,149.28,41171.77,45905.35,29838.48,61972.23,particle_filter,-4733.58,6138.03,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-19T18:54:06,2017-01-17T05:46:31,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,5543.75,1822.26,50.06,31767.12,33.7,99.894,82.749,6350.8,1.4,4.561,140,False,False,variable_mild,89.47,90.82,68,0,0,0,oil_process,none,67.34,42.63,4.13,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T13:30:13,69,229.5,229.5,0.746,2.648,3.551,3.504,,,61.23,72.2,,32.29,39.91,44.23,13/11/9,119.3,0.319,22.8,6.2,,,,,88.55,36.929,91.96,65.8,,0.044,0.009,53.5,1.0,normal,0.0,0.0224,False,thermal_degradation,none,A_healthy,0.0055,0.0139,1.0,,180.83,151.22,41168.5,32294.03,20991.12,43596.95,weibull_regression,8874.46,7760.91,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-06-09T08:31:14,2015-09-23T07:25:57,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,15339.82,1822.26,24.32,31767.12,24.95,99.922,85.973,6350.8,1.4,6.162,140,False,False,variable_mild,96.75,96.86,69,0,0,0,oil_hydraulic,none,80.79,82.5,2.792,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T16:46:56,70,232.78,232.78,0.748,2.909,3.889,3.249,,,58.83,69.11,,32.29,36.82,46.46,14/12/10,248.2,0.38,18.6,5.3,,,,,87.55,34.219,90.43,67.15,,0.115,0.0864,22.22,0.9924,normal,-4.317e-05,0.0,False,thermal_degradation,fatigue_spalling,A_healthy,0.0056,0.002,1.0,,159.44,148.46,41165.22,36999.47,24049.66,49949.29,weibull_regression,4165.74,3789.03,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-15T12:31:07,2016-03-08T02:20:04,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,17979.62,1822.26,20.17,31767.12,13.06,99.959,79.23,6350.8,1.4,3.175,140,False,False,variable_mild,88.5,91.1,70,0,0,0,steam,none,52.6,34.69,1.864,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T20:03:39,71,236.06,236.06,0.889,3.049,3.429,2.983,,,57.7,66.47,,32.29,34.18,44.33,14/12/10,64.0,0.34,16.3,4.6,,,,,88.02,36.558,87.81,66.1,,0.1,0.0035,10.34,1.0,normal,0.00172017,0.0702,False,thermal_degradation,corrosion_fatigue,A_healthy,0.0057,0.0,1.0,,15.18,152.64,41161.94,48004.04,31202.63,64805.45,weibull_regression,-6842.1,5725.43,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-02T22:04:48,2017-04-01T23:29:37,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,10858.28,1822.26,43.45,31767.12,21.7,99.932,81.462,6350.8,1.4,1.936,140,False,False,variable_mild,79.39,82.36,71,0,0,0,none,none,27.45,26.55,0.354,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-05T23:20:22,72,239.34,239.34,0.812,2.405,2.964,2.992,,,62.9,70.73,,32.29,38.44,44.38,12/10/8,104.7,0.312,52.6,9.8,,,,,89.1,35.481,88.73,65.98,,0.475,0.033,109.3,0.9988,normal,-0.00024489,0.0304,False,thermal_degradation,none,A_healthy,0.0058,0.0,1.0,,126.5,147.93,41158.66,45705.33,29708.47,61702.2,physics_informed_nn,-4546.67,4246.23,9526.0,0.0,0.0001,0.0036,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-16T04:00:21,2017-01-10T16:52:20,mixed,False,master_technician,False,45.0,,,none,none,36445.23,3747855.44,15005.96,1822.26,24.08,31767.12,15.21,99.952,91.754,6350.8,1.4,1.628,140,False,False,variable_mild,90.82,83.31,72,0,0,0,none,none,63.85,27.64,1.177,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T02:37:05,73,242.62,242.62,0.859,2.311,2.69,2.599,,,58.89,71.65,,32.29,39.36,48.72,14/12/10,61.5,0.323,44.1,9.5,,,,,88.04,35.133,89.27,61.76,,0.254,0.0111,129.16,1.0,normal,0.0,0.0333,False,thermal_degradation,none,A_healthy,0.0059,0.0054,1.0,,20.73,154.58,41155.38,44673.05,29037.49,60308.62,xgboost_gradient,-3517.67,3320.21,9526.0,0.0,0.0001,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-22T19:08:42,2016-12-05T06:42:50,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,14055.49,1822.26,40.29,31767.12,9.18,99.971,84.415,6350.8,1.4,7.22,140,False,False,variable_mild,95.75,81.93,73,0,0,1,steam,particulate_severe,70.35,23.36,2.245,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T05:53:48,74,245.9,245.9,0.832,2.853,3.43,3.149,,,62.19,70.31,,32.29,38.02,47.05,13/11/9,78.0,0.313,13.2,1.5,,,,,87.85,36.808,88.88,64.69,,0.925,0.0694,290.29,1.0,normal,0.0,0.0217,False,thermal_degradation,none,A_healthy,0.0059,0.0057,1.0,,49.58,151.22,41152.1,36800.94,23920.61,49681.27,lstm_sequence,4351.16,5390.34,9526.0,0.0,0.0001,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-11T22:22:04,2016-03-01T14:41:52,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,14406.07,1822.26,22.58,31767.12,11.34,99.964,82.523,6350.8,1.4,4.873,140,False,False,variable_mild,100.91,88.61,74,0,0,0,none,particulate_mild,49.6,57.34,1.301,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T09:10:31,75,249.18,249.18,0.693,2.501,3.607,3.081,,,57.2,63.0,,32.29,30.7,44.08,14/12/10,123.5,0.388,10.8,2.3,,,,,88.62,34.055,90.99,64.6,,0.159,0.0281,142.9,0.9942,normal,0.00035471,0.0,False,thermal_degradation,none,A_healthy,0.006,0.0,1.0,,134.62,146.69,41148.82,47258.87,30718.27,63799.48,weibull_regression,-6110.05,7624.02,9526.0,0.0,0.0001,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-17T22:36:45,2017-03-07T03:13:07,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,17387.94,1822.26,35.02,31767.12,15.3,99.952,88.472,6350.8,1.4,6.903,140,False,False,variable_mild,71.72,85.04,75,0,0,1,water,chemical_contamination,33.16,87.45,1.231,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T12:27:14,76,252.45,252.45,0.801,3.402,4.248,2.97,,,57.22,68.54,,32.29,36.24,43.67,13/11/9,52.5,0.704,10.9,1.1,,,,,86.71,33.532,88.85,67.01,,5.347,0.0055,106.62,1.0,normal,0.0,0.0299,False,thermal_degradation,none,A_healthy,0.0061,0.0,1.0,,99.59,154.96,41145.55,34415.93,22370.35,46461.5,physics_informed_nn,6729.62,8621.27,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-24T12:25:02,2015-12-08T09:59:30,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,12700.1,1822.26,57.91,31767.12,2.81,99.99,88.261,6350.8,1.4,6.338,140,False,False,variable_mild,84.53,95.31,76,0,0,0,oil_process,particulate_severe,59.77,5.55,0.215,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T15:43:57,77,255.73,255.73,0.828,2.754,3.324,2.76,,,66.84,72.75,,32.29,40.46,43.43,13/11/9,79.8,0.348,31.3,7.3,,,,,87.89,36.142,88.9,62.24,,0.732,0.0741,37.91,0.986,normal,-0.00256481,0.0108,False,thermal_degradation,none,A_healthy,0.0062,0.0,1.0,,208.34,154.41,41142.27,50059.89,32538.93,67580.86,physics_informed_nn,-8917.63,11277.35,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-06-15T13:40:46,2017-06-14T14:38:32,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,17499.28,1822.26,49.7,31767.12,20.92,99.934,87.957,6350.8,1.4,5.462,140,False,False,variable_mild,87.67,88.84,77,0,0,2,steam,chemical_contamination,70.17,179.59,0.612,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T19:00:40,78,259.01,259.01,0.856,3.461,4.043,2.934,,,59.23,69.43,,32.29,37.14,45.53,12/10/8,53.2,0.409,108.1,15.7,,,,,90.28,34.922,90.92,64.52,,2.582,0.038,178.64,0.9978,normal,-0.00044065,0.0267,False,thermal_degradation,none,A_healthy,0.0063,0.0,1.0,,148.9,145.81,41138.99,36886.21,23976.04,49796.39,physics_informed_nn,4252.78,3465.95,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-14T06:07:05,2016-03-05T04:17:34,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,13338.88,1822.26,36.39,31767.12,15.82,99.95,84.957,6350.8,1.4,2.917,140,False,False,variable_mild,91.96,92.53,78,0,0,0,none,particulate_mild,89.02,24.19,4.485,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-06T22:17:23,79,262.29,262.29,0.795,2.201,2.769,2.839,,,56.16,67.65,,32.29,35.36,46.81,13/11/9,100.7,0.439,30.5,7.7,,,,,88.05,35.738,90.09,67.02,,0.436,0.0238,82.92,1.0,normal,0.0,0.0186,False,thermal_degradation,none,A_healthy,0.0063,0.011,1.0,,0.23,141.34,41135.71,35583.8,23129.47,48038.14,lstm_sequence,5551.91,6054.18,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-08-18T06:11:31,2016-01-19T04:31:24,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,6945.68,1822.26,24.2,31767.12,12.68,99.96,81.463,6350.8,1.4,4.451,140,False,False,variable_mild,94.64,96.64,79,0,0,0,water,none,54.96,1.23,0.081,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T01:34:06,80,265.57,265.57,0.792,3.102,3.916,2.943,,,56.46,68.82,,32.29,36.52,46.69,13/11/9,89.2,0.397,9.6,2.1,,,,,88.14,36.178,90.48,67.82,,0.373,0.0656,7.13,1.0,normal,0.0011573,0.0471,False,thermal_degradation,none,A_healthy,0.0064,0.0,1.0,,14.89,166.76,41132.43,44480.76,28912.49,60049.02,physics_informed_nn,-3348.33,3384.11,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-19T17:56:49,2016-11-29T10:12:43,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,16868.11,1822.26,49.34,31767.12,10.05,99.968,85.846,6350.8,1.4,5.122,140,False,False,variable_mild,83.05,90.45,80,0,0,0,steam,none,23.52,108.23,0.985,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T04:50:49,81,268.85,268.85,0.861,2.795,3.246,2.908,,,56.94,73.2,,32.29,40.91,47.51,14/12/10,161.9,0.451,15.4,1.8,,,,,86.96,35.48,90.62,62.96,,0.041,0.0207,31.48,1.0,normal,0.0,0.0804,False,thermal_degradation,none,A_healthy,0.0065,0.0,1.0,,132.31,158.08,41129.15,44693.45,29050.75,60336.16,physics_informed_nn,-3564.3,4125.83,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-24T07:34:28,2016-12-07T02:17:01,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12776.86,1822.26,24.0,31767.12,61.54,99.807,90.364,6350.8,1.4,6.275,140,False,False,variable_mild,95.74,66.36,81,0,0,0,steam,none,77.11,3.67,0.909,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T08:07:32,82,272.13,272.13,0.813,2.731,3.361,2.704,,,57.92,69.12,,32.29,36.83,47.52,14/12/10,52.2,0.38,12.4,2.1,,,,,89.13,35.191,91.3,63.9,,0.163,0.0003,238.83,1.0,normal,0.0028097,0.0049,False,thermal_degradation,none,A_healthy,0.0066,0.0155,1.0,,42.41,148.55,41125.87,43864.26,28511.77,59216.75,xgboost_gradient,-2738.38,3396.29,9526.0,0.0,0.0002,0.0037,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-07T04:15:18,2016-11-07T20:44:43,mixed,False,master_technician,False,77.0,,,none,none,36445.23,3747855.44,14888.08,1822.26,57.33,31767.12,23.09,99.927,78.342,6350.8,1.4,3.272,140,False,False,variable_mild,93.46,69.25,82,0,0,0,steam,none,36.27,23.68,0.137,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T11:24:15,83,275.4,275.4,0.829,2.562,3.09,2.638,,,57.86,69.25,,32.29,36.96,44.16,13/11/9,59.3,0.387,18.6,5.6,,,,,87.55,33.695,89.74,66.18,,0.575,0.0253,60.76,0.9912,normal,-0.00132139,0.079,False,thermal_degradation,none,A_healthy,0.0067,0.0143,1.0,,388.77,154.61,41122.6,45019.76,29262.85,60776.68,lstm_sequence,-3897.17,3491.79,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-03T09:17:11,2016-12-18T22:12:14,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,9910.31,1822.26,36.81,31767.12,8.99,99.972,84.557,6350.8,1.4,7.178,140,False,False,variable_mild,82.23,79.63,83,0,0,0,oil_hydraulic,particulate_mild,51.19,5.6,1.355,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T14:40:58,84,278.68,278.68,0.818,3.326,4.068,3.648,,,57.82,70.93,,32.29,38.63,48.07,13/11/9,64.0,0.485,33.1,8.3,,,,,86.99,35.077,91.22,64.85,,1.397,0.1066,80.81,0.9983,normal,-0.00033226,0.0102,False,thermal_degradation,none,A_healthy,0.0067,0.0117,1.0,,29.46,146.73,41119.32,48725.08,31671.3,65778.86,physics_informed_nn,-7605.76,6881.2,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-05-19T17:13:19,2017-04-29T06:59:58,mixed,False,oem_certified,False,73.0,,,none,none,36445.23,3747855.44,9137.62,1822.26,58.15,31767.12,14.6,99.954,85.009,6350.8,1.4,2.563,140,False,False,variable_mild,86.94,77.13,84,0,0,0,water,particulate_mild,24.56,46.43,3.537,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T17:57:41,85,281.96,281.96,0.835,2.349,2.813,2.764,,,55.82,72.21,,32.29,39.91,45.05,13/11/9,158.6,0.404,86.7,13.9,,,,,87.52,35.815,89.75,64.8,,0.305,0.0418,314.92,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0068,0.0,1.0,,139.26,144.25,41116.04,43870.58,28515.88,59225.28,xgboost_gradient,-2754.54,2496.08,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-07T17:15:06,2016-11-08T11:57:17,mixed,False,master_technician,True,,,,none,none,36445.23,3747855.44,9538.78,1822.26,43.23,31767.12,13.29,99.958,89.351,6350.8,1.4,2.251,140,False,False,variable_mild,90.87,83.9,85,0,0,0,water,particulate_mild,52.75,5.14,0.431,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-07T21:14:24,86,285.24,285.24,0.805,3.049,3.789,3.281,,,58.32,67.94,,32.29,35.65,45.63,14/12/10,86.1,0.318,17.0,2.0,,,,,89.05,36.763,90.7,62.91,,0.162,0.0124,101.75,0.9978,normal,-0.00043273,0.008,False,thermal_degradation,none,A_healthy,0.0069,0.0,1.0,,332.69,147.05,41112.76,38715.0,25164.75,52265.25,particle_filter,2397.76,2023.66,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-23T10:44:20,2016-05-10T00:59:18,mixed,False,specialist,False,40.0,,,none,none,36445.23,3747855.44,5661.72,1822.26,57.75,31767.12,32.99,99.896,86.241,6350.8,1.4,1.501,140,False,False,variable_mild,82.6,81.18,86,0,0,0,water,particulate_mild,54.87,23.76,0.839,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T00:31:07,87,288.52,288.52,0.767,2.933,3.825,2.669,,,63.01,68.01,,32.29,35.72,47.34,14/12/10,145.0,0.351,8.4,0.9,,,,,89.35,34.131,88.95,65.11,,0.257,0.0649,86.92,0.9957,normal,-0.00085599,0.0762,False,thermal_degradation,none,A_healthy,0.007,0.0,1.0,,163.48,155.57,41109.48,45288.45,29437.49,61139.41,kalman_filter,-4178.97,3935.66,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-09T12:44:41,2016-12-28T23:42:10,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12876.62,1822.26,36.88,31767.12,22.4,99.93,84.813,6350.8,1.4,2.383,140,False,False,variable_mild,85.52,80.0,87,1,0,3,none,none,75.3,23.96,3.513,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T03:47:50,88,291.8,291.8,0.808,2.34,2.896,3.019,,,59.29,70.96,,32.29,38.67,46.83,13/11/9,72.0,0.679,73.2,11.6,,,,,89.69,35.561,90.91,64.24,,0.502,0.0214,138.77,0.9959,normal,0.00093727,0.0125,False,thermal_degradation,none,A_healthy,0.007,0.0019,1.0,,82.74,171.92,41106.2,44949.74,29217.33,60682.15,physics_informed_nn,-3843.54,4123.35,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-02T14:40:09,2016-12-17T03:04:46,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12468.54,1822.26,42.08,31767.12,16.55,99.948,81.728,6350.8,1.4,6.334,140,False,False,variable_mild,82.75,82.97,88,0,0,0,water,particulate_mild,77.11,61.78,3.511,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T07:04:34,89,295.08,295.08,0.668,1.951,2.92,2.769,,,58.16,72.61,,32.29,40.31,42.97,14/12/10,72.9,0.337,21.0,4.4,,,,,89.03,37.298,88.66,65.07,,0.706,0.0214,79.51,0.9884,normal,-0.00199165,0.0,False,thermal_degradation,none,A_healthy,0.0071,0.0,1.0,,170.86,146.48,41102.92,37821.23,24583.8,51058.66,xgboost_gradient,3281.7,4165.85,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-05T05:41:23,2016-04-08T19:07:10,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,11684.23,1822.26,44.49,31767.12,17.94,99.944,80.422,6350.8,1.4,3.524,140,False,False,variable_mild,99.69,85.82,89,1,0,0,water,none,64.54,84.24,3.044,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T10:21:17,90,298.35,298.35,0.776,2.918,3.761,3.058,,,59.54,67.68,,32.29,35.39,46.83,14/12/10,155.4,0.4,10.5,2.0,,,,,90.13,35.781,88.81,64.03,,0.848,0.0244,59.28,0.9941,normal,-0.00117952,0.0359,False,thermal_degradation,erosion,A_healthy,0.0072,0.003,1.0,,69.42,136.98,41099.65,45010.52,29256.84,60764.2,particle_filter,-3910.87,4436.86,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-04T03:36:51,2016-12-19T13:17:44,mixed,False,specialist,False,48.0,,,none,none,36445.23,3747855.44,11037.0,1822.26,22.16,31767.12,27.02,99.915,92.441,6350.8,1.4,7.925,140,False,False,variable_mild,84.63,77.87,90,0,0,0,steam,none,20.77,35.08,1.659,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T13:38:00,91,301.63,301.63,0.68,2.301,3.382,2.754,,,59.52,69.0,,32.29,36.71,46.62,14/12/10,89.8,0.433,16.2,4.0,,,,,88.33,33.896,91.87,62.73,,0.85,0.0686,27.9,1.0,normal,0.00043273,0.0573,False,thermal_degradation,cavitation,A_healthy,0.0073,0.0,1.0,,17.88,128.42,41096.37,43892.45,28530.09,59254.81,physics_informed_nn,-2796.09,2669.81,9526.0,0.0,0.0002,0.0038,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-08T23:51:35,2016-11-10T02:13:06,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,13867.88,1822.26,51.88,31767.12,8.13,99.974,86.556,6350.8,1.4,3.101,140,False,False,variable_mild,91.02,93.04,91,0,0,0,oil_process,none,20.27,31.29,0.735,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T16:54:43,92,304.91,304.91,0.795,2.427,3.051,2.673,,,58.62,70.02,,32.29,37.73,44.97,13/11/9,133.7,0.767,46.1,7.4,,,,,87.44,33.324,90.39,64.35,,0.627,0.0135,16.96,1.0,normal,0.00085599,0.0282,False,thermal_degradation,none,A_healthy,0.0074,0.0,1.0,,65.01,151.61,41093.09,43117.52,28026.39,58208.65,weibull_regression,-2024.43,1638.08,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-01-23T23:40:22,2016-10-13T18:48:19,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,9486.67,1822.26,33.96,31767.12,12.08,99.962,89.775,6350.8,1.4,3.637,140,False,False,variable_mild,94.25,92.65,92,0,0,0,oil_hydraulic,chemical_contamination,36.48,25.36,1.016,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T20:11:26,93,308.19,308.19,0.734,2.393,3.261,3.002,,,60.74,70.1,,32.29,37.81,48.38,13/11/9,63.8,0.36,15.0,2.5,,,,,89.06,35.072,90.35,66.38,,1.529,0.0106,28.63,1.0,normal,0.00082477,0.0421,False,thermal_degradation,none,A_healthy,0.0074,0.0,1.0,,200.53,148.2,41089.81,34484.3,22414.8,46553.81,kalman_filter,6605.51,5576.01,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-07-28T06:20:26,2015-12-13T03:50:44,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,9066.36,1822.26,31.41,31767.12,27.7,99.913,79.094,6350.8,1.4,6.706,140,False,False,variable_mild,93.23,84.54,93,0,0,2,water,particulate_mild,42.37,116.06,0.39,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-08T23:28:09,95,311.47,311.47,0.673,2.26,3.356,3.009,,,60.14,65.91,,32.29,33.62,47.85,13/11/9,119.3,0.465,8.7,1.4,,,,,89.29,34.21,90.83,65.07,,0.118,0.0579,6.06,1.0,normal,0.00232391,0.0011,False,thermal_degradation,none,A_healthy,0.0075,0.0076,1.0,,8.47,163.08,41086.53,46388.61,30152.6,62624.63,kalman_filter,-5302.08,4722.7,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-04-02T09:46:32,2017-02-06T21:47:24,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,15952.37,1822.26,46.92,31767.12,11.52,99.964,86.62,6350.8,1.4,1.766,140,False,False,variable_mild,84.39,75.8,95,0,0,2,water,none,86.57,41.96,0.818,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-09T02:44:52,96,314.75,314.75,0.762,2.989,3.924,2.84,,,66.3,66.32,,32.29,34.03,47.26,13/11/9,54.1,0.323,16.0,1.7,,,,,86.78,35.245,89.97,65.18,,0.291,0.0841,51.63,0.9998,normal,0.00113367,0.0,False,thermal_degradation,none,A_healthy,0.0076,0.0032,1.0,,139.42,135.38,41083.25,45462.18,29550.42,61373.94,lstm_sequence,-4378.93,5189.99,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-03-14T05:50:12,2017-01-05T05:35:56,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,16898.61,1822.26,32.82,31767.12,26.38,99.917,86.466,6350.8,1.4,3.163,140,False,False,variable_mild,87.43,92.02,96,0,0,1,gas_compressed_air,particulate_severe,24.87,7.02,0.216,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-09T06:01:35,97,318.03,318.03,0.706,2.633,3.73,3.284,,,54.82,67.77,,32.29,35.48,46.83,15/13/11,57.5,0.322,15.6,1.7,,,,,88.15,36.542,90.44,62.13,,0.075,0.0093,179.39,1.0,normal,0.0,0.0088,False,thermal_degradation,none,A_healthy,0.0077,0.0,1.0,,99.01,137.79,41079.97,44664.56,29031.96,60297.15,xgboost_gradient,-3584.58,2935.07,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-25T18:18:15,2016-12-08T02:53:56,mixed,False,journeyman,False,60.0,,,none,none,36445.23,3747855.44,5487.17,1822.26,43.07,31767.12,12.47,99.961,85.504,6350.8,1.4,7.82,140,False,False,variable_mild,87.24,93.77,97,0,0,2,water,none,71.31,24.23,0.832,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-09T09:18:18,98,321.31,321.31,0.741,2.4,3.24,3.115,,,58.11,75.64,,32.29,43.35,44.22,13/11/9,148.8,0.359,21.2,6.2,,,,,89.15,35.097,89.36,65.11,,0.09,0.0496,84.79,1.0,normal,0.0,0.056,False,thermal_degradation,fretting_corrosion,A_healthy,0.0078,0.013,1.0,,32.9,151.86,41076.69,44214.1,28739.17,59689.04,particle_filter,-3137.41,3468.15,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2015-02-16T12:21:24,2016-11-22T07:17:35,mixed,False,specialist,True,,,,none,none,36445.23,3747855.44,5483.79,1822.26,56.91,31767.12,13.64,99.957,85.21,6350.8,1.4,1.442,140,False,False,variable_mild,101.71,99.58,98,1,0,0,gas_compressed_air,particulate_mild,40.1,40.38,1.498,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-09T12:35:01,99,324.58,324.58,0.83,3.133,3.775,2.734,,,58.24,69.21,,32.29,36.92,43.67,14/12/10,105.9,0.385,12.6,1.9,,,,,87.93,34.66,90.57,65.61,,0.563,0.0302,73.61,0.9819,normal,-0.00362437,0.0416,False,thermal_degradation,none,A_healthy,0.0078,0.0,1.0,,421.96,153.6,41073.42,37253.94,24215.06,50292.81,xgboost_gradient,3819.48,4848.12,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-09-24T15:33:04,2016-03-20T22:25:43,mixed,False,apprentice,True,,,,none,none,36445.23,3747855.44,13527.32,1822.26,54.16,31767.12,31.08,99.902,77.99,6350.8,1.4,7.966,140,False,False,variable_mild,81.9,85.81,99,1,0,0,oil_process,none,43.25,92.04,3.982,,,standard
ASSET-000033,cnc_spindle,high,Vanguard Fluid Power,MDL-4667-A,2012-07-27,41398.0,20000.0,88.41212089399482,indoor_controlled,steel_metals,FAC-237,LINE-Y,none,2012-08-09T15:51:44,100,327.86,327.86,0.667,2.487,3.726,2.975,,,59.06,66.61,,32.29,34.31,44.37,13/11/9,94.1,0.308,33.8,8.2,,,,,89.36,37.065,89.48,67.57,,0.123,0.042,34.93,1.0,normal,0.0,0.0006,False,thermal_degradation,none,A_healthy,0.0079,0.0114,1.0,,21.36,149.91,41070.14,37564.57,24416.97,50712.18,xgboost_gradient,3505.56,3131.79,9526.0,0.0,0.0002,0.0039,2.681,25614.0,1.0,1e-06,False,none,none,,,,,,2014-10-01T06:08:59,2016-04-01T01:45:03,mixed,False,journeyman,True,,,,none,none,36445.23,3747855.44,12463.46,1822.26,44.9,31767.12,7.96,99.975,85.681,6350.8,1.4,1.907,140,False,False,variable_mild,89.05,88.25,100,0,0,0,oil_process,chemical_contamination,88.87,21.32,7.228,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-20T08:57:58,1,8.97,8.97,1.366,3.522,2.578,2.932,,,57.66,57.05,,23.26,33.79,47.13,13/11/9,55.6,0.304,14.5,4.0,,,,,68.52,27.708,89.84,65.4,,0.004,0.0138,151.7,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0007,0.0,1.0,,369.61,155.76,13639.03,15240.73,9906.47,20574.98,xgboost_gradient,-1601.69,1775.35,1369.0,0.0001,0.0008,0.0176,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-31T21:19:45,2020-09-10T03:35:00,mixed,False,apprentice,False,85.0,,,none,none,108294.2,5658721.32,33967.44,5414.71,57.37,22421.93,9.38,99.958,80.291,912.4,0.8,1.915,80,False,False,variable_heavy,75.2,85.58,1,0,0,0,oil_process,particulate_mild,32.32,19.4,0.642,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-20T17:55:56,2,17.93,17.93,1.284,4.409,3.434,2.62,,,58.2,55.95,,23.26,32.69,44.2,13/11/9,72.2,0.569,53.4,6.2,,,,,67.42,27.305,89.02,64.15,,1.808,0.0082,53.1,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0013,0.0198,1.0,,183.28,149.28,13630.07,15091.52,9809.49,20373.55,physics_informed_nn,-1461.45,1242.39,1369.0,0.0001,0.0008,0.0177,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-29T03:41:33,2020-09-05T05:43:29,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,51961.5,5414.71,38.27,22421.93,13.33,99.941,82.321,912.4,0.8,7.266,80,False,False,variable_heavy,71.57,95.4,2,0,0,0,water,particulate_mild,83.06,41.2,0.396,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-21T02:53:54,3,26.9,26.9,1.479,6.016,4.067,2.653,,,60.5,53.14,,23.26,29.88,46.53,14/12/10,72.7,0.406,15.4,4.6,,,,,67.22,26.268,90.4,63.93,,0.812,0.0392,9.26,0.9886,normal,-0.00381272,0.0,False,contamination,none,A_healthy,0.002,0.0064,1.0,,512.64,138.99,13621.1,15476.49,10059.72,20893.26,xgboost_gradient,-1855.39,2149.37,1369.0,0.0001,0.0008,0.0178,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-06T13:08:33,2020-09-19T05:54:48,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,34784.29,5414.71,35.35,22421.93,13.94,99.938,86.095,912.4,0.8,4.997,80,False,False,variable_heavy,68.34,69.62,3,0,0,0,steam,none,35.5,29.11,3.351,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-21T11:51:52,4,35.86,35.86,1.555,5.992,3.854,2.801,,,63.1,55.25,,23.26,31.99,45.58,14/12/10,55.4,0.358,16.4,2.6,,,,,68.36,26.523,90.84,59.98,,0.666,0.0786,300.38,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0026,0.0058,1.0,,74.51,138.81,13612.14,14421.15,9373.74,19468.55,weibull_regression,-809.01,984.08,1369.0,0.0001,0.0008,0.0179,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-15T22:26:14,2020-08-13T05:50:17,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,50673.15,5414.71,28.85,22421.93,14.06,99.937,77.726,912.4,0.8,5.85,80,False,False,variable_heavy,65.57,94.35,4,0,0,0,none,water_ingress,50.71,201.68,3.597,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-21T20:49:51,5,44.83,44.83,1.649,6.239,3.783,2.645,,,57.96,60.31,,23.26,37.05,43.9,14/12/10,142.4,0.651,19.2,5.7,,,,,67.86,26.049,90.52,66.57,,0.091,0.0371,71.09,0.9911,normal,-0.00178179,0.0421,False,contamination,none,A_healthy,0.0033,0.004,1.0,,159.47,147.45,13603.17,16414.72,10669.57,22159.87,xgboost_gradient,-2811.55,2393.86,1369.0,0.0001,0.0008,0.0181,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-26T20:11:27,2020-10-23T05:20:34,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,20425.62,5414.71,50.01,22421.93,17.68,99.921,84.234,912.4,0.8,5.851,80,False,False,variable_heavy,64.58,83.57,5,0,0,0,oil_process,particulate_mild,60.39,3.37,5.928,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-22T05:47:49,6,53.8,53.8,1.454,6.492,4.466,2.841,,,59.14,58.04,,23.26,34.78,47.19,13/11/9,68.2,0.385,15.4,1.7,,,,,67.4,25.641,89.28,66.08,,0.215,0.1106,193.92,0.9824,normal,-0.0035271,0.0241,False,contamination,none,A_healthy,0.0039,0.005,1.0,,190.81,154.76,13594.2,15923.66,10350.38,21496.94,lstm_sequence,-2329.46,2240.2,1369.0,0.0001,0.0009,0.0182,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-16T23:37:34,2020-10-06T04:54:24,mixed,False,journeyman,False,34.0,,,none,none,108294.2,5658721.32,33989.37,5414.71,52.0,22421.93,14.81,99.934,79.318,912.4,0.8,7.547,80,False,False,variable_heavy,69.06,69.54,6,0,0,0,water,none,31.02,70.25,1.771,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-22T14:45:47,7,62.76,62.76,1.314,5.279,4.016,3.044,,,60.25,58.28,,23.26,35.02,45.96,14/12/10,100.0,0.323,12.3,3.3,,,,,67.72,27.09,90.0,64.82,,0.43,0.0123,281.76,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0046,0.0,1.0,,98.53,154.08,13585.24,14627.94,9508.16,19747.72,weibull_regression,-1042.71,1037.54,1369.0,0.0001,0.0009,0.0183,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-21T08:44:06,2020-08-21T16:30:56,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,28075.39,5414.71,50.11,22421.93,3.11,99.986,89.797,912.4,0.8,6.473,80,False,False,variable_heavy,70.65,75.56,7,0,0,0,steam,none,40.7,127.52,4.099,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-22T23:43:45,8,71.73,71.73,1.562,7.005,4.484,3.144,,,60.72,53.84,,23.26,30.58,47.63,13/11/9,62.1,0.414,35.8,4.7,,,,,68.88,27.587,89.83,65.16,,0.597,0.1699,285.86,0.9945,normal,0.00118812,0.0,False,contamination,erosion,A_healthy,0.0053,0.0,1.0,,164.28,134.41,13576.27,12983.77,8439.45,17528.09,xgboost_gradient,592.5,683.37,1369.0,0.0001,0.0009,0.0184,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-12-18T11:36:49,2020-06-24T19:55:58,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,20030.29,5414.71,46.1,22421.93,14.94,99.933,76.6,912.4,0.8,1.051,80,False,False,variable_heavy,72.52,80.72,8,0,0,0,gas_compressed_air,particulate_mild,37.51,120.22,0.112,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-23T08:41:44,9,80.7,80.7,1.652,5.297,3.206,2.824,,,60.13,57.73,,23.26,34.47,45.01,13/11/9,100.9,0.431,24.1,5.8,,,,,68.97,28.447,89.86,64.02,,0.219,0.0603,43.88,0.9917,normal,-0.00165302,0.012,False,contamination,none,A_healthy,0.0059,0.0056,1.0,,103.65,137.98,13567.3,15094.77,9811.6,20377.94,particle_filter,-1527.47,1853.16,1369.0,0.0001,0.0009,0.0185,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-31T20:04:51,2020-09-07T23:15:02,mixed,False,journeyman,False,26.0,,,none,none,108294.2,5658721.32,39285.0,5414.71,57.25,22421.93,26.09,99.884,85.97,912.4,0.8,1.624,80,False,False,variable_heavy,79.52,80.98,9,0,0,0,steam,particulate_mild,28.37,60.42,1.954,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-23T17:39:42,10,89.66,89.66,1.391,5.046,3.627,2.877,,,62.79,54.85,,23.26,31.59,48.23,14/12/10,104.3,0.548,38.4,9.8,,,,,68.54,27.23,88.64,67.74,,0.8,0.0246,77.78,0.9762,normal,-0.00298575,0.0107,False,contamination,none,A_healthy,0.0066,0.0047,1.0,,371.13,143.65,13558.34,11439.25,7435.51,15442.98,physics_informed_nn,2119.09,2078.5,1369.0,0.0001,0.001,0.0187,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-11-17T01:17:03,2020-05-01T21:01:12,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,33638.44,5414.71,55.71,22421.93,6.31,99.972,81.745,912.4,0.8,6.899,80,False,False,variable_heavy,63.58,87.16,10,0,0,0,water,none,75.57,16.61,3.45,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-24T02:37:40,11,98.63,98.63,1.536,5.376,3.5,3.36,,,62.21,59.14,,23.26,35.88,47.4,13/11/9,102.5,0.321,31.2,7.9,,,,,67.76,25.952,91.0,60.7,,1.45,0.0394,30.56,0.999,normal,0.00332185,0.0226,False,contamination,none,A_healthy,0.0072,0.0069,1.0,,215.89,149.77,13549.37,12719.8,8267.87,17171.73,physics_informed_nn,829.57,724.89,1369.0,0.0001,0.001,0.0188,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-12-14T02:31:43,2020-06-16T14:27:34,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,47722.81,5414.71,50.3,22421.93,16.74,99.925,84.66,912.4,0.8,3.082,80,False,False,variable_heavy,75.69,76.52,11,0,0,0,water,particulate_mild,21.54,86.24,0.239,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-24T11:35:38,12,107.59,107.59,1.5,5.805,3.87,3.694,,,59.03,54.92,,23.26,31.66,43.75,14/12/10,93.9,0.368,18.2,3.1,,,,,67.14,26.12,89.64,65.08,,0.387,0.0027,43.1,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0079,0.0089,1.0,,80.36,172.36,13540.41,11606.58,7544.27,15668.88,lstm_sequence,1933.83,1982.29,1369.0,0.0001,0.001,0.0189,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-11-21T06:52:53,2020-05-08T13:10:58,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,52694.34,5414.71,37.65,22421.93,6.56,99.971,83.25,912.4,0.8,7.538,80,False,False,variable_heavy,69.29,88.61,12,0,0,0,steam,none,88.31,19.08,2.423,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-24T20:33:36,13,116.56,116.56,1.776,6.127,3.45,3.056,,,62.31,58.71,,23.26,35.45,45.88,13/11/9,59.5,0.323,14.1,2.3,,,,,68.35,26.311,91.54,64.94,,1.229,0.0035,57.6,1.0,normal,0.00109951,0.0133,False,contamination,none,A_healthy,0.0085,0.0036,1.0,,30.96,134.61,13531.44,10705.86,6958.81,14452.92,physics_informed_nn,2825.57,3279.86,1369.0,0.0001,0.001,0.019,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-11-02T21:29:33,2020-04-07T00:32:43,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,24944.4,5414.71,57.81,22421.93,17.57,99.922,83.545,912.4,0.8,1.036,80,False,False,variable_heavy,73.87,83.23,13,0,0,0,oil_hydraulic,water_ingress,65.25,118.58,5.09,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-25T05:31:35,14,125.53,125.53,1.519,4.653,3.064,3.051,,,60.36,56.42,,23.26,33.15,44.93,13/11/9,104.0,0.414,41.6,9.2,,,,,67.15,27.71,90.67,66.22,,0.079,0.0493,84.5,0.996,normal,0.00084339,0.0209,False,contamination,none,A_healthy,0.0092,0.0132,1.0,,221.79,160.79,13522.47,15362.8,9985.82,20739.78,lstm_sequence,-1840.33,2373.18,1369.0,0.0001,0.001,0.0192,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-08T06:55:34,2020-09-19T07:54:22,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,40500.95,5414.71,45.89,22421.93,7.26,99.968,84.387,912.4,0.8,5.963,80,False,False,variable_heavy,70.07,98.51,14,0,0,0,oil_hydraulic,particulate_mild,57.77,74.44,1.79,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-25T14:29:33,15,134.49,134.49,1.715,5.295,3.088,3.031,,,59.51,55.2,,23.26,31.94,49.99,14/12/10,61.4,0.402,7.6,1.5,,,,,68.09,28.032,89.61,64.43,,0.344,0.0458,220.31,0.9881,normal,0.00238264,0.0209,False,contamination,none,A_healthy,0.0099,0.0,1.0,,144.65,133.83,13513.51,12010.91,7807.09,16214.73,lstm_sequence,1502.6,1945.06,1369.0,0.0002,0.0011,0.0193,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-11-30T19:56:51,2020-05-23T23:45:58,mixed,False,specialist,False,20.0,,,none,none,108294.2,5658721.32,45957.52,5414.71,24.5,22421.93,13.74,99.939,84.88,912.4,0.8,7.207,80,False,False,variable_heavy,70.07,87.65,15,0,0,0,gas_compressed_air,none,83.71,0.27,6.64,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-25T23:27:31,16,143.46,143.46,1.52,5.898,3.879,3.023,,,60.36,52.68,,23.26,29.41,46.85,13/11/9,113.5,0.302,44.1,13.1,,,,,66.02,27.034,90.67,63.24,,0.051,0.0163,271.55,1.0,normal,0.00020524,0.0,False,contamination,none,A_healthy,0.0105,0.0,1.0,,97.89,165.78,13504.54,14947.86,9716.11,20179.6,physics_informed_nn,-1443.31,1170.03,1369.0,0.0002,0.0011,0.0194,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-31T09:23:10,2020-09-05T09:08:08,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,52945.56,5414.71,42.94,22421.93,18.78,99.916,88.034,912.4,0.8,6.778,80,False,False,variable_heavy,56.4,78.38,16,0,0,0,oil_process,none,39.24,31.44,2.293,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-26T08:25:29,17,152.42,152.42,1.452,3.881,2.673,2.74,,,59.26,54.69,,23.26,31.43,46.2,13/11/9,79.4,0.375,85.2,18.7,,,,,69.02,26.517,90.41,66.41,,0.406,0.0274,100.77,0.9839,normal,-0.00322278,0.0286,False,contamination,none,A_healthy,0.0112,0.0,1.0,,236.92,135.27,13495.58,15270.67,9925.93,20615.4,particle_filter,-1775.09,1891.11,1369.0,0.0002,0.0011,0.0195,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-07T11:45:28,2020-09-17T04:29:27,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,48590.62,5414.71,54.82,22421.93,17.54,99.922,79.784,912.4,0.8,5.427,80,False,False,variable_heavy,71.17,98.8,17,0,0,0,steam,none,61.4,10.05,2.442,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-26T17:23:28,18,161.39,161.39,1.514,6.16,4.07,3.372,,,55.69,58.48,,23.26,35.22,46.27,15/13/11,103.3,0.811,15.3,3.0,,,,,66.53,27.332,90.27,65.32,,0.635,0.1655,73.23,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0118,0.0,1.0,,86.77,162.12,13486.61,12012.39,7808.06,16216.73,physics_informed_nn,1474.22,1410.92,1369.0,0.0002,0.0011,0.0197,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-12-01T23:35:15,2020-05-25T03:55:31,mixed,False,specialist,False,32.0,,,none,none,108294.2,5658721.32,34408.65,5414.71,59.65,22421.93,5.29,99.976,83.965,912.4,0.8,4.668,80,False,False,variable_heavy,75.35,89.67,18,0,0,0,none,none,62.2,41.91,5.612,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-27T02:21:26,19,170.36,170.36,1.687,6.546,3.879,3.841,,,58.77,51.19,,23.26,27.93,46.59,14/12/10,86.1,0.396,26.9,6.0,,,,,66.96,27.628,87.11,68.07,,0.421,0.0267,184.71,0.9824,normal,-0.00270138,0.0,False,contamination,none,A_healthy,0.0125,0.0,1.0,,182.37,143.52,13477.64,14224.39,9245.85,19202.92,xgboost_gradient,-746.75,966.74,1369.0,0.0002,0.0012,0.0198,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-01-17T10:33:06,2020-08-11T21:05:16,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,40269.35,5414.71,50.08,22421.93,15.35,99.932,85.823,912.4,0.8,3.197,80,False,False,variable_heavy,64.94,88.27,19,0,0,0,oil_process,particulate_mild,76.83,2.31,2.809,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-27T11:19:24,20,179.32,179.32,1.313,5.627,4.285,2.722,,,60.18,51.04,,23.26,27.78,44.77,13/11/9,158.5,0.307,20.7,4.0,,,,,67.26,27.078,90.73,63.57,,2.231,0.0297,288.19,1.0,normal,0.0023849,0.0301,False,contamination,none,A_healthy,0.0131,0.0,1.0,,266.06,148.67,13468.68,10992.39,7145.05,14839.72,physics_informed_nn,2476.29,2089.7,1369.0,0.0002,0.0012,0.0199,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-11-11T11:31:00,2020-04-19T18:51:07,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,18023.33,5414.71,34.86,22421.93,15.55,99.931,84.519,912.4,0.8,2.279,80,False,False,variable_heavy,68.45,84.48,20,0,0,0,gas_compressed_air,water_ingress,78.42,49.19,0.329,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-27T20:17:22,21,188.29,188.29,1.473,4.066,2.76,2.497,,,58.07,57.27,,23.26,34.0,46.62,14/12/10,68.1,0.348,53.6,8.9,,,,,67.05,25.602,89.92,64.66,,1.08,0.024,170.2,1.0,normal,0.0,0.0125,False,contamination,none,A_healthy,0.0138,0.0114,1.0,,51.39,143.85,13459.71,15582.47,10128.6,21036.33,kalman_filter,-2122.76,2075.73,1369.0,0.0002,0.0012,0.02,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-15T11:31:21,2020-09-29T17:23:08,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,47111.34,5414.71,23.22,22421.93,5.52,99.975,79.545,912.4,0.8,1.013,80,False,False,variable_heavy,70.57,76.11,21,0,0,0,water,particulate_mild,39.53,67.73,0.853,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-28T05:15:21,22,197.26,197.26,1.601,6.036,3.77,2.244,,,61.93,55.75,,23.26,32.49,43.16,14/12/10,77.8,0.497,23.9,2.5,,,,,69.24,28.487,89.32,64.68,,0.739,0.0197,50.91,0.9868,normal,0.00058031,0.0091,False,contamination,none,A_healthy,0.0145,0.0071,1.0,,221.81,153.99,13450.74,11037.89,7174.63,14901.16,kalman_filter,2412.85,2321.09,1369.0,0.0002,0.0012,0.0202,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-11-13T04:12:09,2020-04-22T03:27:54,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,26226.26,5414.71,36.98,22421.93,9.22,99.959,77.846,912.4,0.8,5.059,80,False,False,variable_heavy,61.57,79.12,22,0,0,0,oil_process,particulate_mild,67.89,117.15,1.444,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-28T14:13:19,23,206.22,206.22,1.449,4.727,3.263,3.077,,,58.21,55.29,,23.26,32.03,47.03,14/12/10,59.4,0.592,29.5,7.1,,,,,68.86,28.86,88.42,66.29,,0.098,0.0869,84.42,0.9945,normal,-0.00109805,0.0,False,contamination,none,A_healthy,0.0151,0.0105,1.0,,198.46,129.73,13441.78,11950.29,7767.69,16132.89,weibull_regression,1491.49,1661.39,1369.0,0.0002,0.0013,0.0203,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2019-12-02T13:22:01,2020-05-24T19:58:07,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,25052.71,5414.71,54.56,22421.93,30.95,99.862,78.519,912.4,0.8,7.795,80,False,False,variable_heavy,55.09,89.54,23,0,0,0,oil_hydraulic,none,69.42,0.13,0.127,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-28T23:11:17,24,215.19,215.19,1.445,4.349,3.009,2.923,,,62.17,56.18,,23.26,32.91,47.89,13/11/9,490.6,0.439,46.2,9.6,,,,,68.06,25.968,91.11,62.75,,0.49,0.0089,16.3,1.0,normal,0.003511,0.001,False,contamination,none,A_healthy,0.0158,0.0217,1.0,,32.16,151.37,13432.81,15085.19,9805.38,20365.01,lstm_sequence,-1652.38,1461.98,1369.0,0.0002,0.0013,0.0204,2.265,17378.0,1.0,1e-06,False,none,none,,,,,,2020-02-06T05:47:04,2020-09-13T05:36:07,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,20957.31,5414.71,33.31,22421.93,11.34,99.949,87.458,912.4,0.8,7.509,80,False,False,variable_heavy,65.96,92.47,24,0,0,0,none,particulate_mild,59.79,100.09,0.675,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-29T08:09:15,25,224.15,224.15,1.425,5.153,3.615,2.812,,,61.37,53.35,,23.26,30.09,44.87,14/12/10,63.1,0.354,23.9,7.0,,,,,68.25,28.135,89.06,64.93,,1.478,0.0032,125.37,0.9924,normal,-0.0015285,0.0,False,contamination,none,A_healthy,0.0164,0.0,1.0,,92.64,142.67,13423.85,14575.52,9474.09,19676.95,xgboost_gradient,-1151.68,976.35,1369.0,0.0002,0.0013,0.0205,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-01-26T23:54:53,2020-08-26T13:20:50,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,36422.68,5414.71,52.29,22421.93,10.0,99.955,86.414,912.4,0.8,1.366,80,False,False,variable_heavy,66.59,90.68,25,0,0,0,oil_hydraulic,particulate_mild,52.01,20.47,0.21,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-29T17:07:13,26,233.12,233.12,1.395,5.349,3.834,3.577,,,57.74,55.09,,23.26,31.83,47.63,13/11/9,111.3,0.36,12.4,3.4,,,,,67.9,27.215,89.99,65.23,,0.037,0.0374,4.51,1.0,normal,0.0,0.0463,False,contamination,none,A_healthy,0.0171,0.0009,1.0,,64.03,160.57,13414.88,12491.48,8119.46,16863.5,kalman_filter,923.4,784.98,1369.0,0.0002,0.0013,0.0207,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-14T22:51:43,2020-06-14T02:52:52,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,40975.47,5414.71,36.14,22421.93,20.05,99.911,83.604,912.4,0.8,4.36,80,False,False,variable_heavy,67.91,86.2,26,0,0,0,oil_hydraulic,water_ingress,49.64,3.57,5.864,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-30T02:05:12,27,242.09,242.09,1.367,5.361,3.92,2.592,,,60.53,55.59,,23.26,32.32,45.54,14/12/10,100.3,0.522,23.3,4.4,,,,,66.23,27.138,90.69,65.9,,0.378,0.1674,61.0,0.9911,normal,0.00086833,0.038,False,contamination,none,A_healthy,0.0177,0.0121,1.0,,118.33,144.07,13405.91,11913.04,7743.48,16082.6,xgboost_gradient,1492.87,1404.55,1369.0,0.0002,0.0014,0.0208,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-03T06:36:22,2020-05-25T00:10:11,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,26151.87,5414.71,44.93,22421.93,5.97,99.973,83.243,912.4,0.8,1.213,80,False,False,variable_heavy,56.47,84.68,27,0,0,0,oil_hydraulic,none,32.99,10.36,3.56,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-30T11:03:10,28,251.05,251.05,1.946,6.714,3.45,2.98,,,61.09,54.91,,23.26,31.65,47.6,14/12/10,54.3,0.303,51.6,9.4,,,,,67.55,26.317,91.44,65.38,,0.488,0.0289,53.84,0.9988,normal,0.00085452,0.0194,False,contamination,none,A_healthy,0.0184,0.0,1.0,,70.69,171.88,13396.95,15571.76,10121.64,21021.87,particle_filter,-2174.81,1803.6,1369.0,0.0002,0.0014,0.0209,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-02-17T20:55:54,2020-10-01T23:02:49,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,31125.72,5414.71,55.38,22421.93,9.28,99.959,77.979,912.4,0.8,2.862,80,False,False,variable_heavy,62.58,78.94,28,0,0,0,gas_compressed_air,particulate_mild,89.27,40.79,0.88,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-30T20:01:08,29,260.02,260.02,1.568,6.198,3.952,3.212,,,62.74,56.35,,23.26,33.09,47.02,14/12/10,101.8,0.449,10.6,2.5,,,,,68.73,28.339,89.32,64.92,,0.22,0.0806,97.79,0.9804,normal,-0.003925,0.0,False,contamination,none,A_healthy,0.0191,0.0016,1.0,,249.04,133.59,13387.98,12398.71,8059.16,16738.26,lstm_sequence,989.27,1043.65,1369.0,0.0002,0.0014,0.0211,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-14T03:22:34,2020-06-11T22:55:34,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,39315.73,5414.71,44.54,22421.93,12.56,99.944,83.265,912.4,0.8,1.091,80,False,False,variable_heavy,69.84,90.41,29,1,0,0,none,water_ingress,66.18,20.33,2.127,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-31T04:59:06,30,268.99,268.99,1.362,3.876,2.847,2.682,,,62.02,59.23,,23.26,35.96,45.12,14/12/10,125.0,0.531,19.7,2.3,,,,,68.03,26.16,89.62,66.86,,0.633,0.0563,152.12,1.0,normal,0.0015285,0.0031,False,contamination,none,A_healthy,0.0197,0.0045,1.0,,46.27,148.28,13379.01,12649.36,8222.08,17076.64,particle_filter,729.65,806.89,1369.0,0.0003,0.0014,0.0212,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-19T17:39:56,2020-06-21T04:56:30,mixed,False,journeyman,False,82.0,,,none,none,108294.2,5658721.32,25585.91,5414.71,27.18,22421.93,18.24,99.919,79.278,912.4,0.8,3.407,80,False,False,variable_heavy,82.1,92.26,30,0,0,0,gas_compressed_air,chemical_contamination,38.13,53.78,2.002,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-31T13:57:05,31,277.95,277.95,1.501,4.508,3.004,2.611,,,62.51,54.09,,23.26,30.83,44.43,15/13/11,72.9,0.375,53.4,7.1,,,,,67.37,28.015,89.24,66.3,,0.2,0.0153,65.75,0.9892,normal,-0.00216654,0.0,False,contamination,none,A_healthy,0.0204,0.0053,1.0,,155.94,143.95,13370.05,14863.63,9661.36,20065.9,kalman_filter,-1493.58,1256.77,1369.0,0.0003,0.0015,0.0213,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-02-04T05:45:56,2020-09-08T00:02:08,mixed,False,specialist,False,66.0,,,none,none,108294.2,5658721.32,33423.97,5414.71,24.37,22421.93,11.69,99.948,79.838,912.4,0.8,4.936,80,False,False,variable_heavy,60.92,102.64,31,0,0,0,oil_hydraulic,none,63.97,1.96,1.789,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-03-31T22:55:03,32,286.92,286.92,1.707,6.944,4.067,3.409,,,57.3,55.76,,23.26,32.5,47.86,13/11/9,74.3,0.442,18.2,3.4,,,,,68.42,28.201,90.37,63.98,,0.017,0.0008,57.9,0.9985,normal,0.00147679,0.0,False,contamination,none,A_healthy,0.021,0.0052,1.0,,22.28,147.06,13361.08,14873.0,9667.45,20078.54,lstm_sequence,-1511.91,1557.7,1369.0,0.0003,0.0015,0.0214,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-02-04T19:24:55,2020-09-08T16:57:50,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,26236.32,5414.71,26.01,22421.93,15.21,99.932,78.565,912.4,0.8,2.321,80,False,False,variable_heavy,59.57,83.73,32,0,0,0,steam,particulate_severe,64.06,148.32,1.177,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-01T07:53:01,33,295.88,295.88,1.408,4.377,3.109,3.455,,,57.28,56.75,,23.26,33.48,46.4,13/11/9,104.6,0.348,15.3,4.1,,,,,67.91,27.528,90.33,64.93,,0.359,0.019,6.26,1.0,normal,0.00024353,0.0154,False,contamination,none,A_healthy,0.0217,0.0049,1.0,,112.34,152.84,13352.12,12253.54,7964.8,16542.27,physics_informed_nn,1098.58,1278.23,1369.0,0.0003,0.0015,0.0216,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-12T14:39:07,2020-06-08T07:23:23,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,39665.76,5414.71,58.59,22421.93,14.06,99.937,80.688,912.4,0.8,1.015,80,False,False,variable_heavy,73.18,78.53,33,0,0,0,oil_hydraulic,particulate_mild,41.5,68.88,0.407,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-01T16:50:59,34,304.85,304.85,1.653,5.48,3.315,2.749,,,58.88,54.34,,23.26,31.08,47.56,14/12/10,91.6,0.345,24.3,5.8,,,,,68.2,26.996,88.28,65.51,,0.378,0.0102,7.08,1.0,normal,0.003925,0.0279,False,contamination,none,A_healthy,0.0223,0.0019,1.0,,13.2,173.88,13343.15,14705.33,9558.46,19852.2,lstm_sequence,-1362.18,1359.91,1369.0,0.0003,0.0015,0.0217,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-02-02T01:30:54,2020-09-03T12:22:50,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,17697.02,5414.71,45.43,22421.93,7.24,99.968,83.553,912.4,0.8,7.283,80,False,False,variable_heavy,69.28,85.99,34,1,0,0,none,none,38.44,8.84,1.265,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-02T01:48:57,35,313.82,313.82,1.43,5.779,4.043,3.107,,,57.54,49.88,,23.26,26.62,50.07,14/12/10,110.1,0.706,10.8,1.3,,,,,68.41,26.564,88.55,64.51,,0.192,0.0005,40.54,0.9952,normal,-0.00095015,0.0641,False,contamination,none,A_healthy,0.023,0.0,1.0,,261.34,152.06,13334.18,12053.39,7834.71,16272.08,physics_informed_nn,1280.79,1524.12,1369.0,0.0003,0.0016,0.0218,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-09T04:30:48,2020-06-01T23:12:05,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,26237.96,5414.71,50.75,22421.93,7.84,99.965,83.362,912.4,0.8,1.001,80,False,False,variable_heavy,61.62,71.35,35,0,0,0,none,none,54.78,16.21,0.447,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-02T10:46:56,36,322.78,322.78,1.567,7.027,4.484,3.406,,,55.35,54.76,,23.26,31.49,45.6,14/12/10,107.9,0.471,35.9,9.4,,,,,67.23,25.803,89.52,65.68,,0.015,0.0805,3.58,1.0,normal,0.00216654,0.0,False,contamination,none,A_healthy,0.0237,0.0041,1.0,,36.85,125.77,13325.22,11956.8,7771.92,16141.68,xgboost_gradient,1368.42,1623.22,1369.0,0.0003,0.0016,0.022,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-07T13:10:50,2020-05-29T22:03:35,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,30092.9,5414.71,46.87,22421.93,8.45,99.962,84.251,912.4,0.8,2.79,80,False,False,variable_heavy,63.6,79.32,36,0,0,0,oil_hydraulic,chemical_contamination,32.11,101.4,7.174,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-02T19:44:54,36,331.75,331.75,1.814,7.346,4.049,2.856,,,60.7,56.93,,23.26,33.67,46.67,13/11/9,107.3,0.451,50.9,11.9,,,,,67.36,26.938,89.17,67.27,,0.471,0.0111,0.33,0.9834,normal,-0.00302977,0.0168,False,contamination,none,A_healthy,0.0243,0.0043,1.0,,207.54,150.32,13316.25,16119.35,10477.58,21761.12,xgboost_gradient,-2803.1,2476.65,1369.0,0.0003,0.0016,0.0221,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-03-03T15:25:23,2020-10-24T17:11:43,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,16735.25,5414.71,59.56,22421.93,86.06,99.618,83.001,912.4,0.8,3.012,80,False,False,variable_heavy,66.24,82.02,36,1,0,0,none,particulate_mild,76.45,20.52,0.264,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-03T04:42:52,37,340.71,340.71,1.614,4.168,2.582,3.334,,,59.49,52.89,,23.26,29.63,45.96,14/12/10,106.7,0.415,27.0,6.4,,,,,67.35,27.405,90.72,68.29,,1.557,0.0611,151.55,0.9915,normal,-0.00170539,0.0,False,contamination,contamination,A_healthy,0.025,0.0216,1.0,,113.94,149.93,13307.29,12188.29,7922.39,16454.2,weibull_regression,1118.99,1055.98,1369.0,0.0003,0.0016,0.0222,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2019-12-13T02:51:42,2020-06-07T20:45:53,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,38225.67,5414.71,49.64,22421.93,6.85,99.969,87.313,912.4,0.8,6.997,80,False,False,variable_heavy,64.47,88.53,37,0,0,0,oil_process,particulate_mild,22.37,1.29,4.162,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-03T13:40:50,38,349.68,349.68,1.485,5.526,3.721,2.865,,,58.26,59.05,,23.26,35.78,47.15,14/12/10,62.7,0.47,18.5,3.2,,,,,68.13,28.308,88.36,68.46,,0.352,0.0199,91.34,0.9864,normal,-0.00272297,0.0,False,contamination,none,A_healthy,0.0256,0.0083,1.0,,300.29,146.5,13298.32,14457.7,9397.5,19517.89,physics_informed_nn,-1159.38,1325.64,1369.0,0.0003,0.0017,0.0223,2.265,17378.0,0.9999,1e-06,False,none,none,,,,,,2020-01-29T18:31:46,2020-08-27T14:43:24,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,27933.95,5414.71,24.74,22421.93,19.49,99.913,76.847,912.4,0.8,4.573,80,False,False,variable_heavy,75.38,84.49,38,0,0,0,water,particulate_mild,43.08,23.01,2.357,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-03T22:38:49,39,358.65,358.65,1.635,4.902,2.998,3.133,,,58.24,58.01,,23.26,34.75,46.99,14/12/10,105.1,0.392,33.8,6.3,,,,,67.91,27.246,89.3,64.43,,0.583,0.011,72.13,0.9869,normal,-0.00167506,0.0,False,contamination,none,A_healthy,0.0263,0.0099,1.0,,316.62,140.47,13289.35,12344.02,8023.61,16664.42,xgboost_gradient,945.33,799.77,1369.0,0.0003,0.0017,0.0225,2.265,17378.0,0.9998,1e-06,False,none,none,,,,,,2019-12-17T02:39:22,2020-06-14T03:03:45,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,53349.61,5414.71,41.5,22421.93,8.67,99.961,89.534,912.4,0.8,7.76,80,False,False,variable_heavy,75.9,86.61,39,1,0,0,oil_hydraulic,none,63.02,0.66,3.392,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-04T07:36:47,40,367.61,367.61,1.475,5.261,3.566,3.066,,,50.77,60.59,,23.26,37.33,44.82,14/12/10,73.0,0.332,49.2,11.3,,,,,68.15,25.977,88.84,66.95,,0.15,0.0056,50.76,0.9993,normal,-0.00013078,0.0271,False,contamination,none,A_healthy,0.0269,0.02,1.0,,213.23,150.15,13280.39,11361.29,7384.84,15337.74,physics_informed_nn,1919.1,1630.93,1369.0,0.0003,0.0017,0.0226,2.265,17378.0,0.9998,1e-06,False,none,none,,,,,,2019-11-27T00:15:23,2020-05-10T16:42:24,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,27094.43,5414.71,22.94,22421.93,4.92,99.978,81.901,912.4,0.8,5.437,80,False,False,variable_heavy,72.05,76.6,40,1,0,0,oil_process,none,70.27,23.91,0.821,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-04T16:34:45,41,376.58,376.58,1.58,4.885,3.091,3.367,,,57.38,54.98,,23.26,31.72,47.7,13/11/9,156.8,0.369,59.2,9.4,,,,,68.29,28.007,89.46,66.94,,0.583,0.0014,233.78,0.9876,normal,0.00084,0.006,False,contamination,corrosion_fatigue,A_healthy,0.0276,0.0,1.0,,400.74,148.3,13271.42,13899.74,9034.83,18764.64,lstm_sequence,-628.32,553.18,1369.0,0.0003,0.0017,0.0227,2.265,17378.0,0.9998,1.02e-06,False,none,none,,,,,,2020-01-19T06:26:50,2020-08-08T23:21:18,mixed,False,specialist,False,20.0,,,none,none,108294.2,5658721.32,42932.04,5414.71,43.04,22421.93,25.78,99.885,78.179,912.4,0.8,2.678,80,False,False,variable_heavy,69.94,85.9,41,0,0,0,water,particulate_mild,81.51,1.51,3.301,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-05T01:32:43,42,385.55,385.55,1.392,4.713,3.386,3.19,,,58.76,52.5,,23.26,29.24,47.02,13/11/9,87.8,0.387,29.7,3.1,,,,,68.35,26.558,90.38,66.35,,0.339,0.0172,45.4,1.0,normal,0.00170539,0.0,False,contamination,none,A_healthy,0.0282,0.0206,1.0,,251.62,153.39,13262.45,12162.56,7905.67,16419.46,physics_informed_nn,1099.89,1037.46,1369.0,0.0004,0.0018,0.0229,2.265,17378.0,0.9998,1.05e-06,False,none,none,,,,,,2019-12-14T10:49:40,2020-06-08T19:43:31,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,28035.3,5414.71,29.42,22421.93,4.48,99.98,90.023,912.4,0.8,4.81,80,False,False,variable_heavy,69.2,90.79,42,0,0,0,water,none,82.25,51.32,4.424,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-05T10:30:42,43,394.51,394.51,1.486,4.191,2.82,3.544,,,62.34,54.79,,23.26,31.53,45.38,13/11/9,56.7,0.339,15.7,4.6,,,,,66.94,26.797,92.87,66.49,,1.062,0.1749,103.59,1.0,normal,0.00272297,0.0162,False,contamination,lubrication_starvation,A_healthy,0.0289,0.0072,1.0,,161.42,131.96,13253.49,14765.05,9597.28,19932.82,xgboost_gradient,-1511.56,1869.36,1369.0,0.0004,0.0018,0.023,2.265,17378.0,0.9998,1.09e-06,False,none,none,,,,,,2020-02-07T01:02:08,2020-09-09T08:48:09,mixed,False,master_technician,False,89.0,,,none,none,108294.2,5658721.32,41402.62,5414.71,50.93,22421.93,17.48,99.922,87.3,912.4,0.8,5.627,80,False,False,variable_heavy,77.59,86.6,43,1,0,0,water,particulate_mild,36.88,16.78,2.108,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-05T19:28:40,44,403.48,403.48,1.328,5.25,3.952,3.508,,,56.82,57.17,,23.26,33.91,46.82,15/13/11,64.9,0.332,39.7,9.6,,,,,67.22,25.825,88.75,64.23,,0.087,0.0475,160.35,0.9994,normal,0.0025035,0.0266,False,contamination,adhesive_wear,A_healthy,0.0296,0.0121,1.0,,72.66,146.88,13244.52,11442.11,7437.37,15446.84,lstm_sequence,1802.42,1839.42,1369.0,0.0004,0.0018,0.0231,2.265,17378.0,0.9998,1.12e-06,False,none,none,,,,,,2019-11-30T04:31:51,2020-05-15T01:16:04,mixed,False,journeyman,False,7.0,,,none,none,108294.2,5658721.32,43259.13,5414.71,31.18,22421.93,9.12,99.959,88.195,912.4,0.8,2.297,80,False,False,variable_heavy,76.8,95.4,44,1,0,0,water,chemical_contamination,70.58,98.47,3.582,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-06T04:26:38,45,412.44,412.44,1.484,5.636,3.799,3.25,,,60.94,53.62,,23.26,30.36,47.67,13/11/9,65.5,0.342,11.5,2.7,,,,,67.62,27.209,88.14,65.72,,0.556,0.0021,44.0,0.9844,normal,-0.00299086,0.005,False,contamination,none,A_healthy,0.0302,0.0044,1.0,,285.05,149.58,13235.56,11488.8,7467.72,15509.88,xgboost_gradient,1746.75,2147.78,1369.0,0.0004,0.0018,0.0233,2.265,17378.0,0.9998,1.15e-06,False,none,none,,,,,,2019-12-01T12:50:44,2020-05-17T01:55:37,mixed,False,oem_certified,False,56.0,,,none,none,108294.2,5658721.32,35321.31,5414.71,58.73,22421.93,5.44,99.976,83.89,912.4,0.8,7.858,80,False,False,variable_heavy,62.09,83.04,45,1,0,0,water,none,62.71,71.67,0.129,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-06T13:24:36,46,421.41,421.41,1.675,6.177,3.687,2.686,,,63.76,52.33,,23.26,29.07,46.63,13/11/9,72.0,0.322,16.7,4.3,,,,,67.04,25.85,89.95,66.7,,0.585,0.0247,24.05,1.0,normal,0.00248713,0.0192,False,contamination,none,A_healthy,0.0309,0.0,1.0,,40.86,157.78,13226.59,14656.91,9526.99,19786.82,physics_informed_nn,-1430.32,1752.44,1369.0,0.0004,0.0019,0.0234,2.265,17378.0,0.9998,1.18e-06,False,none,none,,,,,,2020-02-05T21:51:45,2020-09-06T15:46:46,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,43785.49,5414.71,37.81,22421.93,13.95,99.938,79.46,912.4,0.8,5.051,80,False,False,variable_heavy,68.47,97.2,46,0,0,0,gas_compressed_air,none,49.39,185.53,4.21,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-06T22:22:34,47,430.38,430.38,1.428,5.691,3.986,2.92,,,59.25,54.46,,23.26,31.19,47.04,13/11/9,127.6,0.353,31.6,8.6,,,,,67.06,27.633,90.71,67.25,,0.182,0.0697,34.0,0.9914,normal,-0.00172627,0.0011,False,contamination,none,A_healthy,0.0315,0.0107,1.0,,170.1,145.11,13217.62,11849.51,7702.18,15996.84,lstm_sequence,1368.11,1548.74,1369.0,0.0004,0.0019,0.0235,2.265,17378.0,0.9998,1.21e-06,False,none,none,,,,,,2019-12-09T19:07:55,2020-05-30T14:27:40,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,27752.35,5414.71,50.99,22421.93,9.27,99.959,87.992,912.4,0.8,6.245,80,False,False,variable_heavy,71.52,77.26,47,0,0,0,none,none,84.6,70.28,5.65,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-07T07:20:33,48,439.34,439.34,1.597,5.558,3.481,3.13,,,58.71,56.36,,23.26,33.09,43.72,13/11/9,53.1,0.387,27.6,4.4,,,,,66.88,27.388,88.72,65.45,,0.159,0.0331,11.56,0.9971,normal,-0.00057749,0.0099,False,contamination,none,A_healthy,0.0322,0.0149,1.0,,148.03,166.74,13208.66,12327.13,8012.64,16641.63,lstm_sequence,881.52,773.85,1369.0,0.0004,0.0019,0.0236,2.265,17378.0,0.9998,1.24e-06,False,none,none,,,,,,2019-12-20T02:54:32,2020-06-16T21:24:20,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,34807.02,5414.71,56.9,22421.93,6.81,99.97,86.422,912.4,0.8,4.703,80,False,False,variable_heavy,70.89,88.45,48,0,0,0,water,none,84.25,45.82,1.571,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-07T16:18:31,49,448.31,448.31,1.382,5.679,4.109,3.017,,,63.66,56.14,,23.26,32.88,44.58,14/12/10,150.9,0.421,26.6,2.7,,,,,68.2,27.547,88.78,65.27,,0.765,0.0366,169.91,0.9643,normal,-0.00701188,0.0,False,contamination,none,A_healthy,0.0328,0.0176,1.0,,546.1,122.36,13199.69,11568.71,7519.66,15617.75,particle_filter,1630.98,1342.14,1369.0,0.0004,0.002,0.0238,2.265,17378.0,0.9997,1.28e-06,False,none,none,,,,,,2019-12-04T16:39:43,2020-05-21T09:42:34,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,18662.19,5414.71,21.03,22421.93,7.98,99.964,84.448,912.4,0.8,2.343,80,False,False,variable_heavy,63.89,90.72,49,1,0,0,steam,none,72.59,229.83,0.345,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-08T01:16:29,50,457.27,457.27,1.466,4.074,2.778,3.65,,,63.25,56.44,,23.26,33.18,47.12,13/11/9,62.4,0.583,14.2,2.7,,,,,65.94,25.477,90.81,65.45,,0.49,0.2224,327.76,0.9868,normal,0.00048992,0.0304,False,contamination,none,A_healthy,0.0335,0.0,1.0,,166.19,154.8,13190.73,11606.95,7544.52,15669.38,xgboost_gradient,1583.78,1471.48,1369.0,0.0004,0.002,0.0239,2.265,17378.0,0.9997,1.31e-06,False,none,none,,,,,,2019-12-05T20:44:55,2020-05-23T03:10:50,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,17269.4,5414.71,54.49,22421.93,13.79,99.939,85.756,912.4,0.8,2.361,80,False,False,variable_heavy,63.47,78.07,50,1,0,0,oil_hydraulic,particulate_mild,39.73,49.3,1.465,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-08T10:14:27,51,466.24,466.24,1.371,3.548,2.588,3.339,,,58.93,58.5,,23.26,35.24,44.35,12/10/8,77.6,0.417,69.3,15.2,,,,,68.36,28.104,88.09,66.65,,0.87,0.0953,85.9,0.9918,normal,-0.00164152,0.0539,False,contamination,none,A_healthy,0.0342,0.0168,1.0,,124.63,147.48,13181.76,10240.77,6656.5,13825.04,kalman_filter,2940.99,3023.14,1369.0,0.0004,0.002,0.024,2.265,17378.0,0.9997,1.34e-06,False,none,none,,,,,,2019-11-07T18:37:37,2020-04-05T02:53:50,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,19879.22,5414.71,55.56,22421.93,23.05,99.897,84.713,912.4,0.8,7.839,80,False,False,variable_heavy,80.1,87.08,51,1,0,0,water,particulate_mild,38.48,49.73,2.618,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-08T19:12:26,52,475.21,475.21,1.516,6.605,4.358,3.141,,,65.29,55.17,,23.26,31.9,47.52,14/12/10,107.8,0.458,35.7,4.5,,,,,66.95,27.543,90.55,65.43,,1.714,0.0419,96.21,0.9813,normal,-0.00200455,0.0478,False,contamination,none,A_healthy,0.0348,0.0137,1.0,,343.34,154.58,13172.79,14949.25,9717.01,20181.48,kalman_filter,-1776.45,1838.32,1369.0,0.0004,0.002,0.0242,2.265,17378.0,0.9997,1.37e-06,False,none,none,,,,,,2020-02-14T05:49:50,2020-09-19T06:04:01,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,25356.81,5414.71,51.96,22421.93,7.85,99.965,85.734,912.4,0.8,3.39,80,False,False,variable_heavy,66.61,112.32,52,0,0,0,water,particulate_severe,75.29,10.41,0.029,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-09T04:10:24,53,484.17,484.17,1.491,4.174,2.799,3.391,,,59.41,52.38,,23.26,29.12,45.68,14/12/10,94.2,0.331,23.3,5.1,,,,,66.72,27.301,90.32,64.24,,0.145,0.0192,126.26,0.9924,normal,-0.00093513,0.0,False,contamination,none,A_healthy,0.0355,0.0115,1.0,,82.57,139.01,13163.83,14760.09,9594.06,19926.13,weibull_regression,-1596.27,1347.04,1369.0,0.0004,0.0021,0.0243,2.265,17378.0,0.9997,1.41e-06,False,none,none,,,,,,2020-02-10T16:13:14,2020-09-12T22:15:13,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,27930.43,5414.71,53.24,22421.93,18.59,99.917,83.828,912.4,0.8,1.531,80,False,False,variable_heavy,59.78,80.23,53,1,0,0,oil_process,particulate_mild,64.45,87.73,1.361,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-09T13:08:22,54,493.14,493.14,1.598,4.119,2.578,3.272,,,63.12,55.83,,23.26,32.57,45.53,14/12/10,53.9,0.383,27.4,3.4,,,,,70.23,28.223,91.51,63.14,,0.03,0.0881,99.08,1.0,normal,0.00713358,0.0484,False,contamination,none,A_healthy,0.0361,0.0204,1.0,,0.87,140.96,13154.86,14090.92,9159.09,19022.74,physics_informed_nn,-936.05,929.14,1369.0,0.0005,0.0021,0.0244,2.265,17378.0,0.9997,1.44e-06,False,none,none,,,,,,2020-01-28T02:35:49,2020-08-20T14:25:02,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,20534.41,5414.71,59.04,22421.93,14.15,99.937,90.48,912.4,0.8,3.717,80,False,False,variable_heavy,72.69,80.75,54,1,0,0,oil_hydraulic,none,65.46,45.05,0.24,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-09T22:06:20,55,502.11,502.11,1.371,5.437,3.965,3.301,,,59.13,56.72,,23.26,33.46,43.9,13/11/9,212.3,0.365,30.1,3.5,,,,,65.92,27.307,88.61,65.94,,0.009,0.0173,314.89,1.0,normal,0.00263172,0.044,False,contamination,none,A_healthy,0.0368,0.0177,1.0,,180.33,159.86,13145.89,11358.8,7383.22,15334.38,physics_informed_nn,1787.1,1805.15,1369.0,0.0005,0.0021,0.0246,2.265,17378.0,0.9997,1.47e-06,False,none,none,,,,,,2019-12-02T13:30:18,2020-05-16T05:05:05,mixed,False,specialist,False,48.0,,,none,none,108294.2,5658721.32,23540.62,5414.71,43.12,22421.93,14.5,99.935,81.35,912.4,0.8,4.981,80,False,False,variable_heavy,64.83,86.78,55,1,0,0,steam,none,62.47,36.98,1.532,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-10T07:04:19,56,511.07,511.07,1.575,6.487,4.119,3.202,,,59.9,53.24,,23.26,29.98,44.84,13/11/9,79.0,0.539,29.9,6.7,,,,,65.89,26.974,88.22,66.42,,0.753,0.0396,69.79,0.9888,normal,-0.00060048,0.0,False,contamination,thermal_degradation,A_healthy,0.0374,0.0073,1.0,,222.18,151.82,13136.93,15153.03,9849.47,20456.59,weibull_regression,-2016.11,2590.51,1369.0,0.0005,0.0021,0.0247,2.265,17378.0,0.9997,1.51e-06,False,none,none,,,,,,2020-02-19T23:35:18,2020-09-27T23:09:00,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,50403.19,5414.71,45.18,22421.93,25.99,99.884,83.673,912.4,0.8,5.919,80,False,False,variable_heavy,68.5,93.42,56,1,0,0,oil_process,water_ingress,41.59,49.45,4.929,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-10T16:02:17,57,520.04,520.04,1.523,5.128,3.368,3.166,,,59.87,55.2,,23.26,31.94,47.36,13/11/9,71.7,0.52,14.0,2.6,,,,,66.86,25.659,89.57,65.47,,0.42,0.0918,283.64,0.9879,normal,0.00131183,0.0205,False,contamination,erosion,A_healthy,0.0381,0.0139,1.0,,157.61,165.23,13127.96,12046.88,7830.47,16263.29,particle_filter,1081.08,1153.85,1369.0,0.0005,0.0022,0.0248,2.265,17378.0,0.9996,1.54e-06,False,none,none,,,,,,2019-12-17T15:28:42,2020-06-10T07:53:12,mixed,False,specialist,False,30.0,,,none,none,108294.2,5658721.32,19719.08,5414.71,39.07,22421.93,7.31,99.967,88.267,912.4,0.8,5.722,80,False,False,variable_heavy,66.17,76.41,57,1,0,0,gas_compressed_air,none,30.2,53.34,1.033,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-11T01:00:15,58,529.0,529.0,1.601,5.151,3.216,2.88,,,57.16,54.93,,23.26,31.66,46.02,14/12/10,70.6,0.43,55.4,6.9,,,,,66.91,26.077,91.01,68.0,,0.458,0.0188,13.07,0.9822,normal,-0.00204809,0.0648,False,contamination,none,A_healthy,0.0388,0.0187,1.0,,209.88,155.83,13119.0,13752.31,8939.0,18565.62,lstm_sequence,-633.32,632.61,1369.0,0.0005,0.0022,0.025,2.265,17378.0,0.9996,1.57e-06,False,none,none,,,,,,2020-01-22T13:09:37,2020-08-10T02:28:10,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,32970.8,5414.71,30.18,22421.93,25.98,99.884,90.021,912.4,0.8,7.043,80,False,False,variable_heavy,66.53,87.34,58,0,0,0,none,none,27.36,116.22,1.674,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-11T09:58:13,59,537.97,537.97,1.494,4.884,3.269,3.164,,,62.4,52.77,,23.26,29.51,43.6,13/11/9,176.8,0.598,12.7,2.6,,,,,67.29,27.847,90.55,67.07,,0.59,0.0215,21.49,0.9981,normal,-0.00038611,0.0487,False,contamination,none,A_healthy,0.0394,0.0,1.0,,198.32,143.65,13110.03,14591.29,9484.34,19698.24,xgboost_gradient,-1481.26,1778.25,1369.0,0.0005,0.0022,0.0251,2.265,17378.0,0.9996,1.61e-06,False,none,none,,,,,,2020-02-09T09:36:51,2020-09-09T04:33:54,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,42099.37,5414.71,43.42,22421.93,8.07,99.964,91.578,912.4,0.8,7.373,80,False,False,variable_heavy,65.62,91.04,59,1,0,0,water,particulate_severe,31.45,59.7,6.946,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-11T18:56:11,60,546.94,546.94,1.198,4.715,3.936,3.224,,,59.8,55.13,,23.26,31.87,47.35,13/11/9,104.1,0.343,50.7,14.2,,,,,66.91,26.831,89.89,66.04,,0.332,0.0136,8.43,0.9869,normal,-0.00261218,0.0345,False,contamination,none,A_healthy,0.0401,0.0077,1.0,,368.78,157.02,13101.06,11848.44,7701.49,15995.39,xgboost_gradient,1252.62,1123.56,1369.0,0.0005,0.0023,0.0252,2.265,17378.0,0.9996,1.64e-06,False,none,none,,,,,,2019-12-14T15:09:22,2020-06-04T10:06:35,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,39887.96,5414.71,29.29,22421.93,5.28,99.976,82.743,912.4,0.8,7.513,80,False,False,variable_heavy,65.82,83.54,60,1,0,0,oil_process,particulate_mild,45.44,41.99,0.622,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-12T03:54:10,61,555.9,555.9,1.45,4.707,3.245,3.402,,,58.64,55.35,,23.26,32.08,48.21,13/11/9,115.5,0.352,23.1,2.5,,,,,69.14,26.435,91.02,68.4,,0.731,0.0007,86.81,0.9912,normal,0.00047907,0.0478,False,contamination,none,A_healthy,0.0407,0.022,1.0,,159.05,150.1,13092.1,12207.05,7934.58,16479.51,physics_informed_nn,885.05,754.45,1369.0,0.0005,0.0023,0.0254,2.265,17378.0,0.9996,1.67e-06,False,none,none,,,,,,2019-12-22T11:25:34,2020-06-17T11:53:34,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,22987.72,5414.71,27.77,22421.93,9.38,99.958,82.348,912.4,0.8,6.857,80,False,False,variable_heavy,63.62,93.31,61,1,0,0,water,none,89.22,36.93,1.922,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-12T12:52:08,62,564.87,564.87,1.626,4.089,2.514,2.858,,,63.95,55.28,,23.26,32.02,44.5,14/12/10,174.0,0.348,20.1,2.8,,,,,68.39,27.728,89.37,68.17,,1.42,0.0585,72.19,0.9831,normal,-0.00095422,0.0,False,contamination,none,A_healthy,0.0414,0.017,1.0,,187.1,141.72,13083.13,14473.82,9407.98,19539.66,lstm_sequence,-1390.69,1167.58,1369.0,0.0005,0.0023,0.0255,2.265,17378.0,0.9996,1.71e-06,False,none,none,,,,,,2020-02-08T01:46:45,2020-09-06T03:36:59,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,18558.07,5414.71,38.37,22421.93,13.16,99.941,82.856,912.4,0.8,1.557,80,False,False,variable_heavy,69.55,94.09,62,0,0,0,oil_process,particulate_severe,60.84,27.91,1.942,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-12T21:50:06,63,573.84,573.84,1.464,4.296,2.935,2.386,,,61.0,57.36,,23.26,34.1,49.21,14/12/10,103.7,0.416,13.2,2.6,,,,,66.86,26.525,89.93,64.89,,1.335,0.0952,156.09,1.0,normal,0.00356072,0.0018,False,contamination,none,A_healthy,0.042,0.0089,1.0,,114.81,167.49,13074.16,11453.81,7444.98,15462.65,physics_informed_nn,1620.35,1443.1,1369.0,0.0005,0.0023,0.0256,2.265,17378.0,0.9996,1.74e-06,False,none,none,,,,,,2019-12-07T12:44:29,2020-05-22T13:34:32,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,44947.83,5414.71,53.84,22421.93,12.86,99.943,82.728,912.4,0.8,2.269,80,False,False,variable_heavy,62.82,87.14,63,1,0,0,none,none,79.47,97.24,11.011,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-13T06:48:04,64,582.8,582.8,1.596,7.39,4.63,3.209,,,58.45,56.75,,23.26,33.49,44.15,13/11/9,103.9,0.386,58.4,12.1,,,,,70.45,29.279,91.15,67.82,,0.234,0.0571,3.22,0.9731,normal,-0.00500094,0.0495,False,contamination,none,A_healthy,0.0427,0.0193,1.0,,430.27,132.0,13065.2,11955.32,7770.96,16139.68,physics_informed_nn,1109.88,1429.67,1369.0,0.0005,0.0024,0.0258,2.265,17378.0,0.9995,1.78e-06,False,none,none,,,,,,2019-12-18T08:27:42,2020-06-09T16:49:27,mixed,False,specialist,False,38.0,,,none,none,108294.2,5658721.32,23002.26,5414.71,53.54,22421.93,6.8,99.97,84.389,912.4,0.8,7.745,80,False,False,variable_heavy,71.42,90.05,64,1,1,0,gas_compressed_air,particulate_mild,59.45,17.56,0.543,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-13T15:46:03,65,591.77,591.77,1.441,4.73,3.282,2.823,,,57.66,49.1,,23.26,25.83,48.07,14/12/10,149.5,0.416,49.1,9.0,,,,,67.78,27.687,89.84,65.14,,1.004,0.1057,288.19,0.9816,normal,-0.00107547,0.0532,False,contamination,none,A_healthy,0.0434,0.0214,1.0,,296.01,149.48,13056.23,15529.43,10094.13,20964.73,xgboost_gradient,-2473.2,2894.24,1369.0,0.0006,0.0024,0.0259,2.265,17378.0,0.9995,1.81e-06,False,none,none,,,,,,2020-03-02T04:29:02,2020-10-14T15:47:08,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,43284.28,5414.71,52.59,22421.93,16.42,99.927,85.812,912.4,0.8,2.978,80,False,False,variable_heavy,59.86,76.41,65,0,0,0,none,none,30.18,28.37,0.739,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-14T00:44:01,66,600.73,600.73,1.41,3.9,2.765,2.527,,,61.57,54.59,,23.26,31.32,44.86,14/12/10,64.0,0.375,56.0,10.8,,,,,68.01,28.083,91.12,67.39,,0.75,0.0869,102.14,0.9827,normal,-0.00169059,0.0,False,contamination,none,A_healthy,0.044,0.0183,1.0,,194.51,157.85,13047.27,11429.68,7429.3,15430.07,lstm_sequence,1617.58,1453.84,1369.0,0.0006,0.0024,0.0261,2.265,17378.0,0.9995,1.85e-06,False,none,none,,,,,,2019-12-08T03:34:33,2020-05-22T19:57:56,mixed,False,journeyman,False,77.0,,,none,none,108294.2,5658721.32,40520.83,5414.71,54.41,22421.93,8.98,99.96,82.985,912.4,0.8,4.067,80,False,False,variable_heavy,69.04,83.89,66,0,0,1,none,particulate_severe,77.38,61.72,1.104,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-14T09:41:59,67,609.7,609.7,1.528,5.123,3.354,3.193,,,58.07,55.88,,23.26,32.62,44.48,14/12/10,181.1,0.59,37.4,4.4,,,,,67.47,27.939,90.36,65.36,,0.576,0.0031,204.39,0.9927,normal,0.00192246,0.0,False,contamination,erosion,A_healthy,0.0447,0.0185,1.0,,196.41,149.6,13038.3,11858.84,7708.24,16009.43,lstm_sequence,1179.46,1398.78,1369.0,0.0006,0.0025,0.0262,2.265,17378.0,0.9995,1.88e-06,False,none,none,,,,,,2019-12-17T11:07:06,2020-06-07T09:42:41,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,45819.46,5414.71,54.81,22421.93,6.0,99.973,79.929,912.4,0.8,1.771,80,False,False,variable_heavy,64.55,91.44,67,1,0,0,water,none,26.21,23.39,13.556,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-14T18:39:57,68,618.67,618.67,1.57,4.895,3.118,3.123,,,55.05,56.86,,23.26,33.6,47.59,14/12/10,72.1,0.465,21.9,3.2,,,,,67.86,25.831,90.65,69.4,,0.708,0.0711,67.38,0.9796,normal,-0.00407554,0.0,False,contamination,none,A_healthy,0.0453,0.0138,1.0,,212.84,142.54,13029.33,14130.51,9184.83,19076.19,xgboost_gradient,-1101.18,910.46,1369.0,0.0006,0.0025,0.0263,2.265,17378.0,0.9995,1.92e-06,False,none,none,,,,,,2020-02-03T03:55:22,2020-08-27T05:36:09,mixed,False,specialist,False,21.0,,,none,none,108294.2,5658721.32,36768.37,5414.71,57.68,22421.93,9.07,99.96,78.141,912.4,0.8,2.124,80,False,False,variable_heavy,61.66,71.07,68,0,0,0,steam,none,27.55,55.03,6.2,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-15T03:37:55,69,627.63,627.63,1.447,4.147,2.865,2.785,,,63.86,56.66,,23.26,33.4,45.43,13/11/9,75.5,0.347,29.7,7.1,,,,,66.91,25.769,90.55,65.97,,0.313,0.0219,7.85,0.9955,normal,0.00447865,0.0243,False,contamination,none,A_healthy,0.046,0.0183,1.0,,174.87,158.84,13020.37,15087.38,9806.8,20367.96,particle_filter,-2067.01,1888.14,1369.0,0.0006,0.0025,0.0265,2.265,17378.0,0.9995,1.95e-06,False,none,none,,,,,,2020-02-23T11:19:17,2020-09-30T11:54:15,mixed,False,journeyman,False,73.0,,,none,none,108294.2,5658721.32,36432.99,5414.71,32.22,22421.93,6.13,99.973,86.638,912.4,0.8,1.235,80,False,False,variable_heavy,67.99,84.66,69,1,0,0,water,none,39.47,81.23,1.494,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-15T12:35:54,70,636.6,636.6,1.375,5.802,4.221,2.925,,,61.56,53.18,,23.26,29.92,45.99,14/12/10,114.4,0.374,22.9,4.2,,,,,68.02,28.028,89.97,68.01,,0.437,0.0316,35.84,0.9952,normal,0.00272745,0.0256,False,contamination,none,A_healthy,0.0466,0.0003,1.0,,53.05,144.46,13011.4,14605.25,9493.41,19717.09,lstm_sequence,-1593.85,1499.41,1369.0,0.0006,0.0025,0.0266,2.265,17378.0,0.9994,1.99e-06,False,none,none,,,,,,2020-02-13T19:13:28,2020-09-13T19:03:46,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,41617.6,5414.71,36.0,22421.93,16.87,99.925,82.28,912.4,0.8,7.067,80,False,False,variable_heavy,64.8,83.59,70,1,0,0,gas_compressed_air,particulate_severe,60.62,39.34,0.222,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-15T21:33:52,71,645.56,645.56,1.336,3.963,2.967,2.646,,,62.36,50.35,,23.26,27.09,46.59,14/12/10,69.0,0.415,63.1,13.1,,,,,65.99,27.163,88.98,62.62,,0.592,0.0977,144.47,0.9995,normal,0.00334692,0.0445,False,contamination,none,A_healthy,0.0473,0.0,1.0,,215.8,160.5,13002.44,14012.26,9107.97,18916.55,lstm_sequence,-1009.83,1302.81,1369.0,0.0006,0.0026,0.0267,2.265,17378.0,0.9994,2.02e-06,False,none,none,,,,,,2020-02-01T19:41:42,2020-08-24T03:59:10,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,30238.45,5414.71,32.66,22421.93,9.08,99.96,78.775,912.4,0.8,7.147,80,False,False,variable_heavy,54.76,82.47,71,0,0,0,gas_compressed_air,particulate_mild,30.3,12.24,0.463,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-16T06:31:50,72,654.53,654.53,1.382,6.08,4.398,3.234,,,58.88,58.06,,23.26,34.8,45.79,14/12/10,102.0,0.36,51.9,8.6,,,,,68.77,28.768,87.38,61.3,,0.344,0.0031,14.55,0.9804,normal,-0.00247656,0.0651,False,contamination,none,A_healthy,0.048,0.0245,1.0,,383.17,142.46,12993.47,14750.5,9587.82,19913.17,lstm_sequence,-1757.03,2200.84,1369.0,0.0006,0.0026,0.0269,2.265,17378.0,0.9994,2.06e-06,False,none,none,,,,,,2020-02-17T13:46:44,2020-09-19T16:27:10,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,39378.89,5414.71,34.45,22421.93,26.18,99.883,77.643,912.4,0.8,5.984,80,False,False,variable_heavy,75.96,96.11,72,1,0,1,none,particulate_mild,37.45,99.46,11.0,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-16T15:29:48,73,663.5,663.5,1.615,4.432,2.745,3.361,,,60.68,54.27,,23.26,31.01,44.6,13/11/9,67.4,0.478,42.2,8.2,,,,,68.44,26.012,90.64,64.62,,0.558,0.0401,28.02,1.0,normal,0.00407554,0.061,False,contamination,none,A_healthy,0.0486,0.0151,1.0,,45.3,127.79,12984.5,14837.75,9644.54,20030.97,lstm_sequence,-1853.25,2035.74,1369.0,0.0006,0.0026,0.027,2.265,17378.0,0.9994,2.09e-06,False,none,none,,,,,,2020-02-19T18:22:22,2020-09-23T03:35:10,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,19268.57,5414.71,22.49,22421.93,15.82,99.93,86.572,912.4,0.8,7.879,80,False,False,variable_heavy,64.47,85.2,73,0,0,0,water,particulate_mild,42.19,47.26,0.37,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-17T00:27:47,74,672.46,672.46,1.451,3.906,2.692,3.217,,,57.34,50.3,,23.26,27.04,47.66,13/11/9,153.1,0.723,56.0,15.7,,,,,68.24,26.085,90.58,64.62,,0.788,0.0428,121.14,0.9786,normal,-0.00337578,0.0,False,contamination,none,A_healthy,0.0493,0.0172,1.0,,263.32,140.24,12975.54,14507.87,9430.12,19585.63,xgboost_gradient,-1532.33,1519.24,1369.0,0.0006,0.0027,0.0271,2.265,17378.0,0.9994,2.13e-06,False,none,none,,,,,,2020-02-13T06:23:56,2020-09-11T20:09:14,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,22628.51,5414.71,21.55,22421.93,14.69,99.935,81.29,912.4,0.8,4.813,80,False,False,variable_heavy,55.63,76.26,74,1,0,0,water,none,76.35,36.24,0.109,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-17T09:25:45,75,681.43,681.43,1.444,5.516,3.82,3.191,,,56.6,59.9,,23.26,36.64,46.56,14/12/10,81.9,0.386,12.8,2.4,,,,,66.62,27.509,90.16,66.77,,0.121,0.0587,51.08,1.0,normal,0.0009602,0.0081,False,contamination,imbalance_induced,A_healthy,0.0499,0.0113,1.0,,173.14,164.1,12966.57,14079.41,9151.62,19007.2,physics_informed_nn,-1112.84,1414.99,1369.0,0.0006,0.0027,0.0273,2.265,17378.0,0.9993,2.17e-06,False,none,none,,,,,,2020-02-04T17:07:59,2020-08-28T00:55:33,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,25886.74,5414.71,30.03,22421.93,3.76,99.983,85.751,912.4,0.8,7.362,80,False,False,variable_heavy,69.35,69.89,75,2,0,1,oil_hydraulic,particulate_mild,56.26,50.8,0.267,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-17T18:23:43,76,690.4,690.4,1.508,6.205,4.116,2.909,,,57.92,55.46,,23.26,32.2,47.11,14/12/10,65.9,0.742,23.0,2.8,,,,,68.2,26.129,90.35,62.59,,1.239,0.0001,30.12,0.981,normal,-0.00368644,0.0186,False,contamination,none,A_healthy,0.0506,0.028,1.0,,377.3,152.65,12957.6,15142.31,9842.5,20442.11,xgboost_gradient,-2184.7,1762.21,1369.0,0.0006,0.0027,0.0274,2.265,17378.0,0.9993,2.2e-06,False,none,none,,,,,,2020-02-27T05:32:55,2020-10-05T01:21:21,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,22822.18,5414.71,30.53,22421.93,9.74,99.957,84.072,912.4,0.8,1.862,80,False,False,variable_heavy,78.09,77.14,76,2,0,0,oil_hydraulic,particulate_mild,40.56,61.86,2.029,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-18T03:21:41,77,699.36,699.36,1.68,7.374,4.389,3.529,,,59.8,57.96,,23.26,34.7,47.5,15/13/11,70.0,0.342,35.4,6.5,,,,,67.11,27.497,88.47,65.55,,0.409,0.0381,25.27,0.9878,normal,0.00149552,0.0713,False,contamination,none,A_healthy,0.0512,0.0163,1.0,,185.41,142.68,12948.64,10649.52,6922.19,14376.85,lstm_sequence,2299.12,2369.12,1369.0,0.0007,0.0027,0.0275,2.265,17378.0,0.9993,2.24e-06,False,none,none,,,,,,2019-11-26T00:07:16,2020-04-29T07:27:10,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,48356.37,5414.71,46.35,22421.93,5.75,99.974,84.529,912.4,0.8,2.087,80,False,False,variable_heavy,70.94,94.81,77,1,0,0,water,particulate_mild,20.21,4.01,3.099,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-18T12:19:40,78,708.33,708.33,1.67,5.622,3.366,3.097,,,60.13,56.19,,23.26,32.93,47.15,14/12/10,144.0,0.363,24.0,4.4,,,,,68.08,27.415,89.26,65.12,,0.406,0.0417,239.04,0.9804,normal,-0.00391525,0.0,False,contamination,none,A_healthy,0.0519,0.0201,1.0,,240.39,155.19,12939.67,11863.0,7710.95,16015.05,xgboost_gradient,1076.67,1148.99,1369.0,0.0007,0.0028,0.0277,2.265,17378.0,0.9993,2.28e-06,False,none,none,,,,,,2019-12-21T15:49:44,2020-06-11T15:52:47,mixed,False,specialist,False,80.0,,,none,none,108294.2,5658721.32,44038.28,5414.71,59.73,22421.93,14.31,99.936,90.792,912.4,0.8,7.867,80,False,False,variable_heavy,69.54,76.11,78,1,0,0,oil_hydraulic,none,51.9,7.46,2.29,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-18T21:17:38,79,717.29,717.29,1.451,6.193,4.269,2.923,,,66.16,57.95,,23.26,34.69,46.17,14/12/10,69.2,0.423,58.5,13.7,,,,,66.76,26.176,89.75,64.61,,2.472,0.0048,48.23,0.9916,normal,0.00260944,0.0511,False,contamination,none,A_healthy,0.0526,0.006,1.0,,99.96,135.07,12930.71,12245.91,7959.84,16531.98,xgboost_gradient,684.8,869.95,1369.0,0.0007,0.0028,0.0278,2.265,17378.0,0.9993,2.31e-06,False,none,none,,,,,,2019-12-30T00:14:53,2020-06-25T14:18:58,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,52881.67,5414.71,44.3,22421.93,11.32,99.95,79.97,912.4,0.8,1.999,80,False,False,variable_heavy,72.27,100.86,79,1,0,1,oil_hydraulic,particulate_severe,21.41,120.88,3.311,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-19T06:15:36,80,726.26,726.26,1.384,5.265,3.804,3.024,,,67.4,55.74,,23.26,32.47,44.65,13/11/9,62.1,0.379,12.5,2.6,,,,,67.86,26.567,90.92,66.43,,0.037,0.0174,169.29,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0532,0.0355,1.0,,73.91,146.88,12921.74,15858.6,10308.09,21409.11,lstm_sequence,-2936.86,3640.62,1369.0,0.0007,0.0028,0.028,2.265,17378.0,0.9992,2.35e-06,False,none,none,,,,,,2020-03-14T15:33:34,2020-10-31T22:04:08,mixed,False,apprentice,False,88.0,,,none,none,108294.2,5658721.32,27201.13,5414.71,36.65,22421.93,10.43,99.954,89.151,912.4,0.8,1.565,80,False,False,variable_heavy,69.16,78.2,80,1,0,0,oil_hydraulic,none,84.97,43.92,1.05,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-19T15:13:34,81,735.23,735.23,1.467,5.818,3.967,3.178,,,63.92,57.22,,23.26,33.96,43.94,14/12/10,60.5,0.511,27.6,8.0,,,,,66.81,27.175,89.62,63.69,,0.888,0.0526,513.84,0.9894,normal,0.00166933,0.0,False,contamination,none,A_healthy,0.0539,0.011,1.0,,226.47,146.03,12912.77,14316.47,9305.71,19327.24,xgboost_gradient,-1403.7,1666.64,1369.0,0.0007,0.0029,0.0281,2.265,17378.0,0.9992,2.39e-06,False,none,none,,,,,,2020-02-11T21:27:42,2020-09-07T16:13:36,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,23347.9,5414.71,42.03,22421.93,13.47,99.94,78.284,912.4,0.8,7.518,80,False,False,variable_heavy,70.64,72.96,81,1,0,1,oil_hydraulic,none,24.76,4.0,0.266,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-20T00:11:32,82,744.19,744.19,1.238,3.51,2.836,3.3,,,59.58,56.37,,23.26,33.11,49.62,13/11/9,130.0,0.431,32.5,9.3,,,,,67.97,25.944,89.76,65.04,,0.749,0.0029,42.98,0.9915,normal,0.00073291,0.0189,False,contamination,none,A_healthy,0.0545,0.0139,1.0,,401.68,146.71,12903.81,10865.48,7062.56,14668.4,particle_filter,2038.32,2446.3,1369.0,0.0007,0.0029,0.0282,2.265,17378.0,0.9992,2.42e-06,False,none,none,,,,,,2019-12-02T08:56:03,2020-05-08T19:51:12,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,21834.91,5414.71,50.64,22421.93,14.16,99.937,79.066,912.4,0.8,5.032,80,False,False,variable_heavy,73.28,79.6,82,2,0,0,oil_process,particulate_mild,37.78,70.81,2.122,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-20T09:09:31,83,753.16,753.16,1.511,3.793,2.51,2.771,,,52.33,53.37,,23.26,30.11,42.91,14/12/10,235.6,0.446,20.6,5.7,,,,,67.73,26.325,90.58,63.05,,0.739,0.0699,10.11,0.9962,normal,0.00315498,0.0,False,contamination,electrical_pitting,A_healthy,0.0552,0.0271,1.0,,56.22,150.39,12894.84,10304.58,6697.98,13911.18,kalman_filter,2590.26,2830.83,1369.0,0.0007,0.0029,0.0284,2.265,17378.0,0.9992,2.46e-06,False,none,none,,,,,,2019-11-21T01:26:55,2020-04-19T08:03:06,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,53217.84,5414.71,22.22,22421.93,10.36,99.954,85.036,912.4,0.8,4.636,80,False,False,variable_heavy,64.42,75.18,83,2,0,0,steam,particulate_mild,36.34,35.24,1.512,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-20T18:07:29,84,762.12,762.12,1.627,7.292,4.482,2.572,,,60.81,57.52,,23.26,34.26,44.95,13/11/9,82.4,0.416,15.8,3.1,,,,,66.86,27.089,89.53,63.75,,0.965,0.0096,201.03,0.9806,normal,-0.00219803,0.0079,False,contamination,none,A_healthy,0.0558,0.0176,1.0,,262.17,149.01,12885.88,14036.82,9123.93,18949.7,particle_filter,-1150.94,1325.85,1369.0,0.0007,0.0029,0.0285,2.265,17378.0,0.9992,2.5e-06,False,none,none,,,,,,2020-02-07T04:31:56,2020-08-29T21:25:03,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,52180.37,5414.71,47.34,22421.93,12.46,99.944,82.34,912.4,0.8,2.97,80,False,False,variable_heavy,74.02,95.55,84,2,0,0,oil_process,none,26.81,267.62,0.693,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-21T03:05:27,85,771.09,771.09,1.466,3.843,2.621,2.639,,,63.69,54.99,,23.26,31.73,47.15,13/11/9,69.6,0.4,37.6,4.3,,,,,70.46,27.656,89.4,63.0,,0.272,0.0252,126.82,0.9856,normal,-0.00288425,0.0,False,contamination,none,A_healthy,0.0565,0.0059,1.0,,179.9,147.7,12876.91,11267.36,7323.79,15210.94,weibull_regression,1609.55,1943.53,1369.0,0.0007,0.003,0.0286,2.265,17378.0,0.9991,2.53e-06,False,none,none,,,,,,2019-12-11T20:46:19,2020-05-24T04:20:55,mixed,False,specialist,False,39.0,,,none,none,108294.2,5658721.32,18126.5,5414.71,33.62,22421.93,10.99,99.951,87.393,912.4,0.8,5.4,80,False,False,variable_heavy,62.6,68.38,85,1,0,1,oil_process,none,89.83,46.3,1.53,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-21T12:03:25,86,780.06,780.06,1.347,5.226,3.88,3.22,,,57.21,56.59,,23.26,33.33,45.26,14/12/10,78.9,0.422,76.4,14.7,,,,,67.46,27.321,90.34,63.95,,0.266,0.0252,143.95,0.9791,normal,-0.00206275,0.0012,False,contamination,none,A_healthy,0.0572,0.0235,1.0,,241.63,142.45,12867.94,11310.81,7352.02,15269.59,lstm_sequence,1557.14,2003.72,1369.0,0.0007,0.003,0.0288,2.265,17378.0,0.9991,2.57e-06,False,none,none,,,,,,2019-12-13T03:27:37,2020-05-26T02:14:33,mixed,False,specialist,False,52.0,,,none,none,108294.2,5658721.32,44996.77,5414.71,47.38,22421.93,13.78,99.939,85.028,912.4,0.8,5.97,80,False,False,variable_heavy,66.7,93.75,86,2,0,0,steam,none,80.99,4.66,2.522,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-21T21:01:24,87,789.02,789.02,1.621,6.779,4.183,3.195,,,59.76,54.67,,23.26,31.41,43.42,14/12/10,94.0,0.415,21.6,4.3,,,,,67.95,27.011,88.53,62.52,,1.096,0.0466,1.41,0.9816,normal,-0.00198957,0.0,False,contamination,none,A_healthy,0.0578,0.0076,1.0,,312.49,144.21,12858.98,10338.37,6719.94,13956.8,weibull_regression,2520.61,2501.04,1369.0,0.0007,0.003,0.0289,2.265,17378.0,0.9991,2.61e-06,False,none,none,,,,,,2019-11-23T06:12:26,2020-04-22T00:38:09,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,36397.41,5414.71,43.74,22421.93,19.62,99.913,81.401,912.4,0.8,3.431,80,False,False,variable_heavy,70.84,75.85,87,1,0,0,water,none,22.76,9.67,2.749,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-22T05:59:22,88,797.99,797.99,1.643,4.73,2.879,3.287,,,62.52,55.81,,23.26,32.55,44.59,13/11/9,163.2,0.368,37.2,7.8,,,,,65.75,25.694,90.45,61.69,,0.344,0.0392,20.9,0.9896,normal,-0.00131933,0.0,False,contamination,none,A_healthy,0.0585,0.0199,1.0,,258.05,150.89,12850.01,11590.8,7534.02,15647.58,lstm_sequence,1259.21,1452.95,1369.0,0.0008,0.0031,0.0291,2.265,17378.0,0.9991,2.65e-06,False,none,none,,,,,,2019-12-19T17:23:23,2020-06-05T18:10:11,mixed,False,apprentice,True,,,,none,none,108294.2,5658721.32,35127.56,5414.71,35.11,22421.93,12.22,99.946,85.159,912.4,0.8,6.343,80,False,False,variable_heavy,68.79,80.28,88,2,0,1,none,none,74.25,37.56,0.317,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-22T14:57:20,89,806.96,806.96,1.527,4.12,2.698,3.04,,,65.96,55.77,,23.26,32.51,45.74,14/12/10,81.5,0.4,34.9,5.2,,,,,67.08,27.398,88.72,68.29,,0.219,0.0197,52.24,0.9877,normal,0.00142121,0.0123,False,contamination,none,A_healthy,0.0591,0.031,1.0,,127.65,138.28,12841.04,10624.66,6906.03,14343.29,xgboost_gradient,2216.38,2241.68,1369.0,0.0008,0.0031,0.0292,2.265,17378.0,0.999,2.68e-06,False,none,none,,,,,,2019-11-29T23:17:13,2020-05-02T21:55:08,mixed,False,master_technician,False,22.0,,,none,none,108294.2,5658721.32,53327.31,5414.71,33.51,22421.93,10.03,99.955,86.481,912.4,0.8,1.5,80,False,False,variable_heavy,67.24,80.7,89,2,0,0,oil_hydraulic,particulate_mild,88.7,0.39,3.023,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-22T23:55:18,90,815.92,815.92,1.596,4.217,2.642,3.353,,,63.64,58.27,,23.26,35.01,44.47,14/12/10,83.9,0.353,24.3,3.6,,,,,66.28,25.314,89.45,64.45,,1.841,0.0498,145.92,0.985,normal,-0.00012385,0.0649,False,contamination,none,A_healthy,0.0598,0.0317,1.0,,179.21,150.32,12832.08,11624.2,7555.73,15692.67,particle_filter,1207.88,1353.17,1369.0,0.0008,0.0031,0.0293,2.265,17378.0,0.999,2.72e-06,False,none,none,,,,,,2019-12-21T04:01:19,2020-06-07T16:29:31,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,52656.9,5414.71,20.0,22421.93,10.68,99.952,77.321,912.4,0.8,2.547,80,False,False,variable_heavy,63.04,82.0,90,0,0,0,oil_process,particulate_mild,32.42,37.68,0.355,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-23T08:53:16,91,824.89,824.89,1.489,4.125,2.77,2.829,,,67.0,54.77,,23.26,31.51,47.62,13/11/9,125.1,0.353,29.4,7.6,,,,,69.28,27.516,89.09,66.54,,0.637,0.3709,118.47,0.9844,normal,0.00106839,0.0197,False,contamination,none,A_healthy,0.0604,0.0357,1.0,,221.31,147.06,12823.11,13875.0,9018.75,18731.25,xgboost_gradient,-1051.89,1234.51,1369.0,0.0008,0.0032,0.0295,2.265,17378.0,0.999,2.76e-06,False,none,none,,,,,,2020-02-06T10:23:12,2020-08-26T18:38:08,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,26610.67,5414.71,34.01,22421.93,13.12,99.942,84.14,912.4,0.8,5.849,80,False,False,variable_heavy,72.49,79.45,91,2,0,0,none,none,24.84,27.77,5.296,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-23T17:51:15,92,833.85,833.85,1.606,6.691,4.167,3.183,,,61.68,54.47,,23.26,31.21,44.9,13/11/9,342.1,0.383,20.4,4.6,,,,,69.13,26.711,92.03,69.16,,0.268,0.0074,98.58,0.9828,normal,0.00025231,0.0222,False,contamination,none,A_healthy,0.0611,0.0273,1.0,,740.93,153.94,12814.15,11829.95,7689.47,15970.43,xgboost_gradient,984.2,846.26,1369.0,0.0008,0.0032,0.0296,2.265,17378.0,0.999,2.8e-06,False,none,none,,,,,,2019-12-26T04:49:44,2020-06-15T17:18:41,mixed,False,apprentice,False,21.0,,,none,none,108294.2,5658721.32,47720.71,5414.71,28.39,22421.93,22.99,99.898,84.698,912.4,0.8,6.091,80,False,False,variable_heavy,61.49,104.43,92,1,0,0,gas_compressed_air,none,62.06,3.33,1.219,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-24T02:49:13,93,842.82,842.82,1.537,6.519,4.24,3.244,,,63.92,55.21,,23.26,31.95,45.99,13/11/9,237.1,0.466,25.3,5.3,,,,,67.48,26.562,90.05,62.62,,0.302,0.1015,110.74,0.9906,normal,0.00019367,0.0069,False,contamination,none,A_healthy,0.0618,0.0199,1.0,,117.69,132.95,12805.18,13722.23,8919.45,18525.02,lstm_sequence,-917.05,1030.59,1369.0,0.0008,0.0032,0.0298,2.265,17378.0,0.9989,2.83e-06,False,none,none,,,,,,2020-02-03T23:56:15,2020-08-22T02:43:11,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,22513.24,5414.71,45.11,22421.93,7.28,99.968,79.672,912.4,0.8,2.763,80,False,False,variable_heavy,63.39,84.22,93,1,0,0,water,particulate_mild,47.91,10.14,1.011,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-24T11:47:11,94,851.79,851.79,1.375,6.066,4.41,3.235,,,60.91,56.74,,23.26,33.48,44.72,14/12/10,181.8,0.343,16.3,1.9,,,,,68.42,26.24,89.78,63.45,,0.154,0.0556,4.82,0.9892,normal,0.00029139,0.0106,False,contamination,lubrication_starvation,A_healthy,0.0624,0.0194,1.0,,155.19,148.98,12796.21,10971.67,7131.59,14811.76,particle_filter,1824.54,1516.24,1369.0,0.0008,0.0032,0.0299,2.265,17378.0,0.9989,2.87e-06,False,none,none,,,,,,2019-12-09T01:37:23,2020-05-17T01:42:32,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,17636.04,5414.71,28.55,22421.93,13.99,99.938,76.791,912.4,0.8,7.056,80,False,False,variable_heavy,71.14,87.85,94,0,0,0,gas_compressed_air,none,37.61,33.71,0.927,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-24T20:45:09,95,860.75,860.75,1.641,6.372,3.883,3.259,,,61.96,59.64,,23.26,36.38,47.29,14/12/10,82.2,0.517,57.1,6.4,,,,,68.72,26.619,90.42,64.3,,0.473,0.0079,48.07,0.9844,normal,-0.00012144,0.0192,False,contamination,none,A_healthy,0.0631,0.0181,1.0,,191.23,156.01,12787.25,10650.28,6922.68,14377.87,kalman_filter,2136.97,2083.61,1369.0,0.0008,0.0033,0.03,2.265,17378.0,0.9989,2.91e-06,False,none,none,,,,,,2019-12-02T17:53:26,2020-05-06T01:29:14,mixed,False,oem_certified,True,,,,none,none,108294.2,5658721.32,38318.82,5414.71,26.12,22421.93,91.47,99.594,85.92,912.4,0.8,4.266,80,False,False,variable_heavy,77.19,72.56,95,3,0,1,water,particulate_mild,65.13,87.12,0.346,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-25T05:43:08,96,869.72,869.72,1.386,3.901,2.815,3.118,,,59.03,56.73,,23.26,33.47,47.54,14/12/10,97.4,0.327,41.0,8.6,,,,,65.54,25.639,91.36,67.32,,0.373,0.1033,96.18,0.9947,normal,0.00206172,0.0081,False,contamination,none,A_healthy,0.0637,0.0297,1.0,,200.96,158.47,12778.28,13690.57,8898.87,18482.27,xgboost_gradient,-912.29,946.08,1369.0,0.0008,0.0033,0.0302,2.265,17378.0,0.9989,2.95e-06,False,none,none,,,,,,2020-02-04T11:00:12,2020-08-22T02:42:09,mixed,False,master_technician,True,,,,none,none,108294.2,5658721.32,29330.76,5414.71,35.43,22421.93,11.66,99.948,82.73,912.4,0.8,5.858,80,False,False,variable_heavy,73.73,94.35,96,1,0,0,none,particulate_mild,55.1,96.6,0.124,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-25T14:41:06,97,878.69,878.69,1.509,6.02,3.988,2.749,,,63.69,55.86,,23.26,32.59,46.43,14/12/10,61.3,0.59,30.0,8.4,,,,,66.86,25.469,90.67,69.32,,0.234,0.0145,239.29,0.9904,normal,0.001512,0.0556,False,contamination,none,A_healthy,0.0644,0.0153,1.0,,104.36,143.04,12769.31,11800.47,7670.3,15930.63,xgboost_gradient,968.85,1183.26,1369.0,0.0008,0.0033,0.0303,2.265,17378.0,0.9988,2.99e-06,False,none,none,,,,,,2019-12-27T10:55:06,2020-06-16T13:04:54,mixed,False,journeyman,True,,,,none,none,108294.2,5658721.32,28304.22,5414.71,53.84,22421.93,16.26,99.928,83.849,912.4,0.8,7.998,80,False,False,variable_heavy,60.89,97.22,97,1,0,0,water,none,64.09,55.9,4.185,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-25T23:39:04,98,887.65,887.65,1.417,5.377,3.793,2.675,,,57.9,57.91,,23.26,34.65,44.72,13/11/9,92.5,0.411,15.1,4.3,,,,,67.32,27.821,88.13,64.91,,0.339,0.0617,52.88,0.9974,normal,0.00136134,0.0542,False,contamination,none,A_healthy,0.065,0.0206,1.0,,49.96,155.49,12760.35,14180.21,9217.13,19143.28,particle_filter,-1419.86,1501.4,1369.0,0.0009,0.0034,0.0304,2.265,17378.0,0.9988,3.03e-06,False,none,none,,,,,,2020-02-15T09:45:17,2020-09-09T04:49:38,mixed,False,specialist,True,,,,none,none,108294.2,5658721.32,41988.73,5414.71,24.18,22421.93,4.9,99.978,83.25,912.4,0.8,6.175,80,False,False,variable_heavy,68.97,81.47,98,0,0,0,gas_compressed_air,none,62.46,13.37,0.618,,,standard
ASSET-000034,rolling_element_bearing,medium,PrecisionDrive GmbH,MDL-9231-B,2019-03-20,13648.0,6000.0,67.54694174506626,indoor_controlled,aerospace,FAC-253,LINE-C,active_active,2019-04-26T08:37:02,99,896.62,896.62,1.365,6.034,4.419,2.969,,,58.71,54.53,,23.26,31.27,45.08,14/12/10,240.3,0.379,17.3,2.0,,,,,66.68,26.105,87.29,66.27,,0.531,0.0705,13.04,0.9784,normal,-0.00216641,0.0768,False,contamination,none,A_healthy,0.0657,0.0273,1.0,,489.2,152.41,12751.38,11818.35,7681.93,15954.78,physics_informed_nn,933.03,764.31,1369.0,0.0009,0.0034,0.0306,2.265,17378.0,0.9988,3.07e-06,False,none,none,,,,,,2019-12-28T13:47:37,2020-06-17T22:13:01,mixed,False,master_technician,False,44.0,,,none,none,108294.2,5658721.32,24692.33,5414.71,50.67,22421.93,5.13,99.977,87.269,912.4,0.8,2.577,80,False,False,variable_heavy,61.53,83.63,99,0,0,0,oil_process,none,26.77,82.63,7.149,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-24T04:05:53,1,4.1,4.1,1.782,4.983,2.796,2.834,,,61.48,55.48,,19.8,35.68,46.06,13/11/9,70.1,0.37,46.7,12.8,,,,,85.08,34.762,89.84,67.8,,0.464,0.0048,34.19,0.9861,normal,0.0,0.0129,False,fatigue_spalling,none,A_healthy,0.0004,0.0056,1.0,,656.9,162.03,9603.9,10224.98,6646.24,13803.73,xgboost_gradient,-621.08,793.64,1551.0,0.0,0.0003,0.0105,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-23T04:35:21,2019-04-21T07:19:58,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,446523.79,51778.68,42.59,21597.58,20.49,99.905,82.583,1034.0,1.68,7.178,168,False,False,constant,80.73,87.01,1,0,0,0,none,particulate_severe,63.87,26.01,0.055,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-24T08:11:47,2,8.2,8.2,1.334,3.626,2.718,3.164,,,56.13,60.64,,19.8,40.84,46.34,13/11/9,63.8,0.357,29.0,3.8,,,,,85.14,33.803,88.6,63.7,,1.272,0.1061,51.77,0.9954,normal,-0.0023096,0.0521,False,fatigue_spalling,adhesive_wear,A_healthy,0.0009,0.0,1.0,,61.57,159.6,9599.8,8335.43,5418.03,11252.83,xgboost_gradient,1264.37,1143.78,1551.0,0.0,0.0003,0.0106,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-14T23:54:45,2019-02-13T13:18:49,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,383662.4,51778.68,28.2,21597.58,7.94,99.963,86.321,1034.0,1.68,3.881,168,False,False,constant,95.79,71.34,2,0,0,0,gas_compressed_air,particulate_severe,68.6,4.84,0.329,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-24T12:17:41,3,12.29,12.29,1.591,5.499,3.456,3.135,,,58.33,55.61,,19.8,35.81,45.87,13/11/9,254.3,0.369,10.3,2.2,,,,,83.22,33.255,88.97,67.18,,0.704,0.0412,24.72,0.9904,normal,-0.00318478,0.0292,False,fatigue_spalling,none,A_healthy,0.0013,0.0,1.0,,112.68,142.0,9595.71,7872.21,5116.93,10627.48,physics_informed_nn,1723.5,1902.75,1551.0,0.0,0.0003,0.0106,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-05T12:23:50,2019-01-28T07:40:09,mixed,False,journeyman,False,85.0,,,none,none,1035573.53,7758121.58,202710.05,51778.68,25.69,21597.58,19.3,99.911,87.233,1034.0,1.68,4.929,168,False,False,constant,82.18,77.17,3,0,0,0,gas_compressed_air,none,85.87,80.07,4.356,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-24T16:23:35,4,16.39,16.39,1.405,4.0,2.848,2.777,,,60.48,55.61,,19.8,35.81,46.06,13/11/9,78.8,0.346,26.9,7.6,,,,,86.14,32.914,91.28,66.75,,0.201,0.0243,5.07,0.9893,normal,-0.00268451,0.0469,False,fatigue_spalling,none,A_healthy,0.0017,0.0,1.0,,692.63,150.91,9591.61,10551.02,6858.17,14243.88,weibull_regression,-959.42,932.65,1551.0,0.0,0.0003,0.0106,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-30T11:54:17,2019-05-03T08:45:46,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,233914.44,51778.68,52.89,21597.58,11.78,99.945,91.946,1034.0,1.68,5.522,168,False,False,constant,83.58,91.81,4,0,0,0,steam,particulate_severe,78.36,19.23,1.197,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-24T20:29:29,5,20.49,20.49,1.501,5.551,3.698,3.334,,,61.99,55.65,,19.8,35.85,43.67,14/12/10,68.8,0.506,60.2,17.9,,,,,85.32,35.173,88.79,64.11,,0.303,0.0017,174.28,0.9895,normal,-0.00209498,0.065,False,fatigue_spalling,imbalance_induced,A_healthy,0.0021,0.0068,1.0,,142.52,153.52,9587.51,10406.76,6764.4,14049.13,lstm_sequence,-819.26,888.47,1551.0,0.0,0.0003,0.0107,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-27T15:52:25,2019-04-28T10:14:28,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,212296.34,51778.68,47.85,21597.58,16.11,99.925,80.215,1034.0,1.68,1.53,168,False,False,constant,88.0,93.03,5,0,0,0,oil_hydraulic,particulate_mild,50.03,14.75,2.761,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-25T00:35:23,6,24.59,24.59,1.43,4.126,2.885,3.15,,,63.94,57.34,,19.8,37.55,45.84,14/12/10,148.6,0.589,10.5,1.9,,,,,84.72,35.452,90.45,62.62,,0.358,0.0082,43.04,1.0,normal,0.00278766,0.0043,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0026,0.0173,1.0,,52.14,143.42,9583.41,7981.57,5188.02,10775.12,lstm_sequence,1601.84,1311.66,1551.0,0.0,0.0003,0.0107,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-08T07:22:35,2019-02-01T16:55:38,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,503101.33,51778.68,25.2,21597.58,20.95,99.903,85.149,1034.0,1.68,4.807,168,False,False,constant,93.47,75.91,6,0,0,0,oil_hydraulic,none,63.63,16.58,2.103,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-25T04:41:17,6,28.69,28.69,1.325,5.266,3.975,3.481,,,59.67,52.96,,19.8,33.16,44.07,14/12/10,55.8,0.312,38.2,11.4,,,,,85.97,34.413,88.7,64.6,,0.98,0.0067,250.72,1.0,normal,0.00092384,0.0,False,fatigue_spalling,none,A_healthy,0.003,0.0,1.0,,247.1,151.06,9579.31,10474.02,6808.11,14139.93,xgboost_gradient,-894.71,760.71,1551.0,0.0,0.0003,0.0107,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-29T09:41:53,2019-05-01T03:36:18,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,313939.4,51778.68,23.11,21597.58,13.65,99.937,84.595,1034.0,1.68,4.818,168,False,False,constant,80.66,90.23,6,0,0,0,oil_hydraulic,none,77.65,2.33,0.513,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-25T08:47:11,8,32.79,32.79,1.654,5.058,3.059,2.97,,,59.88,57.75,,19.8,37.95,45.88,14/12/10,89.6,0.326,19.3,4.0,,,,,83.75,32.031,90.17,64.48,,0.6,0.0004,57.69,0.9914,normal,0.00018226,0.0413,False,fatigue_spalling,electrical_pitting,A_healthy,0.0034,0.0,1.0,,253.5,148.33,9575.21,10963.93,7126.56,14801.31,kalman_filter,-1388.72,1797.17,1551.0,0.0,0.0003,0.0108,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-09T18:45:10,2019-05-18T16:07:46,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,179481.25,51778.68,52.78,21597.58,3.44,99.984,81.301,1034.0,1.68,3.896,168,False,False,constant,90.36,94.58,8,0,0,0,oil_hydraulic,water_ingress,21.71,70.43,1.189,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-25T12:53:05,9,36.88,36.88,1.713,5.5,3.211,3.32,,,63.3,53.94,,19.8,34.14,45.43,14/12/10,100.5,0.386,8.0,1.0,,,,,84.82,34.969,88.49,63.29,,1.018,0.0178,70.37,0.9981,normal,0.00177632,0.0,False,fatigue_spalling,none,A_healthy,0.0038,0.0003,1.0,,130.63,154.81,9571.12,8847.45,5750.84,11944.06,lstm_sequence,723.66,789.69,1551.0,0.0,0.0003,0.0108,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-26T20:36:37,2019-03-04T21:13:06,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,233814.73,51778.68,27.58,21597.58,6.63,99.969,87.055,1034.0,1.68,3.309,168,False,False,constant,78.74,86.4,9,0,0,0,oil_hydraulic,particulate_mild,44.9,36.63,3.069,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-25T16:58:58,10,40.98,40.98,1.738,5.91,3.4,2.914,,,60.47,58.93,,19.8,39.13,45.66,14/12/10,125.1,0.347,83.4,24.4,,,,,84.88,35.188,89.03,68.69,,1.167,0.0048,19.15,0.9852,normal,-0.00085959,0.0,False,fatigue_spalling,imbalance_induced,A_healthy,0.0043,0.0,1.0,,481.54,155.21,9567.02,8855.45,5756.04,11954.86,lstm_sequence,711.57,764.82,1551.0,0.0,0.0003,0.0109,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-27T04:42:28,2019-03-05T08:06:55,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,453228.72,51778.68,53.68,21597.58,7.06,99.967,88.817,1034.0,1.68,4.504,168,False,False,constant,90.57,94.36,10,0,0,0,steam,none,46.19,42.13,0.591,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-25T21:04:52,11,45.08,45.08,1.594,6.481,4.067,3.182,,,61.29,57.78,,19.8,37.98,48.05,13/11/9,53.9,0.533,49.7,11.2,,,,,84.86,35.458,89.84,63.03,,0.618,0.0611,23.07,1.0,normal,0.0,0.0237,False,fatigue_spalling,none,A_healthy,0.0047,0.0,1.0,,89.65,150.42,9562.92,7780.19,5057.13,10503.26,particle_filter,1782.72,2203.52,1551.0,0.0,0.0003,0.0109,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-04T23:10:43,2019-01-26T10:14:48,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,318807.52,51778.68,28.05,21597.58,13.15,99.939,84.486,1034.0,1.68,5.634,168,False,False,constant,88.54,92.09,11,0,0,0,none,none,47.39,62.06,6.496,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-26T01:10:46,12,49.18,49.18,1.635,6.984,4.271,2.847,,,64.34,54.54,,19.8,34.74,48.46,13/11/9,78.0,0.355,13.9,3.0,,,,,84.27,33.017,90.65,65.8,,0.299,0.0131,31.1,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0051,0.0142,1.0,,67.86,159.11,9558.82,8695.63,5652.16,11739.1,lstm_sequence,863.19,956.91,1551.0,0.0,0.0003,0.0109,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-24T04:59:40,2019-02-28T00:27:54,mixed,False,journeyman,False,58.0,,,none,none,1035573.53,7758121.58,478748.73,51778.68,22.07,21597.58,29.57,99.863,83.84,1034.0,1.68,7.478,168,False,False,constant,84.19,95.38,12,0,0,0,steam,none,88.26,2.77,0.73,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-26T05:16:40,13,53.28,53.28,1.621,6.207,3.829,3.052,,,56.78,60.98,,19.8,41.18,43.66,14/12/10,71.0,0.432,11.2,2.2,,,,,86.58,34.162,88.65,64.23,,0.793,0.0476,54.9,1.0,normal,0.00172861,0.0063,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.0055,0.0109,1.0,,23.22,151.2,9554.72,8047.81,5231.08,10864.55,physics_informed_nn,1506.91,1947.33,1551.0,0.0,0.0003,0.011,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-10T21:11:02,2019-02-05T05:55:06,mixed,False,specialist,False,30.0,,,none,none,1035573.53,7758121.58,458313.7,51778.68,44.9,21597.58,20.33,99.906,81.158,1034.0,1.68,1.339,168,False,False,constant,97.81,88.12,13,0,0,0,oil_process,none,32.95,69.63,1.478,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-26T09:22:34,14,57.38,57.38,1.394,4.414,3.167,2.836,,,60.23,55.71,,19.8,35.91,43.74,14/12/10,105.2,0.428,7.9,2.1,,,,,85.22,34.997,88.32,66.77,,1.561,0.1794,182.77,0.9858,normal,-0.00245901,0.0677,False,fatigue_spalling,none,A_healthy,0.006,0.0038,1.0,,206.38,136.57,9550.62,9168.43,5959.48,12377.38,xgboost_gradient,382.19,323.95,1551.0,0.0,0.0004,0.011,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-03T09:35:27,2019-03-17T02:32:28,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,272301.2,51778.68,49.88,21597.58,9.14,99.958,85.155,1034.0,1.68,2.69,168,False,False,constant,77.35,83.55,14,0,0,0,oil_hydraulic,none,62.97,13.82,6.238,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-26T13:28:28,15,61.47,61.47,1.636,6.899,4.217,3.23,,,61.17,56.88,,19.8,37.08,46.03,14/12/10,268.8,0.601,17.5,4.2,,,,,86.09,32.763,91.03,64.34,,0.258,0.0736,36.84,1.0,normal,0.00295457,0.0142,False,fatigue_spalling,none,A_healthy,0.0064,0.0183,1.0,,4.83,139.08,9546.53,10651.25,6923.32,14379.19,xgboost_gradient,-1104.73,978.09,1551.0,0.0,0.0004,0.011,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-04T11:06:06,2019-05-08T19:02:27,mixed,False,master_technician,False,19.0,,,none,none,1035573.53,7758121.58,192183.25,51778.68,25.81,21597.58,8.4,99.961,85.113,1034.0,1.68,1.636,168,False,False,constant,74.85,83.81,15,0,0,0,steam,none,32.83,8.92,3.269,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-26T17:34:22,16,65.57,65.57,1.689,6.156,3.645,3.145,,,61.88,52.85,,19.8,33.05,46.28,14/12/10,50.5,0.367,18.6,2.5,,,,,85.12,34.481,90.26,65.56,,0.217,0.1103,44.94,1.0,normal,0.0,0.0057,False,fatigue_spalling,none,A_healthy,0.0068,0.0081,1.0,,34.28,151.15,9542.43,10510.13,6831.59,14188.68,xgboost_gradient,-967.71,1121.71,1551.0,0.0,0.0004,0.0111,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-01T16:38:23,2019-05-03T23:11:11,mixed,False,specialist,False,42.0,,,none,none,1035573.53,7758121.58,337017.01,51778.68,26.04,21597.58,8.69,99.96,84.151,1034.0,1.68,7.872,168,False,False,constant,82.56,94.25,16,0,0,0,oil_process,particulate_severe,63.48,0.68,0.924,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-26T21:40:16,17,69.67,69.67,1.642,6.852,4.173,2.908,,,56.18,58.01,,19.8,38.21,44.13,14/12/10,130.3,0.412,14.4,3.9,,,,,84.51,32.661,89.27,66.2,,1.216,0.0508,281.82,1.0,normal,0.0,0.0561,False,fatigue_spalling,none,A_healthy,0.0073,0.0,1.0,,118.51,144.47,9538.33,10155.53,6601.09,13709.96,particle_filter,-617.2,684.92,1551.0,0.0,0.0004,0.0111,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-24T11:26:05,2019-04-21T13:52:09,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,472008.49,51778.68,31.06,21597.58,13.01,99.94,84.053,1034.0,1.68,5.884,168,False,False,constant,93.97,70.46,17,0,0,0,oil_hydraulic,particulate_mild,84.36,47.8,4.803,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-27T01:46:10,18,73.77,73.77,1.416,4.402,3.109,3.277,,,61.55,51.67,,19.8,31.87,42.99,14/12/10,119.1,0.339,31.6,6.2,,,,,84.95,35.535,86.99,64.51,,0.565,0.1476,102.48,0.9863,normal,-0.00274057,0.0,False,fatigue_spalling,none,A_healthy,0.0077,0.0229,1.0,,196.96,138.84,9534.23,8542.83,5552.84,11532.83,particle_filter,991.4,1135.63,1551.0,0.0,0.0004,0.0112,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-22T01:11:11,2019-02-23T15:10:42,mixed,False,specialist,False,42.0,,,none,none,1035573.53,7758121.58,159000.13,51778.68,35.06,21597.58,9.74,99.955,85.207,1034.0,1.68,3.056,168,False,False,constant,80.04,82.02,18,0,0,0,water,particulate_mild,45.9,105.15,0.677,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-27T05:52:04,19,77.87,77.87,1.38,6.241,4.522,3.093,,,59.47,58.45,,19.8,38.65,47.14,13/11/9,90.3,0.521,49.5,5.6,,,,,84.59,32.653,89.71,66.4,,1.337,0.0081,109.51,0.9765,normal,-0.00186415,0.0108,False,fatigue_spalling,none,A_healthy,0.0081,0.0085,1.0,,238.73,146.09,9530.13,10515.49,6835.07,14195.91,xgboost_gradient,-985.35,869.42,1551.0,0.0,0.0004,0.0112,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-02T07:36:39,2019-05-04T16:01:51,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,260576.55,51778.68,27.71,21597.58,7.31,99.966,81.986,1034.0,1.68,1.194,168,False,False,constant,87.48,90.62,19,0,0,0,gas_compressed_air,particulate_severe,70.49,54.99,0.233,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-27T09:57:57,20,81.97,81.97,1.422,4.645,3.267,2.848,,,60.41,57.92,,19.8,38.13,47.36,13/11/9,230.6,0.611,12.8,3.5,,,,,85.0,35.452,90.08,64.18,,0.482,0.0141,60.34,1.0,normal,0.0,0.0297,False,fatigue_spalling,imbalance_induced,A_healthy,0.0085,0.0,1.0,,196.33,151.9,9526.03,8240.85,5356.55,11125.15,weibull_regression,1285.18,1638.47,1551.0,0.0,0.0004,0.0112,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-16T02:23:28,2019-02-13T06:41:20,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,389502.58,51778.68,36.5,21597.58,9.0,99.958,88.941,1034.0,1.68,7.888,168,False,False,constant,88.58,99.73,20,0,0,0,oil_process,none,24.88,3.31,1.751,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-27T14:03:51,20,86.06,86.06,1.351,3.874,2.868,2.447,,,60.03,51.49,,19.8,31.7,48.73,13/11/9,110.8,0.48,6.4,1.5,,,,,85.96,35.875,89.66,64.38,,0.389,0.0441,39.66,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.009,0.0,1.0,,15.88,155.05,9521.94,10661.98,6930.29,14393.68,physics_informed_nn,-1140.05,1037.63,1551.0,0.0,0.0004,0.0113,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-05T17:03:23,2019-05-10T04:45:03,mixed,False,specialist,False,54.0,,,none,none,1035573.53,7758121.58,179194.28,51778.68,24.47,21597.58,21.67,99.9,90.998,1034.0,1.68,4.405,168,False,False,constant,70.28,96.12,20,0,0,0,steam,chemical_contamination,60.63,31.28,3.386,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-27T18:09:45,21,90.16,90.16,1.425,4.156,2.916,3.53,,,58.67,57.98,,19.8,38.19,44.23,14/12/10,57.6,0.33,90.1,15.5,,,,,85.94,33.999,90.49,66.88,,2.308,0.034,20.11,1.0,normal,0.0,0.0821,False,fatigue_spalling,none,A_healthy,0.0094,0.0,1.0,,33.28,169.09,9517.84,9907.31,6439.75,13374.87,kalman_filter,-389.48,434.19,1551.0,0.0,0.0004,0.0113,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-20T03:49:10,2019-04-13T15:22:46,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,411922.64,51778.68,35.65,21597.58,21.16,99.902,80.46,1034.0,1.68,5.481,168,False,False,constant,93.06,78.42,21,0,0,0,gas_compressed_air,none,57.62,15.62,3.46,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-27T22:15:39,22,94.26,94.26,1.547,6.55,4.233,3.34,,,62.51,57.95,,19.8,38.16,47.05,13/11/9,105.1,0.325,34.9,7.2,,,,,85.61,34.029,90.4,66.71,,0.627,0.0109,183.87,0.9941,normal,0.00156863,0.0582,False,fatigue_spalling,none,A_healthy,0.0098,0.0,1.0,,102.53,150.6,9513.74,10762.2,6995.43,14528.98,lstm_sequence,-1248.47,1467.32,1551.0,0.0,0.0004,0.0114,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-08T03:21:47,2019-05-14T02:08:04,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,450820.56,51778.68,21.23,21597.58,26.63,99.877,85.048,1034.0,1.68,4.852,168,False,False,constant,81.16,94.4,22,0,0,0,steam,none,27.55,5.01,0.861,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-28T02:21:33,23,98.36,98.36,1.347,4.756,3.53,2.924,,,58.55,53.9,,19.8,34.11,45.16,13/11/9,146.1,0.517,30.0,3.8,,,,,84.5,33.665,88.07,66.21,,0.271,0.0648,6.69,1.0,normal,0.00469445,0.0437,False,fatigue_spalling,none,A_healthy,0.0102,0.0153,1.0,,17.86,153.19,9509.64,7916.1,5145.46,10686.73,lstm_sequence,1593.54,1734.59,1551.0,0.0,0.0004,0.0114,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-10T00:24:30,2019-02-02T11:02:35,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,393165.93,51778.68,54.6,21597.58,8.8,99.959,85.765,1034.0,1.68,3.418,168,False,False,constant,89.33,86.91,23,0,0,0,water,none,59.9,51.03,3.687,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-28T06:27:27,24,102.46,102.46,1.524,4.142,2.717,3.279,,,62.16,56.34,,19.8,36.54,47.88,13/11/9,86.7,0.321,12.9,3.3,,,,,85.89,35.783,90.21,64.4,,0.966,0.0106,27.79,0.9991,normal,-0.00018295,0.0449,False,fatigue_spalling,none,A_healthy,0.0107,0.0162,1.0,,9.99,165.67,9505.54,11408.9,7415.78,15402.01,kalman_filter,-1903.35,1949.44,1551.0,0.0,0.0004,0.0114,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-21T22:54:21,2019-06-06T08:01:11,mixed,False,specialist,False,51.0,,,none,none,1035573.53,7758121.58,418119.13,51778.68,37.76,21597.58,18.59,99.914,88.184,1034.0,1.68,4.132,168,False,False,constant,83.88,85.03,24,0,0,0,steam,none,36.9,10.18,0.008,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-28T10:33:21,25,106.56,106.56,1.605,7.188,4.478,3.564,,,64.2,56.79,,19.8,36.99,42.22,13/11/9,70.1,0.353,17.7,4.9,,,,,85.26,35.453,91.59,65.54,,0.27,0.0235,69.49,0.9853,normal,-0.00293997,0.0819,False,fatigue_spalling,none,A_healthy,0.0111,0.0092,1.0,,171.54,148.07,9501.44,8097.23,5263.2,10931.26,lstm_sequence,1404.22,1511.72,1551.0,0.0,0.0004,0.0115,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-14T03:10:13,2019-02-09T05:12:02,mixed,False,journeyman,False,56.0,,,none,none,1035573.53,7758121.58,391951.98,51778.68,25.72,21597.58,27.08,99.875,89.294,1034.0,1.68,5.064,168,False,False,constant,93.99,80.6,25,0,0,0,water,chemical_contamination,73.96,23.74,4.168,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-28T14:39:15,26,110.65,110.65,1.418,4.164,2.937,3.049,,,60.95,53.11,,19.8,33.32,44.8,13/11/9,96.7,0.385,16.5,2.6,,,,,85.82,34.065,89.33,63.24,,0.335,0.0071,36.51,0.9961,normal,-0.00078517,0.0,False,fatigue_spalling,none,A_healthy,0.0115,0.0,1.0,,88.95,145.32,9497.35,7992.55,5195.16,10789.94,particle_filter,1504.8,1360.29,1551.0,0.0,0.0004,0.0115,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-12T02:55:40,2019-02-05T16:19:10,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,390248.47,51778.68,58.67,21597.58,17.03,99.921,86.515,1034.0,1.68,5.653,168,False,False,constant,87.66,85.8,26,0,0,0,gas_compressed_air,particulate_mild,69.6,36.24,0.077,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-28T18:45:09,27,114.75,114.75,1.514,4.964,3.278,3.11,,,61.93,55.79,,19.8,35.99,45.42,14/12/10,134.0,0.346,16.9,3.1,,,,,87.12,35.572,89.48,62.34,,0.4,0.0677,321.61,0.9827,normal,-0.00228454,0.0249,False,fatigue_spalling,none,A_healthy,0.0119,0.0206,1.0,,178.83,152.94,9493.25,10367.33,6738.77,13995.9,xgboost_gradient,-874.08,888.22,1551.0,0.0,0.0004,0.0116,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-30T18:25:05,2019-04-30T22:59:02,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,155434.93,51778.68,25.24,21597.58,3.64,99.983,90.045,1034.0,1.68,4.026,168,False,False,constant,86.37,78.53,27,0,0,0,water,none,78.01,9.26,0.367,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-28T22:51:03,28,118.85,118.85,1.582,4.427,2.798,2.784,,,63.1,55.85,,19.8,36.05,43.78,14/12/10,180.5,0.371,40.1,8.2,,,,,83.88,33.97,89.4,65.72,,0.532,0.0398,228.15,0.9821,normal,-0.00357819,0.0,False,fatigue_spalling,none,A_healthy,0.0124,0.0095,1.0,,264.24,153.5,9489.15,10380.28,6747.18,14013.38,kalman_filter,-891.13,1107.05,1551.0,0.0,0.0004,0.0116,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-01T04:59:27,2019-05-01T14:05:20,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,486038.98,51778.68,43.33,21597.58,23.91,99.889,79.507,1034.0,1.68,4.715,168,False,False,constant,78.64,67.82,28,0,0,0,oil_hydraulic,water_ingress,30.94,33.05,0.521,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-29T02:56:56,29,122.95,122.95,1.648,4.498,2.73,2.846,,,59.47,53.1,,19.8,33.3,44.79,13/11/9,146.1,0.437,6.6,1.8,,,,,83.94,34.279,89.97,67.47,,0.267,0.0557,125.58,1.0,normal,0.00018295,0.0574,False,fatigue_spalling,none,A_healthy,0.0128,0.0012,1.0,,274.13,141.52,9485.05,8743.99,5683.59,11804.38,lstm_sequence,741.06,828.71,1551.0,0.0,0.0004,0.0116,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-28T06:56:31,2019-03-04T19:20:14,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,184285.46,51778.68,31.22,21597.58,18.17,99.916,81.835,1034.0,1.68,5.066,168,False,False,constant,74.13,87.14,29,0,0,0,oil_process,particulate_mild,83.79,143.42,2.274,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-29T07:02:50,30,127.05,127.05,1.698,7.175,4.225,2.687,,,64.82,56.22,,19.8,36.42,44.56,14/12/10,226.7,0.339,34.7,8.8,,,,,86.7,33.09,91.27,63.81,,0.02,0.0243,1.39,1.0,normal,0.00293997,0.0263,False,fatigue_spalling,none,A_healthy,0.0132,0.0,1.0,,57.01,154.52,9480.95,8782.39,5708.56,11856.23,lstm_sequence,698.56,722.3,1551.0,0.0,0.0004,0.0117,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-29T06:14:38,2019-03-06T08:04:53,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,283483.26,51778.68,48.56,21597.58,4.32,99.98,85.798,1034.0,1.68,7.084,168,False,False,constant,75.55,95.97,30,0,0,0,oil_hydraulic,particulate_mild,50.3,12.84,0.347,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-29T11:08:44,31,131.15,131.15,1.242,4.666,3.758,3.062,,,64.38,54.3,,19.8,34.5,45.54,14/12/10,142.8,0.547,19.5,4.6,,,,,84.76,32.359,87.93,64.2,,0.271,0.0239,26.61,0.9806,normal,-0.00310029,0.0823,False,fatigue_spalling,none,A_healthy,0.0136,0.0153,1.0,,218.39,135.28,9476.85,8853.56,5754.81,11952.3,xgboost_gradient,623.3,570.6,1551.0,0.0,0.0004,0.0117,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-30T21:55:30,2019-03-09T00:40:14,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,216722.43,51778.68,51.53,21597.58,15.29,99.929,81.554,1034.0,1.68,3.979,168,False,False,constant,79.84,79.89,31,0,1,1,oil_process,none,84.02,2.52,2.845,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-29T15:14:38,32,135.24,135.24,1.794,4.693,2.616,2.88,,,64.17,58.94,,19.8,39.14,47.15,14/12/10,108.3,0.63,24.0,6.2,,,,,85.95,34.801,91.02,62.61,,0.244,0.0316,252.11,0.9928,normal,0.00200921,0.0675,False,fatigue_spalling,none,A_healthy,0.0141,0.0,1.0,,103.2,151.38,9472.76,8586.17,5581.01,11591.32,physics_informed_nn,886.59,1004.42,1551.0,0.0001,0.0004,0.0118,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-25T12:19:37,2019-02-27T17:29:06,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,330449.46,51778.68,24.53,21597.58,10.22,99.953,88.619,1034.0,1.68,3.143,168,False,False,constant,79.91,86.6,32,0,0,0,water,none,32.11,42.66,0.477,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-29T19:20:32,33,139.34,139.34,1.499,6.538,4.36,3.118,,,60.18,53.14,,19.8,33.34,47.22,13/11/9,102.9,0.354,8.9,2.4,,,,,83.26,34.471,92.09,64.92,,0.471,0.132,23.98,1.0,normal,0.00357819,0.0248,False,fatigue_spalling,none,A_healthy,0.0145,0.0,1.0,,25.44,151.46,9468.66,10622.95,6904.92,14340.99,particle_filter,-1154.3,1288.09,1551.0,0.0001,0.0005,0.0118,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-07T02:49:09,2019-05-11T00:51:10,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,195153.4,51778.68,25.52,21597.58,4.43,99.98,86.976,1034.0,1.68,1.101,168,False,False,constant,81.84,71.32,33,0,0,1,oil_hydraulic,none,46.65,39.45,0.587,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-29T23:26:26,34,143.44,143.44,1.448,6.009,4.149,3.344,,,61.96,55.65,,19.8,35.85,47.78,14/12/10,70.9,0.376,8.3,1.8,,,,,84.0,34.809,90.91,65.21,,0.797,0.0739,9.33,0.9961,normal,-0.00078078,0.0496,False,fatigue_spalling,none,A_healthy,0.0149,0.0096,1.0,,54.88,144.49,9464.56,10722.46,6969.6,14475.32,lstm_sequence,-1257.9,1553.62,1551.0,0.0001,0.0005,0.0118,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-09T08:40:17,2019-05-14T17:31:58,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,296955.12,51778.68,41.98,21597.58,11.6,99.946,81.302,1034.0,1.68,5.959,168,False,False,constant,88.03,86.14,34,0,0,0,oil_hydraulic,particulate_severe,69.69,2.49,3.424,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-30T03:32:20,35,147.54,147.54,1.29,4.71,3.651,3.264,,,58.07,55.03,,19.8,35.24,46.13,13/11/9,69.3,0.394,33.8,6.5,,,,,85.35,34.483,90.76,68.91,,0.257,0.0908,32.83,1.0,normal,0.0,0.0611,False,fatigue_spalling,none,A_healthy,0.0154,0.0,1.0,,461.59,146.24,9460.46,10622.24,6904.46,14340.02,physics_informed_nn,-1161.78,1361.63,1551.0,0.0001,0.0005,0.0119,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-07T10:39:30,2019-05-11T08:26:31,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,428011.55,51778.68,34.22,21597.58,6.3,99.971,88.584,1034.0,1.68,3.553,168,False,False,constant,85.13,88.69,35,0,0,0,steam,particulate_mild,31.39,9.58,0.007,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-30T07:38:14,37,151.64,151.64,1.432,5.782,4.037,3.159,,,57.97,56.24,,19.8,36.44,46.03,15/13/11,63.7,0.447,18.6,3.9,,,,,85.61,34.019,90.28,63.61,,0.762,0.0297,26.02,1.0,normal,0.00388546,0.0627,False,fatigue_spalling,none,A_healthy,0.0158,0.0093,1.0,,28.45,166.31,9456.36,10386.26,6751.07,14021.46,xgboost_gradient,-929.9,990.62,1551.0,0.0001,0.0005,0.0119,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-02T16:46:09,2019-05-03T03:57:42,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,241204.08,51778.68,48.49,21597.58,4.16,99.981,85.747,1034.0,1.68,3.524,168,False,False,constant,93.67,89.98,37,0,0,0,oil_hydraulic,particulate_mild,50.6,12.41,0.858,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-30T11:44:08,38,155.74,155.74,1.454,5.69,3.912,3.305,,,59.22,53.92,,19.8,34.12,43.92,13/11/9,146.7,0.348,10.2,1.9,,,,,85.0,34.982,91.01,65.02,,0.132,0.0309,47.74,1.0,normal,0.00144727,0.0014,False,fatigue_spalling,misalignment_induced,A_healthy,0.0162,0.0,1.0,,114.43,137.36,9452.26,8145.5,5294.58,10996.43,xgboost_gradient,1306.76,1629.94,1551.0,0.0001,0.0005,0.012,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-17T04:29:09,2019-02-12T23:24:40,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,167664.79,51778.68,24.5,21597.58,20.26,99.906,79.055,1034.0,1.68,7.441,168,False,False,constant,77.34,91.67,38,0,0,0,water,none,70.07,18.79,3.623,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-30T15:50:02,39,159.83,159.83,1.609,4.093,2.544,3.221,,,63.91,55.58,,19.8,35.79,48.18,14/12/10,238.7,0.39,10.9,2.9,,,,,85.34,35.008,89.13,64.79,,0.221,0.1009,156.36,0.9813,normal,-0.00373447,0.0016,False,fatigue_spalling,none,A_healthy,0.0166,0.006,1.0,,192.16,137.26,9448.17,8984.78,5840.11,12129.45,physics_informed_nn,463.39,493.62,1551.0,0.0001,0.0005,0.012,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-03T20:13:21,2019-03-14T20:53:40,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,326519.48,51778.68,40.0,21597.58,9.12,99.958,91.254,1034.0,1.68,4.121,168,False,False,constant,83.11,82.42,39,0,0,0,water,particulate_severe,42.12,21.47,2.304,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-04-30T19:55:55,40,163.93,163.93,1.634,5.309,3.249,2.943,,,60.1,58.0,,19.8,38.2,45.15,14/12/10,82.0,0.366,17.7,2.7,,,,,84.22,32.819,87.12,65.3,,0.416,0.0557,194.07,0.9831,normal,-0.00260463,0.0441,False,fatigue_spalling,none,A_healthy,0.0171,0.0,1.0,,313.1,157.93,9444.07,11369.59,7390.23,15348.95,physics_informed_nn,-1925.52,2232.89,1551.0,0.0001,0.0005,0.012,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-23T16:43:36,2019-06-07T12:04:58,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,155916.96,51778.68,56.67,21597.58,16.26,99.925,87.886,1034.0,1.68,4.45,168,False,False,constant,83.24,79.29,40,0,0,0,water,water_ingress,65.76,134.78,0.417,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-01T00:01:49,41,168.03,168.03,1.607,6.493,4.04,3.149,,,63.15,57.99,,19.8,38.19,44.52,13/11/9,139.4,0.333,8.3,2.0,,,,,84.68,35.293,90.34,65.05,,0.017,0.0768,24.88,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0175,0.0,1.0,,140.35,151.6,9439.97,8359.99,5433.99,11285.99,xgboost_gradient,1079.98,865.23,1551.0,0.0001,0.0005,0.0121,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-22T04:01:31,2019-02-21T02:01:18,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,202401.85,51778.68,23.89,21597.58,13.29,99.939,77.956,1034.0,1.68,2.6,168,False,False,constant,84.71,89.5,41,0,0,0,gas_compressed_air,particulate_mild,77.04,39.76,5.067,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-01T04:07:43,42,172.13,172.13,1.57,6.073,3.869,2.948,,,58.3,54.83,,19.8,35.03,45.52,13/11/9,72.0,0.508,76.7,17.5,,,,,84.43,34.589,91.03,64.68,,0.046,0.0049,25.53,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0179,0.0001,1.0,,12.39,163.18,9435.87,7723.19,5020.07,10426.3,physics_informed_nn,1712.68,1998.04,1551.0,0.0001,0.0005,0.0121,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-09T01:43:21,2019-01-29T16:50:18,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,296905.7,51778.68,20.34,21597.58,6.91,99.968,83.29,1034.0,1.68,7.03,168,False,False,constant,70.82,86.28,42,0,0,0,oil_hydraulic,water_ingress,42.41,13.3,0.025,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-01T08:13:37,43,176.23,176.23,1.617,6.846,4.235,3.134,,,59.0,59.92,,19.8,40.12,43.68,13/11/9,91.5,0.387,29.2,6.3,,,,,85.87,35.855,91.08,67.46,,0.152,0.0685,135.39,0.9953,normal,-0.00094282,0.041,False,fatigue_spalling,none,A_healthy,0.0183,0.0058,1.0,,143.35,141.21,9431.77,8408.79,5465.72,11351.87,lstm_sequence,1022.98,1054.92,1551.0,0.0001,0.0005,0.0122,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-23T12:37:24,2019-02-23T03:42:03,mixed,False,apprentice,False,30.0,,,none,none,1035573.53,7758121.58,435174.79,51778.68,59.04,21597.58,13.73,99.936,86.574,1034.0,1.68,4.0,168,False,False,constant,96.63,90.79,43,0,0,0,water,particulate_severe,45.83,5.34,3.411,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-01T12:19:31,44,180.33,180.33,1.631,6.028,3.697,3.218,,,62.78,60.19,,19.8,40.4,44.96,14/12/10,133.2,0.408,18.4,2.1,,,,,84.87,33.1,89.36,64.64,,0.025,0.1359,72.06,0.9979,normal,0.00331322,0.0091,False,fatigue_spalling,none,A_healthy,0.0188,0.014,1.0,,122.71,129.14,9427.67,8216.02,5340.42,11091.63,physics_informed_nn,1211.65,1183.09,1551.0,0.0001,0.0005,0.0122,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-19T16:20:15,2019-02-16T11:56:45,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,441799.87,51778.68,52.29,21597.58,33.52,99.845,81.256,1034.0,1.68,6.235,168,False,False,constant,86.95,91.67,44,0,0,0,gas_compressed_air,none,30.8,25.58,2.429,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-01T16:25:25,45,184.42,184.42,1.48,6.011,4.062,3.083,,,61.44,58.85,,19.8,39.05,44.04,13/11/9,83.6,0.435,12.2,3.2,,,,,85.66,34.107,89.72,61.91,,1.148,0.0261,74.11,0.9723,normal,-0.00215943,0.0615,False,fatigue_spalling,none,A_healthy,0.0192,0.0199,1.0,,384.18,153.16,9423.58,10547.69,6856.0,14239.38,weibull_regression,-1124.12,1065.81,1551.0,0.0001,0.0005,0.0122,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-07T10:16:09,2019-05-10T05:57:41,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,162090.81,51778.68,41.38,21597.58,14.62,99.932,81.211,1034.0,1.68,4.749,168,False,False,constant,77.34,91.46,45,0,0,0,oil_process,particulate_severe,43.0,35.01,0.087,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-01T20:31:19,46,188.52,188.52,1.457,4.009,2.752,2.663,,,62.24,53.12,,19.8,33.33,46.01,13/11/9,82.8,0.306,81.3,22.5,,,,,85.7,34.682,90.63,68.81,,0.125,0.0262,40.4,0.9991,normal,-0.00017992,0.0388,False,fatigue_spalling,none,A_healthy,0.0196,0.0,1.0,,32.96,155.7,9419.48,11132.81,7236.33,15029.3,physics_informed_nn,-1713.34,1882.82,1551.0,0.0001,0.0005,0.0123,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-19T18:55:43,2019-05-31T03:24:47,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,160551.44,51778.68,21.15,21597.58,10.78,99.95,78.791,1034.0,1.68,6.547,168,False,False,constant,69.76,90.81,46,0,0,0,water,particulate_severe,40.05,31.09,1.11,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-02T00:37:13,47,192.62,192.62,1.572,4.186,2.663,2.436,,,58.29,57.93,,19.8,38.13,48.11,14/12/10,65.4,0.377,10.6,2.5,,,,,85.19,32.543,91.3,65.21,,1.809,0.0066,35.12,0.9947,normal,-0.00105747,0.0257,False,fatigue_spalling,none,A_healthy,0.02,0.0,1.0,,67.9,145.22,9415.38,8733.36,5676.69,11790.04,physics_informed_nn,682.02,676.53,1551.0,0.0001,0.0005,0.0123,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-30T23:18:06,2019-03-07T07:58:44,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,177192.01,51778.68,59.62,21597.58,15.35,99.929,79.926,1034.0,1.68,3.457,168,False,False,constant,93.38,84.37,47,0,0,0,oil_hydraulic,particulate_mild,20.83,166.91,0.691,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-02T04:43:07,48,196.72,196.72,1.547,6.052,3.912,3.121,,,61.24,57.25,,19.8,37.45,47.29,13/11/9,109.2,0.373,49.4,10.0,,,,,84.76,32.859,91.38,63.76,,0.382,0.1084,32.9,1.0,normal,0.00094282,0.0078,False,fatigue_spalling,none,A_healthy,0.0205,0.0129,1.0,,19.48,141.25,9411.28,7586.46,4931.2,10241.73,xgboost_gradient,1824.82,1829.65,1551.0,0.0001,0.0005,0.0124,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-07T05:57:00,2019-01-25T21:12:44,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,493772.34,51778.68,28.33,21597.58,11.85,99.945,91.248,1034.0,1.68,7.867,168,False,False,constant,83.53,89.77,48,0,0,0,oil_hydraulic,particulate_mild,35.51,87.85,6.429,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-02T08:49:01,49,200.82,200.82,1.62,5.474,3.38,2.818,,,58.67,57.34,,19.8,37.54,43.48,13/11/9,85.4,0.351,45.2,13.0,,,,,86.66,36.323,89.67,65.62,,0.064,0.0472,49.4,1.0,normal,0.00042125,0.0259,False,fatigue_spalling,none,A_healthy,0.0209,0.0,1.0,,223.82,132.74,9407.18,10677.05,6940.08,14414.02,kalman_filter,-1269.87,1071.33,1551.0,0.0001,0.0005,0.0124,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-10T19:20:29,2019-05-15T12:18:31,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,210939.73,51778.68,38.86,21597.58,9.68,99.955,82.578,1034.0,1.68,4.638,168,False,False,constant,94.25,95.13,49,0,0,1,steam,particulate_severe,36.26,6.7,2.752,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-02T12:54:54,50,204.92,204.92,1.473,6.234,4.231,2.968,,,58.27,58.87,,19.8,39.07,47.16,13/11/9,86.4,0.341,37.9,7.9,,,,,85.0,35.035,89.15,68.15,,0.18,0.0183,148.17,0.9925,normal,0.00405254,0.0252,False,fatigue_spalling,none,A_healthy,0.0213,0.0026,1.0,,168.79,146.69,9403.08,10421.88,6774.22,14069.54,lstm_sequence,-1018.8,960.85,1551.0,0.0001,0.0005,0.0124,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-05T15:51:25,2019-05-06T15:30:58,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,223074.15,51778.68,47.7,21597.58,25.43,99.882,79.952,1034.0,1.68,2.367,168,False,False,constant,100.13,88.6,50,0,0,2,water,none,23.3,34.57,3.655,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-02T17:00:48,51,209.01,209.01,1.436,4.744,3.303,3.283,,,63.16,56.02,,19.8,36.22,44.02,14/12/10,170.3,0.356,9.3,2.5,,,,,84.44,33.478,90.0,61.84,,0.053,0.0072,131.48,1.0,normal,0.00017992,0.0035,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0218,0.0049,1.0,,23.98,137.82,9398.99,11351.34,7378.37,15324.3,particle_filter,-1952.35,1841.06,1551.0,0.0001,0.0005,0.0125,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-25T04:40:54,2019-06-08T17:38:57,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,230614.1,51778.68,54.03,21597.58,11.96,99.945,78.01,1034.0,1.68,1.401,168,False,False,constant,71.13,85.38,51,0,0,0,steam,chemical_contamination,34.21,11.91,0.125,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-02T21:06:42,52,213.11,213.11,1.357,4.663,3.435,3.233,,,54.67,55.58,,19.8,35.78,46.4,14/12/10,254.3,0.309,8.0,2.3,,,,,84.97,35.581,88.85,67.67,,0.05,0.0716,96.44,1.0,normal,0.00105747,0.0,False,fatigue_spalling,none,A_healthy,0.0222,0.0037,1.0,,59.05,140.71,9394.89,8233.19,5351.57,11114.81,lstm_sequence,1161.7,1058.4,1551.0,0.0001,0.0006,0.0125,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-21T09:42:27,2019-02-18T11:19:28,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,171109.32,51778.68,27.2,21597.58,8.91,99.959,82.761,1034.0,1.68,2.544,168,False,False,constant,85.59,74.08,52,0,0,0,water,chemical_contamination,29.7,82.56,1.49,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-03T01:12:36,53,217.21,217.21,1.609,6.645,4.13,3.226,,,57.22,54.98,,19.8,35.18,45.71,13/11/9,58.2,0.373,12.7,2.9,,,,,87.59,35.238,89.45,66.37,,0.762,0.0225,3.7,0.996,normal,-0.0007902,0.0,False,fatigue_spalling,none,A_healthy,0.0226,0.0095,1.0,,186.94,147.85,9390.79,10575.28,6873.93,14276.63,xgboost_gradient,-1184.49,1081.48,1551.0,0.0001,0.0006,0.0126,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-09T08:51:00,2019-05-12T14:11:53,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,208991.36,51778.68,21.18,21597.58,13.11,99.939,84.463,1034.0,1.68,7.181,168,False,False,constant,85.62,95.12,53,0,0,0,steam,particulate_mild,25.13,29.4,0.106,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-03T05:18:30,54,221.31,221.31,1.605,5.529,3.445,2.344,,,58.22,51.39,,19.8,31.59,46.26,13/11/9,83.7,0.338,93.3,23.5,,,,,85.86,36.061,88.7,63.57,,0.083,0.1602,123.12,1.0,normal,0.0,0.0,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.023,0.002,1.0,,97.87,172.34,9386.69,8954.42,5820.37,12088.46,particle_filter,432.27,552.4,1551.0,0.0001,0.0006,0.0126,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-05T18:31:02,2019-03-16T08:33:48,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,489288.26,51778.68,29.01,21597.58,8.1,99.963,82.647,1034.0,1.68,1.408,168,False,False,constant,82.68,64.15,54,0,0,0,oil_hydraulic,none,30.55,32.37,1.899,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-03T09:24:24,55,225.41,225.41,1.368,3.839,2.807,2.519,,,63.73,57.99,,19.8,38.19,47.65,13/11/9,56.2,0.348,31.3,6.6,,,,,85.94,34.524,90.45,60.99,,0.58,0.0269,96.93,0.9962,normal,0.00072244,0.0326,False,fatigue_spalling,none,A_healthy,0.0235,0.0065,1.0,,40.62,138.5,9382.59,7962.91,5175.89,10749.93,physics_informed_nn,1419.68,1208.16,1551.0,0.0001,0.0006,0.0126,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-16T06:51:40,2019-02-09T09:52:44,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,386376.66,51778.68,56.1,21597.58,26.14,99.879,86.268,1034.0,1.68,6.029,168,False,False,constant,91.7,80.31,55,0,0,1,oil_hydraulic,particulate_mild,52.99,19.47,0.031,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-03T13:30:18,56,229.51,229.51,1.602,6.964,4.348,2.636,,,62.19,56.46,,19.8,36.66,44.21,14/12/10,137.3,0.334,60.1,15.8,,,,,84.31,32.931,88.99,62.06,,0.414,0.1753,216.4,1.0,normal,0.0,0.0703,False,fatigue_spalling,erosion,A_healthy,0.0239,0.0069,1.0,,108.9,147.39,9378.49,8721.31,5668.85,11773.77,physics_informed_nn,657.18,646.79,1551.0,0.0001,0.0006,0.0127,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-01T06:09:43,2019-03-08T10:37:19,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,336740.7,51778.68,29.31,21597.58,12.41,99.943,84.798,1034.0,1.68,5.216,168,False,False,constant,87.85,95.1,56,0,0,0,oil_hydraulic,none,23.27,88.66,1.671,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-03T17:36:12,57,233.6,233.6,1.55,5.055,3.262,2.663,,,64.66,58.15,,19.8,38.36,47.92,14/12/10,79.6,0.442,19.5,5.6,,,,,86.11,35.039,88.33,65.43,,0.212,0.0862,27.19,0.9744,normal,-0.00512888,0.0462,False,fatigue_spalling,none,A_healthy,0.0243,0.0123,1.0,,446.11,167.46,9374.4,10580.91,6877.59,14284.23,lstm_sequence,-1206.52,1075.6,1551.0,0.0001,0.0006,0.0127,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-10T04:03:36,2019-05-13T11:22:47,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,501764.2,51778.68,29.1,21597.58,4.6,99.979,80.361,1034.0,1.68,5.44,168,False,False,constant,83.04,69.07,57,0,0,1,oil_hydraulic,none,36.67,10.56,1.342,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-03T21:42:06,58,237.7,237.7,1.423,3.809,2.677,3.542,,,60.86,57.97,,19.8,38.17,43.63,14/12/10,276.5,0.372,10.0,1.5,,,,,85.1,34.568,89.64,66.58,,0.49,0.0728,3.91,0.9813,normal,-0.00294791,0.0056,False,fatigue_spalling,none,A_healthy,0.0247,0.0135,1.0,,587.58,152.89,9370.3,8649.99,5622.5,11677.49,physics_informed_nn,720.3,852.27,1551.0,0.0001,0.0006,0.0128,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-31T02:41:55,2019-03-06T06:11:48,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,442986.27,51778.68,45.7,21597.58,22.28,99.897,84.737,1034.0,1.68,4.294,168,False,False,constant,94.65,79.72,58,0,0,0,steam,water_ingress,44.45,43.52,2.14,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-04T01:48:00,59,241.8,241.8,1.551,5.163,3.33,2.984,,,65.66,58.47,,19.8,38.67,45.21,13/11/9,178.8,0.571,44.1,9.8,,,,,86.41,32.952,91.01,67.32,,0.428,0.1286,25.74,0.9762,normal,-0.00476276,0.0431,False,fatigue_spalling,overload,A_healthy,0.0252,0.0127,1.0,,423.26,160.55,9366.2,10422.4,6774.56,14070.24,kalman_filter,-1056.2,866.91,1551.0,0.0001,0.0006,0.0128,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-07T04:59:57,2019-05-08T04:50:20,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,358984.57,51778.68,35.3,21597.58,18.5,99.914,84.496,1034.0,1.68,1.675,168,False,False,constant,92.48,90.19,59,0,0,1,oil_hydraulic,none,30.83,11.26,5.408,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-04T05:53:53,60,245.9,245.9,1.518,5.368,3.536,2.706,,,64.81,55.2,,19.8,35.4,47.03,14/12/10,66.2,0.357,18.0,2.0,,,,,84.47,33.805,89.23,66.21,,0.064,0.0027,88.65,0.999,normal,0.00056991,0.0515,False,fatigue_spalling,none,A_healthy,0.0256,0.0255,1.0,,25.72,139.77,9362.1,8367.77,5439.05,11296.49,xgboost_gradient,994.33,1276.45,1551.0,0.0001,0.0006,0.0129,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-25T13:46:56,2019-02-24T14:30:04,mixed,False,specialist,False,85.0,,,none,none,1035573.53,7758121.58,378410.32,51778.68,30.64,21597.58,8.43,99.961,81.85,1034.0,1.68,1.401,168,False,False,constant,83.17,82.82,60,0,0,1,steam,none,87.74,257.33,5.625,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-04T09:59:47,61,250.0,250.0,1.345,3.569,2.653,2.861,,,63.58,53.91,,19.8,34.11,42.73,14/12/10,86.8,0.381,12.3,3.4,,,,,86.01,35.711,92.49,62.55,,0.901,0.017,57.05,0.9901,normal,-0.00197847,0.0,False,fatigue_spalling,none,A_healthy,0.026,0.0092,1.0,,128.65,141.41,9358.0,8261.38,5369.89,11152.86,kalman_filter,1096.63,985.54,1551.0,0.0001,0.0006,0.0129,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-23T12:41:05,2019-02-21T00:09:59,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,402185.03,51778.68,23.11,21597.58,7.5,99.965,84.224,1034.0,1.68,4.707,168,False,False,constant,75.86,81.03,61,0,0,0,gas_compressed_air,particulate_mild,51.26,159.8,0.691,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-04T14:05:41,62,254.09,254.09,1.473,4.653,3.158,3.048,,,58.69,54.65,,19.8,34.86,45.59,12/10/8,71.5,0.597,15.8,4.3,,,,,84.34,34.873,88.47,61.81,,0.268,0.0436,304.4,0.9919,normal,0.00350875,0.0344,False,fatigue_spalling,none,A_healthy,0.0264,0.0184,1.0,,196.0,159.12,9353.91,8478.42,5510.97,11445.87,physics_informed_nn,875.48,1078.35,1551.0,0.0001,0.0006,0.0129,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-28T05:18:18,2019-02-28T20:45:08,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,415029.51,51778.68,44.87,21597.58,15.83,99.927,79.551,1034.0,1.68,7.278,168,False,False,constant,87.97,91.43,62,0,0,0,water,none,32.38,14.01,3.896,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-04T18:11:35,63,258.19,258.19,1.515,5.295,3.494,2.905,,,55.98,60.04,,19.8,40.24,46.22,14/12/10,67.1,0.351,88.5,13.2,,,,,84.12,32.798,89.86,68.05,,0.402,0.1378,15.97,1.0,normal,0.00373811,0.0837,False,fatigue_spalling,none,A_healthy,0.0269,0.0128,1.0,,1.11,167.31,9349.81,10126.63,6582.31,13670.95,lstm_sequence,-776.82,791.47,1551.0,0.0001,0.0006,0.013,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-01T17:30:22,2019-04-28T09:49:31,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,406379.62,51778.68,38.68,21597.58,21.41,99.901,82.783,1034.0,1.68,5.548,168,False,False,constant,85.23,96.26,63,0,0,0,oil_process,chemical_contamination,20.82,11.51,1.006,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-04T22:17:29,64,262.29,262.29,1.592,7.127,4.478,2.787,,,60.68,64.04,,19.8,44.24,46.66,14/12/10,95.0,0.482,15.3,4.0,,,,,85.01,34.744,89.97,67.3,,0.187,0.0153,1.67,0.9932,normal,0.00340717,0.0704,False,fatigue_spalling,none,A_healthy,0.0273,0.0126,1.0,,164.57,166.74,9345.71,10396.37,6757.64,14035.1,xgboost_gradient,-1050.66,1076.59,1551.0,0.0001,0.0006,0.013,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-07T12:28:41,2019-05-08T03:12:31,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,471967.12,51778.68,31.31,21597.58,9.76,99.955,86.021,1034.0,1.68,4.547,168,False,False,constant,99.11,71.53,64,0,0,0,oil_process,none,45.56,69.01,0.402,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-05T02:23:23,65,266.39,266.39,1.528,5.602,3.665,2.668,,,61.48,52.33,,19.8,32.53,44.47,13/11/9,61.7,0.406,34.8,6.7,,,,,85.11,34.131,91.13,64.12,,0.264,0.0368,22.67,0.9969,normal,-0.00042912,0.0,False,fatigue_spalling,none,A_healthy,0.0277,0.0119,1.0,,74.7,127.16,9341.61,9882.33,6423.51,13341.14,physics_informed_nn,-540.71,483.4,1551.0,0.0001,0.0006,0.0131,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-26T23:33:08,2019-04-20T02:21:58,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,159600.93,51778.68,57.91,21597.58,21.81,99.899,83.02,1034.0,1.68,2.135,168,False,False,constant,87.93,105.69,65,0,0,0,water,none,23.96,5.78,0.971,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-05T06:29:17,66,270.49,270.49,1.625,7.436,4.577,2.478,,,58.36,54.33,,19.8,34.53,43.27,13/11/9,104.6,0.4,64.4,6.7,,,,,86.02,34.238,88.17,65.05,,0.816,0.0116,29.22,0.9803,normal,-0.0019632,0.0171,False,fatigue_spalling,none,A_healthy,0.0282,0.0,1.0,,332.21,144.42,9337.51,8110.88,5272.07,10949.69,weibull_regression,1226.63,1448.59,1551.0,0.0001,0.0006,0.0131,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-21T05:55:38,2019-02-16T12:44:05,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,508549.68,51778.68,37.93,21597.58,28.03,99.87,78.553,1034.0,1.68,6.594,168,True,False,constant,80.42,84.36,66,0,0,1,oil_hydraulic,particulate_mild,77.31,61.37,1.974,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-05T10:35:11,67,274.59,274.59,1.444,4.17,2.887,2.948,,,58.91,55.61,,19.8,35.81,46.33,14/12/10,88.5,0.425,9.3,1.2,,,,,84.64,33.618,90.17,64.3,,2.057,0.0029,113.01,1.0,normal,0.00162013,0.0126,False,fatigue_spalling,imbalance_induced,A_healthy,0.0286,0.0093,1.0,,185.06,150.87,9333.41,7463.4,4851.21,10075.6,xgboost_gradient,1870.01,2332.81,1551.0,0.0001,0.0006,0.0131,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-07T22:17:20,2019-01-24T18:28:50,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,483527.81,51778.68,39.53,21597.58,3.73,99.983,84.539,1034.0,1.68,4.698,168,False,False,constant,80.07,93.5,67,0,0,1,water,none,31.27,8.94,0.049,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-05T14:41:05,68,278.68,278.68,1.643,5.762,3.507,2.761,,,63.59,57.29,,19.8,37.49,45.22,14/12/10,195.6,0.358,12.4,1.5,,,,,85.79,34.543,89.14,61.9,,0.586,0.0286,273.16,0.9912,normal,-0.0017541,0.0443,False,fatigue_spalling,none,A_healthy,0.029,0.0146,1.0,,129.27,149.71,9329.32,9941.92,6462.25,13421.59,lstm_sequence,-612.6,742.84,1551.0,0.0001,0.0006,0.0132,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-28T17:38:37,2019-04-22T17:18:53,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,330437.64,51778.68,29.82,21597.58,7.67,99.965,87.409,1034.0,1.68,4.337,168,False,False,constant,87.96,94.02,68,0,0,1,oil_hydraulic,none,53.91,77.55,0.593,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-05T18:46:59,69,282.78,282.78,1.62,5.021,3.099,3.136,,,60.9,59.21,,19.8,39.41,44.13,13/11/9,71.9,0.491,10.3,1.5,,,,,85.48,35.639,90.7,67.21,,0.057,0.0757,48.05,1.0,normal,0.00135559,0.0,False,fatigue_spalling,none,A_healthy,0.0294,0.0182,1.0,,2.89,154.26,9325.22,10021.07,6513.7,13528.45,kalman_filter,-695.85,768.28,1551.0,0.0001,0.0007,0.0132,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-30T13:19:06,2019-04-25T16:41:35,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,400966.79,51778.68,37.61,21597.58,15.39,99.929,90.998,1034.0,1.68,7.022,168,False,False,constant,89.43,74.98,69,1,0,0,gas_compressed_air,particulate_mild,47.31,74.71,0.582,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-05T22:52:52,70,286.88,286.88,1.413,5.155,3.649,3.435,,,62.22,57.08,,19.8,37.28,44.23,13/11/9,68.2,0.343,17.9,3.5,,,,,86.44,32.875,92.16,69.31,,2.54,0.018,102.61,0.994,normal,-0.00056191,0.0237,False,fatigue_spalling,none,A_healthy,0.0299,0.0158,1.0,,120.93,131.09,9321.12,7313.47,4753.76,9873.19,weibull_regression,2007.64,1850.79,1551.0,0.0001,0.0007,0.0133,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-05T07:37:06,2019-01-19T23:20:03,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,286879.54,51778.68,47.13,21597.58,8.08,99.963,79.415,1034.0,1.68,7.615,168,False,False,constant,84.95,88.25,70,0,0,1,oil_hydraulic,particulate_mild,34.02,24.89,1.773,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-06T02:58:46,71,290.98,290.98,1.533,5.443,3.551,2.862,,,55.24,59.45,,19.8,39.65,46.37,13/11/9,72.3,0.406,17.1,2.6,,,,,87.2,35.76,89.98,62.6,,0.487,0.0417,33.13,0.984,normal,0.00073994,0.0163,False,fatigue_spalling,none,A_healthy,0.0303,0.0102,1.0,,227.13,154.45,9317.02,7780.1,5057.07,10503.14,lstm_sequence,1536.92,1969.67,1551.0,0.0001,0.0007,0.0133,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-15T05:01:54,2019-02-05T16:04:05,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,435800.43,51778.68,26.74,21597.58,23.89,99.89,85.208,1034.0,1.68,7.804,168,False,False,constant,87.4,82.87,71,0,0,0,steam,particulate_severe,65.36,30.44,1.106,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-06T07:04:40,72,295.08,295.08,1.523,4.882,3.207,3.161,,,61.75,59.85,,19.8,40.05,45.91,14/12/10,78.9,0.459,34.4,5.5,,,,,86.78,35.65,90.49,66.16,,0.456,0.0249,38.15,0.9808,normal,-0.00384518,0.0149,False,fatigue_spalling,adhesive_wear,A_healthy,0.0307,0.0,1.0,,459.54,153.25,9312.92,8696.27,5652.58,11739.97,particle_filter,616.65,551.56,1551.0,0.0001,0.0007,0.0134,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-03T11:12:54,2019-03-10T06:54:39,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,257665.09,51778.68,28.49,21597.58,12.44,99.942,86.069,1034.0,1.68,6.083,168,False,False,constant,84.63,96.36,72,0,0,0,oil_hydraulic,particulate_mild,44.9,39.93,0.891,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-06T11:10:34,73,299.18,299.18,1.242,3.687,2.968,2.692,,,61.45,60.58,,19.8,40.78,47.86,13/11/9,58.7,0.466,9.6,1.1,,,,,84.95,34.277,89.4,66.89,,0.904,0.0165,59.89,0.9908,normal,-9.124e-05,0.048,False,fatigue_spalling,none,A_healthy,0.0311,0.0101,1.0,,235.91,157.62,9308.82,8664.22,5631.74,11696.7,physics_informed_nn,644.6,651.75,1551.0,0.0001,0.0007,0.0134,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-02T23:17:15,2019-03-09T07:45:56,mixed,False,journeyman,False,14.0,,,none,none,1035573.53,7758121.58,194948.48,51778.68,30.56,21597.58,5.7,99.974,79.537,1034.0,1.68,4.112,168,False,False,constant,104.19,97.96,73,0,0,0,water,particulate_mild,60.37,61.79,2.616,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-06T15:16:28,74,303.27,303.27,1.539,5.257,3.416,2.693,,,60.84,54.37,,19.8,34.57,42.88,13/11/9,135.1,0.62,13.6,2.4,,,,,85.53,32.918,89.14,65.33,,0.377,0.0449,37.74,0.9889,normal,-0.00221758,0.0367,False,fatigue_spalling,none,A_healthy,0.0316,0.0181,1.0,,186.22,129.99,9304.73,8692.38,5650.04,11734.71,physics_informed_nn,612.35,500.63,1551.0,0.0001,0.0007,0.0134,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-03T17:27:44,2019-03-10T11:47:38,mixed,False,journeyman,False,16.0,,,none,none,1035573.53,7758121.58,297106.87,51778.68,39.7,21597.58,7.6,99.965,87.237,1034.0,1.68,2.725,168,False,False,constant,80.12,85.81,74,1,0,1,oil_hydraulic,particulate_mild,89.62,93.09,6.346,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-06T19:22:22,75,307.37,307.37,1.608,5.266,3.275,2.856,,,64.91,57.68,,19.8,37.88,45.47,14/12/10,90.3,0.37,18.2,5.1,,,,,83.44,34.408,89.13,65.33,,0.19,0.0364,142.41,1.0,normal,0.00119098,0.0513,False,fatigue_spalling,none,A_healthy,0.032,0.0,1.0,,87.15,140.29,9300.63,8698.41,5653.97,11742.86,particle_filter,602.21,778.05,1551.0,0.0001,0.0007,0.0135,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-04T00:34:44,2019-03-10T21:01:24,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,412940.49,51778.68,53.48,21597.58,20.58,99.905,85.887,1034.0,1.68,7.575,168,False,False,constant,94.86,95.99,75,0,0,0,water,water_ingress,86.44,35.63,2.731,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-06T23:28:16,76,311.47,311.47,1.481,4.157,2.807,2.911,,,60.51,55.61,,19.8,35.81,45.05,13/11/9,99.6,0.385,32.4,3.6,,,,,84.74,35.337,88.65,66.37,,0.954,0.056,41.08,0.986,normal,0.00040642,0.0179,False,fatigue_spalling,none,A_healthy,0.0324,0.0142,1.0,,264.78,141.4,9296.53,8512.55,5533.16,11491.94,xgboost_gradient,783.98,639.37,1551.0,0.0001,0.0007,0.0135,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-31T07:44:47,2019-03-04T11:08:20,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,465907.54,51778.68,46.23,21597.58,23.65,99.891,79.099,1034.0,1.68,7.267,168,False,False,constant,82.52,81.35,76,0,0,1,none,particulate_mild,56.56,22.88,2.174,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-07T03:34:10,77,315.57,315.57,1.427,6.146,4.308,2.865,,,60.65,55.93,,19.8,36.13,44.78,14/12/10,195.6,0.382,9.4,1.0,,,,,84.26,32.541,90.53,63.07,,0.311,0.0391,101.37,0.9905,normal,0.00194848,0.0,False,fatigue_spalling,none,A_healthy,0.0328,0.0093,1.0,,354.03,147.59,9292.43,8726.59,5672.28,11780.89,physics_informed_nn,565.84,726.5,1551.0,0.0001,0.0007,0.0136,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-11-04T22:51:44,2019-03-12T05:10:02,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,409213.8,51778.68,54.88,21597.58,10.96,99.949,87.207,1034.0,1.68,3.769,168,False,False,constant,90.45,78.19,77,0,0,0,steam,none,65.33,20.91,1.366,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-07T07:40:04,78,319.67,319.67,1.615,6.146,3.806,3.273,,,59.64,52.06,,19.8,32.26,47.62,13/11/9,184.1,0.373,9.8,1.7,,,,,85.49,33.292,90.29,66.39,,1.733,0.1539,147.14,1.0,normal,0.00184533,0.0,False,fatigue_spalling,none,A_healthy,0.0333,0.0,1.0,,19.39,127.4,9288.33,10066.88,6543.47,13590.28,kalman_filter,-778.54,943.64,1551.0,0.0001,0.0007,0.0136,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-03T01:06:20,2019-04-28T20:30:44,mixed,False,journeyman,False,77.0,,,none,none,1035573.53,7758121.58,290506.64,51778.68,32.93,21597.58,10.88,99.95,82.765,1034.0,1.68,4.977,168,False,False,constant,76.32,89.25,78,1,0,3,gas_compressed_air,water_ingress,65.41,181.22,0.837,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-07T11:45:58,79,323.77,323.77,1.527,5.604,3.671,2.578,,,54.19,54.8,,19.8,35.0,43.16,14/12/10,170.4,0.542,24.1,2.8,,,,,84.05,33.712,89.7,64.69,,0.145,0.0172,193.56,0.9838,normal,-0.00102866,0.0,False,fatigue_spalling,none,A_healthy,0.0337,0.0109,1.0,,234.7,135.16,9284.23,8474.21,5508.24,11440.18,physics_informed_nn,810.02,745.15,1551.0,0.0001,0.0007,0.0137,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-31T00:52:14,2019-03-03T14:50:38,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,468275.03,51778.68,22.51,21597.58,17.41,99.919,87.2,1034.0,1.68,4.441,168,False,False,constant,78.87,88.0,79,1,0,0,steam,none,71.14,94.9,2.029,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-07T15:51:51,80,327.86,327.86,1.512,6.825,4.512,2.873,,,57.55,54.66,,19.8,34.87,48.18,14/12/10,73.0,0.33,12.1,2.9,,,,,84.14,33.144,89.56,65.23,,0.879,0.0718,145.93,0.9931,normal,-0.00137299,0.0226,False,fatigue_spalling,none,A_healthy,0.0341,0.0059,1.0,,232.46,149.1,9280.14,8451.19,5493.28,11409.11,kalman_filter,828.94,817.73,1551.0,0.0001,0.0007,0.0137,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-30T17:27:41,2019-03-02T23:22:45,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,481655.26,51778.68,20.75,21597.58,15.54,99.928,87.627,1034.0,1.68,2.986,168,False,False,constant,86.92,93.22,80,0,0,0,water,particulate_mild,89.53,19.15,0.455,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-07T19:57:45,81,331.96,331.96,1.294,4.385,3.388,2.86,,,57.29,59.29,,19.8,39.49,44.27,14/12/10,188.7,0.428,21.6,5.3,,,,,85.41,33.297,90.34,65.56,,0.367,0.0125,64.25,1.0,normal,0.00279531,0.0672,False,fatigue_spalling,none,A_healthy,0.0346,0.0144,1.0,,40.47,156.19,9276.04,10031.19,6520.27,13542.1,physics_informed_nn,-755.15,682.68,1551.0,0.0001,0.0007,0.0137,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-02T19:33:21,2019-04-28T02:28:16,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,249149.62,51778.68,20.46,21597.58,19.5,99.91,90.108,1034.0,1.68,2.117,168,False,False,constant,97.36,93.83,81,0,0,0,oil_hydraulic,particulate_mild,70.06,3.48,3.708,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-08T00:03:39,82,336.06,336.06,1.459,4.004,2.745,3.189,,,59.17,53.97,,19.8,34.17,46.86,14/12/10,83.8,0.389,38.7,10.4,,,,,86.33,34.485,90.87,62.73,,0.538,0.0711,478.47,0.9937,normal,0.00063512,0.0357,False,fatigue_spalling,none,A_healthy,0.035,0.0,1.0,,153.04,154.95,9271.94,8002.58,5201.68,10803.48,xgboost_gradient,1269.36,1343.73,1551.0,0.0001,0.0007,0.0138,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-21T17:21:00,2019-02-15T10:15:09,mixed,False,master_technician,True,,,,none,none,1035573.53,7758121.58,501751.76,51778.68,56.09,21597.58,37.06,99.829,84.79,1034.0,1.68,7.173,168,False,False,constant,68.13,67.7,82,0,0,0,oil_hydraulic,particulate_mild,45.83,105.55,1.28,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-08T04:09:33,83,340.16,340.16,1.683,7.506,4.461,2.64,,,64.29,56.94,,19.8,37.14,48.03,13/11/9,77.5,0.394,27.7,7.9,,,,,83.48,33.943,88.42,66.75,,0.347,0.052,33.86,1.0,normal,0.0,0.0526,False,fatigue_spalling,none,A_healthy,0.0354,0.0,1.0,,130.49,136.57,9267.84,10425.42,6776.52,14074.31,kalman_filter,-1157.58,1214.31,1551.0,0.0001,0.0007,0.0138,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-11T08:52:01,2019-05-12T09:45:45,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,419202.72,51778.68,34.55,21597.58,18.23,99.916,90.137,1034.0,1.68,3.621,168,False,False,constant,82.21,82.91,83,0,0,0,steam,none,89.16,24.64,1.756,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-08T08:15:27,84,344.26,344.26,1.461,5.715,3.911,2.763,,,63.19,57.72,,19.8,37.92,45.08,13/11/9,103.7,0.688,13.7,2.7,,,,,86.52,33.157,89.13,62.88,,0.715,0.1196,80.43,1.0,normal,0.00324624,0.0684,False,fatigue_spalling,none,A_healthy,0.0358,0.0,1.0,,34.37,159.49,9263.74,7714.85,5014.65,10415.05,lstm_sequence,1548.89,1945.02,1551.0,0.0001,0.0007,0.0139,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-16T01:41:02,2019-02-05T13:52:57,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,179416.41,51778.68,26.77,21597.58,8.26,99.962,84.319,1034.0,1.68,1.599,168,False,False,constant,90.06,79.97,84,1,0,2,water,none,26.32,102.1,12.388,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-08T12:21:21,85,348.36,348.36,1.645,6.263,3.808,2.97,,,61.81,52.17,,19.8,32.37,47.52,13/11/9,79.0,0.449,10.0,2.6,,,,,84.76,32.359,91.21,63.93,,0.36,0.0472,47.47,0.9935,normal,8.185e-05,0.002,False,fatigue_spalling,none,A_healthy,0.0363,0.0208,1.0,,294.53,145.61,9259.64,10471.68,6806.59,14136.76,lstm_sequence,-1212.03,1440.17,1551.0,0.0001,0.0008,0.0139,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-12-12T16:11:39,2019-05-14T09:16:52,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,277600.16,51778.68,55.34,21597.58,8.2,99.962,83.666,1034.0,1.68,3.337,168,False,False,constant,70.77,99.53,85,0,0,0,none,none,50.6,14.59,0.468,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-08T16:27:15,86,352.45,352.45,1.556,6.553,4.211,3.672,,,61.33,54.4,,19.8,34.6,48.27,14/12/10,152.1,0.393,33.0,4.8,,,,,84.75,33.042,89.83,66.24,,0.182,0.0117,21.95,1.0,normal,0.0,0.0204,False,fatigue_spalling,none,A_healthy,0.0367,0.0118,1.0,,111.07,151.85,9255.55,8151.15,5298.25,11004.05,weibull_regression,1104.4,1042.46,1551.0,0.0001,0.0008,0.014,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-25T12:01:38,2019-02-21T08:55:42,mixed,False,apprentice,True,,,,none,none,1035573.53,7758121.58,229901.86,51778.68,31.33,21597.58,5.79,99.973,78.23,1034.0,1.68,3.19,168,False,False,constant,83.67,92.86,86,1,0,0,oil_hydraulic,chemical_contamination,77.36,118.64,0.52,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-08T20:33:09,87,356.55,356.55,1.628,6.404,3.935,2.838,,,61.41,57.76,,19.8,37.96,47.47,13/11/9,92.5,0.416,25.4,6.7,,,,,83.49,34.266,90.12,68.31,,0.914,0.0014,122.9,0.9771,normal,-0.00330948,0.005,False,fatigue_spalling,none,A_healthy,0.0371,0.0033,1.0,,264.4,139.85,9251.45,8148.9,5296.78,11001.01,xgboost_gradient,1102.55,1219.22,1551.0,0.0001,0.0008,0.014,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-25T15:00:05,2019-02-21T11:06:57,mixed,False,specialist,False,57.0,,,none,none,1035573.53,7758121.58,470367.11,51778.68,54.28,21597.58,6.24,99.971,84.482,1034.0,1.68,3.745,168,False,False,constant,82.37,87.08,87,0,0,1,oil_process,none,33.57,114.15,3.204,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-09T00:39:03,88,360.65,360.65,1.425,4.461,3.13,2.893,,,60.71,63.37,,19.8,43.58,47.21,13/11/9,62.9,0.317,15.1,3.1,,,,,85.86,33.437,89.85,64.26,,0.05,0.1549,108.69,1.0,normal,0.0,0.0732,False,fatigue_spalling,thermal_degradation,A_healthy,0.0375,0.0039,1.0,,42.01,137.67,9247.35,7853.62,5104.85,10602.38,xgboost_gradient,1393.73,1148.14,1551.0,0.0001,0.0008,0.014,2.564,17244.0,1.0,1e-06,False,none,none,,,,,,2018-10-19T15:27:35,2019-02-11T04:13:34,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,303679.17,51778.68,28.83,21597.58,5.22,99.976,83.678,1034.0,1.68,6.546,168,False,False,constant,100.2,81.65,88,0,0,0,water,none,87.24,2.9,1.074,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-09T04:44:57,89,364.75,364.75,1.963,5.48,2.792,2.875,,,59.93,61.34,,19.8,41.54,47.55,14/12/10,181.6,0.444,45.4,4.8,,,,,86.09,34.556,89.46,63.26,,0.257,0.0391,300.78,0.9911,normal,-0.00178544,0.0396,False,fatigue_spalling,none,A_healthy,0.038,0.0095,1.0,,95.19,151.92,9243.25,10832.81,7041.33,14624.29,physics_informed_nn,-1589.56,1868.09,1551.0,0.0001,0.0008,0.0141,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-12-20T21:09:14,2019-05-27T20:38:14,mixed,False,journeyman,False,48.0,,,none,none,1035573.53,7758121.58,493668.84,51778.68,43.77,21597.58,7.91,99.963,90.99,1034.0,1.68,3.484,168,False,False,constant,94.95,83.91,89,1,0,1,water,particulate_mild,68.06,86.32,1.295,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-09T08:50:50,90,368.85,368.85,1.492,3.895,2.611,3.305,,,62.29,58.85,,19.8,39.05,45.84,13/11/9,52.5,0.344,10.6,2.9,,,,,84.74,34.615,89.42,63.22,,0.211,0.1924,13.65,0.9991,normal,0.00110734,0.0353,False,fatigue_spalling,none,A_healthy,0.0384,0.0,1.0,,36.29,138.38,9239.15,10237.19,6654.17,13820.2,weibull_regression,-998.03,970.45,1551.0,0.0001,0.0008,0.0141,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-12-08T15:26:27,2019-05-06T22:27:23,mixed,False,oem_certified,True,,,,none,none,1035573.53,7758121.58,455405.91,51778.68,50.21,21597.58,8.18,99.962,91.264,1034.0,1.68,7.195,168,False,False,constant,83.18,85.24,90,0,0,1,none,chemical_contamination,30.27,7.18,2.057,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-09T12:56:44,91,372.95,372.95,1.445,4.774,3.304,2.625,,,61.51,61.48,,19.8,41.68,47.72,14/12/10,172.2,0.474,57.1,13.2,,,,,84.79,32.937,87.92,68.38,,0.222,0.0419,0.05,1.0,normal,0.0,0.0271,False,fatigue_spalling,none,A_healthy,0.0388,0.0122,1.0,,11.81,140.26,9235.05,8318.44,5406.99,11229.9,weibull_regression,916.61,1112.28,1551.0,0.0001,0.0008,0.0142,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-10-29T20:10:04,2019-02-28T03:37:23,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,459448.45,51778.68,21.79,21597.58,5.94,99.973,92.174,1034.0,1.68,2.384,168,False,False,constant,101.94,89.53,91,0,0,0,steam,particulate_mild,55.0,6.92,0.898,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-09T17:02:38,92,377.04,377.04,1.547,5.502,3.557,2.958,,,62.99,60.93,,19.8,41.13,45.13,14/12/10,113.0,0.448,11.8,2.2,,,,,83.98,32.967,89.61,64.58,,0.051,0.1396,119.25,0.9945,normal,0.00348014,0.0666,False,fatigue_spalling,none,A_healthy,0.0392,0.0055,1.0,,275.14,142.05,9230.96,8264.81,5372.12,11157.49,physics_informed_nn,966.15,1104.79,1551.0,0.0001,0.0008,0.0142,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-10-28T21:26:52,2019-02-26T10:07:49,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,178731.61,51778.68,36.49,21597.58,15.83,99.927,83.37,1034.0,1.68,4.452,168,False,False,constant,102.4,97.36,92,0,0,0,none,particulate_mild,88.51,59.07,0.932,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-09T21:08:32,93,381.14,381.14,1.375,4.76,3.462,2.769,,,57.86,57.01,,19.8,37.21,45.01,14/12/10,64.0,0.339,35.0,8.0,,,,,86.27,32.844,89.0,67.88,,1.372,0.1829,45.65,0.9938,normal,-0.00124078,0.0169,False,fatigue_spalling,none,A_healthy,0.0397,0.0089,1.0,,68.45,138.38,9226.86,7931.64,5155.57,10707.71,lstm_sequence,1295.22,1154.72,1551.0,0.0001,0.0008,0.0143,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-10-22T02:57:44,2019-02-14T19:02:10,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,476750.66,51778.68,33.5,21597.58,9.33,99.957,86.005,1034.0,1.68,4.368,168,False,False,constant,94.54,79.36,93,0,0,0,water,none,48.41,4.8,1.867,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-10T01:14:26,94,385.24,385.24,1.502,6.67,4.441,3.002,,,60.68,52.38,,19.8,32.58,46.22,13/11/9,72.3,0.423,14.1,3.4,,,,,85.06,32.834,90.89,66.7,,0.066,0.0302,19.7,0.9987,normal,0.00152766,0.0129,False,fatigue_spalling,none,A_healthy,0.0401,0.0112,1.0,,124.06,164.22,9222.76,10513.89,6834.03,14193.75,xgboost_gradient,-1291.13,1271.39,1551.0,0.0001,0.0008,0.0143,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-12-15T02:11:11,2019-05-17T10:02:54,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,432760.87,51778.68,22.45,21597.58,6.23,99.971,83.587,1034.0,1.68,4.103,168,False,False,constant,82.08,87.32,94,0,0,0,water,none,48.77,61.44,1.49,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-10T05:20:20,95,389.34,389.34,1.553,5.921,3.812,2.765,,,58.39,57.02,,19.8,37.23,45.31,14/12/10,131.8,0.659,30.0,8.6,,,,,85.2,33.89,91.11,65.53,,0.358,0.03,108.72,0.9931,normal,-0.00120536,0.0,False,fatigue_spalling,none,A_healthy,0.0405,0.011,1.0,,119.29,136.89,9218.66,10267.07,6673.59,13860.54,weibull_regression,-1048.41,1330.22,1551.0,0.0001,0.0008,0.0144,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-12-10T02:52:19,2019-05-08T20:20:43,mixed,False,oem_certified,True,,,,none,none,1035573.53,7758121.58,326846.8,51778.68,24.55,21597.58,9.16,99.958,80.375,1034.0,1.68,6.574,168,False,False,constant,77.75,78.5,95,1,0,0,oil_hydraulic,particulate_mild,22.82,16.94,0.459,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-10T09:26:14,96,393.44,393.44,1.786,5.319,2.977,3.393,,,61.88,55.17,,19.8,35.37,46.48,13/11/9,70.4,0.595,11.5,3.3,,,,,85.89,35.836,89.55,64.68,,0.365,0.0783,103.87,0.9816,normal,-0.00367615,0.0228,False,fatigue_spalling,none,A_healthy,0.0409,0.0103,1.0,,415.79,147.34,9214.56,9783.42,6359.22,13207.62,physics_informed_nn,-568.86,637.19,1551.0,0.0001,0.0008,0.0144,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-11-30T05:08:55,2019-04-21T21:20:48,mixed,False,specialist,True,,,,none,none,1035573.53,7758121.58,482497.28,51778.68,44.18,21597.58,5.02,99.977,85.928,1034.0,1.68,7.864,168,False,False,constant,83.55,95.97,96,0,0,1,oil_hydraulic,none,72.93,67.48,0.44,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-10T13:32:08,97,397.54,397.54,1.408,3.561,2.529,2.97,,,58.72,55.59,,19.8,35.79,45.92,13/11/9,74.8,0.378,13.6,3.6,,,,,84.06,34.895,90.27,65.72,,0.668,0.0725,5.32,0.9834,normal,-0.00222761,0.008,False,fatigue_spalling,none,A_healthy,0.0414,0.0089,1.0,,314.32,148.85,9210.46,10630.01,6909.51,14350.51,xgboost_gradient,-1419.54,1716.52,1551.0,0.0001,0.0008,0.0144,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-12-18T00:32:22,2019-05-22T01:02:31,mixed,False,oem_certified,True,,,,none,none,1035573.53,7758121.58,314594.83,51778.68,44.33,21597.58,26.05,99.88,87.976,1034.0,1.68,4.057,168,False,False,constant,79.66,93.06,97,1,0,1,none,none,48.11,28.29,1.261,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-10T17:38:02,98,401.63,401.63,1.322,5.512,4.17,3.213,,,55.93,56.5,,19.8,36.7,46.37,13/11/9,60.2,0.368,32.9,9.8,,,,,87.29,33.916,89.47,60.74,,0.521,0.1233,38.88,1.0,normal,0.00124078,0.0,False,fatigue_spalling,none,A_healthy,0.0418,0.011,1.0,,429.54,128.94,9206.37,8074.12,5248.18,10900.06,kalman_filter,1132.25,969.19,1551.0,0.0002,0.0008,0.0145,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-10-25T22:41:36,2019-02-20T16:38:06,mixed,False,oem_certified,True,,,,none,none,1035573.53,7758121.58,395420.88,51778.68,22.42,21597.58,7.86,99.964,87.235,1034.0,1.68,5.694,168,False,False,constant,82.78,91.64,98,0,0,0,oil_hydraulic,chemical_contamination,78.28,31.8,1.228,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-10T21:43:56,99,405.73,405.73,1.591,6.084,3.824,3.012,,,65.78,58.28,,19.8,38.48,44.46,14/12/10,74.6,0.351,29.3,8.4,,,,,83.74,33.627,88.95,68.45,,0.326,0.0945,60.38,0.9935,normal,-0.00104613,0.052,False,fatigue_spalling,none,A_healthy,0.0422,0.0107,1.0,,136.02,159.42,9202.27,8239.64,5355.77,11123.51,weibull_regression,962.63,799.92,1551.0,0.0002,0.0008,0.0145,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-10-29T13:33:06,2019-02-26T17:25:31,mixed,False,journeyman,True,,,,none,none,1035573.53,7758121.58,234008.63,51778.68,48.23,21597.58,14.03,99.935,89.025,1034.0,1.68,5.391,168,False,False,constant,86.97,87.18,99,0,0,0,none,particulate_severe,40.89,25.59,1.955,,,standard
ASSET-000035,rolling_element_bearing,high,Delta Reliability Systems,MDL-6659-A,2018-04-24,9608.0,60000.0,85.19575206522845,indoor_uncontrolled,rail_transport,FAC-420,LINE-K,n_plus_1,2018-05-11T01:49:49,100,409.83,409.83,1.37,5.028,3.669,2.95,,,61.33,56.5,,19.8,36.7,46.3,14/12/10,136.2,0.388,19.7,2.3,,,,,86.66,34.047,89.49,66.54,,1.053,0.025,281.58,0.9738,normal,-0.00385696,0.0,False,fatigue_spalling,none,A_healthy,0.0427,0.0126,1.0,,333.56,148.55,9198.17,8402.44,5461.59,11343.3,lstm_sequence,795.73,771.38,1551.0,0.0002,0.0009,0.0146,2.564,17244.0,0.9999,1e-06,False,none,none,,,,,,2018-11-02T03:03:06,2019-03-04T15:54:24,mixed,False,specialist,False,8.0,,,none,none,1035573.53,7758121.58,493190.23,51778.68,48.47,21597.58,15.21,99.93,80.982,1034.0,1.68,5.455,168,False,False,constant,82.78,84.2,100,1,0,0,oil_hydraulic,chemical_contamination,74.49,292.67,1.043,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-26T03:28:42,1,3.48,3.48,4.792,16.967,3.541,2.878,,,59.94,72.89,,42.93,29.96,45.88,13/11/9,90.7,0.419,13.7,3.3,,,,,76.56,30.975,89.28,64.83,,0.02,0.0915,5.18,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0001,0.0,1.0,,43.97,162.69,61246.52,48112.04,31272.82,64951.25,xgboost_gradient,13134.48,17066.36,10749.0,0.0,0.0003,0.0038,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-06-24T11:29:49,2016-05-26T02:42:36,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,68882.41,7038.95,50.27,78822.0,13.77,99.983,82.75,7166.3,0.9,6.701,90,False,False,shock_loading,65.54,90.58,1,0,0,0,gas_compressed_air,none,31.36,54.54,2.13,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-26T06:57:25,2,6.96,6.96,4.681,14.382,3.073,3.059,,,54.72,76.52,,42.93,33.59,43.62,12/10/8,131.9,0.432,43.7,4.7,,,,,76.45,31.752,90.16,64.8,,0.292,0.0468,50.82,0.9972,normal,-0.00138362,0.0167,False,thermal_degradation,none,A_healthy,0.0001,0.0,1.0,,184.19,125.03,61243.04,70084.73,45555.08,94614.39,physics_informed_nn,-8841.69,10351.56,10749.0,0.0,0.0003,0.0038,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-25T09:19:26,2018-07-13T10:58:51,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,23140.16,7038.95,58.89,78822.0,5.85,99.99,88.168,7166.3,0.9,5.479,90,False,False,shock_loading,69.85,99.18,2,0,0,0,water,particulate_severe,80.85,82.26,0.549,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-26T10:26:08,3,10.44,10.44,5.363,24.078,4.49,3.178,,,60.0,76.59,,42.93,33.65,47.65,13/11/9,173.4,0.354,44.2,11.8,,,,,75.21,29.974,90.34,66.18,,0.076,0.1512,90.64,0.9994,normal,-0.00018634,0.0,False,thermal_degradation,adhesive_wear,A_healthy,0.0002,0.0179,1.0,,233.3,143.13,61239.56,68179.46,44316.65,92042.27,lstm_sequence,-6939.9,8810.21,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-16T20:09:57,2018-05-07T02:58:37,mixed,False,oem_certified,False,86.0,,,none,none,140779.01,1048690.06,42922.03,7038.95,40.03,78822.0,7.7,99.99,78.996,7166.3,0.9,1.869,90,False,False,shock_loading,71.32,78.98,3,0,0,0,oil_process,none,69.26,1.32,0.211,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-26T13:54:51,4,13.91,13.91,5.937,25.719,4.332,3.288,,,64.51,79.48,,42.93,36.55,43.37,14/12/10,75.3,0.505,26.3,3.9,,,,,76.54,31.511,89.07,63.54,,0.946,0.0389,198.6,0.9994,normal,-0.00015972,0.0893,False,thermal_degradation,none,A_healthy,0.0002,0.0,1.0,,75.66,152.83,61236.09,69517.31,45186.25,93848.36,particle_filter,-8281.22,6996.79,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-13T20:34:04,2018-06-23T15:37:31,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,33684.14,7038.95,51.52,78822.0,10.94,99.986,87.694,7166.3,0.9,7.219,90,False,False,shock_loading,80.37,76.36,4,0,0,0,oil_hydraulic,none,36.47,80.24,1.105,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-26T17:23:34,5,17.39,17.39,4.657,18.953,4.07,2.704,,,59.49,73.92,,42.93,30.99,47.44,13/11/9,168.2,0.316,10.9,1.9,,,,,76.68,31.257,89.12,66.75,,0.012,0.0191,96.22,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0003,0.0107,1.0,,50.3,154.22,61232.61,66286.22,43086.04,89486.4,lstm_sequence,-5053.62,4449.13,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-08T16:30:15,2018-03-01T08:40:56,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,29703.95,7038.95,46.4,78822.0,8.46,99.989,81.965,7166.3,0.9,2.674,90,False,False,shock_loading,72.14,81.41,5,0,0,0,none,none,65.12,11.37,0.905,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-26T20:52:17,5,20.87,20.87,4.8,19.96,4.158,2.822,,,65.57,76.88,,42.93,33.94,44.48,13/11/9,82.8,0.443,15.8,3.5,,,,,75.4,30.063,89.53,65.73,,0.176,0.0278,40.23,0.9934,normal,-0.00131508,0.0505,False,thermal_degradation,none,A_healthy,0.0003,0.0054,1.0,,263.91,137.91,61229.13,57019.77,37062.85,76976.69,lstm_sequence,4209.36,4128.59,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-27T18:45:23,2017-04-07T07:40:33,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,49880.42,7038.95,37.01,78822.0,25.83,99.967,86.157,7166.3,0.9,7.428,90,False,False,shock_loading,68.36,79.93,5,0,0,0,oil_hydraulic,none,49.55,63.14,0.754,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T00:21:00,6,24.35,24.35,5.43,17.759,3.27,3.361,,,57.36,79.91,,42.93,36.97,43.59,14/12/10,102.7,0.341,10.0,1.0,,,,,75.32,28.687,89.72,65.81,,0.446,0.0293,54.6,1.0,normal,0.00055345,0.0245,False,thermal_degradation,overload,A_healthy,0.0004,0.0193,1.0,,68.12,170.71,61225.65,68569.13,44569.93,92568.32,lstm_sequence,-7343.48,6993.73,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-25T12:54:51,2018-05-21T12:06:33,mixed,False,apprentice,True,,,,none,none,140779.01,1048690.06,63537.39,7038.95,26.41,78822.0,27.97,99.965,80.204,7166.3,0.9,2.472,90,False,False,shock_loading,86.05,84.64,6,0,0,0,oil_hydraulic,none,33.84,139.37,3.923,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T03:49:43,7,27.83,27.83,5.73,18.438,3.218,2.948,,,61.92,75.1,,42.93,32.16,46.06,14/12/10,122.4,0.474,40.4,6.1,,,,,75.06,29.217,90.36,65.51,,0.379,0.0027,134.06,1.0,normal,0.00011181,0.0528,False,thermal_degradation,none,A_healthy,0.0005,0.0,1.0,,141.44,154.62,61222.17,54175.48,35214.06,73136.9,xgboost_gradient,7046.69,6638.79,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-10-29T19:34:14,2016-12-27T20:59:24,mixed,False,master_technician,False,89.0,,,none,none,140779.01,1048690.06,21510.76,7038.95,28.87,78822.0,18.47,99.977,79.655,7166.3,0.9,7.729,90,False,False,shock_loading,72.78,81.7,7,0,0,0,oil_process,none,20.96,103.86,1.194,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T07:18:25,8,31.31,31.31,5.352,13.906,2.598,3.524,,,67.02,78.45,,42.93,35.52,45.79,14/12/10,61.8,0.452,10.7,2.6,,,,,77.44,31.235,89.11,62.29,,1.359,0.1307,39.59,0.9968,normal,-0.00051815,0.0,False,thermal_degradation,erosion,A_healthy,0.0005,0.0031,1.0,,125.49,166.53,61218.69,68902.82,44786.83,93018.8,physics_informed_nn,-7684.12,8492.85,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-01T18:42:56,2018-06-02T14:42:05,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,42836.07,7038.95,49.99,78822.0,17.37,99.978,84.448,7166.3,0.9,4.299,90,False,False,shock_loading,83.36,79.56,8,0,0,0,water,none,45.63,30.4,0.423,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T10:47:08,10,34.79,34.79,4.356,13.79,3.166,2.997,,,63.35,75.38,,42.93,32.45,47.75,13/11/9,163.8,0.329,32.0,6.7,,,,,74.84,30.899,88.75,63.4,,1.759,0.0691,6.26,0.9979,normal,-0.00041838,0.0,False,thermal_degradation,none,A_healthy,0.0006,0.0001,1.0,,381.95,142.32,61215.21,73326.13,47661.98,98990.27,lstm_sequence,-12110.91,9734.89,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-12-03T01:50:58,2018-11-06T09:59:39,mixed,False,specialist,False,58.0,,,none,none,140779.01,1048690.06,50905.68,7038.95,24.28,78822.0,9.43,99.988,83.78,7166.3,0.9,5.747,90,False,False,shock_loading,68.26,74.92,10,0,0,0,steam,none,21.67,25.95,1.35,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T14:15:51,11,38.26,38.26,4.719,12.079,2.56,2.898,,,64.05,81.61,,42.93,38.68,46.63,13/11/9,118.0,0.309,6.1,1.4,,,,,77.25,29.688,89.72,64.37,,0.098,0.055,328.85,1.0,normal,0.00131508,0.1085,False,thermal_degradation,none,A_healthy,0.0006,0.0005,1.081,,37.26,160.82,61211.74,68891.23,44779.3,93003.16,particle_filter,-7679.49,9903.58,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-01T19:52:46,2018-06-02T11:48:37,mixed,False,specialist,False,14.0,,,none,none,140779.01,1048690.06,69935.8,7038.95,55.7,78822.0,6.02,99.99,84.842,7166.3,0.9,7.672,90,False,False,shock_loading,83.25,96.74,11,0,0,0,oil_process,none,73.01,8.19,0.198,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T17:44:34,12,41.74,41.74,5.02,19.063,3.798,3.077,,,57.58,74.89,,42.93,31.96,45.55,14/12/10,133.9,0.419,6.5,1.0,,,,,75.76,30.558,89.78,62.94,,0.352,0.0595,22.69,0.9934,normal,-0.00132971,0.0,False,thermal_degradation,none,A_healthy,0.0007,0.0,1.0,,289.23,146.97,61208.26,66533.11,43246.52,89819.7,particle_filter,-5324.85,5158.65,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-14T20:17:54,2018-03-11T02:53:14,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,67944.7,7038.95,54.68,78822.0,8.68,99.989,85.964,7166.3,0.9,3.766,90,False,False,shock_loading,81.17,91.3,12,0,0,0,oil_hydraulic,particulate_severe,48.67,73.39,1.207,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-27T21:13:17,13,45.22,45.22,4.813,21.093,4.383,3.108,,,58.58,75.58,,42.93,32.64,45.95,13/11/9,190.4,0.372,16.2,3.0,,,,,76.54,29.42,89.38,62.93,,0.16,0.0059,40.09,0.9893,normal,-0.00214559,0.0087,False,thermal_degradation,none,A_healthy,0.0007,0.0,1.0,,164.07,144.62,61204.78,52155.88,33901.32,70410.43,weibull_regression,9048.9,9976.67,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-09-18T11:09:35,2016-10-18T01:42:59,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,61193.99,7038.95,23.02,78822.0,11.37,99.986,84.397,7166.3,0.9,6.469,90,False,False,shock_loading,77.63,88.14,13,0,0,0,steam,none,57.25,132.96,0.23,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T00:42:00,14,48.7,48.7,4.163,15.571,3.74,2.943,,,59.49,71.96,,42.93,29.03,43.46,13/11/9,452.8,0.339,41.3,5.0,,,,,76.23,29.951,89.24,66.17,,0.926,0.0025,134.85,0.9919,normal,-0.00098253,0.0,False,thermal_degradation,none,A_healthy,0.0008,0.0088,1.0,,83.52,159.91,61201.3,53411.66,34717.58,72105.74,xgboost_gradient,7789.64,6795.44,10749.0,0.0,0.0003,0.0039,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-10-14T18:31:45,2016-12-01T16:36:35,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,32754.5,7038.95,59.24,78822.0,20.02,99.975,79.115,7166.3,0.9,1.315,90,False,False,shock_loading,72.82,82.51,14,0,0,0,oil_hydraulic,none,27.05,27.6,2.569,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T04:10:43,15,52.18,52.18,4.608,17.564,3.811,3.348,,,57.71,76.44,,42.93,33.51,44.82,13/11/9,149.5,0.388,26.8,3.4,,,,,75.34,30.365,90.18,66.85,,0.015,0.0064,82.55,1.0,normal,0.00041838,0.0242,False,thermal_degradation,none,A_healthy,0.0009,0.0,1.0,,409.07,153.04,61197.82,57857.0,37607.05,78106.95,physics_informed_nn,3340.82,3030.34,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-01-15T12:40:47,2017-05-08T06:37:50,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,60704.0,7038.95,21.82,78822.0,15.84,99.98,82.054,7166.3,0.9,4.642,90,False,False,shock_loading,69.97,84.58,15,0,0,0,oil_process,particulate_severe,71.59,11.67,1.563,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T07:39:26,16,55.66,55.66,5.872,16.253,2.768,3.176,,,59.76,74.36,,42.93,31.43,45.11,13/11/9,105.9,0.419,16.8,5.0,,,,,77.21,30.305,90.12,68.63,,0.198,0.0983,40.26,1.0,normal,0.0,0.0497,False,thermal_degradation,none,A_healthy,0.0009,0.0172,1.0,,22.23,153.55,61194.34,49431.89,32130.73,66733.05,lstm_sequence,11762.46,10182.06,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-07-24T03:35:59,2016-07-14T00:45:35,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,22472.01,7038.95,34.88,78822.0,10.18,99.987,87.488,7166.3,0.9,7.047,90,False,False,shock_loading,77.02,72.82,16,0,0,0,oil_process,chemical_contamination,42.55,74.81,3.565,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T11:08:09,17,59.14,59.14,4.96,21.939,4.423,2.798,,,58.75,74.3,,42.93,31.37,45.77,13/11/9,95.8,0.403,16.6,4.2,,,,,75.9,31.126,90.25,63.95,,0.188,0.0346,60.4,0.9982,normal,0.00096039,0.0,False,thermal_degradation,none,A_healthy,0.001,0.0082,1.0,,158.05,151.64,61190.86,65895.54,42832.1,88958.97,physics_informed_nn,-4704.67,4702.68,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-02T06:54:14,2018-02-17T06:20:29,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,46377.76,7038.95,30.68,78822.0,17.46,99.978,81.203,7166.3,0.9,6.56,90,False,False,shock_loading,71.76,90.4,17,0,0,0,oil_hydraulic,none,82.61,18.0,4.017,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T14:36:51,18,62.61,62.61,5.278,15.638,2.963,2.391,,,59.94,78.43,,42.93,35.5,46.57,13/11/9,57.0,0.481,13.4,2.4,,,,,76.45,30.014,90.4,66.4,,2.309,0.0186,55.57,1.0,normal,0.00214559,0.0341,False,thermal_degradation,none,A_healthy,0.001,0.0018,1.0,,329.67,153.74,61187.39,56398.12,36658.78,76137.47,lstm_sequence,4789.26,5901.58,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-16T13:40:36,2017-03-18T01:01:14,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,67093.42,7038.95,44.83,78822.0,4.34,99.99,82.118,7166.3,0.9,4.438,90,False,False,shock_loading,72.35,73.71,18,0,0,0,water,none,68.62,15.58,0.861,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T18:05:34,19,66.09,66.09,5.356,16.938,3.162,2.654,,,61.83,76.88,,42.93,33.94,46.74,13/11/9,78.8,0.389,25.7,4.9,,,,,75.93,29.327,88.51,67.39,,0.186,0.0459,107.48,0.9959,normal,0.00081007,0.04,False,thermal_degradation,cavitation,A_healthy,0.0011,0.0004,1.0,,129.93,147.02,61183.91,68629.37,44609.09,92649.64,kalman_filter,-7445.46,9420.98,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-28T12:46:34,2018-05-25T09:03:15,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,33550.02,7038.95,46.52,78822.0,7.32,99.99,85.719,7166.3,0.9,6.285,90,False,False,shock_loading,81.56,70.14,19,0,0,0,steam,particulate_mild,53.29,115.37,0.336,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-28T21:34:17,20,69.57,69.57,5.283,19.076,3.611,2.612,,,56.97,78.51,,42.93,35.58,45.64,13/11/9,132.9,0.341,68.5,19.4,,,,,75.95,29.461,89.81,68.49,,0.384,0.0632,42.13,0.9955,normal,-0.00090946,0.0477,False,thermal_degradation,none,A_healthy,0.0011,0.0086,1.0,,138.61,149.91,61180.43,68790.01,44713.5,92866.51,lstm_sequence,-7609.58,7837.54,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-01T00:34:31,2018-05-31T05:04:40,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,27427.49,7038.95,39.51,78822.0,14.28,99.982,84.908,7166.3,0.9,1.721,90,False,False,shock_loading,68.69,78.42,20,0,0,0,water,none,65.95,86.54,2.854,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T01:03:00,21,73.05,73.05,5.635,24.118,4.28,3.537,,,67.26,78.9,,42.93,35.96,46.37,14/12/10,74.3,0.338,9.4,2.8,,,,,75.01,30.338,89.26,63.56,,1.706,0.1361,45.26,0.9964,normal,-0.00071391,0.0,False,thermal_degradation,none,A_healthy,0.0012,0.0162,1.0,,46.81,163.79,61176.95,66587.0,43281.55,89892.45,lstm_sequence,-5410.05,5088.6,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-17T06:33:03,2018-03-14T08:00:05,mixed,False,journeyman,False,8.0,,,none,none,140779.01,1048690.06,38160.11,7038.95,45.0,78822.0,12.22,99.985,85.176,7166.3,0.9,2.319,90,False,False,shock_loading,81.36,82.89,21,0,0,0,oil_process,chemical_contamination,53.72,87.77,3.285,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T04:31:43,22,76.53,76.53,5.271,16.981,3.221,2.918,,,57.16,80.28,,42.93,37.34,48.3,13/11/9,218.2,0.436,14.1,4.2,,,,,76.72,29.503,91.0,64.42,,0.321,0.0225,5.77,0.9973,normal,-0.00018066,0.0695,False,thermal_degradation,none,A_healthy,0.0012,0.0126,1.014,,83.98,154.12,61173.47,72868.71,47364.66,98372.76,physics_informed_nn,-11695.24,13063.83,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-11-25T06:53:08,2018-10-22T22:56:07,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,55369.47,7038.95,41.18,78822.0,11.59,99.985,87.721,7166.3,0.9,1.364,90,False,False,shock_loading,88.19,85.04,22,0,0,0,steam,none,42.8,22.16,2.231,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T08:00:26,23,80.01,80.01,4.434,18.695,4.217,2.897,,,58.05,81.44,,42.93,38.5,45.82,15/13/11,82.2,0.431,15.2,2.8,,,,,76.72,30.615,90.06,64.87,,1.998,0.0248,9.77,0.9864,normal,-0.00271855,0.0004,False,thermal_degradation,imbalance_induced,A_healthy,0.0013,0.0,1.072,,140.01,128.8,61169.99,68033.95,44222.07,91845.83,particle_filter,-6863.95,8868.91,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-16T16:58:51,2018-05-04T20:51:44,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,33991.79,7038.95,47.85,78822.0,13.52,99.983,82.429,7166.3,0.9,4.862,90,False,False,shock_loading,83.26,85.29,23,0,0,0,oil_hydraulic,none,51.19,84.06,0.068,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T11:29:09,24,83.49,83.49,5.41,15.605,2.884,3.072,,,53.31,75.39,,42.93,32.46,46.55,14/12/10,146.1,0.311,8.2,2.2,,,,,76.7,29.644,91.15,67.21,,0.311,0.0109,40.38,1.0,normal,0.00081839,0.0066,False,thermal_degradation,none,A_healthy,0.0014,0.0016,1.0,,170.1,158.11,61166.51,54772.48,35602.11,73942.85,xgboost_gradient,6394.03,8170.67,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-13T13:43:38,2017-01-20T08:05:47,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,67797.33,7038.95,54.74,78822.0,17.71,99.978,85.336,7166.3,0.9,4.849,90,False,False,shock_loading,73.39,79.75,24,0,0,0,gas_compressed_air,none,27.27,63.04,4.68,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T14:57:52,25,86.96,86.96,5.398,17.893,3.315,2.917,,,59.24,78.55,,42.93,35.62,44.91,13/11/9,157.1,0.328,6.7,1.9,,,,,73.17,30.02,89.65,64.59,,0.45,0.0261,99.28,1.0,normal,0.00090946,0.0056,False,thermal_degradation,none,A_healthy,0.0014,0.0099,1.0,,35.54,166.07,61163.04,70287.57,45686.92,94888.23,physics_informed_nn,-9124.54,9938.95,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-10-02T22:45:05,2018-07-23T23:24:09,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,27910.61,7038.95,37.0,78822.0,21.95,99.972,83.86,7166.3,0.9,1.835,90,False,False,shock_loading,71.3,84.72,25,0,0,0,steam,none,33.43,27.61,3.696,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T18:26:35,26,90.44,90.44,4.601,13.04,2.834,2.68,,,56.13,79.05,,42.93,36.12,46.87,14/12/10,80.0,0.314,19.0,2.9,,,,,74.31,31.049,90.86,67.25,,0.049,0.0166,125.55,1.0,normal,0.00071391,0.0347,False,thermal_degradation,none,A_healthy,0.0015,0.0,1.0,,70.36,127.52,61159.56,56033.64,36421.87,75645.42,physics_informed_nn,5125.91,5837.46,10749.0,0.0001,0.0003,0.004,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-10T03:15:54,2017-03-06T07:02:25,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,69674.9,7038.95,27.07,78822.0,16.04,99.98,91.944,7166.3,0.9,2.216,90,False,False,shock_loading,76.0,82.64,26,0,0,0,gas_compressed_air,particulate_mild,74.6,18.59,3.579,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-29T21:55:17,27,93.92,93.92,5.21,14.18,2.722,2.608,,,64.22,82.36,,42.93,39.42,46.79,13/11/9,96.9,0.495,10.2,1.9,,,,,76.07,31.689,89.74,63.45,,0.383,0.0006,88.19,0.9849,normal,-0.00247821,0.0071,False,thermal_degradation,none,A_healthy,0.0015,0.0038,1.118,,391.68,128.58,61156.08,66521.07,43238.7,89803.45,physics_informed_nn,-5365.0,5861.1,10749.0,0.0001,0.0003,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-16T18:27:32,2018-03-12T20:50:06,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,27038.31,7038.95,51.16,78822.0,13.82,99.982,86.801,7166.3,0.9,5.683,90,False,False,shock_loading,71.83,87.1,27,0,0,0,gas_compressed_air,none,50.73,69.06,2.001,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T01:24:00,28,97.4,97.4,4.712,20.777,4.41,3.104,,,61.24,71.4,,42.93,28.47,45.9,14/12/10,197.9,0.381,25.5,6.1,,,,,76.7,30.586,89.42,67.03,,0.166,0.0309,2.19,1.0,normal,0.00271855,0.0,False,thermal_degradation,misalignment_induced,A_healthy,0.0016,0.0029,1.0,,169.81,153.33,61152.6,68450.73,44492.97,92408.49,xgboost_gradient,-7298.13,9132.38,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-26T02:45:55,2018-05-20T08:31:15,mixed,False,master_technician,False,52.0,,,none,none,140779.01,1048690.06,30089.66,7038.95,51.41,78822.0,3.53,99.99,82.528,7166.3,0.9,2.071,90,False,False,shock_loading,69.6,82.77,28,0,0,0,none,chemical_contamination,34.31,15.96,1.576,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T04:52:43,29,100.88,100.88,4.121,17.341,4.209,3.157,,,63.45,79.97,,42.93,37.04,43.48,13/11/9,57.2,0.336,7.4,1.3,,,,,76.5,29.351,90.25,64.15,,0.032,0.0785,41.2,1.0,normal,0.0,0.0448,False,thermal_degradation,none,A_healthy,0.0016,0.0121,1.0,,23.46,160.3,61149.12,64937.42,42209.32,87665.52,particle_filter,-3788.3,3108.68,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-06-14T01:35:18,2018-01-16T01:41:06,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,48700.98,7038.95,25.59,78822.0,13.26,99.983,81.985,7166.3,0.9,5.493,90,False,False,shock_loading,80.64,83.93,29,0,0,0,oil_hydraulic,none,79.01,100.5,3.554,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T08:21:26,30,104.36,104.36,5.287,14.027,2.653,3.21,,,55.26,77.44,,42.93,34.5,45.49,14/12/10,72.2,0.309,30.9,8.9,,,,,75.33,28.834,89.61,62.02,,0.688,0.0687,91.63,1.0,normal,0.0,0.0246,False,thermal_degradation,none,A_healthy,0.0017,0.0027,1.0,,293.69,135.69,61145.64,65204.57,42382.97,88026.17,lstm_sequence,-4058.93,4782.75,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-06-19T18:38:39,2018-01-25T16:14:42,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,46367.66,7038.95,40.22,78822.0,23.94,99.97,90.263,7166.3,0.9,2.272,90,False,False,shock_loading,71.33,99.25,30,0,0,0,water,none,69.95,38.4,3.251,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T11:50:09,31,107.84,107.84,5.285,18.965,3.588,2.989,,,65.3,82.21,,42.93,39.27,43.94,14/12/10,190.3,0.365,10.4,2.6,,,,,76.81,31.492,88.28,63.91,,1.303,0.0295,79.74,0.98,normal,-0.00399001,0.0124,False,thermal_degradation,none,A_healthy,0.0018,0.0,1.11,,558.25,129.34,61142.16,72184.33,46919.81,97448.84,lstm_sequence,-11042.16,11049.29,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-11-12T07:59:54,2018-09-30T00:30:44,mixed,False,specialist,False,80.0,,,none,none,140779.01,1048690.06,69821.41,7038.95,58.0,78822.0,9.17,99.988,91.063,7166.3,0.9,2.446,90,False,False,shock_loading,83.96,88.73,31,0,0,0,oil_hydraulic,none,85.17,57.1,3.504,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T15:18:52,32,111.31,111.31,5.043,21.16,4.196,2.984,,,60.36,77.57,,42.93,34.64,47.08,14/12/10,65.1,0.573,43.7,10.3,,,,,76.22,29.167,89.48,66.87,,0.76,0.0268,139.48,1.0,normal,0.00302819,0.0,False,thermal_degradation,none,A_healthy,0.0018,0.0,1.0,,36.55,139.13,61138.69,69959.66,45473.78,94445.54,physics_informed_nn,-8820.97,8412.72,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-27T03:08:36,2018-07-13T09:01:26,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,57596.28,7038.95,37.79,78822.0,15.5,99.98,81.931,7166.3,0.9,7.818,90,False,False,shock_loading,79.01,86.07,32,0,0,0,gas_compressed_air,none,24.56,94.12,0.433,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T18:47:35,33,114.79,114.79,5.334,19.502,3.657,3.343,,,69.49,82.16,,42.93,39.23,46.89,14/12/10,112.4,0.352,14.9,2.9,,,,,73.91,29.661,89.88,61.09,,0.129,0.159,156.63,0.9862,normal,-0.00276664,0.0303,False,thermal_degradation,none,A_healthy,0.0019,0.004,1.108,,184.88,155.31,61135.21,65074.45,42298.39,87850.5,lstm_sequence,-3939.24,4851.51,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-06-17T12:00:57,2018-01-21T12:04:18,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,41865.05,7038.95,38.76,78822.0,11.94,99.985,82.503,7166.3,0.9,2.133,90,False,False,shock_loading,80.65,75.07,33,0,0,0,oil_process,particulate_mild,73.27,37.98,0.827,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-09-30T22:16:18,34,118.27,118.27,4.813,15.148,3.147,3.046,,,58.69,81.87,,42.93,38.93,45.96,13/11/9,89.9,0.421,12.6,2.8,,,,,77.7,31.535,87.03,62.77,,0.141,0.1205,18.78,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0019,0.0,1.093,,22.13,147.17,61131.73,67055.07,43585.79,90524.34,kalman_filter,-5923.34,6091.47,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-28T21:48:16,2018-04-01T19:04:39,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,40508.28,7038.95,47.27,78822.0,5.1,99.99,79.494,7166.3,0.9,1.871,90,False,False,shock_loading,83.85,85.85,34,0,0,0,water,none,60.47,3.23,0.034,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T01:45:01,35,121.75,121.75,4.919,18.639,3.789,3.199,,,62.86,75.43,,42.93,32.5,45.77,14/12/10,58.4,0.321,8.6,1.2,,,,,74.37,30.308,88.81,66.91,,1.067,0.0398,262.76,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.002,0.0147,1.0,,8.63,158.64,61128.25,53549.27,34807.02,72291.51,physics_informed_nn,7578.98,8103.73,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-10-20T16:22:58,2016-12-09T14:37:33,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,23188.93,7038.95,39.45,78822.0,17.31,99.978,81.156,7166.3,0.9,2.983,90,False,False,shock_loading,70.91,101.33,35,0,0,0,oil_process,none,20.73,5.75,0.128,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T05:13:43,36,125.23,125.23,4.633,13.234,2.856,2.67,,,52.48,73.86,,42.93,30.93,45.73,13/11/9,113.0,0.3,24.6,5.1,,,,,76.6,29.896,90.53,61.33,,0.016,0.0724,69.45,1.0,normal,0.00399001,0.0,False,thermal_degradation,none,A_healthy,0.002,0.0,1.0,,109.14,162.5,61124.77,57597.66,37438.48,77756.85,physics_informed_nn,3527.11,3466.52,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-01-13T04:03:39,2017-05-02T03:14:36,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,27546.06,7038.95,43.22,78822.0,24.53,99.969,82.759,7166.3,0.9,6.584,90,False,False,shock_loading,67.59,80.97,36,0,0,0,oil_process,water_ingress,22.36,52.7,5.054,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T08:42:26,37,128.71,128.71,4.887,17.654,3.612,3.342,,,57.3,77.15,,42.93,34.22,47.24,13/11/9,96.1,0.439,8.4,2.4,,,,,74.81,29.164,90.15,66.44,,0.194,0.0271,31.38,1.0,normal,0.0,0.0273,False,thermal_degradation,none,A_healthy,0.0021,0.0,1.0,,615.32,158.28,61121.29,68048.98,44231.84,91866.12,particle_filter,-6927.69,8172.91,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-19T01:11:49,2018-05-07T10:20:23,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,49682.46,7038.95,58.42,78822.0,14.13,99.982,89.395,7166.3,0.9,6.512,90,False,False,shock_loading,74.93,94.63,37,0,0,0,gas_compressed_air,none,67.57,115.45,1.398,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T12:11:09,38,132.19,132.19,4.742,13.419,2.83,2.758,,,63.33,83.07,,42.93,40.14,47.51,13/11/9,71.9,0.315,37.9,9.4,,,,,77.71,32.092,91.16,65.53,,0.464,0.0428,179.55,0.995,normal,0.00177371,0.003,False,thermal_degradation,none,A_healthy,0.0022,0.0,1.154,,372.45,160.65,61117.81,49579.42,32226.62,66932.21,lstm_sequence,11538.4,12415.18,10749.0,0.0001,0.0004,0.0041,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-07-30T09:53:38,2016-07-22T10:41:23,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,62662.45,7038.95,23.62,78822.0,8.04,99.99,83.698,7166.3,0.9,2.479,90,False,False,shock_loading,84.79,90.55,38,0,0,0,water,none,88.18,50.19,1.681,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T15:39:52,39,135.66,135.66,5.244,14.067,2.682,2.895,,,54.57,79.48,,42.93,36.54,43.81,13/11/9,236.6,0.339,21.8,3.6,,,,,76.78,31.152,89.17,67.14,,0.341,0.0376,15.08,0.9921,normal,-0.00158995,0.0314,False,thermal_degradation,none,A_healthy,0.0022,0.0,1.0,,104.13,144.53,61114.34,58024.99,37716.24,78333.73,xgboost_gradient,3089.35,3007.18,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-01-22T12:09:26,2017-05-17T16:54:08,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,38969.99,7038.95,58.52,78822.0,13.05,99.983,83.81,7166.3,0.9,7.661,90,False,False,shock_loading,73.44,72.03,39,0,0,0,oil_hydraulic,none,69.88,12.25,0.713,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T19:08:35,40,139.14,139.14,5.329,14.318,2.687,2.952,,,53.41,75.38,,42.93,32.44,47.01,14/12/10,220.7,0.447,20.1,4.5,,,,,75.61,29.598,89.98,67.55,,0.094,0.0108,143.49,0.9966,normal,-0.00067693,0.0,False,thermal_degradation,none,A_healthy,0.0023,0.0169,1.0,,73.23,154.07,61110.86,53608.59,34845.58,72371.6,physics_informed_nn,7502.27,8524.96,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-10-22T15:26:18,2016-12-12T10:26:43,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,24392.97,7038.95,44.43,78822.0,10.5,99.987,77.287,7166.3,0.9,7.375,90,False,False,shock_loading,64.31,87.16,40,0,0,3,oil_hydraulic,none,36.6,51.27,1.334,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-01T22:37:18,41,142.62,142.62,5.201,19.468,3.743,3.345,,,60.38,80.44,,42.93,37.5,44.29,14/12/10,109.2,0.353,79.7,10.1,,,,,76.02,29.42,89.65,66.01,,0.102,0.0634,22.51,0.996,normal,-0.00080197,0.018,False,thermal_degradation,contamination,A_healthy,0.0023,0.0076,1.022,,159.78,154.37,61107.38,56563.91,36766.54,76361.27,lstm_sequence,4543.47,3959.9,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-23T08:34:29,2017-03-27T05:56:32,mixed,False,apprentice,False,19.0,,,none,none,140779.01,1048690.06,34558.68,7038.95,47.78,78822.0,20.72,99.974,80.427,7166.3,0.9,1.666,90,False,False,shock_loading,90.55,75.89,41,0,0,0,steam,none,39.35,11.12,2.331,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T02:06:01,42,146.1,146.1,4.919,14.127,2.872,3.274,,,60.69,79.73,,42.93,36.8,47.91,14/12/10,76.0,0.445,13.6,1.7,,,,,74.35,30.574,89.64,63.22,,0.34,0.0463,230.4,0.9809,normal,-0.003814,0.0369,False,thermal_degradation,none,A_healthy,0.0024,0.0,1.0,,384.82,140.57,61103.9,56131.75,36485.64,75777.86,lstm_sequence,4972.15,5281.54,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-14T11:58:29,2017-03-12T02:05:12,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,66991.84,7038.95,25.51,78822.0,12.49,99.984,89.404,7166.3,0.9,1.192,90,False,False,shock_loading,72.24,85.83,42,0,0,0,none,none,53.96,61.09,1.958,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T05:34:44,42,149.58,149.58,5.175,21.639,4.182,3.149,,,52.36,79.73,,42.93,36.8,44.43,13/11/9,139.7,0.378,12.5,2.4,,,,,76.86,30.585,90.37,63.72,,0.522,0.0344,126.94,1.0,normal,0.00099293,0.0059,False,thermal_degradation,cavitation,A_healthy,0.0024,0.0,1.0,,78.86,157.91,61100.42,66712.12,43362.88,90061.36,physics_informed_nn,-5611.7,6746.8,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-23T01:38:16,2018-03-21T22:52:45,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,65648.31,7038.95,59.91,78822.0,8.45,99.989,83.987,7166.3,0.9,4.361,90,False,False,shock_loading,77.85,86.12,42,0,0,1,oil_process,none,34.62,97.26,4.713,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T09:03:26,43,153.06,153.06,5.04,18.732,3.717,3.223,,,62.44,78.18,,42.93,35.24,44.69,14/12/10,118.7,0.329,14.0,2.7,,,,,75.56,29.41,89.35,65.61,,0.427,0.0977,2.17,1.0,normal,0.00158995,0.0177,False,thermal_degradation,none,A_healthy,0.0025,0.0246,1.0,,230.17,164.82,61096.94,54808.37,35625.44,73991.31,kalman_filter,6288.57,5725.74,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-17T05:14:41,2017-01-24T12:10:33,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,29459.28,7038.95,49.04,78822.0,14.34,99.982,86.096,7166.3,0.9,4.812,90,False,False,shock_loading,80.57,91.03,43,0,0,0,oil_hydraulic,none,60.93,54.55,0.232,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T12:32:09,44,156.54,156.54,5.205,23.052,4.429,3.096,,,58.04,74.7,,42.93,31.77,47.42,14/12/10,92.4,0.466,15.3,1.6,,,,,76.92,32.252,91.73,65.81,,0.309,0.0053,23.23,0.9976,normal,0.0002023,0.0305,False,thermal_degradation,none,A_healthy,0.0026,0.0,1.0,,81.72,148.2,61093.46,71211.94,46287.76,96136.11,weibull_regression,-10118.47,11671.95,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-10-25T02:30:15,2018-08-28T14:40:54,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,34416.48,7038.95,43.08,78822.0,36.73,99.953,89.87,7166.3,0.9,6.488,90,False,False,shock_loading,71.32,73.12,44,0,0,0,steam,particulate_mild,80.76,57.43,0.517,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T16:00:52,45,160.01,160.01,4.916,14.695,2.989,2.723,,,58.47,80.88,,42.93,37.95,48.69,14/12/10,66.3,0.372,56.0,6.5,,,,,74.79,30.161,91.49,63.75,,0.563,0.1057,5.71,0.9976,normal,0.00031716,0.0346,False,thermal_degradation,none,A_healthy,0.0026,0.0145,1.044,,61.88,135.16,61089.99,57238.87,37205.26,77272.47,weibull_regression,3851.12,3832.44,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-01-07T03:26:55,2017-04-20T21:03:08,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,57582.97,7038.95,24.41,78822.0,5.4,99.99,83.15,7166.3,0.9,3.794,90,False,False,shock_loading,72.81,88.78,45,0,0,1,none,chemical_contamination,72.72,120.37,1.952,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T19:29:35,46,163.49,163.49,5.456,15.249,2.795,3.605,,,62.28,76.86,,42.93,33.92,45.01,13/11/9,53.6,0.484,39.7,10.3,,,,,77.26,32.087,91.84,66.67,,0.013,0.0558,6.72,1.0,normal,0.003814,0.0091,False,thermal_degradation,none,A_healthy,0.0027,0.0176,1.0,,202.62,166.42,61086.51,49849.26,32402.02,67296.5,xgboost_gradient,11237.25,11041.58,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-08-06T08:07:22,2016-08-02T07:21:49,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,29472.06,7038.95,44.78,78822.0,19.41,99.975,84.038,7166.3,0.9,5.402,90,False,False,shock_loading,75.06,83.51,46,0,0,0,none,particulate_mild,69.04,57.88,4.503,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-02T22:58:18,47,166.97,166.97,5.274,23.438,4.444,2.986,,,59.14,78.67,,42.93,35.73,47.47,14/12/10,57.3,0.361,63.5,12.5,,,,,75.6,29.104,89.01,65.97,,0.145,0.0443,58.15,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0027,0.0074,1.0,,32.9,148.82,61083.03,53958.94,35073.31,72844.56,particle_filter,7124.09,8066.5,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-10-31T02:26:24,2016-12-26T00:04:05,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,50691.51,7038.95,44.66,78822.0,11.69,99.985,82.687,7166.3,0.9,5.064,90,False,False,shock_loading,79.72,92.86,47,0,0,1,water,particulate_mild,61.19,134.55,1.037,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T02:27:01,48,170.45,170.45,5.391,22.882,4.245,2.887,,,60.05,77.29,,42.93,34.36,46.04,13/11/9,75.9,0.723,13.5,1.6,,,,,75.96,30.406,90.83,64.08,,0.436,0.0175,39.82,1.0,normal,0.0,0.0365,False,thermal_degradation,none,A_healthy,0.0028,0.0069,1.0,,20.18,156.82,61079.55,66949.62,43517.26,90381.99,xgboost_gradient,-5870.07,6229.9,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-07-28T21:15:43,2018-03-31T05:37:49,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,21669.83,7038.95,29.3,78822.0,17.14,99.978,80.865,7166.3,0.9,4.056,90,False,False,shock_loading,68.04,81.67,48,0,0,0,oil_process,none,79.57,24.56,0.657,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T05:55:44,49,173.93,173.93,5.099,16.1,3.157,3.239,,,58.99,77.89,,42.93,34.95,45.32,15/13/11,124.2,0.336,13.9,2.7,,,,,77.16,30.281,89.04,63.05,,1.995,0.0044,29.08,0.9975,normal,-2.791e-05,0.0227,False,thermal_degradation,none,A_healthy,0.0028,0.0,1.0,,40.44,144.66,61076.07,67429.89,43829.43,91030.35,lstm_sequence,-6353.82,6114.0,10749.0,0.0001,0.0004,0.0042,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-08T00:52:23,2018-04-17T09:20:03,mixed,False,apprentice,True,,,,none,none,140779.01,1048690.06,23705.73,7038.95,43.73,78822.0,12.7,99.984,84.146,7166.3,0.9,7.41,90,False,False,shock_loading,83.88,82.82,49,0,0,0,steam,chemical_contamination,87.1,16.75,0.007,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T09:24:27,50,177.41,177.41,6.188,26.948,4.355,2.495,,,58.54,76.32,,42.93,33.38,46.49,14/12/10,78.8,0.703,11.3,1.8,,,,,76.16,31.891,89.63,65.49,,0.131,0.0539,95.86,0.9893,normal,-0.00164791,0.014,False,thermal_degradation,none,A_healthy,0.0029,0.0,1.0,,169.66,161.11,61072.59,73125.44,47531.53,98719.34,lstm_sequence,-12052.84,14048.73,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-12-04T20:07:30,2018-11-05T06:01:38,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,32525.05,7038.95,24.53,78822.0,10.53,99.987,89.138,7166.3,0.9,1.002,90,False,False,shock_loading,83.84,89.22,50,0,0,0,none,particulate_mild,84.52,2.38,1.297,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T12:53:10,51,180.89,180.89,5.094,16.211,3.182,2.826,,,59.03,76.34,,42.93,33.41,44.94,13/11/9,275.3,0.342,63.7,11.5,,,,,75.97,31.588,90.17,68.47,,0.121,0.0004,30.4,0.9898,normal,-0.00204646,0.0,False,thermal_degradation,none,A_healthy,0.003,0.0,1.0,,267.81,151.55,61069.11,50379.01,32746.36,68011.66,xgboost_gradient,10690.1,11765.45,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-08-18T02:23:29,2016-08-21T19:02:42,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,22430.63,7038.95,20.61,78822.0,32.37,99.959,85.501,7166.3,0.9,3.359,90,False,False,shock_loading,66.08,79.2,51,0,0,0,steam,none,48.95,77.68,1.309,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T16:21:52,52,184.36,184.36,4.492,18.881,4.204,3.046,,,63.22,76.07,,42.93,33.14,46.58,13/11/9,75.6,0.354,19.8,2.9,,,,,76.28,29.056,90.34,61.75,,0.385,0.0358,45.65,1.0,normal,0.0,0.0323,False,thermal_degradation,none,A_healthy,0.003,0.0,1.0,,42.13,156.69,61065.64,48246.59,31360.28,65132.9,lstm_sequence,12819.04,10706.4,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-07-04T19:39:36,2016-06-07T09:58:01,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,57932.88,7038.95,23.23,78822.0,14.42,99.982,88.363,7166.3,0.9,3.579,90,False,False,shock_loading,75.32,96.3,52,0,0,0,water,none,47.41,123.08,2.472,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T19:50:35,53,187.84,187.84,5.286,20.362,3.852,2.663,,,59.55,73.51,,42.93,30.57,47.8,14/12/10,65.7,0.347,15.6,2.9,,,,,75.6,31.683,91.25,66.17,,1.343,0.0015,219.14,0.9962,normal,-0.00076199,0.0,False,thermal_degradation,none,A_healthy,0.0031,0.0199,1.0,,53.24,153.89,61062.16,54749.48,35587.16,73911.8,kalman_filter,6312.68,5995.16,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-17T10:34:59,2017-01-23T20:54:04,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,47619.99,7038.95,20.58,78822.0,9.28,99.988,85.149,7166.3,0.9,6.831,90,False,False,shock_loading,65.69,91.36,53,0,0,0,gas_compressed_air,none,77.83,7.84,0.156,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-03T23:19:18,54,191.32,191.32,5.007,18.732,3.742,3.243,,,59.85,77.97,,42.93,35.03,47.56,14/12/10,63.4,0.347,36.2,9.7,,,,,76.34,31.206,87.42,64.51,,0.74,0.0092,59.13,0.9913,normal,-0.00123243,0.0,False,thermal_degradation,none,A_healthy,0.0031,0.0042,1.0,,202.23,138.92,61058.68,69400.29,45110.19,93690.39,weibull_regression,-8341.61,8352.91,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-09-18T19:27:55,2018-06-26T21:33:58,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,21666.72,7038.95,43.97,78822.0,8.77,99.989,89.752,7166.3,0.9,1.239,90,False,False,shock_loading,71.4,96.42,54,0,0,0,oil_hydraulic,chemical_contamination,55.01,83.88,0.345,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T02:48:01,55,194.8,194.8,5.161,20.448,3.962,2.732,,,59.62,76.64,,42.93,33.71,47.04,15/13/11,52.2,0.781,33.7,7.4,,,,,77.03,32.332,89.71,67.44,,1.307,0.0754,113.74,1.0,normal,0.00213272,0.0,False,thermal_degradation,none,A_healthy,0.0032,0.0136,1.0,,160.97,173.27,61055.2,56608.67,36795.63,76421.7,xgboost_gradient,4446.53,5153.41,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-26T11:08:03,2017-03-31T00:10:04,mixed,False,apprentice,True,,,,none,none,140779.01,1048690.06,36171.45,7038.95,53.13,78822.0,13.29,99.983,83.036,7166.3,0.9,7.471,90,False,False,shock_loading,66.61,71.68,55,0,0,0,gas_compressed_air,particulate_mild,76.96,26.69,1.437,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T06:16:44,56,198.28,198.28,5.573,16.713,2.999,2.43,,,55.12,75.6,,42.93,32.67,45.58,13/11/9,183.3,0.445,13.8,1.6,,,,,75.07,30.111,91.38,66.16,,0.918,0.0104,26.07,0.9931,normal,0.00067373,0.0,False,thermal_degradation,none,A_healthy,0.0032,0.0,1.0,,506.65,133.88,61051.72,54043.03,35127.97,72958.1,lstm_sequence,7008.69,6962.94,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-03T03:47:47,2016-12-30T06:51:31,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,27262.89,7038.95,35.31,78822.0,9.36,99.988,85.068,7166.3,0.9,7.277,90,False,False,shock_loading,75.55,76.26,56,0,0,0,oil_process,chemical_contamination,77.47,55.97,0.5,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T09:45:27,57,201.76,201.76,5.25,17.51,3.335,2.439,,,63.54,76.16,,42.93,33.22,45.45,14/12/10,66.3,0.345,18.4,3.5,,,,,76.47,29.749,90.49,65.64,,0.572,0.0332,127.4,1.0,normal,0.0,0.019,False,thermal_degradation,none,A_healthy,0.0033,0.0107,1.0,,14.62,144.68,61048.24,70763.26,45996.12,95530.4,kalman_filter,-9715.02,12216.56,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-10-17T15:23:16,2018-08-14T14:31:45,mixed,False,apprentice,True,,,,none,none,140779.01,1048690.06,45154.52,7038.95,57.37,78822.0,10.34,99.987,82.0,7166.3,0.9,1.924,90,False,False,shock_loading,65.57,84.05,57,0,0,0,water,none,72.31,31.79,0.678,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T13:14:10,58,205.24,205.24,4.691,15.88,3.385,2.775,,,60.29,75.82,,42.93,32.88,47.45,14/12/10,119.7,0.574,28.3,3.0,,,,,76.34,30.02,89.76,62.91,,0.22,0.0251,229.03,0.9792,normal,-0.00339604,0.0,False,thermal_degradation,fatigue_spalling,A_healthy,0.0034,0.0,1.0,,281.31,139.95,61044.76,48790.49,31713.82,65867.17,xgboost_gradient,12254.27,15596.92,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-07-17T00:28:57,2016-06-27T13:09:19,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,62793.32,7038.95,49.79,78822.0,13.5,99.983,83.029,7166.3,0.9,2.456,90,False,False,shock_loading,74.63,70.39,58,0,0,0,none,particulate_severe,82.34,46.75,2.839,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T16:42:53,59,208.71,208.71,4.854,21.661,4.463,2.774,,,57.13,79.7,,42.93,36.77,46.74,14/12/10,94.0,0.317,27.2,4.9,,,,,76.14,29.183,90.9,64.59,,0.607,0.0474,55.99,0.999,normal,0.0015261,0.053,False,thermal_degradation,none,A_healthy,0.0034,0.0001,1.0,,110.2,144.06,61041.29,55263.31,35921.15,74605.46,weibull_regression,5777.98,5343.65,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-29T00:22:04,2017-02-11T22:31:29,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,33143.45,7038.95,40.02,78822.0,6.34,99.99,79.851,7166.3,0.9,1.605,90,False,False,shock_loading,84.4,74.68,59,0,0,1,gas_compressed_air,none,51.04,221.98,1.3,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T20:11:36,60,212.19,212.19,4.675,13.89,2.971,2.972,,,61.31,78.03,,42.93,35.1,47.87,13/11/9,121.2,0.357,10.3,2.2,,,,,75.94,30.921,87.49,61.65,,0.149,0.003,489.9,1.0,normal,0.0,0.0158,False,thermal_degradation,none,A_healthy,0.0035,0.0114,1.0,,111.18,170.82,61037.81,50461.81,32800.18,68123.45,weibull_regression,10575.99,10328.96,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-08-21T03:06:02,2016-08-26T00:44:08,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,69815.6,7038.95,38.89,78822.0,22.12,99.972,80.215,7166.3,0.9,2.574,90,False,False,shock_loading,73.94,91.15,60,0,0,2,oil_process,particulate_mild,79.6,8.74,2.589,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-04T23:40:18,61,215.67,215.67,5.192,15.394,2.965,3.116,,,59.2,78.88,,42.93,35.95,45.21,13/11/9,60.4,0.499,42.5,8.9,,,,,74.93,31.368,89.27,67.5,,0.241,0.0726,28.65,1.0,normal,0.00137273,0.0019,False,thermal_degradation,contamination,A_healthy,0.0035,0.0,1.0,,38.14,146.29,61034.33,52376.76,34044.89,70708.63,lstm_sequence,8657.57,9292.99,10749.0,0.0001,0.0004,0.0043,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-09-30T04:03:07,2016-11-01T23:55:04,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,26855.86,7038.95,35.74,78822.0,17.79,99.977,86.274,7166.3,0.9,7.498,90,False,False,shock_loading,81.61,82.56,61,0,0,0,oil_hydraulic,none,88.5,37.97,0.399,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-05T03:09:01,62,219.15,219.15,4.877,16.411,3.365,2.889,,,58.55,76.75,,42.93,33.82,47.39,13/11/9,89.7,0.473,10.4,2.9,,,,,75.37,31.344,89.51,65.44,,0.167,0.0804,109.76,1.0,normal,0.0,0.0452,False,thermal_degradation,none,A_healthy,0.0036,0.0165,1.0,,283.19,146.6,61030.85,52267.6,33973.94,70561.27,xgboost_gradient,8763.25,10673.53,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-09-28T00:57:09,2016-10-29T06:36:50,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,34365.66,7038.95,53.56,78822.0,14.26,99.982,83.314,7166.3,0.9,6.106,90,False,False,shock_loading,83.22,85.41,62,0,0,2,water,particulate_mild,37.05,88.19,4.234,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-05T06:37:44,63,222.63,222.63,4.868,18.517,3.804,2.912,,,63.63,79.24,,42.93,36.3,47.86,14/12/10,58.9,0.396,17.8,2.9,,,,,76.99,29.901,91.31,66.92,,0.853,0.0132,75.27,1.0,normal,0.00415804,0.0215,False,thermal_degradation,none,A_healthy,0.0036,0.0,1.0,,57.77,135.68,61027.37,71578.57,46526.07,96631.08,lstm_sequence,-10551.2,9803.25,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-11-04T11:54:58,2018-09-13T08:25:02,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,24324.16,7038.95,21.15,78822.0,10.65,99.986,91.852,7166.3,0.9,4.524,90,False,False,shock_loading,75.93,96.98,63,0,0,0,water,particulate_mild,79.09,129.27,3.484,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-05T10:06:27,64,226.11,226.11,4.978,16.363,3.287,2.972,,,64.26,78.33,,42.93,35.4,44.81,14/12/10,90.3,0.367,24.4,3.3,,,,,73.93,30.569,89.1,67.08,,0.948,0.167,71.49,0.9902,normal,-0.00175686,0.0,False,thermal_degradation,none,A_healthy,0.0037,0.0,1.0,,326.05,151.29,61023.89,55639.04,36165.37,75112.7,physics_informed_nn,5384.86,5597.22,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-12-07T13:37:32,2017-02-25T23:17:17,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,35047.51,7038.95,55.62,78822.0,12.22,99.984,88.887,7166.3,0.9,5.322,90,False,False,shock_loading,76.54,96.66,64,0,0,0,water,particulate_mild,83.19,22.98,2.428,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-05T13:35:10,65,229.59,229.59,4.691,21.093,4.497,2.407,,,59.3,78.96,,42.93,36.02,46.39,13/11/9,243.4,0.368,19.4,3.6,,,,,75.13,30.564,89.9,63.61,,1.356,0.0211,122.9,1.0,normal,0.0,0.01,False,thermal_degradation,none,A_healthy,0.0037,0.019,1.0,,15.48,141.0,61020.41,54821.35,35633.88,74008.83,physics_informed_nn,6199.06,6518.53,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-20T16:15:47,2017-01-28T03:44:13,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,55400.23,7038.95,23.03,78822.0,14.21,99.982,91.325,7166.3,0.9,2.276,90,False,False,shock_loading,74.41,96.0,65,0,0,0,oil_process,water_ingress,33.71,106.21,0.23,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-05T17:03:53,66,233.06,233.06,4.502,14.111,3.134,2.824,,,60.47,81.09,,42.93,38.15,47.21,13/11/9,75.4,0.394,36.4,7.5,,,,,75.74,31.797,89.74,64.1,,0.954,0.0867,16.94,1.0,normal,0.0,0.0494,False,thermal_degradation,erosion,A_healthy,0.0038,0.0,1.054,,141.8,138.92,61016.94,53270.57,34625.87,71915.27,lstm_sequence,7746.36,9188.57,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-10-19T12:21:06,2016-12-04T09:03:09,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,27993.74,7038.95,36.55,78822.0,15.82,99.98,80.654,7166.3,0.9,4.294,90,False,False,shock_loading,88.9,95.48,66,0,0,0,oil_hydraulic,particulate_severe,35.2,27.59,7.085,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-05T20:32:36,67,236.54,236.54,5.338,24.511,4.591,2.636,,,58.08,76.7,,42.93,33.76,44.39,13/11/9,82.7,0.397,27.6,4.5,,,,,75.69,29.298,89.58,68.18,,0.525,0.027,75.1,0.981,normal,-0.00379777,0.0501,False,thermal_degradation,none,A_healthy,0.0039,0.0,1.0,,196.13,128.38,61013.46,67778.33,44055.92,91500.75,particle_filter,-6764.87,5486.39,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-17T21:42:32,2018-05-02T08:07:30,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,29339.31,7038.95,22.6,78822.0,6.85,99.99,88.528,7166.3,0.9,3.27,90,False,False,shock_loading,70.77,85.37,67,0,0,0,water,particulate_severe,78.89,55.64,0.637,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T00:01:19,68,240.02,240.02,5.306,23.749,4.476,3.142,,,51.42,76.55,,42.93,33.61,48.2,14/12/10,186.3,0.46,34.5,9.6,,,,,77.59,30.981,90.96,64.6,,0.196,0.0476,74.0,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0039,0.0,1.0,,96.34,143.74,61009.98,68422.3,44474.5,92370.11,physics_informed_nn,-7412.33,7676.68,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-08-31T11:10:27,2018-05-25T06:58:51,mixed,False,specialist,False,49.0,,,none,none,140779.01,1048690.06,41272.49,7038.95,58.17,78822.0,10.93,99.986,82.836,7166.3,0.9,7.687,90,False,False,shock_loading,83.51,67.54,68,0,0,1,water,particulate_mild,45.46,18.65,1.761,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T03:30:02,69,243.5,243.5,4.735,12.766,2.696,3.338,,,57.13,75.84,,42.93,32.91,47.37,13/11/9,189.6,0.322,32.9,4.7,,,,,76.68,29.913,91.58,66.73,,0.448,0.0208,162.34,0.9957,normal,0.00109643,0.0,False,thermal_degradation,none,A_healthy,0.004,0.0085,1.0,,407.78,150.51,61006.5,72361.71,47035.11,97688.31,kalman_filter,-11355.21,13665.69,10749.0,0.0001,0.0004,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-11-21T16:21:20,2018-10-11T22:57:14,mixed,False,journeyman,False,28.0,,,none,none,140779.01,1048690.06,46326.04,7038.95,57.69,78822.0,26.24,99.967,87.348,7166.3,0.9,3.277,90,False,False,shock_loading,85.01,76.53,69,0,0,0,oil_process,none,60.05,6.15,2.184,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T06:58:44,70,246.98,246.98,5.15,15.716,3.052,2.863,,,60.35,75.55,,42.93,32.61,44.32,14/12/10,88.5,0.343,32.1,5.9,,,,,77.37,30.263,90.9,63.39,,0.256,0.0199,42.29,0.9871,normal,-0.00258927,0.0425,False,thermal_degradation,none,A_healthy,0.004,0.0,1.0,,429.78,136.72,61003.02,50975.41,33134.02,68816.8,weibull_regression,10027.61,11014.06,10749.0,0.0001,0.0005,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-09-02T06:41:00,2016-09-14T16:04:36,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,43157.12,7038.95,43.0,78822.0,14.93,99.981,78.412,7166.3,0.9,5.426,90,False,False,shock_loading,79.86,85.5,70,0,0,0,oil_process,particulate_mild,84.88,4.22,1.2,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T10:27:27,71,250.46,250.46,5.284,23.736,4.492,3.3,,,57.8,83.68,,42.93,40.74,45.95,14/12/10,71.2,0.678,65.9,19.5,,,,,74.34,30.192,87.8,64.22,,0.219,0.024,61.64,0.991,normal,-0.00180422,0.0581,False,thermal_degradation,none,A_healthy,0.0041,0.0181,1.184,,127.12,154.82,60999.54,49712.48,32313.12,67111.85,xgboost_gradient,11287.06,9325.92,10749.0,0.0001,0.0005,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-08-07T02:42:00,2016-08-01T02:04:11,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,21239.37,7038.95,23.66,78822.0,19.64,99.975,86.874,7166.3,0.9,4.754,90,False,False,shock_loading,99.24,86.63,71,0,0,0,none,none,61.1,1.65,2.393,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T13:56:10,72,253.94,253.94,4.786,17.418,3.639,3.278,,,63.86,77.57,,42.93,34.64,45.01,14/12/10,60.2,0.389,22.5,5.5,,,,,74.3,29.344,89.84,66.39,,0.085,0.0379,60.32,1.0,normal,0.00379777,0.0706,False,thermal_degradation,corrosion_fatigue,A_healthy,0.0041,0.0,1.0,,57.19,148.38,60996.06,57178.12,37165.78,77190.46,xgboost_gradient,3817.95,4034.94,10749.0,0.0001,0.0005,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-01-09T18:59:42,2017-04-22T15:20:11,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,21426.13,7038.95,25.75,78822.0,12.3,99.984,86.03,7166.3,0.9,7.522,90,False,False,shock_loading,68.98,77.07,72,0,0,0,water,none,61.71,16.24,2.075,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T17:24:53,73,257.41,257.41,5.446,22.861,4.198,3.128,,,62.52,78.93,,42.93,35.99,45.8,14/12/10,132.9,0.458,51.1,6.7,,,,,74.55,28.732,88.86,66.29,,0.008,0.0455,79.34,1.0,normal,0.0,0.0485,False,thermal_degradation,none,A_healthy,0.0042,0.0139,1.0,,51.87,141.21,60992.59,71175.74,46264.23,96087.25,physics_informed_nn,-10183.16,9424.41,10749.0,0.0001,0.0005,0.0044,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-10-28T13:17:12,2018-08-31T12:47:49,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,23274.51,7038.95,43.79,78822.0,18.01,99.977,81.224,7166.3,0.9,4.597,90,False,False,shock_loading,74.36,72.05,73,0,0,0,steam,particulate_mild,64.87,5.23,2.598,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-06T20:53:36,74,260.89,260.89,4.938,19.229,3.894,2.668,,,61.73,81.96,,42.93,39.03,46.21,13/11/9,104.5,0.318,38.7,10.7,,,,,76.7,30.358,88.71,66.76,,0.927,0.0563,36.25,0.9944,normal,-0.00025429,0.015,False,thermal_degradation,none,A_healthy,0.0043,0.0045,1.098,,150.92,149.27,60989.11,54509.06,35430.89,73587.23,particle_filter,6480.05,5756.17,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-15T11:25:19,2017-01-18T09:35:31,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,62859.89,7038.95,20.49,78822.0,14.78,99.981,88.562,7166.3,0.9,6.367,90,False,False,shock_loading,77.96,75.64,74,0,0,0,oil_hydraulic,particulate_mild,39.92,97.2,3.338,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T00:22:19,75,264.37,264.37,5.32,20.404,3.836,3.69,,,58.83,74.09,,42.93,31.16,46.37,14/12/10,66.8,0.486,17.6,2.2,,,,,74.38,28.818,87.65,65.73,,0.201,0.0123,40.83,0.9918,normal,0.00094237,0.0544,False,thermal_degradation,adhesive_wear,A_healthy,0.0043,0.0156,1.0,,92.27,138.5,60985.63,51111.4,33222.41,69000.38,particle_filter,9874.23,12232.01,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-09-05T20:04:11,2016-09-20T05:03:29,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,33637.65,7038.95,48.54,78822.0,15.1,99.981,81.951,7166.3,0.9,6.966,90,False,False,shock_loading,61.3,79.6,75,1,0,0,steam,none,80.17,2.92,2.808,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T03:51:02,76,267.85,267.85,4.662,19.531,4.19,3.112,,,58.8,78.64,,42.93,35.71,44.31,14/12/10,283.8,0.432,18.2,2.8,,,,,76.87,31.439,88.83,63.82,,0.553,0.0087,73.59,0.9875,normal,-0.00069855,0.0,False,thermal_degradation,none,A_healthy,0.0044,0.0035,1.0,,140.02,153.93,60982.15,54617.09,35501.11,73733.08,xgboost_gradient,6365.06,5899.6,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-18T00:23:51,2017-01-22T12:22:50,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,63954.69,7038.95,38.19,78822.0,7.63,99.99,84.997,7166.3,0.9,1.2,90,False,False,shock_loading,76.03,80.89,76,0,0,1,oil_hydraulic,particulate_mild,64.22,14.17,0.535,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T07:19:45,77,271.33,271.33,5.327,18.436,3.461,2.757,,,58.84,80.41,,42.93,37.48,48.88,14/12/10,109.1,0.346,36.8,6.3,,,,,75.52,28.709,90.84,63.39,,0.426,0.0511,138.42,1.0,normal,0.0,0.0137,False,thermal_degradation,fatigue_spalling,A_healthy,0.0044,0.0,1.021,,74.6,129.09,60978.67,72994.82,47446.64,98543.01,kalman_filter,-12016.15,13662.81,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-12-06T00:44:28,2018-11-04T12:55:47,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,22022.64,7038.95,32.71,78822.0,14.36,99.982,77.665,7166.3,0.9,3.224,90,False,False,shock_loading,80.81,92.14,77,0,0,0,water,particulate_severe,20.43,80.51,0.177,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T10:48:27,78,274.81,274.81,5.45,16.972,3.114,3.213,,,59.39,80.16,,42.93,37.23,44.88,13/11/9,84.3,0.333,11.1,2.1,,,,,75.76,28.877,88.61,62.74,,0.035,0.0795,46.3,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0045,0.0,1.008,,53.26,160.83,60975.19,50858.15,33057.8,68658.5,lstm_sequence,10117.05,8213.49,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-08-31T23:52:52,2016-09-11T16:13:57,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,34239.87,7038.95,34.11,78822.0,11.1,99.986,86.571,7166.3,0.9,5.785,90,False,False,shock_loading,88.13,77.68,78,0,0,1,water,none,74.35,21.4,1.254,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T14:17:10,79,278.29,278.29,5.167,14.117,2.732,3.002,,,60.19,69.51,,42.93,26.57,45.7,13/11/9,64.7,0.328,26.9,5.3,,,,,75.84,30.502,91.22,64.4,,0.078,0.0074,359.76,1.0,normal,0.00112359,0.0177,False,thermal_degradation,none,A_healthy,0.0045,0.001,1.0,,74.59,159.55,60971.71,72930.94,47405.11,98456.77,lstm_sequence,-11959.23,13989.44,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2015-12-04T23:45:28,2018-11-02T13:35:16,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,47589.29,7038.95,45.95,78822.0,9.1,99.988,82.154,7166.3,0.9,3.035,90,False,False,shock_loading,59.0,100.32,79,1,0,1,gas_compressed_air,none,85.4,256.21,0.612,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T17:45:53,80,281.76,281.76,4.408,19.803,4.492,3.457,,,64.3,78.0,,42.93,35.07,46.85,13/11/9,135.7,0.446,35.6,5.7,,,,,74.43,30.547,89.56,66.05,,0.268,0.0649,334.7,0.9995,normal,0.00153807,0.0,False,thermal_degradation,none,A_healthy,0.0046,0.0,1.0,,168.36,168.05,60968.24,54955.94,35721.36,74190.52,lstm_sequence,6012.3,7583.11,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,1.0,1e-06,False,none,none,,,,,,2014-11-25T15:44:05,2017-02-04T02:18:49,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,40720.63,7038.95,58.42,78822.0,13.08,99.983,89.035,7166.3,0.9,1.141,90,False,False,shock_loading,83.06,69.12,80,1,0,0,oil_hydraulic,particulate_mild,88.77,142.8,5.724,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-07T21:14:36,81,285.24,285.24,5.234,13.793,2.635,3.094,,,56.48,78.35,,42.93,35.42,47.28,13/11/9,180.0,0.368,50.0,5.5,,,,,76.9,30.707,90.29,64.25,,0.153,0.0254,81.21,1.0,normal,0.00250276,0.0,False,thermal_degradation,fretting_corrosion,A_healthy,0.0047,0.0111,1.0,,11.88,142.65,60964.76,71291.98,46339.79,96244.18,xgboost_gradient,-10327.23,13037.1,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-11-01T03:14:08,2018-09-05T19:25:48,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,42318.32,7038.95,27.73,78822.0,3.7,99.99,84.025,7166.3,0.9,1.29,90,False,False,shock_loading,82.78,78.14,81,0,0,1,oil_process,chemical_contamination,67.6,12.03,0.548,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T00:43:19,82,288.72,288.72,4.803,15.252,3.175,3.236,,,59.21,74.54,,42.93,31.6,45.29,12/10/8,50.9,0.337,13.7,2.7,,,,,78.65,30.66,90.21,65.32,,1.135,0.0615,4.56,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0047,0.0,1.0,,59.98,150.29,60961.28,65031.02,42270.16,87791.88,xgboost_gradient,-4069.74,4753.81,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-06-23T20:13:59,2018-01-27T05:05:28,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,36609.6,7038.95,53.62,78822.0,13.93,99.982,83.795,7166.3,0.9,2.555,90,False,False,shock_loading,77.51,66.75,82,0,0,0,oil_process,none,23.47,14.8,0.084,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T04:12:02,83,292.2,292.2,4.393,19.551,4.451,3.184,,,52.21,76.9,,42.93,33.96,48.99,14/12/10,59.6,0.562,36.7,4.1,,,,,75.41,31.63,90.71,66.66,,2.905,0.0016,51.63,1.0,normal,0.0,0.0,False,thermal_degradation,erosion,A_healthy,0.0048,0.009,1.0,,52.28,142.79,60957.8,51945.17,33764.36,70125.99,lstm_sequence,9012.62,7614.04,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-09-24T08:47:17,2016-10-20T21:35:57,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,58610.76,7038.95,36.56,78822.0,11.64,99.985,83.63,7166.3,0.9,2.961,90,False,False,shock_loading,83.92,90.99,83,0,0,0,oil_hydraulic,particulate_mild,26.66,18.19,1.839,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T07:40:45,84,295.68,295.68,4.204,14.22,3.382,2.888,,,55.65,73.9,,42.93,30.96,46.21,13/11/9,92.6,0.451,34.0,5.8,,,,,76.82,29.377,89.31,63.14,,0.702,0.0043,597.2,0.9892,normal,-0.0021598,0.0232,False,thermal_degradation,none,A_healthy,0.0048,0.0,1.0,,207.51,141.46,60954.32,55415.68,36020.19,74811.16,lstm_sequence,5538.64,5628.05,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-12-05T19:31:05,2017-02-20T23:00:18,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,44713.04,7038.95,27.27,78822.0,3.92,99.99,81.525,7166.3,0.9,3.86,90,False,False,shock_loading,73.9,86.08,84,0,0,0,oil_hydraulic,chemical_contamination,34.28,41.52,0.445,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T11:09:28,85,299.16,299.16,5.109,18.243,3.571,2.988,,,59.95,81.86,,42.93,38.93,45.16,14/12/10,76.7,0.377,23.2,5.9,,,,,76.92,30.48,91.19,69.15,,0.514,0.0368,56.9,0.9867,normal,-0.00255225,0.0448,False,thermal_degradation,none,A_healthy,0.0049,0.0,1.093,,195.57,163.13,60950.84,63613.46,41348.75,85878.17,lstm_sequence,-2662.62,3199.05,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-05-25T17:53:21,2017-12-08T10:36:04,mixed,False,specialist,False,46.0,,,none,none,140779.01,1048690.06,40084.54,7038.95,32.77,78822.0,9.17,99.988,85.214,7166.3,0.9,7.897,90,False,False,shock_loading,80.44,73.63,85,0,0,1,gas_compressed_air,particulate_severe,31.73,3.01,3.644,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T14:38:11,86,302.64,302.64,5.158,13.664,2.649,2.737,,,64.26,75.12,,42.93,32.19,43.13,12/10/8,135.1,0.426,40.7,10.7,,,,,75.72,29.932,90.1,66.21,,0.756,0.0728,54.8,0.9823,normal,-0.00353345,0.0202,False,thermal_degradation,none,A_healthy,0.0049,0.001,1.0,,191.9,139.74,60947.36,53874.75,35018.58,72730.91,weibull_regression,7072.62,7981.1,10749.0,0.0001,0.0005,0.0045,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-11-04T00:00:33,2016-12-28T16:10:13,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,40574.68,7038.95,20.97,78822.0,16.76,99.979,79.706,7166.3,0.9,4.311,90,False,False,shock_loading,75.58,67.22,86,1,0,0,oil_hydraulic,none,34.04,8.28,3.535,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T18:06:53,87,306.11,306.11,4.814,15.563,3.233,3.015,,,59.36,81.43,,42.93,38.49,44.72,13/11/9,275.2,0.333,38.5,8.5,,,,,77.28,29.455,90.3,67.61,,0.452,0.0049,66.59,0.9956,normal,-0.00088361,0.0958,False,thermal_degradation,none,A_healthy,0.005,0.0,1.071,,218.67,141.64,60943.89,54199.31,35229.55,73169.06,lstm_sequence,6744.58,7489.85,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-11-10T21:46:04,2017-01-09T07:31:29,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,47466.96,7038.95,33.08,78822.0,28.33,99.964,87.519,7166.3,0.9,2.675,90,False,False,shock_loading,94.72,94.33,87,0,0,0,oil_hydraulic,particulate_mild,35.6,22.93,2.068,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-08T21:35:36,88,309.59,309.59,5.729,15.008,2.62,2.978,,,53.59,72.25,,42.93,29.32,46.14,14/12/10,57.0,0.492,10.1,2.0,,,,,75.34,29.959,88.86,62.64,,0.619,0.1495,13.68,0.9943,normal,-0.00114356,0.0,False,thermal_degradation,none,A_healthy,0.0051,0.0,1.0,,158.02,147.93,60940.41,66084.49,42954.92,89214.06,lstm_sequence,-5144.08,4227.6,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-07-16T15:50:17,2018-03-06T09:24:33,mixed,False,specialist,False,78.0,,,none,none,140779.01,1048690.06,43526.24,7038.95,59.97,78822.0,10.46,99.987,83.412,7166.3,0.9,4.569,90,False,False,shock_loading,68.38,79.35,88,0,0,0,oil_hydraulic,water_ingress,52.84,17.23,0.004,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T01:04:19,89,313.07,313.07,5.941,20.302,3.417,3.081,,,63.68,80.91,,42.93,37.97,46.85,14/12/10,79.6,0.335,8.5,2.3,,,,,74.57,29.395,90.18,65.89,,0.421,0.0535,66.81,0.9998,normal,0.0021231,0.0468,False,thermal_degradation,none,A_healthy,0.0051,0.0,1.045,,167.33,148.19,60936.93,57024.91,37066.19,76983.62,particle_filter,3912.02,3909.69,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-01-09T01:31:30,2017-04-19T16:14:32,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,59855.29,7038.95,28.35,78822.0,9.83,99.988,90.197,7166.3,0.9,6.804,90,False,False,shock_loading,83.81,93.03,89,0,0,1,gas_compressed_air,none,57.6,80.29,2.467,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T04:33:02,90,316.55,316.55,4.443,14.989,3.374,3.017,,,62.65,75.94,,42.93,33.0,48.73,14/12/10,117.3,0.309,49.2,11.9,,,,,77.76,30.284,89.2,62.76,,0.394,0.001,89.2,1.0,normal,0.00266107,0.0461,False,thermal_degradation,none,A_healthy,0.0052,0.0008,1.0,,153.71,152.89,60933.45,64565.17,41967.36,87162.98,xgboost_gradient,-3631.72,4197.12,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-06-15T07:08:11,2018-01-11T20:56:48,mixed,False,journeyman,True,,,,none,none,140779.01,1048690.06,35871.38,7038.95,24.18,78822.0,6.22,99.99,77.492,7166.3,0.9,3.195,90,False,False,shock_loading,81.25,93.71,90,0,0,0,oil_hydraulic,water_ingress,51.67,63.93,0.477,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T08:01:45,91,320.03,320.03,5.472,15.845,2.896,2.436,,,63.34,73.82,,42.93,30.89,46.41,13/11/9,76.5,0.332,25.3,6.0,,,,,75.79,30.167,89.51,65.99,,0.017,0.0903,171.79,1.0,normal,0.00353345,0.0104,False,thermal_degradation,none,A_healthy,0.0052,0.0,1.0,,52.75,175.7,60929.97,53070.78,34496.01,71645.55,weibull_regression,7859.19,9392.67,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-10-18T23:25:09,2016-11-30T22:11:31,mixed,False,oem_certified,True,,,,none,none,140779.01,1048690.06,51009.35,7038.95,36.66,78822.0,6.61,99.99,87.863,7166.3,0.9,5.104,90,False,False,shock_loading,65.02,93.02,91,0,0,2,gas_compressed_air,water_ingress,25.27,5.44,4.343,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T11:30:28,92,323.51,323.51,4.712,15.455,3.28,2.839,,,54.86,74.47,,42.93,31.53,46.11,14/12/10,68.9,0.303,84.3,8.5,,,,,76.93,29.591,91.2,63.52,,0.601,0.033,33.91,1.0,normal,0.00088361,0.0321,False,thermal_degradation,none,A_healthy,0.0053,0.0062,1.0,,11.51,142.69,60926.49,52077.08,33850.1,70304.06,physics_informed_nn,8849.41,7386.1,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-09-28T10:02:50,2016-10-26T21:01:29,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,61153.48,7038.95,31.15,78822.0,7.59,99.99,82.49,7166.3,0.9,3.573,90,False,False,shock_loading,76.98,77.96,92,1,0,1,steam,particulate_mild,77.22,17.72,1.126,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T14:59:11,93,326.99,326.99,4.658,17.001,3.65,3.783,,,64.16,76.02,,42.93,33.09,45.5,12/10/8,82.8,0.51,32.1,5.0,,,,,74.17,28.554,90.31,64.54,,0.001,0.0029,34.29,1.0,normal,0.00114356,0.027,False,thermal_degradation,none,A_healthy,0.0053,0.0003,1.0,,19.48,139.61,60923.01,51867.4,33713.81,70020.99,xgboost_gradient,9055.61,11623.47,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-09-24T04:41:13,2016-10-19T14:16:39,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,44478.25,7038.95,55.39,78822.0,19.21,99.976,85.594,7166.3,0.9,6.632,90,False,False,shock_loading,71.6,88.4,93,0,0,1,gas_compressed_air,chemical_contamination,73.03,34.21,7.935,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T18:27:54,94,330.47,330.47,5.235,16.8,3.209,3.282,,,64.17,75.44,,42.93,32.5,47.36,13/11/9,92.7,0.309,28.2,5.9,,,,,75.79,30.904,91.13,66.32,,0.343,0.0015,224.98,1.0,normal,3.67e-05,0.0139,False,thermal_degradation,none,A_healthy,0.0054,0.0024,1.0,,304.94,138.3,60919.53,53191.35,34574.38,71808.33,xgboost_gradient,7728.18,9477.51,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-10-21T22:08:27,2016-12-05T15:06:51,mixed,False,specialist,False,56.0,,,none,none,140779.01,1048690.06,28729.23,7038.95,48.91,78822.0,7.94,99.99,87.149,7166.3,0.9,3.535,90,False,False,shock_loading,77.33,83.73,94,1,0,0,gas_compressed_air,chemical_contamination,63.21,61.81,0.313,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-09T21:56:37,95,333.94,333.94,5.539,24.668,4.453,3.046,,,68.88,73.03,,42.93,30.09,45.04,14/12/10,80.0,0.39,19.7,3.3,,,,,74.28,30.557,89.12,65.23,,0.169,0.0956,21.75,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0055,0.0,1.0,,29.0,127.67,60916.06,71121.84,46229.2,96014.49,particle_filter,-10205.79,10715.76,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-10-30T14:51:57,2018-09-01T19:30:41,mixed,False,apprentice,False,80.0,,,none,none,140779.01,1048690.06,46909.49,7038.95,56.45,78822.0,11.92,99.985,82.137,7166.3,0.9,7.386,90,False,False,shock_loading,69.35,72.67,95,0,0,0,water,particulate_severe,22.28,80.46,4.725,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-10T01:25:19,96,337.42,337.42,5.615,21.944,3.908,2.644,,,56.18,78.92,,42.93,35.99,48.84,13/11/9,73.0,0.395,12.0,2.8,,,,,76.38,30.216,89.35,63.77,,1.425,0.0195,140.35,0.9862,normal,-0.00276165,0.0,False,thermal_degradation,none,A_healthy,0.0055,0.0,1.0,,339.56,155.71,60912.58,66438.84,43185.24,89692.43,lstm_sequence,-5526.26,6926.24,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-07-25T04:50:23,2018-03-20T02:25:55,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,21815.26,7038.95,31.76,78822.0,16.14,99.98,80.58,7166.3,0.9,2.208,90,False,False,shock_loading,82.05,77.45,96,0,0,0,water,none,34.65,96.06,1.703,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-10T04:54:02,97,340.9,340.9,4.714,19.927,4.228,3.611,,,63.46,74.22,,42.93,31.29,44.8,15/13/11,119.1,0.341,27.0,3.8,,,,,74.42,31.098,91.79,63.81,,0.308,0.0493,81.92,0.9891,normal,-0.00218852,0.01,False,thermal_degradation,fatigue_spalling,A_healthy,0.0056,0.0,1.0,,135.4,160.81,60909.1,66264.03,43071.62,89456.44,xgboost_gradient,-5354.93,6184.87,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-07-21T16:54:55,2018-03-14T01:19:31,mixed,False,specialist,False,89.0,,,none,none,140779.01,1048690.06,70211.28,7038.95,47.04,78822.0,13.18,99.983,84.016,7166.3,0.9,7.764,90,False,False,shock_loading,64.74,90.79,97,1,0,0,water,chemical_contamination,83.52,38.2,1.405,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-10T08:22:45,98,344.38,344.38,5.26,19.635,3.733,2.781,,,61.06,72.64,,42.93,29.71,47.96,14/12/10,88.7,0.352,20.1,3.1,,,,,75.46,30.339,90.01,61.22,,0.349,0.0355,100.93,1.0,normal,0.0,0.0473,False,thermal_degradation,none,A_healthy,0.0056,0.0088,1.0,,78.37,129.11,60905.62,65905.94,42838.86,88973.02,physics_informed_nn,-5000.32,4951.02,10749.0,0.0001,0.0005,0.0046,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2015-07-14T09:20:58,2018-03-01T12:25:42,mixed,False,master_technician,True,,,,none,none,140779.01,1048690.06,62097.03,7038.95,59.41,78822.0,40.88,99.948,80.31,7166.3,0.9,5.915,90,False,False,shock_loading,64.62,88.36,98,1,0,0,oil_process,none,53.24,217.67,0.79,,,standard
ASSET-000036,turbine_gas,high,Apex Rotating Systems,MDL-6204-A,2011-09-26,61250.0,3000.0,75.91198601063105,high_temperature_furnace,automotive,FAC-077,LINE-G,none,2011-10-10T11:51:28,99,347.86,347.86,4.995,15.916,3.186,2.779,,,60.31,77.28,,42.93,34.35,45.33,13/11/9,152.7,0.578,21.8,6.4,,,,,75.64,29.871,89.4,67.67,,0.3,0.1064,100.27,1.0,normal,0.0,0.0794,False,thermal_degradation,none,A_healthy,0.0057,0.008,1.0,,450.01,143.77,60902.14,51135.27,33237.92,69032.61,lstm_sequence,9766.87,12548.87,10749.0,0.0001,0.0005,0.0047,1.863,57822.0,0.9999,1e-06,False,none,none,,,,,,2014-09-09T19:29:33,2016-09-24T12:50:12,mixed,False,specialist,True,,,,none,none,140779.01,1048690.06,34115.49,7038.95,57.96,78822.0,6.75,99.99,86.221,7166.3,0.9,6.938,90,False,False,shock_loading,77.35,79.29,99,1,0,0,none,none,56.79,99.92,1.673,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-19T08:38:02,1,8.63,8.63,4.474,16.209,3.623,2.333,,,58.28,27.78,,-10.13,37.9,44.45,14/12/10,77.6,0.649,8.4,2.1,,,,,85.91,34.255,88.6,65.27,,0.217,0.0104,27.75,0.9871,normal,0.0,0.0154,False,erosion,none,A_healthy,0.0002,0.0,1.0,,171.98,161.17,45344.37,36052.95,23434.41,48671.48,particle_filter,9291.42,11956.48,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-06-08T11:06:24,2010-11-16T05:38:16,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,92802.11,19411.24,28.28,90229.35,8.66,99.99,87.912,5129.2,1.2,7.732,120,False,False,variable_mild,72.05,87.63,1,0,0,0,steam,none,75.27,80.05,0.574,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-19T17:16:05,2,17.27,17.27,4.845,19.345,3.993,2.662,,,64.39,33.33,,-10.13,43.46,47.64,13/11/9,171.3,0.469,29.9,8.4,,,,,83.91,33.122,88.47,68.01,,0.183,0.0166,162.99,1.0,normal,0.0,0.0833,False,erosion,none,A_healthy,0.0004,0.0,1.0,,138.49,152.88,45335.73,37009.77,24056.35,49963.19,physics_informed_nn,8325.96,8647.36,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-06-28T18:09:05,2010-12-20T11:34:12,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,139949.61,19411.24,44.0,90229.35,9.1,99.99,82.111,5129.2,1.2,7.433,120,False,False,variable_mild,85.96,89.1,2,0,0,0,oil_process,particulate_mild,26.12,188.04,2.248,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-20T01:54:07,3,25.9,25.9,5.446,14.539,2.669,3.215,,,60.34,24.62,,-10.13,34.75,44.87,14/12/10,99.2,0.373,39.6,5.4,,,,,85.58,35.42,90.12,64.75,,0.744,0.0199,213.11,0.992,normal,-0.00265468,0.0,False,erosion,none,A_healthy,0.0006,0.0,1.0,,102.17,144.73,45327.1,54682.18,35543.42,73820.94,xgboost_gradient,-9355.08,10029.43,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-02T06:59:32,2012-09-06T17:45:20,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,148031.45,19411.24,35.81,90229.35,13.38,99.985,79.492,5129.2,1.2,2.451,120,False,False,variable_mild,76.8,74.01,3,0,0,0,oil_hydraulic,none,85.24,135.48,1.821,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-20T10:32:10,4,34.54,34.54,4.986,20.475,4.106,2.834,,,58.84,24.84,,-10.13,34.97,47.18,14/12/10,141.3,0.334,7.3,2.0,,,,,84.56,34.989,90.54,64.95,,0.008,0.0449,30.58,1.0,normal,0.0,0.0354,False,erosion,none,A_healthy,0.0008,0.0075,1.0,,74.41,148.51,45318.46,51114.35,33224.32,69004.37,physics_informed_nn,-5795.88,5360.46,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-19T07:42:32,2012-05-03T17:43:48,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,166351.99,19411.24,41.11,90229.35,20.04,99.978,84.834,5129.2,1.2,6.136,120,False,False,variable_mild,91.42,90.45,4,0,0,0,steam,particulate_severe,73.59,73.98,2.783,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-20T19:10:12,5,43.17,43.17,4.723,14.097,2.985,3.215,,,63.07,32.48,,-10.13,42.6,46.4,13/11/9,70.0,0.687,6.5,1.8,,,,,86.37,35.918,88.86,64.87,,0.043,0.152,29.55,0.9967,normal,-0.00065726,0.0613,False,erosion,none,A_healthy,0.001,0.0075,1.0,,77.42,153.05,45309.83,38249.72,24862.32,51637.12,physics_informed_nn,7060.11,9070.13,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-25T16:01:49,2011-02-03T11:25:57,mixed,False,apprentice,False,30.0,,,none,none,388224.85,2987635.19,69913.76,19411.24,56.79,90229.35,11.62,99.987,90.461,5129.2,1.2,1.401,120,False,False,variable_mild,99.49,87.16,5,0,0,0,oil_hydraulic,chemical_contamination,44.4,26.61,1.207,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-21T03:48:15,5,51.8,51.8,4.776,21.428,4.487,2.681,,,60.88,27.19,,-10.13,37.32,45.33,13/11/9,61.2,0.354,78.3,16.2,,,,,84.48,32.473,89.91,67.24,,0.357,0.0423,81.44,0.9986,normal,0.00229095,0.0345,False,erosion,none,A_healthy,0.0011,0.0,1.0,,54.43,149.18,45301.2,40004.26,26002.77,54005.75,kalman_filter,5296.93,6671.52,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-31T13:56:07,2011-04-06T23:25:37,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,96146.41,19411.24,45.58,90229.35,9.24,99.99,88.955,5129.2,1.2,1.272,120,False,False,variable_mild,88.63,82.06,5,0,0,0,gas_compressed_air,water_ingress,65.12,3.93,8.126,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-21T12:26:18,6,60.44,60.44,5.036,15.293,3.036,3.249,,,61.56,25.53,,-10.13,35.66,43.02,13/11/9,55.0,0.322,25.0,7.2,,,,,85.63,34.261,88.96,63.14,,0.097,0.0064,44.13,1.0,normal,0.0,0.0237,False,erosion,none,A_healthy,0.0013,0.0,1.0,,23.05,143.43,45292.56,54944.87,35714.16,74175.57,kalman_filter,-9652.31,8167.05,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-09T04:52:20,2012-09-17T11:34:34,mixed,False,apprentice,True,,,,none,none,388224.85,2987635.19,170530.3,19411.24,38.47,90229.35,5.66,99.99,87.482,5129.2,1.2,7.966,120,False,False,variable_mild,89.0,92.02,6,0,0,0,water,none,51.41,0.46,0.882,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-21T21:04:20,7,69.07,69.07,5.736,15.558,2.713,2.6,,,58.96,27.86,,-10.13,37.98,45.43,14/12/10,153.3,0.481,28.7,7.0,,,,,82.8,34.144,88.85,70.01,,0.243,0.0251,80.05,1.0,normal,0.00159281,0.0,False,erosion,none,A_healthy,0.0015,0.0098,1.0,,12.25,160.71,45283.93,41506.41,26979.17,56033.66,weibull_regression,3777.52,3122.45,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-02T14:16:42,2011-05-30T21:31:21,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,173538.87,19411.24,43.42,90229.35,11.3,99.987,79.506,5129.2,1.2,6.427,120,False,False,variable_mild,91.72,87.85,7,0,0,0,gas_compressed_air,none,59.21,45.71,0.357,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-22T05:42:23,8,77.71,77.71,5.278,16.732,3.17,2.981,,,61.97,27.63,,-10.13,37.76,43.38,14/12/10,81.2,0.396,11.6,3.3,,,,,84.33,32.755,86.57,66.48,,0.108,0.0022,322.44,0.9923,normal,-0.001549,0.0739,False,erosion,none,A_healthy,0.0017,0.0,1.0,,329.66,126.62,45275.29,36391.89,23654.73,49129.05,particle_filter,8883.4,8548.26,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-06-18T09:39:07,2010-12-01T02:48:49,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,169148.81,19411.24,50.64,90229.35,9.61,99.989,83.638,5129.2,1.2,4.729,120,False,False,variable_mild,90.19,70.31,8,0,0,0,gas_compressed_air,chemical_contamination,24.45,107.43,0.024,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-22T14:20:25,9,86.34,86.34,5.392,14.324,2.657,3.074,,,62.24,23.54,,-10.13,33.66,45.41,13/11/9,75.0,0.333,36.4,7.0,,,,,84.73,35.298,92.3,67.04,,0.021,0.0567,316.41,1.0,normal,0.00065726,0.0,False,erosion,none,A_healthy,0.0019,0.0,1.0,,1.35,158.66,45266.66,39269.01,25524.86,53013.17,particle_filter,5997.65,7651.61,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-17T16:50:47,2011-03-13T09:00:02,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,130720.57,19411.24,33.34,90229.35,7.6,99.99,86.37,5129.2,1.2,3.588,120,False,False,variable_mild,81.99,95.39,9,0,0,0,steam,particulate_mild,41.18,47.49,3.871,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-22T22:58:28,10,94.97,94.97,4.759,17.515,3.68,2.948,,,57.93,24.66,,-10.13,34.79,45.23,13/11/9,81.2,0.34,37.7,6.3,,,,,86.07,34.304,90.2,61.76,,0.435,0.0012,183.54,0.99,normal,-0.00170864,0.0597,False,erosion,none,A_healthy,0.0021,0.0224,1.0,,114.73,160.81,45258.03,34994.46,22746.4,47242.52,particle_filter,10263.57,11478.8,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-05-21T00:12:16,2010-10-13T08:15:56,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,92527.24,19411.24,54.4,90229.35,14.48,99.984,89.101,5129.2,1.2,6.88,120,False,False,variable_mild,77.51,69.14,10,0,0,0,steam,particulate_severe,33.52,23.82,1.763,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-23T07:36:31,11,103.61,103.61,4.427,15.833,3.576,2.559,,,60.94,25.27,,-10.13,35.39,44.78,13/11/9,89.7,0.373,15.7,4.6,,,,,85.07,33.754,89.92,61.87,,0.32,0.0745,266.64,0.9776,normal,-0.00448205,0.0,False,erosion,none,A_healthy,0.0023,0.0059,1.0,,282.13,158.98,45249.39,37634.2,24462.23,50806.17,lstm_sequence,7615.19,9033.72,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-15T08:42:35,2011-01-15T04:40:49,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,72978.94,19411.24,48.85,90229.35,7.46,99.99,80.369,5129.2,1.2,6.073,120,False,False,variable_mild,77.44,79.42,11,0,0,0,none,none,34.11,53.9,1.716,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-23T16:14:33,12,112.24,112.24,5.288,14.646,2.77,2.716,,,61.03,24.52,,-10.13,34.65,43.78,14/12/10,75.4,0.373,72.8,12.1,,,,,84.56,33.555,92.0,65.37,,1.496,0.0023,10.78,0.9944,normal,-0.00112597,0.0551,False,erosion,none,A_healthy,0.0025,0.0014,1.0,,80.53,142.23,45240.76,41859.89,27208.93,56510.85,physics_informed_nn,3380.87,4248.1,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-11T18:11:12,2011-06-14T05:08:52,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,184311.42,19411.24,47.87,90229.35,17.31,99.981,81.82,5129.2,1.2,5.484,120,False,False,variable_mild,86.96,69.17,12,0,0,0,none,none,20.01,7.87,3.417,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-24T00:52:36,13,120.88,120.88,5.489,15.86,2.889,2.987,,,61.6,24.26,,-10.13,34.38,44.43,13/11/9,82.7,0.38,72.1,16.3,,,,,84.75,35.194,89.98,65.87,,0.311,0.0583,5.43,1.0,normal,0.001549,0.0236,False,erosion,none,A_healthy,0.0027,0.0039,1.0,,114.87,157.51,45232.12,51355.98,33381.39,69330.57,lstm_sequence,-6123.85,6655.35,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-27T22:51:55,2012-05-15T21:27:27,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,150516.86,19411.24,48.65,90229.35,4.59,99.99,89.265,5129.2,1.2,2.435,120,False,False,variable_mild,81.53,80.61,13,0,0,0,oil_process,none,47.69,6.27,6.046,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-24T09:30:38,14,129.51,129.51,4.984,12.819,2.572,3.504,,,58.65,27.35,,-10.13,37.47,45.68,13/11/9,64.7,0.43,35.3,4.1,,,,,83.8,34.618,88.91,64.08,,0.205,0.0115,271.39,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0029,0.0027,1.0,,123.74,144.51,45223.49,37418.2,24321.83,50514.57,particle_filter,7805.29,8194.97,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-11T22:36:39,2011-01-08T14:58:51,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,139852.5,19411.24,40.52,90229.35,11.72,99.987,83.923,5129.2,1.2,5.444,120,False,False,variable_mild,82.17,96.92,14,0,0,0,gas_compressed_air,particulate_mild,25.64,42.19,2.064,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-24T18:08:41,15,138.14,138.14,4.856,19.954,4.109,3.593,,,61.87,21.5,,-10.13,31.63,47.46,13/11/9,73.9,0.341,18.4,2.1,,,,,84.88,32.558,90.94,67.67,,0.44,0.0178,2.58,0.9982,normal,0.00163939,0.0448,False,erosion,none,A_healthy,0.003,0.0189,1.0,,170.86,131.13,45214.86,39996.49,25997.72,53995.26,weibull_regression,5218.37,5822.45,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-04T00:23:18,2011-04-10T07:09:31,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,58904.45,19411.24,58.47,90229.35,6.07,99.99,85.902,5129.2,1.2,6.346,120,False,False,variable_mild,77.02,106.14,15,0,0,0,oil_hydraulic,particulate_mild,52.24,64.14,0.372,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-25T02:46:43,16,146.78,146.78,5.664,23.328,4.119,3.169,,,60.81,25.91,,-10.13,36.03,43.86,14/12/10,69.8,0.318,66.5,12.5,,,,,83.97,34.298,89.66,66.27,,0.401,0.0647,23.51,1.0,normal,0.00448205,0.0187,False,erosion,none,A_healthy,0.0032,0.0,1.0,,23.11,170.12,45206.22,47792.66,31065.23,64520.09,lstm_sequence,-2586.44,2542.71,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-13T19:06:30,2012-01-11T18:32:21,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,126341.32,19411.24,55.69,90229.35,21.46,99.976,82.844,5129.2,1.2,1.038,120,False,False,variable_mild,95.84,93.16,16,0,0,0,gas_compressed_air,none,82.57,0.92,0.94,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-25T11:24:46,17,155.41,155.41,4.404,18.182,4.129,3.621,,,55.78,30.31,,-10.13,40.43,45.56,13/11/9,97.7,0.413,11.3,3.0,,,,,86.55,34.686,89.73,65.27,,0.626,0.0989,0.15,0.9916,normal,-0.0005458,0.0411,False,erosion,corrosion_fatigue,A_healthy,0.0034,0.0011,1.0,,148.53,137.3,45197.59,39309.9,25551.44,53068.37,lstm_sequence,5887.68,5463.88,7694.0,0.0,0.0,0.0006,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-21T10:21:50,2011-03-17T16:49:47,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,72402.63,19411.24,24.41,90229.35,15.14,99.983,88.6,5129.2,1.2,2.273,120,False,False,variable_mild,104.95,79.76,17,0,0,0,gas_compressed_air,none,28.09,45.79,0.082,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-25T20:02:49,18,164.05,164.05,4.555,16.441,3.61,2.787,,,54.05,25.22,,-10.13,35.34,46.11,14/12/10,59.0,0.317,38.7,8.1,,,,,85.91,32.696,89.27,64.63,,0.749,0.0184,82.59,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0036,0.0,1.0,,176.31,133.24,45188.95,41272.52,26827.13,55717.9,xgboost_gradient,3916.44,4422.28,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-01T16:18:16,2011-05-26T13:41:05,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,132516.39,19411.24,55.02,90229.35,12.17,99.987,82.965,5129.2,1.2,6.469,120,False,False,variable_mild,82.79,88.88,18,0,0,0,oil_hydraulic,water_ingress,39.09,31.38,4.195,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-26T04:40:51,19,172.68,172.68,5.023,16.357,3.256,3.326,,,55.42,26.35,,-10.13,36.48,46.72,14/12/10,51.5,0.469,54.7,9.6,,,,,86.21,33.12,89.81,62.2,,0.079,0.0768,51.52,1.0,normal,-7.63e-06,0.0462,False,erosion,none,A_healthy,0.0038,0.0124,1.0,,75.46,135.18,45180.32,54103.65,35167.37,73039.93,xgboost_gradient,-8923.33,9938.28,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-06-26T08:30:22,2012-08-23T08:47:01,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,104289.69,19411.24,35.53,90229.35,13.06,99.986,84.272,5129.2,1.2,4.672,120,False,False,variable_mild,86.42,96.34,19,0,0,0,oil_process,chemical_contamination,52.07,97.64,0.319,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-26T13:18:54,20,181.32,181.32,4.895,15.621,3.191,2.842,,,60.88,28.08,,-10.13,38.21,46.38,13/11/9,103.6,0.355,42.8,5.3,,,,,86.89,34.335,89.37,66.06,,0.258,0.0239,110.46,0.9948,normal,-0.00068522,0.005,False,erosion,none,A_healthy,0.004,0.0146,1.0,,59.34,148.24,45171.68,39854.62,25905.5,53803.73,xgboost_gradient,5317.07,6898.34,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-02T20:37:26,2011-04-07T01:44:24,mixed,False,master_technician,False,80.0,,,none,none,388224.85,2987635.19,151465.82,19411.24,42.1,90229.35,12.97,99.986,82.064,5129.2,1.2,1.226,120,False,False,variable_mild,101.79,87.51,20,0,0,0,water,chemical_contamination,85.01,30.01,0.162,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-26T21:56:56,21,189.95,189.95,4.821,15.515,3.218,3.326,,,58.56,24.08,,-10.13,34.21,46.89,13/11/9,194.2,0.354,9.8,1.3,,,,,83.64,35.006,88.53,63.05,,0.092,0.0071,91.71,0.9966,normal,-0.00067452,0.0026,False,erosion,none,A_healthy,0.0042,0.0,1.0,,64.71,140.65,45163.05,41434.11,26932.17,55936.04,xgboost_gradient,3728.94,3991.61,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-06T03:00:08,2011-06-02T08:56:23,mixed,False,oem_certified,False,32.0,,,none,none,388224.85,2987635.19,128888.03,19411.24,32.96,90229.35,13.85,99.985,81.022,5129.2,1.2,3.626,120,False,False,variable_mild,71.92,96.26,21,0,0,0,steam,particulate_mild,60.77,157.01,0.378,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-27T06:34:59,22,198.58,198.58,4.925,14.367,2.917,2.602,,,64.66,27.93,,-10.13,38.05,47.04,13/11/9,263.0,0.346,41.5,4.8,,,,,85.46,33.143,90.03,63.74,,1.091,0.0176,8.39,0.9897,normal,-0.00038426,0.0583,False,erosion,none,A_healthy,0.0044,0.0,1.0,,216.05,148.32,45154.42,39326.68,25562.34,53091.01,xgboost_gradient,5827.74,7128.73,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-23T13:55:19,2011-03-20T02:15:33,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,184727.59,19411.24,54.94,90229.35,13.8,99.985,88.858,5129.2,1.2,7.071,120,False,False,variable_mild,84.6,88.2,22,0,0,0,oil_hydraulic,particulate_mild,84.43,52.34,0.207,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-27T15:13:02,23,207.22,207.22,4.73,12.702,2.686,3.074,,,60.01,34.12,,-10.13,44.25,48.33,13/11/9,76.6,0.337,17.7,2.2,,,,,86.3,32.883,90.15,71.57,,1.712,0.2143,11.53,0.9914,normal,-0.00171489,0.0777,False,erosion,none,A_healthy,0.0046,0.0,1.0,,90.82,148.11,45145.78,46977.06,30535.09,63419.03,lstm_sequence,-1831.28,2117.9,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-01-30T07:44:48,2011-12-16T09:43:03,mixed,False,apprentice,True,,,,none,none,388224.85,2987635.19,94379.03,19411.24,34.99,90229.35,12.33,99.986,79.675,5129.2,1.2,1.57,120,False,False,variable_mild,106.41,81.87,23,0,0,0,none,none,76.1,55.34,7.688,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-27T23:51:04,24,215.85,215.85,5.447,14.301,2.625,2.795,,,61.01,23.05,,-10.13,33.18,46.37,13/11/9,101.2,0.308,16.9,5.0,,,,,85.14,34.369,88.98,63.65,,1.042,0.0017,65.67,1.0,normal,7.63e-06,0.0,False,erosion,none,A_healthy,0.0048,0.0,1.0,,126.84,144.03,45137.15,38707.28,25159.73,52254.82,xgboost_gradient,6429.87,6842.85,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-11T09:29:22,2011-02-26T21:02:10,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,134194.37,19411.24,21.35,90229.35,12.02,99.987,86.657,5129.2,1.2,6.728,120,False,False,variable_mild,78.17,96.25,24,0,0,0,oil_process,particulate_mild,44.02,94.57,3.172,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-28T08:29:07,25,224.49,224.49,5.844,18.753,3.209,2.629,,,65.03,25.96,,-10.13,36.08,48.08,14/12/10,66.4,0.443,7.3,1.2,,,,,83.62,31.984,90.37,62.1,,0.438,0.0187,14.91,1.0,normal,0.0010383,0.0573,False,erosion,none,A_healthy,0.0049,0.0,1.0,,66.36,153.76,45128.51,41661.84,27080.2,56243.49,physics_informed_nn,3466.67,3791.28,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-12T07:24:27,2011-06-11T21:03:11,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,105822.02,19411.24,21.09,90229.35,7.07,99.99,84.826,5129.2,1.2,3.011,120,False,False,variable_mild,75.22,97.9,25,0,0,0,gas_compressed_air,particulate_severe,42.7,37.92,1.039,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-28T17:07:09,26,233.12,233.12,5.206,20.177,3.876,2.71,,,60.8,25.91,,-10.13,36.04,45.96,14/12/10,151.6,0.375,63.3,18.3,,,,,84.33,34.012,90.44,63.46,,0.197,0.0175,107.65,0.9809,normal,-0.0031486,0.0259,False,erosion,none,A_healthy,0.0051,0.0013,1.0,,375.07,143.01,45119.88,50197.18,32628.16,67766.19,lstm_sequence,-5077.29,4343.65,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-08T11:42:24,2012-04-09T12:43:05,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,104160.41,19411.24,52.48,90229.35,5.6,99.99,84.688,5129.2,1.2,6.561,120,False,False,variable_mild,86.45,85.22,26,0,0,0,oil_process,particulate_mild,68.3,64.36,3.471,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-29T01:45:12,27,241.75,241.75,5.779,15.267,2.642,3.06,,,62.04,24.82,,-10.13,34.95,45.04,15/13/11,68.4,0.345,63.8,6.5,,,,,85.37,34.268,89.83,63.75,,2.561,0.0258,284.35,0.9898,normal,1.319e-05,0.0415,False,erosion,fatigue_spalling,A_healthy,0.0053,0.0018,1.0,,114.59,158.13,45111.25,54682.83,35543.84,73821.82,lstm_sequence,-9571.58,7736.01,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-11T07:10:05,2012-09-15T18:09:29,mixed,False,journeyman,False,15.0,,,none,none,388224.85,2987635.19,175982.1,19411.24,42.28,90229.35,7.62,99.99,86.089,5129.2,1.2,5.707,120,False,False,variable_mild,79.74,83.62,27,0,0,0,oil_hydraulic,none,21.28,48.43,3.025,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-29T10:23:14,28,250.39,250.39,4.543,14.156,3.116,3.16,,,54.92,24.05,,-10.13,34.18,47.08,13/11/9,63.3,0.66,58.3,10.6,,,,,86.0,34.22,88.79,68.27,,0.191,0.0158,20.35,0.9898,normal,-0.00033225,0.0554,False,erosion,none,A_healthy,0.0055,0.0,1.0,,151.45,141.27,45102.61,39944.37,25963.84,53924.9,physics_informed_nn,5158.24,4778.69,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-07T14:34:22,2011-04-13T03:06:10,mixed,False,oem_certified,True,,,,none,none,388224.85,2987635.19,108554.74,19411.24,53.7,90229.35,18.05,99.98,86.54,5129.2,1.2,4.518,120,False,False,variable_mild,81.27,86.04,28,0,0,0,gas_compressed_air,water_ingress,38.38,4.1,0.253,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-29T19:01:17,29,259.02,259.02,4.877,16.192,3.32,2.609,,,58.33,25.14,,-10.13,35.27,43.1,14/12/10,67.4,0.587,13.6,3.5,,,,,84.64,34.149,90.18,64.85,,0.246,0.0991,19.61,0.9843,normal,-0.00314304,0.0328,False,erosion,none,A_healthy,0.0057,0.0099,1.0,,433.11,137.54,45093.98,41872.77,27217.3,56528.23,physics_informed_nn,3221.21,3151.82,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-18T03:24:16,2011-06-20T18:52:21,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,164152.58,19411.24,42.27,90229.35,11.04,99.988,83.201,5129.2,1.2,1.335,120,False,False,variable_mild,85.66,77.96,29,0,0,0,water,none,30.31,17.2,0.03,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-30T03:39:20,30,267.66,267.66,5.188,18.248,3.517,3.219,,,64.0,20.72,,-10.13,30.85,47.32,14/12/10,106.2,0.387,26.8,4.9,,,,,87.51,35.726,89.28,66.17,,0.398,0.0047,293.05,0.9741,normal,-0.00517967,0.0025,False,erosion,none,A_healthy,0.0059,0.0037,1.0,,326.12,136.24,45085.34,50877.64,33070.47,68684.81,xgboost_gradient,-5792.3,6363.8,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-24T02:28:32,2012-05-05T01:38:58,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,125037.51,19411.24,31.4,90229.35,7.36,99.99,82.26,5129.2,1.2,2.339,120,False,False,variable_mild,69.32,96.78,30,0,0,0,oil_process,none,66.35,10.55,0.628,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-30T12:17:22,31,276.29,276.29,5.756,21.71,3.772,2.989,,,60.86,28.39,,-10.13,38.51,46.87,13/11/9,75.0,0.386,18.4,5.3,,,,,86.3,34.499,88.95,65.98,,0.667,0.0095,59.55,0.9926,normal,0.0023496,0.0348,False,erosion,corrosion_fatigue,A_healthy,0.0061,0.0,1.0,,132.69,160.86,45076.71,42428.46,27578.5,57278.42,particle_filter,2648.25,2262.41,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-30T10:31:11,2011-07-11T04:28:51,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,95589.48,19411.24,20.12,90229.35,6.93,99.99,89.203,5129.2,1.2,4.776,120,False,False,variable_mild,89.33,94.92,31,1,0,0,oil_process,none,20.07,23.82,1.081,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-30T20:55:25,32,284.92,284.92,5.098,14.547,2.854,2.936,,,57.62,25.72,,-10.13,35.84,47.04,13/11/9,64.2,0.438,11.8,2.8,,,,,86.07,34.349,89.27,62.51,,0.282,0.0414,11.3,0.9985,normal,0.00175127,0.0,False,erosion,none,A_healthy,0.0063,0.0,1.0,,70.98,144.94,45068.08,41136.1,26738.47,55533.74,physics_informed_nn,3931.98,3181.9,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-03T20:58:27,2011-05-26T18:36:35,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,116567.27,19411.24,58.29,90229.35,7.19,99.99,82.839,5129.2,1.2,5.736,120,False,False,variable_mild,89.81,90.57,32,0,0,0,gas_compressed_air,particulate_severe,73.32,80.12,1.352,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-31T05:33:27,33,293.56,293.56,4.589,15.226,3.318,3.394,,,57.79,24.64,,-10.13,34.76,46.53,14/12/10,67.7,0.337,22.2,5.7,,,,,85.74,33.386,90.2,66.61,,0.779,0.1339,38.8,1.0,normal,0.00204714,0.0164,False,erosion,corrosion_fatigue,A_healthy,0.0065,0.0,1.0,,22.31,147.6,45059.44,49321.14,32058.74,66583.54,physics_informed_nn,-4261.7,4486.61,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-23T18:07:37,2012-03-12T00:31:32,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,78827.81,19411.24,48.61,90229.35,15.71,99.983,80.707,5129.2,1.2,7.704,120,False,False,variable_mild,84.41,83.92,33,1,0,0,gas_compressed_air,none,32.44,4.25,0.58,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-31T14:11:30,34,302.19,302.19,4.464,17.538,3.929,2.944,,,60.15,31.55,,-10.13,41.67,47.74,14/12/10,67.3,0.337,49.1,13.5,,,,,84.52,34.289,89.91,65.69,,0.288,0.0036,45.59,1.0,normal,0.00314304,0.0211,False,erosion,none,A_healthy,0.0067,0.009,1.0,,10.64,168.9,45050.81,40154.41,26100.36,54208.45,physics_informed_nn,4896.4,5780.64,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-14T03:23:42,2011-04-22T17:26:15,mixed,False,journeyman,False,17.0,,,none,none,388224.85,2987635.19,72930.45,19411.24,31.9,90229.35,11.37,99.987,88.668,5129.2,1.2,6.749,120,False,False,variable_mild,95.54,85.88,34,0,0,0,oil_hydraulic,chemical_contamination,21.0,20.88,1.295,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-05-31T22:49:33,35,310.83,310.83,4.275,15.749,3.684,2.929,,,59.7,24.9,,-10.13,35.03,47.95,13/11/9,79.7,0.312,26.5,7.9,,,,,85.4,34.868,89.43,64.41,,0.151,0.0663,22.38,1.0,normal,0.00517967,0.0,False,erosion,none,A_healthy,0.0069,0.0,1.0,,425.15,156.4,45042.17,48681.95,31643.27,65720.64,particle_filter,-3639.78,3361.54,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-11T03:48:07,2012-02-19T02:29:07,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,154773.83,19411.24,30.44,90229.35,5.35,99.99,84.215,5129.2,1.2,7.93,120,False,False,variable_mild,78.92,74.98,35,0,0,0,gas_compressed_air,chemical_contamination,72.75,19.79,0.559,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-01T07:27:35,36,319.46,319.46,5.452,23.926,4.388,3.029,,,60.19,27.55,,-10.13,37.68,47.09,14/12/10,128.1,0.39,17.1,2.7,,,,,85.89,35.701,89.46,63.64,,1.05,0.0209,16.02,0.9822,normal,-0.00209054,0.0,False,erosion,none,A_healthy,0.007,0.0039,1.0,,333.0,150.53,45033.54,50656.25,32926.56,68385.94,physics_informed_nn,-5622.71,4561.0,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-21T15:35:07,2012-04-29T09:16:23,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,94634.17,19411.24,47.46,90229.35,31.57,99.965,81.956,5129.2,1.2,5.515,120,False,False,variable_mild,88.71,78.53,36,0,0,0,oil_process,none,62.25,27.71,2.399,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-01T16:05:38,37,328.09,328.09,4.977,13.313,2.675,2.176,,,65.03,25.11,,-10.13,35.23,44.24,14/12/10,80.4,0.378,17.0,3.4,,,,,85.46,33.416,89.52,69.71,,0.868,0.0908,35.16,0.9929,normal,-0.0011366,0.0077,False,erosion,none,A_healthy,0.0072,0.0,1.0,,90.27,135.55,45024.91,35301.04,22945.67,47656.4,xgboost_gradient,9723.87,8546.26,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-06-06T02:36:44,2010-11-02T21:58:30,mixed,False,master_technician,False,82.0,,,none,none,388224.85,2987635.19,177950.74,19411.24,35.89,90229.35,9.48,99.989,80.249,5129.2,1.2,4.313,120,False,False,variable_mild,91.2,77.8,37,0,0,0,water,particulate_mild,74.85,9.52,3.398,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-02T00:43:40,38,336.73,336.73,4.561,14.358,3.148,2.632,,,55.15,32.65,,-10.13,42.77,45.97,13/11/9,72.2,0.448,40.0,11.1,,,,,84.1,35.006,91.27,67.33,,0.762,0.0333,132.91,1.0,normal,0.0,0.0002,False,erosion,none,A_healthy,0.0074,0.0,1.0,,60.87,139.51,45016.27,40890.84,26579.05,55202.64,lstm_sequence,4125.43,3414.05,7694.0,0.0,0.0,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-30T22:08:57,2011-05-20T05:56:39,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,102824.35,19411.24,31.86,90229.35,14.6,99.984,84.101,5129.2,1.2,5.506,120,False,False,variable_mild,104.84,85.14,38,1,0,0,steam,none,59.43,11.3,1.432,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-02T09:21:43,39,345.36,345.36,5.175,19.905,3.846,2.93,,,62.73,31.81,,-10.13,41.93,47.33,14/12/10,83.9,0.357,38.5,6.8,,,,,84.26,32.805,88.63,66.54,,0.67,0.0356,51.8,0.9877,normal,-0.00246132,0.0349,False,erosion,none,A_healthy,0.0076,0.0242,1.0,,130.59,147.06,45007.64,52195.32,33926.96,70463.69,kalman_filter,-7187.68,5851.08,7694.0,0.0,0.0001,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-24T19:01:23,2012-06-23T23:23:10,mixed,False,oem_certified,True,,,,none,none,388224.85,2987635.19,183100.63,19411.24,58.27,90229.35,14.98,99.983,84.153,5129.2,1.2,3.191,120,False,False,variable_mild,91.56,73.38,39,0,0,0,gas_compressed_air,none,77.45,46.25,3.812,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-02T17:59:46,40,354.0,354.0,5.429,17.554,3.233,3.533,,,54.93,26.96,,-10.13,37.09,48.81,13/11/9,65.7,0.475,31.2,5.0,,,,,85.52,32.997,87.81,63.8,,0.362,0.0015,241.86,1.0,normal,0.0,0.0696,False,erosion,none,A_healthy,0.0078,0.0,1.0,,64.38,156.57,44999.0,47954.05,31170.13,64737.97,lstm_sequence,-2955.05,2569.56,7694.0,0.0,0.0001,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-25T19:01:15,2012-01-26T02:56:18,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,92151.74,19411.24,34.82,90229.35,3.22,99.99,86.504,5129.2,1.2,1.719,120,False,False,variable_mild,95.45,88.69,40,1,0,0,gas_compressed_air,particulate_severe,40.66,9.72,2.034,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-03T02:37:48,41,362.63,362.63,5.104,21.937,4.298,2.858,,,58.95,25.47,,-10.13,35.6,44.99,13/11/9,145.4,0.489,10.9,3.1,,,,,85.15,32.646,91.43,65.76,,0.76,0.0503,4.48,1.0,normal,0.00356406,0.0151,False,erosion,none,A_healthy,0.008,0.0,1.0,,0.16,155.59,44990.37,41491.61,26969.55,56013.67,particle_filter,3498.76,3630.56,7694.0,0.0,0.0001,0.0007,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-14T12:26:08,2011-06-11T14:29:57,mixed,False,apprentice,False,36.0,,,none,none,388224.85,2987635.19,101405.09,19411.24,23.67,90229.35,18.42,99.98,87.945,5129.2,1.2,4.34,120,False,False,variable_mild,89.08,77.54,41,0,0,0,steam,none,80.06,7.02,9.838,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-03T11:15:51,42,371.26,371.26,4.681,13.873,2.963,2.988,,,62.06,25.93,,-10.13,36.06,47.72,14/12/10,82.4,0.394,62.7,15.9,,,,,84.81,34.587,89.48,66.37,,0.683,0.0116,17.68,0.9844,normal,-0.00169207,0.0339,False,erosion,none,A_healthy,0.0082,0.0,1.0,,307.53,137.67,44981.74,40750.85,26488.05,55013.65,lstm_sequence,4230.88,4935.97,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-29T10:41:25,2011-05-16T17:29:20,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,103391.57,19411.24,22.19,90229.35,17.38,99.981,81.452,5129.2,1.2,1.697,120,False,False,variable_mild,89.92,81.11,42,1,0,0,oil_hydraulic,particulate_severe,52.02,108.2,4.354,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-03T19:53:53,43,379.9,379.9,4.904,14.199,2.895,3.211,,,59.46,24.59,,-10.13,34.71,42.7,14/12/10,111.5,0.356,26.7,3.0,,,,,84.05,32.966,91.06,63.01,,0.143,0.0183,284.05,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0084,0.0,1.0,,114.9,135.81,44973.1,52275.73,33979.22,70572.24,physics_informed_nn,-7302.63,8969.32,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-27T21:45:49,2012-06-28T06:16:09,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,132403.59,19411.24,47.89,90229.35,57.22,99.937,84.013,5129.2,1.2,3.712,120,False,False,variable_mild,91.76,88.62,43,1,0,0,none,none,38.62,59.27,8.836,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-04T04:31:56,44,388.53,388.53,4.939,12.65,2.561,3.174,,,64.59,27.88,,-10.13,38.01,44.16,14/12/10,83.9,0.426,39.6,7.4,,,,,84.73,32.261,89.9,65.47,,0.161,0.0479,55.14,1.0,normal,0.00246132,0.064,False,erosion,none,A_healthy,0.0086,0.0,1.0,,55.2,146.83,44964.47,47706.0,31008.9,64403.1,physics_informed_nn,-2741.53,3439.82,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-22T01:31:55,2012-01-18T18:37:54,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,62173.29,19411.24,29.41,90229.35,21.41,99.976,81.479,5129.2,1.2,3.277,120,False,False,variable_mild,86.49,84.89,44,0,0,0,oil_process,none,52.06,91.1,1.878,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-04T13:09:58,45,397.17,397.17,4.965,19.958,4.02,2.583,,,58.79,24.78,,-10.13,34.91,47.36,13/11/9,55.0,0.312,27.2,5.0,,,,,83.94,34.931,90.91,63.95,,0.592,0.0325,140.61,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0088,0.0,1.0,,75.95,155.83,44955.83,42041.26,27326.82,56755.7,particle_filter,2914.58,3012.41,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-27T09:47:42,2011-07-02T12:14:06,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,191266.47,19411.24,42.98,90229.35,32.91,99.964,83.238,5129.2,1.2,6.268,120,False,False,variable_mild,79.12,84.51,45,0,0,0,gas_compressed_air,particulate_mild,44.56,3.78,0.596,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-04T21:48:01,46,405.8,405.8,5.551,15.334,2.762,2.835,,,56.61,29.02,,-10.13,39.15,44.81,14/12/10,114.2,0.31,31.1,6.4,,,,,84.68,32.21,89.98,66.05,,0.422,0.018,109.51,0.9975,normal,-0.00050066,0.0628,False,erosion,none,A_healthy,0.0089,0.0099,1.0,,119.02,142.61,44947.2,50590.56,32883.86,68297.25,lstm_sequence,-5643.36,6105.14,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-23T21:04:43,2012-04-30T15:46:24,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,76132.73,19411.24,54.45,90229.35,6.62,99.99,85.986,5129.2,1.2,3.247,120,False,False,variable_mild,76.16,84.62,46,0,0,0,steam,none,76.88,29.96,0.908,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-05T06:26:04,47,414.43,414.43,5.105,17.287,3.386,3.03,,,61.98,28.32,,-10.13,38.45,47.02,13/11/9,61.8,0.716,14.9,2.3,,,,,84.41,35.451,89.43,64.92,,1.099,0.3651,34.83,0.9986,normal,0.00283613,0.0336,False,erosion,none,A_healthy,0.0091,0.0,1.0,,57.69,140.03,44938.57,46750.51,30387.83,63113.19,lstm_sequence,-1811.95,2101.39,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-03T05:41:27,2011-12-17T00:22:14,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,122959.54,19411.24,35.86,90229.35,6.2,99.99,89.661,5129.2,1.2,3.009,120,False,False,variable_mild,92.23,82.53,47,1,0,0,oil_process,none,25.41,71.34,0.805,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-05T15:04:06,48,423.07,423.07,4.441,15.589,3.511,3.121,,,58.09,25.64,,-10.13,35.76,47.02,14/12/10,65.5,0.387,19.7,2.7,,,,,85.46,33.016,88.64,64.45,,0.242,0.0059,37.52,1.0,normal,0.0,0.0183,False,erosion,none,A_healthy,0.0093,0.0112,1.0,,69.95,155.49,44929.93,51990.23,33793.65,70186.81,lstm_sequence,-7060.3,7479.32,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-23T18:11:04,2012-06-19T22:45:57,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,79008.27,19411.24,43.5,90229.35,29.93,99.967,81.796,5129.2,1.2,5.963,120,False,False,variable_mild,80.95,87.99,48,1,0,0,oil_process,none,54.56,7.66,0.667,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-05T23:42:09,49,431.7,431.7,5.189,15.767,3.039,3.405,,,57.27,24.41,,-10.13,34.54,44.57,13/11/9,74.8,0.498,14.3,3.7,,,,,85.69,32.796,90.03,65.43,,0.814,0.0328,27.73,0.9852,normal,-0.00296998,0.0,False,erosion,none,A_healthy,0.0095,0.0,1.0,,215.88,132.71,44921.3,41995.58,27297.13,56694.04,particle_filter,2925.72,2859.05,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-27T21:29:36,2011-07-02T07:56:49,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,130528.32,19411.24,58.92,90229.35,8.76,99.99,86.568,5129.2,1.2,6.412,120,False,False,variable_mild,85.21,90.74,49,0,0,0,water,particulate_severe,43.93,156.19,0.507,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-06T08:20:11,50,440.34,440.34,4.635,17.569,3.791,3.074,,,61.71,21.48,,-10.13,31.6,42.93,13/11/9,73.7,0.323,35.9,6.0,,,,,83.05,34.287,89.09,62.33,,0.053,0.0182,67.01,1.0,normal,0.0,0.027,False,erosion,erosion,A_healthy,0.0097,0.0072,1.0,,132.91,152.16,44912.66,52754.02,34290.11,71217.92,particle_filter,-7841.35,8110.46,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-06-09T09:20:40,2012-07-17T17:15:00,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,165030.83,19411.24,28.13,90229.35,15.18,99.983,86.762,5129.2,1.2,7.136,120,False,False,variable_mild,67.66,86.18,50,1,0,0,water,water_ingress,88.88,105.92,1.307,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-06T16:58:14,51,448.97,448.97,5.394,14.077,2.61,3.031,,,57.91,25.24,,-10.13,35.37,44.98,14/12/10,61.3,0.367,20.4,3.7,,,,,86.11,35.425,88.46,64.06,,0.395,0.0816,91.62,0.9893,normal,-0.00163191,0.0866,False,erosion,none,A_healthy,0.0099,0.0042,1.0,,126.22,141.03,44904.03,49293.24,32040.6,66545.87,lstm_sequence,-4389.21,5119.89,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-29T15:35:17,2012-03-17T12:13:13,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,106877.44,19411.24,37.02,90229.35,8.33,99.99,85.747,5129.2,1.2,4.921,120,False,False,variable_mild,87.57,79.26,51,1,0,1,none,none,65.48,22.33,1.908,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-07T01:36:17,52,457.6,457.6,4.622,12.702,2.748,3.095,,,61.82,24.62,,-10.13,34.74,48.37,13/11/9,316.4,0.475,19.0,4.2,,,,,85.64,32.916,90.0,63.15,,0.225,0.0407,140.57,1.0,normal,0.00028412,0.0689,False,erosion,none,A_healthy,0.0101,0.0,1.0,,4.11,157.31,44895.4,37301.5,24245.98,50357.03,particle_filter,7593.89,7577.86,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-23T04:21:21,2011-01-18T03:52:55,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,105493.26,19411.24,41.56,90229.35,21.56,99.976,86.071,5129.2,1.2,5.142,120,False,False,variable_mild,70.54,84.08,52,0,0,1,oil_process,chemical_contamination,77.77,57.98,2.992,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-07T10:14:19,53,466.24,466.24,4.718,20.908,4.432,3.232,,,56.79,22.28,,-10.13,32.41,48.27,13/11/9,130.3,0.359,35.0,8.5,,,,,85.43,35.777,92.0,65.32,,0.233,0.0191,8.15,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0103,0.0018,1.0,,94.03,161.36,44886.76,50182.58,32618.68,67746.48,kalman_filter,-5295.82,6511.33,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-17T21:31:44,2012-04-18T17:25:56,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,87485.48,19411.24,53.29,90229.35,16.89,99.981,85.456,5129.2,1.2,2.663,120,False,False,variable_mild,80.86,79.13,53,1,0,1,water,none,72.67,15.98,1.917,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-07T18:52:22,54,474.87,474.87,4.514,17.295,3.831,3.048,,,58.74,23.14,,-10.13,33.27,43.52,14/12/10,168.7,0.468,20.7,5.9,,,,,86.09,33.168,90.56,65.61,,1.247,0.0217,41.96,1.0,normal,0.00296998,0.0134,False,erosion,none,A_healthy,0.0105,0.0032,1.0,,191.71,162.12,44878.13,47429.8,30829.37,64030.23,xgboost_gradient,-2551.68,2296.85,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-19T21:46:28,2012-01-12T14:12:21,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,125336.74,19411.24,39.41,90229.35,5.73,99.99,81.137,5129.2,1.2,2.272,120,False,False,variable_mild,74.93,81.94,54,0,0,0,water,particulate_mild,68.69,46.62,2.612,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-08T03:30:24,55,483.51,483.51,5.169,22.212,4.297,3.348,,,58.25,29.74,,-10.13,39.87,47.19,14/12/10,198.8,0.3,33.9,6.4,,,,,85.71,33.175,88.98,62.63,,0.947,0.0903,148.91,1.0,normal,0.0,0.0422,False,erosion,none,A_healthy,0.0107,0.0,1.0,,43.55,142.91,44869.49,42865.24,27862.4,57868.07,xgboost_gradient,2004.26,2204.68,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-11-17T04:07:29,2011-08-04T06:57:27,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,100954.35,19411.24,36.87,90229.35,3.2,99.99,84.62,5129.2,1.2,2.674,120,False,False,variable_mild,90.94,91.58,55,0,0,0,none,particulate_mild,71.21,4.62,0.088,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-08T12:08:27,56,492.14,492.14,5.207,17.738,3.407,3.117,,,62.94,33.67,,-10.13,43.8,44.32,13/11/9,60.4,0.427,28.0,5.2,,,,,84.5,35.472,90.33,68.82,,0.613,0.0337,130.86,0.9927,normal,0.00067096,0.0329,False,erosion,none,A_healthy,0.0109,0.0,1.0,,76.45,152.93,44860.86,41211.76,26787.65,55635.88,xgboost_gradient,3649.09,3557.39,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-14T02:01:23,2011-06-07T02:08:26,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,176746.82,19411.24,39.96,90229.35,13.53,99.985,86.951,5129.2,1.2,2.033,120,False,False,variable_mild,112.06,91.28,56,1,0,0,steam,none,63.6,79.33,2.1,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-08T20:46:29,57,500.77,500.77,4.897,13.035,2.662,3.258,,,60.24,26.58,,-10.13,36.71,47.22,14/12/10,132.1,0.436,82.2,22.2,,,,,85.78,33.714,89.95,62.53,,0.091,0.0579,330.26,0.9952,normal,-0.00096015,0.0256,False,erosion,none,A_healthy,0.011,0.0078,1.0,,300.6,147.66,44852.23,54791.26,35614.32,73968.21,xgboost_gradient,-9939.04,8552.15,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-24T08:24:26,2012-09-30T09:21:00,mixed,False,apprentice,True,,,,none,none,388224.85,2987635.19,157466.15,19411.24,58.24,90229.35,9.28,99.99,87.098,5129.2,1.2,1.835,120,False,False,variable_mild,76.76,75.28,57,1,0,0,water,none,28.4,11.33,0.436,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-09T05:24:32,58,509.41,509.41,4.912,18.51,3.769,3.296,,,57.95,26.47,,-10.13,36.6,47.97,13/11/9,122.5,0.688,11.0,2.6,,,,,86.03,35.109,90.42,66.4,,0.565,0.0419,23.18,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0112,0.0002,1.0,,192.41,166.97,44843.59,50610.19,32896.62,68323.75,kalman_filter,-5766.6,5062.4,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-28T14:30:10,2012-05-05T16:04:07,mixed,False,master_technician,False,54.0,,,none,none,388224.85,2987635.19,158623.01,19411.24,54.66,90229.35,10.38,99.989,82.418,5129.2,1.2,6.136,120,False,False,variable_mild,91.99,99.73,58,1,0,0,oil_process,none,51.09,53.31,0.537,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-09T14:02:35,59,518.04,518.04,5.169,17.059,3.301,2.529,,,63.99,30.15,,-10.13,40.28,44.86,13/11/9,229.7,0.407,12.0,1.7,,,,,83.44,31.973,90.17,64.73,,1.293,0.0177,6.68,0.9905,normal,-0.00190578,0.055,False,erosion,corrosion_fatigue,A_healthy,0.0114,0.0,1.0,,100.8,165.76,44834.96,39610.81,25747.03,53474.59,xgboost_gradient,5224.15,6454.35,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-09-11T19:26:53,2011-04-12T11:13:54,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,105512.98,19411.24,36.73,90229.35,17.33,99.981,82.334,5129.2,1.2,3.152,120,False,False,variable_mild,105.04,95.65,59,0,0,1,gas_compressed_air,particulate_mild,56.21,98.78,0.333,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-09T22:40:37,60,526.68,526.68,4.36,19.203,4.405,2.747,,,66.35,27.23,,-10.13,37.35,43.99,12/10/8,91.8,0.313,16.5,2.1,,,,,86.82,34.241,90.53,65.22,,0.358,0.0399,109.29,0.9984,normal,-0.00032218,0.0342,False,erosion,none,A_healthy,0.0116,0.008,1.0,,154.95,157.66,44826.32,49943.78,32463.45,67424.1,lstm_sequence,-5117.45,5360.81,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-15T10:33:53,2012-04-12T18:53:10,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,108749.62,19411.24,42.76,90229.35,13.63,99.985,86.556,5129.2,1.2,5.168,120,False,False,variable_mild,89.32,86.06,60,1,0,0,water,none,42.26,40.04,0.773,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-10T07:18:40,62,535.31,535.31,4.965,15.398,3.101,2.764,,,54.88,28.06,,-10.13,38.19,45.05,13/11/9,58.9,0.327,12.5,1.9,,,,,84.52,33.744,90.24,63.61,,0.088,0.0679,79.73,0.9915,normal,-0.0002302,0.0458,False,erosion,none,A_healthy,0.0118,0.0133,1.0,,162.38,150.91,44817.69,37946.8,24665.42,51228.18,particle_filter,6870.89,6170.66,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-08T20:42:38,2011-02-13T06:05:24,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,184067.15,19411.24,44.27,90229.35,6.21,99.99,82.528,5129.2,1.2,2.461,120,False,False,variable_mild,93.56,65.21,62,0,0,1,oil_hydraulic,particulate_mild,32.16,13.5,0.715,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-10T15:56:42,63,543.95,543.95,5.597,20.126,3.596,2.867,,,64.55,23.38,,-10.13,33.51,47.99,13/11/9,53.4,0.335,19.1,2.5,,,,,84.81,34.186,89.05,67.69,,0.152,0.0562,34.91,1.0,normal,0.00096015,0.0582,False,erosion,none,A_healthy,0.012,0.0027,1.0,,12.02,148.88,44809.05,53853.43,35004.73,72702.14,xgboost_gradient,-9044.38,7701.0,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-06T14:39:43,2012-08-29T23:21:50,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,110274.26,19411.24,33.41,90229.35,11.09,99.988,81.266,5129.2,1.2,6.676,120,False,False,variable_mild,80.65,78.07,63,1,0,0,oil_process,particulate_severe,32.05,29.25,0.249,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-11T00:34:45,64,552.58,552.58,5.182,22.433,4.329,3.032,,,59.79,25.12,,-10.13,35.25,44.75,14/12/10,137.0,0.317,11.6,2.4,,,,,83.84,32.459,88.82,65.39,,0.536,0.0642,51.91,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0122,0.0028,1.0,,86.04,163.33,44800.42,48386.04,31450.93,65321.16,lstm_sequence,-3585.62,4273.48,7694.0,0.0,0.0001,0.0008,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-15T01:35:59,2012-02-18T16:42:52,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,189926.78,19411.24,46.39,90229.35,11.86,99.987,87.595,5129.2,1.2,4.713,120,False,False,variable_mild,75.0,86.72,64,1,0,1,oil_hydraulic,none,69.94,63.13,3.77,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-11T09:12:48,65,561.21,561.21,4.471,20.04,4.482,3.012,,,55.78,27.03,,-10.13,37.16,45.27,13/11/9,86.5,0.341,19.1,5.2,,,,,85.16,33.277,88.34,67.63,,0.274,0.105,36.78,0.9979,normal,0.00148562,0.0161,False,erosion,none,A_healthy,0.0124,0.0045,1.0,,203.71,153.31,44791.79,37071.94,24096.76,50047.12,physics_informed_nn,7719.85,8948.02,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-22T17:10:58,2011-01-14T08:21:42,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,169992.64,19411.24,22.72,90229.35,19.93,99.978,81.092,5129.2,1.2,1.781,120,False,False,variable_mild,87.2,89.94,65,1,0,0,none,none,87.53,0.04,0.149,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-11T17:50:50,66,569.85,569.85,5.296,14.474,2.733,2.936,,,58.93,27.48,,-10.13,37.6,45.71,14/12/10,175.0,0.349,38.7,4.9,,,,,86.14,35.905,88.25,69.15,,0.256,0.0598,25.92,0.9809,normal,-0.00349894,0.0263,False,erosion,none,A_healthy,0.0126,0.0023,1.0,,281.34,168.08,44783.15,55194.09,35876.16,74512.02,physics_informed_nn,-10410.93,10154.88,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-08-04T14:53:25,2012-10-17T12:49:13,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,100613.52,19411.24,49.73,90229.35,18.47,99.98,85.881,5129.2,1.2,7.467,120,False,False,variable_mild,83.81,87.07,66,0,0,1,oil_hydraulic,chemical_contamination,60.18,64.71,1.279,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-12T02:28:53,67,578.48,578.48,5.316,19.515,3.671,2.548,,,63.6,22.93,,-10.13,33.06,47.87,13/11/9,72.7,0.413,13.2,3.4,,,,,84.29,34.87,87.84,64.39,,0.161,0.0248,11.31,0.9903,normal,-0.00025731,0.0,False,erosion,none,A_healthy,0.0128,0.0109,1.0,,258.62,141.47,44774.52,51092.53,33210.14,68974.91,physics_informed_nn,-6318.01,5483.12,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-11T12:44:39,2012-05-25T15:07:42,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,159640.93,19411.24,55.12,90229.35,13.07,99.986,80.726,5129.2,1.2,5.009,120,False,False,variable_mild,75.21,87.42,67,1,0,1,oil_hydraulic,none,31.47,46.14,0.042,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-12T11:06:55,68,587.12,587.12,4.249,14.695,3.459,3.534,,,61.01,23.66,,-10.13,33.79,45.7,13/11/9,227.7,0.585,17.1,3.2,,,,,83.55,33.905,89.94,65.81,,0.515,0.0225,36.61,0.985,normal,-0.00299429,0.0018,False,erosion,none,A_healthy,0.0129,0.0109,1.0,,160.48,149.27,44765.88,50108.04,32570.22,67645.85,kalman_filter,-5342.15,5400.69,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-21T09:07:59,2012-04-21T02:56:44,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,128925.27,19411.24,28.32,90229.35,20.23,99.978,88.45,5129.2,1.2,4.204,120,False,False,variable_mild,79.59,80.95,68,1,0,0,oil_hydraulic,water_ingress,54.59,66.58,1.513,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-12T19:44:58,69,595.75,595.75,5.148,19.263,3.742,2.206,,,63.92,32.43,,-10.13,42.56,45.8,14/12/10,184.9,1.093,17.6,2.4,,,,,85.92,32.801,88.83,68.14,,0.419,0.0087,20.21,0.9766,normal,-0.00467018,0.0763,False,erosion,none,A_healthy,0.0131,0.01,1.0,,236.4,154.5,44757.25,52268.06,33974.24,70561.89,lstm_sequence,-7510.81,7254.05,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-06-05T17:46:55,2012-07-06T23:36:16,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,99520.32,19411.24,40.11,90229.35,44.47,99.951,79.579,5129.2,1.2,7.632,120,False,False,variable_mild,92.44,69.72,69,2,0,0,water,none,39.68,29.23,1.262,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-13T04:23:01,70,604.38,604.38,5.102,14.182,2.78,2.943,,,63.06,24.3,,-10.13,34.43,48.1,13/11/9,78.5,0.347,29.3,8.5,,,,,83.75,32.24,90.32,68.78,,2.008,0.105,306.55,0.9928,normal,-0.00101519,0.0385,False,erosion,cavitation,A_healthy,0.0133,0.0,1.0,,98.73,149.01,44748.62,50752.63,32989.21,68516.05,physics_informed_nn,-6004.02,7498.15,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-05T12:41:57,2012-05-14T16:07:13,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,130278.08,19411.24,50.09,90229.35,10.36,99.989,90.485,5129.2,1.2,3.997,120,False,False,variable_mild,86.05,89.1,70,1,0,0,oil_process,none,89.43,86.11,1.269,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-13T13:01:03,71,613.02,613.02,4.778,18.222,3.814,3.383,,,59.81,28.34,,-10.13,38.47,46.94,14/12/10,98.2,0.346,24.3,3.2,,,,,85.39,33.158,91.51,66.37,,0.081,0.0042,14.74,0.9919,normal,0.00220787,0.0081,False,erosion,none,A_healthy,0.0135,0.0119,1.0,,112.37,147.22,44739.98,38563.61,25066.35,52060.87,kalman_filter,6176.37,6174.53,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-24T22:49:22,2011-03-10T08:05:11,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,166173.12,19411.24,23.49,90229.35,18.36,99.98,88.355,5129.2,1.2,1.95,120,False,False,variable_mild,91.8,80.12,71,1,0,0,oil_hydraulic,none,53.97,37.61,0.963,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-13T21:39:06,72,621.65,621.65,5.762,23.174,4.022,2.975,,,57.93,28.85,,-10.13,38.98,46.37,13/11/9,74.9,0.402,54.7,9.7,,,,,83.39,32.382,87.81,64.84,,0.168,0.0243,15.75,1.0,normal,0.00194912,0.0704,False,erosion,none,A_healthy,0.0137,0.0,1.0,,60.47,148.92,44731.35,51707.59,33609.93,69805.25,lstm_sequence,-6976.24,5582.77,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-26T03:26:47,2012-06-18T05:06:09,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,143214.94,19411.24,32.47,90229.35,7.98,99.99,84.115,5129.2,1.2,3.769,120,False,False,variable_mild,100.36,85.47,72,1,0,0,water,none,62.96,48.23,5.095,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-14T06:17:08,73,630.29,630.29,4.569,13.062,2.859,3.176,,,58.74,23.08,,-10.13,33.21,46.32,13/11/9,56.2,0.507,24.1,6.4,,,,,85.71,34.382,88.67,67.59,,0.586,0.0574,13.71,0.9936,normal,0.00171483,0.0,False,erosion,none,A_healthy,0.0139,0.0,1.0,,300.51,155.64,44722.71,41029.69,26669.3,55390.08,particle_filter,3693.02,3560.47,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-16T01:07:52,2011-06-06T09:31:23,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,116622.49,19411.24,23.23,90229.35,10.36,99.989,92.194,5129.2,1.2,1.207,120,False,False,variable_mild,79.26,90.04,73,2,0,0,oil_hydraulic,none,59.78,9.04,2.47,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-14T14:55:11,74,638.92,638.92,5.109,19.735,3.863,2.796,,,60.43,26.89,,-10.13,37.01,47.18,13/11/9,152.4,0.432,42.5,5.7,,,,,85.07,33.333,89.36,59.52,,0.395,0.0237,22.84,1.0,normal,0.00467018,0.0709,False,erosion,corrosion_fatigue,A_healthy,0.0141,0.0,1.0,,52.95,155.23,44714.08,51743.18,33633.07,69853.3,weibull_regression,-7029.1,6101.24,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-27T14:30:38,2012-06-20T04:37:26,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,146103.5,19411.24,33.4,90229.35,28.04,99.969,88.829,5129.2,1.2,5.229,120,False,False,variable_mild,89.55,77.21,74,2,0,0,oil_hydraulic,particulate_mild,22.93,52.4,0.818,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-14T23:33:13,75,647.55,647.55,4.056,10.317,2.544,3.369,,,61.31,23.7,,-10.13,33.83,45.4,15/13/11,102.7,0.421,14.2,1.8,,,,,84.47,34.397,89.82,66.59,,1.179,0.0367,33.33,1.0,normal,0.00143535,0.0195,False,erosion,none,A_healthy,0.0143,0.0126,1.0,,53.88,137.26,44705.45,40914.54,26594.45,55234.63,lstm_sequence,3790.91,3678.78,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-14T08:49:25,2011-06-03T00:54:46,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,169073.42,19411.24,26.9,90229.35,21.26,99.976,86.641,5129.2,1.2,4.82,120,False,False,variable_mild,76.45,67.93,75,1,0,0,water,particulate_mild,52.89,1.32,0.135,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-15T08:11:16,76,656.19,656.19,4.453,12.193,2.738,2.803,,,60.46,26.1,,-10.13,36.23,45.83,13/11/9,172.7,0.651,43.2,5.2,,,,,85.31,35.093,90.35,63.3,,0.537,0.1089,20.91,1.0,normal,0.00161325,0.0447,False,erosion,none,A_healthy,0.0145,0.0068,1.0,,134.44,153.27,44696.81,48399.96,31459.98,65339.95,physics_informed_nn,-3703.15,3662.72,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-19T16:10:07,2012-02-23T12:09:19,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,171656.72,19411.24,45.73,90229.35,20.28,99.978,81.602,5129.2,1.2,7.561,120,False,False,variable_mild,87.32,92.98,76,2,0,3,steam,chemical_contamination,20.33,52.54,2.03,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-15T16:49:19,77,664.82,664.82,4.742,16.531,3.486,3.049,,,57.62,22.77,,-10.13,32.9,47.15,14/12/10,57.3,0.355,53.3,11.8,,,,,83.03,33.865,92.51,63.3,,1.059,0.0193,73.69,0.9979,normal,-0.00041162,0.0291,False,erosion,none,A_healthy,0.0147,0.0044,1.0,,27.52,148.92,44688.18,48286.53,31386.25,65186.82,xgboost_gradient,-3598.35,3746.04,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-17T16:05:15,2012-02-19T20:22:24,mixed,False,apprentice,True,,,,none,none,388224.85,2987635.19,62426.7,19411.24,30.66,90229.35,9.26,99.99,81.319,5129.2,1.2,1.194,120,False,False,variable_mild,70.45,82.0,77,1,0,0,none,particulate_mild,41.16,19.38,0.264,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-16T01:27:21,78,673.46,673.46,5.324,20.915,3.929,2.584,,,55.81,24.33,,-10.13,34.46,45.7,13/11/9,81.7,0.315,49.1,8.3,,,,,83.7,32.259,89.21,65.35,,1.214,0.2008,128.75,0.9956,normal,0.00039441,0.0,False,erosion,none,A_healthy,0.0148,0.0,1.0,,47.58,151.35,44679.54,37989.13,24692.93,51285.32,lstm_sequence,6690.41,7398.63,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-15T12:01:13,2011-02-20T12:12:56,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,184783.36,19411.24,53.51,90229.35,6.0,99.99,84.216,5129.2,1.2,6.328,120,False,False,variable_mild,82.69,88.06,78,2,0,0,water,none,39.79,77.11,3.122,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-16T10:05:24,79,682.09,682.09,5.1,13.118,2.572,3.089,,,57.27,28.19,,-10.13,38.32,44.61,13/11/9,131.5,0.493,24.2,4.8,,,,,84.18,34.682,91.54,67.89,,0.721,0.036,117.95,0.9996,normal,-8.96e-05,0.0492,False,erosion,none,A_healthy,0.015,0.0164,1.0,,45.68,134.94,44670.91,41619.94,27052.96,56186.91,lstm_sequence,3050.97,2810.86,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-30T12:03:28,2011-06-29T11:02:07,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,167657.11,19411.24,46.28,90229.35,14.75,99.984,86.63,5129.2,1.2,1.266,120,False,False,variable_mild,87.97,80.97,79,1,0,0,steam,chemical_contamination,39.81,203.05,3.274,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-16T18:43:26,80,690.72,690.72,4.507,13.672,3.033,3.039,,,55.83,32.48,,-10.13,42.61,48.27,14/12/10,93.5,0.893,33.7,7.9,,,,,84.57,32.451,90.34,64.06,,0.299,0.0751,49.3,1.0,normal,0.0,0.0515,False,erosion,none,A_healthy,0.0152,0.0162,1.0,,48.39,163.87,44662.28,37291.26,24239.32,50343.2,kalman_filter,7371.02,6054.32,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-01T16:21:13,2011-01-27T12:17:39,mixed,False,apprentice,True,,,,none,none,388224.85,2987635.19,138558.1,19411.24,59.46,90229.35,10.75,99.988,78.205,5129.2,1.2,1.704,120,False,False,variable_mild,96.81,73.08,80,2,0,1,oil_hydraulic,none,39.65,69.38,5.462,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-17T03:21:29,81,699.36,699.36,4.903,20.107,4.101,2.687,,,54.94,26.27,,-10.13,36.4,46.69,14/12/10,90.5,0.378,29.9,6.8,,,,,84.39,33.195,89.51,66.35,,0.467,0.0131,20.64,0.9923,normal,-0.00153043,0.0804,False,erosion,none,A_healthy,0.0154,0.0057,1.0,,611.87,146.18,44653.64,36674.25,23838.26,49510.24,particle_filter,7979.39,7953.53,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-20T04:28:59,2011-01-06T00:28:14,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,91293.22,19411.24,40.46,90229.35,5.32,99.99,89.484,5129.2,1.2,3.39,120,False,False,variable_mild,81.85,101.44,81,1,0,0,gas_compressed_air,particulate_mild,66.71,25.15,2.387,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-17T11:59:32,82,707.99,707.99,5.336,19.299,3.617,3.118,,,63.85,24.78,,-10.13,34.9,45.68,13/11/9,199.0,0.683,15.9,3.9,,,,,83.13,34.145,89.4,66.82,,0.581,0.0389,57.25,1.0,normal,0.00041162,0.0693,False,erosion,none,A_healthy,0.0156,0.0,1.0,,33.7,137.63,44645.01,40971.93,26631.76,55312.11,physics_informed_nn,3673.07,3498.61,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-18T01:57:31,2011-06-07T14:08:06,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,185399.68,19411.24,55.92,90229.35,17.58,99.981,84.205,5129.2,1.2,3.971,120,False,False,variable_mild,69.48,87.44,82,0,0,0,water,none,74.77,77.01,2.501,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-17T20:37:34,83,716.63,716.63,4.486,17.602,3.924,2.858,,,53.44,27.32,,-10.13,37.45,46.64,14/12/10,100.2,0.685,29.9,6.8,,,,,85.36,35.203,90.99,61.33,,0.233,0.012,42.02,1.0,normal,0.00088505,0.0498,False,erosion,none,A_healthy,0.0158,0.0,1.0,,187.5,152.2,44636.37,53517.09,34786.11,72248.07,lstm_sequence,-8880.72,10694.54,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-06T19:10:17,2012-08-25T06:09:10,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,169547.67,19411.24,47.18,90229.35,24.67,99.973,79.972,5129.2,1.2,6.919,120,False,False,variable_mild,91.54,74.7,83,1,0,1,water,particulate_severe,49.64,14.99,0.982,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-18T05:15:37,84,725.26,725.26,5.121,20.597,4.022,3.167,,,64.08,27.81,,-10.13,37.94,45.75,13/11/9,177.0,0.442,31.1,6.4,,,,,85.87,35.722,89.96,66.15,,0.111,0.0027,32.02,1.0,normal,8.96e-05,0.0969,False,erosion,none,A_healthy,0.016,0.0158,1.0,,283.48,160.76,44627.74,46951.8,30518.67,63384.94,particle_filter,-2324.06,2950.17,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-20T09:09:44,2012-01-06T02:17:38,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,175987.67,19411.24,44.78,90229.35,11.23,99.988,80.556,5129.2,1.2,6.503,120,False,False,variable_mild,87.02,81.07,84,1,0,1,oil_hydraulic,none,33.09,92.18,4.75,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-18T13:53:39,85,733.89,733.89,4.491,17.988,4.005,2.448,,,55.66,26.98,,-10.13,37.11,48.94,13/11/9,103.4,0.328,21.4,5.8,,,,,84.59,32.631,90.56,70.02,,0.131,0.0443,16.04,0.9991,normal,-0.00018919,0.0235,False,erosion,none,A_healthy,0.0162,0.0141,1.0,,84.52,170.9,44619.11,40974.85,26633.65,55316.05,lstm_sequence,3644.25,4228.95,7694.0,0.0,0.0001,0.0009,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-19T05:19:16,2011-06-08T18:31:11,mixed,False,journeyman,False,65.0,,,none,none,388224.85,2987635.19,157686.92,19411.24,34.59,90229.35,40.16,99.956,86.457,5129.2,1.2,2.057,120,False,False,variable_mild,95.04,84.51,85,2,0,1,water,none,34.67,188.7,1.834,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-18T22:31:42,86,742.53,742.53,4.876,16.658,3.417,3.123,,,59.38,27.64,,-10.13,37.77,47.5,14/12/10,94.2,0.413,43.4,7.3,,,,,85.0,33.768,90.54,66.8,,0.461,0.1298,127.98,0.9752,normal,-0.00342808,0.0118,False,erosion,none,A_healthy,0.0164,0.0005,1.0,,564.41,147.4,44610.47,47962.33,31175.52,64749.15,physics_informed_nn,-3351.86,2777.17,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-14T03:41:44,2012-02-11T14:30:45,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,150734.33,19411.24,55.06,90229.35,21.9,99.976,81.661,5129.2,1.2,6.665,120,False,False,variable_mild,88.35,84.78,86,1,0,0,oil_hydraulic,none,89.88,92.75,2.151,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-19T07:09:44,87,751.16,751.16,5.244,19.372,3.694,3.145,,,55.76,23.1,,-10.13,33.23,46.08,13/11/9,148.7,0.361,15.7,4.3,,,,,82.09,33.035,90.76,65.02,,0.19,0.0052,15.82,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0166,0.0,1.0,,77.49,157.97,44601.84,51123.33,33230.16,69016.49,xgboost_gradient,-6521.49,6397.75,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-05-19T08:49:34,2012-06-02T21:59:26,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,144780.42,19411.24,31.99,90229.35,3.72,99.99,84.486,5129.2,1.2,6.78,120,False,False,variable_mild,77.69,75.57,87,2,0,1,gas_compressed_air,water_ingress,60.59,36.31,0.416,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-19T15:47:47,88,759.8,759.8,4.559,17.344,3.804,3.451,,,62.77,25.55,,-10.13,35.68,45.52,14/12/10,69.2,0.337,13.5,1.7,,,,,85.21,33.329,92.27,61.73,,1.418,0.0302,87.15,1.0,normal,0.0,0.0,False,erosion,none,A_healthy,0.0168,0.0019,1.0,,76.5,145.91,44593.2,46980.34,30537.22,63423.46,lstm_sequence,-2387.14,2043.56,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-02-22T09:58:04,2012-01-08T13:05:16,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,88840.94,19411.24,40.98,90229.35,6.65,99.99,82.789,5129.2,1.2,6.675,120,False,False,variable_mild,93.77,87.85,88,2,0,1,oil_hydraulic,none,58.9,12.29,0.28,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-20T00:25:50,89,768.43,768.43,5.388,18.975,3.522,3.068,,,58.74,26.32,,-10.13,36.44,48.56,14/12/10,175.6,0.359,19.8,2.6,,,,,85.74,35.26,91.38,65.28,,0.169,0.1222,142.43,0.9902,normal,-0.0019681,0.0441,False,erosion,none,A_healthy,0.0169,0.0049,1.0,,190.75,149.57,44584.57,36591.13,23784.24,49398.03,physics_informed_nn,7993.44,6780.22,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-21T07:59:48,2011-01-05T22:53:35,mixed,False,apprentice,True,,,,none,none,388224.85,2987635.19,109678.93,19411.24,24.44,90229.35,8.8,99.99,86.067,5129.2,1.2,2.552,120,False,False,variable_mild,87.88,91.57,89,2,0,1,oil_hydraulic,none,77.22,8.64,2.801,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-20T09:03:52,90,777.06,777.06,5.573,16.251,2.916,3.114,,,62.09,26.31,,-10.13,36.44,45.37,13/11/9,95.7,0.356,69.5,13.4,,,,,84.31,34.772,88.14,67.32,,0.478,0.0516,38.1,1.0,normal,0.00018919,0.0,False,erosion,none,A_healthy,0.0171,0.0005,1.0,,64.8,137.18,44575.94,48928.08,31803.25,66052.91,xgboost_gradient,-4352.15,3485.91,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-04T17:06:22,2012-03-18T05:56:07,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,76048.56,19411.24,40.25,90229.35,14.91,99.983,78.913,5129.2,1.2,4.899,120,False,False,variable_mild,85.6,77.98,90,1,0,2,water,none,83.5,8.04,3.019,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-20T17:41:55,91,785.7,785.7,4.919,16.966,3.449,3.14,,,62.12,25.66,,-10.13,35.78,46.42,14/12/10,60.2,0.384,31.2,5.4,,,,,85.23,32.705,88.46,60.62,,0.27,0.1803,204.28,0.9934,normal,0.0036474,0.0,False,erosion,none,A_healthy,0.0173,0.0,1.0,,67.27,146.06,44567.3,36600.24,23790.16,49410.33,kalman_filter,7967.06,7643.88,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-22T05:49:14,2011-01-06T23:54:21,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,186300.78,19411.24,42.67,90229.35,9.71,99.989,81.254,5129.2,1.2,3.004,120,False,False,variable_mild,76.07,91.53,91,1,0,0,oil_hydraulic,water_ingress,37.57,20.91,2.217,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-21T02:19:57,92,794.33,794.33,5.193,21.592,4.158,3.008,,,65.0,32.71,,-10.13,42.84,45.72,15/13/11,87.6,0.46,31.3,8.8,,,,,85.76,34.307,90.23,67.02,,0.138,0.0249,28.32,0.9843,normal,-0.00313216,0.0065,False,erosion,none,A_healthy,0.0175,0.005,1.0,,247.49,161.33,44558.67,40359.8,26233.87,54485.73,lstm_sequence,4198.86,3422.48,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-08T22:14:02,2011-05-20T12:09:53,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,59528.83,19411.24,44.14,90229.35,18.78,99.979,84.864,5129.2,1.2,7.706,120,False,False,variable_mild,98.36,83.92,92,2,0,0,water,particulate_mild,54.15,65.38,0.893,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-21T10:58:00,93,802.97,802.97,5.485,20.539,3.745,3.132,,,59.87,34.14,,-10.13,44.27,46.71,13/11/9,51.9,0.315,58.3,10.6,,,,,85.36,34.849,90.64,67.17,,0.43,0.0026,6.39,1.0,normal,0.0,0.0504,False,erosion,none,A_healthy,0.0177,0.0,1.0,,39.51,144.22,44550.03,47269.28,30725.03,63813.53,particle_filter,-2719.24,2203.75,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-02T05:36:21,2012-01-20T13:51:11,mixed,False,apprentice,False,25.0,,,none,none,388224.85,2987635.19,144938.39,19411.24,26.97,90229.35,9.62,99.989,86.147,5129.2,1.2,4.063,120,False,False,variable_mild,112.08,92.31,93,2,0,1,oil_hydraulic,particulate_mild,84.23,5.14,0.201,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-21T19:36:03,94,811.6,811.6,5.345,23.885,4.469,3.019,,,60.71,29.13,,-10.13,39.26,43.34,13/11/9,97.5,0.455,30.6,4.1,,,,,85.6,33.091,88.98,64.5,,0.922,0.0041,130.89,0.9933,normal,0.00062701,0.0207,False,erosion,none,A_healthy,0.0179,0.0,1.0,,78.98,157.64,44541.4,48744.15,31683.69,65804.6,xgboost_gradient,-4202.75,3693.9,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-04-02T07:40:24,2012-03-13T04:07:26,mixed,False,master_technician,True,,,,none,none,388224.85,2987635.19,131502.39,19411.24,39.44,90229.35,10.25,99.989,85.391,5129.2,1.2,4.873,120,False,False,variable_mild,84.04,84.3,94,1,0,0,water,none,66.35,53.58,3.06,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-22T04:14:05,95,820.23,820.23,4.916,17.378,3.535,3.322,,,54.0,28.44,,-10.13,38.57,46.41,13/11/9,94.5,0.593,48.0,13.9,,,,,85.7,34.36,89.0,66.11,,0.217,0.0942,76.19,1.0,normal,0.0,0.0275,False,erosion,none,A_healthy,0.0181,0.0,1.0,,90.7,137.05,44532.77,40310.87,26202.06,54419.67,lstm_sequence,4221.9,4803.13,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-10-08T23:40:06,2011-05-19T20:28:18,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,130562.55,19411.24,38.77,90229.35,3.31,99.99,84.596,5129.2,1.2,4.308,120,False,False,variable_mild,98.1,92.89,95,1,0,0,gas_compressed_air,chemical_contamination,27.13,2.71,2.435,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-22T12:52:08,96,828.87,828.87,4.372,16.808,3.844,2.804,,,58.69,28.38,,-10.13,38.51,45.74,14/12/10,170.6,0.42,28.3,3.4,,,,,83.71,33.988,89.54,66.36,,0.731,0.0443,438.1,1.0,normal,0.00131111,0.041,False,erosion,none,A_healthy,0.0183,0.0,1.0,,2.57,129.62,44524.13,47164.6,30656.99,63672.21,xgboost_gradient,-2640.47,2166.23,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-01T03:10:03,2012-01-17T22:46:35,mixed,False,journeyman,True,,,,none,none,388224.85,2987635.19,189201.4,19411.24,21.81,90229.35,15.38,99.983,84.874,5129.2,1.2,5.369,120,False,False,variable_mild,97.2,82.2,96,3,0,0,gas_compressed_air,particulate_severe,86.54,4.09,1.24,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-22T21:30:10,97,837.5,837.5,4.699,16.382,3.486,3.063,,,61.83,28.27,,-10.13,38.4,45.64,13/11/9,122.5,0.347,42.5,9.5,,,,,84.87,33.958,90.0,62.14,,1.162,0.0008,170.11,1.0,normal,0.00313216,0.0507,False,erosion,none,A_healthy,0.0185,0.018,1.0,,135.47,159.39,44515.5,48119.46,31277.65,64961.26,physics_informed_nn,-3603.96,4493.77,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-03-21T09:13:50,2012-02-21T03:02:24,mixed,False,specialist,True,,,,none,none,388224.85,2987635.19,96469.18,19411.24,21.38,90229.35,6.58,99.99,83.896,5129.2,1.2,7.832,120,False,False,variable_mild,97.57,90.61,97,2,0,1,water,none,77.65,177.91,6.383,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-23T06:08:13,98,846.14,846.14,5.005,13.022,2.602,3.655,,,61.23,26.04,,-10.13,36.16,48.53,14/12/10,59.3,0.565,31.4,4.3,,,,,83.29,32.777,89.89,67.67,,0.596,0.0542,97.23,0.9939,normal,-0.00122117,0.0025,False,erosion,none,A_healthy,0.0187,0.0,1.0,,104.4,134.7,44506.86,36736.32,23878.61,49594.04,kalman_filter,7770.54,10018.12,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-07-27T14:17:58,2011-01-14T08:00:47,mixed,False,apprentice,False,83.0,,,none,none,388224.85,2987635.19,176641.81,19411.24,21.47,90229.35,14.37,99.984,89.486,5129.2,1.2,5.216,120,False,False,variable_mild,72.01,94.18,98,1,0,0,water,none,62.12,72.44,0.386,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-23T14:46:16,99,854.77,854.77,5.183,16.421,3.168,3.108,,,61.35,23.87,,-10.13,33.99,46.18,14/12/10,134.8,0.374,23.2,3.1,,,,,84.65,34.759,89.79,67.67,,0.235,0.0708,397.53,0.9922,normal,-0.00021912,0.0059,False,erosion,fretting_corrosion,A_healthy,0.0188,0.0057,1.0,,312.24,134.4,44498.23,53469.21,34754.99,72183.43,lstm_sequence,-8970.98,7933.67,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2010-07-11T13:22:35,2012-08-29T07:36:00,mixed,False,apprentice,False,32.0,,,none,none,388224.85,2987635.19,132546.36,19411.24,23.92,90229.35,18.86,99.979,79.572,5129.2,1.2,6.344,120,False,False,variable_mild,82.46,78.91,99,1,0,2,water,particulate_mild,36.05,11.94,1.313,,,standard
ASSET-000037,turbine_gas,medium,IndustrialTech Corp,MDL-4613-A,2007-05-19,45353.0,12000.0,84.87944174505841,arctic,aerospace,FAC-114,LINE-Q,active_standby,2007-06-23T23:24:18,100,863.41,863.41,5.195,13.656,2.629,3.404,,,55.18,25.37,,-10.13,35.5,48.78,14/12/10,79.9,0.407,27.1,3.5,,,,,86.47,33.595,90.49,62.91,,0.2,0.0424,81.97,0.9852,normal,-0.00296153,0.0136,False,erosion,none,A_healthy,0.019,0.0147,1.0,,213.93,146.8,44489.59,37034.15,24072.2,49996.1,xgboost_gradient,7455.44,8506.16,7694.0,0.0,0.0001,0.001,2.344,70535.0,1.0,1e-06,False,none,none,,,,,,2009-08-03T12:28:48,2011-01-25T14:25:58,mixed,False,master_technician,False,20.0,,,none,none,388224.85,2987635.19,189147.28,19411.24,34.94,90229.35,14.81,99.984,85.579,5129.2,1.2,3.626,120,False,False,variable_mild,85.7,95.16,100,0,0,0,none,particulate_mild,22.51,74.8,1.121,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-14T04:45:42,1,4.76,4.76,2.049,8.241,4.021,3.12,,,57.81,83.7,,42.12,41.58,42.86,14/12/10,80.6,0.753,67.4,11.0,,,,,86.44,33.58,87.79,66.14,,0.959,0.0192,543.73,0.9876,normal,0.0,0.0521,False,fatigue_spalling,none,A_healthy,0.0003,0.0,1.185,,134.44,143.0,14037.24,13494.06,8771.14,18216.98,lstm_sequence,543.18,557.96,3952.0,0.0008,0.0049,0.0455,1.616,19517.0,1.0,1e-06,False,none,none,,,,,,2017-09-21T07:47:28,2018-04-06T02:42:42,mixed,False,master_technician,False,62.0,,,none,none,684482.06,6161495.98,310678.31,34224.1,24.31,27895.46,12.92,99.954,86.104,2635.0,1.44,2.918,144,False,False,variable_heavy,103.2,93.77,1,0,0,0,oil_hydraulic,none,77.78,79.18,0.857,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-14T09:31:25,2,9.52,9.52,1.796,7.079,3.942,2.69,,,63.81,78.97,,42.12,36.85,43.33,14/12/10,150.7,0.383,10.0,2.1,,,,,86.02,33.895,90.12,68.03,,0.023,0.2357,29.72,1.0,normal,0.0,0.0454,False,fatigue_spalling,none,A_healthy,0.0007,0.0151,1.0,,51.06,138.59,14032.48,15264.88,9922.17,20607.59,physics_informed_nn,-1232.41,1412.9,3952.0,0.0009,0.0049,0.0456,1.616,19517.0,1.0,1e-06,False,none,none,,,,,,2017-10-28T09:57:56,2018-06-08T00:40:30,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,205014.11,34224.1,33.01,27895.46,10.77,99.961,80.917,2635.0,1.44,3.291,144,False,False,variable_heavy,82.47,87.68,2,0,0,0,water,particulate_severe,28.84,22.66,0.556,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-14T14:17:07,3,14.29,14.29,2.11,7.527,3.567,2.741,,,61.52,81.19,,42.12,39.07,47.98,14/12/10,86.1,0.412,7.0,1.3,,,,,86.24,34.827,90.18,63.89,,0.494,0.0072,106.33,0.9915,normal,-0.00283555,0.0,False,fatigue_spalling,lubrication_starvation,A_healthy,0.001,0.0,1.059,,312.29,143.55,14027.71,12462.55,8100.66,16824.45,physics_informed_nn,1565.16,1954.59,3952.0,0.0009,0.005,0.0457,1.616,19517.0,1.0,1e-06,False,none,none,,,,,,2017-08-31T05:33:45,2018-02-28T23:27:24,mixed,False,apprentice,True,,,,none,none,684482.06,6161495.98,197438.08,34224.1,37.42,27895.46,10.76,99.961,86.326,2635.0,1.44,6.972,144,False,False,variable_heavy,79.81,84.24,3,0,0,0,water,chemical_contamination,55.69,39.27,2.652,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-14T19:02:50,4,19.05,19.05,2.299,6.407,2.787,3.003,,,60.39,78.83,,42.12,36.71,47.49,13/11/9,76.6,0.329,32.5,8.5,,,,,83.98,34.094,88.19,64.91,,0.337,0.0144,131.96,0.9897,normal,-0.00256354,0.0284,False,fatigue_spalling,misalignment_induced,A_healthy,0.0014,0.0,1.0,,111.86,155.85,14022.95,16168.46,10509.5,21827.42,weibull_regression,-2145.51,2029.22,3952.0,0.0009,0.005,0.0458,1.616,19517.0,1.0,1.16e-06,False,none,none,,,,,,2017-11-16T15:16:36,2018-07-10T10:14:13,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,214453.41,34224.1,28.41,27895.46,13.37,99.952,83.178,2635.0,1.44,2.218,144,False,False,variable_heavy,76.37,86.73,4,0,0,0,oil_process,particulate_mild,60.9,77.49,0.028,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-14T23:48:33,5,23.81,23.81,2.187,8.504,3.888,2.572,,,63.75,82.15,,42.12,40.03,46.7,13/11/9,186.7,0.341,17.2,4.7,,,,,87.27,36.134,89.03,63.43,,0.874,0.0098,45.56,1.0,normal,0.0,0.0498,False,fatigue_spalling,none,A_healthy,0.0017,0.0,1.107,,177.17,155.87,14018.19,11705.34,7608.47,15802.21,lstm_sequence,2312.85,2531.01,3952.0,0.0009,0.0051,0.0459,1.616,19517.0,1.0,1.33e-06,False,none,none,,,,,,2017-08-15T20:28:46,2018-02-02T13:20:55,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,106605.92,34224.1,30.04,27895.46,14.72,99.947,81.012,2635.0,1.44,3.935,144,False,False,variable_heavy,95.37,84.49,5,0,0,0,oil_hydraulic,none,21.97,85.09,0.945,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-15T04:34:15,6,28.57,28.57,2.002,7.77,3.881,3.383,,,57.08,78.23,,42.12,36.11,48.41,14/12/10,152.9,0.35,35.8,6.2,,,,,86.4,34.21,90.94,65.66,,0.248,0.0105,73.74,0.9985,normal,0.00217989,0.0,False,fatigue_spalling,none,A_healthy,0.002,0.0015,1.0,,30.85,154.98,14013.43,11461.24,7449.81,15472.68,weibull_regression,2552.19,2390.98,3952.0,0.001,0.0051,0.046,1.616,19517.0,1.0,1.49e-06,False,none,none,,,,,,2017-08-10T23:11:29,2018-01-25T02:37:33,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,307986.91,34224.1,37.0,27895.46,6.84,99.975,85.331,2635.0,1.44,7.975,144,False,False,variable_heavy,90.37,75.38,6,0,0,0,oil_hydraulic,none,25.37,64.48,1.842,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-15T09:19:58,7,33.33,33.33,2.018,5.927,2.937,3.286,,,59.92,82.84,,42.12,40.72,44.14,13/11/9,113.5,0.43,13.9,1.8,,,,,85.07,34.559,89.47,66.01,,0.195,0.1004,44.67,0.9804,normal,-0.00391559,0.0921,False,fatigue_spalling,none,A_healthy,0.0024,0.0123,1.142,,246.57,167.51,14008.67,13006.6,8454.29,17558.91,physics_informed_nn,1002.06,989.42,3952.0,0.001,0.0052,0.0462,1.616,19517.0,1.0,1.63e-06,False,none,none,,,,,,2017-09-12T08:38:02,2018-03-21T00:56:40,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,159219.72,34224.1,44.1,27895.46,28.67,99.897,90.586,2635.0,1.44,6.719,144,False,False,variable_heavy,96.87,80.55,7,0,0,0,water,none,70.06,50.09,2.037,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-15T14:05:41,8,38.09,38.09,1.717,4.513,2.629,2.574,,,56.87,80.67,,42.12,38.55,45.81,14/12/10,76.3,0.395,10.7,1.9,,,,,88.97,34.9,88.05,65.47,,0.438,0.0072,237.52,0.9709,normal,-0.00411178,0.0049,False,fatigue_spalling,none,A_healthy,0.0027,0.0,1.034,,380.2,134.79,14003.91,15663.74,10181.43,21146.05,xgboost_gradient,-1659.83,2139.89,3952.0,0.001,0.0052,0.0463,1.616,19517.0,1.0,1.77e-06,False,none,none,,,,,,2017-11-06T21:57:48,2018-06-23T08:16:18,mixed,False,journeyman,False,43.0,,,none,none,684482.06,6161495.98,302134.07,34224.1,26.58,27895.46,8.64,99.969,88.013,2635.0,1.44,2.789,144,False,False,variable_heavy,93.13,85.8,8,0,1,0,water,particulate_severe,53.74,153.96,0.958,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-15T18:51:23,9,42.86,42.86,2.1,6.259,2.98,2.974,,,55.88,80.44,,42.12,38.32,48.32,14/12/10,55.8,0.334,12.2,3.1,,,,,85.78,34.684,90.53,65.16,,2.786,0.0558,419.71,0.9953,normal,0.00111508,0.0012,False,fatigue_spalling,none,A_healthy,0.0031,0.0056,1.022,,261.96,155.03,13999.14,13017.72,8461.52,17573.92,xgboost_gradient,981.42,1025.79,3952.0,0.001,0.0052,0.0464,1.616,19517.0,0.9999,1.91e-06,False,none,none,,,,,,2017-09-12T23:43:02,2018-03-21T19:55:11,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,187912.47,34224.1,20.75,27895.46,17.07,99.939,82.145,2635.0,1.44,4.625,144,False,False,variable_heavy,85.39,86.09,9,0,0,0,water,particulate_mild,71.4,81.85,2.241,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-15T23:37:06,10,47.62,47.62,1.726,7.689,4.456,2.473,,,63.47,79.5,,42.12,37.38,43.97,14/12/10,77.7,0.374,18.0,2.5,,,,,85.24,34.163,90.88,64.91,,0.294,0.125,103.38,0.9904,normal,-0.00191741,0.0768,False,fatigue_spalling,none,A_healthy,0.0034,0.0,1.0,,110.44,145.89,13994.38,15552.43,10109.08,20995.79,particle_filter,-1558.05,1905.55,3952.0,0.001,0.0053,0.0465,1.616,19517.0,0.9999,2.04e-06,False,none,none,,,,,,2017-11-04T23:50:09,2018-06-19T19:11:17,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,183468.79,34224.1,37.15,27895.46,7.12,99.974,87.047,2635.0,1.44,5.433,144,False,False,variable_heavy,79.06,86.72,10,0,0,0,gas_compressed_air,none,23.92,2.89,1.875,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-16T04:22:49,11,52.38,52.38,1.934,5.33,2.755,2.702,,,64.8,81.54,,42.12,39.42,43.97,14/12/10,171.7,0.374,18.4,4.2,,,,,86.25,34.974,90.84,64.35,,0.421,0.1392,22.06,0.9878,normal,-0.00214976,0.0256,False,fatigue_spalling,none,A_healthy,0.0037,0.0324,1.077,,275.89,158.64,13989.62,12438.27,8084.88,16791.67,physics_informed_nn,1551.35,1366.39,3952.0,0.0011,0.0053,0.0466,1.616,19517.0,0.9999,2.16e-06,False,none,none,,,,,,2017-09-01T07:30:58,2018-03-01T16:54:40,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,228562.47,34224.1,26.58,27895.46,11.54,99.959,85.376,2635.0,1.44,3.518,144,False,False,variable_heavy,92.83,92.68,11,0,0,0,oil_process,particulate_mild,46.89,37.92,2.48,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-16T09:08:31,12,57.14,57.14,2.066,7.021,3.398,3.364,,,57.75,81.45,,42.12,39.32,46.41,14/12/10,74.5,0.465,37.5,9.1,,,,,87.46,34.33,89.03,68.86,,0.025,0.1215,72.82,1.0,normal,0.00391559,0.0361,False,fatigue_spalling,overload,A_healthy,0.0041,0.0,1.072,,471.49,151.56,13984.86,16264.83,10572.14,21957.52,xgboost_gradient,-2279.97,2084.38,3952.0,0.0011,0.0054,0.0467,1.616,19517.0,0.9999,2.28e-06,False,none,none,,,,,,2017-11-20T05:33:21,2018-07-15T10:14:43,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,125776.49,34224.1,42.74,27895.46,8.32,99.97,82.312,2635.0,1.44,5.379,144,False,False,variable_heavy,99.63,95.35,12,0,0,0,water,water_ingress,59.93,164.8,1.908,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-16T13:54:14,12,61.9,61.9,1.769,6.57,3.714,2.692,,,63.58,71.6,,42.12,29.48,45.29,14/12/10,117.2,0.328,79.7,19.8,,,,,87.38,34.16,90.87,63.38,,0.263,0.0042,54.08,1.0,normal,0.00581311,0.0138,False,fatigue_spalling,adhesive_wear,A_healthy,0.0044,0.0,1.0,,268.37,165.3,13980.1,15455.44,10046.04,20864.84,xgboost_gradient,-1475.34,1516.08,3952.0,0.0011,0.0054,0.0468,1.616,19517.0,0.9999,2.39e-06,False,none,none,,,,,,2017-11-03T13:37:24,2018-06-16T23:01:37,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,334229.86,34224.1,43.04,27895.46,6.24,99.978,85.437,2635.0,1.44,7.979,144,False,False,variable_heavy,78.55,86.46,12,0,0,0,water,chemical_contamination,63.4,72.1,0.364,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-16T18:39:57,14,66.67,66.67,1.922,7.67,3.991,3.032,,,53.45,86.58,,42.12,44.46,45.0,15/13/11,151.3,0.371,8.7,1.7,,,,,85.9,33.196,90.4,64.49,,0.216,0.0291,57.65,0.9909,normal,-0.00088922,0.0698,False,fatigue_spalling,none,A_healthy,0.0047,0.0034,1.329,,140.3,137.04,13975.33,12573.84,8173.0,16974.68,lstm_sequence,1401.49,1248.46,3952.0,0.0011,0.0055,0.0469,1.616,19517.0,0.9999,2.5e-06,False,none,none,,,,,,2017-09-04T17:35:09,2018-03-07T02:25:48,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,154631.52,34224.1,48.26,27895.46,18.84,99.933,89.231,2635.0,1.44,1.639,144,False,False,variable_heavy,98.85,85.69,14,0,0,0,none,particulate_severe,71.4,88.17,0.83,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-16T23:25:39,15,71.43,71.43,2.116,6.318,2.986,3.23,,,61.62,78.76,,42.12,36.64,45.06,14/12/10,172.0,0.51,12.8,1.7,,,,,85.43,33.03,92.12,65.61,,1.043,0.0333,217.44,1.0,normal,0.00191741,0.0238,False,fatigue_spalling,none,A_healthy,0.0051,0.011,1.0,,130.54,155.65,13970.57,12516.72,8135.87,16897.57,weibull_regression,1453.86,1186.68,3952.0,0.0011,0.0055,0.047,1.616,19517.0,0.9999,2.61e-06,False,none,none,,,,,,2017-09-03T17:47:08,2018-03-05T06:38:09,mixed,False,apprentice,True,,,,none,none,684482.06,6161495.98,324846.54,34224.1,57.38,27895.46,12.21,99.956,87.918,2635.0,1.44,6.864,144,False,False,variable_heavy,84.73,86.85,15,0,0,0,water,particulate_mild,53.86,37.4,2.323,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-17T04:11:22,16,76.19,76.19,2.079,6.474,3.115,2.653,,,62.72,81.65,,42.12,39.52,47.89,14/12/10,171.8,0.351,17.1,1.7,,,,,87.83,35.932,87.39,61.97,,0.754,0.035,154.6,0.984,normal,-0.00075721,0.0232,False,fatigue_spalling,none,A_healthy,0.0054,0.003,1.082,,185.15,151.08,13965.81,12507.91,8130.14,16885.68,lstm_sequence,1457.9,1576.18,3952.0,0.0011,0.0055,0.0471,1.616,19517.0,0.9999,2.72e-06,False,none,none,,,,,,2017-09-03T18:08:48,2018-03-05T03:55:01,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,316921.42,34224.1,46.25,27895.46,11.82,99.958,85.095,2635.0,1.44,2.679,144,False,False,variable_heavy,95.2,79.82,16,0,0,0,gas_compressed_air,none,35.36,72.99,2.292,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-17T08:57:05,17,80.95,80.95,2.218,5.765,2.6,2.741,,,68.85,78.02,,42.12,35.9,44.57,14/12/10,119.7,0.522,8.2,1.0,,,,,87.78,34.454,90.24,66.07,,0.681,0.0226,197.75,0.9725,normal,-0.00549773,0.0644,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0058,0.0064,1.0,,288.92,152.34,13961.05,14900.28,9685.18,20115.38,lstm_sequence,-939.23,804.86,3952.0,0.0012,0.0056,0.0472,1.616,19517.0,0.9999,2.82e-06,False,none,none,,,,,,2017-10-23T19:05:33,2018-05-29T02:11:28,mixed,False,apprentice,False,54.0,,,none,none,684482.06,6161495.98,237365.01,34224.1,56.42,27895.46,4.22,99.985,82.138,2635.0,1.44,6.131,144,False,False,variable_heavy,83.87,74.83,17,0,0,0,none,none,30.56,4.72,0.833,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-17T13:42:47,18,85.71,85.71,1.951,5.474,2.806,2.706,,,62.88,79.13,,42.12,37.01,45.79,14/12/10,90.6,0.36,24.7,3.8,,,,,85.93,34.805,89.01,63.18,,0.205,0.0079,126.2,0.9974,normal,-0.00052073,0.034,False,fatigue_spalling,none,A_healthy,0.0061,0.0109,1.0,,87.95,146.58,13956.29,16620.24,10803.16,22437.33,lstm_sequence,-2663.96,3384.25,3952.0,0.0012,0.0056,0.0473,1.616,19517.0,0.9998,2.92e-06,False,none,none,,,,,,2017-11-28T19:50:03,2018-07-29T04:55:08,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,297010.3,34224.1,35.82,27895.46,5.13,99.982,86.478,2635.0,1.44,2.194,144,False,False,variable_heavy,88.89,82.84,18,0,0,0,oil_process,particulate_mild,51.95,8.49,0.617,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-17T18:28:30,19,90.48,90.48,1.977,8.094,4.095,2.677,,,57.04,82.77,,42.12,40.65,46.27,13/11/9,56.9,0.342,55.3,7.8,,,,,85.7,33.987,89.92,63.77,,0.223,0.0309,101.79,0.9963,normal,0.00108899,0.0436,False,fatigue_spalling,none,A_healthy,0.0064,0.0,1.138,,60.92,130.12,13951.52,12603.71,8192.41,17015.0,particle_filter,1347.82,1247.37,3952.0,0.0012,0.0057,0.0474,1.616,19517.0,0.9998,3.02e-06,False,none,none,,,,,,2017-09-06T08:19:43,2018-03-09T03:37:34,mixed,False,journeyman,False,8.0,,,none,none,684482.06,6161495.98,265409.02,34224.1,24.7,27895.46,48.8,99.825,86.284,2635.0,1.44,2.58,144,False,False,variable_heavy,90.89,95.9,19,0,0,0,gas_compressed_air,chemical_contamination,57.88,68.3,2.208,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-17T23:14:13,20,95.24,95.24,2.1,5.289,2.518,3.039,,,60.49,81.23,,42.12,39.11,44.9,13/11/9,57.0,0.351,46.4,12.5,,,,,85.17,34.713,90.36,63.3,,0.627,0.046,3.94,0.9999,normal,-2.84e-05,0.0264,False,fatigue_spalling,none,A_healthy,0.0068,0.0,1.062,,65.54,158.32,13946.76,16771.33,10901.36,22641.29,xgboost_gradient,-2824.56,2646.42,3952.0,0.0012,0.0057,0.0475,1.616,19517.0,0.9998,3.12e-06,False,none,none,,,,,,2017-12-02T08:54:00,2018-08-03T22:51:52,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,148424.39,34224.1,24.85,27895.46,12.47,99.955,80.625,2635.0,1.44,4.965,144,False,False,variable_heavy,85.62,98.77,20,0,0,0,steam,none,33.72,47.48,1.243,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-18T03:59:55,21,100.0,100.0,2.161,9.599,4.442,2.945,,,61.68,76.1,,42.12,33.98,45.51,14/12/10,61.6,0.418,22.7,4.7,,,,,86.77,35.032,90.19,68.16,,0.315,0.0301,53.81,0.989,normal,0.00099206,0.0,False,fatigue_spalling,none,A_healthy,0.0071,0.0097,1.0,,151.98,151.33,13942.0,13075.37,8498.99,17651.75,physics_informed_nn,866.63,794.04,3952.0,0.0012,0.0057,0.0476,1.616,19517.0,0.9998,3.21e-06,False,none,none,,,,,,2017-09-16T13:40:57,2018-03-26T06:03:41,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,123659.45,34224.1,41.64,27895.46,29.76,99.893,79.316,2635.0,1.44,5.197,144,False,False,variable_heavy,81.12,80.5,21,0,0,0,none,particulate_mild,49.68,43.28,2.405,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-18T08:45:38,22,104.76,104.76,2.101,9.321,4.436,3.026,,,60.04,81.99,,42.12,39.87,48.26,14/12/10,143.1,0.317,9.4,2.8,,,,,86.22,33.383,90.8,66.95,,0.283,0.0721,65.86,0.9953,normal,0.00456408,0.0352,False,fatigue_spalling,none,A_healthy,0.0075,0.0,1.1,,223.05,184.3,13937.24,11639.72,7565.82,15713.62,physics_informed_nn,2297.52,2778.09,3952.0,0.0013,0.0058,0.0478,1.616,19517.0,0.9998,3.31e-06,False,none,none,,,,,,2017-08-17T20:37:06,2018-02-03T14:31:09,mixed,False,specialist,False,43.0,,,none,none,684482.06,6161495.98,104602.34,34224.1,49.04,27895.46,11.3,99.96,80.787,2635.0,1.44,3.627,144,False,False,variable_heavy,99.94,72.51,22,0,0,0,none,water_ingress,58.28,1.61,0.06,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-18T13:31:21,23,109.52,109.52,1.859,8.179,4.399,3.091,,,59.18,81.29,,42.12,39.17,46.82,13/11/9,57.0,0.302,74.9,13.6,,,,,85.39,34.947,89.57,65.66,,0.0,0.0447,86.35,1.0,normal,0.00052073,0.0176,False,fatigue_spalling,none,A_healthy,0.0078,0.0189,1.065,,42.2,169.09,13932.48,16767.56,10898.91,22636.2,particle_filter,-2835.08,3005.86,3952.0,0.0013,0.0058,0.0479,1.616,19517.0,0.9998,3.4e-06,False,none,none,,,,,,2017-12-02T21:18:05,2018-08-04T09:56:49,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,321183.74,34224.1,46.72,27895.46,11.13,99.96,82.603,2635.0,1.44,3.813,144,False,False,variable_heavy,90.11,87.44,23,0,0,0,oil_process,none,53.47,75.41,0.096,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-18T18:17:03,24,114.28,114.28,2.209,7.596,3.438,2.963,,,61.44,76.49,,42.12,34.37,45.33,14/12/10,99.1,0.656,6.7,1.7,,,,,86.24,34.344,90.22,65.24,,1.583,0.0266,125.85,1.0,normal,0.00073598,0.0364,False,fatigue_spalling,none,A_healthy,0.0081,0.0,1.0,,64.54,145.66,13927.72,11613.65,7548.87,15678.43,xgboost_gradient,2314.06,1908.98,3952.0,0.0013,0.0059,0.048,1.616,19517.0,0.9998,3.49e-06,False,none,none,,,,,,2017-08-17T17:06:39,2018-02-03T01:53:22,mixed,False,journeyman,False,53.0,,,none,none,684482.06,6161495.98,137846.43,34224.1,36.41,27895.46,8.39,99.97,83.343,2635.0,1.44,6.73,144,False,False,variable_heavy,73.95,83.79,24,0,0,0,water,particulate_mild,57.93,48.85,3.446,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-18T23:02:46,25,119.05,119.05,1.732,6.24,3.603,3.363,,,55.81,78.84,,42.12,36.72,47.86,12/10/8,51.8,0.319,17.8,3.1,,,,,85.17,33.397,88.26,66.59,,0.071,0.0374,64.69,1.0,normal,2.84e-05,0.0044,False,fatigue_spalling,none,A_healthy,0.0085,0.002,1.0,,108.0,176.3,13922.95,12446.16,8090.01,16802.32,physics_informed_nn,1476.79,1763.48,3952.0,0.0013,0.0059,0.0481,1.616,19517.0,0.9997,3.58e-06,False,none,none,,,,,,2017-09-04T06:07:38,2018-03-04T18:17:02,mixed,False,oem_certified,True,,,,none,none,684482.06,6161495.98,169957.35,34224.1,42.62,27895.46,8.74,99.969,83.73,2635.0,1.44,2.896,144,False,False,variable_heavy,73.23,89.53,25,0,0,0,oil_process,none,67.07,33.59,0.09,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-19T03:48:29,25,123.81,123.81,2.078,5.9,2.84,2.7,,,61.49,83.38,,42.12,41.26,46.13,14/12/10,87.4,0.394,27.6,8.3,,,,,85.13,33.201,89.42,64.58,,0.194,0.0413,335.65,1.0,normal,0.00220738,0.0644,False,fatigue_spalling,none,A_healthy,0.0088,0.0,1.169,,23.53,139.16,13918.19,15091.93,9809.75,20374.1,xgboost_gradient,-1173.73,1067.88,3952.0,0.0013,0.0059,0.0482,1.616,19517.0,0.9997,3.67e-06,False,none,none,,,,,,2017-10-29T13:46:15,2018-06-06T15:56:42,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,173106.08,34224.1,29.24,27895.46,19.26,99.931,90.548,2635.0,1.44,7.304,144,False,False,variable_heavy,107.06,93.43,25,0,0,0,none,particulate_severe,49.72,57.5,0.381,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-19T08:34:11,26,128.57,128.57,2.156,6.676,3.097,3.02,,,64.95,74.26,,42.12,32.14,49.02,14/12/10,79.8,0.438,8.9,1.8,,,,,86.74,34.959,88.36,65.14,,0.499,0.0083,424.77,0.9753,normal,-0.0040139,0.0,False,fatigue_spalling,none,A_healthy,0.0092,0.0079,1.0,,262.62,141.03,13913.43,16399.96,10659.97,22139.94,lstm_sequence,-2486.53,2041.22,3952.0,0.0013,0.006,0.0483,1.616,19517.0,0.9997,3.75e-06,False,none,none,,,,,,2017-11-26T00:32:58,2018-07-23T04:32:06,mixed,False,oem_certified,True,,,,none,none,684482.06,6161495.98,217582.55,34224.1,48.32,27895.46,14.05,99.95,89.937,2635.0,1.44,7.893,144,False,False,variable_heavy,75.82,90.43,26,0,0,0,oil_hydraulic,none,88.43,3.19,1.864,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-19T13:19:54,28,133.33,133.33,1.77,7.349,4.151,2.729,,,57.88,78.13,,42.12,36.01,45.37,14/12/10,82.1,0.387,29.6,7.6,,,,,86.6,35.503,89.45,66.23,,1.107,0.0071,48.32,0.9998,normal,-4.213e-05,0.0085,False,fatigue_spalling,none,A_healthy,0.0095,0.0007,1.0,,110.43,142.85,13908.67,12289.96,7988.47,16591.44,weibull_regression,1618.71,1353.75,3952.0,0.0014,0.006,0.0484,1.616,19517.0,0.9997,3.84e-06,False,none,none,,,,,,2017-09-01T14:18:39,2018-02-27T19:47:47,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,229831.21,34224.1,25.56,27895.46,7.57,99.973,89.808,2635.0,1.44,7.666,144,False,False,variable_heavy,90.82,84.6,28,0,0,0,oil_process,none,74.85,1.48,3.851,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-19T18:05:36,29,138.09,138.09,2.156,9.506,4.409,2.597,,,59.64,75.11,,42.12,32.98,47.55,14/12/10,91.6,0.337,29.1,8.2,,,,,86.98,36.475,88.53,68.5,,0.397,0.1022,29.08,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0098,0.0032,1.0,,184.91,137.63,13903.91,16094.3,10461.29,21727.3,physics_informed_nn,-2190.39,1913.51,3952.0,0.0014,0.0061,0.0485,1.616,19517.0,0.9997,3.92e-06,False,none,none,,,,,,2017-11-20T01:14:32,2018-07-12T18:14:47,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,177969.64,34224.1,56.05,27895.46,8.54,99.969,87.191,2635.0,1.44,2.877,144,False,False,variable_heavy,69.65,72.85,29,0,0,0,oil_hydraulic,particulate_mild,88.37,21.81,0.702,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-19T22:51:19,30,142.86,142.86,2.017,6.949,3.445,3.352,,,60.22,78.85,,42.12,36.73,44.66,14/12/10,112.5,0.519,56.7,10.1,,,,,85.46,32.894,89.45,64.89,,0.139,0.0419,159.11,1.0,normal,0.0,0.0148,False,fatigue_spalling,none,A_healthy,0.0102,0.0039,1.0,,115.46,167.46,13899.14,17076.47,11099.7,23053.23,lstm_sequence,-3177.32,3911.08,3952.0,0.0014,0.0061,0.0486,1.616,19517.0,0.9996,4e-06,False,none,none,,,,,,2017-12-10T17:05:19,2018-08-16T17:51:07,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,268994.11,34224.1,47.72,27895.46,15.2,99.946,87.4,2635.0,1.44,7.028,144,False,False,variable_heavy,83.6,88.69,30,0,0,0,gas_compressed_air,particulate_mild,26.48,22.9,1.485,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-20T03:37:02,31,147.62,147.62,2.027,7.019,3.463,3.369,,,61.1,73.74,,42.12,31.62,47.63,13/11/9,84.2,0.403,25.8,5.6,,,,,86.86,34.098,89.64,65.62,,0.059,0.115,162.79,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0105,0.0145,1.0,,7.34,160.06,13894.38,16289.48,10588.16,21990.8,xgboost_gradient,-2395.1,2242.52,3952.0,0.0014,0.0061,0.0487,1.616,19517.0,0.9996,4.09e-06,False,none,none,,,,,,2017-11-24T12:21:33,2018-07-20T01:40:43,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,291806.12,34224.1,31.61,27895.46,15.8,99.943,77.941,2635.0,1.44,3.823,144,False,False,variable_heavy,72.82,87.28,31,0,0,0,steam,none,23.95,28.46,7.131,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-20T08:22:44,32,152.38,152.38,2.058,5.74,2.789,3.19,,,59.16,76.43,,42.12,34.31,47.3,13/11/9,138.8,0.428,9.8,2.7,,,,,85.34,35.806,89.43,67.21,,0.87,0.0116,127.16,1.0,normal,0.00494755,0.0,False,fatigue_spalling,none,A_healthy,0.0109,0.0215,1.0,,101.46,162.43,13889.62,12123.94,7880.56,16367.32,xgboost_gradient,1765.68,2003.14,3952.0,0.0014,0.0062,0.0488,1.616,19517.0,0.9996,4.17e-06,False,none,none,,,,,,2017-08-29T22:20:59,2018-02-22T17:43:45,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,156851.34,34224.1,49.49,27895.46,4.8,99.983,89.8,2635.0,1.44,5.869,144,False,False,variable_heavy,89.81,80.15,32,0,0,0,steam,water_ingress,44.93,32.48,0.5,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-20T13:08:27,33,157.14,157.14,1.916,4.801,2.506,2.567,,,61.49,77.76,,42.12,35.63,47.62,13/11/9,56.9,0.454,26.4,3.8,,,,,85.08,33.742,90.88,61.68,,0.032,0.0027,54.25,1.0,normal,4.213e-05,0.0,False,fatigue_spalling,contamination,A_healthy,0.0112,0.0,1.0,,79.22,148.59,13884.86,10759.7,6993.81,14525.6,weibull_regression,3125.16,2936.39,3952.0,0.0014,0.0062,0.0489,1.616,19517.0,0.9996,4.25e-06,False,none,none,,,,,,2017-08-01T16:59:31,2018-01-05T14:53:16,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,330011.5,34224.1,56.96,27895.46,7.41,99.973,80.313,2635.0,1.44,3.761,144,False,False,variable_heavy,82.37,72.32,33,0,0,0,oil_hydraulic,none,25.03,77.13,1.577,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-20T17:54:10,34,161.9,161.9,1.956,6.203,3.172,2.947,,,55.43,79.07,,42.12,36.95,47.25,13/11/9,124.5,0.314,7.8,1.5,,,,,85.46,33.861,89.42,65.25,,0.596,0.1058,97.73,1.0,normal,0.0,0.068,False,fatigue_spalling,none,A_healthy,0.0115,0.0161,1.0,,43.82,143.42,13880.1,14742.72,9582.77,19902.68,physics_informed_nn,-862.63,813.2,3952.0,0.0014,0.0063,0.049,1.616,19517.0,0.9996,4.33e-06,False,none,none,,,,,,2017-10-23T21:15:52,2018-05-26T21:13:03,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,325737.44,34224.1,20.54,27895.46,31.5,99.887,79.118,2635.0,1.44,5.815,144,False,False,variable_heavy,91.42,87.0,34,0,0,0,none,particulate_mild,53.31,36.11,4.168,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-20T22:39:52,35,166.66,166.66,2.551,7.967,3.123,3.126,,,61.44,79.34,,42.12,37.22,46.81,13/11/9,74.2,0.599,33.6,3.8,,,,,85.96,35.495,89.91,65.12,,0.218,0.0706,42.9,0.9969,normal,-0.00061841,0.0,False,fatigue_spalling,none,A_healthy,0.0119,0.014,1.0,,229.5,149.51,13875.34,12809.6,8326.24,17292.96,physics_informed_nn,1065.74,954.9,3952.0,0.0015,0.0063,0.0491,1.616,19517.0,0.9995,4.4e-06,False,none,none,,,,,,2017-09-13T19:27:52,2018-03-19T14:49:28,mixed,False,apprentice,True,,,,none,none,684482.06,6161495.98,286108.26,34224.1,26.46,27895.46,12.7,99.954,82.571,2635.0,1.44,3.183,144,False,False,variable_heavy,95.27,83.89,35,0,0,0,water,none,23.02,160.27,0.135,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-21T03:25:35,36,171.43,171.43,2.268,8.034,3.543,2.805,,,57.3,77.9,,42.12,35.78,46.42,13/11/9,363.5,0.341,76.3,18.4,,,,,87.02,35.619,90.39,64.35,,0.278,0.1829,46.91,1.0,normal,0.0,0.0361,False,fatigue_spalling,none,A_healthy,0.0122,0.0022,1.0,,18.99,150.72,13870.57,11940.43,7761.28,16119.57,weibull_regression,1930.15,1665.65,3952.0,0.0015,0.0063,0.0492,1.616,19517.0,0.9995,4.48e-06,False,none,none,,,,,,2017-08-26T21:38:20,2018-02-17T00:47:16,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,276934.6,34224.1,42.98,27895.46,16.1,99.942,88.695,2635.0,1.44,2.958,144,False,False,variable_heavy,82.59,92.91,36,0,0,0,steam,particulate_mild,35.44,89.83,2.373,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-21T08:11:18,37,176.19,176.19,1.873,6.014,3.211,3.132,,,62.15,79.79,,42.12,37.66,48.13,13/11/9,72.6,0.404,34.1,8.3,,,,,86.59,36.245,90.9,62.01,,0.552,0.0941,99.57,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0125,0.0,1.0,,210.49,154.03,13865.81,12817.73,8331.53,17303.94,physics_informed_nn,1048.08,1288.07,3952.0,0.0015,0.0064,0.0493,1.616,19517.0,0.9995,4.56e-06,False,none,none,,,,,,2017-09-14T09:03:15,2018-03-20T07:15:37,mixed,False,apprentice,True,,,,none,none,684482.06,6161495.98,196480.09,34224.1,58.61,27895.46,16.36,99.941,81.989,2635.0,1.44,6.427,144,False,False,variable_heavy,81.3,90.44,37,0,0,0,oil_hydraulic,none,40.71,5.42,0.644,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-21T12:57:00,38,180.95,180.95,1.9,5.819,3.063,3.054,,,51.64,80.66,,42.12,38.54,48.58,14/12/10,164.1,0.355,45.7,5.2,,,,,85.15,33.728,89.14,65.36,,0.361,0.0929,256.76,0.9987,normal,-0.00025592,0.0465,False,fatigue_spalling,none,A_healthy,0.0129,0.0011,1.033,,183.7,132.24,13861.05,13131.69,8535.6,17727.79,xgboost_gradient,729.36,680.09,3952.0,0.0015,0.0064,0.0494,1.616,19517.0,0.9995,4.63e-06,False,none,none,,,,,,2017-09-21T02:47:50,2018-03-31T14:53:25,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,298716.57,34224.1,52.78,27895.46,19.95,99.929,90.201,2635.0,1.44,2.098,144,False,False,variable_heavy,89.22,80.45,38,0,0,1,oil_hydraulic,particulate_mild,25.39,15.84,0.053,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-21T17:42:43,39,185.71,185.71,1.782,7.215,4.05,2.84,,,63.99,82.03,,42.12,39.9,45.5,14/12/10,75.2,0.683,10.0,2.3,,,,,85.96,33.427,89.64,66.83,,0.283,0.0093,55.5,0.9885,normal,-0.00229604,0.0807,False,fatigue_spalling,none,A_healthy,0.0132,0.0,1.101,,299.74,152.0,13856.29,11626.78,7557.41,15696.16,physics_informed_nn,2229.51,2692.01,3952.0,0.0015,0.0064,0.0495,1.616,19517.0,0.9995,4.71e-06,False,none,none,,,,,,2017-08-20T23:06:12,2018-02-06T12:28:38,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,151368.57,34224.1,36.27,27895.46,8.59,99.969,86.744,2635.0,1.44,4.86,144,False,False,variable_heavy,95.76,79.98,39,0,0,0,oil_process,none,47.98,6.59,0.839,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-21T22:28:26,40,190.47,190.47,2.073,5.98,2.885,3.621,,,62.36,76.28,,42.12,34.16,44.24,13/11/9,95.8,0.444,10.9,1.3,,,,,86.47,34.504,92.17,66.9,,2.323,0.001,114.0,0.9988,normal,0.00037157,0.0274,False,fatigue_spalling,none,A_healthy,0.0136,0.0209,1.0,,59.85,156.28,13851.53,15976.07,10384.45,21567.7,xgboost_gradient,-2124.55,1996.2,3952.0,0.0015,0.0065,0.0496,1.616,19517.0,0.9994,4.78e-06,False,none,none,,,,,,2017-11-19T18:30:40,2018-07-10T18:08:14,mixed,False,journeyman,False,25.0,,,none,none,684482.06,6161495.98,211395.04,34224.1,39.06,27895.46,9.78,99.965,85.179,2635.0,1.44,1.1,144,False,False,variable_heavy,78.21,75.2,40,0,0,0,water,particulate_mild,72.72,70.77,0.919,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-22T03:14:08,41,195.24,195.24,1.79,6.661,3.721,2.81,,,66.84,76.33,,42.12,34.21,45.32,14/12/10,60.8,0.423,35.0,6.2,,,,,88.9,36.742,89.7,62.65,,0.074,0.0062,397.82,0.9929,normal,-0.00142621,0.0181,False,fatigue_spalling,adhesive_wear,A_healthy,0.0139,0.0,1.0,,116.77,145.48,13846.76,12701.53,8255.99,17147.06,physics_informed_nn,1145.24,1096.51,3952.0,0.0016,0.0065,0.0497,1.616,19517.0,0.9994,4.85e-06,False,none,none,,,,,,2017-09-12T17:59:58,2018-03-16T23:32:02,mixed,False,specialist,False,41.0,,,none,none,684482.06,6161495.98,111139.83,34224.1,23.09,27895.46,7.02,99.975,84.317,2635.0,1.44,5.505,144,False,False,variable_heavy,71.14,85.42,41,0,0,0,oil_hydraulic,none,35.11,71.8,1.21,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-22T07:59:51,42,200.0,200.0,2.185,9.746,4.459,2.925,,,66.69,84.16,,42.12,42.04,44.58,13/11/9,70.4,0.456,13.0,1.4,,,,,85.93,33.845,89.27,66.04,,0.063,0.0132,219.02,0.9995,normal,-0.00010571,0.0855,False,fatigue_spalling,none,A_healthy,0.0142,0.0,1.208,,31.35,151.12,13842.0,15051.06,9783.19,20318.94,weibull_regression,-1209.06,1388.86,3952.0,0.0016,0.0065,0.0498,1.616,19517.0,0.9994,4.93e-06,False,none,none,,,,,,2017-10-31T21:31:47,2018-06-08T09:24:08,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,305788.98,34224.1,20.62,27895.46,34.1,99.878,84.783,2635.0,1.44,1.524,144,False,False,variable_heavy,94.73,80.89,42,0,0,0,oil_hydraulic,none,70.43,19.58,0.366,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-22T12:45:34,43,204.76,204.76,1.959,6.644,3.391,2.808,,,60.52,81.38,,42.12,39.26,46.92,14/12/10,118.9,0.548,8.2,1.8,,,,,86.21,33.306,89.73,62.66,,0.439,0.0181,139.51,0.9918,normal,-0.00138137,0.0141,False,fatigue_spalling,none,A_healthy,0.0146,0.0,1.069,,96.62,147.88,13837.24,11814.96,7679.73,15950.2,particle_filter,2022.28,2219.99,3952.0,0.0016,0.0066,0.0499,1.616,19517.0,0.9994,5e-06,False,none,none,,,,,,2017-08-25T16:14:29,2018-02-13T23:28:44,mixed,False,specialist,False,19.0,,,none,none,684482.06,6161495.98,154177.82,34224.1,53.45,27895.46,18.24,99.935,91.965,2635.0,1.44,1.886,144,False,False,variable_heavy,82.14,86.44,43,0,0,0,steam,particulate_severe,56.93,78.46,0.209,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-22T17:31:16,44,209.52,209.52,1.912,5.374,2.811,2.866,,,57.35,79.52,,42.12,37.4,46.49,14/12/10,169.1,0.449,43.1,12.9,,,,,86.64,34.155,88.96,67.44,,0.482,0.0168,43.15,0.9823,normal,-0.0012455,0.0146,False,fatigue_spalling,none,A_healthy,0.0149,0.0078,1.0,,338.58,150.02,13832.48,15182.61,9868.7,20496.53,lstm_sequence,-1350.14,1428.54,3952.0,0.0016,0.0066,0.05,1.616,19517.0,0.9993,5.07e-06,False,none,none,,,,,,2017-11-04T00:49:43,2018-06-13T10:44:37,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,327951.89,34224.1,38.29,27895.46,39.02,99.86,88.057,2635.0,1.44,6.073,144,False,False,variable_heavy,92.74,86.94,44,0,0,0,oil_process,none,60.03,10.2,10.313,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-22T22:16:59,45,214.28,214.28,1.945,6.314,3.245,2.557,,,60.92,79.36,,42.12,37.24,47.76,14/12/10,68.0,0.353,18.4,5.5,,,,,87.3,36.644,88.07,67.72,,0.85,0.0523,142.19,0.9909,normal,-0.00157156,0.0386,False,fatigue_spalling,none,A_healthy,0.0153,0.0034,1.0,,185.99,164.08,13827.72,15859.08,10308.4,21409.75,kalman_filter,-2031.36,2461.27,3952.0,0.0016,0.0067,0.0501,1.616,19517.0,0.9993,5.14e-06,False,none,none,,,,,,2017-11-18T07:49:17,2018-07-07T14:29:54,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,244352.24,34224.1,40.74,27895.46,6.82,99.976,82.537,2635.0,1.44,6.355,144,False,False,variable_heavy,83.25,96.81,45,0,0,1,steam,particulate_severe,33.69,35.62,5.223,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-23T03:02:42,46,219.05,219.05,1.96,5.867,2.992,3.287,,,62.19,80.13,,42.12,38.01,47.06,13/11/9,54.5,0.365,14.3,2.9,,,,,85.7,34.338,89.9,62.98,,0.235,0.0123,89.58,0.9944,normal,0.00030944,0.0191,False,fatigue_spalling,none,A_healthy,0.0156,0.0059,1.007,,238.67,159.77,13822.95,16930.95,11005.12,22856.78,xgboost_gradient,-3107.99,3116.39,3952.0,0.0016,0.0067,0.0502,1.616,19517.0,0.9993,5.21e-06,False,none,none,,,,,,2017-12-10T20:31:10,2018-08-14T18:21:06,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,229290.73,34224.1,43.32,27895.46,2.91,99.99,86.278,2635.0,1.44,1.723,144,False,False,variable_heavy,78.16,82.07,46,0,0,1,water,particulate_severe,36.63,69.14,8.045,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-23T07:48:24,47,223.81,223.81,2.189,9.971,4.554,3.088,,,67.36,80.3,,42.12,38.18,48.83,13/11/9,150.2,0.395,17.2,1.7,,,,,88.36,33.877,88.39,63.8,,4.197,0.0383,191.29,0.98,normal,-0.00389279,0.0428,False,fatigue_spalling,none,A_healthy,0.0159,0.0188,1.015,,281.81,148.56,13818.19,12197.18,7928.16,16466.19,xgboost_gradient,1621.02,2001.34,3952.0,0.0016,0.0067,0.0503,1.616,19517.0,0.9993,5.28e-06,False,none,none,,,,,,2017-09-03T10:23:41,2018-02-28T07:24:22,mixed,False,oem_certified,True,,,,none,none,684482.06,6161495.98,210795.26,34224.1,47.84,27895.46,3.64,99.987,82.665,2635.0,1.44,4.208,144,False,False,variable_heavy,81.92,84.7,47,0,0,1,steam,none,28.23,160.27,2.238,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-23T12:34:07,48,228.57,228.57,1.986,7.526,3.79,3.181,,,60.77,78.57,,42.12,36.45,48.52,14/12/10,125.0,0.437,12.0,3.2,,,,,86.87,35.83,90.28,64.79,,0.044,0.0128,4.35,1.0,normal,0.00163729,0.0025,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0163,0.002,1.0,,52.6,137.86,13813.43,12933.72,8406.92,17460.52,particle_filter,879.71,1013.92,3952.0,0.0017,0.0068,0.0504,1.616,19517.0,0.9992,5.35e-06,False,none,none,,,,,,2017-09-18T23:25:38,2018-03-26T14:13:41,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,147391.44,34224.1,30.09,27895.46,6.82,99.976,84.086,2635.0,1.44,3.201,144,False,False,variable_heavy,80.31,82.28,48,0,0,1,steam,none,85.81,20.65,0.63,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-23T17:19:50,49,233.33,233.33,1.869,7.997,4.279,3.473,,,59.99,76.7,,42.12,34.58,45.1,13/11/9,58.8,0.341,23.5,6.6,,,,,87.44,36.362,90.83,64.42,,0.269,0.0131,120.7,0.9979,normal,0.00312372,0.0142,False,fatigue_spalling,none,A_healthy,0.0166,0.0044,1.0,,382.23,151.85,13808.67,11574.12,7523.18,15625.06,lstm_sequence,2234.55,2593.85,3952.0,0.0017,0.0068,0.0505,1.616,19517.0,0.9992,5.42e-06,False,none,none,,,,,,2017-08-21T20:23:22,2018-02-06T15:19:50,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,308901.37,34224.1,35.28,27895.46,26.04,99.907,86.705,2635.0,1.44,7.318,144,False,False,variable_heavy,83.68,68.72,49,0,0,0,steam,none,71.71,116.21,1.207,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-23T22:05:32,50,238.09,238.09,1.976,4.956,2.508,3.05,,,56.06,76.76,,42.12,34.64,47.08,14/12/10,82.5,0.417,78.9,15.3,,,,,84.17,33.622,91.52,65.95,,0.662,0.1144,164.72,0.9894,normal,-0.00030791,0.047,False,fatigue_spalling,adhesive_wear,A_healthy,0.017,0.0,1.0,,258.39,144.67,13803.91,14715.66,9565.18,19866.14,lstm_sequence,-911.75,1008.67,3952.0,0.0017,0.0068,0.0506,1.616,19517.0,0.9992,5.49e-06,False,none,none,,,,,,2017-10-26T11:55:24,2018-05-29T02:24:17,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,195865.62,34224.1,40.29,27895.46,7.52,99.973,86.977,2635.0,1.44,4.144,144,False,False,variable_heavy,76.85,80.65,50,0,0,0,water,none,36.72,3.22,5.016,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-24T02:51:15,51,242.85,242.85,2.224,6.349,2.854,2.474,,,61.77,78.34,,42.12,36.21,45.99,15/13/11,85.7,0.404,10.6,2.2,,,,,87.38,35.329,88.1,65.65,,0.129,0.0313,34.94,0.991,normal,-0.00067416,0.0356,False,fatigue_spalling,none,A_healthy,0.0173,0.0,1.0,,89.94,150.47,13799.15,11452.43,7444.08,15460.77,kalman_filter,2346.72,3006.54,3952.0,0.0017,0.0069,0.0507,1.616,19517.0,0.9992,5.55e-06,False,none,none,,,,,,2017-08-19T17:04:00,2018-02-02T17:24:56,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,291152.55,34224.1,50.71,27895.46,7.89,99.972,85.304,2635.0,1.44,4.193,144,False,False,variable_heavy,73.89,67.14,51,0,0,0,steam,none,83.72,40.84,0.157,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-24T07:36:58,52,247.62,247.62,2.141,9.244,4.318,3.017,,,59.49,76.41,,42.12,34.28,47.45,13/11/9,61.7,0.54,14.6,1.5,,,,,87.65,33.462,90.24,66.17,,0.14,0.0178,7.04,0.9885,normal,0.00169361,0.0,False,fatigue_spalling,none,A_healthy,0.0176,0.0088,1.0,,203.94,135.16,13794.38,12172.96,7912.42,16433.49,particle_filter,1621.43,1943.55,3952.0,0.0017,0.0069,0.0508,1.616,19517.0,0.9991,5.62e-06,False,none,none,,,,,,2017-09-03T22:05:39,2018-02-28T10:37:43,mixed,False,journeyman,False,42.0,,,none,none,684482.06,6161495.98,125404.46,34224.1,24.71,27895.46,7.74,99.972,78.664,2635.0,1.44,2.226,144,False,False,variable_heavy,82.69,88.6,52,0,0,1,oil_process,none,25.49,26.81,1.231,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-24T12:22:40,53,252.38,252.38,2.247,6.758,3.007,2.81,,,59.06,82.61,,42.12,40.48,46.06,13/11/9,86.9,0.489,45.3,7.9,,,,,85.12,34.669,89.79,65.95,,0.208,0.0124,709.28,0.9861,normal,-0.0027754,0.0335,False,fatigue_spalling,lubrication_starvation,A_healthy,0.018,0.0,1.13,,195.64,141.29,13789.62,14483.25,9414.11,19552.39,physics_informed_nn,-693.63,835.52,3952.0,0.0017,0.0069,0.0509,1.616,19517.0,0.9991,5.69e-06,False,none,none,,,,,,2017-10-22T06:00:14,2018-05-21T11:08:32,mixed,False,specialist,False,32.0,,,none,none,684482.06,6161495.98,275086.47,34224.1,51.79,27895.46,18.1,99.935,86.54,2635.0,1.44,7.827,144,False,False,variable_heavy,91.77,98.61,53,0,0,0,none,none,69.51,22.61,5.578,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-24T17:08:23,54,257.14,257.14,2.148,8.603,4.005,3.625,,,61.41,72.0,,42.12,29.88,44.56,14/12/10,126.2,0.383,19.3,4.0,,,,,86.59,35.422,90.1,63.83,,0.322,0.015,223.75,0.9849,normal,-0.00261189,0.0,False,fatigue_spalling,none,A_healthy,0.0183,0.0,1.0,,233.54,150.4,13784.86,15786.57,10261.27,21311.87,lstm_sequence,-2001.71,2540.42,3952.0,0.0017,0.007,0.0509,1.616,19517.0,0.9991,5.75e-06,False,none,none,,,,,,2017-11-18T14:25:28,2018-07-06T19:43:26,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,105361.82,34224.1,35.72,27895.46,17.97,99.936,83.513,2635.0,1.44,5.12,144,False,False,variable_heavy,71.02,89.75,54,0,0,0,water,particulate_mild,32.56,130.24,0.709,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-24T21:54:06,55,261.9,261.9,1.999,5.492,2.747,2.511,,,62.64,81.04,,42.12,38.91,44.14,14/12/10,109.3,0.37,51.0,10.6,,,,,85.85,35.506,88.38,63.37,,0.256,0.0292,129.81,0.9832,normal,-0.00122717,0.0689,False,fatigue_spalling,none,A_healthy,0.0187,0.0161,1.052,,200.49,167.98,13780.1,11665.8,7582.77,15748.83,xgboost_gradient,2114.3,1742.04,3952.0,0.0018,0.007,0.051,1.616,19517.0,0.9991,5.82e-06,False,none,none,,,,,,2017-08-24T22:48:03,2018-02-11T01:49:50,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,125526.35,34224.1,47.55,27895.46,12.36,99.956,85.546,2635.0,1.44,1.966,144,False,False,variable_heavy,90.99,78.64,55,0,0,0,steam,none,43.25,34.9,4.067,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-25T02:39:48,56,266.66,266.66,2.294,8.407,3.665,3.199,,,61.07,79.69,,42.12,37.57,45.22,14/12/10,77.4,0.522,25.5,6.0,,,,,85.49,34.374,89.65,63.79,,0.175,0.0468,128.44,0.9991,normal,0.00160568,0.084,False,fatigue_spalling,thermal_degradation,A_healthy,0.019,0.0074,1.0,,34.93,150.07,13775.34,14601.36,9490.88,19711.84,weibull_regression,-826.02,911.65,3952.0,0.0018,0.007,0.0511,1.616,19517.0,0.999,5.88e-06,False,none,none,,,,,,2017-10-25T07:20:35,2018-05-26T05:49:08,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,114289.32,34224.1,43.22,27895.46,7.07,99.975,79.717,2635.0,1.44,1.003,144,False,False,variable_heavy,89.75,76.5,56,0,0,0,steam,none,58.56,8.38,1.733,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-25T07:25:31,57,271.43,271.43,1.834,5.282,2.881,3.242,,,61.9,77.37,,42.12,35.25,47.18,14/12/10,61.6,0.502,15.4,3.3,,,,,86.25,33.488,88.12,62.65,,0.114,0.0277,44.26,0.9865,normal,-0.00040339,0.0417,False,fatigue_spalling,none,A_healthy,0.0193,0.0086,1.0,,295.04,156.45,13770.57,16335.38,10618.0,22052.76,lstm_sequence,-2564.8,2942.21,3952.0,0.0018,0.0071,0.0512,1.616,19517.0,0.999,5.95e-06,False,none,none,,,,,,2017-11-30T15:06:53,2018-07-26T20:29:50,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,117805.34,34224.1,32.94,27895.46,4.06,99.985,83.955,2635.0,1.44,7.076,144,False,False,variable_heavy,79.88,84.27,57,1,0,0,oil_process,particulate_mild,54.43,24.92,0.756,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-25T12:11:13,58,276.19,276.19,1.836,5.837,3.179,3.137,,,64.03,78.46,,42.12,36.34,44.82,14/12/10,64.0,0.314,80.6,21.5,,,,,87.37,35.399,90.59,69.07,,0.25,0.1634,65.99,0.996,normal,0.00198011,0.0973,False,fatigue_spalling,none,A_healthy,0.0197,0.0,1.0,,67.06,154.31,13765.81,14842.29,9647.49,20037.1,particle_filter,-1076.48,1192.05,3952.0,0.0018,0.0071,0.0513,1.616,19517.0,0.999,6.01e-06,False,none,none,,,,,,2017-10-30T17:20:03,2018-06-04T04:08:13,mixed,False,journeyman,False,24.0,,,none,none,684482.06,6161495.98,125466.53,34224.1,52.24,27895.46,11.8,99.958,82.213,2635.0,1.44,2.449,144,False,False,variable_heavy,80.27,86.26,58,0,0,1,oil_hydraulic,none,87.7,47.45,1.265,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-25T16:56:56,59,280.95,280.95,2.173,5.61,2.581,3.398,,,60.88,80.15,,42.12,38.03,50.28,14/12/10,65.0,0.428,15.9,2.9,,,,,86.11,34.349,88.12,67.4,,0.639,0.0312,115.83,0.9823,normal,-0.00050923,0.0646,False,fatigue_spalling,none,A_healthy,0.02,0.016,1.007,,191.33,146.27,13761.05,16331.94,10615.76,22048.12,particle_filter,-2570.89,2294.66,3952.0,0.0018,0.0071,0.0514,1.616,19517.0,0.9989,6.07e-06,False,none,none,,,,,,2017-11-30T22:55:06,2018-07-27T03:05:49,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,229458.24,34224.1,56.25,27895.46,10.52,99.962,83.494,2635.0,1.44,1.516,144,False,False,variable_heavy,88.44,96.97,59,0,0,0,oil_hydraulic,particulate_severe,24.88,94.99,0.55,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-25T21:42:39,60,285.71,285.71,2.055,8.845,4.303,3.168,,,59.3,73.36,,42.12,31.24,46.16,13/11/9,63.0,0.332,40.7,9.0,,,,,84.89,32.791,90.08,67.25,,0.2,0.0877,125.84,0.9899,normal,0.00132804,0.0,False,fatigue_spalling,imbalance_induced,A_healthy,0.0203,0.0,1.0,,115.22,166.06,13756.29,12781.97,8308.28,17255.66,kalman_filter,974.32,1029.86,3952.0,0.0018,0.0072,0.0515,1.616,19517.0,0.9989,6.14e-06,False,none,none,,,,,,2017-09-18T04:41:42,2018-03-23T14:23:03,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,300356.2,34224.1,40.59,27895.46,14.33,99.949,86.201,2635.0,1.44,6.113,144,False,False,variable_heavy,65.48,67.94,60,0,0,0,none,none,23.55,128.05,0.722,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-26T02:28:21,61,290.47,290.47,1.784,4.794,2.688,3.181,,,64.2,79.44,,42.12,37.32,49.12,13/11/9,59.8,0.322,19.7,4.7,,,,,86.88,33.206,91.41,67.48,,0.445,0.0097,305.44,1.0,normal,0.00018525,0.0205,False,fatigue_spalling,none,A_healthy,0.0207,0.0104,1.0,,106.69,140.46,13751.53,14650.22,9522.64,19777.79,lstm_sequence,-898.69,790.6,3952.0,0.0018,0.0072,0.0516,1.616,19517.0,0.9989,6.2e-06,False,none,none,,,,,,2017-10-27T07:34:51,2018-05-28T23:09:24,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,176989.61,34224.1,51.24,27895.46,6.89,99.975,83.436,2635.0,1.44,3.256,144,False,False,variable_heavy,79.18,87.17,61,0,0,0,oil_hydraulic,none,36.69,22.04,5.655,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-26T07:14:04,62,295.23,295.23,1.942,8.249,4.248,2.955,,,61.85,81.79,,42.12,39.67,47.77,13/11/9,93.9,0.378,9.2,2.1,,,,,86.93,34.361,89.54,66.81,,0.225,0.0086,85.55,0.9847,normal,-0.00035583,0.0482,False,fatigue_spalling,overload,A_healthy,0.021,0.002,1.09,,295.25,148.33,13746.77,16354.45,10630.39,22078.51,physics_informed_nn,-2607.68,2198.56,3952.0,0.0018,0.0072,0.0517,1.616,19517.0,0.9989,6.26e-06,False,none,none,,,,,,2017-12-02T00:27:32,2018-07-28T12:30:57,mixed,False,apprentice,True,,,,none,none,684482.06,6161495.98,260985.2,34224.1,59.14,27895.46,9.6,99.966,84.107,2635.0,1.44,2.233,144,False,False,variable_heavy,88.77,91.31,62,0,0,0,oil_process,none,67.75,97.35,3.949,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-26T11:59:47,63,300.0,300.0,1.953,8.627,4.418,3.492,,,60.54,80.14,,42.12,38.02,47.26,14/12/10,162.5,0.408,44.6,8.4,,,,,83.61,33.544,90.67,67.52,,0.218,0.0574,90.57,0.9746,normal,-0.00427608,0.0,False,fatigue_spalling,none,A_healthy,0.0214,0.0,1.007,,374.85,122.92,13742.0,16148.86,10496.76,21800.96,physics_informed_nn,-2406.85,2482.33,3952.0,0.0019,0.0073,0.0518,1.616,19517.0,0.9988,6.32e-06,False,none,none,,,,,,2017-11-27T22:25:30,2018-07-21T10:31:30,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,315707.13,34224.1,55.41,27895.46,18.01,99.935,83.298,2635.0,1.44,4.21,144,False,False,variable_heavy,91.06,75.97,63,0,1,1,water,none,73.49,26.55,0.451,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-26T16:45:29,64,304.76,304.76,1.969,7.327,3.721,2.965,,,52.51,78.94,,42.12,36.81,47.83,14/12/10,82.5,0.541,14.0,2.4,,,,,85.92,35.274,88.04,61.7,,0.4,0.0148,58.11,0.9879,normal,0.00111865,0.0484,False,fatigue_spalling,none,A_healthy,0.0217,0.0338,1.0,,176.93,136.97,13737.24,15368.52,9989.54,20747.5,xgboost_gradient,-1631.28,1850.2,3952.0,0.0019,0.0073,0.0519,1.616,19517.0,0.9988,6.39e-06,False,none,none,,,,,,2017-11-11T21:01:04,2018-06-23T23:59:58,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,292271.3,34224.1,35.28,27895.46,23.33,99.916,86.238,2635.0,1.44,3.317,144,False,False,variable_heavy,76.92,85.42,64,1,0,0,none,particulate_mild,47.45,9.54,0.687,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-26T21:31:12,65,309.52,309.52,2.292,9.832,4.29,3.231,,,62.53,82.95,,42.12,40.83,47.12,13/11/9,258.3,0.568,17.8,3.1,,,,,84.89,32.603,90.65,65.28,,1.902,0.0076,86.44,0.9877,normal,-0.00043774,0.0266,False,fatigue_spalling,cavitation,A_healthy,0.022,0.0,1.147,,130.72,142.34,13732.48,12655.46,8226.05,17084.87,particle_filter,1077.02,907.97,3952.0,0.0019,0.0074,0.052,1.616,19517.0,0.9988,6.45e-06,False,none,none,,,,,,2017-09-16T13:15:01,2018-03-20T02:39:41,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,260922.06,34224.1,45.13,27895.46,11.83,99.958,82.287,2635.0,1.44,1.701,144,False,False,variable_heavy,91.35,89.71,65,1,0,0,water,none,59.95,10.08,2.747,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-27T02:16:55,66,314.28,314.28,2.217,6.216,2.804,2.833,,,61.08,79.02,,42.12,36.9,47.53,13/11/9,53.6,0.36,52.4,5.9,,,,,85.58,34.736,90.16,63.61,,0.147,0.0408,117.28,1.0,normal,0.0,0.0,False,fatigue_spalling,abrasive_wear,A_healthy,0.0224,0.0,1.0,,41.07,150.46,13727.72,15704.52,10207.94,21201.11,lstm_sequence,-1976.81,1932.29,3952.0,0.0019,0.0074,0.0521,1.616,19517.0,0.9987,6.51e-06,False,none,none,,,,,,2017-11-19T06:32:38,2018-07-06T07:07:39,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,152539.15,34224.1,20.34,27895.46,8.57,99.969,86.161,2635.0,1.44,5.588,144,False,False,variable_heavy,90.41,83.4,66,0,0,0,gas_compressed_air,none,84.05,49.11,0.087,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-27T07:02:37,67,319.04,319.04,2.231,5.822,2.61,3.314,,,59.67,81.29,,42.12,39.17,45.71,13/11/9,97.8,0.369,19.1,4.0,,,,,86.67,33.014,88.71,67.41,,0.818,0.0898,33.16,0.9846,normal,-1.17e-05,0.0781,False,fatigue_spalling,none,A_healthy,0.0227,0.0098,1.064,,387.69,157.38,13722.96,14868.74,9664.68,20072.8,xgboost_gradient,-1145.79,1314.05,3952.0,0.0019,0.0074,0.0522,1.616,19517.0,0.9987,6.57e-06,False,none,none,,,,,,2017-11-02T01:24:52,2018-06-06T21:28:27,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,287682.72,34224.1,31.71,27895.46,14.46,99.948,90.762,2635.0,1.44,1.938,144,False,False,variable_heavy,82.67,91.66,67,0,0,0,oil_hydraulic,particulate_severe,32.7,76.79,0.66,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-27T11:48:20,68,323.81,323.81,2.006,7.709,3.844,2.742,,,59.65,75.85,,42.12,33.73,48.59,13/11/9,65.7,0.423,28.1,2.9,,,,,86.28,34.295,88.25,65.87,,0.678,0.0444,51.51,0.9912,normal,0.00330493,0.0,False,fatigue_spalling,none,A_healthy,0.0231,0.002,1.0,,109.45,155.31,13718.19,11705.12,7608.33,15801.92,lstm_sequence,2013.07,1952.21,3952.0,0.0019,0.0074,0.0523,1.616,19517.0,0.9987,6.63e-06,False,none,none,,,,,,2017-08-28T08:22:01,2018-02-15T01:09:36,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,324438.13,34224.1,41.04,27895.46,16.6,99.941,79.802,2635.0,1.44,5.391,144,False,False,variable_heavy,76.21,92.04,68,1,0,0,water,none,81.24,23.33,1.949,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-27T16:34:03,69,328.57,328.57,1.908,6.406,3.357,2.885,,,61.54,82.15,,42.12,40.03,46.96,14/12/10,137.0,0.363,17.1,4.5,,,,,84.58,35.249,90.74,64.89,,0.783,0.0044,5.26,0.999,normal,0.00222321,0.0629,False,fatigue_spalling,lubrication_starvation,A_healthy,0.0234,0.0003,1.108,,162.95,152.43,13713.43,15288.8,9937.72,20639.88,particle_filter,-1575.37,1869.58,3952.0,0.0019,0.0075,0.0524,1.616,19517.0,0.9986,6.69e-06,False,none,none,,,,,,2017-11-11T04:58:09,2018-06-22T04:03:01,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,317370.4,34224.1,55.17,27895.46,10.83,99.961,92.853,2635.0,1.44,3.867,144,False,False,variable_heavy,112.06,89.38,69,1,0,0,steam,particulate_mild,37.1,3.7,0.667,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-27T21:19:45,70,333.33,333.33,2.042,8.873,4.345,2.801,,,56.6,80.85,,42.12,38.73,46.88,14/12/10,137.9,0.621,17.1,4.2,,,,,85.88,35.855,88.92,62.91,,1.473,0.0313,144.2,1.0,normal,0.00246318,0.0579,False,fatigue_spalling,none,A_healthy,0.0237,0.0,1.042,,50.36,143.81,13708.67,12364.87,8037.17,16692.58,lstm_sequence,1343.8,1268.09,3952.0,0.002,0.0075,0.0525,1.616,19517.0,0.9986,6.75e-06,False,none,none,,,,,,2017-09-11T11:45:56,2018-03-10T19:28:15,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,118530.54,34224.1,35.26,27895.46,6.67,99.976,86.027,2635.0,1.44,6.697,144,False,False,variable_heavy,93.23,82.49,70,0,0,0,water,chemical_contamination,51.41,114.21,0.014,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-28T02:05:28,71,338.09,338.09,2.042,7.821,3.829,3.172,,,53.88,78.62,,42.12,36.5,45.55,13/11/9,74.3,0.346,19.8,2.2,,,,,86.4,35.98,90.81,65.2,,0.438,0.2127,5.89,0.984,normal,-0.00320134,0.0128,False,fatigue_spalling,none,A_healthy,0.0241,0.0253,1.0,,221.83,133.44,13703.91,12654.2,8225.23,17083.17,kalman_filter,1049.71,1115.59,3952.0,0.002,0.0075,0.0526,1.616,19517.0,0.9986,6.81e-06,False,none,none,,,,,,2017-09-17T17:11:30,2018-03-21T06:09:43,mixed,False,master_technician,False,25.0,,,none,none,684482.06,6161495.98,113653.54,34224.1,29.49,27895.46,13.29,99.952,86.063,2635.0,1.44,4.517,144,False,False,variable_heavy,87.88,78.5,71,0,1,0,water,particulate_mild,34.77,23.01,2.173,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-28T06:51:11,72,342.85,342.85,1.874,7.52,4.014,2.998,,,56.79,81.08,,42.12,38.96,45.52,13/11/9,67.3,0.435,29.4,8.5,,,,,86.97,35.579,90.41,64.06,,0.203,0.0041,115.82,0.9901,normal,0.00109527,0.0272,False,fatigue_spalling,none,A_healthy,0.0244,0.0,1.054,,118.83,134.95,13699.15,14603.07,9491.99,19714.14,lstm_sequence,-903.92,1060.14,3952.0,0.002,0.0076,0.0527,1.616,19517.0,0.9985,6.87e-06,False,none,none,,,,,,2017-10-28T12:23:10,2018-05-29T11:27:34,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,124168.56,34224.1,46.74,27895.46,12.29,99.956,81.447,2635.0,1.44,2.028,144,False,False,variable_heavy,90.82,84.35,72,1,0,0,oil_process,none,88.92,13.1,0.356,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-28T11:36:53,73,347.61,347.61,1.965,8.625,4.39,2.903,,,61.31,77.34,,42.12,35.22,46.29,13/11/9,94.4,0.363,13.1,2.9,,,,,85.15,35.081,90.57,64.44,,0.612,0.0044,91.44,0.9957,normal,0.00090726,0.0738,False,fatigue_spalling,none,A_healthy,0.0248,0.0022,1.0,,97.4,151.24,13694.39,12233.06,7951.49,16514.63,lstm_sequence,1461.33,1278.41,3952.0,0.002,0.0076,0.0527,1.616,19517.0,0.9985,6.93e-06,False,none,none,,,,,,2017-09-09T08:08:39,2018-03-06T17:42:53,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,156198.92,34224.1,22.69,27895.46,11.19,99.96,90.482,2635.0,1.44,3.156,144,False,False,variable_heavy,93.26,77.61,73,0,0,0,oil_hydraulic,none,55.55,19.5,0.666,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-28T16:22:36,74,352.38,352.38,1.762,6.791,3.854,3.171,,,59.09,82.11,,42.12,39.99,46.0,13/11/9,243.8,0.396,81.4,10.2,,,,,86.02,35.036,90.56,65.07,,0.625,0.0719,41.48,0.9951,normal,-0.00078712,0.0336,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0251,0.0183,1.106,,102.46,124.0,13689.62,11960.84,7774.54,16147.13,lstm_sequence,1728.79,1451.55,3952.0,0.002,0.0076,0.0528,1.616,19517.0,0.9985,6.98e-06,False,none,none,,,,,,2017-09-03T20:47:41,2018-02-25T07:05:15,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,115707.62,34224.1,59.23,27895.46,9.38,99.966,82.259,2635.0,1.44,2.912,144,False,False,variable_heavy,91.11,72.97,74,1,0,0,oil_process,particulate_mild,64.29,8.55,2.989,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-28T21:08:19,75,357.14,357.14,1.914,5.9,3.083,2.816,,,60.4,80.71,,42.12,38.59,44.52,14/12/10,103.3,0.409,21.3,4.2,,,,,86.72,34.657,88.44,66.37,,1.417,0.0624,43.01,0.9668,normal,-0.00664726,0.0841,False,fatigue_spalling,none,A_healthy,0.0254,0.0135,1.035,,389.66,155.75,13684.86,11466.34,7453.12,15479.56,lstm_sequence,2218.52,2438.17,3952.0,0.002,0.0077,0.0529,1.616,19517.0,0.9984,7.04e-06,False,none,none,,,,,,2017-08-24T18:18:35,2018-02-07T23:31:46,mixed,False,specialist,False,42.0,,,none,none,684482.06,6161495.98,133563.59,34224.1,53.5,27895.46,16.0,99.943,84.331,2635.0,1.44,6.581,144,False,False,variable_heavy,83.01,96.9,75,1,1,0,oil_hydraulic,particulate_mild,29.11,43.98,0.894,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-29T01:54:01,76,361.9,361.9,1.793,7.936,4.427,3.448,,,59.1,86.37,,42.12,44.25,47.4,14/12/10,67.0,0.333,31.8,9.3,,,,,88.48,37.154,90.39,63.26,,0.839,0.0213,12.15,0.9887,normal,0.00094845,0.0984,False,fatigue_spalling,overload,A_healthy,0.0258,0.006,1.319,,170.61,167.5,13680.1,15025.22,9766.39,20284.04,physics_informed_nn,-1345.12,1212.59,3952.0,0.002,0.0077,0.053,1.616,19517.0,0.9984,7.1e-06,False,none,none,,,,,,2017-11-07T02:30:30,2018-06-14T05:20:02,mixed,False,specialist,False,16.0,,,none,none,684482.06,6161495.98,274803.31,34224.1,36.9,27895.46,18.72,99.933,91.271,2635.0,1.44,2.466,144,False,False,variable_heavy,116.68,74.83,76,1,0,0,oil_hydraulic,particulate_severe,29.42,55.73,0.132,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-29T06:39:44,77,366.66,366.66,1.942,5.853,3.014,3.07,,,63.36,81.88,,42.12,39.76,44.89,13/11/9,87.7,0.737,31.2,5.5,,,,,86.86,33.136,88.5,68.49,,1.135,0.0737,217.71,0.9692,normal,-0.00417013,0.0416,False,fatigue_spalling,none,A_healthy,0.0261,0.0127,1.094,,326.88,152.38,13675.34,15654.07,10175.14,21132.99,weibull_regression,-1978.73,2038.97,3952.0,0.002,0.0077,0.0531,1.616,19517.0,0.9984,7.16e-06,False,none,none,,,,,,2017-11-20T09:41:44,2018-07-06T16:37:08,mixed,False,oem_certified,False,14.0,,,none,none,684482.06,6161495.98,137315.6,34224.1,34.24,27895.46,18.9,99.932,80.844,2635.0,1.44,2.993,144,False,False,variable_heavy,84.08,75.6,77,1,0,0,oil_hydraulic,particulate_mild,40.59,105.83,8.006,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-29T11:25:27,77,371.42,371.42,1.844,5.187,2.813,2.392,,,59.52,80.26,,42.12,38.14,49.24,13/11/9,73.0,0.405,63.7,15.9,,,,,86.84,34.315,91.14,66.22,,0.46,0.0161,21.12,1.0,normal,0.00085917,0.0574,False,fatigue_spalling,none,A_healthy,0.0265,0.019,1.013,,97.85,156.15,13670.58,10726.45,6972.19,14480.71,particle_filter,2944.13,2692.26,3952.0,0.0021,0.0078,0.0532,1.616,19517.0,0.9983,7.21e-06,False,none,none,,,,,,2017-08-09T22:38:55,2018-01-13T08:54:21,mixed,False,journeyman,False,20.0,,,none,none,684482.06,6161495.98,107792.16,34224.1,50.24,27895.46,12.38,99.956,86.567,2635.0,1.44,5.657,144,False,False,variable_heavy,93.05,66.95,77,0,0,0,gas_compressed_air,particulate_severe,36.09,89.73,5.444,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-29T16:11:09,78,376.19,376.19,1.881,8.294,4.408,2.842,,,58.01,83.84,,42.12,41.72,46.08,13/11/9,208.7,0.459,36.2,5.3,,,,,86.06,33.299,89.03,67.17,,0.487,0.008,210.68,0.9714,normal,-0.0047367,0.0463,False,fatigue_spalling,none,A_healthy,0.0268,0.0009,1.192,,386.47,151.57,13665.81,16754.25,10890.26,22618.24,lstm_sequence,-3088.44,2861.19,3952.0,0.0021,0.0078,0.0533,1.616,19517.0,0.9983,7.27e-06,False,none,none,,,,,,2017-12-13T17:18:45,2018-08-15T01:18:04,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,186451.49,34224.1,33.32,27895.46,22.81,99.918,84.381,2635.0,1.44,4.452,144,False,False,variable_heavy,89.62,82.16,78,1,0,0,none,particulate_mild,73.28,17.84,1.143,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-29T20:56:52,79,380.95,380.95,2.006,8.728,4.352,2.677,,,64.22,78.76,,42.12,36.64,47.21,14/12/10,73.4,0.379,15.0,2.6,,,,,84.12,34.862,88.27,62.79,,0.601,0.0364,10.58,0.9839,normal,0.00342941,0.0118,False,fatigue_spalling,none,A_healthy,0.0271,0.0031,1.0,,193.8,153.32,13661.05,14384.89,9350.18,19419.6,lstm_sequence,-723.84,726.06,3952.0,0.0021,0.0078,0.0534,1.616,19517.0,0.9983,7.33e-06,False,none,none,,,,,,2017-10-25T13:23:30,2018-05-23T08:06:09,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,163105.8,34224.1,29.72,27895.46,11.69,99.958,92.13,2635.0,1.44,6.047,144,False,False,variable_heavy,80.19,91.58,79,1,0,0,none,particulate_mild,50.06,72.15,2.893,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-30T01:42:35,80,385.71,385.71,1.955,5.967,3.052,2.885,,,55.11,77.22,,42.12,35.1,47.78,15/13/11,86.5,0.357,35.8,9.9,,,,,89.43,36.291,89.83,65.54,,0.245,0.0825,48.3,0.9953,normal,0.00131082,0.0483,False,fatigue_spalling,none,A_healthy,0.0275,0.0002,1.0,,123.11,152.34,13656.29,12807.99,8325.19,17290.79,physics_informed_nn,848.3,943.87,3952.0,0.0021,0.0079,0.0535,1.616,19517.0,0.9982,7.38e-06,False,none,none,,,,,,2017-09-22T21:42:16,2018-03-28T16:30:03,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,297584.65,34224.1,34.71,27895.46,12.39,99.956,80.213,2635.0,1.44,1.657,144,False,False,variable_heavy,84.79,79.65,80,1,0,0,oil_process,particulate_mild,29.94,21.09,4.541,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-30T06:28:17,81,390.47,390.47,2.08,5.276,2.536,2.766,,,59.76,75.94,,42.12,33.82,47.48,15/13/11,56.3,0.354,51.9,10.9,,,,,85.92,33.113,90.04,65.64,,1.137,0.1274,68.88,1.0,normal,0.00615066,0.0174,False,fatigue_spalling,none,A_healthy,0.0278,0.0182,1.0,,101.85,160.31,13651.53,11426.82,7427.43,15426.21,physics_informed_nn,2224.71,1924.75,3952.0,0.0021,0.0079,0.0536,1.616,19517.0,0.9982,7.44e-06,False,none,none,,,,,,2017-08-25T07:52:56,2018-02-07T23:16:12,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,240725.39,34224.1,25.93,27895.46,11.9,99.957,79.326,2635.0,1.44,6.667,144,False,False,variable_heavy,75.66,94.34,81,0,0,0,oil_hydraulic,particulate_severe,71.84,1.48,4.816,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-30T11:14:00,82,395.23,395.23,1.896,7.495,3.952,2.057,,,61.64,80.18,,42.12,38.06,47.4,14/12/10,171.4,0.442,42.7,5.5,,,,,86.13,34.715,89.14,70.21,,0.267,0.0272,94.15,0.9923,normal,-0.00153016,0.0175,False,fatigue_spalling,thermal_degradation,A_healthy,0.0281,0.0047,1.009,,287.12,153.06,13646.77,16080.16,10452.11,21708.22,lstm_sequence,-2433.4,2986.09,3952.0,0.0021,0.0079,0.0537,1.616,19517.0,0.9982,7.5e-06,False,none,none,,,,,,2017-11-30T11:18:56,2018-07-22T23:22:24,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,314053.39,34224.1,59.8,27895.46,5.68,99.98,81.851,2635.0,1.44,3.673,144,False,False,variable_heavy,91.47,73.66,82,0,0,0,gas_compressed_air,particulate_severe,22.81,37.8,2.037,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-30T15:59:42,83,400.0,400.0,1.74,5.058,2.907,3.367,,,52.31,81.81,,42.12,39.69,44.39,14/12/10,54.3,0.308,9.3,2.7,,,,,85.62,32.898,90.1,61.47,,0.855,0.0243,245.06,1.0,normal,0.0057209,0.0226,False,fatigue_spalling,none,A_healthy,0.0285,0.0,1.09,,37.28,151.74,13642.0,11375.42,7394.02,15356.82,particle_filter,2266.58,2103.88,3952.0,0.0021,0.008,0.0538,1.616,19517.0,0.9981,7.55e-06,False,none,none,,,,,,2017-08-24T15:42:21,2018-02-06T13:06:12,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,208532.73,34224.1,57.79,27895.46,19.03,99.932,83.389,2635.0,1.44,7.787,144,False,False,variable_heavy,93.96,75.19,83,0,0,1,gas_compressed_air,none,78.18,23.16,2.446,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-30T20:45:25,84,404.76,404.76,1.802,5.661,3.142,2.831,,,56.0,76.59,,42.12,34.47,46.87,13/11/9,119.6,0.629,56.7,9.7,,,,,87.4,34.849,88.57,64.26,,0.626,0.061,100.04,0.9943,normal,0.00208136,0.0186,False,fatigue_spalling,none,A_healthy,0.0288,0.0335,1.0,,90.3,141.41,13637.24,16007.75,10405.04,21610.46,weibull_regression,-2370.51,2414.85,3952.0,0.0021,0.008,0.0539,1.616,19517.0,0.9981,7.61e-06,False,none,none,,,,,,2017-11-29T08:37:53,2018-07-20T19:20:36,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,262165.61,34224.1,53.08,27895.46,17.94,99.936,88.315,2635.0,1.44,6.516,144,False,False,variable_heavy,75.64,68.59,84,1,0,0,gas_compressed_air,none,23.36,66.83,0.842,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-31T01:31:08,85,409.52,409.52,1.901,6.19,3.256,3.416,,,56.46,81.04,,42.12,38.92,47.34,13/11/9,72.4,0.452,51.1,13.7,,,,,86.86,35.756,89.91,64.25,,0.512,0.0188,28.28,1.0,normal,0.00094207,0.0426,False,fatigue_spalling,none,A_healthy,0.0292,0.0127,1.052,,27.02,146.97,13632.48,12918.49,8397.02,17439.96,physics_informed_nn,713.99,650.65,3952.0,0.0021,0.008,0.0539,1.616,19517.0,0.9981,7.66e-06,False,none,none,,,,,,2017-09-26T04:45:49,2018-04-02T14:14:06,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,187594.72,34224.1,44.27,27895.46,7.05,99.975,83.972,2635.0,1.44,6.848,144,False,False,variable_heavy,97.83,80.91,85,1,0,0,oil_process,none,43.25,20.21,5.381,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-31T06:16:50,86,414.28,414.28,2.119,6.537,3.086,2.985,,,63.94,80.68,,42.12,38.56,44.12,14/12/10,93.6,0.325,40.7,11.2,,,,,87.05,33.153,89.37,65.64,,0.035,0.0203,143.4,0.9975,normal,-0.00049817,0.0,False,fatigue_spalling,none,A_healthy,0.0295,0.0075,1.034,,215.14,146.86,13627.72,14490.53,9418.84,19562.21,physics_informed_nn,-862.81,912.53,3952.0,0.0022,0.0081,0.054,1.616,19517.0,0.998,7.72e-06,False,none,none,,,,,,2017-10-29T03:32:39,2018-05-28T11:13:43,mixed,False,apprentice,True,,,,none,none,684482.06,6161495.98,188590.05,34224.1,21.66,27895.46,16.08,99.942,83.35,2635.0,1.44,7.239,144,False,False,variable_heavy,82.62,75.6,86,1,0,0,gas_compressed_air,particulate_mild,60.51,25.35,2.798,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-31T11:02:33,87,419.04,419.04,2.321,8.358,3.602,3.244,,,59.68,79.13,,42.12,37.0,46.84,13/11/9,80.0,0.411,78.1,21.3,,,,,86.75,36.295,90.12,67.24,,0.982,0.1951,138.28,0.9905,normal,-0.00036091,0.0529,False,fatigue_spalling,none,A_healthy,0.0298,0.0076,1.0,,387.77,146.44,13622.96,14580.29,9477.19,19683.4,weibull_regression,-957.34,930.68,3952.0,0.0022,0.0081,0.0541,1.616,19517.0,0.998,7.77e-06,False,none,none,,,,,,2017-10-31T05:11:21,2018-05-31T20:17:30,mixed,False,specialist,False,21.0,,,none,none,684482.06,6161495.98,110916.36,34224.1,36.59,27895.46,20.92,99.925,82.617,2635.0,1.44,7.734,144,False,False,variable_heavy,86.41,99.39,87,1,0,1,oil_hydraulic,particulate_mild,50.76,48.49,0.679,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-31T15:48:16,88,423.8,423.8,1.846,7.133,3.865,3.051,,,55.72,77.61,,42.12,35.49,46.07,13/11/9,76.5,0.476,21.3,5.4,,,,,86.72,34.064,91.5,64.31,,1.66,0.0358,56.07,0.9828,normal,-0.00343284,0.0851,False,fatigue_spalling,none,A_healthy,0.0302,0.0141,1.0,,345.7,145.17,13618.2,14282.94,9283.91,19281.97,physics_informed_nn,-664.74,819.05,3952.0,0.0022,0.0081,0.0542,1.616,19517.0,0.998,7.82e-06,False,none,none,,,,,,2017-10-25T05:16:27,2018-05-21T12:18:11,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,185693.1,34224.1,52.76,27895.46,13.34,99.952,87.471,2635.0,1.44,1.086,144,False,False,variable_heavy,80.87,93.46,88,0,0,0,none,none,28.19,21.8,2.482,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2016-12-31T20:33:58,89,428.57,428.57,2.039,5.945,2.915,3.351,,,58.98,74.25,,42.12,32.13,49.04,13/11/9,122.8,0.323,34.0,4.5,,,,,84.5,35.209,90.14,63.21,,1.519,0.1189,28.09,0.9981,normal,0.00076505,0.0397,False,fatigue_spalling,none,A_healthy,0.0305,0.0096,1.0,,45.15,157.84,13613.43,15476.72,10059.87,20893.58,lstm_sequence,-1863.29,1940.99,3952.0,0.0022,0.0082,0.0543,1.616,19517.0,0.9979,7.88e-06,False,none,none,,,,,,2017-11-19T06:55:42,2018-07-02T23:46:54,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,223113.29,34224.1,37.31,27895.46,9.77,99.965,85.898,2635.0,1.44,7.057,144,False,False,variable_heavy,84.53,95.0,89,1,0,3,water,none,37.63,30.67,3.353,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-01T01:19:41,90,433.33,433.33,1.691,4.415,2.611,3.687,,,61.01,77.89,,42.12,35.77,46.91,14/12/10,73.5,0.455,32.0,3.5,,,,,86.65,35.731,89.43,65.4,,0.848,0.2435,309.64,0.9855,normal,-0.00290352,0.0317,False,fatigue_spalling,none,A_healthy,0.0309,0.0064,1.0,,190.11,156.81,13608.67,11213.37,7288.69,15138.05,weibull_regression,2395.3,2465.47,3952.0,0.0022,0.0082,0.0544,1.616,19517.0,0.9979,7.93e-06,False,none,none,,,,,,2017-08-22T16:00:53,2018-02-02T04:41:44,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,178409.13,34224.1,45.91,27895.46,15.03,99.946,88.455,2635.0,1.44,4.137,144,False,False,variable_heavy,87.24,86.06,90,0,0,0,oil_process,particulate_mild,80.91,25.54,1.706,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-01T06:05:24,91,438.09,438.09,1.873,8.409,4.488,3.019,,,58.55,81.19,,42.12,39.06,46.73,13/11/9,120.0,0.368,70.7,16.8,,,,,86.67,35.601,88.79,65.88,,0.353,0.1164,117.59,0.9791,normal,-0.00367751,0.0572,False,fatigue_spalling,none,A_healthy,0.0312,0.0021,1.059,,344.17,146.71,13603.91,10901.89,7086.23,14717.55,xgboost_gradient,2702.02,2928.05,3952.0,0.0022,0.0082,0.0545,1.616,19517.0,0.9978,7.99e-06,False,none,none,,,,,,2017-08-16T09:01:59,2018-01-22T08:41:35,mixed,False,master_technician,False,60.0,,,none,none,684482.06,6161495.98,299008.32,34224.1,52.74,27895.46,38.8,99.861,86.486,2635.0,1.44,5.068,144,False,False,variable_heavy,91.42,81.2,91,1,0,3,oil_hydraulic,none,87.22,0.39,1.446,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-01T10:51:06,92,442.85,442.85,1.535,6.476,4.22,2.84,,,69.04,78.87,,42.12,36.75,47.69,13/11/9,65.9,0.527,51.1,13.5,,,,,87.82,33.57,87.37,65.6,,1.024,0.0959,151.03,0.9876,normal,-0.00059853,0.0159,False,fatigue_spalling,none,A_healthy,0.0315,0.0015,1.0,,130.15,133.91,13599.15,12343.8,8023.47,16664.13,kalman_filter,1255.35,1184.37,3952.0,0.0022,0.0082,0.0546,1.616,19517.0,0.9978,8.04e-06,False,none,none,,,,,,2017-09-15T14:45:05,2018-03-14T15:04:53,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,215987.95,34224.1,25.57,27895.46,20.92,99.925,79.61,2635.0,1.44,5.047,144,False,False,variable_heavy,86.88,88.27,92,1,0,0,water,particulate_mild,56.31,22.03,1.515,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-01T15:36:49,93,447.61,447.61,2.084,7.55,3.622,2.91,,,56.84,79.55,,42.12,37.43,43.73,13/11/9,53.4,0.489,29.8,7.3,,,,,86.02,35.21,90.18,64.63,,0.734,0.0051,152.58,1.0,normal,0.00343284,0.0154,False,fatigue_spalling,none,A_healthy,0.0319,0.0167,1.0,,137.36,159.58,13594.39,14518.85,9437.25,19600.45,xgboost_gradient,-924.47,1122.9,3952.0,0.0022,0.0083,0.0547,1.616,19517.0,0.9978,8.09e-06,False,none,none,,,,,,2017-10-31T03:02:25,2018-05-30T20:38:20,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,130363.4,34224.1,42.55,27895.46,5.49,99.98,84.2,2635.0,1.44,3.861,144,False,False,variable_heavy,81.3,90.49,93,1,0,0,steam,none,34.08,3.0,1.017,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-01T20:22:32,94,452.38,452.38,2.147,6.116,2.848,3.099,,,63.05,70.88,,42.12,28.76,45.54,14/12/10,103.7,0.31,54.6,15.9,,,,,87.39,35.004,90.39,67.3,,0.686,0.0256,140.46,1.0,normal,0.00037144,0.004,False,fatigue_spalling,none,A_healthy,0.0322,0.0044,1.0,,49.72,173.89,13589.62,12874.15,8368.2,17380.11,xgboost_gradient,715.47,867.82,3952.0,0.0023,0.0083,0.0548,1.616,19517.0,0.9977,8.15e-06,False,none,none,,,,,,2017-09-27T01:27:09,2018-04-02T19:24:23,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,268424.38,34224.1,55.01,27895.46,23.91,99.914,81.634,2635.0,1.44,6.866,144,False,False,variable_heavy,71.11,88.68,94,0,0,0,none,particulate_mild,75.58,95.0,1.471,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-02T01:08:14,95,457.14,457.14,2.042,6.197,3.034,3.195,,,59.34,82.08,,42.12,39.96,48.84,13/11/9,134.9,0.429,43.0,12.8,,,,,86.39,35.392,90.28,64.91,,0.686,0.003,43.46,1.0,normal,0.00290352,0.0232,False,fatigue_spalling,misalignment_induced,A_healthy,0.0326,0.0,1.104,,33.98,150.82,13584.86,15604.1,10142.67,21065.54,xgboost_gradient,-2019.24,2205.92,3952.0,0.0023,0.0083,0.0548,1.616,19517.0,0.9977,8.2e-06,False,none,none,,,,,,2017-11-23T03:11:20,2018-07-08T16:37:31,mixed,False,specialist,True,,,,none,none,684482.06,6161495.98,264896.95,34224.1,37.72,27895.46,15.22,99.945,89.575,2635.0,1.44,7.206,144,False,False,variable_heavy,96.84,100.09,95,0,0,1,oil_hydraulic,none,61.39,17.93,0.817,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-02T05:53:57,96,461.9,461.9,1.933,6.48,3.352,2.903,,,65.02,79.97,,42.12,37.85,43.0,14/12/10,88.5,0.494,58.1,14.2,,,,,86.98,33.72,90.39,70.37,,0.204,0.0801,32.99,0.9841,normal,0.00099091,0.0324,False,fatigue_spalling,none,A_healthy,0.0329,0.0178,1.0,,283.86,154.02,13580.1,15888.23,10327.35,21449.11,lstm_sequence,-2308.13,2449.14,3952.0,0.0023,0.0084,0.0549,1.616,19517.0,0.9976,8.25e-06,False,none,none,,,,,,2017-11-29T06:00:55,2018-07-18T22:53:48,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,320612.91,34224.1,22.64,27895.46,13.3,99.952,82.069,2635.0,1.44,3.536,144,False,False,variable_heavy,84.42,93.04,96,1,0,0,oil_process,particulate_severe,60.35,86.63,4.58,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-02T10:39:40,97,466.66,466.66,2.15,7.26,3.377,2.732,,,59.52,78.6,,42.12,36.48,46.82,14/12/10,62.0,0.447,11.6,1.5,,,,,84.18,34.736,88.47,63.43,,0.347,0.148,82.13,0.9876,normal,1.795e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0332,0.021,1.0,,210.69,135.31,13575.34,14935.0,9707.75,20162.25,physics_informed_nn,-1359.66,1765.87,3952.0,0.0023,0.0084,0.055,1.616,19517.0,0.9976,8.3e-06,False,none,none,,,,,,2017-11-09T14:09:34,2018-06-15T09:24:31,mixed,False,journeyman,True,,,,none,none,684482.06,6161495.98,185321.93,34224.1,30.62,27895.46,28.83,99.897,78.955,2635.0,1.44,7.461,144,False,False,variable_heavy,83.21,75.07,97,1,0,1,oil_hydraulic,particulate_mild,34.64,14.83,0.275,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-02T15:25:22,98,471.42,471.42,2.102,7.675,3.652,2.891,,,61.64,78.46,,42.12,36.33,47.49,13/11/9,189.0,0.358,28.5,3.0,,,,,86.86,33.186,89.14,65.59,,1.333,0.0659,45.77,0.9907,normal,-0.00185542,0.0093,False,fatigue_spalling,none,A_healthy,0.0336,0.0277,1.0,,402.3,133.32,13570.58,14879.59,9671.74,20087.45,lstm_sequence,-1309.02,1583.66,3952.0,0.0023,0.0084,0.0551,1.616,19517.0,0.9976,8.36e-06,False,none,none,,,,,,2017-11-08T15:13:11,2018-06-13T15:04:40,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,168258.84,34224.1,41.0,27895.46,9.6,99.966,81.531,2635.0,1.44,4.941,144,False,False,variable_heavy,80.58,87.11,98,1,0,0,oil_hydraulic,none,87.86,23.79,2.097,,,standard
ASSET-000038,conveyor_belt,high,PrecisionDrive GmbH,MDL-2692-B,2016-12-14,14042.0,1800.0,86.11747856395684,desert_arid,wind_energy,FAC-050,LINE-S,none,2017-01-02T20:11:05,99,476.18,476.18,2.094,7.393,3.53,3.342,,,59.25,77.04,,42.12,34.92,45.67,14/12/10,89.9,0.562,24.4,3.4,,,,,86.59,34.078,88.91,65.86,,1.027,0.0026,223.75,0.9927,normal,-0.00146236,0.0194,False,fatigue_spalling,none,A_healthy,0.0339,0.009,1.0,,370.35,159.72,13565.82,11832.55,7691.16,15973.94,lstm_sequence,1733.27,1547.55,3952.0,0.0023,0.0085,0.0552,1.616,19517.0,0.9975,8.41e-06,False,none,none,,,,,,2017-09-06T08:27:32,2018-02-25T21:51:04,mixed,False,master_technician,True,,,,none,none,684482.06,6161495.98,268261.23,34224.1,59.75,27895.46,15.86,99.943,80.467,2635.0,1.44,2.073,144,False,False,variable_heavy,78.13,74.91,99,1,0,0,water,none,75.08,17.75,2.784,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-09T04:09:46,1,4.16,4.16,2.041,8.298,4.067,3.167,,,61.86,63.68,,27.45,36.22,46.54,14/12/10,77.9,0.367,46.4,8.1,,,,,80.51,32.57,90.92,65.48,,0.552,0.0388,22.23,0.9925,normal,0.0,0.0253,False,adhesive_wear,none,A_healthy,0.0,0.0,1.0,,150.9,143.78,93053.84,100444.73,65289.07,135600.38,xgboost_gradient,-7390.89,7422.0,16934.0,0.0,0.0001,0.0015,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-02T18:31:39,2019-11-06T14:10:58,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,68585.49,7945.56,58.95,117875.62,11.45,99.99,90.122,11289.5,2.24,1.402,224,False,False,variable_mild,82.23,74.57,1,0,0,0,oil_process,water_ingress,83.66,10.33,0.812,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-09T08:19:33,2,8.33,8.33,1.894,5.547,2.929,2.944,,,57.56,57.31,,27.45,29.86,46.03,14/12/10,101.7,0.312,5.8,1.3,,,,,78.27,30.229,90.67,63.06,,0.092,0.0179,44.79,1.0,normal,0.0,0.003,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,457.05,144.1,93049.67,101244.83,65809.14,136680.52,xgboost_gradient,-8195.16,7255.51,16934.0,0.0,0.0001,0.0015,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-19T14:44:30,2019-12-05T02:25:57,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,48031.48,7945.56,53.26,117875.62,11.49,99.99,83.481,11289.5,2.24,5.322,224,False,False,variable_mild,81.06,90.4,2,0,0,0,gas_compressed_air,none,72.17,85.3,3.351,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-09T12:29:20,3,12.49,12.49,1.958,4.899,2.502,2.37,,,63.31,60.22,,27.45,32.76,47.11,14/12/10,74.5,0.347,66.0,18.5,,,,,79.02,30.906,89.82,63.68,,0.137,0.0034,165.4,1.0,normal,0.0,0.0117,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,167.97,137.11,93045.51,98733.2,64176.58,133289.83,physics_informed_nn,-5687.69,4726.54,16934.0,0.0,0.0001,0.0015,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-09-28T11:05:29,2019-09-07T07:42:47,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,55370.54,7945.56,24.81,117875.62,8.43,99.99,86.971,11289.5,2.24,2.999,224,False,False,variable_mild,79.47,78.85,3,0,0,0,water,none,26.37,10.77,2.378,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-09T16:39:07,4,16.65,16.65,1.901,7.551,3.973,3.066,,,59.61,60.93,,27.45,33.48,44.34,14/12/10,142.5,0.434,23.2,5.5,,,,,77.64,31.967,91.05,65.49,,0.786,0.0294,10.58,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0013,1.0,,37.59,157.74,93041.35,77818.37,50581.94,105054.8,weibull_regression,15222.98,16566.94,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-07-19T21:50:10,2017-08-27T18:15:53,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,29630.38,7945.56,49.32,117875.62,12.15,99.99,79.301,11289.5,2.24,1.615,224,False,False,variable_mild,69.77,111.02,4,0,0,0,water,particulate_mild,66.14,10.68,0.768,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-09T20:48:54,5,20.82,20.82,2.413,8.594,3.561,3.497,,,60.32,58.67,,27.45,31.22,48.3,14/12/10,282.5,0.528,47.5,7.4,,,,,77.08,30.845,88.72,65.7,,0.134,0.0943,52.84,0.9897,normal,-0.00205356,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,183.62,142.02,93037.18,85571.42,55621.42,115521.42,lstm_sequence,7465.76,8776.19,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-12-28T14:31:31,2018-05-29T12:31:20,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,38248.53,7945.56,42.89,117875.62,20.07,99.983,85.844,11289.5,2.24,5.874,224,False,False,variable_mild,70.61,77.47,5,0,0,0,water,chemical_contamination,64.14,39.77,4.893,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-10T00:58:41,6,24.98,24.98,2.196,6.535,2.976,2.802,,,60.82,63.22,,27.45,35.76,44.13,13/11/9,88.4,0.591,8.6,2.1,,,,,77.55,30.818,91.28,65.02,,0.252,0.0095,20.82,1.0,normal,0.0015051,0.0979,False,adhesive_wear,erosion,A_healthy,0.0003,0.0016,1.0,,88.32,161.79,93033.02,106820.71,69433.46,144207.96,weibull_regression,-13787.69,16878.53,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-03-15T11:19:59,2020-06-20T06:34:53,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,70508.41,7945.56,56.52,117875.62,15.6,99.987,88.602,11289.5,2.24,7.98,224,False,False,variable_mild,71.4,90.48,6,0,0,0,oil_process,none,30.44,27.21,1.904,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-10T05:08:28,7,29.14,29.14,2.13,7.478,3.511,3.153,,,65.19,66.03,,27.45,38.57,46.56,13/11/9,110.8,0.415,32.7,4.9,,,,,79.13,32.189,89.77,67.9,,0.012,0.0219,3.57,1.0,normal,0.0,0.0362,False,adhesive_wear,none,A_healthy,0.0003,0.0107,1.0,,341.05,147.2,93028.86,83055.07,53985.8,112124.35,particle_filter,9973.79,8913.2,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-11-06T12:40:38,2018-03-01T17:57:09,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,27344.75,7945.56,22.15,117875.62,20.59,99.983,91.151,11289.5,2.24,2.724,224,False,False,variable_mild,82.49,76.34,7,0,0,0,none,none,59.28,28.71,7.703,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-10T09:18:15,8,33.3,33.3,2.017,7.945,3.938,2.722,,,61.41,68.74,,27.45,41.29,47.31,14/12/10,83.0,0.43,9.6,2.8,,,,,79.31,32.37,90.47,67.94,,2.049,0.0114,25.27,0.9944,normal,-0.00111349,0.0425,False,adhesive_wear,none,A_healthy,0.0004,0.0,1.0,,107.43,150.72,93024.7,104797.4,68118.31,141476.48,physics_informed_nn,-11772.7,11448.4,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-02-02T16:00:08,2020-04-09T23:05:27,mixed,False,master_technician,False,28.0,,,none,none,158911.16,27435961.24,71044.0,7945.56,55.39,117875.62,10.25,99.99,83.998,11289.5,2.24,4.147,224,False,False,variable_mild,95.47,80.04,8,0,0,0,steam,particulate_mild,88.61,127.46,4.381,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-10T13:28:02,9,37.47,37.47,2.122,5.965,2.811,2.105,,,57.64,62.61,,27.45,35.16,42.63,13/11/9,128.2,0.302,13.0,2.6,,,,,76.68,30.632,88.31,65.67,,0.059,0.0323,20.51,1.0,normal,0.0,0.0145,False,adhesive_wear,none,A_healthy,0.0004,0.0026,1.0,,255.23,159.26,93020.53,109653.18,71274.57,148031.79,physics_informed_nn,-16632.65,14558.79,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-05-14T00:03:26,2020-09-29T02:40:12,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,44526.99,7945.56,27.43,117875.62,15.69,99.987,87.587,11289.5,2.24,4.686,224,False,False,variable_mild,76.62,93.05,9,0,0,0,water,none,73.97,7.95,0.504,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-10T17:37:49,10,41.63,41.63,2.142,8.842,4.127,3.166,,,61.56,64.63,,27.45,37.18,44.63,15/13/11,121.2,0.795,17.2,4.6,,,,,77.42,30.272,88.26,65.25,,0.646,0.0645,68.79,0.9837,normal,-0.00121097,0.0346,False,adhesive_wear,none,A_healthy,0.0004,0.0021,1.0,,274.34,166.57,93016.37,99736.81,64828.93,134644.69,xgboost_gradient,-6720.44,8299.1,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-10-20T14:02:07,2019-10-14T01:55:08,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,66670.37,7945.56,48.39,117875.62,26.36,99.978,84.071,11289.5,2.24,5.866,224,False,False,variable_mild,84.9,79.51,10,0,0,0,gas_compressed_air,water_ingress,52.88,57.13,2.725,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-10T21:47:36,11,45.79,45.79,2.155,5.975,2.773,3.196,,,60.52,57.92,,27.45,30.47,46.94,14/12/10,217.8,0.345,33.5,9.5,,,,,78.19,29.747,91.86,62.97,,0.037,0.0011,132.34,1.0,normal,0.0,0.004,False,adhesive_wear,none,A_healthy,0.0005,0.0103,1.0,,38.66,160.37,93012.21,79901.14,51935.74,107866.54,particle_filter,13111.07,14765.01,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-09-02T12:21:49,2017-11-10T17:45:46,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,62562.17,7945.56,20.83,117875.62,2.55,99.99,81.009,11289.5,2.24,6.118,224,False,False,variable_mild,68.89,79.42,11,0,0,0,oil_process,none,87.49,42.93,6.527,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-11T01:57:23,12,49.96,49.96,2.063,7.315,3.545,2.928,,,60.69,62.0,,27.45,34.54,44.76,13/11/9,237.7,0.485,32.6,4.2,,,,,77.37,30.973,90.19,62.58,,0.194,0.0384,32.26,1.0,normal,0.0,0.0,False,adhesive_wear,contamination,A_healthy,0.0005,0.0,1.0,,51.56,157.52,93008.04,103474.14,67258.19,139690.09,weibull_regression,-10466.1,11504.95,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-06T19:01:35,2020-02-23T18:58:31,mixed,False,specialist,False,38.0,,,none,none,158911.16,27435961.24,68070.61,7945.56,58.41,117875.62,7.18,99.99,89.622,11289.5,2.24,6.684,224,False,False,variable_mild,90.41,80.58,12,0,0,0,steam,particulate_severe,35.28,76.76,2.564,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-11T06:07:10,13,54.12,54.12,2.145,5.95,2.774,2.969,,,63.35,61.64,,27.45,34.19,44.09,14/12/10,96.0,0.385,34.9,5.0,,,,,77.97,30.727,90.09,68.0,,0.304,0.0139,75.52,1.0,normal,0.00111349,0.0,False,adhesive_wear,imbalance_induced,A_healthy,0.0006,0.0,1.0,,75.48,148.79,93003.88,99750.9,64838.09,134663.72,weibull_regression,-6747.02,6952.35,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-10-21T09:34:17,2019-10-15T02:23:15,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,41521.27,7945.56,23.65,117875.62,7.74,99.99,86.144,11289.5,2.24,2.41,224,False,False,variable_mild,74.41,76.14,13,0,0,0,oil_hydraulic,none,75.06,20.09,3.96,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-11T10:16:57,14,58.28,58.28,1.891,5.037,2.663,3.106,,,56.62,60.02,,27.45,32.57,45.26,14/12/10,86.1,0.651,21.8,3.2,,,,,80.41,30.998,90.17,65.31,,0.596,0.1113,136.25,0.9908,normal,-0.00184447,0.0083,False,adhesive_wear,none,A_healthy,0.0006,0.0112,1.0,,123.45,143.14,92999.72,84250.57,54762.87,113738.27,lstm_sequence,8749.15,9025.62,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-12-02T15:34:00,2018-04-14T07:15:55,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,56602.85,7945.56,38.83,117875.62,5.28,99.99,83.286,11289.5,2.24,7.514,224,False,False,variable_mild,67.71,71.37,14,0,0,0,steam,none,38.33,55.67,0.83,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-11T14:26:44,15,62.45,62.45,1.884,7.242,3.843,2.979,,,60.21,63.17,,27.45,35.71,45.17,14/12/10,66.3,0.37,7.7,1.1,,,,,77.7,30.75,91.3,63.95,,1.151,0.0822,75.81,0.9844,normal,0.00013835,0.0077,False,adhesive_wear,corrosion_fatigue,A_healthy,0.0007,0.0187,1.0,,177.05,133.58,92995.55,98863.7,64261.4,133465.99,physics_informed_nn,-5868.14,6826.17,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-10-03T06:17:39,2019-09-14T00:35:17,mixed,False,specialist,False,22.0,,,none,none,158911.16,27435961.24,29412.85,7945.56,59.94,117875.62,14.7,99.988,81.849,11289.5,2.24,7.3,224,False,False,variable_mild,85.89,83.63,15,0,0,0,water,none,36.41,33.19,0.177,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-11T18:36:31,16,66.61,66.61,1.94,8.206,4.23,2.781,,,60.98,64.86,,27.45,37.41,46.52,14/12/10,256.5,0.488,23.0,4.3,,,,,80.21,32.502,89.98,62.64,,0.353,0.0339,75.25,0.9876,normal,-0.00248196,0.0,False,adhesive_wear,abrasive_wear,A_healthy,0.0007,0.0,1.0,,155.01,148.9,92991.39,80067.48,52043.86,108091.1,physics_informed_nn,12923.91,16206.85,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-09-06T20:20:52,2017-11-17T11:57:54,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,38417.57,7945.56,54.76,117875.62,14.99,99.987,84.167,11289.5,2.24,4.518,224,False,False,variable_mild,89.42,83.93,16,0,0,0,water,none,37.25,23.94,4.649,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-11T22:46:18,17,70.77,70.77,1.775,4.833,2.723,2.757,,,57.32,57.5,,27.45,30.05,44.55,14/12/10,98.2,0.305,19.0,2.3,,,,,79.44,30.633,90.0,64.72,,1.391,0.046,73.7,1.0,normal,0.0,0.0408,False,adhesive_wear,none,A_healthy,0.0008,0.0,1.0,,73.41,156.23,92987.23,106392.09,69154.86,143629.32,lstm_sequence,-13404.86,14671.22,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-03-08T10:48:56,2020-06-07T00:02:46,mixed,False,journeyman,False,7.0,,,none,none,158911.16,27435961.24,52089.52,7945.56,47.0,117875.62,32.59,99.972,90.472,11289.5,2.24,7.808,224,False,False,variable_mild,70.29,84.0,17,0,0,0,oil_process,none,74.4,75.03,4.41,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-12T02:56:05,18,74.93,74.93,1.901,5.998,3.155,3.311,,,68.58,59.47,,27.45,32.02,47.76,13/11/9,100.7,0.313,38.3,5.4,,,,,77.9,29.999,90.56,66.74,,0.505,0.0335,34.53,0.9972,normal,-0.00056405,0.0158,False,adhesive_wear,contamination,A_healthy,0.0008,0.0028,1.0,,120.49,144.75,92983.07,108300.59,70395.38,146205.79,kalman_filter,-15317.52,19157.58,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-17T09:13:42,2020-08-13T18:26:02,mixed,False,master_technician,False,89.0,,,none,none,158911.16,27435961.24,43802.57,7945.56,43.48,117875.62,19.07,99.984,81.295,11289.5,2.24,4.309,224,False,False,variable_mild,72.83,82.12,18,0,0,0,oil_hydraulic,particulate_mild,72.41,6.83,1.32,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-12T07:05:52,19,79.1,79.1,1.997,6.28,3.144,2.946,,,60.15,57.74,,27.45,30.29,42.34,14/12/10,62.9,0.558,9.3,2.0,,,,,77.73,30.166,90.11,65.59,,1.403,0.0357,93.32,0.9896,normal,-0.0002382,0.0,False,adhesive_wear,none,A_healthy,0.0008,0.0,1.0,,185.58,149.66,92978.9,78837.0,51244.05,106429.95,physics_informed_nn,14141.9,13146.83,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-08-12T17:35:47,2017-10-05T10:32:44,mixed,False,journeyman,False,76.0,,,none,none,158911.16,27435961.24,64793.83,7945.56,53.03,117875.62,15.2,99.987,78.714,11289.5,2.24,5.093,224,False,False,variable_mild,74.09,91.37,19,0,0,0,oil_process,particulate_mild,26.82,22.06,0.634,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-12T11:15:39,20,83.26,83.26,1.907,5.951,3.121,2.973,,,57.99,62.3,,27.45,34.85,46.59,13/11/9,50.1,0.573,6.3,1.0,,,,,80.48,30.628,89.48,62.82,,0.413,0.0437,38.05,1.0,normal,0.00312618,0.0047,False,adhesive_wear,none,A_healthy,0.0009,0.0143,1.0,,84.53,139.65,92974.74,80483.3,52314.14,108652.45,particle_filter,12491.44,10381.3,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-09-16T04:54:32,2017-12-02T22:03:46,mixed,False,master_technician,False,23.0,,,none,none,158911.16,27435961.24,46776.72,7945.56,55.64,117875.62,25.71,99.978,84.33,11289.5,2.24,5.911,224,False,False,variable_mild,82.46,82.88,20,0,0,0,oil_process,particulate_mild,83.99,47.14,1.645,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-12T15:25:26,21,87.42,87.42,1.891,7.591,4.014,3.077,,,55.1,66.4,,27.45,38.94,46.46,13/11/9,60.4,0.387,39.8,5.7,,,,,77.1,30.245,90.55,63.5,,3.167,0.0128,222.58,0.991,normal,0.00067327,0.0043,False,adhesive_wear,none,A_healthy,0.0009,0.0,1.0,,138.42,156.58,92970.58,82257.24,53467.21,111047.28,lstm_sequence,10713.33,12031.99,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-10-23T08:02:44,2018-02-03T22:04:50,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,56561.93,7945.56,21.27,117875.62,5.44,99.99,85.283,11289.5,2.24,1.999,224,False,False,variable_mild,83.07,79.92,21,0,0,0,oil_hydraulic,none,54.69,66.31,0.775,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-12T19:35:13,22,91.59,91.59,1.712,6.983,4.079,2.981,,,58.28,63.03,,27.45,35.58,49.25,13/11/9,169.5,0.471,7.8,1.4,,,,,79.44,31.791,90.97,61.96,,0.164,0.0328,117.02,0.9959,normal,-0.00082006,0.0283,False,adhesive_wear,none,A_healthy,0.001,0.0,1.0,,128.06,141.84,92966.41,108804.41,70722.87,146885.96,weibull_regression,-15838.0,14850.04,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-28T13:47:37,2020-09-01T07:20:17,mixed,False,oem_certified,True,,,,none,none,158911.16,27435961.24,75817.44,7945.56,31.92,117875.62,11.5,99.99,86.196,11289.5,2.24,7.584,224,False,False,variable_mild,84.54,77.33,22,0,0,0,water,none,62.52,47.17,0.956,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-12T23:45:00,23,95.75,95.75,2.199,7.402,3.366,3.379,,,55.05,58.35,,27.45,30.9,46.52,14/12/10,112.4,0.494,72.3,16.4,,,,,79.76,32.051,89.25,66.4,,0.059,0.0002,58.76,1.0,normal,0.00056405,0.0,False,adhesive_wear,cavitation,A_healthy,0.001,0.0,1.0,,19.0,136.33,92962.25,83021.41,53963.92,112078.91,xgboost_gradient,9940.84,9777.56,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-11-08T14:27:22,2018-03-03T07:57:02,mixed,False,apprentice,True,,,,none,none,158911.16,27435961.24,35183.81,7945.56,52.66,117875.62,10.37,99.99,81.528,11289.5,2.24,5.477,224,False,False,variable_mild,62.53,79.52,23,0,0,0,water,particulate_mild,85.45,118.37,0.879,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-13T03:54:47,24,99.91,99.91,1.815,5.38,2.964,2.946,,,66.39,61.57,,27.45,34.12,46.83,14/12/10,97.3,0.321,77.0,15.0,,,,,78.75,32.978,90.69,60.22,,0.048,0.023,61.43,1.0,normal,0.00208267,0.0659,False,adhesive_wear,adhesive_wear,A_healthy,0.0011,0.0033,1.0,,178.25,160.74,92958.09,104244.86,67759.16,140730.56,xgboost_gradient,-11286.77,12943.06,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-24T22:20:32,2020-03-24T04:02:34,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,26700.06,7945.56,59.71,117875.62,7.04,99.99,85.007,11289.5,2.24,3.353,224,False,False,variable_mild,77.76,83.39,24,0,0,0,none,none,47.58,52.56,0.17,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-13T08:04:34,25,104.08,104.08,1.864,7.705,4.134,3.14,,,60.87,64.12,,27.45,36.66,46.44,13/11/9,69.3,0.442,8.4,1.4,,,,,79.54,32.61,90.46,65.78,,0.786,0.0177,175.7,0.9948,normal,-0.00103872,0.0094,False,adhesive_wear,none,A_healthy,0.0011,0.0034,1.0,,119.93,144.96,92953.92,101459.74,65948.83,136970.64,xgboost_gradient,-8505.81,10458.03,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-28T01:56:38,2019-12-16T16:51:05,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,47535.73,7945.56,57.11,117875.62,4.72,99.99,79.692,11289.5,2.24,2.945,224,False,False,variable_mild,81.54,73.49,25,0,0,0,water,none,27.35,47.43,0.2,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-13T12:14:21,26,108.24,108.24,2.317,6.072,2.62,3.028,,,53.26,65.98,,27.45,38.53,47.26,14/12/10,90.9,0.45,11.3,2.3,,,,,80.02,32.114,90.71,64.94,,1.257,0.0233,101.3,1.0,normal,0.00180869,0.0052,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,156.88,155.78,92949.76,105925.99,68851.89,143000.08,particle_filter,-12976.23,16768.19,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-02-29T07:13:58,2020-05-23T01:19:42,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,39108.41,7945.56,29.5,117875.62,13.25,99.989,91.288,11289.5,2.24,6.707,224,False,False,variable_mild,88.4,96.02,26,0,0,0,oil_process,none,54.21,8.95,1.647,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-13T16:24:08,27,112.4,112.4,1.978,5.979,3.022,3.152,,,54.32,65.94,,27.45,38.49,43.5,13/11/9,92.4,0.358,6.9,1.7,,,,,79.47,31.405,90.18,68.15,,0.807,0.1787,111.1,0.9967,normal,0.00016337,0.0084,False,adhesive_wear,imbalance_induced,A_healthy,0.0012,0.0,1.0,,52.95,147.53,92945.6,88827.01,57737.55,119916.46,physics_informed_nn,4118.59,4363.55,16934.0,0.0,0.0001,0.0016,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-03-10T05:54:21,2018-09-25T15:21:30,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,39288.3,7945.56,59.16,117875.62,6.11,99.99,84.916,11289.5,2.24,3.475,224,False,False,variable_mild,84.44,92.2,27,0,0,0,water,particulate_mild,64.76,21.55,4.045,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-13T20:33:55,28,116.57,116.57,2.034,6.585,3.238,3.203,,,60.15,57.67,,27.45,30.22,44.53,13/11/9,153.1,0.984,12.1,3.3,,,,,79.09,32.923,88.08,65.01,,0.601,0.0136,40.9,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.003,1.0,,43.91,141.27,92941.43,80346.69,52225.35,108468.03,particle_filter,12594.75,14867.43,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-09-14T17:54:32,2017-11-29T11:14:58,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,74193.39,7945.56,38.67,117875.62,27.51,99.977,81.044,11289.5,2.24,4.247,224,False,False,variable_mild,68.06,84.22,28,0,0,0,water,particulate_mild,25.74,18.16,2.159,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-14T00:43:42,29,120.73,120.73,2.416,9.354,3.871,3.029,,,59.17,66.84,,27.45,39.39,46.2,13/11/9,81.4,0.434,17.2,2.8,,,,,77.76,32.47,90.81,65.7,,0.606,0.0458,47.29,0.9958,normal,-0.00084078,0.0,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,118.45,151.99,92937.27,84124.29,54680.79,113567.79,xgboost_gradient,8812.98,10341.38,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-12-02T14:52:21,2018-04-12T10:22:24,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,41807.36,7945.56,22.91,117875.62,6.13,99.99,88.579,11289.5,2.24,2.029,224,False,False,variable_mild,96.39,73.7,29,0,0,0,oil_process,particulate_mild,65.12,44.55,2.695,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-14T04:53:29,30,124.89,124.89,2.035,6.594,3.241,3.499,,,62.52,62.15,,27.45,34.7,47.32,14/12/10,68.5,0.374,27.0,5.3,,,,,79.66,31.877,91.14,64.0,,0.195,0.1673,13.79,0.9922,normal,-0.00051714,0.0301,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,206.97,159.13,92933.11,109938.83,71460.24,148417.42,xgboost_gradient,-17005.72,17472.9,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-05-23T14:18:28,2020-10-12T20:53:57,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,61151.52,7945.56,53.06,117875.62,12.85,99.989,84.142,11289.5,2.24,7.993,224,False,False,variable_mild,79.19,81.48,30,0,0,0,gas_compressed_air,water_ingress,63.75,3.82,1.177,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-14T09:03:16,31,129.05,129.05,2.086,6.385,3.061,2.825,,,60.21,59.4,,27.45,31.94,48.02,13/11/9,69.4,0.314,13.9,2.8,,,,,78.4,30.247,90.63,62.92,,0.217,0.0629,469.68,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0014,0.0131,1.0,,114.89,156.54,92928.95,75558.56,49113.06,102004.06,xgboost_gradient,17370.39,22165.55,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-06-07T12:20:03,2017-06-13T09:49:48,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,33183.78,7945.56,53.11,117875.62,10.42,99.99,83.8,11289.5,2.24,1.347,224,False,False,variable_mild,72.24,91.54,31,0,0,0,oil_hydraulic,none,67.7,120.45,3.988,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-14T13:13:03,32,133.22,133.22,2.021,8.986,4.447,2.77,,,60.81,59.55,,27.45,32.1,44.89,14/12/10,80.9,0.483,38.4,5.1,,,,,78.14,30.596,90.65,65.01,,0.07,0.0059,102.76,1.0,normal,0.0006567,0.0088,False,adhesive_wear,adhesive_wear,A_healthy,0.0014,0.0,1.0,,15.68,147.67,92924.78,107988.9,70192.78,145785.01,particle_filter,-15064.11,15341.55,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-13T07:39:56,2020-08-05T03:46:45,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,44873.68,7945.56,35.96,117875.62,24.03,99.98,85.311,11289.5,2.24,1.635,224,False,False,variable_mild,74.36,79.16,32,0,0,1,water,particulate_mild,26.19,18.17,9.811,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-14T17:22:50,33,137.38,137.38,1.834,7.457,4.065,3.006,,,56.61,59.42,,27.45,31.97,47.0,14/12/10,96.5,0.335,8.8,1.0,,,,,79.58,31.1,89.55,63.0,,0.398,0.0541,146.34,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,115.56,135.57,92920.62,104372.76,67842.29,140903.22,lstm_sequence,-11452.14,12271.75,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-29T03:45:36,2020-03-30T06:13:32,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,73697.76,7945.56,27.5,117875.62,7.8,99.99,85.841,11289.5,2.24,7.777,224,False,False,variable_mild,73.64,84.48,33,0,0,0,oil_hydraulic,particulate_severe,40.5,33.82,0.67,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-14T21:32:37,34,141.54,141.54,2.161,5.764,2.667,2.99,,,69.36,59.43,,27.45,31.98,45.78,13/11/9,106.0,0.47,15.8,2.7,,,,,78.57,32.178,89.24,65.49,,2.575,0.1357,143.34,0.9891,normal,-0.00133844,0.0197,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,272.17,158.64,92916.46,79450.52,51642.84,107258.2,physics_informed_nn,13465.94,12590.73,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-08-28T02:48:13,2017-10-29T18:29:07,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,72077.9,7945.56,25.05,117875.62,12.29,99.99,85.699,11289.5,2.24,6.465,224,False,False,variable_mild,81.63,76.85,34,0,0,0,water,none,58.99,11.3,4.967,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-15T01:42:24,35,145.71,145.71,1.977,4.953,2.506,3.255,,,60.71,63.43,,27.45,35.98,46.86,14/12/10,218.9,0.366,35.4,9.5,,,,,78.74,29.941,91.28,63.31,,0.609,0.0812,111.4,0.9889,normal,-0.00065597,0.0083,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,132.08,139.14,92912.29,77863.49,50611.27,105115.71,xgboost_gradient,15048.8,14028.3,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-07-26T05:27:04,2017-09-03T17:40:20,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,36110.87,7945.56,52.74,117875.62,13.14,99.989,89.115,11289.5,2.24,7.971,224,False,False,variable_mild,83.31,82.52,35,0,0,0,none,none,68.65,47.33,0.897,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-15T05:52:11,36,149.87,149.87,2.189,8.443,3.856,2.323,,,61.82,64.01,,27.45,36.56,45.22,13/11/9,80.9,0.415,11.4,3.1,,,,,78.36,31.037,89.44,65.16,,0.594,0.0252,81.72,1.0,normal,0.0,0.05,False,adhesive_wear,none,A_healthy,0.0016,0.0071,1.0,,31.46,161.65,92908.13,110495.54,71822.1,149168.98,physics_informed_nn,-17587.41,15489.85,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-06-05T05:38:29,2020-11-02T15:04:54,mixed,False,oem_certified,True,,,,none,none,158911.16,27435961.24,48528.09,7945.56,31.93,117875.62,14.04,99.988,82.563,11289.5,2.24,2.59,224,False,False,variable_mild,72.55,90.96,36,0,0,0,steam,chemical_contamination,74.02,25.91,0.236,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-15T10:01:58,37,154.03,154.03,1.963,6.767,3.448,3.256,,,63.31,59.05,,27.45,31.6,45.05,14/12/10,71.9,0.453,54.3,15.1,,,,,80.07,31.569,88.31,68.63,,0.118,0.021,17.29,0.9872,normal,-0.00255603,0.0,False,adhesive_wear,none,A_healthy,0.0017,0.0043,1.0,,187.56,159.59,92903.97,112595.26,73186.92,152003.6,particle_filter,-19691.29,25139.19,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-07-19T03:39:39,2021-01-16T04:00:02,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,78321.46,7945.56,40.96,117875.62,24.58,99.979,79.182,11289.5,2.24,4.031,224,False,False,variable_mild,74.58,90.71,37,0,0,1,water,particulate_mild,33.73,19.36,0.785,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-15T14:11:45,38,158.2,158.2,1.794,6.157,3.432,2.935,,,59.49,61.69,,27.45,34.23,47.96,14/12/10,64.4,0.326,26.6,6.3,,,,,79.42,31.247,89.94,63.56,,0.244,0.1266,449.99,0.9899,normal,-0.00202869,0.0384,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,200.98,151.98,92899.8,108336.51,70418.73,146254.29,physics_informed_nn,-15436.7,17169.82,16934.0,0.0,0.0001,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-21T14:27:00,2020-08-18T12:13:40,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,64116.32,7945.56,44.91,117875.62,6.47,99.99,79.663,11289.5,2.24,3.704,224,False,False,variable_mild,79.98,96.01,38,0,0,0,oil_hydraulic,none,35.68,29.44,3.454,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-15T18:21:32,39,162.36,162.36,1.746,5.288,3.03,2.529,,,61.74,64.75,,27.45,37.3,46.04,14/12/10,81.8,0.353,37.7,11.1,,,,,79.06,31.537,89.21,66.4,,0.012,0.0238,239.33,1.0,normal,0.00217922,0.055,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,26.21,139.8,92895.64,107020.65,69563.42,144477.88,xgboost_gradient,-14125.01,15555.36,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-03-25T08:41:04,2020-07-03T01:54:43,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,43813.37,7945.56,47.06,117875.62,23.67,99.98,81.651,11289.5,2.24,1.953,224,False,False,variable_mild,85.76,82.97,39,0,0,0,oil_hydraulic,none,45.54,40.68,0.996,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-15T22:31:19,40,166.52,166.52,2.002,5.66,2.827,3.111,,,59.8,64.99,,27.45,37.54,45.49,13/11/9,131.2,0.36,14.0,1.6,,,,,76.76,30.565,89.76,62.32,,0.136,0.1169,302.62,1.0,normal,0.00221182,0.0267,False,adhesive_wear,none,A_healthy,0.0018,0.001,1.0,,80.93,147.3,92891.48,107662.82,69980.84,145344.81,physics_informed_nn,-14771.35,12197.68,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-07T21:56:04,2020-07-25T23:55:24,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,48973.3,7945.56,55.65,117875.62,13.11,99.989,79.846,11289.5,2.24,2.988,224,False,False,variable_mild,81.38,91.72,40,0,0,0,water,particulate_mild,27.54,70.89,3.137,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-16T02:41:06,41,170.69,170.69,2.178,8.567,3.933,2.88,,,56.15,62.73,,27.45,35.28,46.23,14/12/10,107.1,0.352,10.0,2.4,,,,,77.92,30.222,89.49,66.56,,0.612,0.2567,34.26,0.9997,normal,-5.017e-05,0.0,False,adhesive_wear,none,A_healthy,0.0018,0.0,1.0,,36.51,141.69,92887.31,86784.8,56410.12,117159.47,xgboost_gradient,6102.52,5902.05,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-01-29T03:04:59,2018-07-17T17:45:42,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,72252.23,7945.56,33.84,117875.62,8.82,99.99,84.778,11289.5,2.24,4.888,224,False,False,variable_mild,77.54,94.23,41,0,0,0,gas_compressed_air,none,67.69,101.22,1.487,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-16T06:50:53,42,174.85,174.85,1.908,8.044,4.216,3.193,,,61.89,61.5,,27.45,34.04,45.78,14/12/10,77.8,0.367,8.5,1.7,,,,,78.05,32.182,89.17,65.08,,0.073,0.0354,104.51,1.0,normal,0.00255603,0.0,False,adhesive_wear,misalignment_induced,A_healthy,0.0019,0.0014,1.0,,22.59,159.28,92883.15,86965.67,56527.69,117403.66,kalman_filter,5917.48,4737.73,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-02-02T01:41:07,2018-07-24T07:40:17,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,45946.29,7945.56,36.41,117875.62,14.93,99.987,82.445,11289.5,2.24,1.638,224,False,False,variable_mild,76.03,80.65,42,0,0,0,oil_hydraulic,particulate_mild,63.09,123.39,0.917,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-16T11:00:40,43,179.01,179.01,2.294,8.612,3.754,2.788,,,61.85,57.55,,27.45,30.1,44.81,13/11/9,55.2,0.401,26.2,3.4,,,,,79.65,33.187,89.96,62.14,,2.296,0.055,41.16,0.9971,normal,0.00144545,0.0541,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,55.1,155.63,92878.99,102388.8,66552.72,138224.88,lstm_sequence,-9509.81,10909.62,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-12-20T13:24:45,2020-01-21T17:29:37,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,45685.76,7945.56,53.88,117875.62,7.33,99.99,82.971,11289.5,2.24,7.929,224,False,False,variable_mild,69.19,85.78,43,0,0,0,oil_hydraulic,particulate_mild,88.58,43.0,3.926,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-16T15:10:27,44,183.17,183.17,2.085,6.698,3.213,2.847,,,57.85,65.7,,27.45,38.25,45.37,14/12/10,107.2,0.344,38.2,8.9,,,,,78.61,32.336,89.81,64.09,,0.18,0.0093,99.52,0.9918,normal,-0.00164304,0.0076,False,adhesive_wear,none,A_healthy,0.002,0.0,1.0,,129.52,154.85,92874.83,77083.48,50104.26,104062.69,xgboost_gradient,15791.35,14924.05,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-07-11T12:54:47,2017-08-08T16:07:48,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,27576.83,7945.56,27.32,117875.62,9.02,99.99,80.554,11289.5,2.24,1.655,224,False,False,variable_mild,86.64,89.35,44,0,0,0,none,particulate_mild,88.16,23.42,1.491,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-16T19:20:14,45,187.34,187.34,2.076,6.147,2.961,2.917,,,60.77,63.62,,27.45,36.17,45.9,14/12/10,200.5,0.413,26.5,5.9,,,,,79.82,32.274,87.9,68.94,,0.301,0.1279,1.21,0.9805,normal,-0.00390638,0.0498,False,adhesive_wear,none,A_healthy,0.002,0.0,1.0,,296.57,135.52,92870.66,83922.53,54549.65,113295.42,weibull_regression,8948.13,7512.69,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-12-01T04:36:14,2018-04-08T01:29:27,mixed,False,apprentice,True,,,,none,none,158911.16,27435961.24,38481.74,7945.56,49.64,117875.62,22.09,99.981,78.373,11289.5,2.24,6.038,224,False,False,variable_mild,86.23,85.13,45,0,0,1,oil_hydraulic,particulate_severe,71.79,0.15,0.551,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-16T23:30:01,46,191.5,191.5,2.025,8.382,4.14,3.412,,,60.93,58.4,,27.45,30.95,47.08,14/12/10,113.1,0.319,32.4,4.5,,,,,79.68,31.513,89.23,63.9,,0.778,0.0684,95.4,0.9929,normal,-0.00137904,0.0059,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.0,,97.57,161.64,92866.5,100959.13,65623.43,136294.82,physics_informed_nn,-8092.63,8887.76,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-21T07:03:50,2019-12-02T14:45:31,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,42851.88,7945.56,36.56,117875.62,21.35,99.982,78.566,11289.5,2.24,7.268,224,False,False,variable_mild,74.12,80.91,46,0,0,1,none,none,34.85,65.68,1.835,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-17T03:39:48,47,195.66,195.66,1.878,5.478,2.917,3.371,,,60.38,63.68,,27.45,36.23,46.42,13/11/9,52.3,0.352,26.2,6.1,,,,,78.45,30.982,90.43,68.97,,1.056,0.0355,9.73,0.9981,normal,-0.00038754,0.0,False,adhesive_wear,none,A_healthy,0.0021,0.0027,1.0,,77.07,135.31,92862.34,100528.82,65343.73,135713.91,particle_filter,-7666.48,8584.62,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-12T12:04:26,2019-11-17T13:09:41,mixed,False,master_technician,False,64.0,,,none,none,158911.16,27435961.24,53251.54,7945.56,45.6,117875.62,7.58,99.99,79.941,11289.5,2.24,3.058,224,False,False,variable_mild,73.09,78.75,47,0,0,4,gas_compressed_air,particulate_mild,39.46,113.15,0.807,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-17T07:49:35,48,199.83,199.83,1.999,7.955,3.98,2.987,,,60.25,60.8,,27.45,33.35,46.11,14/12/10,100.5,0.373,7.8,1.1,,,,,77.33,31.207,89.89,61.91,,0.636,0.0276,33.6,1.0,normal,0.00058324,0.049,False,adhesive_wear,none,A_healthy,0.0021,0.0077,1.0,,10.71,154.49,92858.17,107705.94,70008.86,145403.02,particle_filter,-14847.77,15493.53,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-10T04:47:50,2020-07-28T21:52:37,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,58389.03,7945.56,35.67,117875.62,6.42,99.99,79.636,11289.5,2.24,7.076,224,False,False,variable_mild,70.95,87.47,48,0,0,0,oil_hydraulic,particulate_mild,47.35,14.51,2.833,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-17T11:59:22,49,203.99,203.99,1.761,4.983,2.831,3.211,,,57.79,63.65,,27.45,36.2,48.19,13/11/9,79.6,0.462,18.3,3.3,,,,,78.95,32.361,89.19,65.92,,0.332,0.0505,152.11,0.9855,normal,-0.00125093,0.0,False,adhesive_wear,none,A_healthy,0.0022,0.0,1.0,,153.24,152.57,92854.01,87564.98,56917.24,118212.73,lstm_sequence,5289.03,6305.71,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-02-15T18:28:53,2018-08-15T18:13:32,mixed,False,specialist,False,48.0,,,none,none,158911.16,27435961.24,40917.76,7945.56,25.56,117875.62,47.36,99.96,76.684,11289.5,2.24,3.519,224,False,False,variable_mild,80.21,90.64,49,0,0,0,oil_process,none,47.08,1.59,1.488,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-17T16:09:09,50,208.15,208.15,1.801,5.516,3.062,2.745,,,55.23,63.22,,27.45,35.77,45.16,14/12/10,76.3,0.344,9.9,2.3,,,,,75.91,30.614,88.83,65.22,,1.042,0.0339,171.87,0.985,normal,0.00090299,0.0232,False,adhesive_wear,overload,A_healthy,0.0022,0.0,1.0,,194.5,142.61,92849.85,102085.64,66355.66,137815.61,xgboost_gradient,-9235.79,9373.99,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-12-15T10:58:16,2020-01-12T04:56:39,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,25714.56,7945.56,37.04,117875.62,9.16,99.99,82.024,11289.5,2.24,1.168,224,False,False,variable_mild,72.54,63.76,50,0,0,0,oil_process,none,60.2,19.05,0.022,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-17T20:18:56,51,212.32,212.32,2.057,6.165,2.997,2.798,,,57.47,67.14,,27.45,39.69,46.59,13/11/9,104.8,0.462,41.6,5.0,,,,,78.11,31.92,90.2,68.47,,0.295,0.0021,220.3,0.988,normal,-0.00096525,0.0603,False,adhesive_wear,none,A_healthy,0.0023,0.0114,1.0,,186.28,165.13,92845.68,80306.11,52198.97,108413.25,weibull_regression,12539.57,14904.46,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-09-17T21:22:20,2017-12-02T00:30:42,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,46469.33,7945.56,43.56,117875.62,18.8,99.984,82.19,11289.5,2.24,6.067,224,False,False,variable_mild,88.65,100.11,51,0,0,0,water,chemical_contamination,84.18,15.5,0.515,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-18T00:28:43,52,216.48,216.48,2.029,7.637,3.764,2.852,,,61.36,64.84,,27.45,37.39,47.66,13/11/9,178.3,0.385,32.0,7.4,,,,,79.48,33.284,90.71,64.96,,0.243,0.0223,112.11,1.0,normal,0.00038754,0.0,False,adhesive_wear,none,A_healthy,0.0023,0.0014,1.0,,9.96,143.45,92841.52,74462.71,48400.76,100524.66,particle_filter,18378.81,18427.33,16934.0,0.0,0.0002,0.0017,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-05-19T07:49:58,2017-05-09T05:46:50,mixed,False,apprentice,True,,,,none,none,158911.16,27435961.24,49916.63,7945.56,44.63,117875.62,7.76,99.99,87.367,11289.5,2.24,5.118,224,False,False,variable_mild,90.97,88.31,52,0,0,0,oil_hydraulic,none,39.93,39.31,1.256,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-18T04:38:30,53,220.64,220.64,1.935,8.062,4.167,2.958,,,56.04,61.29,,27.45,33.84,43.77,14/12/10,165.3,0.542,54.9,8.8,,,,,78.72,31.265,89.45,66.61,,0.661,0.0211,45.91,1.0,normal,0.0,0.0282,False,adhesive_wear,none,A_healthy,0.0024,0.0089,1.0,,132.26,147.81,92837.36,103380.63,67197.41,139563.85,kalman_filter,-10543.27,11569.99,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-11T22:57:27,2020-02-27T14:10:43,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,50586.1,7945.56,45.21,117875.62,6.08,99.99,82.89,11289.5,2.24,2.068,224,False,False,variable_mild,82.14,88.98,53,0,0,0,water,none,54.15,27.3,8.282,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-18T08:48:17,54,224.8,224.8,1.762,5.396,3.062,2.557,,,56.81,57.82,,27.45,30.37,46.9,14/12/10,79.2,0.351,23.8,5.3,,,,,78.45,30.013,89.29,65.12,,1.925,0.2026,105.34,1.0,normal,0.00289397,0.0004,False,adhesive_wear,none,A_healthy,0.0024,0.0066,1.0,,168.0,152.26,92833.2,106535.12,69247.83,143822.41,lstm_sequence,-13701.92,14129.24,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-03-17T20:21:53,2020-06-18T11:39:25,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,78018.59,7945.56,46.26,117875.62,9.59,99.99,82.115,11289.5,2.24,5.224,224,False,False,variable_mild,64.79,85.28,54,0,0,0,none,chemical_contamination,58.06,16.01,0.881,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-18T12:58:04,55,228.97,228.97,1.925,5.787,3.006,2.763,,,62.56,66.06,,27.45,38.6,48.4,14/12/10,124.3,0.314,14.1,2.4,,,,,79.33,31.402,91.97,65.98,,0.099,0.0614,120.41,1.0,normal,0.00300339,0.0395,False,adhesive_wear,none,A_healthy,0.0025,0.0089,1.0,,121.65,138.92,92829.03,79884.63,51925.01,107844.25,physics_informed_nn,12944.4,10432.22,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-09-09T19:16:55,2017-11-17T18:54:07,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,25191.26,7945.56,37.97,117875.62,8.17,99.99,80.56,11289.5,2.24,5.522,224,False,False,variable_mild,85.37,85.78,55,0,0,0,none,particulate_mild,23.5,33.3,3.515,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-18T17:07:51,56,233.13,233.13,2.075,5.825,2.807,2.854,,,57.31,56.67,,27.45,29.22,44.41,13/11/9,60.3,0.302,18.5,5.1,,,,,80.56,30.778,89.48,63.89,,0.028,0.0083,89.91,1.0,normal,0.00239446,0.0254,False,adhesive_wear,thermal_degradation,A_healthy,0.0025,0.0,1.0,,56.86,149.84,92824.87,109962.01,71475.31,148448.72,lstm_sequence,-17137.14,14543.06,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-05-28T14:08:16,2020-10-18T04:50:33,mixed,False,journeyman,False,59.0,,,none,none,158911.16,27435961.24,66041.81,7945.56,22.03,117875.62,20.14,99.983,85.339,11289.5,2.24,1.355,224,False,False,variable_mild,66.38,80.68,56,0,0,0,steam,particulate_mild,50.1,3.5,1.424,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-18T21:17:38,57,237.29,237.29,2.127,8.127,3.821,3.099,,,63.98,63.23,,27.45,35.78,46.66,13/11/9,86.1,0.711,13.6,3.3,,,,,78.92,30.357,89.56,63.19,,0.212,0.0029,111.55,1.0,normal,0.0,0.059,False,adhesive_wear,none,A_healthy,0.0025,0.0048,1.0,,69.59,149.58,92820.71,104890.27,68178.68,141601.87,weibull_regression,-12069.57,14371.59,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-02-13T02:25:52,2020-04-21T18:01:38,mixed,False,master_technician,False,54.0,,,none,none,158911.16,27435961.24,66445.83,7945.56,56.48,117875.62,14.13,99.988,83.328,11289.5,2.24,7.976,224,False,False,variable_mild,85.14,79.63,57,0,0,0,none,none,77.37,97.53,1.146,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-19T01:27:25,58,241.46,241.46,2.018,7.885,3.907,2.84,,,59.18,65.69,,27.45,38.24,47.78,14/12/10,139.7,0.368,19.5,3.4,,,,,78.3,31.275,88.04,65.36,,0.764,0.0303,8.57,0.9925,normal,-0.00149969,0.0,False,adhesive_wear,none,A_healthy,0.0026,0.0088,1.0,,193.69,137.05,92816.54,101921.33,66248.86,137593.79,lstm_sequence,-9104.79,11819.97,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-12-13T10:07:18,2020-01-07T18:35:13,mixed,False,journeyman,False,23.0,,,none,none,158911.16,27435961.24,47048.53,7945.56,50.0,117875.62,9.64,99.99,87.166,11289.5,2.24,1.736,224,False,False,variable_mild,86.88,93.79,58,0,0,0,oil_process,particulate_mild,66.33,9.65,2.342,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-19T05:37:12,59,245.62,245.62,2.098,5.648,2.692,2.451,,,63.45,59.14,,27.45,31.69,45.89,13/11/9,208.3,0.385,37.3,6.9,,,,,77.23,30.396,88.97,65.62,,0.106,0.0582,88.14,0.9935,normal,-0.00130259,0.0167,False,adhesive_wear,none,A_healthy,0.0026,0.0121,1.0,,386.55,148.56,92812.38,99287.79,64537.06,134038.52,physics_informed_nn,-6475.41,8086.15,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-10-19T17:30:55,2019-10-06T16:14:31,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,78641.19,7945.56,47.38,117875.62,11.25,99.99,82.895,11289.5,2.24,1.747,224,False,False,variable_mild,74.02,80.77,59,0,0,1,gas_compressed_air,none,77.48,17.2,2.262,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-19T09:46:59,60,249.78,249.78,1.965,8.24,4.194,3.217,,,59.83,60.17,,27.45,32.72,43.87,14/12/10,195.3,0.461,25.0,5.5,,,,,78.94,31.16,88.5,65.02,,0.027,0.0544,29.6,1.0,normal,0.0,0.0284,False,adhesive_wear,none,A_healthy,0.0027,0.0033,1.0,,358.0,149.08,92808.22,102872.09,66866.86,138877.32,physics_informed_nn,-10063.87,12396.87,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-02T13:49:42,2020-02-10T19:03:36,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,78295.54,7945.56,21.75,117875.62,8.78,99.99,84.564,11289.5,2.24,4.516,224,False,False,variable_mild,72.35,86.33,60,0,0,0,oil_hydraulic,none,69.17,12.91,0.094,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-19T13:56:46,61,253.95,253.95,2.366,7.962,3.365,2.845,,,54.72,60.03,,27.45,32.57,47.71,14/12/10,98.9,0.326,10.8,1.5,,,,,77.81,32.425,88.2,62.34,,0.743,0.0452,35.42,1.0,normal,0.0,0.0286,False,adhesive_wear,none,A_healthy,0.0027,0.0001,1.0,,335.63,161.6,92804.05,104179.95,67716.97,140642.94,particle_filter,-11375.9,11893.52,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-29T23:55:21,2020-03-28T06:54:22,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,54074.75,7945.56,34.66,117875.62,21.55,99.982,88.964,11289.5,2.24,2.694,224,False,False,variable_mild,66.67,76.15,61,0,0,0,gas_compressed_air,chemical_contamination,79.96,16.59,0.569,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-19T18:06:33,62,258.11,258.11,1.981,8.631,4.356,3.031,,,55.71,64.06,,27.45,36.61,44.67,13/11/9,91.7,0.309,45.6,4.8,,,,,78.24,31.62,90.45,64.02,,0.202,0.0962,4.38,1.0,normal,0.0,0.0043,False,adhesive_wear,none,A_healthy,0.0028,0.008,1.0,,122.24,122.96,92799.89,83170.34,54060.72,112279.96,xgboost_gradient,9629.55,10491.52,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-11-18T11:16:40,2018-03-15T08:53:45,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,33405.27,7945.56,56.93,117875.62,10.89,99.99,88.298,11289.5,2.24,2.369,224,False,False,variable_mild,89.39,68.85,62,0,0,0,water,water_ingress,46.52,5.32,5.385,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-19T22:16:20,63,262.27,262.27,1.774,6.179,3.484,3.251,,,56.19,58.56,,27.45,31.11,47.82,13/11/9,71.3,0.35,15.7,3.4,,,,,78.37,30.401,90.66,68.8,,0.075,0.0755,152.83,1.0,normal,0.00149969,0.0506,False,adhesive_wear,cavitation,A_healthy,0.0028,0.0065,1.0,,208.5,151.56,92795.73,85665.09,55682.31,115647.88,physics_informed_nn,7130.63,7765.69,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-01-09T14:49:09,2018-06-11T21:36:08,mixed,False,journeyman,False,80.0,,,none,none,158911.16,27435961.24,69488.45,7945.56,50.73,117875.62,4.17,99.99,83.649,11289.5,2.24,2.396,224,False,False,variable_mild,75.24,79.0,63,0,0,0,oil_process,water_ingress,86.81,59.81,2.028,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-20T02:26:07,64,266.44,266.44,2.1,6.292,2.996,2.521,,,62.24,59.17,,27.45,31.72,46.51,13/11/9,53.1,0.305,21.7,6.0,,,,,77.44,31.0,90.09,65.9,,0.044,0.0102,112.83,1.0,normal,0.00130259,0.0016,False,adhesive_wear,none,A_healthy,0.0029,0.0,1.0,,122.21,139.32,92791.56,83067.2,53993.68,112140.71,particle_filter,9724.37,11707.12,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-11-16T16:01:58,2018-03-12T01:33:04,mixed,False,master_technician,False,51.0,,,none,none,158911.16,27435961.24,77361.65,7945.56,44.0,117875.62,17.75,99.985,82.342,11289.5,2.24,7.981,224,False,False,variable_mild,73.66,77.49,64,0,0,0,oil_process,water_ingress,70.4,28.32,0.1,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-20T06:35:54,65,270.6,270.6,1.734,6.479,3.737,3.36,,,58.95,65.0,,27.45,37.55,43.93,14/12/10,69.3,0.339,21.3,5.7,,,,,78.75,30.562,93.02,62.05,,0.506,0.0668,9.13,1.0,normal,0.0,0.0,False,adhesive_wear,misalignment_induced,A_healthy,0.0029,0.0,1.0,,146.46,163.9,92787.4,100833.1,65541.52,136124.69,particle_filter,-8045.7,8977.06,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-21T23:08:55,2019-12-01T10:44:02,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,56461.44,7945.56,34.22,117875.62,9.4,99.99,78.171,11289.5,2.24,2.064,224,False,False,variable_mild,82.03,85.52,65,0,0,0,water,water_ingress,32.43,19.12,1.477,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-20T10:45:41,65,274.76,274.76,1.924,7.298,3.793,3.158,,,59.81,63.13,,27.45,35.68,44.44,14/12/10,87.0,0.395,10.4,2.4,,,,,76.82,29.215,89.87,65.57,,1.236,0.0555,16.3,1.0,normal,0.0,0.0211,False,adhesive_wear,none,A_healthy,0.003,0.0033,1.0,,116.79,142.24,92783.24,109729.77,71324.35,148135.2,particle_filter,-16946.54,14788.25,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-05-25T11:38:55,2020-10-11T17:04:11,mixed,False,master_technician,False,23.0,,,none,none,158911.16,27435961.24,69317.5,7945.56,52.2,117875.62,27.47,99.977,79.803,11289.5,2.24,6.092,224,False,False,variable_mild,74.63,73.35,65,0,0,0,gas_compressed_air,none,22.14,149.58,2.267,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-20T14:55:28,66,278.92,278.92,2.057,5.661,2.751,2.998,,,62.98,59.21,,27.45,31.75,47.47,13/11/9,80.4,0.379,8.6,1.3,,,,,77.84,29.752,90.43,66.23,,0.2,0.0525,80.82,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.003,0.0035,1.0,,100.27,164.61,92779.08,98157.63,63802.46,132512.8,kalman_filter,-5378.55,4647.43,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-09-27T13:44:22,2019-08-29T00:54:36,mixed,False,specialist,False,43.0,,,none,none,158911.16,27435961.24,70829.37,7945.56,49.75,117875.62,15.11,99.987,86.324,11289.5,2.24,6.277,224,False,False,variable_mild,69.11,73.54,66,1,0,2,none,particulate_mild,47.64,45.55,0.403,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-20T19:05:15,67,283.09,283.09,2.071,7.308,3.528,2.849,,,60.63,62.33,,27.45,34.87,45.79,14/12/10,52.8,0.371,11.0,2.7,,,,,78.92,31.498,88.77,65.03,,0.85,0.004,52.41,1.0,normal,0.0,0.0145,False,adhesive_wear,none,A_healthy,0.003,0.0147,1.0,,26.95,162.22,92774.91,75966.06,49377.94,102554.18,kalman_filter,16808.85,15448.81,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-06-22T10:07:04,2017-07-04T06:14:21,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,42830.21,7945.56,54.59,117875.62,15.83,99.987,84.911,11289.5,2.24,7.967,224,False,False,variable_mild,75.4,79.22,67,0,0,0,water,chemical_contamination,76.98,99.29,0.923,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-20T23:15:02,68,287.25,287.25,1.76,6.574,3.736,2.8,,,55.24,61.03,,27.45,33.58,46.23,13/11/9,116.8,0.547,11.2,2.4,,,,,79.15,30.928,90.82,65.81,,0.467,0.0723,121.72,1.0,normal,-7.08e-06,0.0069,False,adhesive_wear,none,A_healthy,0.0031,0.0007,1.0,,67.72,129.51,92770.75,85711.3,55712.34,115710.25,physics_informed_nn,7059.45,6343.28,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-01-11T14:53:56,2018-06-14T13:51:10,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,58024.12,7945.56,38.41,117875.62,13.72,99.988,89.664,11289.5,2.24,3.894,224,False,False,variable_mild,73.82,85.19,68,1,0,0,steam,none,82.11,9.47,0.224,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-21T03:24:49,69,291.41,291.41,1.906,7.728,4.055,3.216,,,61.0,65.09,,27.45,37.64,45.68,13/11/9,90.8,0.373,12.7,3.6,,,,,77.97,32.524,89.04,63.88,,0.836,0.0078,39.16,1.0,normal,0.0,0.0531,False,adhesive_wear,none,A_healthy,0.0031,0.006,1.0,,36.56,161.36,92766.59,84688.29,55047.39,114329.19,xgboost_gradient,8078.3,9983.12,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-12-21T11:33:33,2018-05-09T12:27:40,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,75615.8,7945.56,43.7,117875.62,10.27,99.99,83.483,11289.5,2.24,6.938,224,False,False,variable_mild,78.4,82.36,69,0,0,1,gas_compressed_air,none,50.4,41.21,1.649,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-21T07:34:36,70,295.58,295.58,2.233,7.175,3.213,3.006,,,63.61,66.2,,27.45,38.75,44.24,14/12/10,95.3,0.327,8.9,2.3,,,,,79.77,31.882,90.73,62.68,,2.254,0.0707,31.94,0.9985,normal,-0.00029395,0.0157,False,adhesive_wear,none,A_healthy,0.0032,0.0042,1.0,,18.31,157.45,92762.42,78171.4,50811.41,105531.39,physics_informed_nn,14591.02,12927.34,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-08-07T21:16:41,2017-09-20T21:16:08,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,33161.5,7945.56,55.33,117875.62,19.57,99.983,81.849,11289.5,2.24,4.492,224,False,False,variable_mild,89.59,85.92,70,0,0,0,oil_hydraulic,none,87.0,24.12,0.311,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-21T11:44:23,71,299.74,299.74,1.93,7.368,3.818,3.164,,,53.72,61.1,,27.45,33.65,46.8,15/13/11,80.7,0.539,56.3,13.2,,,,,78.82,31.097,89.18,63.47,,0.486,0.0272,51.74,0.9894,normal,-0.00212652,0.0251,False,adhesive_wear,abrasive_wear,A_healthy,0.0032,0.0066,1.0,,192.11,141.58,92758.26,106576.21,69274.54,143877.88,particle_filter,-13817.95,13495.9,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-03-21T19:50:41,2020-06-23T01:31:05,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,67524.53,7945.56,20.64,117875.62,17.05,99.986,80.845,11289.5,2.24,1.351,224,False,False,variable_mild,77.91,91.09,71,0,0,1,water,none,32.46,202.07,2.661,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-21T15:54:10,72,303.9,303.9,2.069,8.499,4.109,3.202,,,59.9,60.99,,27.45,33.54,46.81,14/12/10,123.2,0.479,69.3,12.9,,,,,80.47,30.81,91.34,66.53,,0.011,0.231,7.83,0.9996,normal,-8.88e-05,0.0,False,adhesive_wear,none,A_healthy,0.0033,0.0199,1.0,,260.93,146.57,92754.1,80911.3,52592.35,109230.26,physics_informed_nn,11842.79,10643.57,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-10-04T07:33:17,2017-12-27T06:30:40,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,68134.12,7945.56,46.51,117875.62,11.79,99.99,83.555,11289.5,2.24,6.881,224,False,False,variable_mild,74.8,75.89,72,0,0,1,oil_hydraulic,chemical_contamination,48.36,12.91,0.573,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-21T20:03:57,73,308.07,308.07,1.823,5.763,3.161,3.168,,,61.55,61.61,,27.45,34.15,45.17,14/12/10,83.4,0.333,11.0,2.0,,,,,76.88,31.346,92.02,61.37,,0.008,0.013,94.31,1.0,normal,7.08e-06,0.0073,False,adhesive_wear,imbalance_induced,A_healthy,0.0033,0.0032,1.0,,214.23,136.81,92749.93,81037.63,52674.46,109400.8,physics_informed_nn,11712.31,10162.11,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-10-07T02:52:46,2017-12-31T22:02:56,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,65284.6,7945.56,44.14,117875.62,17.42,99.985,87.527,11289.5,2.24,4.91,224,False,False,variable_mild,65.11,93.44,73,0,0,0,oil_hydraulic,chemical_contamination,64.97,55.19,7.745,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-22T00:13:44,74,312.23,312.23,2.032,8.085,3.979,2.76,,,60.17,62.25,,27.45,34.8,47.22,13/11/9,71.3,0.43,28.4,3.7,,,,,78.33,29.826,89.25,61.43,,0.31,0.1191,23.01,1.0,normal,0.0,0.0661,False,adhesive_wear,fretting_corrosion,A_healthy,0.0034,0.0,1.0,,52.39,151.53,92745.77,110279.68,71681.79,148877.56,particle_filter,-17533.91,20799.13,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-06-07T12:04:02,2020-11-01T17:57:15,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,62306.37,7945.56,42.61,117875.62,8.17,99.99,83.73,11289.5,2.24,3.489,224,False,False,variable_mild,79.58,78.13,74,0,0,0,none,none,58.19,76.02,1.783,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-22T04:23:31,75,316.39,316.39,2.018,6.083,3.015,2.767,,,59.82,58.33,,27.45,30.87,47.16,13/11/9,100.0,0.449,34.3,7.9,,,,,78.35,30.911,90.67,63.29,,0.099,0.0357,67.52,0.9943,normal,-0.0008368,0.0,False,adhesive_wear,none,A_healthy,0.0034,0.0053,1.0,,102.81,147.28,92741.61,86657.82,56327.58,116988.05,lstm_sequence,6083.79,5891.21,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-02-01T13:18:02,2018-07-19T07:32:11,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,60161.91,7945.56,55.43,117875.62,23.48,99.98,90.72,11289.5,2.24,6.599,224,False,False,variable_mild,72.55,91.51,75,1,0,0,none,none,25.25,103.46,0.23,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-22T08:33:18,76,320.56,320.56,1.892,8.286,4.379,3.131,,,56.36,64.3,,27.45,36.85,43.83,14/12/10,195.2,0.321,29.3,6.7,,,,,79.09,32.646,89.57,65.23,,0.546,0.0078,5.55,0.9941,normal,0.0009494,0.0288,False,adhesive_wear,none,A_healthy,0.0034,0.0002,1.0,,325.23,154.81,92737.44,78580.69,51077.45,106083.93,lstm_sequence,14156.76,16626.8,16934.0,0.0,0.0002,0.0018,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-08-17T10:53:56,2017-10-06T10:08:22,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,45460.27,7945.56,55.63,117875.62,5.11,99.99,85.147,11289.5,2.24,7.671,224,False,False,variable_mild,92.72,73.9,76,0,0,0,none,none,51.38,2.03,0.918,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-22T12:43:05,77,324.72,324.72,2.05,5.175,2.525,2.586,,,65.56,64.37,,27.45,36.92,46.91,15/13/11,61.2,0.46,17.8,1.9,,,,,78.34,31.311,88.47,64.87,,0.141,0.0144,11.65,0.9882,normal,-0.00227745,0.066,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,279.16,127.98,92733.28,86949.94,56517.46,117382.42,particle_filter,5783.34,5828.0,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-02-07T23:41:15,2018-07-30T00:09:58,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,61329.02,7945.56,51.08,117875.62,19.1,99.984,87.148,11289.5,2.24,4.113,224,False,False,variable_mild,82.13,69.97,77,0,0,1,none,none,33.71,1.77,1.575,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-22T16:52:52,78,328.88,328.88,2.162,6.807,3.148,3.576,,,58.54,59.18,,27.45,31.73,44.57,14/12/10,101.7,0.315,11.3,1.9,,,,,77.86,30.907,89.64,64.86,,0.309,0.0085,22.08,0.998,normal,-0.0004071,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,121.15,153.03,92729.12,107831.32,70090.36,145572.29,lstm_sequence,-15102.21,19169.86,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-04-18T04:32:37,2020-08-07T17:30:26,mixed,False,master_technician,False,71.0,,,none,none,158911.16,27435961.24,28603.52,7945.56,59.37,117875.62,8.34,99.99,84.421,11289.5,2.24,3.409,224,False,False,variable_mild,83.45,82.01,78,0,0,1,oil_process,chemical_contamination,84.7,22.27,0.589,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-22T21:02:39,79,333.04,333.04,1.926,5.793,3.008,2.711,,,62.19,61.79,,27.45,34.34,48.12,13/11/9,68.1,0.573,53.8,13.1,,,,,78.16,31.328,89.54,63.59,,0.149,0.004,204.19,0.9922,normal,-0.00156947,0.0748,False,adhesive_wear,none,A_healthy,0.0036,0.0094,1.0,,170.08,144.39,92724.96,103465.3,67252.45,139678.16,weibull_regression,-10740.35,12455.0,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-18T09:41:41,2020-03-06T06:33:00,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,56746.01,7945.56,40.03,117875.62,13.1,99.989,85.854,11289.5,2.24,2.885,224,False,False,variable_mild,91.14,103.57,79,0,0,1,steam,particulate_mild,83.02,5.65,2.635,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-23T01:12:26,80,337.21,337.21,1.992,7.956,3.995,2.902,,,68.38,64.71,,27.45,37.25,49.34,13/11/9,174.4,0.419,10.5,2.7,,,,,78.18,30.05,90.91,66.85,,0.94,0.0168,16.32,0.9819,normal,-0.00249089,0.0113,False,adhesive_wear,none,A_healthy,0.0036,0.0,1.0,,496.61,139.25,92720.79,73109.6,47521.24,98697.96,lstm_sequence,19611.19,24842.97,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-04-26T04:00:32,2017-03-27T08:22:12,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,51396.11,7945.56,51.5,117875.62,12.79,99.989,80.756,11289.5,2.24,3.339,224,False,False,variable_mild,87.78,85.76,80,0,0,0,none,chemical_contamination,74.91,87.99,7.28,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-23T05:22:13,81,341.37,341.37,2.131,8.676,4.071,2.799,,,56.0,65.0,,27.45,37.55,46.03,14/12/10,85.0,0.396,30.1,8.9,,,,,79.19,32.802,89.74,66.37,,0.547,0.0094,224.52,1.0,normal,0.00117712,0.0225,False,adhesive_wear,none,A_healthy,0.0037,0.0,1.0,,26.54,154.81,92716.63,73956.17,48071.51,99840.83,physics_informed_nn,18760.46,22336.17,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-05-13T23:27:17,2017-04-26T12:06:49,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,35803.15,7945.56,51.59,117875.62,17.6,99.985,87.38,11289.5,2.24,5.901,224,False,False,variable_mild,80.37,92.17,81,0,0,0,water,particulate_mild,26.28,120.64,0.412,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-23T09:32:00,82,345.53,345.53,2.186,8.101,3.705,3.384,,,58.02,61.19,,27.45,33.74,44.61,14/12/10,95.4,0.33,18.5,1.9,,,,,78.33,31.838,87.82,69.72,,2.469,0.0392,25.84,0.9996,normal,0.00227695,0.0172,False,adhesive_wear,none,A_healthy,0.0037,0.0,1.0,,123.7,142.9,92712.47,100912.65,65593.22,136232.08,particle_filter,-8200.18,7615.13,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-26T17:51:27,2019-12-07T09:17:04,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,71430.72,7945.56,48.37,117875.62,4.0,99.99,80.205,11289.5,2.24,3.323,224,False,False,variable_mild,75.44,88.47,82,0,0,0,oil_process,none,26.52,0.05,0.965,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-23T13:41:47,83,349.7,349.7,1.948,7.458,3.829,2.813,,,65.07,59.45,,27.45,32.0,47.18,13/11/9,91.2,0.345,11.8,1.3,,,,,78.43,31.48,89.43,67.21,,0.562,0.0378,20.99,1.0,normal,0.0004071,0.0136,False,adhesive_wear,none,A_healthy,0.0038,0.0085,1.0,,271.79,159.1,92708.3,81709.75,53111.34,110308.17,lstm_sequence,10998.55,12252.14,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-10-22T20:34:24,2018-01-26T10:59:14,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,39349.93,7945.56,32.15,117875.62,5.16,99.99,89.7,11289.5,2.24,1.669,224,False,False,variable_mild,79.31,77.11,83,0,0,0,oil_process,none,88.46,13.76,1.695,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-23T17:51:34,84,353.86,353.86,1.905,6.329,3.322,2.742,,,63.13,61.84,,27.45,34.38,47.31,14/12/10,101.3,0.621,21.3,4.1,,,,,77.22,30.574,89.72,67.29,,0.152,0.0248,161.41,1.0,normal,0.00156947,0.0121,False,adhesive_wear,none,A_healthy,0.0038,0.0,1.0,,134.26,143.14,92704.14,110494.98,71821.74,149168.23,xgboost_gradient,-17790.84,20480.67,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-06-13T17:21:06,2020-11-11T02:35:46,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,44227.94,7945.56,59.54,117875.62,14.95,99.987,85.106,11289.5,2.24,2.727,224,False,False,variable_mild,83.65,84.87,84,0,0,0,gas_compressed_air,particulate_mild,55.77,1.0,0.228,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-23T22:01:21,85,358.02,358.02,1.768,4.997,2.827,2.876,,,64.19,58.89,,27.45,31.44,45.0,12/10/8,85.6,0.419,11.5,2.1,,,,,80.15,30.88,89.23,65.52,,0.642,0.0791,190.65,0.9913,normal,0.00187348,0.0,False,adhesive_wear,none,A_healthy,0.0038,0.0,1.0,,97.41,137.39,92699.98,102511.88,66632.72,138391.03,xgboost_gradient,-9811.9,10960.84,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-12-30T13:57:40,2020-02-02T13:07:05,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,38375.21,7945.56,50.18,117875.62,12.71,99.989,81.313,11289.5,2.24,1.962,224,False,False,variable_mild,73.5,79.54,85,0,0,0,water,chemical_contamination,77.04,11.09,0.74,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-24T02:11:08,86,362.19,362.19,2.08,5.684,2.733,3.235,,,64.41,63.58,,27.45,36.13,46.74,14/12/10,160.6,0.422,15.5,3.6,,,,,79.56,30.545,90.17,69.56,,0.137,0.0082,263.13,0.9898,normal,-0.00203409,0.0,False,adhesive_wear,none,A_healthy,0.0039,0.0009,1.0,,240.25,140.76,92695.81,104404.1,67862.66,140945.53,lstm_sequence,-11708.28,12132.4,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-02-08T04:14:05,2020-04-09T17:40:09,mixed,False,specialist,False,40.0,,,none,none,158911.16,27435961.24,34309.9,7945.56,28.87,117875.62,11.37,99.99,83.95,11289.5,2.24,3.425,224,False,False,variable_mild,69.09,86.83,86,1,0,0,water,particulate_severe,47.71,28.23,0.398,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-24T06:20:55,87,366.35,366.35,2.072,8.224,3.969,3.186,,,61.41,60.6,,27.45,33.15,46.22,14/12/10,137.6,0.355,17.9,2.5,,,,,78.9,31.287,90.06,67.58,,0.123,0.1437,92.65,0.9965,normal,-0.00062062,0.054,False,adhesive_wear,none,A_healthy,0.0039,0.0,1.0,,96.55,158.28,92691.65,100608.45,65395.49,135821.41,lstm_sequence,-7916.8,8950.71,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-11-21T06:34:24,2019-11-27T11:31:50,mixed,False,apprentice,True,,,,none,none,158911.16,27435961.24,40571.07,7945.56,48.36,117875.62,10.59,99.99,83.409,11289.5,2.24,6.056,224,False,False,variable_mild,75.81,76.11,87,0,0,0,oil_hydraulic,particulate_mild,78.66,6.8,0.823,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-24T10:30:42,88,370.51,370.51,1.988,6.579,3.31,3.322,,,58.63,65.93,,27.45,38.48,45.27,13/11/9,60.2,0.373,20.1,3.5,,,,,76.98,29.392,89.59,67.61,,1.215,0.0957,56.7,1.0,normal,0.0,0.0628,False,adhesive_wear,none,A_healthy,0.004,0.0,1.0,,252.47,133.42,92687.49,97065.65,63092.67,131038.63,physics_informed_nn,-4378.17,5042.49,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-09-08T15:20:18,2019-07-25T04:19:01,mixed,False,journeyman,False,21.0,,,none,none,158911.16,27435961.24,52781.19,7945.56,29.18,117875.62,11.55,99.99,81.152,11289.5,2.24,2.223,224,False,False,variable_mild,81.82,92.69,88,1,0,0,oil_process,chemical_contamination,81.67,9.39,1.325,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-24T14:40:29,89,374.67,374.67,1.926,6.199,3.218,2.715,,,56.38,58.48,,27.45,31.03,47.02,14/12/10,151.8,0.305,9.0,1.0,,,,,79.65,31.806,89.11,63.73,,0.542,0.006,11.64,1.0,normal,0.0,0.0313,False,adhesive_wear,none,A_healthy,0.004,0.0,1.0,,3.3,160.87,92683.33,82425.8,53576.77,111274.83,physics_informed_nn,10257.53,11855.17,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-11-07T19:34:26,2018-02-21T20:36:12,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,35813.41,7945.56,30.57,117875.62,15.05,99.987,87.996,11289.5,2.24,6.111,224,False,False,variable_mild,74.12,79.07,89,0,0,0,none,particulate_mild,30.22,9.11,1.095,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-24T18:50:16,90,378.84,378.84,1.94,6.729,3.468,2.652,,,62.75,62.77,,27.45,35.32,47.76,13/11/9,209.8,0.339,13.2,2.7,,,,,78.59,32.918,88.89,65.08,,0.593,0.0012,207.48,0.9982,normal,0.00139154,0.0,False,adhesive_wear,contamination,A_healthy,0.0041,0.0216,1.0,,165.57,136.8,92679.16,82540.02,53651.01,111429.03,lstm_sequence,10139.14,11873.41,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-11-10T08:50:55,2018-02-26T01:51:23,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,58280.35,7945.56,45.07,117875.62,5.42,99.99,87.295,11289.5,2.24,3.575,224,False,False,variable_mild,78.1,85.79,90,1,0,0,oil_process,particulate_mild,56.5,33.46,3.247,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-24T23:00:03,91,383.0,383.0,2.106,6.879,3.266,3.125,,,60.69,61.4,,27.45,33.94,45.71,14/12/10,162.0,0.316,80.7,22.6,,,,,77.08,32.064,89.76,66.55,,0.755,0.0188,201.5,0.9995,normal,0.00194196,0.0,False,adhesive_wear,fretting_corrosion,A_healthy,0.0041,0.0168,1.0,,50.65,163.09,92675.0,97241.69,63207.1,131276.28,lstm_sequence,-4566.69,4196.05,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-09-12T19:50:42,2019-07-31T22:26:10,mixed,False,journeyman,False,51.0,,,none,none,158911.16,27435961.24,72747.63,7945.56,20.44,117875.62,18.29,99.984,81.952,11289.5,2.24,3.454,224,False,False,variable_mild,81.37,73.72,91,0,0,0,steam,none,82.02,36.68,0.506,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-25T03:09:50,92,387.16,387.16,2.114,7.317,3.462,2.598,,,60.92,60.35,,27.45,32.9,45.98,13/11/9,60.8,0.311,42.8,11.8,,,,,78.3,30.845,90.13,66.1,,0.002,0.2119,29.18,1.0,normal,0.00070992,0.0,False,adhesive_wear,none,A_healthy,0.0042,0.0,1.0,,210.45,157.0,92670.84,82050.34,53332.72,110767.96,lstm_sequence,10620.5,8588.48,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-10-31T12:20:00,2018-02-09T01:57:07,mixed,False,specialist,False,78.0,,,none,none,158911.16,27435961.24,72439.06,7945.56,20.41,117875.62,18.3,99.984,86.808,11289.5,2.24,1.358,224,False,False,variable_mild,73.85,88.93,92,0,0,0,gas_compressed_air,particulate_mild,40.74,109.84,7.679,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-25T07:19:37,93,391.33,391.33,2.233,9.646,4.32,2.827,,,59.29,64.77,,27.45,37.32,44.68,14/12/10,60.9,0.355,70.1,13.5,,,,,77.68,30.23,90.92,63.2,,0.015,0.1046,131.0,1.0,normal,0.0,0.0561,False,adhesive_wear,none,A_healthy,0.0042,0.0086,1.0,,153.08,159.28,92666.67,96934.72,63007.57,130861.87,lstm_sequence,-4268.04,3541.92,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-09-06T18:41:09,2019-07-21T09:50:13,mixed,False,specialist,True,,,,none,none,158911.16,27435961.24,65035.04,7945.56,46.39,117875.62,16.5,99.986,85.027,11289.5,2.24,4.039,224,False,False,variable_mild,82.54,75.95,93,0,0,0,oil_process,particulate_mild,40.0,3.1,3.898,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-25T11:29:24,94,395.49,395.49,1.948,4.988,2.561,3.004,,,60.6,60.19,,27.45,32.73,48.23,14/12/10,53.3,0.337,13.3,2.2,,,,,78.41,32.814,90.46,62.76,,0.257,0.0187,139.2,0.9997,normal,-6.804e-05,0.0,False,adhesive_wear,none,A_healthy,0.0042,0.0,1.0,,48.73,158.71,92662.51,103979.55,67586.71,140372.39,physics_informed_nn,-11317.04,10731.22,16934.0,0.0,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-01-31T17:15:56,2020-03-27T02:06:31,mixed,False,oem_certified,True,,,,none,none,158911.16,27435961.24,65145.72,7945.56,41.1,117875.62,17.58,99.985,85.769,11289.5,2.24,6.091,224,False,False,variable_mild,76.99,74.06,94,0,0,0,water,water_ingress,33.39,35.95,1.903,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-25T15:39:11,95,399.65,399.65,1.831,5.071,2.769,2.986,,,60.02,60.4,,27.45,32.94,43.43,14/12/10,142.0,0.397,33.1,5.3,,,,,77.43,30.809,91.02,64.39,,0.261,0.0136,24.34,0.991,normal,-0.00145199,0.0143,False,adhesive_wear,none,A_healthy,0.0043,0.0104,1.0,,143.35,141.34,92658.35,83730.51,54424.83,113036.19,physics_informed_nn,8927.84,8006.04,16934.0,0.0001,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-12-06T00:54:27,2018-04-10T02:35:08,mixed,False,master_technician,True,,,,none,none,158911.16,27435961.24,76786.5,7945.56,54.05,117875.62,9.56,99.99,87.465,11289.5,2.24,2.72,224,False,False,variable_mild,68.52,86.22,95,1,0,2,water,none,75.45,47.36,0.921,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-25T19:48:58,96,403.82,403.82,1.862,7.278,3.909,3.563,,,61.9,64.63,,27.45,37.18,47.32,14/12/10,147.3,0.408,51.3,7.6,,,,,79.76,32.074,89.97,65.13,,0.416,0.0216,65.31,0.9829,normal,-0.00332022,0.0471,False,adhesive_wear,none,A_healthy,0.0043,0.0,1.0,,414.06,166.93,92654.18,101522.11,65989.37,137054.85,physics_informed_nn,-8867.92,9453.38,16934.0,0.0001,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-12-11T20:52:12,2019-12-31T09:36:27,mixed,False,master_technician,False,88.0,,,none,none,158911.16,27435961.24,41267.67,7945.56,28.67,117875.62,21.24,99.982,84.132,11289.5,2.24,7.21,224,False,False,variable_mild,77.93,106.21,96,1,0,1,none,chemical_contamination,75.54,20.32,4.764,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-25T23:58:45,97,407.98,407.98,1.901,5.376,2.829,2.422,,,64.32,60.95,,27.45,33.49,46.52,13/11/9,63.0,0.339,11.7,1.9,,,,,78.59,31.336,92.05,63.7,,2.453,0.0307,29.15,1.0,normal,0.0,0.0408,False,adhesive_wear,none,A_healthy,0.0044,0.0142,1.0,,36.3,130.08,92650.02,81341.76,52872.14,109811.37,weibull_regression,11308.26,14241.64,16934.0,0.0001,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2014-10-17T14:51:30,2018-01-15T20:28:26,mixed,False,journeyman,True,,,,none,none,158911.16,27435961.24,75135.37,7945.56,58.68,117875.62,8.77,99.99,81.959,11289.5,2.24,5.681,224,False,False,variable_mild,77.64,71.33,97,0,0,3,oil_hydraulic,particulate_mild,35.24,60.25,0.702,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-26T04:08:32,98,412.14,412.14,2.044,6.766,3.31,2.739,,,57.57,62.52,,27.45,35.07,46.37,15/13/11,101.7,0.428,39.7,5.2,,,,,77.22,30.455,90.74,68.83,,0.534,0.0934,206.6,1.0,normal,0.0,0.0333,False,adhesive_wear,none,A_healthy,0.0044,0.0023,1.0,,17.04,157.36,92645.86,106235.62,69053.16,143418.09,particle_filter,-13589.77,11939.72,16934.0,0.0001,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2016-03-19T09:57:15,2020-06-15T16:25:21,mixed,False,apprentice,True,,,,none,none,158911.16,27435961.24,59766.17,7945.56,33.52,117875.62,14.03,99.988,82.012,11289.5,2.24,4.294,224,False,False,variable_mild,79.79,82.33,98,1,0,1,none,none,23.65,53.5,1.978,,,standard
ASSET-000039,wind_turbine_drivetrain,high,Delta Reliability Systems,MDL-4393-B,2010-02-09,93058.0,12000.0,78.54590215104153,indoor_controlled,automotive,FAC-479,LINE-E,active_standby,2010-02-26T08:18:19,99,416.31,416.31,2.034,8.101,3.983,3.069,,,61.01,66.39,,27.45,38.93,46.91,14/12/10,74.0,0.427,30.1,7.8,,,,,79.3,32.131,90.41,64.85,,1.242,0.0009,220.03,0.9868,normal,-0.00256786,0.0688,False,adhesive_wear,fretting_corrosion,A_healthy,0.0045,0.0164,1.0,,355.95,130.18,92641.69,87307.72,56750.02,117865.42,lstm_sequence,5333.98,5545.05,16934.0,0.0001,0.0002,0.0019,1.908,87105.0,1.0,1e-06,False,none,none,,,,,,2015-02-19T06:09:51,2018-08-15T11:51:55,mixed,False,journeyman,False,42.0,,,none,none,158911.16,27435961.24,70257.1,7945.56,34.91,117875.62,14.03,99.988,82.172,11289.5,2.24,5.127,224,False,False,variable_mild,93.29,72.34,99,0,0,1,steam,none,21.51,65.49,1.112,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T01:10:47,1,1.18,1.18,0.844,3.488,4.134,3.175,,,61.29,60.1,,29.99,30.1,45.9,14/12/10,63.2,0.372,52.4,14.7,,,,,66.09,25.975,90.18,65.07,,0.737,0.0663,232.97,0.9861,normal,0.0,0.0694,False,adhesive_wear,none,A_healthy,0.0,0.0,1.0,,553.6,138.6,25861.82,29030.57,18869.87,39191.27,weibull_regression,-3168.75,3586.49,7032.0,0.0,0.0001,0.0069,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-09T20:27:53,2012-07-06T05:09:51,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,378534.57,39716.35,26.98,20558.7,10.22,99.95,77.155,4687.7,1.92,2.153,192,False,False,shock_loading,55.87,95.3,1,0,0,0,oil_process,particulate_mild,64.7,43.59,0.097,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T02:21:34,2,2.36,2.36,0.877,2.31,2.635,2.817,,,57.45,58.52,,29.99,28.53,44.92,14/12/10,86.8,0.418,6.2,1.6,,,,,68.36,26.011,89.66,68.47,,1.938,0.002,109.66,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0001,0.0043,1.0,,7.94,156.95,25860.64,23403.1,15212.01,31594.18,kalman_filter,2457.54,2195.75,7032.0,0.0,0.0001,0.0069,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-12T15:54:32,2011-12-19T22:59:37,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,391221.73,39716.35,28.19,20558.7,14.88,99.928,83.64,4687.7,1.92,3.292,192,False,False,shock_loading,62.27,91.01,2,0,0,0,oil_process,particulate_mild,32.2,44.34,0.353,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T03:32:21,3,3.54,3.54,0.819,2.618,3.196,2.647,,,61.31,63.15,,29.99,33.15,43.11,14/12/10,123.7,0.34,32.9,8.0,,,,,67.47,27.331,89.18,64.15,,0.449,0.0061,124.91,0.9847,normal,-0.00509527,0.0,False,adhesive_wear,none,A_healthy,0.0001,0.0,1.0,,316.87,157.77,25859.46,27970.73,18180.97,37760.48,lstm_sequence,-2111.27,1797.61,7032.0,0.0,0.0001,0.0069,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-17T20:54:10,2012-05-29T18:39:26,mixed,False,journeyman,False,33.0,,,none,none,794327.0,26246462.22,171473.41,39716.35,21.65,20558.7,17.23,99.916,85.477,4687.7,1.92,3.702,192,False,False,shock_loading,69.25,89.51,3,0,0,0,oil_process,particulate_mild,81.54,21.97,2.512,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T04:43:08,4,4.72,4.72,0.814,2.573,3.16,2.818,,,57.8,59.52,,29.99,29.52,46.76,13/11/9,72.6,0.442,7.1,2.0,,,,,66.65,27.857,90.71,62.18,,1.098,0.0306,106.69,1.0,normal,0.0,0.0095,False,adhesive_wear,none,A_healthy,0.0002,0.0091,1.0,,89.38,161.52,25858.28,27103.71,17617.41,36590.0,particle_filter,-1245.43,1301.03,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-03-30T20:34:19,2012-04-29T02:52:09,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,207614.13,39716.35,49.82,20558.7,11.1,99.946,85.118,4687.7,1.92,4.693,192,False,False,shock_loading,66.59,86.77,4,0,0,0,oil_process,none,58.53,10.2,0.444,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T05:53:55,5,5.9,5.9,0.776,2.612,3.364,3.343,,,62.07,60.49,,29.99,30.5,44.94,13/11/9,51.3,0.319,33.6,8.3,,,,,66.58,25.367,89.19,67.48,,0.006,0.0159,43.71,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0002,0.0,1.0,,24.72,137.32,25857.1,22186.53,14421.24,29951.81,physics_informed_nn,3670.58,4613.39,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-18T11:09:40,2011-11-07T00:26:42,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,337283.8,39716.35,59.44,20558.7,16.29,99.921,86.834,4687.7,1.92,4.995,192,False,False,shock_loading,64.03,80.09,5,0,0,0,oil_hydraulic,particulate_severe,82.96,3.16,1.577,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T07:04:42,6,7.08,7.08,0.914,2.781,3.042,2.587,,,62.29,65.62,,29.99,35.63,45.43,14/12/10,81.7,0.316,8.2,1.0,,,,,66.92,26.171,91.14,62.48,,0.807,0.0159,134.9,0.9955,normal,0.00187624,0.0182,False,adhesive_wear,misalignment_induced,A_healthy,0.0003,0.0083,1.0,,69.84,138.29,25855.92,29620.6,19253.39,39987.8,xgboost_gradient,-3764.67,3699.25,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-22T09:22:34,2012-07-27T08:35:05,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,159691.98,39716.35,45.48,20558.7,11.04,99.946,79.857,4687.7,1.92,6.193,192,False,False,shock_loading,66.8,90.03,6,0,0,0,oil_process,none,77.49,130.49,5.282,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T08:15:29,7,8.26,8.26,0.863,3.3,3.823,3.114,,,61.48,60.45,,29.99,30.46,42.6,14/12/10,142.6,0.334,25.6,3.2,,,,,65.23,25.102,88.86,66.42,,0.265,0.005,41.71,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,39.13,148.05,25854.74,27608.65,17945.62,37271.67,xgboost_gradient,-1753.9,2146.69,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-10T12:34:50,2012-05-17T03:36:23,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,347461.91,39716.35,31.96,20558.7,9.96,99.952,82.621,4687.7,1.92,4.828,192,False,False,shock_loading,60.5,77.88,7,0,0,0,water,particulate_severe,65.79,110.04,0.175,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T09:26:16,8,9.44,9.44,0.775,3.352,4.328,3.682,,,57.29,59.37,,29.99,29.37,44.67,13/11/9,144.4,0.41,48.6,13.6,,,,,65.21,25.145,89.06,66.17,,0.092,0.0175,145.95,0.9975,normal,0.00255585,0.0,False,adhesive_wear,none,A_healthy,0.0004,0.0068,1.0,,152.26,138.72,25853.56,20848.17,13551.31,28145.03,lstm_sequence,5005.39,4643.07,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-11-20T17:31:24,2011-09-20T18:22:59,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,334110.17,39716.35,50.28,20558.7,9.21,99.955,84.321,4687.7,1.92,7.471,192,False,False,shock_loading,58.89,86.97,8,0,0,0,water,water_ingress,24.93,3.97,1.084,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T10:37:03,9,10.62,10.62,0.727,2.512,3.454,3.371,,,62.81,63.38,,29.99,33.39,44.82,14/12/10,136.4,1.012,111.7,17.5,,,,,64.16,25.843,90.89,66.66,,0.891,0.0711,20.19,0.9994,normal,-0.00012995,0.0,False,adhesive_wear,none,A_healthy,0.0004,0.0154,1.0,,7.12,147.19,25852.38,21911.39,14242.4,29580.37,particle_filter,3941.0,3237.95,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-12T22:18:37,2011-10-28T11:17:43,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,388214.47,39716.35,32.61,20558.7,22.5,99.891,80.34,4687.7,1.92,7.667,192,False,False,shock_loading,77.69,97.16,9,0,0,0,oil_process,particulate_mild,47.25,68.52,0.64,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T11:47:50,10,11.8,11.8,0.777,3.161,4.066,2.719,,,63.1,63.71,,29.99,33.72,44.08,13/11/9,66.1,0.327,27.4,3.1,,,,,66.57,26.849,89.22,64.49,,0.023,0.0721,77.77,1.0,normal,0.0,0.0015,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,12.83,152.39,25851.2,21227.32,13797.76,28656.89,particle_filter,4623.88,5132.63,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-11-28T17:27:32,2011-10-04T07:01:19,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,227334.47,39716.35,45.95,20558.7,6.0,99.971,86.056,4687.7,1.92,5.18,192,False,False,shock_loading,67.14,84.99,10,0,0,0,oil_hydraulic,none,32.3,42.78,7.935,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T12:58:37,11,12.98,12.98,0.78,2.326,2.983,2.938,,,62.85,59.91,,29.99,29.92,44.63,14/12/10,57.4,0.388,16.4,2.1,,,,,64.89,26.788,89.62,67.28,,0.175,0.0402,78.79,0.9963,normal,0.00017464,0.0,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,139.27,138.3,25850.02,20800.89,13520.58,28081.19,lstm_sequence,5049.14,6218.19,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-11-19T21:25:10,2011-09-19T05:43:45,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,139105.95,39716.35,26.56,20558.7,11.0,99.947,83.05,4687.7,1.92,3.351,192,False,False,shock_loading,67.8,94.68,11,0,0,0,oil_hydraulic,none,66.3,104.44,1.963,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T14:09:24,12,14.16,14.16,0.799,2.229,2.789,3.125,,,55.64,58.08,,29.99,28.08,44.74,13/11/9,118.4,0.304,27.7,4.4,,,,,66.56,27.046,89.97,63.55,,0.14,0.0098,90.75,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0005,0.0,1.0,,46.48,168.33,25848.84,22648.18,14721.32,30575.04,lstm_sequence,3200.67,2737.03,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-28T10:14:43,2011-11-23T17:06:26,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,215025.23,39716.35,29.09,20558.7,8.86,99.957,87.03,4687.7,1.92,1.925,192,False,False,shock_loading,61.8,83.25,12,0,0,0,oil_process,none,71.04,86.47,1.549,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T15:20:11,13,15.34,15.34,0.832,3.002,3.609,3.133,,,59.87,61.13,,29.99,31.14,45.29,14/12/10,79.6,0.396,29.9,4.7,,,,,67.82,27.91,88.6,62.26,,0.025,0.1157,34.98,1.0,normal,0.00050132,0.0371,False,adhesive_wear,none,A_healthy,0.0006,0.0202,1.0,,45.12,137.56,25847.66,29795.41,19367.02,40223.8,xgboost_gradient,-3947.74,4075.27,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-26T09:02:26,2012-08-02T21:26:01,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,240180.78,39716.35,48.41,20558.7,21.88,99.894,78.048,4687.7,1.92,6.38,192,False,False,shock_loading,74.58,69.21,13,0,0,0,none,none,20.15,66.85,3.247,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T16:30:58,14,16.52,16.52,0.803,2.379,2.964,2.729,,,62.01,65.15,,29.99,35.16,46.79,13/11/9,70.8,0.455,10.9,2.1,,,,,67.1,25.809,89.3,64.68,,0.188,0.0101,0.82,0.9856,normal,-0.00275369,0.0612,False,adhesive_wear,none,A_healthy,0.0006,0.0012,1.0,,252.11,143.6,25846.48,27942.75,18162.79,37722.72,xgboost_gradient,-2096.27,2064.3,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-17T19:53:37,2012-05-29T07:51:28,mixed,False,specialist,False,33.0,,,none,none,794327.0,26246462.22,119365.76,39716.35,50.69,20558.7,23.55,99.886,81.295,4687.7,1.92,2.42,192,False,False,shock_loading,61.43,86.94,14,0,0,0,water,none,76.36,26.71,4.349,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T17:41:45,14,17.7,17.7,0.799,2.2,2.753,2.579,,,60.89,64.98,,29.99,34.99,47.67,14/12/10,130.2,0.372,9.2,1.2,,,,,66.36,25.83,89.54,62.24,,0.172,0.1039,15.85,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,41.31,153.58,25845.3,22859.54,14858.7,30860.37,kalman_filter,2985.77,3024.87,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-01T23:27:52,2011-12-01T08:18:09,mixed,False,apprentice,False,23.0,,,none,none,794327.0,26246462.22,145276.51,39716.35,45.72,20558.7,8.46,99.959,81.901,4687.7,1.92,7.985,192,False,False,shock_loading,77.06,96.44,14,0,0,0,steam,none,81.18,23.13,3.612,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T18:52:32,16,18.88,18.88,0.739,2.681,3.627,3.296,,,57.56,69.68,,29.99,39.69,45.29,13/11/9,122.6,0.434,8.3,1.3,,,,,68.2,26.46,90.54,65.37,,0.229,0.0276,135.44,0.9888,normal,-0.00151384,0.063,False,adhesive_wear,none,A_healthy,0.0007,0.0,1.0,,277.23,133.62,25844.12,22455.35,14595.98,30314.72,weibull_regression,3388.78,2790.96,7032.0,0.0,0.0001,0.007,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-24T14:33:01,2011-11-17T01:55:21,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,220168.81,39716.35,41.74,20558.7,25.16,99.878,83.581,4687.7,1.92,7.053,192,False,False,shock_loading,80.88,78.58,16,0,0,0,gas_compressed_air,particulate_mild,65.19,62.84,0.458,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T20:03:19,17,20.06,20.06,0.783,2.539,3.241,2.661,,,57.47,57.79,,29.99,27.8,46.17,14/12/10,80.6,0.34,25.2,6.7,,,,,67.52,26.711,90.12,60.74,,0.124,0.0481,54.32,1.0,normal,0.0,0.0231,False,adhesive_wear,none,A_healthy,0.0008,0.0112,1.0,,18.71,150.93,25842.94,29504.23,19177.75,39830.71,physics_informed_nn,-3661.28,3898.81,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-20T12:10:06,2012-07-23T18:38:52,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,189344.4,39716.35,32.49,20558.7,6.73,99.967,85.797,4687.7,1.92,3.526,192,False,False,shock_loading,55.88,84.83,17,0,0,0,oil_process,none,28.71,3.94,2.59,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T21:14:06,18,21.24,21.24,0.791,2.877,3.638,2.794,,,60.32,62.05,,29.99,32.05,45.37,14/12/10,190.7,0.442,67.7,15.0,,,,,67.02,27.889,88.23,66.51,,0.339,0.0202,52.71,0.976,normal,-0.0047992,0.0274,False,adhesive_wear,none,A_healthy,0.0008,0.0,1.0,,247.66,149.58,25841.76,24575.5,15974.08,33176.93,physics_informed_nn,1266.26,1373.15,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-02-06T20:59:15,2012-01-31T06:24:50,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,276549.18,39716.35,33.58,20558.7,42.46,99.794,84.2,4687.7,1.92,3.933,192,False,False,shock_loading,59.16,85.95,18,0,0,0,steam,particulate_mild,63.16,29.27,6.369,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T22:24:53,19,22.41,22.41,0.712,3.186,4.475,2.971,,,60.9,56.68,,29.99,26.68,48.59,15/13/11,117.7,0.363,13.0,3.2,,,,,65.6,25.315,92.05,66.74,,0.061,0.1379,74.9,0.9992,normal,0.00271394,0.0,False,adhesive_wear,none,A_healthy,0.0009,0.0017,1.0,,65.04,155.85,25840.59,24288.57,15787.57,32789.57,xgboost_gradient,1552.02,1832.74,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-31T22:41:59,2012-01-21T03:41:58,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,208136.19,39716.35,42.06,20558.7,6.37,99.969,81.383,4687.7,1.92,6.05,192,False,False,shock_loading,47.88,96.54,19,0,0,0,oil_hydraulic,particulate_severe,53.48,39.8,4.941,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-12T23:35:40,20,23.59,23.59,0.845,2.556,3.024,3.119,,,57.56,61.29,,29.99,31.3,43.74,13/11/9,108.5,0.334,31.0,8.6,,,,,67.03,26.864,89.13,60.57,,0.819,0.1811,21.57,0.996,normal,-0.00080425,0.0239,False,adhesive_wear,none,A_healthy,0.0009,0.0137,1.0,,585.46,156.4,25839.41,23836.84,15493.94,32179.73,weibull_regression,2002.57,2447.77,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-22T14:00:44,2012-01-05T04:54:16,mixed,False,master_technician,False,60.0,,,none,none,794327.0,26246462.22,166478.9,39716.35,28.34,20558.7,11.36,99.945,89.517,4687.7,1.92,1.666,192,False,False,shock_loading,64.68,84.06,20,0,0,0,oil_process,particulate_mild,72.83,1.22,0.463,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T00:46:27,21,24.77,24.77,0.753,3.048,4.047,2.984,,,60.67,63.9,,29.99,33.9,43.98,14/12/10,74.4,0.329,52.3,15.6,,,,,66.99,25.538,87.66,61.72,,0.322,0.0611,2.8,1.0,normal,0.00224865,0.0,False,adhesive_wear,none,A_healthy,0.001,0.0081,1.0,,89.01,138.96,25838.23,28417.48,18471.36,38363.6,xgboost_gradient,-2579.26,2486.05,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-28T01:30:54,2012-06-15T11:38:00,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,330155.49,39716.35,41.93,20558.7,6.42,99.969,80.458,4687.7,1.92,2.294,192,False,False,shock_loading,77.35,88.74,21,0,0,0,gas_compressed_air,particulate_mild,77.33,180.28,2.851,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T01:57:14,22,25.95,25.95,0.808,2.764,3.42,2.996,,,58.49,65.83,,29.99,35.84,45.39,13/11/9,97.9,0.342,17.1,2.4,,,,,66.75,26.476,89.01,66.76,,0.047,0.0153,106.38,1.0,normal,0.0,0.0403,False,adhesive_wear,none,A_healthy,0.001,0.0,1.0,,76.99,151.82,25837.05,24470.09,15905.56,33034.62,kalman_filter,1366.96,1299.01,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-02-04T20:59:52,2012-01-27T17:31:42,mixed,False,apprentice,False,75.0,,,none,none,794327.0,26246462.22,318408.75,39716.35,28.38,20558.7,7.59,99.963,84.687,4687.7,1.92,5.62,192,False,False,shock_loading,76.01,76.6,22,0,0,0,steam,none,57.7,30.39,1.763,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T03:08:02,23,27.13,27.13,0.783,3.036,3.876,2.766,,,54.85,60.47,,29.99,30.47,45.94,14/12/10,62.3,0.31,15.1,3.5,,,,,66.35,27.814,91.12,67.27,,0.05,0.1099,253.56,1.0,normal,0.0047992,0.0336,False,adhesive_wear,none,A_healthy,0.001,0.0,1.0,,43.8,162.9,25835.87,29373.58,19092.83,39654.33,lstm_sequence,-3537.71,4170.17,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-18T01:55:20,2012-07-19T10:40:27,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,316031.86,39716.35,30.65,20558.7,11.61,99.944,82.341,4687.7,1.92,6.613,192,False,False,shock_loading,71.77,78.52,23,0,0,0,none,particulate_mild,74.11,74.85,1.75,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T04:18:49,24,28.31,28.31,0.773,3.006,3.887,3.596,,,58.07,61.45,,29.99,31.46,46.86,13/11/9,53.5,0.454,54.2,14.8,,,,,69.59,26.666,89.48,65.06,,1.25,0.1007,115.33,1.0,normal,0.00016971,0.0,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,87.06,141.57,25834.69,28496.3,18522.59,38470.0,xgboost_gradient,-2661.61,2353.37,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-29T20:27:44,2012-06-18T10:09:58,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,337970.78,39716.35,27.51,20558.7,5.21,99.975,80.422,4687.7,1.92,6.348,192,False,False,shock_loading,60.34,81.19,24,0,0,0,water,particulate_mild,88.59,129.06,0.534,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T05:29:36,25,29.49,29.49,0.76,2.419,3.182,2.782,,,54.77,58.33,,29.99,28.33,48.51,14/12/10,74.4,0.4,12.2,3.5,,,,,68.52,27.905,89.74,66.76,,0.05,0.0488,199.81,1.0,normal,0.00080425,0.0,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,124.95,153.78,25833.51,23476.38,15259.65,31693.12,lstm_sequence,2357.12,2703.46,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-15T07:41:05,2011-12-23T16:25:08,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,373729.38,39716.35,28.53,20558.7,11.88,99.942,84.366,4687.7,1.92,3.117,192,False,False,shock_loading,64.89,84.01,25,0,0,0,steam,chemical_contamination,83.4,19.32,0.226,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T06:40:23,26,30.67,30.67,0.812,2.703,3.328,2.438,,,60.68,60.65,,29.99,30.66,46.66,14/12/10,155.7,0.371,26.1,3.4,,,,,65.93,25.742,89.85,63.43,,0.633,0.089,79.96,0.9955,normal,-0.00090388,0.0225,False,adhesive_wear,none,A_healthy,0.0012,0.0034,1.0,,82.42,126.32,25832.33,27339.24,17770.5,36907.97,lstm_sequence,-1506.91,1636.42,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-05T20:17:26,2012-05-08T13:01:23,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,132979.36,39716.35,47.24,20558.7,18.8,99.909,81.985,4687.7,1.92,7.017,192,False,False,shock_loading,64.55,85.72,26,0,0,0,water,water_ingress,72.47,6.08,0.619,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T07:51:10,27,31.85,31.85,0.815,2.793,3.426,2.631,,,65.39,62.46,,29.99,32.46,49.15,14/12/10,76.7,0.398,18.6,3.5,,,,,66.46,25.866,88.21,62.62,,0.343,0.0098,140.63,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,23.99,145.95,25831.15,30856.66,20056.83,41656.49,particle_filter,-5025.51,4524.88,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-18T04:10:54,2012-09-10T04:00:43,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,361258.54,39716.35,51.31,20558.7,6.33,99.969,78.415,4687.7,1.92,7.54,192,False,False,shock_loading,70.98,88.96,27,0,0,0,oil_process,particulate_mild,51.53,4.77,2.2,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T09:01:57,28,33.03,33.03,0.704,3.073,4.367,3.25,,,55.34,63.95,,29.99,33.95,43.32,14/12/10,91.6,0.353,11.1,3.2,,,,,64.5,26.119,90.62,65.31,,0.714,0.0856,68.61,0.9938,normal,-0.0012328,0.0225,False,adhesive_wear,none,A_healthy,0.0013,0.0072,1.0,,134.4,148.83,25829.97,24025.58,15616.63,32434.53,weibull_regression,1804.39,1699.9,7032.0,0.0,0.0001,0.0071,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-26T21:49:21,2012-01-12T06:46:32,mixed,False,specialist,False,69.0,,,none,none,794327.0,26246462.22,228084.78,39716.35,34.92,20558.7,10.22,99.95,86.298,4687.7,1.92,7.651,192,False,False,shock_loading,75.77,78.93,28,0,0,0,steam,none,42.81,1.56,0.125,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T10:12:44,29,34.21,34.21,0.689,3.105,4.507,2.925,,,58.16,59.36,,29.99,29.36,42.35,14/12/10,160.4,0.39,7.6,2.1,,,,,66.98,27.771,89.76,63.51,,0.36,0.0102,10.97,0.9863,normal,-0.00274128,0.0409,False,adhesive_wear,cavitation,A_healthy,0.0013,0.0168,1.0,,230.82,134.84,25828.79,23823.72,15485.42,32162.02,physics_informed_nn,2005.07,2203.54,7032.0,0.0,0.0001,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-22T18:04:21,2012-01-05T04:22:30,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,353259.4,39716.35,41.24,20558.7,14.23,99.931,89.499,4687.7,1.92,4.584,192,False,False,shock_loading,60.47,91.97,29,0,0,0,water,water_ingress,34.79,45.53,0.616,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T11:23:31,30,35.39,35.39,0.772,2.96,3.832,2.877,,,64.36,64.14,,29.99,34.14,47.98,13/11/9,97.3,0.41,80.3,9.2,,,,,67.42,26.609,92.94,63.36,,1.669,0.0751,311.27,0.9913,normal,-0.00173374,0.0418,False,adhesive_wear,none,A_healthy,0.0014,0.0019,1.0,,101.92,143.82,25827.61,29170.82,18961.03,39380.6,particle_filter,-3343.21,3094.54,7032.0,0.0,0.0001,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-14T04:47:59,2012-07-12T14:35:06,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,208005.77,39716.35,58.52,20558.7,23.24,99.887,89.989,4687.7,1.92,5.359,192,False,False,shock_loading,72.17,91.77,30,0,0,0,oil_hydraulic,none,83.78,142.87,3.419,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T12:34:18,31,36.57,36.57,0.829,3.416,4.122,3.113,,,57.72,62.15,,29.99,32.15,46.12,13/11/9,54.5,0.454,12.3,3.5,,,,,69.32,28.372,90.71,64.31,,1.023,0.0879,12.35,1.0,normal,0.00090388,0.0708,False,adhesive_wear,fretting_corrosion,A_healthy,0.0014,0.0,1.0,,231.57,149.91,25826.43,22722.54,14769.65,30675.43,lstm_sequence,3103.88,3594.17,7032.0,0.0,0.0001,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-30T21:50:37,2011-11-27T06:44:02,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,206609.21,39716.35,34.6,20558.7,5.15,99.975,80.478,4687.7,1.92,4.797,192,False,False,shock_loading,69.5,80.63,31,0,0,0,oil_process,none,59.5,199.55,0.657,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T13:45:05,32,37.75,37.75,0.872,3.472,3.983,3.364,,,60.85,64.41,,29.99,34.41,46.85,13/11/9,63.9,0.524,25.9,7.5,,,,,66.59,27.752,89.11,62.66,,0.991,0.0601,28.57,0.9847,normal,-0.00305609,0.0098,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,240.47,128.28,25825.25,27590.67,17933.93,37247.4,lstm_sequence,-1765.42,1728.06,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-11T09:05:09,2012-05-17T17:49:13,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,363318.4,39716.35,56.64,20558.7,23.73,99.885,85.187,4687.7,1.92,2.402,192,False,False,shock_loading,71.78,91.73,32,0,0,0,water,chemical_contamination,83.18,11.58,1.74,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T14:55:52,33,38.93,38.93,0.846,2.839,3.355,3.701,,,62.53,60.81,,29.99,30.82,45.19,13/11/9,114.8,0.369,64.0,15.6,,,,,67.22,26.174,91.7,68.49,,1.04,0.1343,50.32,1.0,normal,0.0012328,0.0024,False,adhesive_wear,none,A_healthy,0.0015,0.0053,1.0,,34.55,151.98,25824.07,30423.02,19774.96,41071.08,weibull_regression,-4598.95,4971.3,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-09T10:26:30,2012-08-26T02:29:57,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,155247.53,39716.35,49.97,20558.7,15.94,99.923,89.997,4687.7,1.92,4.719,192,False,False,shock_loading,71.98,75.16,33,0,0,1,gas_compressed_air,water_ingress,87.47,157.83,0.624,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T16:06:39,34,40.11,40.11,0.768,2.682,3.49,3.401,,,59.46,59.1,,29.99,29.1,46.04,13/11/9,77.9,0.365,54.1,12.7,,,,,68.02,28.178,90.28,64.15,,1.541,0.0893,63.28,1.0,normal,0.00274128,0.0,False,adhesive_wear,none,A_healthy,0.0016,0.0147,1.0,,21.92,149.82,25822.89,27788.22,18062.34,37514.1,lstm_sequence,-1965.33,2184.06,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-15T14:13:13,2012-05-24T20:05:49,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,149890.72,39716.35,23.0,20558.7,16.98,99.917,83.669,4687.7,1.92,1.996,192,False,False,shock_loading,61.59,86.92,34,0,0,0,steam,none,82.35,107.3,1.847,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T17:17:26,35,41.29,41.29,0.859,2.747,3.197,2.944,,,64.83,58.2,,29.99,28.2,47.84,14/12/10,139.7,0.343,18.7,3.8,,,,,64.91,26.217,89.8,61.77,,0.038,0.0785,35.73,1.0,normal,0.00173374,0.0,False,adhesive_wear,none,A_healthy,0.0016,0.0082,1.0,,44.2,142.27,25821.71,28328.15,18413.3,38243.0,physics_informed_nn,-2506.44,3256.54,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-26T21:21:56,2012-06-13T00:13:05,mixed,False,specialist,False,34.0,,,none,none,794327.0,26246462.22,320008.14,39716.35,57.87,20558.7,16.68,99.919,77.696,4687.7,1.92,7.631,192,False,False,shock_loading,62.31,84.95,35,0,0,0,oil_hydraulic,particulate_mild,68.8,12.77,0.07,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T18:28:13,36,42.47,42.47,0.86,2.58,2.999,3.645,,,60.07,63.87,,29.99,33.88,48.13,15/13/11,66.0,0.628,17.0,2.2,,,,,65.83,26.968,89.48,64.01,,1.147,0.0892,167.26,0.9915,normal,-0.00170932,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0016,0.0,1.0,,154.4,162.85,25820.53,30962.48,20125.61,41799.35,xgboost_gradient,-5141.95,5600.25,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-20T19:42:35,2012-09-14T08:34:39,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,258825.13,39716.35,30.44,20558.7,8.03,99.961,83.381,4687.7,1.92,1.755,192,False,False,shock_loading,69.6,92.27,36,0,0,1,oil_hydraulic,particulate_mild,59.21,75.18,2.38,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T19:39:00,37,43.65,43.65,0.793,2.208,2.785,3.434,,,55.57,56.8,,29.99,26.81,45.7,13/11/9,252.4,0.538,17.5,3.6,,,,,66.17,27.712,89.43,65.82,,0.105,0.1659,60.53,1.0,normal,0.00305609,0.0,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,19.35,135.44,25819.35,28677.11,18640.12,38714.1,lstm_sequence,-2857.76,3281.81,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-04T06:12:17,2012-06-25T11:11:34,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,272188.84,39716.35,47.42,20558.7,23.99,99.883,86.708,4687.7,1.92,3.403,192,False,False,shock_loading,58.79,75.09,37,0,0,0,gas_compressed_air,water_ingress,86.97,37.34,9.202,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T20:49:47,38,44.83,44.83,0.729,1.896,2.602,2.901,,,59.84,58.78,,29.99,28.78,46.73,15/13/11,77.0,0.315,8.8,1.3,,,,,66.55,25.392,90.36,63.96,,0.501,0.007,76.2,0.9973,normal,-0.00054999,0.0,False,adhesive_wear,none,A_healthy,0.0017,0.0,1.0,,40.16,148.77,25818.17,22111.67,14372.59,29850.76,physics_informed_nn,3706.5,3320.24,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-18T12:39:57,2011-11-05T23:45:03,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,143495.52,39716.35,32.96,20558.7,6.69,99.967,82.951,4687.7,1.92,4.934,192,False,False,shock_loading,54.27,89.02,38,0,0,2,none,particulate_severe,57.04,35.29,11.987,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T22:00:34,39,46.01,46.01,0.73,2.801,3.839,2.749,,,59.99,62.89,,29.99,32.9,48.63,13/11/9,51.4,0.45,50.6,8.4,,,,,67.25,25.615,89.36,63.32,,1.277,0.0033,367.04,1.0,normal,0.0,0.0283,False,adhesive_wear,cavitation,A_healthy,0.0018,0.0,1.0,,1.84,163.04,25816.99,28802.26,18721.47,38883.05,lstm_sequence,-2985.27,3708.75,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-06T23:08:25,2012-06-29T23:55:55,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,389751.1,39716.35,41.95,20558.7,9.68,99.953,80.074,4687.7,1.92,3.224,192,False,False,shock_loading,71.6,89.71,39,0,0,0,water,particulate_mild,73.55,43.15,0.343,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-13T23:11:21,40,47.19,47.19,0.857,2.928,3.415,3.169,,,58.62,66.59,,29.99,36.59,46.25,14/12/10,213.8,0.376,26.2,4.5,,,,,66.44,25.672,88.54,64.68,,0.586,0.1349,88.17,0.987,normal,-0.0026099,0.0199,False,adhesive_wear,none,A_healthy,0.0018,0.0137,1.0,,140.03,156.0,25815.81,28902.07,18786.35,39017.79,xgboost_gradient,-3086.26,2522.23,7032.0,0.0,0.0002,0.0072,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-09T02:13:26,2012-07-03T13:56:54,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,390087.2,39716.35,52.3,20558.7,8.49,99.959,78.298,4687.7,1.92,1.449,192,False,False,shock_loading,75.37,76.2,40,0,0,0,steam,none,67.58,143.03,1.529,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T00:22:08,41,48.37,48.37,0.788,2.003,2.541,3.05,,,61.3,65.17,,29.99,35.17,46.13,14/12/10,206.8,0.439,27.3,4.0,,,,,67.43,27.142,89.69,64.39,,0.717,0.004,3.44,0.9906,normal,-0.00016746,0.0444,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,159.13,152.53,25814.63,20828.46,13538.5,28118.43,physics_informed_nn,4986.17,5230.46,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-11-21T22:36:02,2011-09-21T16:33:45,mixed,False,apprentice,True,,,,none,none,794327.0,26246462.22,273699.5,39716.35,44.89,20558.7,13.1,99.936,82.78,4687.7,1.92,6.586,192,False,False,shock_loading,71.06,80.28,41,0,0,0,oil_process,particulate_severe,73.56,49.29,6.673,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T01:32:55,42,49.55,49.55,0.834,2.807,3.366,2.847,,,65.14,59.68,,29.99,29.69,44.48,14/12/10,135.6,0.424,36.5,7.4,,,,,67.29,27.309,87.38,63.6,,0.134,0.0066,148.99,1.0,normal,0.0,0.0283,False,adhesive_wear,none,A_healthy,0.0019,0.0047,1.0,,58.48,139.42,25813.45,29644.96,19269.22,40020.69,xgboost_gradient,-3831.51,4940.95,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-24T16:01:37,2012-07-29T23:45:41,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,214989.43,39716.35,37.22,20558.7,9.45,99.954,88.979,4687.7,1.92,6.699,192,False,False,shock_loading,63.14,67.66,42,0,0,1,oil_process,particulate_mild,64.08,8.8,1.957,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T02:43:42,43,50.73,50.73,0.766,2.3,3.001,3.336,,,57.92,61.4,,29.99,31.41,44.72,14/12/10,189.4,0.473,11.4,2.0,,,,,66.08,25.87,89.61,65.55,,0.134,0.0124,206.55,0.9835,normal,-0.00275526,0.0,False,adhesive_wear,none,A_healthy,0.002,0.0074,1.0,,171.6,127.37,25812.27,23540.05,15301.03,31779.07,physics_informed_nn,2272.22,2062.68,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-17T12:45:13,2011-12-26T19:46:16,mixed,False,journeyman,False,63.0,,,none,none,794327.0,26246462.22,185537.5,39716.35,38.94,20558.7,16.16,99.921,82.317,4687.7,1.92,2.473,192,False,False,shock_loading,59.48,81.22,43,0,0,0,oil_process,particulate_mild,45.61,163.91,0.574,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T03:54:29,44,51.91,51.91,0.75,3.042,4.053,3.472,,,65.42,58.78,,29.99,28.78,48.48,14/12/10,237.2,0.358,8.0,1.6,,,,,66.4,26.26,88.29,64.06,,0.659,0.0494,139.6,0.9879,normal,-0.00241857,0.0205,False,adhesive_wear,none,A_healthy,0.002,0.0006,1.0,,129.48,139.75,25811.09,22383.69,14549.4,30217.98,xgboost_gradient,3427.4,3361.75,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-24T11:45:07,2011-11-15T22:02:33,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,385235.18,39716.35,21.11,20558.7,5.3,99.974,89.104,4687.7,1.92,7.598,192,False,False,shock_loading,62.02,75.84,44,0,0,0,oil_process,none,65.13,36.58,1.272,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T05:05:17,45,53.09,53.09,0.806,2.909,3.61,3.101,,,59.45,60.01,,29.99,30.01,45.82,14/12/10,61.1,0.448,17.6,4.9,,,,,65.79,26.369,88.45,66.81,,1.326,0.0149,89.02,0.9864,normal,-0.00011553,0.0,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.0,,167.16,162.75,25809.91,30108.01,19570.21,40645.82,weibull_regression,-4298.1,5326.46,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-03T11:05:41,2012-08-15T12:53:58,mixed,False,oem_certified,True,,,,none,none,794327.0,26246462.22,238314.05,39716.35,52.51,20558.7,21.47,99.896,88.85,4687.7,1.92,5.163,192,False,False,shock_loading,70.26,84.44,45,0,0,0,water,water_ingress,29.59,5.98,1.516,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T06:16:04,46,54.27,54.27,0.842,2.298,2.73,3.177,,,64.58,60.53,,29.99,30.54,45.41,13/11/9,59.8,0.335,32.0,5.3,,,,,66.33,25.523,89.3,67.19,,0.097,0.061,6.06,0.9989,normal,0.0016648,0.0148,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.0,,107.67,152.03,25808.73,23813.44,15478.74,32148.14,xgboost_gradient,1995.29,2345.85,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-23T08:59:13,2012-01-05T15:41:26,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,277739.83,39716.35,43.22,20558.7,5.44,99.974,84.286,4687.7,1.92,3.752,192,False,False,shock_loading,63.71,79.09,46,0,0,0,oil_hydraulic,none,43.41,10.31,1.674,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T07:26:51,47,55.45,55.45,0.747,2.459,3.29,3.061,,,60.26,60.88,,29.99,30.88,45.06,14/12/10,55.3,0.377,29.2,4.5,,,,,67.82,25.964,91.03,67.02,,0.074,0.0506,773.71,0.9974,normal,-0.00052248,0.0241,False,adhesive_wear,none,A_healthy,0.0021,0.0,1.0,,185.68,154.39,25807.55,19764.77,12847.1,26682.44,weibull_regression,6042.78,6683.92,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-10-31T01:49:52,2011-08-15T07:29:59,mixed,False,specialist,False,69.0,,,none,none,794327.0,26246462.22,126142.57,39716.35,52.65,20558.7,23.23,99.887,79.793,4687.7,1.92,7.381,192,False,False,shock_loading,62.91,78.85,47,0,0,0,water,none,61.12,79.99,1.852,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T08:37:38,48,56.63,56.63,0.832,3.523,4.232,2.669,,,52.75,57.74,,29.99,27.74,44.83,13/11/9,70.6,0.484,10.0,1.9,,,,,64.96,24.683,91.05,61.7,,1.007,0.2727,96.04,1.0,normal,0.00330525,0.0225,False,adhesive_wear,none,A_healthy,0.0022,0.0025,1.0,,107.01,143.23,25806.37,21771.28,14151.33,29391.23,weibull_regression,4035.09,4601.78,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-11T22:16:09,2011-10-25T10:13:07,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,223095.79,39716.35,39.32,20558.7,10.41,99.949,79.637,4687.7,1.92,5.376,192,False,False,shock_loading,59.98,79.98,48,0,0,0,steam,none,38.8,12.26,2.334,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T09:48:25,49,57.81,57.81,0.78,2.902,3.722,2.997,,,57.77,59.76,,29.99,29.77,44.31,13/11/9,114.0,0.575,11.7,2.7,,,,,67.52,27.089,89.1,66.07,,0.201,0.0358,1.55,1.0,normal,0.00241857,0.0016,False,adhesive_wear,none,A_healthy,0.0022,0.0071,1.0,,57.04,150.85,25805.19,28962.31,18825.5,39099.12,physics_informed_nn,-3157.11,2675.71,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-10T18:57:38,2012-07-06T03:46:06,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,265909.31,39716.35,41.04,20558.7,21.47,99.896,87.513,4687.7,1.92,7.992,192,False,False,shock_loading,63.59,103.22,49,0,0,0,steam,water_ingress,43.05,31.69,6.117,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T10:59:12,50,58.99,58.99,0.755,3.074,4.072,3.306,,,60.81,62.6,,29.99,32.6,42.99,13/11/9,97.8,0.556,21.4,3.9,,,,,65.04,24.756,89.44,66.16,,0.662,0.0324,108.98,0.9918,normal,0.00108625,0.0066,False,adhesive_wear,none,A_healthy,0.0023,0.0069,1.0,,102.25,142.54,25804.01,27198.82,17679.23,36718.4,physics_informed_nn,-1394.8,1657.91,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-04T02:23:40,2012-05-04T17:58:48,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,122636.33,39716.35,25.68,20558.7,13.53,99.934,86.826,4687.7,1.92,2.888,192,False,False,shock_loading,69.58,82.01,50,0,0,0,water,particulate_mild,88.81,19.34,0.212,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T12:09:59,51,60.17,60.17,0.87,3.072,3.532,2.954,,,56.73,58.66,,29.99,28.67,43.37,14/12/10,97.4,0.37,53.4,7.5,,,,,66.92,27.265,90.07,61.14,,1.179,0.0461,35.92,0.9892,normal,-0.00195618,0.0177,False,adhesive_wear,adhesive_wear,A_healthy,0.0023,0.0,1.0,,285.1,145.52,25802.83,28122.99,18279.94,37966.04,lstm_sequence,-2320.16,2505.8,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-23T09:39:44,2012-06-06T12:42:33,mixed,False,specialist,False,86.0,,,none,none,794327.0,26246462.22,278391.08,39716.35,47.72,20558.7,12.78,99.938,88.271,4687.7,1.92,1.263,192,False,False,shock_loading,57.08,89.45,51,0,0,0,steam,none,63.76,26.5,0.106,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T13:20:46,52,61.35,61.35,0.83,3.103,3.739,3.055,,,59.35,58.39,,29.99,28.39,46.66,13/11/9,220.0,0.471,6.2,0.7,,,,,65.31,26.299,89.92,66.03,,0.149,0.0005,122.18,1.0,normal,0.00052248,0.0,False,adhesive_wear,none,A_healthy,0.0024,0.0087,1.0,,62.55,143.14,25801.65,24534.4,15947.36,33121.44,lstm_sequence,1267.25,1357.41,7032.0,0.0,0.0002,0.0073,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-02-07T16:32:46,2012-01-31T11:35:10,mixed,False,oem_certified,True,,,,none,none,794327.0,26246462.22,173453.88,39716.35,52.38,20558.7,16.63,99.919,84.091,4687.7,1.92,2.664,192,False,False,shock_loading,64.82,86.12,52,0,0,0,steam,particulate_severe,21.7,38.83,1.076,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T14:31:33,53,62.53,62.53,0.833,2.22,2.666,3.0,,,56.23,61.78,,29.99,31.79,48.76,13/11/9,92.6,0.355,18.7,4.2,,,,,65.73,26.057,88.04,66.69,,0.341,0.0037,6.98,0.9866,normal,-0.0026763,0.0226,False,adhesive_wear,none,A_healthy,0.0024,0.01,1.0,,182.37,141.07,25800.47,31088.58,20207.58,41969.58,xgboost_gradient,-5288.11,5470.57,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-24T06:48:57,2012-09-19T15:49:08,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,190736.69,39716.35,20.94,20558.7,12.63,99.939,87.961,4687.7,1.92,5.234,192,False,False,shock_loading,60.57,94.46,53,0,0,0,oil_hydraulic,particulate_mild,76.92,33.47,0.577,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T15:42:20,54,63.71,63.71,0.854,2.855,3.344,2.252,,,59.69,60.77,,29.99,30.78,46.8,14/12/10,89.4,0.734,70.2,20.8,,,,,66.62,25.374,90.65,65.91,,1.586,0.0111,380.9,0.9885,normal,-0.00230232,0.0,False,adhesive_wear,none,A_healthy,0.0025,0.0018,1.0,,388.36,159.48,25799.29,23801.64,15471.07,32132.21,particle_filter,1997.65,2138.31,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-23T12:31:32,2012-01-05T15:05:59,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,157719.93,39716.35,26.52,20558.7,3.15,99.985,80.911,4687.7,1.92,6.85,192,False,False,shock_loading,63.34,90.59,54,0,0,0,none,none,59.44,28.84,0.288,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T16:53:07,55,64.89,64.89,0.774,3.204,4.142,2.88,,,56.92,62.48,,29.99,32.49,43.91,14/12/10,81.6,0.378,9.1,1.2,,,,,65.68,25.016,87.7,66.28,,0.825,0.1174,358.41,0.9794,normal,-0.00248001,0.0,False,adhesive_wear,none,A_healthy,0.0025,0.0,1.0,,238.66,144.28,25798.11,27781.31,18057.85,37504.77,physics_informed_nn,-1983.2,2548.48,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-16T11:32:33,2012-05-25T15:00:09,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,126289.01,39716.35,24.87,20558.7,15.33,99.926,84.599,4687.7,1.92,3.254,192,False,False,shock_loading,57.99,82.78,55,0,0,1,water,particulate_severe,80.13,6.04,2.47,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T18:03:54,56,66.07,66.07,0.715,2.526,3.534,3.054,,,63.33,61.64,,29.99,31.65,44.86,13/11/9,57.8,0.322,9.3,1.7,,,,,68.13,28.045,91.18,67.13,,0.134,0.0792,50.68,1.0,normal,0.00216816,0.0631,False,adhesive_wear,none,A_healthy,0.0026,0.002,1.0,,53.7,135.74,25796.93,27878.31,18120.9,37635.72,xgboost_gradient,-2081.38,2469.53,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-18T13:13:15,2012-05-29T02:37:47,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,144946.75,39716.35,23.91,20558.7,10.98,99.947,84.964,4687.7,1.92,6.295,192,False,False,shock_loading,60.49,95.3,56,0,0,0,none,water_ingress,64.98,99.09,1.414,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T19:14:41,57,67.24,67.24,0.934,3.053,3.27,3.051,,,59.03,68.45,,29.99,38.45,44.6,14/12/10,59.2,0.461,9.5,2.2,,,,,65.77,26.698,90.98,65.61,,0.598,0.1107,162.26,0.9939,normal,-0.00122962,0.0,False,adhesive_wear,none,A_healthy,0.0026,0.0028,1.0,,161.67,153.46,25795.76,22072.3,14347.0,29797.61,xgboost_gradient,3723.45,4526.18,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-18T15:23:44,2011-11-05T12:42:04,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,194472.9,39716.35,29.75,20558.7,11.05,99.946,82.066,4687.7,1.92,1.047,192,False,False,shock_loading,88.69,80.35,57,0,0,1,water,none,89.45,52.11,0.829,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T20:25:28,58,68.42,68.42,0.761,2.051,2.694,3.119,,,60.73,65.25,,29.99,35.26,49.09,14/12/10,91.1,0.309,16.1,4.7,,,,,67.48,27.921,88.14,65.45,,0.435,0.0393,79.04,1.0,normal,0.0026763,0.0412,False,adhesive_wear,none,A_healthy,0.0026,0.0089,1.0,,62.54,153.51,25794.58,19817.19,12881.17,26753.21,lstm_sequence,5977.38,6001.41,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-11-01T17:01:13,2011-08-17T17:02:15,mixed,False,journeyman,False,85.0,,,none,none,794327.0,26246462.22,385487.01,39716.35,49.19,20558.7,6.95,99.966,80.647,4687.7,1.92,2.452,192,False,False,shock_loading,74.1,78.77,58,0,0,0,oil_process,particulate_severe,73.26,11.36,3.293,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T21:36:15,59,69.6,69.6,0.842,2.769,3.288,3.047,,,60.07,59.27,,29.99,29.28,45.8,13/11/9,130.1,0.482,13.0,2.0,,,,,67.37,27.707,90.89,66.7,,0.243,0.0306,4.75,0.9962,normal,0.00154251,0.0,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,337.48,170.64,25793.4,22578.67,14676.13,30481.2,xgboost_gradient,3214.73,3899.13,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-29T06:56:15,2011-11-23T13:28:15,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,332516.41,39716.35,31.22,20558.7,24.61,99.88,84.251,4687.7,1.92,7.063,192,False,False,shock_loading,69.78,86.46,59,0,0,0,water,particulate_mild,76.84,168.11,2.879,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T22:47:02,60,70.78,70.78,0.761,3.328,4.37,3.088,,,57.01,57.73,,29.99,27.74,46.57,13/11/9,160.7,0.535,10.3,2.0,,,,,66.72,27.395,89.33,66.43,,0.111,0.0104,104.45,1.0,normal,0.00411919,0.0,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,159.53,151.86,25792.22,26795.13,17416.83,36173.42,physics_informed_nn,-1002.91,843.18,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-03-27T04:20:51,2012-04-20T22:38:31,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,391497.32,39716.35,31.25,20558.7,6.91,99.966,82.968,4687.7,1.92,4.911,192,False,False,shock_loading,64.13,83.25,60,0,0,0,water,none,59.65,14.43,0.158,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-14T23:57:49,61,71.96,71.96,0.829,2.449,2.954,3.249,,,60.14,59.26,,29.99,29.26,44.33,13/11/9,136.7,0.306,12.7,1.5,,,,,66.67,27.948,91.95,64.32,,0.084,0.018,503.81,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0028,0.0149,1.0,,154.75,163.02,25791.04,28762.81,18695.83,38829.8,weibull_regression,-2971.78,2602.98,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-07T05:22:10,2012-06-29T16:21:13,mixed,False,oem_certified,True,,,,none,none,794327.0,26246462.22,146397.48,39716.35,43.78,20558.7,6.19,99.97,85.99,4687.7,1.92,3.076,192,False,False,shock_loading,56.86,94.72,61,0,0,0,water,none,20.72,59.26,0.251,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T01:08:36,62,73.14,73.14,0.748,2.117,2.831,3.377,,,62.54,58.75,,29.99,28.76,48.16,13/11/9,69.9,0.366,22.9,4.5,,,,,65.74,27.358,89.52,67.15,,0.123,0.0452,22.91,1.0,normal,0.00122962,0.0,False,adhesive_wear,none,A_healthy,0.0028,0.0071,1.0,,57.52,148.95,25789.86,19973.63,12982.86,26964.41,physics_informed_nn,5816.22,5082.95,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-11-05T03:57:37,2011-08-23T10:43:55,mixed,False,apprentice,True,,,,none,none,794327.0,26246462.22,367956.39,39716.35,38.92,20558.7,11.02,99.946,91.304,4687.7,1.92,2.026,192,False,False,shock_loading,65.37,85.84,62,0,0,0,steam,none,84.72,31.14,1.61,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T02:19:23,63,74.32,74.32,0.851,2.521,2.963,2.995,,,63.85,59.58,,29.99,29.58,44.0,13/11/9,134.7,0.382,11.4,2.5,,,,,67.27,26.81,88.7,63.85,,0.284,0.0111,80.37,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0029,0.0019,1.0,,45.54,146.46,25788.68,27571.28,17921.33,37221.23,particle_filter,-1782.6,1729.24,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-12T11:57:47,2012-05-18T13:54:40,mixed,False,apprentice,False,32.0,,,none,none,794327.0,26246462.22,142702.56,39716.35,38.19,20558.7,15.88,99.923,83.258,4687.7,1.92,7.165,192,False,False,shock_loading,68.48,91.46,63,0,0,1,oil_hydraulic,particulate_mild,36.07,33.74,6.935,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T03:30:10,64,75.5,75.5,0.809,2.237,2.764,3.26,,,62.38,62.15,,29.99,32.16,47.34,14/12/10,191.1,0.547,15.1,1.7,,,,,66.12,25.494,89.52,68.8,,1.472,0.0808,31.82,0.9979,normal,0.00033205,0.0589,False,adhesive_wear,none,A_healthy,0.0029,0.0041,1.0,,179.59,175.99,25787.5,28532.37,18546.04,38518.71,lstm_sequence,-2744.88,3312.16,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-02T13:41:25,2012-06-21T16:01:18,mixed,False,journeyman,False,31.0,,,none,none,794327.0,26246462.22,238056.43,39716.35,54.0,20558.7,6.74,99.967,84.398,4687.7,1.92,7.459,192,False,False,shock_loading,62.9,93.35,64,0,0,0,none,none,80.65,13.58,0.683,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T04:40:57,65,76.68,76.68,0.71,1.833,2.58,3.684,,,56.35,59.4,,29.99,29.4,46.62,14/12/10,119.8,0.317,33.1,6.8,,,,,66.17,25.442,90.36,63.3,,0.594,0.0766,185.31,0.9932,normal,-0.00135312,0.0415,False,adhesive_wear,none,A_healthy,0.003,0.0,1.0,,169.34,160.85,25786.32,23911.69,15542.6,32280.78,particle_filter,1874.63,2091.91,7032.0,0.0,0.0002,0.0074,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-26T08:31:40,2012-01-10T01:37:10,mixed,False,oem_certified,True,,,,none,none,794327.0,26246462.22,148719.55,39716.35,54.95,20558.7,7.35,99.964,89.956,4687.7,1.92,6.353,192,False,False,shock_loading,59.43,95.56,65,0,0,0,gas_compressed_air,none,43.71,30.92,0.801,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T05:51:44,66,77.86,77.86,0.751,2.921,3.89,3.2,,,61.48,67.27,,29.99,37.27,47.45,14/12/10,52.3,0.345,20.2,5.2,,,,,66.88,27.076,88.71,64.47,,0.53,0.0195,161.19,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.003,0.0,1.0,,402.72,159.24,25785.14,29464.08,19151.65,39776.51,xgboost_gradient,-3678.95,4022.05,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-22T01:54:15,2012-07-24T18:20:01,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,352594.62,39716.35,24.06,20558.7,17.2,99.916,80.354,4687.7,1.92,1.201,192,False,False,shock_loading,73.89,74.1,66,0,0,1,oil_process,none,76.44,53.12,1.433,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T07:02:32,67,79.04,79.04,0.863,3.767,4.363,2.659,,,59.21,63.21,,29.99,33.21,44.16,13/11/9,69.3,0.342,18.0,4.3,,,,,67.01,25.609,90.14,60.19,,0.389,0.0091,0.7,0.993,normal,-0.00140185,0.0203,False,adhesive_wear,thermal_degradation,A_healthy,0.0031,0.0,1.0,,126.66,167.24,25783.96,28263.67,18371.39,38155.96,xgboost_gradient,-2479.71,2010.97,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-27T02:52:39,2012-06-12T07:09:45,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,187027.96,39716.35,29.0,20558.7,18.31,99.911,78.502,4687.7,1.92,1.286,192,False,False,shock_loading,69.01,90.16,67,0,0,0,steam,none,28.42,189.69,3.024,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T08:13:19,68,80.22,80.22,0.867,3.033,3.498,2.799,,,59.0,60.62,,29.99,30.62,44.34,14/12/10,148.4,0.334,11.5,2.0,,,,,66.54,25.8,90.12,64.0,,0.265,0.0288,213.36,1.0,normal,0.0,0.0044,False,adhesive_wear,none,A_healthy,0.0031,0.0185,1.0,,23.61,143.14,25782.78,29973.31,19482.65,40463.98,physics_informed_nn,-4190.54,5427.55,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-01T18:52:45,2012-08-11T21:32:22,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,132729.18,39716.35,26.05,20558.7,10.57,99.949,83.103,4687.7,1.92,6.618,192,False,False,shock_loading,63.78,95.39,68,0,0,0,oil_hydraulic,none,68.46,58.39,0.595,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T09:24:06,68,81.4,81.4,0.848,3.736,4.408,2.699,,,62.82,64.86,,29.99,34.87,44.82,13/11/9,192.2,0.319,30.7,3.9,,,,,67.23,25.836,87.94,69.31,,1.657,0.0917,116.42,0.9939,normal,-0.00078934,0.0171,False,adhesive_wear,none,A_healthy,0.0031,0.0,1.0,,114.1,143.88,25781.6,29533.71,19196.91,39870.51,lstm_sequence,-3752.11,3340.97,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-23T16:15:19,2012-07-27T09:03:11,mixed,False,master_technician,False,17.0,,,none,none,794327.0,26246462.22,191986.46,39716.35,55.19,20558.7,6.24,99.97,80.114,4687.7,1.92,4.394,192,False,False,shock_loading,72.57,79.13,68,0,0,0,oil_hydraulic,particulate_mild,78.3,104.79,2.757,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T10:34:53,69,82.58,82.58,0.955,2.555,2.676,3.325,,,58.85,65.02,,29.99,35.03,45.64,14/12/10,69.7,0.364,11.7,1.3,,,,,65.88,27.552,90.37,67.05,,0.927,0.0164,62.67,0.9885,normal,-0.00095652,0.0391,False,adhesive_wear,none,A_healthy,0.0032,0.0,1.0,,263.5,143.82,25780.42,28912.74,18793.28,39032.2,particle_filter,-3132.32,2757.29,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-10T18:57:10,2012-07-05T10:24:46,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,395054.44,39716.35,36.8,20558.7,4.28,99.979,82.712,4687.7,1.92,5.597,192,False,False,shock_loading,79.45,74.64,69,0,0,1,gas_compressed_air,none,69.03,90.66,1.807,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T11:45:40,70,83.76,83.76,0.879,2.63,2.991,2.508,,,61.83,55.33,,29.99,25.34,45.92,14/12/10,121.6,0.583,36.9,6.1,,,,,67.74,27.482,89.95,67.31,,1.483,0.0067,93.55,0.987,normal,-0.00259364,0.0149,False,adhesive_wear,none,A_healthy,0.0032,0.0,1.0,,138.12,158.58,25779.24,28497.52,18523.39,38471.66,particle_filter,-2718.28,3404.87,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-02T04:31:21,2012-06-20T18:39:20,mixed,False,specialist,False,46.0,,,none,none,794327.0,26246462.22,216525.63,39716.35,55.37,20558.7,9.88,99.952,84.237,4687.7,1.92,3.524,192,False,False,shock_loading,67.11,91.3,70,0,0,0,steam,particulate_mild,30.62,108.08,6.438,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T12:56:27,71,84.94,84.94,0.799,2.19,2.741,3.283,,,61.81,64.98,,29.99,34.99,46.1,13/11/9,165.6,0.331,14.6,2.6,,,,,66.67,26.211,89.39,64.87,,0.648,0.0087,203.34,0.9955,normal,0.00050861,0.0598,False,adhesive_wear,none,A_healthy,0.0033,0.0111,1.0,,149.9,144.91,25778.06,29051.02,18883.16,39218.87,physics_informed_nn,-3272.96,3252.92,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-13T18:26:56,2012-07-10T10:18:17,mixed,False,oem_certified,True,,,,none,none,794327.0,26246462.22,321287.95,39716.35,28.47,20558.7,7.72,99.962,83.371,4687.7,1.92,7.861,192,False,False,shock_loading,77.62,79.14,71,0,0,1,gas_compressed_air,none,20.58,22.9,3.531,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T14:07:14,72,86.12,86.12,0.712,1.835,2.578,2.828,,,62.53,62.76,,29.99,32.76,45.4,14/12/10,63.8,0.331,14.0,3.9,,,,,65.6,26.315,89.06,65.59,,0.03,0.044,33.88,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0033,0.0031,1.0,,99.93,156.57,25776.88,24418.49,15872.02,32964.96,lstm_sequence,1358.39,1614.15,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-02-06T07:21:48,2012-01-28T09:50:00,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,318819.82,39716.35,37.57,20558.7,9.79,99.952,85.009,4687.7,1.92,2.544,192,False,False,shock_loading,70.44,92.56,72,0,0,0,oil_hydraulic,water_ingress,47.12,67.4,1.738,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T15:18:01,73,87.3,87.3,0.819,2.569,3.137,3.378,,,58.03,60.42,,29.99,30.42,46.15,14/12/10,69.4,0.306,19.1,5.0,,,,,67.6,28.252,90.3,66.05,,0.458,0.0098,90.6,0.9998,normal,0.00118411,0.0,False,adhesive_wear,none,A_healthy,0.0034,0.0095,1.0,,2.89,155.27,25775.7,30529.45,19844.14,41214.75,particle_filter,-4753.75,4044.76,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-13T16:01:26,2012-08-31T21:19:50,mixed,False,apprentice,True,,,,none,none,794327.0,26246462.22,356140.66,39716.35,51.34,20558.7,16.86,99.918,90.603,4687.7,1.92,2.066,192,False,False,shock_loading,70.48,82.36,73,0,0,1,gas_compressed_air,none,75.87,25.88,1.323,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T16:28:48,74,88.48,88.48,0.809,2.41,2.979,2.63,,,57.85,58.26,,29.99,28.26,46.76,13/11/9,59.0,0.365,20.4,5.5,,,,,66.56,27.031,89.37,65.84,,0.087,0.0761,48.25,1.0,normal,0.00230965,0.0,False,adhesive_wear,overload,A_healthy,0.0034,0.0,1.0,,2.45,141.98,25774.52,22807.97,14825.18,30790.76,weibull_regression,2966.55,2469.41,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-03T20:27:50,2011-12-02T11:15:10,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,263151.74,39716.35,49.35,20558.7,7.48,99.964,87.967,4687.7,1.92,3.269,192,False,False,shock_loading,60.72,79.2,74,0,0,0,water,none,86.69,45.23,0.506,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T17:39:35,75,89.66,89.66,0.855,3.739,4.373,3.016,,,59.06,60.4,,29.99,30.4,44.45,13/11/9,81.9,0.67,111.5,20.7,,,,,66.46,26.013,88.98,64.63,,2.296,0.057,208.89,1.0,normal,0.00259364,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.0092,1.0,,154.47,135.41,25773.34,23203.79,15082.46,31325.11,lstm_sequence,2569.55,3132.36,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-12T03:33:13,2011-12-16T12:52:46,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,328999.07,39716.35,52.81,20558.7,10.97,99.947,81.156,4687.7,1.92,7.071,192,False,False,shock_loading,65.85,78.18,75,0,0,0,none,none,77.1,7.13,0.096,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T18:50:22,76,90.84,90.84,0.844,3.476,4.116,2.749,,,60.48,63.93,,29.99,33.94,45.99,14/12/10,259.6,0.371,28.8,8.3,,,,,67.44,26.355,89.29,66.91,,0.438,0.0012,61.25,0.9834,normal,-0.00242399,0.0,False,adhesive_wear,none,A_healthy,0.0035,0.011,1.0,,248.29,131.54,25772.16,28678.79,18641.21,38716.37,xgboost_gradient,-2906.63,3542.54,7032.0,0.0,0.0002,0.0075,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-06T06:14:04,2012-06-27T11:48:39,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,339928.89,39716.35,45.97,20558.7,6.91,99.966,83.936,4687.7,1.92,3.506,192,False,False,shock_loading,66.31,84.45,76,0,0,0,oil_process,none,70.86,36.59,1.064,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T20:01:09,77,92.02,92.02,0.75,3.334,4.445,3.566,,,63.49,62.44,,29.99,32.45,44.61,13/11/9,85.9,0.438,28.9,6.5,,,,,64.36,26.977,89.28,70.12,,0.781,0.0168,88.12,0.9918,normal,-0.0016348,0.0633,False,adhesive_wear,none,A_healthy,0.0036,0.0,1.0,,110.47,162.18,25770.98,23093.45,15010.75,31176.16,lstm_sequence,2677.53,2225.77,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-09T22:44:47,2011-12-12T17:27:20,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,200893.78,39716.35,48.51,20558.7,3.66,99.982,84.519,4687.7,1.92,7.303,192,False,False,shock_loading,67.52,90.79,77,0,0,1,oil_process,particulate_mild,47.37,6.34,1.371,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T21:11:56,78,93.2,93.2,0.847,3.101,3.66,3.531,,,58.2,59.1,,29.99,29.1,46.81,13/11/9,74.9,0.329,36.8,5.4,,,,,66.48,26.079,91.64,66.33,,0.196,0.0098,20.86,0.991,normal,-0.00176364,0.0,False,adhesive_wear,none,A_healthy,0.0036,0.0046,1.0,,95.6,139.88,25769.8,28969.1,18829.91,39108.28,xgboost_gradient,-3199.3,3850.42,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-12T09:44:55,2012-07-07T20:56:00,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,344969.08,39716.35,31.81,20558.7,13.43,99.935,82.327,4687.7,1.92,6.231,192,False,False,shock_loading,67.76,85.75,78,0,0,0,water,water_ingress,75.62,6.9,3.391,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T22:22:43,79,94.38,94.38,0.772,2.464,3.191,2.861,,,58.98,63.06,,29.99,33.06,49.4,14/12/10,122.3,0.434,78.4,19.4,,,,,66.47,26.951,89.57,64.31,,0.415,0.0769,273.59,0.9832,normal,-0.00335557,0.0,False,adhesive_wear,none,A_healthy,0.0036,0.0002,1.0,,270.16,161.29,25768.62,22218.67,14442.13,29995.2,xgboost_gradient,3549.95,2880.06,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-22T19:42:43,2011-11-11T20:14:42,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,184461.56,39716.35,20.86,20558.7,13.38,99.935,89.33,4687.7,1.92,7.136,192,False,False,shock_loading,63.65,79.7,79,0,0,1,oil_hydraulic,none,82.37,10.62,0.933,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-15T23:33:30,80,95.56,95.56,0.714,3.015,4.22,3.609,,,56.45,60.6,,29.99,30.6,46.04,14/12/10,65.5,0.356,82.7,8.5,,,,,66.54,26.453,90.88,67.89,,0.349,0.3018,100.1,1.0,normal,0.0,0.0366,False,adhesive_wear,none,A_healthy,0.0037,0.0242,1.0,,13.82,144.71,25767.44,28023.87,18215.51,37832.22,physics_informed_nn,-2256.42,2366.48,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-22T19:29:28,2012-06-04T11:50:39,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,207725.38,39716.35,26.77,20558.7,9.81,99.952,91.794,4687.7,1.92,6.801,192,False,False,shock_loading,64.01,99.15,80,0,0,0,steam,none,42.98,26.33,0.621,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T00:44:17,81,96.74,96.74,0.869,2.693,3.1,3.148,,,62.4,64.6,,29.99,34.61,46.24,13/11/9,82.2,0.465,11.4,2.6,,,,,67.95,27.039,89.98,63.5,,0.24,0.0493,250.7,1.0,normal,0.00331724,0.0,False,adhesive_wear,none,A_healthy,0.0037,0.0104,1.0,,61.08,164.57,25766.26,23234.61,15102.49,31366.72,lstm_sequence,2531.65,2403.7,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-13T02:02:31,2011-12-17T22:09:17,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,252865.84,39716.35,38.59,20558.7,21.38,99.896,80.092,4687.7,1.92,1.65,192,False,False,shock_loading,68.62,86.57,81,0,0,0,oil_process,water_ingress,42.41,108.98,0.652,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T01:55:04,82,97.92,97.92,0.808,2.521,3.119,2.33,,,56.66,55.22,,29.99,25.23,46.41,13/11/9,67.6,0.463,29.3,8.3,,,,,67.03,26.812,89.54,64.28,,0.687,0.0647,11.25,1.0,normal,0.0016348,0.0,False,adhesive_wear,none,A_healthy,0.0038,0.0027,1.0,,22.36,145.25,25765.08,29731.82,19325.68,40137.96,weibull_regression,-3966.74,4917.25,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-28T11:49:38,2012-08-04T01:57:49,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,204994.28,39716.35,29.9,20558.7,20.44,99.901,81.881,4687.7,1.92,4.88,192,False,False,shock_loading,63.99,81.92,82,0,0,0,oil_process,none,68.01,113.11,1.294,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T03:05:51,83,99.1,99.1,0.814,3.453,4.242,2.719,,,60.41,62.6,,29.99,32.6,45.48,14/12/10,119.6,0.379,53.2,13.5,,,,,67.45,26.721,89.17,61.08,,0.996,0.0286,117.72,0.9991,normal,0.00161844,0.0,False,adhesive_wear,none,A_healthy,0.0038,0.0088,1.0,,91.65,147.88,25763.9,21706.23,14109.05,29303.41,particle_filter,4057.67,3361.79,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-12T08:12:48,2011-10-24T21:23:40,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,391090.68,39716.35,43.46,20558.7,4.82,99.977,90.337,4687.7,1.92,1.384,192,False,False,shock_loading,59.86,74.39,83,0,0,0,oil_process,none,51.39,70.85,2.72,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T04:16:38,84,100.28,100.28,0.844,2.344,2.779,2.875,,,62.32,56.0,,29.99,26.01,45.73,14/12/10,88.5,0.336,27.9,4.5,,,,,69.32,28.549,90.63,66.03,,1.662,0.0748,73.63,0.9958,normal,0.00252261,0.0,False,adhesive_wear,erosion,A_healthy,0.0039,0.0,1.0,,123.65,141.43,25762.72,22284.53,14484.94,30084.12,xgboost_gradient,3478.19,3031.54,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-24T10:32:32,2011-11-14T10:07:39,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,372801.08,39716.35,34.77,20558.7,10.19,99.95,87.406,4687.7,1.92,1.871,192,False,False,shock_loading,56.06,80.5,84,0,0,0,none,none,36.32,93.38,0.247,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T05:27:25,85,101.46,101.46,0.772,2.062,2.672,2.832,,,57.42,62.16,,29.99,32.16,44.55,14/12/10,206.2,0.515,17.9,3.9,,,,,64.79,25.04,89.24,66.71,,0.065,0.2278,251.03,0.9937,normal,-0.00125125,0.0343,False,adhesive_wear,none,A_healthy,0.0039,0.0026,1.0,,362.39,157.8,25761.54,30358.25,19732.86,40983.64,xgboost_gradient,-4596.71,5204.97,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-10T16:34:56,2012-08-26T09:58:11,mixed,False,journeyman,False,14.0,,,none,none,794327.0,26246462.22,366533.27,39716.35,37.0,20558.7,15.71,99.924,79.887,4687.7,1.92,5.599,192,False,False,shock_loading,67.1,93.81,85,0,0,0,oil_hydraulic,chemical_contamination,36.97,24.59,0.829,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T06:38:12,86,102.64,102.64,0.768,3.447,4.489,2.886,,,65.44,61.68,,29.99,31.68,47.1,14/12/10,62.6,0.738,19.2,3.5,,,,,67.45,27.758,88.78,61.48,,0.473,0.0122,8.01,0.9917,normal,-0.00166024,0.0088,False,adhesive_wear,none,A_healthy,0.004,0.0,1.0,,304.65,149.7,25760.36,23094.44,15011.39,31177.49,xgboost_gradient,2665.92,2592.21,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-10T09:51:22,2011-12-13T04:54:34,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,299343.43,39716.35,43.12,20558.7,21.91,99.894,87.58,4687.7,1.92,5.444,192,False,False,shock_loading,60.97,80.37,86,0,0,0,steam,particulate_severe,76.0,12.44,1.506,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T07:48:59,87,103.82,103.82,0.824,2.97,3.604,3.171,,,59.02,58.4,,29.99,28.4,47.09,14/12/10,80.2,0.367,60.6,16.8,,,,,67.23,27.718,90.45,65.69,,0.703,0.0544,59.4,0.9964,normal,-0.00071712,0.0,False,adhesive_wear,none,A_healthy,0.004,0.0,1.0,,40.61,145.08,25759.18,22538.68,14650.14,30427.22,xgboost_gradient,3220.5,3238.35,7032.0,0.0,0.0002,0.0076,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-29T21:09:26,2011-11-23T13:41:45,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,199988.84,39716.35,32.69,20558.7,4.55,99.978,78.026,4687.7,1.92,3.072,192,False,False,shock_loading,60.55,88.3,87,0,0,0,oil_hydraulic,particulate_mild,61.14,25.03,0.437,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T08:59:47,88,105.0,105.0,0.649,2.851,4.396,2.377,,,68.6,66.52,,29.99,36.52,45.78,14/12/10,60.9,0.376,47.4,11.2,,,,,65.67,27.501,88.89,65.12,,0.426,0.0568,144.54,0.997,normal,-0.00042867,0.0107,False,adhesive_wear,none,A_healthy,0.0041,0.0,1.0,,147.43,147.28,25758.0,29570.32,19220.71,39919.93,lstm_sequence,-3812.32,4053.78,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-25T10:09:26,2012-07-29T15:46:11,mixed,False,master_technician,True,,,,none,none,794327.0,26246462.22,324054.34,39716.35,54.84,20558.7,12.92,99.937,83.088,4687.7,1.92,3.97,192,False,False,shock_loading,73.48,79.26,88,0,0,2,gas_compressed_air,none,60.57,106.4,3.448,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T10:10:34,89,106.18,106.18,0.798,2.084,2.61,3.079,,,57.61,66.14,,29.99,36.14,46.57,13/11/9,90.1,0.387,15.8,3.6,,,,,66.6,26.842,89.21,67.22,,1.053,0.0647,55.28,0.9919,normal,-0.00078053,0.0063,False,adhesive_wear,none,A_healthy,0.0041,0.0087,1.0,,95.2,136.24,25756.82,30290.68,19688.94,40892.42,lstm_sequence,-4533.86,5245.24,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-09T11:31:02,2012-08-24T05:15:21,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,312049.46,39716.35,53.54,20558.7,6.84,99.967,91.629,4687.7,1.92,7.865,192,False,False,shock_loading,60.24,79.0,89,0,0,0,gas_compressed_air,none,31.25,23.48,0.261,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T11:21:21,90,107.36,107.36,0.859,3.748,4.364,3.129,,,55.8,61.52,,29.99,31.53,46.14,14/12/10,71.4,0.656,107.0,15.6,,,,,66.14,25.294,91.1,63.98,,1.999,0.008,128.5,0.9969,normal,0.00063332,0.0384,False,adhesive_wear,none,A_healthy,0.0042,0.0,1.0,,106.22,158.5,25755.64,23151.59,15048.54,31254.65,particle_filter,2604.05,2373.05,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-11T19:09:09,2011-12-15T10:12:37,mixed,False,apprentice,True,,,,none,none,794327.0,26246462.22,176433.09,39716.35,21.71,20558.7,13.0,99.937,81.956,4687.7,1.92,5.464,192,False,False,shock_loading,69.79,76.6,90,0,0,0,oil_process,particulate_severe,28.45,158.49,0.697,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T12:32:08,91,108.54,108.54,0.815,2.642,3.244,3.15,,,57.94,64.46,,29.99,34.46,47.55,14/12/10,61.5,0.352,11.6,2.4,,,,,65.93,27.355,88.22,62.73,,0.22,0.0074,15.1,0.9888,normal,-0.0005707,0.0012,False,adhesive_wear,none,A_healthy,0.0042,0.0,1.0,,116.76,154.67,25754.46,22223.84,14445.49,30002.18,physics_informed_nn,3530.63,4509.67,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-23T12:27:16,2011-11-12T14:47:53,mixed,False,journeyman,True,,,,none,none,794327.0,26246462.22,287137.5,39716.35,44.54,20558.7,18.94,99.908,80.316,4687.7,1.92,4.503,192,False,False,shock_loading,64.14,74.68,91,0,0,0,water,particulate_mild,27.45,2.48,2.473,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T13:42:55,92,109.72,109.72,0.779,3.472,4.457,3.415,,,62.85,67.3,,29.99,37.3,46.71,14/12/10,74.2,0.412,22.3,4.1,,,,,67.86,28.074,89.03,66.75,,0.319,0.0004,148.79,0.9798,normal,-0.00332927,0.0598,False,adhesive_wear,none,A_healthy,0.0042,0.0,1.0,,393.13,160.46,25753.28,30622.06,19904.34,41339.79,lstm_sequence,-4868.78,4149.34,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-06-16T12:44:49,2012-09-05T02:28:08,mixed,False,specialist,False,52.0,,,none,none,794327.0,26246462.22,267134.26,39716.35,30.46,20558.7,17.57,99.915,79.3,4687.7,1.92,2.966,192,False,False,shock_loading,73.48,89.43,92,0,0,0,oil_hydraulic,chemical_contamination,72.4,3.66,1.358,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T14:53:42,93,110.9,110.9,0.718,2.034,2.833,2.86,,,58.17,64.22,,29.99,34.23,47.23,13/11/9,76.8,0.419,12.3,1.5,,,,,66.51,25.943,90.33,65.01,,0.693,0.0307,229.22,0.9938,normal,-0.00063517,0.0531,False,adhesive_wear,none,A_healthy,0.0043,0.0,1.0,,91.4,152.94,25752.1,21765.18,14147.37,29383.0,kalman_filter,3986.92,4892.85,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-14T01:29:14,2011-10-27T11:18:07,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,128369.56,39716.35,42.11,20558.7,17.41,99.915,82.938,4687.7,1.92,2.603,192,False,False,shock_loading,67.65,88.29,93,0,0,2,oil_process,chemical_contamination,37.23,124.24,0.297,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T16:04:29,94,112.07,112.07,0.826,2.169,2.627,3.553,,,61.27,63.25,,29.99,33.25,45.58,14/12/10,86.6,0.564,7.0,2.1,,,,,67.3,25.709,90.42,65.51,,1.106,0.1624,69.1,1.0,normal,0.00161348,0.0,False,adhesive_wear,misalignment_induced,A_healthy,0.0043,0.0025,1.0,,133.16,168.54,25750.93,22520.6,14638.39,30402.82,xgboost_gradient,3230.32,4095.63,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2010-12-29T20:22:37,2011-11-23T06:35:19,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,314694.8,39716.35,47.47,20558.7,11.23,99.945,87.907,4687.7,1.92,1.085,192,False,False,shock_loading,60.62,82.0,94,0,0,0,gas_compressed_air,chemical_contamination,26.04,126.76,7.318,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T17:15:16,95,113.25,113.25,0.832,3.152,3.787,2.753,,,60.38,60.96,,29.99,30.97,45.1,13/11/9,179.6,0.381,20.0,2.3,,,,,68.22,28.33,91.5,63.07,,0.523,0.0788,13.48,1.0,normal,0.00061793,0.0626,False,adhesive_wear,none,A_healthy,0.0044,0.0,1.0,,91.35,136.66,25749.75,28129.98,18284.49,37975.48,particle_filter,-2380.24,2823.36,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-04-25T18:14:45,2012-06-08T23:44:23,mixed,False,specialist,False,36.0,,,none,none,794327.0,26246462.22,195764.82,39716.35,40.4,20558.7,12.97,99.937,88.184,4687.7,1.92,4.575,192,False,False,shock_loading,69.36,86.38,95,0,0,0,oil_process,particulate_mild,23.28,0.38,0.16,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T18:26:03,96,114.43,114.43,0.812,3.019,3.719,2.831,,,62.99,63.66,,29.99,33.66,42.12,14/12/10,69.2,0.566,60.4,8.9,,,,,66.36,26.141,89.07,69.92,,0.157,0.0865,120.0,0.9991,normal,0.00204574,0.0578,False,adhesive_wear,lubrication_starvation,A_healthy,0.0044,0.0149,1.0,,37.08,157.02,25748.57,22729.99,14774.49,30685.48,kalman_filter,3018.58,3469.95,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-03T07:25:41,2011-11-30T18:55:25,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,189488.62,39716.35,37.32,20558.7,16.07,99.922,89.254,4687.7,1.92,1.724,192,False,False,shock_loading,69.94,87.95,96,0,0,1,none,none,21.07,41.53,2.97,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T19:36:50,97,115.61,115.61,0.764,3.037,3.978,2.906,,,59.12,65.18,,29.99,35.18,45.5,14/12/10,208.0,0.376,15.5,2.2,,,,,66.68,25.388,90.14,68.1,,0.562,0.0125,112.07,0.9873,normal,0.00151133,0.0,False,adhesive_wear,electrical_pitting,A_healthy,0.0045,0.0,1.0,,151.68,141.62,25747.39,23975.35,15583.98,32366.73,xgboost_gradient,1772.03,2229.36,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-29T07:17:28,2012-01-13T22:39:55,mixed,False,specialist,True,,,,none,none,794327.0,26246462.22,310839.74,39716.35,42.75,20558.7,11.65,99.943,84.877,4687.7,1.92,2.039,192,False,False,shock_loading,72.8,93.29,97,0,0,1,water,particulate_severe,84.83,6.63,1.822,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T20:47:37,98,116.79,116.79,0.847,3.197,3.774,3.161,,,58.29,65.75,,29.99,35.75,46.22,14/12/10,93.0,0.472,9.8,1.1,,,,,66.04,25.616,88.83,65.34,,0.86,0.0029,61.15,0.9981,normal,0.00086712,0.0,False,adhesive_wear,none,A_healthy,0.0045,0.0,1.0,,79.42,150.2,25746.21,23143.03,15042.97,31243.09,particle_filter,2603.17,2576.09,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-01-12T00:18:34,2011-12-15T12:22:14,mixed,False,apprentice,True,,,,none,none,794327.0,26246462.22,221997.55,39716.35,35.78,20558.7,21.93,99.893,83.596,4687.7,1.92,4.689,192,False,False,shock_loading,81.35,89.94,98,0,0,0,steam,none,71.22,101.98,1.826,,,standard
ASSET-000040,cnc_spindle,critical,Delta Reliability Systems,MDL-1102-B,2009-09-12,25863.0,1450.0,66.6370587562652,outdoor_exposed,water_treatment,FAC-411,LINE-U,active_standby,2009-09-16T21:58:24,99,117.97,117.97,0.826,3.314,4.012,2.933,,,64.37,61.17,,29.99,31.17,46.22,13/11/9,147.3,0.359,13.5,2.4,,,,,66.43,26.954,91.61,67.74,,0.315,0.0868,54.11,1.0,normal,0.0,0.0261,False,adhesive_wear,none,A_healthy,0.0046,0.0,1.0,,57.25,170.19,25745.03,29348.03,19076.22,39619.84,physics_informed_nn,-3603.0,3521.97,7032.0,0.0,0.0002,0.0077,2.842,16780.0,1.0,1e-06,False,none,none,,,,,,2011-05-21T07:59:13,2012-07-22T07:47:47,mixed,False,specialist,False,67.0,,,none,none,794327.0,26246462.22,306601.12,39716.35,27.79,20558.7,19.49,99.905,79.295,4687.7,1.92,5.785,192,False,False,shock_loading,61.8,83.93,99,0,0,0,steam,particulate_mild,43.05,5.0,1.147,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T01:00:53,1,1.01,1.01,0.763,3.032,3.972,3.395,,,61.74,68.28,,34.55,33.73,45.59,13/11/9,131.6,0.305,24.8,6.3,,,,,83.38,32.952,88.82,65.79,,0.11,0.0146,17.87,1.0,normal,0.0,0.0008,False,adhesive_wear,none,A_healthy,0.0001,0.0134,1.0,,3.33,143.48,9250.99,9780.52,6357.34,13203.7,particle_filter,-529.53,430.2,1130.0,0.0,0.0002,0.0143,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-09T19:16:27,2008-03-31T10:27:21,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,8276.38,2139.47,48.49,13541.9,9.28,99.932,82.053,753.6,3.78,5.989,378,False,False,variable_mild,76.25,87.66,1,0,0,0,oil_process,none,70.05,20.84,0.924,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T02:01:46,2,2.03,2.03,0.838,3.336,3.98,3.138,,,60.73,64.81,,34.55,30.26,46.06,13/11/9,53.5,0.398,9.1,2.4,,,,,82.94,31.872,89.85,65.84,,0.878,0.0608,279.27,1.0,normal,0.0,0.0061,False,adhesive_wear,imbalance_induced,A_healthy,0.0002,0.0,1.0,,39.4,151.09,9249.97,7384.81,4800.13,9969.49,physics_informed_nn,1865.16,1529.54,1130.0,0.0,0.0002,0.0143,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-20T22:26:06,2008-01-06T15:07:08,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,9847.12,2139.47,23.03,13541.9,9.71,99.928,81.539,753.6,3.78,5.38,378,False,False,variable_mild,79.74,81.77,2,0,0,0,steam,none,76.53,25.42,4.24,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T03:02:40,3,3.04,3.04,0.78,2.587,3.318,3.358,,,62.96,70.37,,34.55,35.82,44.37,13/11/9,109.7,0.55,26.0,5.9,,,,,82.5,32.989,90.06,62.25,,0.855,0.0603,24.23,0.9965,normal,-0.00115141,0.0157,False,adhesive_wear,none,A_healthy,0.0003,0.0,1.0,,78.19,162.72,9248.96,8065.62,5242.65,10888.59,lstm_sequence,1183.34,966.66,1130.0,0.0,0.0002,0.0143,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-05T03:51:14,2008-01-30T18:49:14,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,14359.57,2139.47,45.84,13541.9,6.45,99.952,83.177,753.6,3.78,4.907,378,False,False,variable_mild,86.52,78.96,3,0,0,0,steam,particulate_mild,76.97,35.68,2.441,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T04:03:33,4,4.06,4.06,0.909,4.003,4.404,2.941,,,65.75,68.04,,34.55,33.49,45.21,14/12/10,143.7,0.342,8.7,1.6,,,,,83.63,32.567,89.39,62.2,,0.039,0.2561,146.49,1.0,normal,0.0,0.0171,False,adhesive_wear,none,A_healthy,0.0004,0.003,1.0,,34.62,159.7,9247.94,10676.42,6939.67,14413.17,weibull_regression,-1428.48,1539.1,1130.0,0.0,0.0002,0.0144,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-28T14:16:08,2008-05-02T07:00:56,mixed,False,master_technician,False,73.0,,,none,none,42789.32,5245198.6,12803.33,2139.47,41.84,13541.9,14.22,99.895,85.197,753.6,3.78,5.775,378,False,False,variable_mild,75.8,86.23,4,0,0,0,oil_hydraulic,none,43.79,55.65,3.577,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T05:04:26,5,5.07,5.07,0.688,2.57,3.738,2.998,,,59.82,69.48,,34.55,34.93,43.93,12/10/8,59.8,0.761,18.4,5.0,,,,,82.01,31.84,90.93,64.42,,0.181,0.1592,39.48,0.9923,normal,-0.00153654,0.0135,False,adhesive_wear,none,A_healthy,0.0005,0.017,1.0,,125.1,159.5,9246.93,8429.39,5479.11,11379.68,xgboost_gradient,817.53,928.18,1130.0,0.0,0.0002,0.0144,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-12T19:46:15,2008-02-12T18:03:31,mixed,False,journeyman,False,58.0,,,none,none,42789.32,5245198.6,7633.27,2139.47,47.13,13541.9,12.97,99.904,80.582,753.6,3.78,4.64,378,False,False,variable_mild,86.1,70.79,5,0,0,0,none,none,67.47,57.79,2.892,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T06:05:20,6,6.09,6.09,0.8,2.731,3.412,2.986,,,61.16,68.27,,34.55,33.72,46.99,13/11/9,65.4,0.383,20.7,5.3,,,,,83.73,35.152,87.2,64.58,,0.027,0.0023,98.77,0.998,normal,-0.00040654,0.0,False,adhesive_wear,none,A_healthy,0.0007,0.0036,1.0,,77.07,141.41,9245.91,10275.01,6678.76,13871.27,lstm_sequence,-1029.1,997.94,1130.0,0.0,0.0002,0.0144,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-20T07:35:45,2008-04-18T03:51:02,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,15993.77,2139.47,39.29,13541.9,13.14,99.903,83.483,753.6,3.78,4.185,378,False,False,variable_mild,78.81,93.52,6,0,0,0,gas_compressed_air,none,81.13,74.66,1.049,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T07:06:13,7,7.1,7.1,0.753,3.158,4.191,3.226,,,63.83,70.2,,34.55,35.65,45.77,13/11/9,126.2,0.528,137.4,35.3,,,,,83.81,32.236,89.74,67.4,,1.197,0.0055,1.9,0.983,normal,-0.00339903,0.0232,False,adhesive_wear,none,A_healthy,0.0008,0.0024,1.0,,177.52,149.75,9244.9,10737.4,6979.31,14495.48,lstm_sequence,-1492.5,1877.84,1130.0,0.0,0.0002,0.0144,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-29T23:48:04,2008-05-04T13:53:22,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,9505.08,2139.47,40.05,13541.9,12.39,99.909,86.529,753.6,3.78,2.421,378,False,False,variable_mild,76.49,79.02,7,0,0,0,gas_compressed_air,chemical_contamination,63.21,54.4,0.807,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T08:07:06,8,8.12,8.12,0.811,2.793,3.443,3.129,,,62.86,68.14,,34.55,33.59,49.02,14/12/10,97.9,0.387,14.5,4.2,,,,,83.97,34.478,88.8,63.91,,1.451,0.0714,92.18,0.973,normal,-0.00471763,0.0341,False,adhesive_wear,none,A_healthy,0.0009,0.0,1.0,,368.22,143.81,9243.88,8134.56,5287.47,10981.66,lstm_sequence,1109.32,1420.39,1130.0,0.0,0.0002,0.0144,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-06T19:24:03,2008-02-02T10:29:55,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,17968.01,2139.47,31.96,13541.9,21.2,99.844,79.68,753.6,3.78,4.86,378,False,False,variable_mild,80.68,75.31,8,0,0,0,water,water_ingress,37.19,55.1,1.252,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T09:08:00,9,9.13,9.13,0.879,3.81,4.336,2.927,,,62.7,73.72,,34.55,39.17,45.45,14/12/10,82.6,0.402,14.5,2.3,,,,,83.28,33.709,91.69,61.91,,0.193,0.0018,39.2,1.0,normal,0.0,0.0517,False,adhesive_wear,none,A_healthy,0.001,0.0005,1.0,,112.25,136.36,9242.87,10387.48,6751.86,14023.1,physics_informed_nn,-1144.61,1344.64,1130.0,0.0,0.0002,0.0144,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-22T18:52:27,2008-04-22T06:29:33,mixed,False,specialist,False,18.0,,,none,none,42789.32,5245198.6,17977.72,2139.47,45.49,13541.9,15.9,99.883,84.755,753.6,3.78,5.767,378,False,False,variable_mild,93.7,100.32,9,0,0,0,oil_hydraulic,particulate_severe,84.89,142.53,0.86,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T10:08:53,10,10.15,10.15,0.755,1.96,2.597,2.854,,,58.29,66.52,,34.55,31.97,46.29,13/11/9,110.2,0.313,9.5,1.5,,,,,82.88,33.562,89.71,62.78,,0.536,0.0497,15.93,0.9992,normal,0.00138504,0.0,False,adhesive_wear,none,A_healthy,0.0011,0.0,1.0,,169.71,154.12,9241.85,7998.75,5199.19,10798.31,particle_filter,1243.1,1575.47,1130.0,0.0,0.0002,0.0145,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-04T01:31:26,2008-01-28T17:05:13,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,11649.94,2139.47,31.1,13541.9,15.87,99.883,84.385,753.6,3.78,5.861,378,False,False,variable_mild,76.1,81.27,10,0,0,0,oil_hydraulic,particulate_severe,27.86,171.26,4.744,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T11:09:47,11,11.16,11.16,0.77,2.238,2.905,3.47,,,56.23,69.68,,34.55,35.14,46.86,13/11/9,64.0,0.494,31.9,8.2,,,,,83.45,34.318,89.8,65.1,,1.097,0.0011,37.99,1.0,normal,0.00040654,0.0674,False,adhesive_wear,none,A_healthy,0.0012,0.0,1.0,,9.12,152.8,9240.84,10618.9,6902.29,14335.52,particle_filter,-1378.06,1104.94,1130.0,0.0,0.0002,0.0145,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-27T16:36:49,2008-04-30T13:13:45,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,13409.04,2139.47,40.73,13541.9,7.22,99.947,83.107,753.6,3.78,1.53,378,False,False,variable_mild,92.8,69.01,11,0,0,0,oil_process,particulate_severe,54.04,59.88,1.876,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T12:10:40,12,12.18,12.18,0.881,2.251,2.556,2.838,,,70.11,75.21,,34.55,40.66,46.15,13/11/9,317.5,0.319,44.7,11.7,,,,,83.36,32.729,88.56,61.35,,0.454,0.0312,56.21,0.9936,normal,0.00212115,0.1055,False,adhesive_wear,none,A_healthy,0.0013,0.0,1.0,,319.45,140.89,9239.82,7782.94,5058.91,10506.97,particle_filter,1456.88,1775.51,1130.0,0.0,0.0002,0.0145,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-29T15:38:51,2008-01-21T03:40:35,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,7712.15,2139.47,37.53,13541.9,10.2,99.925,82.713,753.6,3.78,1.14,378,False,False,variable_mild,96.18,88.82,12,0,0,0,water,none,26.95,26.49,0.179,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T13:11:33,13,13.19,13.19,0.742,3.272,4.408,2.919,,,61.7,74.88,,34.55,40.33,44.59,14/12/10,57.7,0.385,15.7,3.1,,,,,84.26,34.798,91.84,64.35,,0.759,0.0116,72.08,1.0,normal,0.00540848,0.0046,False,adhesive_wear,cavitation,A_healthy,0.0014,0.0091,1.0,,18.22,135.65,9238.81,10219.79,6642.86,13796.71,lstm_sequence,-980.98,790.3,1130.0,0.0,0.0002,0.0145,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-19T11:05:06,2008-04-16T12:00:36,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,18963.55,2139.47,34.34,13541.9,9.98,99.926,82.585,753.6,3.78,7.113,378,False,False,variable_mild,94.61,77.92,13,0,0,0,oil_hydraulic,particulate_mild,32.1,72.36,0.955,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T14:12:27,14,14.21,14.21,0.73,2.851,3.907,2.326,,,62.16,77.59,,34.55,43.04,47.14,12/10/8,73.2,0.557,38.7,9.7,,,,,82.02,34.368,90.79,67.01,,0.861,0.1387,56.78,0.9816,normal,-0.00368992,0.0445,False,adhesive_wear,none,A_healthy,0.0015,0.0,1.0,,445.84,147.86,9237.79,10110.02,6571.51,13648.53,particle_filter,-872.23,801.99,1130.0,0.0,0.0002,0.0145,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-17T05:13:04,2008-04-12T15:43:29,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,10442.27,2139.47,21.96,13541.9,9.84,99.927,85.642,753.6,3.78,1.346,378,False,False,variable_mild,100.05,83.77,14,0,0,0,steam,none,61.58,32.13,0.052,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T15:13:20,15,15.22,15.22,0.747,2.662,3.565,3.111,,,59.91,69.09,,34.55,34.54,45.49,13/11/9,115.9,0.41,6.4,1.6,,,,,83.34,33.57,88.05,69.25,,0.417,0.1003,38.32,1.0,normal,0.0001515,0.0,False,adhesive_wear,none,A_healthy,0.0016,0.0,1.0,,128.93,141.09,9236.78,10389.13,6752.93,14025.33,lstm_sequence,-1152.35,932.24,1130.0,0.0,0.0002,0.0145,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-23T01:47:15,2008-04-22T13:59:00,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,20024.11,2139.47,45.65,13541.9,10.93,99.919,87.038,753.6,3.78,2.805,378,False,False,variable_mild,82.92,80.36,15,0,0,0,oil_hydraulic,none,66.19,103.92,1.285,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T16:14:13,16,16.24,16.24,0.899,3.732,4.152,3.165,,,63.17,64.91,,34.55,30.36,46.66,14/12/10,197.7,0.337,30.0,3.2,,,,,82.84,33.008,90.51,65.46,,0.474,0.0414,42.23,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0018,0.0035,1.0,,11.04,149.89,9235.76,8559.76,5563.85,11555.68,particle_filter,676.0,599.74,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-16T00:07:05,2008-02-17T20:02:05,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,8207.2,2139.47,32.7,13541.9,14.83,99.891,83.697,753.6,3.78,1.337,378,False,False,variable_mild,72.95,84.92,16,0,0,0,oil_process,particulate_mild,76.2,4.15,3.077,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T17:15:07,17,17.25,17.25,0.822,2.363,2.875,3.191,,,59.15,75.8,,34.55,41.25,48.25,13/11/9,60.9,0.315,19.3,2.3,,,,,83.72,33.178,90.26,62.04,,0.275,0.1593,185.63,1.0,normal,0.00127788,0.0,False,adhesive_wear,none,A_healthy,0.0019,0.0,1.0,,8.21,156.71,9234.75,10552.26,6858.97,14245.55,physics_informed_nn,-1317.51,1671.52,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-26T13:22:47,2008-04-28T10:40:09,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,14449.67,2139.47,26.66,13541.9,11.79,99.913,87.362,753.6,3.78,4.107,378,False,False,variable_mild,105.86,83.77,17,0,0,0,none,none,25.76,13.79,0.561,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T18:16:00,18,18.27,18.27,0.866,2.971,3.431,2.896,,,57.62,74.56,,34.55,40.01,44.69,14/12/10,71.9,0.377,6.4,1.8,,,,,82.49,31.573,88.97,64.72,,0.15,0.143,39.86,0.9932,normal,-0.00135936,0.0,False,adhesive_wear,none,A_healthy,0.002,0.007,1.0,,190.52,136.57,9233.73,8538.79,5550.21,11527.37,particle_filter,694.94,875.64,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-15T15:39:42,2008-02-17T04:14:18,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,20661.24,2139.47,51.2,13541.9,11.4,99.916,82.445,753.6,3.78,4.918,378,False,False,variable_mild,99.74,98.56,18,0,0,0,water,chemical_contamination,39.28,33.68,0.837,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T19:16:53,19,19.28,19.28,0.814,3.258,4.004,3.054,,,63.12,71.27,,34.55,36.72,45.11,14/12/10,167.7,0.537,36.6,5.4,,,,,83.02,32.818,89.9,67.75,,0.037,0.0868,6.72,1.0,normal,0.00368992,0.0235,False,adhesive_wear,none,A_healthy,0.0021,0.0119,1.0,,66.29,150.89,9232.72,9737.12,6329.13,13145.12,particle_filter,-504.41,540.57,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-09T15:50:36,2008-03-30T15:50:12,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,19687.17,2139.47,39.47,13541.9,12.2,99.91,90.054,753.6,3.78,6.251,378,False,False,variable_mild,71.93,79.5,19,0,0,0,none,none,56.79,221.77,0.313,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T20:17:47,20,20.3,20.3,0.81,3.173,3.919,3.102,,,53.12,71.3,,34.55,36.75,46.13,13/11/9,65.1,0.339,30.9,7.9,,,,,82.15,33.239,90.85,62.57,,0.023,0.0053,35.75,1.0,normal,0.0,0.0129,False,adhesive_wear,none,A_healthy,0.0022,0.0001,1.0,,89.29,128.99,9231.7,10316.73,6705.88,13927.59,weibull_regression,-1085.03,1094.73,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-21T18:39:49,2008-04-20T05:31:14,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,12747.17,2139.47,22.4,13541.9,34.18,99.748,83.941,753.6,3.78,2.336,378,False,False,variable_mild,87.62,93.06,20,0,0,0,steam,none,57.1,15.75,0.048,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T21:18:40,20,21.31,21.31,0.709,1.959,2.762,2.598,,,58.43,72.31,,34.55,37.76,45.91,14/12/10,63.0,0.315,18.0,5.0,,,,,83.8,33.571,88.81,67.16,,0.244,0.0096,8.67,0.9993,normal,-0.00014467,0.0011,False,adhesive_wear,none,A_healthy,0.0023,0.0,1.0,,45.46,146.96,9230.69,10584.46,6879.9,14289.03,physics_informed_nn,-1353.78,1658.25,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-27T09:32:36,2008-04-29T18:06:21,mixed,False,journeyman,False,36.0,,,none,none,42789.32,5245198.6,15690.09,2139.47,46.67,13541.9,13.72,99.899,84.489,753.6,3.78,6.588,378,False,False,variable_mild,93.89,84.97,20,0,0,0,gas_compressed_air,particulate_mild,79.6,7.11,0.031,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T22:19:34,21,22.33,22.33,0.821,2.234,2.721,2.871,,,55.66,74.29,,34.55,39.74,45.26,13/11/9,199.5,0.343,82.8,18.8,,,,,83.46,34.646,89.27,63.66,,0.172,0.043,1.72,0.9922,normal,-0.00156369,0.0578,False,adhesive_wear,none,A_healthy,0.0024,0.0,1.0,,183.48,155.15,9229.67,8559.83,5563.89,11555.77,kalman_filter,669.84,586.09,1130.0,0.0,0.0002,0.0146,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-16T06:14:33,2008-02-18T02:11:03,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,6767.95,2139.47,46.07,13541.9,10.69,99.921,84.861,753.6,3.78,5.429,378,False,False,variable_mild,84.38,94.98,21,0,0,0,gas_compressed_air,none,22.04,69.51,3.115,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-20T23:20:27,22,23.34,23.34,0.732,2.804,3.832,2.527,,,62.01,67.17,,34.55,32.62,46.26,14/12/10,81.4,0.328,20.7,5.7,,,,,85.37,32.961,88.85,61.96,,0.39,0.1302,161.91,0.9975,normal,0.00086524,0.0379,False,adhesive_wear,contamination,A_healthy,0.0025,0.0,1.0,,75.24,146.78,9228.66,9798.98,6369.34,13228.62,particle_filter,-570.32,621.35,1130.0,0.0,0.0002,0.0147,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-11T02:49:49,2008-04-02T00:28:22,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,11893.59,2139.47,37.93,13541.9,13.22,99.902,85.094,753.6,3.78,5.395,378,False,False,variable_mild,79.09,76.34,22,0,0,0,oil_hydraulic,particulate_mild,82.26,55.32,2.24,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T00:21:20,23,24.36,24.36,0.907,3.763,4.151,3.001,,,67.2,69.94,,34.55,35.39,47.69,14/12/10,123.5,0.329,16.9,4.8,,,,,85.36,35.832,90.9,66.45,,0.128,0.0322,291.36,0.9989,normal,-0.00022005,0.0253,False,adhesive_wear,contamination,A_healthy,0.0026,0.0,1.0,,203.07,147.81,9227.64,7783.61,5059.34,10507.87,lstm_sequence,1444.04,1363.83,1130.0,0.0,0.0002,0.0147,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-30T04:09:32,2008-01-21T16:25:16,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,15531.13,2139.47,58.07,13541.9,4.8,99.965,85.85,753.6,3.78,2.982,378,False,False,variable_mild,78.28,90.1,23,0,0,0,oil_process,none,74.44,99.03,4.715,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T01:22:14,24,25.37,25.37,0.799,2.341,2.93,3.309,,,60.32,74.05,,34.55,39.5,44.22,13/11/9,58.6,1.121,10.1,2.0,,,,,84.61,34.958,90.7,65.26,,0.368,0.0256,40.68,0.9969,normal,-0.00062192,0.096,False,adhesive_wear,none,A_healthy,0.0027,0.0,1.0,,141.56,139.79,9226.63,8695.84,5652.3,11739.39,particle_filter,530.79,588.94,1130.0,0.0,0.0002,0.0147,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-19T05:17:33,2008-02-23T00:50:17,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,17543.15,2139.47,53.15,13541.9,19.04,99.86,86.572,753.6,3.78,1.448,378,False,False,variable_mild,90.99,80.04,24,0,0,0,water,none,42.07,141.25,2.624,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T02:23:07,25,26.39,26.39,0.741,2.248,3.034,3.053,,,65.3,66.84,,34.55,32.29,43.8,14/12/10,195.3,0.589,17.2,4.0,,,,,84.18,32.542,89.89,65.74,,0.274,0.0155,177.51,0.9936,normal,-0.00113464,0.0026,False,adhesive_wear,none,A_healthy,0.0029,0.0012,1.0,,136.68,158.09,9225.61,7852.41,5104.06,10600.75,xgboost_gradient,1373.21,1540.54,1130.0,0.0,0.0002,0.0147,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-01T16:35:19,2008-01-24T04:55:51,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,14756.05,2139.47,43.76,13541.9,9.26,99.932,83.944,753.6,3.78,7.799,378,False,False,variable_mild,72.81,85.94,25,0,0,0,water,particulate_mild,39.52,10.66,0.728,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T03:24:00,26,27.4,27.4,0.884,3.914,4.427,2.593,,,59.63,72.9,,34.55,38.35,47.22,14/12/10,54.7,0.456,60.7,14.7,,,,,83.24,33.576,89.28,63.18,,0.209,0.0241,96.17,0.9944,normal,0.00044673,0.0646,False,adhesive_wear,none,A_healthy,0.003,0.0,1.0,,116.51,146.0,9224.6,8697.89,5653.63,11742.15,xgboost_gradient,526.71,567.08,1130.0,0.0,0.0002,0.0147,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-19T08:20:40,2008-02-23T04:36:21,mixed,False,master_technician,False,37.0,,,none,none,42789.32,5245198.6,18469.28,2139.47,26.45,13541.9,6.09,99.955,81.382,753.6,3.78,5.939,378,False,False,variable_mild,80.57,83.54,26,0,0,0,steam,none,74.47,15.84,2.682,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T04:24:54,27,28.42,28.42,0.844,2.823,3.344,3.159,,,60.07,70.01,,34.55,35.46,45.98,13/11/9,83.2,0.436,10.6,2.8,,,,,84.51,32.127,88.9,64.97,,0.542,0.1595,22.71,0.9848,normal,-0.00253596,0.0233,False,adhesive_wear,none,A_healthy,0.0031,0.0067,1.0,,311.02,146.12,9223.58,10306.05,6698.93,13913.17,xgboost_gradient,-1082.47,1304.52,1130.0,0.0,0.0002,0.0147,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-21T21:26:26,2008-04-20T04:33:30,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,10866.74,2139.47,59.33,13541.9,18.79,99.861,88.247,753.6,3.78,7.362,378,False,False,variable_mild,75.02,82.13,27,0,0,0,gas_compressed_air,none,22.88,35.04,8.006,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T05:25:47,28,29.43,29.43,0.821,2.542,3.097,3.114,,,63.38,72.43,,34.55,37.88,45.14,14/12/10,122.9,0.388,34.7,3.9,,,,,84.52,34.385,90.14,64.66,,0.173,0.0203,53.55,0.9824,normal,-0.00330369,0.034,False,adhesive_wear,none,A_healthy,0.0032,0.0,1.0,,216.83,155.84,9222.57,7763.89,5046.53,10481.25,physics_informed_nn,1458.68,1559.4,1130.0,0.0,0.0002,0.0148,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-29T23:22:32,2008-01-21T04:44:16,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,13647.95,2139.47,21.76,13541.9,18.15,99.866,86.068,753.6,3.78,5.933,378,False,False,variable_mild,82.09,86.81,28,0,0,0,none,particulate_severe,48.37,9.41,8.118,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T06:26:40,29,30.44,30.44,0.702,2.129,3.034,2.267,,,59.85,72.4,,34.55,37.85,44.86,14/12/10,65.2,0.533,5.7,0.6,,,,,82.76,34.326,91.8,65.57,,0.308,0.0176,99.31,1.0,normal,0.00062192,0.0,False,adhesive_wear,none,A_healthy,0.0033,0.0,1.0,,97.79,143.51,9221.56,9821.44,6383.93,13258.94,lstm_sequence,-599.88,763.93,1130.0,0.0,0.0002,0.0148,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-11T21:09:44,2008-04-03T02:39:52,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,19665.53,2139.47,55.29,13541.9,11.98,99.912,84.861,753.6,3.78,5.899,378,False,False,variable_mild,78.16,82.81,29,0,0,0,oil_process,none,33.59,70.57,2.121,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T07:27:34,30,31.46,31.46,0.857,2.75,3.21,2.939,,,59.93,74.56,,34.55,40.01,43.82,14/12/10,94.6,0.37,40.8,11.5,,,,,83.99,34.692,89.6,63.23,,1.512,0.0321,14.05,1.0,normal,0.00127931,0.0,False,adhesive_wear,none,A_healthy,0.0034,0.007,1.0,,232.6,145.41,9220.54,8413.87,5469.02,11358.72,weibull_regression,806.67,692.64,1130.0,0.0,0.0002,0.0148,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-13T14:23:39,2008-02-13T07:14:55,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,12124.97,2139.47,31.57,13541.9,5.91,99.956,81.512,753.6,3.78,7.846,378,False,False,variable_mild,80.31,77.58,30,0,0,0,gas_compressed_air,none,70.23,58.55,3.14,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T08:28:27,31,32.47,32.47,0.778,2.218,2.851,3.151,,,64.96,73.15,,34.55,38.6,46.34,14/12/10,50.9,0.437,7.6,0.8,,,,,84.88,33.542,90.02,63.51,,0.56,0.0661,159.41,1.0,normal,0.00111696,0.0435,False,adhesive_wear,none,A_healthy,0.0035,0.0,1.0,,27.65,157.57,9219.53,11193.48,7275.76,15111.2,weibull_regression,-1973.95,2559.01,1130.0,0.0,0.0002,0.0148,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-12-10T13:12:48,2008-05-21T18:55:51,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,12676.78,2139.47,36.87,13541.9,11.13,99.918,91.988,753.6,3.78,5.662,378,False,False,variable_mild,83.72,102.57,31,0,0,0,steam,particulate_mild,49.22,55.19,7.09,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T09:29:21,32,33.49,33.49,0.846,3.021,3.572,3.505,,,52.24,68.41,,34.55,33.86,48.1,14/12/10,128.3,0.373,22.8,2.5,,,,,83.73,35.009,88.54,66.06,,1.133,0.0668,12.86,0.9877,normal,0.00057851,0.0,False,adhesive_wear,none,A_healthy,0.0036,0.0,1.0,,251.91,156.95,9218.51,10532.73,6846.27,14219.18,physics_informed_nn,-1314.22,1214.6,1130.0,0.0,0.0002,0.0148,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-26T19:51:09,2008-04-28T10:18:25,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,18132.98,2139.47,40.58,13541.9,13.9,99.897,89.895,753.6,3.78,7.344,378,False,False,variable_mild,84.13,77.19,32,0,0,0,oil_hydraulic,particulate_mild,79.03,3.64,2.716,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T10:30:14,33,34.5,34.5,0.882,2.33,2.641,3.079,,,55.15,70.75,,34.55,36.2,49.09,14/12/10,78.6,0.338,14.5,2.1,,,,,84.43,33.64,90.45,63.94,,0.502,0.0365,18.67,1.0,normal,0.00352374,0.0684,False,adhesive_wear,none,A_healthy,0.0037,0.0,1.0,,113.75,140.97,9217.5,8003.43,5202.23,10804.62,physics_informed_nn,1214.07,1237.4,1130.0,0.0,0.0002,0.0148,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-05T04:13:00,2008-01-29T21:24:57,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,20077.98,2139.47,58.24,13541.9,17.8,99.869,82.663,753.6,3.78,6.733,378,False,False,variable_mild,72.61,88.87,33,0,0,0,none,chemical_contamination,84.79,23.75,0.312,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T11:31:07,34,35.52,35.52,0.759,2.74,3.612,3.22,,,61.3,71.99,,34.55,37.44,49.23,13/11/9,75.5,0.401,50.3,12.1,,,,,83.09,34.46,89.85,66.94,,0.607,0.0149,27.59,1.0,normal,0.0,0.0309,False,adhesive_wear,none,A_healthy,0.0038,0.0062,1.0,,86.56,143.52,9216.48,8238.28,5354.88,11121.67,physics_informed_nn,978.21,1087.64,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-10T02:39:23,2008-02-07T06:03:10,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,12265.86,2139.47,45.91,13541.9,6.36,99.953,81.854,753.6,3.78,6.211,378,False,False,variable_mild,90.88,101.51,34,0,0,0,none,particulate_severe,22.78,73.55,0.395,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T12:32:01,35,36.53,36.53,0.766,2.917,3.809,3.137,,,57.62,68.92,,34.55,34.37,46.21,12/10/8,150.4,0.332,9.0,2.4,,,,,82.57,31.965,88.53,63.84,,0.122,0.0465,5.26,0.989,normal,-0.00220351,0.0037,False,adhesive_wear,none,A_healthy,0.0039,0.0,1.0,,198.39,136.72,9215.47,10008.43,6505.48,13511.38,lstm_sequence,-792.97,754.98,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-16T00:45:01,2008-04-09T23:42:07,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,8526.36,2139.47,53.63,13541.9,14.93,99.89,86.942,753.6,3.78,5.662,378,False,False,variable_mild,81.78,104.77,35,0,0,0,gas_compressed_air,none,36.49,32.62,2.14,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T13:32:54,37,37.55,37.55,0.765,2.683,3.509,3.691,,,59.52,70.09,,34.55,35.54,44.72,13/11/9,68.5,0.324,15.1,3.1,,,,,82.87,32.652,88.42,62.5,,0.24,0.0276,14.22,1.0,normal,0.0,0.04,False,adhesive_wear,none,A_healthy,0.0041,0.005,1.0,,29.75,141.23,9214.45,10405.37,6763.49,14047.25,xgboost_gradient,-1190.92,1239.49,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-24T08:14:01,2008-04-24T02:06:49,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,19475.72,2139.47,58.93,13541.9,19.48,99.856,82.885,753.6,3.78,3.662,378,False,False,variable_mild,84.44,90.65,37,0,0,0,gas_compressed_air,particulate_mild,53.08,13.07,0.711,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T14:33:47,38,38.56,38.56,0.691,1.785,2.584,3.509,,,55.12,66.97,,34.55,32.42,45.05,15/13/11,65.2,0.53,49.4,12.7,,,,,84.45,33.917,88.83,64.06,,0.015,0.0371,45.66,1.0,normal,0.00245158,0.0431,False,adhesive_wear,none,A_healthy,0.0042,0.0,1.0,,51.96,160.02,9213.44,7909.24,5141.01,10677.48,particle_filter,1304.19,1662.74,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-03T09:11:08,2008-01-26T17:25:17,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,14176.03,2139.47,26.13,13541.9,7.88,99.942,80.997,753.6,3.78,1.866,378,False,False,variable_mild,75.47,87.16,38,0,0,0,steam,chemical_contamination,82.95,16.65,0.792,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T15:34:41,39,39.58,39.58,0.869,2.209,2.544,2.879,,,61.18,69.55,,34.55,35.01,47.91,14/12/10,52.3,0.405,6.9,1.9,,,,,84.71,33.179,88.88,64.08,,0.032,0.1396,63.14,1.0,normal,0.0,0.0262,False,adhesive_wear,none,A_healthy,0.0043,0.008,1.0,,43.63,139.64,9212.42,9884.52,6424.94,13344.11,particle_filter,-672.1,833.99,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-13T13:50:21,2008-04-05T17:25:20,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,20248.74,2139.47,38.27,13541.9,12.81,99.905,81.531,753.6,3.78,2.555,378,False,False,variable_mild,86.11,81.61,39,0,0,0,none,particulate_severe,23.56,96.53,2.878,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T16:35:34,40,40.59,40.59,0.711,2.965,4.173,3.245,,,60.02,72.13,,34.55,37.58,44.55,14/12/10,71.0,0.454,32.0,7.7,,,,,82.03,34.129,89.37,67.51,,0.228,0.0013,40.08,0.9923,normal,-0.00153906,0.0015,False,adhesive_wear,none,A_healthy,0.0044,0.0,1.0,,101.0,151.53,9211.41,7657.56,4977.41,10337.7,xgboost_gradient,1553.85,1564.13,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-28T05:22:16,2008-01-17T21:30:57,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,20652.37,2139.47,45.48,13541.9,10.17,99.925,83.031,753.6,3.78,5.769,378,False,False,variable_mild,78.9,99.95,40,0,0,0,oil_hydraulic,particulate_mild,34.38,8.94,0.459,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T17:36:27,41,41.61,41.61,0.92,2.325,2.527,2.451,,,57.87,71.99,,34.55,37.45,44.74,14/12/10,93.8,0.429,5.9,1.1,,,,,82.4,34.03,87.91,63.36,,0.252,0.1268,65.24,0.9916,normal,0.00052596,0.0137,False,adhesive_wear,none,A_healthy,0.0045,0.0021,1.0,,91.19,144.15,9210.39,10460.15,6799.1,14121.2,physics_informed_nn,-1249.76,1416.84,1130.0,0.0,0.0002,0.0149,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-25T15:41:01,2008-04-26T04:44:12,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,10970.71,2139.47,54.64,13541.9,6.19,99.954,80.527,753.6,3.78,2.75,378,False,False,variable_mild,98.03,69.2,41,0,0,0,oil_hydraulic,none,81.0,34.36,2.579,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T18:37:21,42,42.62,42.62,0.772,2.689,3.485,3.112,,,62.48,70.27,,34.55,35.72,45.71,13/11/9,92.0,0.443,16.4,2.5,,,,,84.66,32.379,89.84,69.36,,0.416,0.0978,61.92,0.9988,normal,-0.00023644,0.0389,False,adhesive_wear,none,A_healthy,0.0046,0.0043,1.0,,38.72,144.44,9209.38,10208.32,6635.41,13781.23,xgboost_gradient,-998.94,961.7,1130.0,0.0,0.0002,0.015,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-20T10:46:57,2008-04-17T07:41:40,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,18543.61,2139.47,35.07,13541.9,17.77,99.869,84.667,753.6,3.78,7.981,378,False,False,variable_mild,87.4,75.76,42,0,0,0,oil_process,water_ingress,70.74,3.77,1.058,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T19:38:14,43,43.64,43.64,0.795,2.677,3.367,3.063,,,62.73,72.89,,34.55,38.34,43.59,14/12/10,60.8,0.485,8.8,2.1,,,,,85.36,34.099,91.8,66.81,,1.39,0.0101,33.78,1.0,normal,0.0,0.058,False,adhesive_wear,none,A_healthy,0.0047,0.0,1.0,,107.34,145.35,9208.36,7546.85,4905.45,10188.25,physics_informed_nn,1661.51,1521.33,1130.0,0.0,0.0002,0.015,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-26T01:03:46,2008-01-14T02:27:38,mixed,False,master_technician,False,25.0,,,none,none,42789.32,5245198.6,17708.78,2139.47,20.57,13541.9,8.89,99.934,86.189,753.6,3.78,5.53,378,False,False,variable_mild,97.42,85.73,43,0,0,0,oil_process,none,63.85,19.83,2.028,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T20:39:08,44,44.65,44.65,0.741,3.296,4.446,2.819,,,57.75,70.8,,34.55,36.25,46.42,13/11/9,102.5,0.66,15.0,4.2,,,,,82.07,31.836,90.72,63.18,,1.357,0.0598,4.22,0.9925,normal,-0.00150285,0.0418,False,adhesive_wear,electrical_pitting,A_healthy,0.0048,0.0001,1.0,,116.97,154.4,9207.35,7507.24,4879.71,10134.78,xgboost_gradient,1700.11,1567.58,1130.0,0.0,0.0002,0.015,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-25T06:16:22,2008-01-12T17:48:26,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,20100.47,2139.47,53.59,13541.9,14.32,99.894,84.625,753.6,3.78,4.696,378,False,False,variable_mild,91.31,90.33,44,0,0,0,gas_compressed_air,none,77.23,25.81,1.61,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T21:40:01,45,45.67,45.67,0.869,2.472,2.844,2.978,,,60.32,76.16,,34.55,41.61,46.27,13/11/9,94.9,0.336,13.4,1.5,,,,,83.25,33.748,90.02,68.18,,0.764,0.049,190.17,0.9907,normal,-0.00032874,0.0294,False,adhesive_wear,none,A_healthy,0.0049,0.0,1.0,,556.27,162.78,9206.33,8347.26,5425.72,11268.8,physics_informed_nn,859.07,754.57,1130.0,0.0,0.0002,0.015,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-12T19:17:53,2008-02-11T12:50:23,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,8514.39,2139.47,26.51,13541.9,8.02,99.941,86.724,753.6,3.78,4.901,378,False,False,variable_mild,89.16,83.9,45,0,0,0,water,particulate_severe,27.21,114.29,2.155,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T22:40:54,46,46.68,46.68,0.815,2.991,3.668,3.254,,,60.38,71.7,,34.55,37.15,44.93,14/12/10,289.7,0.374,34.4,5.0,,,,,83.48,33.64,89.87,63.26,,0.766,0.019,44.21,0.9965,normal,0.00097298,0.0776,False,adhesive_wear,none,A_healthy,0.005,0.0004,1.0,,296.66,143.96,9205.32,7743.13,5033.04,10453.23,particle_filter,1462.19,1799.63,1130.0,0.0,0.0002,0.015,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-30T06:14:53,2008-01-21T04:20:40,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,20040.42,2139.47,36.19,13541.9,21.12,99.844,83.81,753.6,3.78,3.416,378,False,False,variable_mild,83.46,87.2,46,0,0,0,water,chemical_contamination,42.89,28.35,7.733,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-21T23:41:48,47,47.7,47.7,0.84,2.798,3.33,2.955,,,59.08,71.71,,34.55,37.16,45.33,13/11/9,64.7,0.396,39.8,4.6,,,,,85.67,32.914,89.91,65.7,,0.136,0.0289,319.8,0.9928,normal,-0.00119493,0.023,False,adhesive_wear,none,A_healthy,0.0052,0.0024,1.0,,134.42,149.83,9204.3,7932.89,5156.38,10709.41,weibull_regression,1271.41,1495.7,1130.0,0.0,0.0002,0.015,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-04T06:08:37,2008-01-27T22:39:24,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,21310.37,2139.47,25.09,13541.9,5.06,99.963,85.839,753.6,3.78,3.173,378,False,False,variable_mild,82.47,81.38,47,0,0,0,none,chemical_contamination,56.53,80.89,0.401,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T00:42:41,48,48.71,48.71,0.794,2.174,2.74,2.761,,,65.28,73.45,,34.55,38.9,46.98,14/12/10,135.6,0.362,20.9,4.8,,,,,81.81,33.789,89.25,67.09,,0.347,0.1085,178.96,0.9901,normal,-0.00198974,0.0152,False,adhesive_wear,none,A_healthy,0.0053,0.0116,1.0,,209.62,137.4,9203.29,9909.0,6440.85,13377.14,particle_filter,-705.71,678.43,1130.0,0.0,0.0002,0.0151,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-14T11:12:34,2008-04-06T23:21:29,mixed,False,specialist,False,10.0,,,none,none,42789.32,5245198.6,17057.92,2139.47,38.08,13541.9,4.67,99.966,82.227,753.6,3.78,1.965,378,False,False,variable_mild,85.42,92.6,48,0,0,0,water,particulate_mild,80.52,116.46,0.501,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T01:43:34,49,49.73,49.73,0.703,2.109,2.999,3.061,,,59.5,74.65,,34.55,40.1,44.72,14/12/10,89.3,0.553,28.1,4.0,,,,,83.12,33.349,89.9,59.36,,1.728,0.0754,141.98,1.0,normal,0.00150285,0.0524,False,adhesive_wear,none,A_healthy,0.0054,0.0027,1.0,,200.88,152.17,9202.27,10266.28,6673.08,13859.48,lstm_sequence,-1064.01,1254.63,1130.0,0.0,0.0002,0.0151,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-21T22:52:03,2008-04-19T16:04:00,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,19596.97,2139.47,31.02,13541.9,11.45,99.916,86.3,753.6,3.78,5.583,378,False,False,variable_mild,90.38,74.71,49,0,0,1,steam,none,48.56,64.35,0.368,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T02:44:28,50,50.74,50.74,0.798,2.995,3.752,2.651,,,60.44,75.21,,34.55,40.67,43.76,14/12/10,124.3,0.35,15.8,3.8,,,,,84.02,32.997,88.0,67.05,,0.249,0.0008,30.46,0.9861,normal,-0.0009118,0.0138,False,adhesive_wear,none,A_healthy,0.0055,0.0079,1.0,,179.67,141.63,9201.26,8048.75,5231.69,10865.81,kalman_filter,1152.51,1448.29,1130.0,0.0,0.0002,0.0151,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-06T19:06:59,2008-02-01T04:10:44,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,15326.84,2139.47,32.29,13541.9,13.08,99.904,85.556,753.6,3.78,3.038,378,False,False,variable_mild,95.95,89.34,50,0,0,0,gas_compressed_air,none,60.79,2.94,0.395,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T03:45:21,51,51.76,51.76,0.873,3.495,4.002,2.608,,,60.0,71.01,,34.55,36.46,44.47,14/12/10,73.7,0.303,9.3,1.3,,,,,84.28,32.279,89.21,63.95,,0.111,0.0491,12.69,0.9999,normal,0.00067727,0.036,False,adhesive_wear,none,A_healthy,0.0056,0.0,1.0,,28.27,152.12,9200.24,10001.23,6500.8,13501.65,lstm_sequence,-800.98,694.06,1130.0,0.0,0.0002,0.0151,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-16T12:22:07,2008-04-10T08:47:52,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,17648.36,2139.47,30.03,13541.9,15.86,99.883,88.452,753.6,3.78,2.525,378,False,False,variable_mild,84.2,117.72,51,0,0,0,oil_process,none,81.15,15.88,7.587,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T04:46:14,52,52.77,52.77,0.867,3.378,3.895,3.261,,,60.36,68.56,,34.55,34.01,45.0,14/12/10,124.1,0.397,6.8,1.3,,,,,83.44,33.188,89.64,63.96,,1.827,0.0006,28.11,0.9933,normal,9.378e-05,0.0249,False,adhesive_wear,none,A_healthy,0.0057,0.0067,1.0,,83.99,151.85,9199.23,10566.88,6868.47,14265.29,particle_filter,-1367.65,1671.0,1130.0,0.0,0.0002,0.0151,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-28T08:12:40,2008-04-30T10:37:09,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,17067.24,2139.47,30.09,13541.9,20.75,99.847,82.403,753.6,3.78,1.758,378,False,False,variable_mild,77.39,88.14,52,0,0,0,water,particulate_severe,54.8,6.07,3.184,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T05:47:08,53,53.79,53.79,0.977,4.196,4.294,3.547,,,55.13,71.49,,34.55,36.94,46.31,13/11/9,51.0,0.389,20.3,3.7,,,,,84.65,33.009,88.48,64.7,,0.143,0.0495,24.28,1.0,normal,0.00198974,0.0292,False,adhesive_wear,none,A_healthy,0.0058,0.0044,1.0,,32.92,139.46,9198.21,9697.36,6303.28,13091.43,lstm_sequence,-499.14,643.13,1130.0,0.0,0.0002,0.0151,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-10T06:27:51,2008-03-30T16:32:21,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,20061.13,2139.47,29.03,13541.9,17.35,99.872,81.522,753.6,3.78,4.183,378,False,False,variable_mild,81.38,100.69,53,0,0,0,none,chemical_contamination,50.09,25.14,0.544,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T06:48:01,54,54.8,54.8,0.749,2.994,4.0,2.802,,,55.1,73.24,,34.55,38.69,47.85,14/12/10,64.1,0.398,11.9,1.3,,,,,84.18,35.298,91.76,66.09,,0.975,0.0736,85.1,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0059,0.0,1.0,,152.33,132.64,9197.2,8392.13,5454.89,11329.38,physics_informed_nn,805.07,973.23,1130.0,0.0,0.0002,0.0152,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-14T02:52:01,2008-02-13T12:06:50,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,9521.75,2139.47,43.46,13541.9,13.71,99.899,86.456,753.6,3.78,3.127,378,False,False,variable_mild,81.84,85.28,54,0,0,0,oil_hydraulic,chemical_contamination,84.95,13.36,0.991,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T07:48:55,55,55.82,55.82,0.764,3.286,4.3,2.909,,,54.67,66.75,,34.55,32.2,48.17,14/12/10,116.9,0.365,48.5,5.5,,,,,84.41,34.522,89.84,63.06,,0.165,0.062,136.5,0.9979,normal,0.00236093,0.0114,False,adhesive_wear,none,A_healthy,0.006,0.0,1.0,,76.06,164.16,9196.18,10017.47,6511.35,13523.58,lstm_sequence,-821.28,1019.18,1130.0,0.0,0.0002,0.0152,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-17T00:32:54,2008-04-11T02:39:42,mixed,False,oem_certified,False,77.0,,,none,none,42789.32,5245198.6,10669.32,2139.47,55.76,13541.9,9.4,99.931,81.676,753.6,3.78,1.922,378,False,False,variable_mild,80.93,90.35,55,0,0,0,oil_process,none,27.2,65.81,5.279,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T08:49:48,56,56.83,56.83,0.806,2.498,3.099,3.238,,,65.49,69.88,,34.55,35.33,44.25,14/12/10,83.9,0.601,55.3,11.9,,,,,82.66,34.474,90.95,62.92,,0.555,0.0207,583.19,1.0,normal,2.73e-05,0.0568,False,adhesive_wear,none,A_healthy,0.0061,0.007,1.0,,36.64,151.08,9195.17,10713.88,6964.02,14463.73,lstm_sequence,-1518.71,1653.08,1130.0,0.0,0.0002,0.0152,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-12-01T13:46:06,2008-05-05T19:37:30,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,7741.2,2139.47,23.22,13541.9,15.93,99.882,87.544,753.6,3.78,3.052,378,False,False,variable_mild,90.3,92.28,56,0,0,1,gas_compressed_air,none,73.64,136.61,0.024,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T09:50:41,57,57.84,57.84,0.827,2.642,3.196,2.78,,,64.18,73.36,,34.55,38.81,46.26,14/12/10,52.1,0.343,14.0,1.8,,,,,82.77,34.205,90.84,64.98,,0.237,0.0407,118.24,1.0,normal,0.00133759,0.054,False,adhesive_wear,electrical_pitting,A_healthy,0.0063,0.006,1.0,,127.08,159.85,9194.16,10331.8,6715.67,13947.93,xgboost_gradient,-1137.65,1240.41,1130.0,0.0,0.0002,0.0152,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-23T15:44:45,2008-04-22T07:52:36,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,18050.72,2139.47,36.06,13541.9,18.6,99.863,89.44,753.6,3.78,7.482,378,False,False,variable_mild,101.7,74.73,57,0,0,0,oil_process,water_ingress,25.35,28.93,0.183,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T10:51:35,58,58.86,58.86,0.795,3.359,4.227,3.085,,,62.02,73.21,,34.55,38.67,47.02,13/11/9,56.0,0.336,6.3,1.0,,,,,84.51,33.639,89.32,63.46,,0.748,0.0438,159.93,1.0,normal,0.0,0.026,False,adhesive_wear,none,A_healthy,0.0064,0.0031,1.0,,2.9,149.93,9193.14,10292.36,6690.04,13894.69,xgboost_gradient,-1099.22,1121.98,1130.0,0.0,0.0002,0.0152,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-22T21:02:28,2008-04-20T23:22:05,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,8415.23,2139.47,22.61,13541.9,25.64,99.811,87.418,753.6,3.78,1.698,378,False,False,variable_mild,84.82,71.23,58,0,0,0,water,particulate_mild,36.19,19.72,1.462,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T11:52:28,59,59.87,59.87,0.77,2.651,3.444,3.135,,,59.47,73.53,,34.55,38.99,46.08,13/11/9,91.0,0.346,9.1,1.0,,,,,82.96,31.688,91.66,62.36,,1.085,0.0493,106.4,1.0,normal,0.0,0.0186,False,adhesive_wear,cavitation,A_healthy,0.0065,0.0008,1.0,,231.31,159.92,9192.13,8770.29,5700.69,11839.9,kalman_filter,421.83,519.47,1130.0,0.0,0.0002,0.0152,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-22T05:01:15,2008-02-27T02:37:25,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,7088.16,2139.47,56.22,13541.9,3.14,99.977,89.357,753.6,3.78,6.98,378,False,False,variable_mild,85.42,80.95,59,0,0,0,water,particulate_mild,68.99,51.6,2.402,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T12:53:21,60,60.89,60.89,0.786,2.263,2.88,2.577,,,56.5,73.39,,34.55,38.84,45.73,13/11/9,79.8,0.484,8.3,1.0,,,,,84.16,33.41,90.84,61.68,,0.296,0.0753,37.89,1.0,normal,0.00041867,0.043,False,adhesive_wear,none,A_healthy,0.0066,0.0,1.0,,85.5,152.5,9191.11,7300.66,4745.43,9855.9,physics_informed_nn,1890.45,2003.65,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-21T15:13:16,2008-01-06T02:27:13,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,8408.95,2139.47,55.54,13541.9,9.64,99.929,85.15,753.6,3.78,5.785,378,False,False,variable_mild,92.52,86.6,60,0,0,1,oil_process,particulate_severe,52.85,63.59,1.235,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T13:54:15,61,61.9,61.9,0.715,2.867,4.012,2.575,,,58.23,73.96,,34.55,39.41,45.45,13/11/9,70.1,0.412,14.2,3.1,,,,,83.89,34.767,89.15,67.84,,0.28,0.0932,252.58,0.9883,normal,-0.00233691,0.0,False,adhesive_wear,none,A_healthy,0.0067,0.0,1.0,,257.44,144.67,9190.1,10813.42,7028.72,14598.11,xgboost_gradient,-1623.32,1863.47,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-12-03T20:36:47,2008-05-09T13:18:34,mixed,False,journeyman,False,37.0,,,none,none,42789.32,5245198.6,20394.05,2139.47,24.27,13541.9,9.17,99.932,84.567,753.6,3.78,1.956,378,False,False,variable_mild,83.63,82.29,61,0,0,0,oil_hydraulic,none,30.08,18.42,1.367,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T14:55:08,62,62.92,62.92,0.737,3.051,4.142,2.826,,,53.22,73.27,,34.55,38.72,46.3,14/12/10,56.9,0.333,39.3,10.7,,,,,83.64,33.062,89.28,67.53,,0.571,0.0205,39.37,1.0,normal,0.0,0.008,False,adhesive_wear,none,A_healthy,0.0068,0.0017,1.0,,9.28,153.83,9189.08,8601.05,5590.68,11611.42,kalman_filter,588.03,614.74,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-18T19:26:45,2008-02-21T05:48:53,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,17731.48,2139.47,32.02,13541.9,18.26,99.865,83.112,753.6,3.78,7.189,378,False,False,variable_mild,79.7,85.59,62,0,0,0,oil_hydraulic,particulate_mild,79.12,81.6,3.326,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T15:56:01,63,63.93,63.93,0.859,2.713,3.16,2.915,,,61.91,73.74,,34.55,39.19,45.19,14/12/10,69.4,0.38,16.0,2.4,,,,,84.09,34.111,91.91,64.74,,0.321,0.0853,36.31,0.9882,normal,-0.00235667,0.0444,False,adhesive_wear,none,A_healthy,0.0069,0.0067,1.0,,207.67,155.01,9188.07,10034.19,6522.22,13546.16,lstm_sequence,-846.12,819.69,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-17T17:01:43,2008-04-12T00:59:42,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,20653.74,2139.47,41.86,13541.9,10.27,99.924,83.123,753.6,3.78,3.808,378,False,False,variable_mild,92.65,74.65,63,0,0,0,oil_process,none,74.43,58.13,5.763,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T16:56:55,64,64.95,64.95,0.856,2.289,2.675,2.631,,,55.78,65.93,,34.55,31.38,44.91,13/11/9,293.8,0.407,92.7,15.3,,,,,82.54,33.551,89.87,63.75,,0.21,0.067,139.61,1.0,normal,0.0,0.0262,False,adhesive_wear,none,A_healthy,0.007,0.0,1.0,,135.72,156.65,9187.05,7357.2,4782.18,9932.22,particle_filter,1829.85,2031.82,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-22T23:32:53,2008-01-08T06:34:04,mixed,False,apprentice,False,80.0,,,none,none,42789.32,5245198.6,8842.94,2139.47,35.63,13541.9,9.65,99.929,77.261,753.6,3.78,2.038,378,False,False,variable_mild,76.25,75.37,64,0,0,2,oil_hydraulic,particulate_mild,45.95,53.35,0.951,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T17:57:48,65,65.96,65.96,0.863,3.823,4.428,3.351,,,56.06,69.21,,34.55,34.66,47.54,14/12/10,105.6,0.317,51.3,8.1,,,,,81.75,31.168,89.45,65.21,,0.203,0.1069,108.78,1.0,normal,0.0,0.0151,False,adhesive_wear,lubrication_starvation,A_healthy,0.0071,0.0,1.0,,114.56,156.8,9186.04,7965.38,5177.5,10753.27,xgboost_gradient,1220.65,1455.09,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-05T16:39:17,2008-01-29T20:32:19,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,9796.7,2139.47,45.0,13541.9,17.12,99.874,85.023,753.6,3.78,4.155,378,False,False,variable_mild,80.18,85.45,65,0,0,3,oil_hydraulic,particulate_mild,28.41,22.05,0.694,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T18:58:42,66,66.98,66.98,0.772,1.971,2.555,3.172,,,57.63,72.62,,34.55,38.07,44.57,13/11/9,98.6,0.363,14.6,3.4,,,,,82.79,32.373,90.83,63.2,,0.725,0.0007,58.02,0.9888,normal,9.592e-05,0.0445,False,adhesive_wear,none,A_healthy,0.0072,0.003,1.0,,452.39,121.09,9185.02,8694.3,5651.3,11737.31,kalman_filter,490.72,513.6,1130.0,0.0,0.0002,0.0153,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-20T22:07:43,2008-02-24T17:08:03,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,15789.61,2139.47,41.81,13541.9,15.18,99.888,85.466,753.6,3.78,5.381,378,False,False,variable_mild,91.6,85.76,66,0,0,0,oil_process,particulate_mild,71.18,86.29,1.782,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T19:59:35,67,67.99,67.99,0.904,2.472,2.734,3.019,,,59.03,69.53,,34.55,34.98,45.86,14/12/10,105.3,0.447,18.6,2.5,,,,,83.47,34.406,89.87,65.98,,1.902,0.0712,46.65,1.0,normal,0.0,0.0,False,adhesive_wear,none,A_healthy,0.0073,0.0,1.0,,99.53,150.76,9184.01,10537.65,6849.47,14225.82,weibull_regression,-1353.64,1516.7,1130.0,0.0,0.0002,0.0154,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-28T08:49:00,2008-04-30T00:59:35,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,14003.68,2139.47,42.0,13541.9,11.93,99.912,83.268,753.6,3.78,3.086,378,False,False,variable_mild,77.0,107.67,67,0,0,0,oil_process,none,89.25,70.13,0.886,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T21:00:28,68,69.01,69.01,0.695,2.291,3.297,3.065,,,58.27,71.15,,34.55,36.6,45.84,13/11/9,75.7,0.421,48.9,6.0,,,,,84.19,34.079,91.56,64.33,,0.085,0.1776,10.28,1.0,normal,0.00235667,0.0577,False,adhesive_wear,none,A_healthy,0.0075,0.0,1.0,,56.17,148.65,9182.99,8257.79,5367.56,11148.01,lstm_sequence,925.2,936.66,1130.0,0.0,0.0002,0.0154,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-11T21:54:07,2008-02-09T08:07:41,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,20418.05,2139.47,58.08,13541.9,6.56,99.952,85.459,753.6,3.78,4.459,378,False,False,variable_mild,83.29,81.86,68,0,0,0,oil_process,particulate_mild,61.05,53.3,0.861,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T22:01:22,69,70.02,70.02,0.767,3.37,4.393,3.058,,,57.23,67.03,,34.55,32.48,45.3,14/12/10,321.9,0.316,76.5,14.3,,,,,82.4,33.799,90.04,63.42,,0.045,0.0327,35.65,0.9991,normal,-0.00018407,0.0,False,adhesive_wear,none,A_healthy,0.0076,0.0,1.0,,14.16,159.53,9181.98,10414.24,6769.25,14059.22,weibull_regression,-1232.26,994.41,1130.0,0.0,0.0002,0.0154,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-25T21:08:25,2008-04-25T18:07:21,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,17524.57,2139.47,44.04,13541.9,7.1,99.948,86.857,753.6,3.78,3.68,378,False,False,variable_mild,69.07,69.99,69,0,0,0,steam,none,26.87,39.93,2.08,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-22T23:02:15,70,71.04,71.04,0.784,2.506,3.199,2.498,,,61.53,70.34,,34.55,35.79,48.2,14/12/10,62.5,0.497,21.8,3.9,,,,,83.01,34.466,90.65,67.2,,0.379,0.0209,42.42,0.9918,normal,-0.00163694,0.0238,False,adhesive_wear,none,A_healthy,0.0077,0.0,1.0,,469.31,137.47,9180.96,7105.53,4618.59,9592.46,lstm_sequence,2075.44,2317.42,1130.0,0.0,0.0002,0.0154,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-17T23:48:03,2007-12-30T14:44:07,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,7581.61,2139.47,59.67,13541.9,14.73,99.891,87.955,753.6,3.78,4.93,378,False,False,variable_mild,81.17,102.59,70,0,0,0,none,none,30.47,35.58,0.266,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T00:03:08,71,72.05,72.05,0.696,2.809,4.035,3.037,,,62.89,74.04,,34.55,39.49,45.5,14/12/10,91.8,0.49,7.9,2.2,,,,,84.66,32.526,89.03,64.89,,0.288,0.0064,34.18,0.9803,normal,-0.00169252,0.0111,False,adhesive_wear,none,A_healthy,0.0078,0.0124,1.0,,418.67,140.12,9179.95,10744.58,6983.98,14505.19,physics_informed_nn,-1564.63,1709.14,1130.0,0.0,0.0002,0.0154,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-12-02T20:20:36,2008-05-07T12:56:50,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,9934.24,2139.47,22.97,13541.9,13.68,99.899,81.669,753.6,3.78,6.366,378,False,False,variable_mild,87.06,80.96,71,0,0,0,oil_process,none,24.27,26.3,0.382,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T01:04:02,72,73.07,73.07,0.702,2.741,3.904,2.879,,,59.81,72.66,,34.55,38.11,45.49,14/12/10,137.1,0.323,51.8,13.6,,,,,83.82,31.969,90.29,63.61,,0.07,0.0369,195.11,0.9913,normal,-0.00173015,0.0099,False,adhesive_wear,none,A_healthy,0.0079,0.0,1.0,,305.9,136.01,9178.93,8655.15,5625.85,11684.46,lstm_sequence,523.78,514.53,1130.0,0.0,0.0002,0.0154,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-20T08:38:37,2008-02-23T13:56:50,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,12763.59,2139.47,53.84,13541.9,9.68,99.929,83.23,753.6,3.78,4.471,378,False,False,variable_mild,77.46,90.76,72,0,0,0,none,particulate_mild,73.15,75.13,0.638,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T02:04:55,73,74.08,74.08,0.791,2.699,3.411,3.247,,,64.64,70.83,,34.55,36.28,48.34,14/12/10,73.0,0.387,37.8,6.1,,,,,84.66,32.386,89.38,64.88,,0.192,0.092,17.24,0.9881,normal,-0.00237978,0.0229,False,adhesive_wear,none,A_healthy,0.008,0.0108,1.0,,568.23,162.05,9177.92,7842.31,5097.5,10587.11,weibull_regression,1335.61,1394.53,1130.0,0.0,0.0002,0.0155,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-03T11:14:07,2008-01-25T20:02:33,mixed,False,master_technician,False,65.0,,,none,none,42789.32,5245198.6,9353.4,2139.47,22.2,13541.9,9.85,99.927,83.857,753.6,3.78,5.746,378,False,False,variable_mild,82.57,93.29,73,0,0,0,water,particulate_mild,30.12,17.68,0.92,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T03:05:48,74,75.1,75.1,0.779,2.91,3.735,2.872,,,62.51,70.52,,34.55,35.97,45.95,13/11/9,175.1,0.376,37.8,8.0,,,,,83.7,34.669,89.29,65.45,,0.422,0.116,6.82,1.0,normal,0.00018407,0.0464,False,adhesive_wear,none,A_healthy,0.0081,0.0,1.0,,236.57,153.44,9176.9,10197.26,6628.22,13766.3,physics_informed_nn,-1020.36,866.29,1130.0,0.0,0.0002,0.0155,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-21T13:43:34,2008-04-18T06:46:00,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,10572.0,2139.47,49.84,13541.9,9.79,99.928,80.881,753.6,3.78,3.017,378,False,False,variable_mild,86.47,84.95,74,0,0,0,oil_process,particulate_mild,22.21,1.51,0.385,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T04:06:42,75,76.11,76.11,0.751,2.623,3.493,2.836,,,60.58,69.4,,34.55,34.85,44.6,13/11/9,73.0,0.356,18.4,5.3,,,,,83.17,33.991,89.02,63.21,,0.084,0.1308,79.72,0.9977,normal,0.00116951,0.0,False,adhesive_wear,none,A_healthy,0.0082,0.0056,1.0,,96.01,134.38,9175.89,7398.11,4808.77,9987.45,lstm_sequence,1777.78,1705.96,1130.0,0.0,0.0002,0.0155,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-24T07:10:04,2008-01-10T04:30:26,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,8868.08,2139.47,53.31,13541.9,21.14,99.844,84.205,753.6,3.78,6.652,378,False,False,variable_mild,87.74,72.72,75,0,0,0,gas_compressed_air,water_ingress,79.06,110.3,3.44,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T05:07:35,76,77.13,77.13,0.854,3.024,3.54,3.271,,,64.09,75.98,,34.55,41.43,43.72,13/11/9,117.1,0.406,37.3,4.8,,,,,84.87,32.704,90.64,68.52,,1.601,0.0748,49.6,0.9725,normal,-0.00157436,0.0541,False,adhesive_wear,none,A_healthy,0.0083,0.0073,1.0,,389.04,137.92,9174.87,10037.47,6524.36,13550.58,particle_filter,-862.6,1082.35,1130.0,0.0,0.0002,0.0155,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-18T07:51:42,2008-04-12T16:58:34,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,14720.6,2139.47,38.24,13541.9,5.84,99.957,78.442,753.6,3.78,1.143,378,False,False,variable_mild,97.29,82.68,76,0,0,0,none,particulate_severe,20.14,34.3,0.798,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T06:08:29,77,78.14,78.14,0.77,2.04,2.651,2.815,,,60.31,68.11,,34.55,33.56,47.29,14/12/10,169.7,0.441,12.1,2.4,,,,,81.61,32.294,89.78,65.13,,0.301,0.0505,80.07,1.0,normal,0.00173015,0.0,False,adhesive_wear,none,A_healthy,0.0084,0.0012,1.0,,123.99,155.22,9173.86,10277.25,6680.21,13874.29,xgboost_gradient,-1103.39,1262.74,1130.0,0.0,0.0002,0.0155,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-23T08:46:02,2008-04-21T05:48:19,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,12455.2,2139.47,24.15,13541.9,14.73,99.891,91.566,753.6,3.78,5.008,378,False,False,variable_mild,87.47,67.17,77,0,0,0,water,particulate_mild,52.91,6.32,0.085,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T07:09:22,78,79.16,79.16,0.826,3.567,4.319,2.579,,,57.85,69.87,,34.55,35.32,46.82,13/11/9,164.1,0.305,26.8,3.1,,,,,84.07,32.621,90.96,65.59,,0.941,0.0614,34.55,0.9992,normal,0.00222129,0.0339,False,adhesive_wear,none,A_healthy,0.0086,0.0,1.0,,10.2,155.23,9172.84,10337.5,6719.37,13955.62,xgboost_gradient,-1164.65,1064.68,1130.0,0.0,0.0002,0.0155,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-24T15:54:17,2008-04-23T10:01:44,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,21302.15,2139.47,44.78,13541.9,4.97,99.963,82.464,753.6,3.78,5.612,378,False,False,variable_mild,86.66,80.81,78,0,0,1,none,particulate_mild,36.94,21.56,6.003,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T08:10:15,79,80.17,80.17,0.728,2.556,3.513,2.83,,,53.88,69.23,,34.55,34.68,46.18,13/11/9,56.4,0.419,14.8,3.2,,,,,84.66,35.147,89.01,63.94,,0.361,0.041,98.0,1.0,normal,0.0,0.0247,False,adhesive_wear,none,A_healthy,0.0087,0.0,1.0,,4.68,163.76,9171.83,7696.85,5002.95,10390.74,particle_filter,1474.98,1788.08,1130.0,0.0,0.0002,0.0156,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-30T16:35:39,2008-01-20T22:29:26,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,17603.79,2139.47,39.74,13541.9,5.16,99.962,88.904,753.6,3.78,3.414,378,False,False,variable_mild,77.12,73.07,79,0,0,0,oil_process,chemical_contamination,74.98,50.5,0.459,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T09:11:09,80,81.19,81.19,0.961,3.298,3.431,2.465,,,52.52,71.29,,34.55,36.74,44.43,14/12/10,94.9,0.425,16.3,1.6,,,,,84.77,33.625,88.58,66.76,,0.818,0.0177,24.84,1.0,normal,0.00046743,0.0,False,adhesive_wear,none,A_healthy,0.0088,0.0163,1.0,,160.31,141.47,9170.81,10298.18,6693.81,13902.54,physics_informed_nn,-1127.36,1210.92,1130.0,0.0,0.0002,0.0156,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-23T22:16:27,2008-04-22T02:38:10,mixed,False,journeyman,False,58.0,,,none,none,42789.32,5245198.6,19124.93,2139.47,38.47,13541.9,12.06,99.911,83.265,753.6,3.78,4.197,378,False,False,variable_mild,83.08,81.33,80,0,0,0,gas_compressed_air,none,35.75,277.22,1.4,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T10:12:02,81,82.2,82.2,0.741,3.333,4.5,3.397,,,60.24,72.35,,34.55,37.8,46.44,14/12/10,80.1,0.322,18.0,4.8,,,,,84.23,34.628,91.81,63.19,,1.02,0.0097,249.68,0.9975,normal,0.00500787,0.0,False,adhesive_wear,none,A_healthy,0.0089,0.0,1.0,,32.14,156.36,9169.8,10094.79,6561.61,13627.96,lstm_sequence,-924.99,1135.78,1130.0,0.0,0.0002,0.0156,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-19T17:35:42,2008-04-14T22:46:15,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,9351.72,2139.47,50.53,13541.9,16.96,99.875,82.236,753.6,3.78,6.786,378,False,False,variable_mild,80.28,91.8,81,0,0,0,water,particulate_severe,62.19,13.66,2.371,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T11:12:55,82,83.22,83.22,0.855,3.206,3.751,2.532,,,61.13,70.88,,34.55,36.33,43.45,13/11/9,79.8,0.685,6.4,0.9,,,,,83.47,33.666,89.29,66.55,,0.31,0.0963,13.95,0.9915,normal,-0.00170692,0.0326,False,adhesive_wear,none,A_healthy,0.009,0.0144,1.0,,202.04,146.92,9168.78,9684.13,6294.68,13073.57,weibull_regression,-515.34,582.06,1130.0,0.0,0.0003,0.0156,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-11T05:16:43,2008-03-31T10:43:23,mixed,False,apprentice,False,31.0,,,none,none,42789.32,5245198.6,11530.7,2139.47,43.99,13541.9,19.29,99.858,86.757,753.6,3.78,6.047,378,False,False,variable_mild,80.66,100.82,82,0,0,2,oil_hydraulic,none,44.94,63.86,4.505,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T12:13:49,83,84.23,84.23,0.807,3.133,3.88,3.495,,,52.25,72.32,,34.55,37.77,46.86,13/11/9,64.0,0.335,58.5,15.8,,,,,82.05,32.424,90.5,65.87,,0.071,0.1148,168.54,0.9967,normal,-0.00050372,0.0589,False,adhesive_wear,none,A_healthy,0.0091,0.0,1.0,,43.87,151.14,9167.77,10015.67,6510.19,13521.16,lstm_sequence,-847.9,974.63,1130.0,0.0,0.0003,0.0156,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-18T04:04:01,2008-04-12T05:33:09,mixed,False,journeyman,False,29.0,,,none,none,42789.32,5245198.6,14398.47,2139.47,33.83,13541.9,14.08,99.896,85.228,753.6,3.78,6.261,378,False,False,variable_mild,82.87,91.73,83,0,0,0,none,none,76.0,145.44,5.346,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T13:14:42,84,85.25,85.25,0.827,2.794,3.378,3.151,,,65.83,67.89,,34.55,33.34,46.82,13/11/9,141.3,0.358,7.5,0.8,,,,,83.8,33.75,90.63,62.58,,0.548,0.0843,206.01,0.98,normal,-0.00399878,0.0,False,adhesive_wear,none,A_healthy,0.0092,0.0039,1.0,,210.55,142.96,9166.75,8512.37,5533.04,11491.7,weibull_regression,654.38,538.27,1130.0,0.0,0.0003,0.0156,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-17T21:25:52,2008-02-19T00:45:41,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,19042.68,2139.47,27.29,13541.9,43.1,99.683,77.845,753.6,3.78,4.354,378,False,False,variable_mild,70.77,87.06,84,0,0,0,gas_compressed_air,particulate_mild,71.81,114.59,1.47,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T14:15:35,85,86.26,86.26,0.685,2.095,3.058,3.016,,,66.41,70.03,,34.55,35.48,46.99,14/12/10,85.2,0.495,15.4,3.4,,,,,83.86,33.652,88.32,67.17,,0.559,0.0097,19.99,0.9799,normal,-0.00401209,0.0361,False,adhesive_wear,none,A_healthy,0.0093,0.0,1.0,,218.91,143.63,9165.74,10010.35,6506.73,13513.98,xgboost_gradient,-844.61,930.49,1130.0,0.0,0.0003,0.0157,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-18T03:26:12,2008-04-12T03:03:38,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,12175.41,2139.47,26.45,13541.9,17.34,99.872,85.536,753.6,3.78,1.844,378,False,False,variable_mild,75.48,85.77,85,0,0,0,oil_process,none,61.43,38.66,1.143,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T15:16:29,86,87.27,87.27,0.743,2.754,3.705,2.651,,,63.49,70.68,,34.55,36.13,48.92,14/12/10,83.2,0.384,13.7,1.9,,,,,84.29,34.938,89.17,64.81,,2.004,0.0722,53.58,0.9889,normal,-0.00172042,0.0,False,adhesive_wear,none,A_healthy,0.0094,0.0045,1.0,,510.72,147.99,9164.73,10137.07,6589.09,13685.04,xgboost_gradient,-972.34,1082.62,1130.0,0.0,0.0003,0.0157,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-20T19:48:29,2008-04-16T15:46:53,mixed,False,journeyman,True,,,,none,none,42789.32,5245198.6,8702.71,2139.47,45.07,13541.9,9.61,99.929,85.781,753.6,3.78,3.064,378,False,False,variable_mild,83.6,90.52,86,0,0,0,none,none,29.62,135.56,3.778,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T16:17:22,87,88.29,88.29,0.94,3.852,4.1,2.67,,,61.09,68.28,,34.55,33.73,47.15,13/11/9,133.1,0.321,64.3,17.5,,,,,81.64,33.856,89.92,61.24,,0.103,0.0388,135.21,0.9964,normal,0.000991,0.0,False,adhesive_wear,none,A_healthy,0.0095,0.0,1.0,,137.9,165.37,9163.71,8342.5,5422.63,11262.38,xgboost_gradient,821.21,658.25,1130.0,0.0,0.0003,0.0157,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-14T11:32:30,2008-02-13T03:25:05,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,7429.62,2139.47,44.2,13541.9,4.14,99.969,84.761,753.6,3.78,6.542,378,False,False,variable_mild,77.14,100.24,87,0,0,0,steam,none,85.01,0.85,0.029,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T17:18:16,88,89.3,89.3,0.964,3.04,3.153,2.584,,,62.76,66.25,,34.55,31.7,45.31,13/11/9,63.1,0.356,17.2,4.3,,,,,82.08,32.196,90.29,61.82,,0.129,0.0511,238.85,1.0,normal,0.00066221,0.0525,False,adhesive_wear,none,A_healthy,0.0097,0.0,1.0,,145.93,150.68,9162.7,8323.82,5410.48,11237.15,physics_informed_nn,838.88,869.63,1130.0,0.0,0.0003,0.0157,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-14T03:12:47,2008-02-12T12:32:58,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,15296.37,2139.47,23.74,13541.9,18.49,99.864,88.971,753.6,3.78,4.27,378,False,False,variable_mild,71.58,70.22,88,0,0,0,gas_compressed_air,particulate_severe,81.68,1.97,2.688,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T18:19:09,89,90.32,90.32,0.91,3.822,4.201,3.017,,,57.73,66.22,,34.55,31.67,47.26,13/11/9,172.7,0.579,10.9,1.5,,,,,84.5,34.594,88.82,66.4,,1.796,0.0305,152.79,0.9877,normal,0.0015405,0.0,False,adhesive_wear,none,A_healthy,0.0098,0.0,1.0,,128.97,162.55,9161.68,10284.4,6684.86,13883.94,kalman_filter,-1122.72,1411.49,1130.0,0.0,0.0003,0.0157,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-24T00:31:10,2008-04-22T00:03:35,mixed,False,apprentice,False,24.0,,,none,none,42789.32,5245198.6,7367.32,2139.47,50.93,13541.9,16.73,99.877,89.065,753.6,3.78,3.448,378,False,False,variable_mild,67.87,91.63,89,0,0,0,oil_hydraulic,chemical_contamination,25.95,25.16,3.625,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T19:20:02,90,91.33,91.33,0.746,2.414,3.235,2.673,,,62.65,72.02,,34.55,37.47,45.86,13/11/9,144.5,0.569,46.5,12.3,,,,,85.24,34.169,89.76,65.69,,0.159,0.064,63.06,0.9885,normal,0.00170391,0.0,False,adhesive_wear,cavitation,A_healthy,0.0099,0.0073,1.0,,152.24,155.01,9160.67,9836.69,6393.85,13279.53,xgboost_gradient,-676.03,728.52,1130.0,0.0,0.0003,0.0157,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-14T17:40:48,2008-04-06T04:31:19,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,6741.57,2139.47,21.2,13541.9,7.46,99.945,86.116,753.6,3.78,7.042,378,False,False,variable_mild,85.3,82.0,90,0,0,1,water,none,78.52,151.95,3.621,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T20:20:56,91,92.35,92.35,0.773,2.444,3.163,2.896,,,61.26,76.9,,34.55,42.35,46.39,13/11/9,157.6,0.467,110.5,30.1,,,,,83.14,31.737,90.75,63.75,,0.289,0.3653,198.8,1.0,normal,0.00222043,0.1025,False,adhesive_wear,none,A_healthy,0.01,0.001,1.0,,184.38,144.89,9159.65,10199.64,6629.77,13769.51,xgboost_gradient,-1039.99,845.16,1130.0,0.0,0.0003,0.0158,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-22T08:10:07,2008-04-19T02:02:33,mixed,False,oem_certified,True,,,,none,none,42789.32,5245198.6,11889.04,2139.47,41.31,13541.9,15.23,99.888,87.339,753.6,3.78,3.596,378,False,False,variable_mild,90.21,79.68,91,0,0,0,gas_compressed_air,particulate_mild,65.61,54.84,3.386,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T21:21:49,92,93.36,93.36,0.777,2.646,3.405,3.264,,,58.04,73.3,,34.55,38.75,44.73,13/11/9,155.4,0.313,21.6,3.1,,,,,83.91,32.448,89.69,67.06,,0.765,0.0014,138.18,1.0,normal,0.00071592,0.0047,False,adhesive_wear,none,A_healthy,0.0101,0.0,1.0,,220.91,140.13,9158.64,10528.3,6843.39,14213.2,weibull_regression,-1369.66,1659.28,1130.0,0.0,0.0003,0.0158,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-29T05:30:45,2008-04-30T18:25:00,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,9290.95,2139.47,41.57,13541.9,13.82,99.898,83.75,753.6,3.78,4.329,378,False,False,variable_mild,89.0,85.36,92,0,0,2,oil_process,particulate_severe,70.22,1.48,1.365,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T22:22:42,93,94.38,94.38,0.869,2.905,3.343,3.207,,,58.06,67.7,,34.55,33.15,47.59,13/11/9,78.5,0.315,6.3,1.3,,,,,85.14,33.653,89.13,64.83,,0.122,0.0093,6.08,0.9945,normal,-0.00109084,0.0,False,adhesive_wear,none,A_healthy,0.0102,0.0,1.0,,357.53,150.72,9157.62,10160.66,6604.43,13716.89,kalman_filter,-1003.04,1258.26,1130.0,0.0,0.0003,0.0158,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-21T14:42:25,2008-04-17T18:56:13,mixed,False,journeyman,False,31.0,,,none,none,42789.32,5245198.6,7055.96,2139.47,57.0,13541.9,10.22,99.925,83.259,753.6,3.78,5.478,378,False,False,variable_mild,71.73,85.71,93,0,0,2,oil_hydraulic,none,22.04,18.67,0.145,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-23T23:23:36,94,95.39,95.39,0.901,2.898,3.215,2.986,,,56.81,71.33,,34.55,36.78,45.46,13/11/9,76.4,0.415,7.2,1.8,,,,,84.39,34.912,91.88,66.84,,0.027,0.0131,99.38,1.0,normal,0.00245828,0.0,False,adhesive_wear,none,A_healthy,0.0103,0.0,1.0,,28.84,148.14,9156.61,7951.44,5168.44,10734.44,lstm_sequence,1205.17,1027.91,1130.0,0.0,0.0003,0.0158,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-06T15:06:47,2008-01-30T14:07:02,mixed,False,specialist,False,67.0,,,none,none,42789.32,5245198.6,9881.56,2139.47,57.0,13541.9,20.45,99.849,86.657,753.6,3.78,5.502,378,False,False,variable_mild,87.22,84.37,94,0,0,0,oil_process,water_ingress,53.85,26.46,2.62,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-24T00:24:29,95,96.41,96.41,0.807,2.868,3.555,3.148,,,63.47,73.36,,34.55,38.81,48.13,13/11/9,53.9,0.305,21.7,4.8,,,,,84.28,34.538,92.01,64.19,,1.048,0.0373,78.12,0.9985,normal,0.00200443,0.043,False,adhesive_wear,none,A_healthy,0.0104,0.0028,1.0,,98.19,151.35,9155.59,7726.06,5021.94,10430.18,particle_filter,1429.54,1377.98,1130.0,0.0,0.0003,0.0158,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-10-01T23:26:11,2008-01-22T15:33:22,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,20800.8,2139.47,52.89,13541.9,14.56,99.893,80.049,753.6,3.78,5.042,378,False,False,variable_mild,83.78,87.55,95,0,0,1,oil_process,particulate_mild,51.22,28.45,0.435,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-24T01:25:23,96,97.42,97.42,0.751,3.112,4.141,3.528,,,60.38,71.96,,34.55,37.41,46.78,14/12/10,206.6,0.31,15.2,4.5,,,,,83.65,33.22,88.64,68.1,,0.044,0.0673,62.65,1.0,normal,0.0,0.0266,False,adhesive_wear,none,A_healthy,0.0105,0.0012,1.0,,2.67,159.14,9154.58,10873.39,7067.71,14679.08,weibull_regression,-1718.82,1546.64,1130.0,0.0,0.0003,0.0158,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-12-06T14:07:13,2008-05-13T03:48:30,mixed,False,journeyman,False,46.0,,,none,none,42789.32,5245198.6,12527.67,2139.47,29.41,13541.9,9.76,99.928,80.026,753.6,3.78,7.323,378,False,False,variable_mild,87.61,87.16,96,0,0,3,water,particulate_severe,26.53,61.7,3.564,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-24T02:26:16,97,98.44,98.44,0.813,2.75,3.382,3.335,,,60.67,71.06,,34.55,36.51,43.53,14/12/10,65.7,0.766,15.0,1.7,,,,,83.8,34.963,90.7,64.89,,0.076,0.0929,161.51,0.9996,normal,-8.54e-05,0.0044,False,adhesive_wear,none,A_healthy,0.0106,0.0161,1.0,,36.57,153.54,9153.56,9647.49,6270.87,13024.12,xgboost_gradient,-493.93,508.41,1130.0,0.0,0.0003,0.0159,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-11T02:11:03,2008-03-30T18:48:23,mixed,False,specialist,False,31.0,,,none,none,42789.32,5245198.6,13283.59,2139.47,43.85,13541.9,6.62,99.951,88.368,753.6,3.78,6.768,378,False,False,variable_mild,83.75,79.48,97,0,0,0,oil_process,particulate_mild,68.06,82.43,0.221,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-24T03:27:09,98,99.45,99.45,0.777,3.5,4.506,3.072,,,58.14,65.15,,34.55,30.6,45.06,13/11/9,126.9,0.33,35.4,8.8,,,,,83.03,33.324,90.45,67.69,,0.161,0.01,240.74,0.9955,normal,0.00019336,0.0,False,adhesive_wear,none,A_healthy,0.0107,0.014,1.0,,259.73,137.0,9152.55,7569.9,4920.44,10219.37,physics_informed_nn,1582.64,1553.35,1130.0,0.0,0.0003,0.0159,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-09-28T20:24:14,2008-01-17T05:52:11,mixed,False,specialist,True,,,,none,none,42789.32,5245198.6,21331.05,2139.47,55.94,13541.9,13.85,99.898,82.892,753.6,3.78,2.697,378,False,False,variable_mild,76.2,78.12,98,0,0,1,water,particulate_severe,68.81,3.4,0.266,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-24T04:28:03,99,100.47,100.47,0.877,3.955,4.511,2.141,,,58.28,71.9,,34.55,37.35,45.8,13/11/9,66.5,0.506,21.1,2.8,,,,,84.3,34.75,88.49,65.07,,0.16,0.0524,66.18,0.9844,normal,-0.00312653,0.0073,False,adhesive_wear,none,A_healthy,0.0109,0.0007,1.0,,160.73,151.35,9151.53,11153.67,7249.89,15057.46,kalman_filter,-2002.14,1810.9,1130.0,0.0,0.0003,0.0159,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-12-12T13:18:14,2008-05-23T05:05:22,mixed,False,master_technician,True,,,,none,none,42789.32,5245198.6,15035.95,2139.47,54.82,13541.9,8.56,99.937,80.916,753.6,3.78,3.336,378,False,False,variable_mild,77.17,88.19,99,0,0,5,water,particulate_mild,64.41,230.15,3.78,,,standard
ASSET-000041,cnc_spindle,critical,Vanguard Fluid Power,MDL-5779-C,2007-04-20,9252.0,60000.0,83.3936685468617,indoor_controlled,water_treatment,FAC-255,LINE-F,n_plus_1,2007-04-24T05:28:56,100,101.48,101.48,0.781,3.414,4.369,3.15,,,59.2,69.47,,34.55,34.92,43.46,13/11/9,99.4,0.523,34.3,8.1,,,,,84.31,32.482,90.31,63.35,,0.356,0.0106,63.11,1.0,normal,0.00030375,0.033,False,adhesive_wear,none,A_healthy,0.011,0.0027,1.0,,83.56,139.39,9150.52,9763.28,6346.13,13180.43,lstm_sequence,-612.77,795.0,1130.0,0.0,0.0003,0.0159,3.14,11268.0,1.0,1e-06,False,none,none,,,,,,2007-11-13T15:07:28,2008-04-04T00:16:26,mixed,False,apprentice,True,,,,none,none,42789.32,5245198.6,15020.14,2139.47,28.34,13541.9,17.16,99.873,86.321,753.6,3.78,7.568,378,False,False,variable_mild,90.31,81.08,100,0,0,2,water,water_ingress,85.81,82.25,3.212,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T00:55:52,1,0.93,0.93,1.778,7.527,4.234,3.176,,,61.08,62.91,,23.76,39.15,47.56,13/11/9,101.1,0.366,10.2,1.3,,,,,87.26,36.13,88.82,63.38,,0.481,0.1414,45.46,0.9884,normal,0.0,0.0212,False,thermal_degradation,none,A_healthy,0.0003,0.0,1.0,,242.14,140.06,2691.07,2385.57,1550.62,3220.52,particle_filter,305.5,332.6,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T17:43:00,2001-05-21T12:39:59,mixed,False,specialist,False,14.0,,,none,none,1024294.68,2278363.62,443026.15,51214.73,27.43,17953.34,12.73,99.929,84.711,490.1,0.48,7.214,48,False,False,peak_demand,86.94,86.45,1,0,0,0,oil_hydraulic,none,61.82,19.19,0.168,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T01:51:44,2,1.86,1.86,2.186,9.81,4.487,2.907,,,60.48,62.85,,23.76,39.09,48.8,13/11/9,91.9,0.382,14.5,3.1,,,,,85.54,33.117,90.53,64.33,,0.225,0.0024,239.52,1.0,normal,0.0,0.028,False,thermal_degradation,none,A_healthy,0.0007,0.0008,1.0,,71.41,153.77,2690.14,2973.76,1932.94,4014.58,weibull_regression,-283.62,332.89,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T00:44:32,2001-06-11T09:33:31,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,439076.22,51214.73,31.86,17953.34,15.17,99.916,81.116,490.1,0.48,6.023,48,False,False,peak_demand,95.27,82.71,2,0,0,0,water,none,59.37,26.81,3.72,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T02:47:36,2,2.79,2.79,2.064,5.353,2.594,2.722,,,57.26,55.65,,23.76,31.88,44.9,13/11/9,85.2,0.426,15.7,2.5,,,,,85.18,35.665,89.97,64.55,,0.373,0.0575,114.51,1.0,normal,0.0,0.0149,False,thermal_degradation,none,A_healthy,0.001,0.0,1.0,,38.05,144.7,2689.21,2204.33,1432.81,2975.84,xgboost_gradient,484.88,486.71,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-13T00:57:27,2001-05-15T04:28:21,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,422124.93,51214.73,51.87,17953.34,9.78,99.946,90.528,490.1,0.48,4.569,48,False,False,peak_demand,85.53,75.75,2,0,0,0,oil_process,water_ingress,69.81,7.84,1.384,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T03:43:28,4,3.72,3.72,2.111,8.942,4.236,2.791,,,56.86,63.15,,23.76,39.39,46.09,13/11/9,99.7,0.572,31.0,9.3,,,,,83.75,31.88,89.94,66.75,,1.206,0.0113,211.12,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0014,0.0,1.0,,126.12,148.71,2688.28,2323.52,1510.29,3136.76,physics_informed_nn,364.75,348.78,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-15T13:29:13,2001-05-19T10:43:14,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,183940.3,51214.73,49.9,17953.34,16.13,99.91,79.584,490.1,0.48,2.391,48,False,False,peak_demand,88.22,76.55,4,0,0,0,steam,none,31.33,9.88,1.078,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T04:39:20,5,4.66,4.66,1.953,5.147,2.635,2.734,,,60.08,56.79,,23.76,33.03,48.05,14/12/10,200.0,0.397,8.8,1.5,,,,,84.8,32.287,90.61,67.92,,0.616,0.0828,42.88,0.9915,normal,-0.00169302,0.0,False,thermal_degradation,none,A_healthy,0.0017,0.0169,1.0,,191.26,132.56,2687.34,2455.65,1596.17,3315.13,xgboost_gradient,231.69,267.83,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T08:28:54,2001-05-24T03:57:36,mixed,False,journeyman,False,40.0,,,none,none,1024294.68,2278363.62,275548.21,51214.73,52.73,17953.34,6.34,99.965,90.109,490.1,0.48,1.979,48,False,False,peak_demand,77.49,85.71,5,0,0,0,gas_compressed_air,particulate_mild,53.3,16.5,1.77,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T05:35:12,6,5.59,5.59,2.052,8.511,4.148,3.067,,,61.11,61.16,,23.76,37.4,46.74,14/12/10,136.4,0.311,48.3,13.7,,,,,84.1,32.091,87.87,67.21,,0.177,0.213,124.79,0.9992,normal,0.00216782,0.0256,False,thermal_degradation,none,A_healthy,0.0021,0.0,1.0,,213.74,149.17,2686.41,2190.15,1423.6,2956.7,kalman_filter,496.27,397.49,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-12T20:39:37,2001-05-14T19:12:43,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,214955.69,51214.73,38.1,17953.34,9.77,99.946,83.728,490.1,0.48,6.175,48,False,False,peak_demand,95.16,93.67,6,0,0,0,oil_hydraulic,none,65.58,39.95,4.84,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T06:31:04,7,6.52,6.52,2.173,9.644,4.439,3.206,,,63.95,66.79,,23.76,43.02,48.63,14/12/10,61.2,0.324,35.3,6.2,,,,,82.79,32.017,90.09,66.08,,0.2,0.0379,70.41,1.0,normal,0.0,0.0487,False,thermal_degradation,none,A_healthy,0.0024,0.0042,1.0,,86.34,150.55,2685.48,3019.31,1962.55,4076.07,lstm_sequence,-333.83,349.32,735.0,0.0,0.0004,0.0154,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T04:10:22,2001-06-13T04:55:53,mixed,False,journeyman,False,66.0,,,none,none,1024294.68,2278363.62,396159.49,51214.73,52.36,17953.34,13.38,99.926,91.637,490.1,0.48,1.438,48,False,False,peak_demand,109.2,84.38,7,0,0,0,oil_process,particulate_mild,31.72,1.26,3.278,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T07:26:56,8,7.45,7.45,2.007,7.183,3.579,2.341,,,61.45,61.7,,23.76,37.94,44.06,14/12/10,96.5,0.767,6.6,1.1,,,,,83.57,33.773,91.61,64.03,,0.262,0.054,211.85,0.9946,normal,-0.00107671,0.0332,False,thermal_degradation,none,A_healthy,0.0028,0.0,1.0,,345.46,157.67,2684.55,2399.91,1559.94,3239.88,weibull_regression,284.64,318.14,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T07:24:10,2001-05-22T07:22:14,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,262860.13,51214.73,57.61,17953.34,6.71,99.963,78.969,490.1,0.48,2.145,48,False,False,peak_demand,88.76,79.32,8,0,0,0,none,particulate_mild,64.28,225.18,3.809,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T08:22:48,9,8.38,8.38,1.931,7.507,3.887,2.74,,,63.78,63.48,,23.76,39.72,44.08,14/12/10,86.3,0.589,9.3,2.2,,,,,87.13,36.568,90.05,67.96,,0.6,0.0335,212.16,0.9852,normal,-0.00295692,0.0451,False,thermal_degradation,none,A_healthy,0.0031,0.0,1.0,,186.28,142.04,2683.62,3035.24,1972.91,4097.57,lstm_sequence,-351.62,313.15,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T13:59:58,2001-06-13T20:19:59,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,466154.13,51214.73,27.59,17953.34,12.21,99.932,82.246,490.1,0.48,2.962,48,False,False,peak_demand,94.85,78.01,9,0,0,0,gas_compressed_air,none,24.53,15.06,0.146,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T09:18:40,10,9.31,9.31,1.842,7.545,4.096,2.973,,,61.7,60.06,,23.76,36.29,46.49,14/12/10,78.1,0.349,63.7,8.4,,,,,83.72,33.154,90.28,64.6,,0.145,0.0007,29.98,0.9917,normal,3.382e-05,0.0419,False,thermal_degradation,none,A_healthy,0.0035,0.0048,1.0,,230.67,161.45,2682.69,2268.1,1474.26,3061.93,kalman_filter,414.59,382.54,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-14T15:21:40,2001-05-17T17:11:46,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,258756.43,51214.73,49.87,17953.34,7.02,99.961,87.997,490.1,0.48,4.398,48,False,False,peak_demand,79.08,91.2,10,0,0,0,steam,none,52.61,4.54,1.517,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T10:14:32,11,10.24,10.24,1.939,5.59,2.884,3.126,,,63.39,63.48,,23.76,39.71,44.84,14/12/10,63.5,0.36,29.1,8.5,,,,,84.58,35.215,89.59,64.25,,0.784,0.0313,38.13,0.9986,normal,-0.00012402,0.0605,False,thermal_degradation,none,A_healthy,0.0038,0.0075,1.0,,70.46,161.5,2681.76,2872.3,1867.0,3877.61,particle_filter,-190.54,200.47,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-27T06:23:36,2001-06-08T03:41:57,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,258139.31,51214.73,45.44,17953.34,11.24,99.937,84.381,490.1,0.48,3.073,48,False,False,peak_demand,84.27,92.96,11,0,0,0,oil_hydraulic,particulate_mild,51.09,24.03,0.478,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T11:10:24,11,11.17,11.17,2.125,5.364,2.524,3.562,,,62.73,59.32,,23.76,35.56,42.83,13/11/9,69.2,0.348,26.3,3.2,,,,,86.46,32.872,89.15,63.69,,0.622,0.0909,21.75,0.9933,normal,-0.00134504,0.046,False,thermal_degradation,none,A_healthy,0.0042,0.0026,1.0,,94.57,148.74,2680.83,3022.27,1964.48,4080.07,xgboost_gradient,-341.45,405.84,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T10:18:37,2001-06-13T12:06:21,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,410098.72,51214.73,52.8,17953.34,16.58,99.908,81.234,490.1,0.48,7.48,48,False,False,peak_demand,86.55,81.01,11,0,0,0,oil_process,water_ingress,83.83,11.36,1.892,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T12:06:16,12,12.1,12.1,2.054,7.323,3.566,2.692,,,63.89,58.01,,23.76,34.25,44.3,14/12/10,91.0,0.337,20.0,5.4,,,,,86.43,35.726,88.93,66.18,,0.371,0.0313,25.52,0.9933,normal,-0.00025913,0.0042,False,thermal_degradation,none,A_healthy,0.0045,0.01,1.0,,73.02,160.03,2679.9,2338.72,1520.17,3157.27,physics_informed_nn,341.18,356.48,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T05:27:45,2001-05-20T08:00:47,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,249511.65,51214.73,26.26,17953.34,9.88,99.945,88.52,490.1,0.48,3.453,48,False,False,peak_demand,80.34,73.91,12,0,0,0,gas_compressed_air,water_ingress,38.7,22.09,0.654,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T13:02:08,13,13.04,13.04,2.122,5.418,2.554,2.821,,,54.77,58.51,,23.76,34.74,47.38,14/12/10,64.2,0.32,18.4,2.1,,,,,85.15,33.203,89.42,65.81,,0.058,0.0104,157.82,0.996,normal,0.00215788,0.0,False,thermal_degradation,none,A_healthy,0.0048,0.0,1.0,,201.92,148.83,2678.96,3125.64,2031.67,4219.62,lstm_sequence,-446.68,538.3,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-02T15:51:29,2001-06-17T05:50:02,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,359134.22,51214.73,42.24,17953.34,8.44,99.953,89.75,490.1,0.48,4.713,48,False,False,peak_demand,80.16,79.06,13,0,0,0,gas_compressed_air,none,78.92,44.81,0.101,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T13:58:00,14,13.97,13.97,1.889,4.785,2.534,2.76,,,64.08,61.46,,23.76,37.7,43.36,13/11/9,162.9,0.377,19.6,4.3,,,,,85.52,32.937,87.63,66.84,,0.834,0.0185,237.93,0.9768,normal,-0.0029719,0.0459,False,thermal_degradation,none,A_healthy,0.0052,0.0024,1.0,,336.75,147.26,2678.03,2195.15,1426.85,2963.45,lstm_sequence,482.88,559.47,735.0,0.0,0.0004,0.0155,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-13T07:32:30,2001-05-15T07:50:39,mixed,False,specialist,False,39.0,,,none,none,1024294.68,2278363.62,179070.91,51214.73,46.13,17953.34,4.73,99.974,82.953,490.1,0.48,6.256,48,False,False,peak_demand,80.81,76.32,14,0,0,0,oil_hydraulic,water_ingress,73.58,60.93,9.294,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T14:53:52,15,14.9,14.9,2.178,6.659,3.058,3.459,,,57.14,65.99,,23.76,42.23,45.2,14/12/10,78.6,0.551,7.1,1.1,,,,,85.89,34.2,89.58,65.09,,0.743,0.0259,152.12,0.968,normal,-0.00612067,0.0039,False,thermal_degradation,none,A_healthy,0.0055,0.0038,1.0,,331.78,134.92,2677.1,2350.18,1527.62,3172.74,lstm_sequence,326.92,292.05,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T13:59:11,2001-05-20T20:32:55,mixed,False,journeyman,False,68.0,,,none,none,1024294.68,2278363.62,313074.39,51214.73,27.2,17953.34,30.13,99.832,82.46,490.1,0.48,2.146,48,False,False,peak_demand,101.07,90.97,15,0,0,0,gas_compressed_air,particulate_mild,60.48,42.76,0.156,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T15:49:44,16,15.83,15.83,2.009,7.626,3.796,3.08,,,63.77,60.4,,23.76,36.63,47.37,13/11/9,79.2,0.355,6.5,0.9,,,,,85.48,34.217,89.28,65.83,,0.304,0.0457,187.93,0.9856,normal,-0.00152622,0.0599,False,thermal_degradation,none,A_healthy,0.0059,0.0,1.0,,229.3,159.33,2676.17,2431.14,1580.24,3282.03,particle_filter,245.03,246.27,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T07:23:50,2001-05-23T18:17:42,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,155450.62,51214.73,46.27,17953.34,31.55,99.825,87.011,490.1,0.48,1.353,48,False,False,peak_demand,72.4,87.88,16,0,0,0,oil_process,particulate_mild,45.97,110.07,0.54,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T16:45:36,17,16.76,16.76,1.912,5.634,2.947,3.327,,,57.21,61.79,,23.76,38.03,45.24,14/12/10,274.5,0.394,31.4,4.3,,,,,84.87,32.803,88.29,67.23,,0.176,0.0838,358.17,0.9881,normal,-0.00103727,0.0306,False,thermal_degradation,none,A_healthy,0.0062,0.0,1.0,,134.88,161.52,2675.24,2823.96,1835.58,3812.35,lstm_sequence,-148.72,145.87,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-26T12:44:33,2001-06-06T17:07:48,mixed,False,master_technician,False,32.0,,,none,none,1024294.68,2278363.62,247234.7,51214.73,44.72,17953.34,6.5,99.964,86.475,490.1,0.48,7.153,48,False,False,peak_demand,78.94,80.54,17,0,0,0,oil_process,particulate_mild,38.89,85.42,3.096,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T17:41:28,18,17.69,17.69,2.086,7.109,3.408,3.089,,,60.41,60.71,,23.76,36.94,45.02,13/11/9,74.2,0.342,30.7,7.7,,,,,83.42,33.846,88.93,65.66,,1.941,0.1738,228.49,0.9841,normal,-0.00238713,0.0189,False,thermal_degradation,none,A_healthy,0.0066,0.0,1.0,,311.03,139.4,2674.31,2861.51,1859.98,3863.04,physics_informed_nn,-187.2,178.65,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-27T08:26:45,2001-06-08T01:58:26,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,360190.43,51214.73,39.45,17953.34,16.82,99.906,87.44,490.1,0.48,7.372,48,False,False,peak_demand,76.73,89.78,18,0,0,0,water,chemical_contamination,54.39,26.87,4.793,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T18:37:20,19,18.62,18.62,1.852,7.097,3.832,3.389,,,56.85,62.72,,23.76,38.96,46.76,13/11/9,65.6,0.368,6.2,1.3,,,,,84.13,33.443,89.12,62.76,,0.121,0.0284,26.57,1.0,normal,0.00463109,0.0444,False,thermal_degradation,none,A_healthy,0.0069,0.0,1.0,,32.27,150.63,2673.38,2988.16,1942.31,4034.02,xgboost_gradient,-314.79,303.29,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T00:42:16,2001-06-12T14:33:44,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,181919.51,51214.73,35.27,17953.34,11.55,99.936,81.222,490.1,0.48,6.606,48,False,False,peak_demand,86.75,87.19,19,0,0,0,none,none,69.27,27.9,1.296,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T19:33:12,20,19.55,19.55,2.013,8.492,4.22,2.404,,,59.02,59.76,,23.76,36.0,45.59,14/12/10,85.5,0.359,26.3,5.7,,,,,86.21,35.386,90.28,63.58,,0.971,0.0112,52.46,1.0,normal,0.00639769,0.0569,False,thermal_degradation,none,A_healthy,0.0073,0.0,1.0,,102.58,160.26,2672.45,2930.12,1904.58,3955.66,lstm_sequence,-257.67,327.75,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T20:36:47,2001-06-10T14:09:17,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,317263.37,51214.73,32.52,17953.34,16.0,99.911,84.296,490.1,0.48,6.929,48,False,False,peak_demand,81.48,70.52,20,0,0,0,oil_process,particulate_mild,81.51,42.91,2.325,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T20:29:04,21,20.48,20.48,1.936,7.934,4.098,3.538,,,61.61,65.74,,23.76,41.98,46.62,12/10/8,81.2,0.424,24.0,6.2,,,,,84.59,34.351,89.94,64.44,,1.762,0.0347,95.69,0.9817,normal,-0.00078044,0.0587,False,thermal_degradation,none,A_healthy,0.0076,0.0083,1.0,,485.47,166.42,2671.52,3036.5,1973.72,4099.27,physics_informed_nn,-364.98,337.36,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-01T02:43:56,2001-06-14T09:30:21,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,483777.15,51214.73,34.22,17953.34,16.84,99.906,84.348,490.1,0.48,6.038,48,False,False,peak_demand,93.89,81.41,21,0,0,0,water,particulate_mild,87.89,29.28,1.327,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T21:24:56,22,21.42,21.42,2.001,6.086,3.042,3.437,,,61.73,58.32,,23.76,34.56,44.4,14/12/10,159.0,0.357,56.8,10.7,,,,,85.73,33.1,89.46,64.98,,0.529,0.0815,116.12,0.9911,normal,0.00059965,0.0048,False,thermal_degradation,none,A_healthy,0.008,0.0084,1.0,,286.51,131.67,2670.58,2309.4,1501.11,3117.68,weibull_regression,361.19,303.87,735.0,0.0,0.0004,0.0156,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T00:06:49,2001-05-19T16:24:07,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,213910.21,51214.73,52.69,17953.34,9.59,99.947,89.756,490.1,0.48,3.488,48,False,False,peak_demand,81.14,89.44,22,0,0,0,oil_process,particulate_mild,26.27,8.91,3.169,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T22:20:48,23,22.35,22.35,2.041,7.719,3.782,2.668,,,58.53,61.13,,23.76,37.37,45.06,14/12/10,92.1,0.363,16.1,2.8,,,,,83.36,34.995,89.44,67.59,,0.045,0.0578,26.38,0.9967,normal,0.00252092,0.0349,False,thermal_degradation,none,A_healthy,0.0083,0.0058,1.0,,48.97,132.07,2669.65,3138.52,2040.04,4237.0,particle_filter,-468.87,498.11,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-03T07:36:22,2001-06-18T02:05:15,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,412545.05,51214.73,57.18,17953.34,29.1,99.838,85.365,490.1,0.48,1.367,48,False,False,peak_demand,88.54,82.03,23,0,0,0,gas_compressed_air,none,68.42,28.51,1.387,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-26T23:16:40,24,23.28,23.28,2.041,6.671,3.268,2.922,,,61.45,64.29,,23.76,40.53,48.56,13/11/9,132.2,0.353,21.6,4.5,,,,,85.11,35.453,90.87,64.39,,0.194,0.0024,11.56,0.9892,normal,-0.00216577,0.0119,False,thermal_degradation,none,A_healthy,0.0086,0.0,1.0,,167.3,159.94,2668.72,2934.42,1907.37,3961.46,lstm_sequence,-265.69,258.57,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T02:29:10,2001-06-10T21:31:54,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,176738.72,51214.73,23.56,17953.34,24.87,99.862,82.998,490.1,0.48,5.633,48,False,False,peak_demand,99.8,83.47,24,0,0,0,oil_process,none,35.32,32.44,0.904,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T00:12:32,25,24.21,24.21,1.87,7.296,3.901,2.904,,,60.48,64.06,,23.76,40.29,45.84,13/11/9,59.4,0.349,47.3,7.0,,,,,83.75,33.276,92.51,64.81,,0.276,0.0217,256.06,1.0,normal,0.0,0.0639,False,thermal_degradation,none,A_healthy,0.009,0.0084,1.0,,167.05,137.33,2667.79,2961.13,1924.74,3997.53,xgboost_gradient,-293.34,235.04,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T16:46:33,2001-06-11T21:10:22,mixed,False,specialist,False,61.0,,,none,none,1024294.68,2278363.62,447405.21,51214.73,38.2,17953.34,20.22,99.888,87.075,490.1,0.48,2.169,48,False,False,peak_demand,100.52,81.44,25,0,0,0,oil_process,particulate_mild,31.3,20.69,1.612,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T01:08:24,26,25.14,25.14,2.163,8.764,4.052,2.554,,,58.93,62.63,,23.76,38.86,46.09,13/11/9,85.7,0.379,34.1,6.8,,,,,84.39,34.306,87.67,66.79,,0.29,0.0078,123.1,0.979,normal,-0.00055788,0.0,False,thermal_degradation,none,A_healthy,0.0093,0.0,1.0,,251.89,149.67,2666.86,2981.01,1937.65,4024.36,particle_filter,-314.15,401.84,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T03:38:34,2001-06-12T14:59:40,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,478492.74,51214.73,29.74,17953.34,11.07,99.938,86.023,490.1,0.48,3.944,48,False,False,peak_demand,94.2,89.09,26,0,0,0,oil_process,none,38.78,21.69,2.901,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T02:04:17,27,26.07,26.07,1.697,5.357,3.156,3.202,,,57.92,55.16,,23.76,31.4,46.58,14/12/10,97.2,0.345,33.5,5.1,,,,,85.56,32.96,88.8,65.63,,0.003,0.0399,288.27,1.0,normal,0.00177346,0.0,False,thermal_degradation,none,A_healthy,0.0097,0.002,1.0,,58.43,149.96,2665.93,2908.23,1890.35,3926.11,lstm_sequence,-242.3,200.98,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T16:11:16,2001-06-10T02:04:10,mixed,False,specialist,False,88.0,,,none,none,1024294.68,2278363.62,299421.78,51214.73,38.32,17953.34,25.01,99.861,85.336,490.1,0.48,6.089,48,False,False,peak_demand,72.35,79.78,27,0,0,0,water,none,50.72,21.21,4.552,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T03:00:09,28,27.0,27.0,1.985,5.814,2.93,3.093,,,58.61,58.33,,23.76,34.57,45.77,13/11/9,100.6,0.351,7.1,1.2,,,,,84.54,33.012,89.66,64.05,,1.87,0.0194,111.64,1.0,normal,0.00066525,0.0165,False,thermal_degradation,none,A_healthy,0.01,0.0128,1.0,,29.66,137.58,2665.0,2233.18,1451.57,3014.8,lstm_sequence,431.81,496.78,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-14T15:35:38,2001-05-17T05:12:29,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,161317.41,51214.73,28.71,17953.34,18.29,99.898,81.717,490.1,0.48,7.834,48,False,False,peak_demand,84.68,72.77,28,0,0,0,water,none,64.59,37.03,0.35,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T03:56:01,29,27.93,27.93,1.806,7.873,4.36,2.88,,,57.65,64.25,,23.76,40.49,44.37,14/12/10,62.8,0.845,37.9,11.0,,,,,84.77,34.101,90.15,64.21,,0.156,0.1003,249.62,0.9925,normal,0.00065627,0.0156,False,thermal_degradation,none,A_healthy,0.0104,0.0,1.0,,108.59,156.88,2664.07,2473.55,1607.81,3339.29,physics_informed_nn,190.52,199.92,735.0,0.0,0.0004,0.0157,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T16:42:26,2001-05-25T18:26:56,mixed,False,oem_certified,False,70.0,,,none,none,1024294.68,2278363.62,263253.77,51214.73,49.01,17953.34,9.73,99.946,87.065,490.1,0.48,6.198,48,False,False,peak_demand,83.66,92.76,29,0,0,0,oil_hydraulic,none,40.49,0.77,1.309,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T04:51:53,30,28.86,28.86,1.854,7.719,4.163,3.633,,,59.93,59.33,,23.76,35.56,45.66,14/12/10,105.1,0.429,45.1,13.2,,,,,85.62,32.82,89.83,65.94,,0.431,0.1063,131.35,0.9898,normal,-0.00203525,0.0448,False,thermal_degradation,none,A_healthy,0.0107,0.0,1.0,,176.53,143.07,2663.14,2109.34,1371.07,2847.61,xgboost_gradient,553.79,645.43,735.0,0.0,0.0004,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-12T03:32:10,2001-05-12T21:48:22,mixed,False,journeyman,False,45.0,,,none,none,1024294.68,2278363.62,393881.12,51214.73,42.04,17953.34,4.03,99.978,84.077,490.1,0.48,2.915,48,False,False,peak_demand,82.57,81.08,30,0,0,0,oil_process,chemical_contamination,77.78,47.1,6.13,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T05:47:45,31,29.8,29.8,1.888,5.546,2.937,3.381,,,59.28,64.75,,23.76,40.98,43.43,13/11/9,63.4,0.449,13.2,1.8,,,,,84.71,33.874,89.17,66.35,,1.055,0.0299,59.32,0.9839,normal,0.0009857,0.0441,False,thermal_degradation,none,A_healthy,0.0111,0.0109,1.0,,220.62,138.76,2662.2,2453.21,1594.59,3311.84,physics_informed_nn,208.99,240.32,735.0,0.0,0.0004,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T08:24:07,2001-05-25T03:01:35,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,345723.73,51214.73,40.72,17953.34,13.34,99.926,80.025,490.1,0.48,5.369,48,False,False,peak_demand,90.71,65.99,31,0,0,0,none,none,21.27,3.91,0.608,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T06:43:37,32,30.73,30.73,2.217,9.661,4.358,2.572,,,64.61,61.9,,23.76,38.13,46.16,14/12/10,75.1,0.377,63.5,17.5,,,,,83.32,34.742,90.56,66.18,,0.215,0.0342,124.37,1.0,normal,0.0,0.0833,False,thermal_degradation,fatigue_spalling,A_healthy,0.0114,0.0044,1.0,,11.69,153.33,2661.27,2967.35,1928.77,4005.92,lstm_sequence,-306.07,298.4,735.0,0.0,0.0004,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T02:23:58,2001-06-12T08:58:13,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,176268.62,51214.73,33.48,17953.34,19.57,99.891,84.569,490.1,0.48,1.336,48,False,False,peak_demand,83.7,95.39,32,0,0,0,water,particulate_mild,33.17,65.41,1.456,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T07:39:29,33,31.66,31.66,2.077,7.84,3.775,2.886,,,59.44,60.7,,23.76,36.94,44.76,14/12/10,118.6,0.623,22.0,4.2,,,,,84.43,32.095,89.9,66.03,,0.533,0.1059,39.24,1.0,normal,0.0,0.0864,False,thermal_degradation,none,A_healthy,0.0118,0.008,1.0,,154.38,142.6,2660.34,2371.25,1541.31,3201.18,physics_informed_nn,289.09,315.2,735.0,0.0,0.0004,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T17:16:55,2001-05-22T07:13:08,mixed,False,journeyman,False,74.0,,,none,none,1024294.68,2278363.62,201536.21,51214.73,58.14,17953.34,13.52,99.925,90.971,490.1,0.48,6.185,48,False,False,peak_demand,93.46,85.41,33,0,0,0,none,chemical_contamination,53.63,32.07,0.671,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T08:35:21,34,32.59,32.59,2.421,9.015,3.723,3.432,,,60.99,56.7,,23.76,32.94,44.91,14/12/10,53.7,0.416,12.8,2.7,,,,,84.59,33.547,90.66,64.44,,0.639,0.0053,29.71,1.0,normal,0.0015095,0.0,False,thermal_degradation,none,A_healthy,0.0121,0.001,1.0,,146.61,160.68,2659.41,2441.79,1587.16,3296.41,physics_informed_nn,217.62,241.04,735.0,0.0,0.0004,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T05:28:57,2001-05-24T20:06:28,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,183579.34,51214.73,36.6,17953.34,5.17,99.971,81.374,490.1,0.48,3.689,48,False,False,peak_demand,75.18,72.98,34,0,0,0,oil_hydraulic,none,83.0,5.26,1.96,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T09:31:13,35,33.52,33.52,1.902,7.522,3.954,3.557,,,60.89,63.43,,23.76,39.66,44.15,15/13/11,157.5,0.49,24.2,6.9,,,,,85.68,34.506,89.99,67.01,,0.123,0.0043,381.24,0.9907,normal,0.00017404,0.0105,False,thermal_degradation,none,A_healthy,0.0125,0.0,1.0,,174.44,149.03,2658.48,2259.62,1468.75,3050.49,kalman_filter,398.86,357.07,735.0,0.0,0.0004,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-15T11:19:54,2001-05-18T10:11:58,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,233578.66,51214.73,51.16,17953.34,7.63,99.958,84.098,490.1,0.48,7.385,48,False,False,peak_demand,89.27,90.58,35,0,0,0,steam,none,40.85,26.53,0.326,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T10:27:05,36,34.45,34.45,1.739,6.367,3.662,3.319,,,60.51,58.5,,23.76,34.74,46.95,14/12/10,111.4,0.345,24.3,3.7,,,,,84.98,35.538,89.25,68.25,,0.451,0.151,66.87,0.993,normal,0.00183102,0.0,False,thermal_degradation,none,A_healthy,0.0128,0.0,1.0,,247.63,149.99,2657.55,2957.55,1922.4,3992.69,xgboost_gradient,-300.0,329.29,735.0,0.0,0.0005,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T01:13:27,2001-06-12T04:21:55,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,229335.87,51214.73,32.17,17953.34,8.63,99.952,85.228,490.1,0.48,6.253,48,False,False,peak_demand,75.82,85.1,36,0,0,0,none,particulate_mild,77.22,132.51,0.488,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T11:22:57,37,35.38,35.38,2.023,8.032,3.97,3.09,,,60.38,63.49,,23.76,39.72,47.76,14/12/10,93.7,0.387,13.8,2.4,,,,,85.73,34.822,90.64,63.63,,1.694,0.1194,34.53,0.9946,normal,-0.0010885,0.0448,False,thermal_degradation,none,A_healthy,0.0131,0.0,1.0,,75.72,157.1,2656.62,2368.86,1539.76,3197.96,kalman_filter,287.76,322.78,735.0,0.0,0.0005,0.0158,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T19:48:45,2001-05-22T08:54:48,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,325099.09,51214.73,33.17,17953.34,12.67,99.929,84.43,490.1,0.48,2.36,48,False,False,peak_demand,84.87,78.52,37,0,0,0,oil_hydraulic,none,32.43,77.6,0.631,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T12:18:49,39,36.31,36.31,2.14,7.595,3.549,3.354,,,58.41,59.91,,23.76,36.15,44.59,14/12/10,120.6,0.442,33.2,7.0,,,,,85.04,32.435,89.38,66.45,,0.877,0.0528,277.66,0.9816,normal,-0.00368016,0.0717,False,thermal_degradation,lubrication_starvation,A_healthy,0.0135,0.0,1.0,,230.28,138.07,2655.69,2789.56,1813.22,3765.91,kalman_filter,-133.88,164.41,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-26T15:05:45,2001-06-06T07:26:37,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,353908.45,51214.73,37.78,17953.34,15.97,99.911,83.552,490.1,0.48,1.504,48,False,False,peak_demand,79.74,90.4,39,0,0,0,water,particulate_mild,63.76,3.18,7.161,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T13:14:41,40,37.24,37.24,1.928,7.536,3.909,2.993,,,64.04,63.48,,23.76,39.71,45.17,14/12/10,124.6,0.448,41.4,10.4,,,,,84.78,32.944,90.57,63.46,,0.802,0.0392,185.83,0.9699,normal,-0.00602816,0.0193,False,thermal_degradation,none,A_healthy,0.0138,0.0,1.0,,482.03,150.83,2654.76,3076.03,1999.42,4152.65,lstm_sequence,-421.28,460.63,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-02T15:15:41,2001-06-16T11:52:23,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,281956.04,51214.73,48.96,17953.34,16.81,99.906,88.374,490.1,0.48,1.369,48,False,False,peak_demand,90.4,84.76,40,0,0,0,water,particulate_mild,24.54,50.36,2.407,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T14:10:33,41,38.18,38.18,2.234,6.538,2.927,3.42,,,58.14,56.73,,23.76,32.96,46.16,14/12/10,51.7,0.314,11.5,1.9,,,,,85.05,34.938,89.63,65.56,,0.033,0.0586,18.2,0.9985,normal,0.00157037,0.0377,False,thermal_degradation,none,A_healthy,0.0142,0.0097,1.0,,71.65,132.59,2653.82,3060.76,1989.49,4132.02,lstm_sequence,-406.93,330.24,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-02T08:33:14,2001-06-15T23:49:07,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,411962.45,51214.73,37.55,17953.34,8.88,99.951,90.692,490.1,0.48,2.849,48,False,False,peak_demand,64.26,83.5,41,0,0,0,steam,none,37.03,3.45,0.296,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T15:06:25,42,39.11,39.11,1.908,8.189,4.292,3.033,,,56.07,61.55,,23.76,37.78,49.05,13/11/9,69.0,0.396,7.8,0.9,,,,,85.38,32.596,90.63,61.97,,0.227,0.1357,31.1,1.0,normal,0.00139286,0.0339,False,thermal_degradation,none,A_healthy,0.0145,0.0,1.0,,61.0,153.41,2652.89,2322.31,1509.5,3135.12,kalman_filter,330.58,382.16,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T00:15:50,2001-05-20T21:04:26,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,431757.62,51214.73,59.76,17953.34,7.38,99.959,86.881,490.1,0.48,5.108,48,False,False,peak_demand,78.67,87.66,42,0,0,0,gas_compressed_air,particulate_mild,31.65,83.6,0.966,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T16:02:17,43,40.04,40.04,1.952,6.793,3.48,2.68,,,65.06,60.48,,23.76,36.71,46.79,14/12/10,95.1,0.4,10.4,2.7,,,,,86.64,33.049,90.09,66.88,,0.631,0.0052,334.31,0.9813,normal,-0.00264337,0.0,False,thermal_degradation,none,A_healthy,0.0149,0.0023,1.0,,194.8,144.15,2651.96,2337.97,1519.68,3156.26,lstm_sequence,313.99,364.75,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T09:01:21,2001-05-21T11:18:42,mixed,False,apprentice,False,75.0,,,none,none,1024294.68,2278363.62,416630.37,51214.73,31.25,17953.34,25.62,99.857,80.294,490.1,0.48,2.596,48,False,False,peak_demand,72.65,92.55,43,0,0,0,gas_compressed_air,none,24.55,20.33,0.341,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T16:58:09,44,40.97,40.97,2.035,6.819,3.351,2.555,,,58.79,58.29,,23.76,34.53,43.74,14/12/10,57.4,0.366,54.0,16.1,,,,,84.27,33.662,91.79,69.02,,0.969,0.0459,225.87,1.0,normal,0.00368016,0.0327,False,thermal_degradation,none,A_healthy,0.0152,0.0,1.0,,69.81,147.42,2651.03,2417.95,1571.66,3264.23,lstm_sequence,233.09,281.15,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T01:56:31,2001-05-24T08:13:23,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,507982.18,51214.73,40.37,17953.34,14.68,99.918,84.369,490.1,0.48,5.245,48,True,False,peak_demand,85.41,93.91,44,0,0,0,water,water_ingress,37.04,67.12,2.66,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T17:54:01,45,41.9,41.9,2.212,9.58,4.332,3.233,,,64.87,58.59,,23.76,34.82,44.97,14/12/10,166.2,0.376,6.0,0.6,,,,,84.41,32.581,89.88,68.06,,1.089,0.0971,24.06,0.9895,normal,0.00392036,0.0658,False,thermal_degradation,none,A_healthy,0.0156,0.0227,1.0,,135.13,167.42,2650.1,2913.48,1893.76,3933.2,xgboost_gradient,-263.38,321.73,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T10:38:25,2001-06-10T22:21:29,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,440038.87,51214.73,24.47,17953.34,19.48,99.892,85.712,490.1,0.48,1.057,48,False,False,peak_demand,76.68,87.34,45,0,0,0,steam,particulate_mild,64.89,203.44,3.99,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T18:49:53,46,42.83,42.83,2.002,7.518,3.754,3.257,,,58.55,60.03,,23.76,36.27,46.73,14/12/10,159.3,0.512,62.2,10.6,,,,,83.44,32.095,91.16,64.31,,0.038,0.018,53.54,1.0,normal,0.00029084,0.0,False,thermal_degradation,none,A_healthy,0.0159,0.0,1.0,,198.28,154.02,2649.17,2324.19,1510.72,3137.66,lstm_sequence,324.98,298.59,735.0,0.0,0.0005,0.0159,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T04:55:36,2001-05-21T02:23:37,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,163051.38,51214.73,46.95,17953.34,21.88,99.878,78.734,490.1,0.48,6.797,48,False,False,peak_demand,90.36,72.02,46,0,0,0,gas_compressed_air,particulate_mild,64.47,27.59,0.63,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T19:45:45,47,43.76,43.76,2.216,8.31,3.75,3.558,,,57.24,58.23,,23.76,34.46,45.8,14/12/10,259.8,0.364,17.3,4.8,,,,,86.67,35.099,90.59,63.91,,0.122,0.1298,270.6,0.9956,normal,-0.00088375,0.0677,False,thermal_degradation,none,A_healthy,0.0163,0.0035,1.0,,58.18,145.67,2648.24,2393.73,1555.92,3231.53,lstm_sequence,254.51,218.68,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T16:37:32,2001-05-23T14:25:46,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,288993.07,51214.73,41.29,17953.34,8.87,99.951,79.168,490.1,0.48,3.342,48,False,False,peak_demand,82.94,71.3,47,0,0,0,water,none,74.03,28.86,0.237,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T20:41:37,48,44.69,44.69,1.884,7.892,4.188,3.071,,,62.31,56.74,,23.76,32.97,43.32,14/12/10,136.2,0.325,6.5,0.9,,,,,83.17,32.26,90.94,66.54,,0.439,0.1035,359.43,0.9965,normal,0.00302803,0.0206,False,thermal_degradation,none,A_healthy,0.0166,0.0001,1.0,,76.62,144.64,2647.31,2167.0,1408.55,2925.45,lstm_sequence,480.3,398.01,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-14T00:11:43,2001-05-15T14:38:47,mixed,False,specialist,False,14.0,,,none,none,1024294.68,2278363.62,414240.57,51214.73,37.2,17953.34,12.62,99.93,91.451,490.1,0.48,2.441,48,False,False,peak_demand,78.02,100.36,48,0,0,1,water,chemical_contamination,81.59,63.36,0.418,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T21:37:29,49,45.62,45.62,1.865,5.376,2.883,2.648,,,60.48,62.81,,23.76,39.05,47.73,14/12/10,78.0,0.341,27.6,4.3,,,,,84.67,35.194,89.16,62.36,,0.174,0.0048,75.71,0.9986,normal,-0.00027842,0.0623,False,thermal_degradation,none,A_healthy,0.0169,0.0,1.0,,61.36,142.95,2646.38,2393.47,1555.76,3231.19,physics_informed_nn,252.9,220.86,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T18:21:44,2001-05-23T16:04:43,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,235627.67,51214.73,41.67,17953.34,14.68,99.918,86.494,490.1,0.48,5.278,48,False,False,peak_demand,91.0,78.05,49,0,0,0,oil_process,none,31.03,210.42,1.376,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T22:33:21,50,46.56,46.56,2.152,8.44,3.921,2.945,,,62.57,58.26,,23.76,34.5,45.04,14/12/10,81.3,0.333,6.0,1.2,,,,,83.59,32.483,90.66,60.92,,0.783,0.0518,108.23,0.9948,normal,0.00106486,0.0159,False,thermal_degradation,overload,A_healthy,0.0173,0.0123,1.0,,52.29,166.06,2645.44,2802.1,1821.36,3782.83,physics_informed_nn,-156.65,200.97,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-27T07:36:19,2001-06-07T04:20:24,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,250273.58,51214.73,49.88,17953.34,7.06,99.961,88.035,490.1,0.48,1.876,48,False,False,peak_demand,73.58,93.1,50,0,0,0,water,particulate_severe,78.18,10.52,4.073,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-27T23:29:13,51,47.49,47.49,1.943,6.694,3.445,2.672,,,60.54,58.68,,23.76,34.91,45.48,14/12/10,71.3,0.496,17.5,4.2,,,,,87.49,36.406,90.23,69.6,,0.191,0.008,24.73,0.9763,normal,-0.00473612,0.0,False,thermal_degradation,none,A_healthy,0.0176,0.0,1.0,,262.5,150.08,2644.51,3145.46,2044.55,4246.38,particle_filter,-500.95,568.47,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-04T12:13:08,2001-06-19T09:07:52,mixed,False,oem_certified,True,,,,none,none,1024294.68,2278363.62,371386.34,51214.73,50.54,17953.34,14.37,99.92,87.088,490.1,0.48,2.626,48,False,False,peak_demand,79.62,78.19,51,0,0,1,steam,particulate_mild,37.53,156.77,0.004,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T00:25:05,52,48.42,48.42,2.173,5.682,2.614,2.716,,,60.51,59.08,,23.76,35.31,48.55,13/11/9,136.4,0.465,28.5,5.0,,,,,86.02,34.481,90.02,65.43,,0.337,0.0308,64.39,0.982,normal,-0.00272237,0.0,False,thermal_degradation,none,A_healthy,0.018,0.0102,1.0,,330.31,153.48,2643.58,2303.84,1497.49,3110.18,particle_filter,339.75,316.71,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T00:20:10,2001-05-20T14:40:43,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,195967.18,51214.73,45.97,17953.34,13.22,99.926,84.874,490.1,0.48,2.097,48,False,False,peak_demand,78.19,69.41,52,0,0,1,gas_compressed_air,none,39.9,19.51,2.118,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T01:20:57,53,49.35,49.35,2.056,8.362,4.066,2.997,,,57.37,60.11,,23.76,36.34,47.82,14/12/10,54.7,0.339,10.3,1.2,,,,,84.4,33.798,88.27,64.58,,0.251,0.023,53.82,1.0,normal,0.00070384,0.004,False,thermal_degradation,none,A_healthy,0.0183,0.0,1.0,,80.19,166.24,2642.65,2981.44,1937.94,4024.94,xgboost_gradient,-338.79,367.94,735.0,0.0,0.0005,0.016,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-01T04:04:09,2001-06-13T15:34:23,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,434138.58,51214.73,51.73,17953.34,14.36,99.92,85.329,490.1,0.48,3.252,48,False,False,peak_demand,84.22,86.48,53,0,0,1,gas_compressed_air,none,47.84,26.97,2.822,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T02:16:49,54,50.28,50.28,2.013,6.312,3.136,3.141,,,60.84,61.89,,23.76,38.13,47.57,13/11/9,74.6,0.404,74.9,19.0,,,,,85.72,34.992,90.45,65.73,,0.152,0.0319,8.58,0.9987,normal,2.555e-05,0.0184,False,thermal_degradation,none,A_healthy,0.0187,0.0038,1.0,,14.83,156.09,2641.72,2498.87,1624.27,3373.48,lstm_sequence,142.85,147.01,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-21T03:42:58,2001-05-27T14:19:17,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,471871.79,51214.73,25.87,17953.34,6.72,99.963,90.643,490.1,0.48,3.566,48,False,False,peak_demand,78.94,89.01,54,0,0,0,steam,none,51.77,37.15,1.013,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T03:12:42,55,51.21,51.21,2.164,7.615,3.518,2.773,,,62.32,57.16,,23.76,33.4,47.46,13/11/9,61.5,0.314,19.0,2.0,,,,,85.65,33.67,89.29,65.38,,0.051,0.0736,66.74,1.0,normal,0.00104293,0.0135,False,thermal_degradation,overload,A_healthy,0.019,0.0,1.0,,96.91,142.29,2640.79,2955.37,1920.99,3989.75,lstm_sequence,-314.58,282.35,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T16:53:42,2001-06-12T19:16:24,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,356585.91,51214.73,49.99,17953.34,5.54,99.969,86.432,490.1,0.48,6.829,48,False,False,peak_demand,83.44,83.67,55,0,0,0,gas_compressed_air,chemical_contamination,86.79,75.06,1.593,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T04:08:34,56,52.14,52.14,2.098,7.33,3.494,3.115,,,59.25,61.49,,23.76,37.72,44.51,14/12/10,89.0,0.353,25.0,6.8,,,,,85.41,33.513,89.18,66.77,,0.174,0.0177,24.28,0.9838,normal,0.0014902,0.0811,False,thermal_degradation,none,A_healthy,0.0194,0.0085,1.0,,333.47,145.62,2639.86,2958.71,1923.16,3994.25,physics_informed_nn,-318.85,376.9,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T19:29:46,2001-06-12T23:02:37,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,319124.9,51214.73,42.02,17953.34,12.4,99.931,81.17,490.1,0.48,6.757,48,False,False,peak_demand,79.07,79.15,56,0,0,0,water,none,41.2,42.09,1.281,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T05:04:26,57,53.07,53.07,2.024,6.235,3.08,2.689,,,63.86,63.45,,23.76,39.68,44.87,14/12/10,102.0,0.368,51.5,7.9,,,,,82.52,32.281,89.86,63.9,,0.52,0.1079,151.07,0.9905,normal,0.00170669,0.0653,False,thermal_degradation,contamination,A_healthy,0.0197,0.0024,1.0,,156.65,143.23,2638.93,2053.92,1335.05,2772.8,particle_filter,585.0,698.09,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-12T00:02:07,2001-05-11T22:54:30,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,263556.94,51214.73,51.01,17953.34,9.94,99.945,84.612,490.1,0.48,5.003,48,False,False,peak_demand,88.99,90.36,57,0,0,0,water,none,88.44,13.24,0.021,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T06:00:18,58,54.01,54.01,1.712,5.004,2.924,3.435,,,63.9,66.64,,23.76,42.88,43.29,14/12/10,111.0,0.373,12.3,3.3,,,,,84.14,32.771,90.05,65.92,,0.519,0.0549,77.12,0.9842,normal,-0.00316672,0.0278,False,thermal_degradation,none,A_healthy,0.0201,0.0022,1.0,,345.27,134.64,2637.99,2998.98,1949.34,4048.62,xgboost_gradient,-360.99,400.98,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-01T17:29:44,2001-06-14T11:08:20,mixed,False,master_technician,False,52.0,,,none,none,1024294.68,2278363.62,476488.91,51214.73,38.62,17953.34,13.71,99.924,82.605,490.1,0.48,1.823,48,False,False,peak_demand,100.08,99.8,58,0,0,0,none,none,81.32,93.32,0.988,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T06:56:10,59,54.94,54.94,2.046,6.543,3.199,2.908,,,64.84,65.6,,23.76,41.84,46.53,14/12/10,123.0,0.671,17.0,2.3,,,,,84.44,33.037,88.94,67.37,,0.748,0.0688,60.9,0.9883,normal,-0.00208236,0.0411,False,thermal_degradation,none,A_healthy,0.0204,0.0111,1.0,,304.32,154.27,2637.06,2410.48,1566.81,3254.14,xgboost_gradient,226.59,222.43,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T12:10:29,2001-05-24T15:50:31,mixed,False,master_technician,False,12.0,,,none,none,1024294.68,2278363.62,255379.29,51214.73,54.79,17953.34,11.8,99.934,80.851,490.1,0.48,2.502,48,False,False,peak_demand,87.76,84.01,59,0,0,0,none,particulate_mild,68.95,70.93,2.127,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T07:52:02,60,55.87,55.87,1.939,7.826,4.035,3.034,,,56.9,57.12,,23.76,33.35,45.55,13/11/9,61.8,0.536,51.2,5.2,,,,,85.49,33.18,89.61,64.22,,0.71,0.056,153.33,0.9989,normal,-0.00022919,0.0,False,thermal_degradation,none,A_healthy,0.0208,0.0186,1.0,,281.55,141.63,2636.13,2768.37,1799.44,3737.3,xgboost_gradient,-132.24,165.27,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-27T00:03:06,2001-06-06T08:58:51,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,340810.5,51214.73,31.6,17953.34,7.04,99.961,86.332,490.1,0.48,6.728,48,False,False,peak_demand,75.32,82.33,60,0,0,0,steam,none,78.96,87.9,3.205,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T08:47:54,61,56.8,56.8,2.052,6.425,3.13,2.813,,,57.14,55.05,,23.76,31.28,48.34,14/12/10,95.3,0.399,7.5,1.4,,,,,85.81,33.365,90.03,66.72,,0.468,0.1647,7.33,0.999,normal,0.00304558,0.0,False,thermal_degradation,none,A_healthy,0.0211,0.0048,1.0,,64.68,162.43,2635.2,2447.57,1590.92,3304.22,lstm_sequence,187.63,184.59,735.0,0.0,0.0005,0.0161,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-20T08:35:00,2001-05-26T01:13:59,mixed,False,apprentice,False,47.0,,,none,none,1024294.68,2278363.62,250644.58,51214.73,31.78,17953.34,21.26,99.882,85.282,490.1,0.48,6.223,48,False,False,peak_demand,83.4,85.57,61,0,0,1,steam,none,71.3,16.1,1.641,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T09:43:46,62,57.73,57.73,1.916,5.998,3.131,2.886,,,65.15,57.56,,23.76,33.8,46.05,13/11/9,54.9,0.324,13.5,3.4,,,,,85.16,33.748,89.71,65.0,,0.333,0.0206,18.24,0.9991,normal,0.00171467,0.0,False,thermal_degradation,none,A_healthy,0.0214,0.0064,1.0,,73.34,139.82,2634.27,2116.88,1375.97,2857.79,physics_informed_nn,517.39,590.62,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-13T12:10:14,2001-05-14T09:04:45,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,414385.74,51214.73,31.6,17953.34,13.05,99.927,83.786,490.1,0.48,7.003,48,False,False,peak_demand,75.78,83.08,62,0,0,0,oil_hydraulic,none,74.3,213.48,3.294,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T10:39:38,63,58.66,58.66,2.021,6.206,3.071,3.106,,,55.3,62.43,,23.76,38.67,46.59,15/13/11,61.5,0.371,11.4,2.6,,,,,85.2,32.507,90.2,65.87,,0.283,0.0016,49.71,0.9902,normal,0.00121036,0.0032,False,thermal_degradation,none,A_healthy,0.0218,0.0121,1.0,,156.47,142.55,2633.34,2135.56,1388.11,2883.01,lstm_sequence,497.78,451.79,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-13T22:26:26,2001-05-15T01:53:11,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,493638.95,51214.73,39.0,17953.34,8.56,99.952,90.111,490.1,0.48,3.027,48,False,False,peak_demand,91.35,84.66,63,0,0,0,oil_process,none,72.16,217.38,0.115,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T11:35:30,64,59.59,59.59,2.003,5.195,2.594,2.52,,,60.7,63.9,,23.76,40.13,44.94,13/11/9,144.8,0.345,39.7,6.5,,,,,85.04,32.443,88.82,68.02,,0.594,0.03,83.45,0.9868,normal,-0.00031427,0.0,False,thermal_degradation,none,A_healthy,0.0221,0.0,1.0,,360.59,149.78,2632.41,2361.67,1535.08,3188.25,particle_filter,270.74,240.02,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T16:25:33,2001-05-23T03:00:35,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,281744.9,51214.73,33.77,17953.34,18.82,99.895,88.482,490.1,0.48,2.614,48,False,False,peak_demand,85.88,84.01,64,0,0,1,oil_hydraulic,none,84.15,27.42,1.144,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T12:31:22,65,60.52,60.52,2.282,6.539,2.866,2.942,,,59.88,65.76,,23.76,42.0,46.05,13/11/9,65.8,0.415,18.2,2.2,,,,,84.15,34.584,89.37,66.65,,0.367,0.1557,251.62,1.0,normal,0.00022919,0.0313,False,thermal_degradation,none,A_healthy,0.0225,0.008,1.0,,187.28,161.93,2631.48,2400.36,1560.23,3240.49,weibull_regression,231.12,203.37,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T12:42:12,2001-05-24T12:49:46,mixed,False,journeyman,False,42.0,,,none,none,1024294.68,2278363.62,437955.97,51214.73,32.38,17953.34,5.52,99.969,89.223,490.1,0.48,6.849,48,False,False,peak_demand,107.28,89.49,65,0,0,0,none,chemical_contamination,78.32,75.8,2.935,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T13:27:14,66,61.45,61.45,2.262,6.196,2.739,3.06,,,61.42,57.44,,23.76,33.68,47.78,14/12/10,124.3,0.454,11.1,2.4,,,,,86.04,35.487,90.49,66.6,,0.192,0.0359,15.25,1.0,normal,0.00020034,0.0,False,thermal_degradation,none,A_healthy,0.0228,0.0,1.0,,75.03,165.31,2630.55,2267.74,1474.03,3061.46,lstm_sequence,362.8,349.9,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T19:19:34,2001-05-19T21:02:13,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,162428.16,51214.73,52.24,17953.34,14.88,99.917,82.249,490.1,0.48,1.279,48,False,False,peak_demand,79.4,84.05,66,0,0,0,oil_hydraulic,none,46.63,27.66,2.531,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T14:23:06,67,62.39,62.39,1.804,6.742,3.738,3.34,,,63.58,62.09,,23.76,38.33,46.38,14/12/10,143.0,0.456,46.4,12.0,,,,,82.51,34.569,89.86,65.99,,0.71,0.0886,88.33,0.9987,normal,-8.452e-05,0.0271,False,thermal_degradation,none,A_healthy,0.0232,0.0046,1.0,,281.68,143.02,2629.61,2815.4,1830.01,3800.79,particle_filter,-185.78,206.2,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T06:05:06,2001-06-08T07:28:30,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,179115.77,51214.73,24.97,17953.34,14.73,99.918,85.141,490.1,0.48,3.136,48,False,False,peak_demand,85.51,85.51,67,0,0,0,oil_hydraulic,particulate_severe,82.44,85.56,0.122,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T15:18:58,68,63.32,63.32,2.107,8.254,3.918,2.752,,,63.71,66.21,,23.76,42.45,47.83,14/12/10,92.6,0.367,20.3,5.2,,,,,83.61,33.757,90.37,66.48,,0.454,0.0144,2.22,0.9787,normal,-0.00231067,0.0049,False,thermal_degradation,none,A_healthy,0.0235,0.0108,1.0,,260.49,151.89,2628.68,2168.11,1409.27,2926.95,particle_filter,460.57,512.83,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-14T19:22:21,2001-05-16T10:12:42,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,181321.96,51214.73,33.65,17953.34,11.14,99.938,89.442,490.1,0.48,5.852,48,False,False,peak_demand,94.47,80.98,68,0,0,0,oil_hydraulic,water_ingress,46.73,100.9,0.348,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T16:14:50,69,64.25,64.25,2.032,8.365,4.117,3.09,,,60.88,61.17,,23.76,37.4,44.6,14/12/10,62.4,0.358,10.7,1.1,,,,,85.22,35.018,91.35,64.86,,0.492,0.0252,46.64,0.999,normal,0.00245124,0.0197,False,thermal_degradation,none,A_healthy,0.0239,0.0018,1.0,,95.79,143.18,2627.75,3157.79,2052.57,4263.02,physics_informed_nn,-530.04,623.29,735.0,0.0,0.0005,0.0162,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-05T11:08:40,2001-06-20T12:22:22,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,266456.71,51214.73,58.07,17953.34,6.22,99.965,82.143,490.1,0.48,2.856,48,False,False,peak_demand,90.01,96.63,69,0,0,1,gas_compressed_air,particulate_severe,27.07,42.03,1.656,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T17:10:42,70,65.18,65.18,2.135,7.85,3.677,2.923,,,61.33,59.31,,23.76,35.55,48.93,13/11/9,184.2,0.329,50.3,12.7,,,,,83.99,32.935,90.56,68.87,,1.708,0.0102,6.89,1.0,normal,0.0,0.0133,False,thermal_degradation,cavitation,A_healthy,0.0242,0.0,1.0,,21.92,172.71,2626.82,2221.93,1444.25,2999.6,weibull_regression,404.89,381.74,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T00:08:34,2001-05-18T09:49:04,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,292975.19,51214.73,48.87,17953.34,24.05,99.866,91.534,490.1,0.48,1.747,48,False,False,peak_demand,82.14,83.59,70,0,0,0,oil_process,chemical_contamination,56.75,196.55,4.275,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T18:06:34,71,66.11,66.11,2.053,5.298,2.581,2.768,,,62.73,62.12,,23.76,38.36,47.04,14/12/10,89.1,0.473,24.8,7.2,,,,,83.91,35.131,90.04,68.38,,0.826,0.0604,158.0,0.9789,normal,-0.00422155,0.0415,False,thermal_degradation,none,A_healthy,0.0246,0.0085,1.0,,434.86,153.99,2625.89,2319.71,1507.81,3131.61,weibull_regression,306.18,251.63,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T01:57:48,2001-05-21T21:51:40,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,180324.4,51214.73,43.25,17953.34,12.92,99.928,81.021,490.1,0.48,2.58,48,False,False,peak_demand,81.45,88.72,71,0,0,0,steam,none,85.52,30.16,0.092,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T19:02:26,72,67.04,67.04,2.164,6.246,2.886,3.086,,,63.4,59.09,,23.76,35.33,44.15,14/12/10,70.9,0.569,6.6,1.5,,,,,85.87,35.153,90.28,64.92,,0.144,0.0359,28.1,0.9912,normal,-0.00148553,0.0382,False,thermal_degradation,fretting_corrosion,A_healthy,0.0249,0.0018,1.0,,103.63,144.88,2624.96,2427.15,1577.65,3276.66,weibull_regression,197.8,160.35,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-20T08:37:04,2001-05-25T18:07:18,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,281268.72,51214.73,29.34,17953.34,18.49,99.897,88.06,490.1,0.48,3.487,48,False,False,peak_demand,81.13,96.24,72,0,0,0,oil_process,particulate_mild,32.25,7.64,3.654,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T19:58:18,73,67.97,67.97,2.252,6.962,3.092,2.914,,,62.11,58.43,,23.76,34.66,47.86,14/12/10,52.2,0.581,13.1,3.8,,,,,84.21,35.14,87.62,65.84,,0.007,0.0015,29.92,1.0,normal,0.00426703,0.0504,False,thermal_degradation,none,A_healthy,0.0252,0.0,1.0,,27.95,154.36,2624.03,2376.64,1544.82,3208.46,xgboost_gradient,247.39,253.31,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T08:17:31,2001-05-24T00:06:57,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,414563.48,51214.73,22.35,17953.34,10.07,99.944,79.913,490.1,0.48,2.864,48,False,False,peak_demand,85.55,93.87,73,0,0,0,oil_process,none,89.76,57.98,0.159,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T20:54:10,74,68.9,68.9,1.867,7.581,4.06,3.101,,,52.61,62.28,,23.76,38.51,47.48,14/12/10,100.1,0.385,6.9,0.9,,,,,85.7,33.406,89.97,63.8,,1.253,0.0563,41.67,0.9831,normal,-0.00317835,0.0473,False,thermal_degradation,none,A_healthy,0.0256,0.0143,1.0,,232.19,153.53,2623.1,3163.11,2056.02,4270.2,physics_informed_nn,-540.02,675.73,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-05T18:27:33,2001-06-20T21:32:55,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,389135.19,51214.73,22.08,17953.34,7.9,99.956,87.596,490.1,0.48,6.248,48,False,False,peak_demand,84.35,83.25,74,0,0,0,oil_process,particulate_severe,33.49,15.74,1.155,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T21:50:02,75,69.83,69.83,1.815,6.749,3.719,3.213,,,61.88,64.1,,23.76,40.33,46.4,14/12/10,201.6,0.321,15.1,2.7,,,,,86.32,35.143,89.99,64.43,,0.752,0.0275,140.75,0.9973,normal,-0.00053976,0.0549,False,thermal_degradation,none,A_healthy,0.0259,0.0236,1.0,,49.28,142.75,2622.17,2508.23,1630.35,3386.11,xgboost_gradient,113.93,136.61,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-22T03:57:00,2001-05-28T17:49:52,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,193496.13,51214.73,47.72,17953.34,16.17,99.91,85.218,490.1,0.48,6.557,48,False,False,peak_demand,90.58,83.65,75,0,0,0,oil_hydraulic,none,64.44,60.78,1.524,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T22:45:54,76,70.77,70.77,2.097,6.575,3.135,3.733,,,57.11,67.14,,23.76,43.38,43.93,13/11/9,64.5,0.314,10.0,2.3,,,,,86.22,34.217,90.24,68.56,,1.129,0.0783,244.05,1.0,normal,0.00422155,0.0365,False,thermal_degradation,none,A_healthy,0.0263,0.0,1.0,,85.0,136.08,2621.23,2760.29,1794.19,3726.39,lstm_sequence,-139.05,150.58,735.0,0.0,0.0005,0.0163,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-27T10:54:33,2001-06-06T17:00:36,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,276966.72,51214.73,54.61,17953.34,10.16,99.943,84.242,490.1,0.48,2.341,48,False,False,peak_demand,100.5,86.58,76,0,0,0,water,none,45.74,63.7,0.605,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-02-28T23:41:46,77,71.7,71.7,2.13,5.959,2.798,2.916,,,59.87,59.9,,23.76,36.13,46.76,15/13/11,72.8,0.343,6.6,1.1,,,,,86.47,34.408,87.99,66.1,,0.211,0.0354,160.84,1.0,normal,0.0017548,0.042,False,thermal_degradation,none,A_healthy,0.0266,0.0,1.0,,23.37,150.94,2620.3,2030.26,1319.67,2740.85,particle_filter,590.04,638.04,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-12T06:49:39,2001-05-11T21:25:11,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,229869.21,51214.73,48.17,17953.34,17.85,99.901,82.73,490.1,0.48,5.667,48,False,False,peak_demand,89.37,94.8,77,0,0,0,none,none,64.56,47.69,0.428,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T00:37:38,78,72.63,72.63,2.037,6.337,3.111,2.851,,,61.2,57.28,,23.76,33.52,45.92,14/12/10,60.7,0.441,21.2,3.5,,,,,84.65,35.264,91.81,65.79,,0.29,0.0159,113.55,1.0,normal,0.0,0.0365,False,thermal_degradation,none,A_healthy,0.027,0.0127,1.0,,74.66,152.67,2619.37,3007.4,1954.81,4059.99,particle_filter,-388.03,357.91,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-02T16:19:40,2001-06-15T12:55:05,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,444718.68,51214.73,57.63,17953.34,8.3,99.954,85.475,490.1,0.48,6.243,48,False,False,peak_demand,78.88,83.01,78,0,0,0,water,chemical_contamination,46.07,99.49,0.346,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T01:33:30,79,73.56,73.56,2.314,6.618,2.86,3.142,,,62.47,58.26,,23.76,34.49,45.96,14/12/10,65.3,0.351,36.2,8.5,,,,,84.12,34.504,90.1,66.06,,0.352,0.0362,25.75,1.0,normal,0.00337661,0.0,False,thermal_degradation,none,A_healthy,0.0273,0.0,1.0,,324.15,160.98,2618.44,2235.99,1453.39,3018.58,lstm_sequence,382.46,367.38,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-16T15:33:04,2001-05-19T06:08:46,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,345371.09,51214.73,22.42,17953.34,8.75,99.951,87.077,490.1,0.48,6.124,48,False,False,peak_demand,77.37,100.97,79,0,0,0,oil_process,particulate_mild,30.84,11.53,0.006,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T02:29:22,80,74.49,74.49,1.799,6.962,3.87,2.354,,,63.22,64.13,,23.76,40.37,45.9,12/10/8,116.9,0.401,18.4,3.2,,,,,85.95,35.813,90.65,61.01,,0.596,0.0318,140.32,0.9823,normal,-0.00299996,0.0488,False,thermal_degradation,none,A_healthy,0.0277,0.0,1.0,,279.93,156.72,2617.51,2287.68,1487.0,3088.37,lstm_sequence,329.83,413.23,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T18:19:55,2001-05-21T03:01:18,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,392936.93,51214.73,53.09,17953.34,8.37,99.953,84.508,490.1,0.48,2.467,48,False,False,peak_demand,84.99,84.66,80,0,0,0,oil_process,none,50.37,97.02,4.077,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T03:25:14,81,75.42,75.42,2.14,5.669,2.648,2.869,,,62.88,58.86,,23.76,35.1,48.88,15/13/11,124.3,0.497,11.3,3.0,,,,,85.94,34.326,89.38,61.8,,0.315,0.0291,68.56,0.9748,normal,-0.00504447,0.0,False,thermal_degradation,none,A_healthy,0.028,0.0,1.0,,293.23,131.71,2616.58,2453.78,1594.96,3312.6,weibull_regression,162.8,163.26,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-21T06:18:37,2001-05-27T01:07:58,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,474728.67,51214.73,24.36,17953.34,13.85,99.923,83.404,490.1,0.48,2.348,48,False,False,peak_demand,81.36,79.91,81,0,0,0,oil_process,none,44.31,7.33,0.153,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T04:21:07,82,76.35,76.35,1.928,6.208,3.221,3.03,,,60.75,58.14,,23.76,34.38,47.0,13/11/9,94.2,0.404,15.5,2.9,,,,,85.0,33.293,92.36,66.41,,0.317,0.1266,44.47,0.9984,normal,-0.0003195,0.0387,False,thermal_degradation,none,A_healthy,0.0284,0.0,1.0,,305.1,138.01,2615.65,2821.71,1834.11,3809.31,lstm_sequence,-206.06,254.22,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T23:12:26,2001-06-09T02:48:22,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,441461.22,51214.73,46.74,17953.34,14.02,99.922,82.215,490.1,0.48,7.474,48,False,False,peak_demand,80.75,80.13,82,0,0,0,water,chemical_contamination,50.75,21.34,2.68,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T05:16:59,83,77.28,77.28,1.72,7.228,4.201,3.264,,,58.25,63.79,,23.76,40.02,47.43,15/13/11,146.0,0.4,14.4,1.6,,,,,85.2,33.82,90.6,64.48,,0.414,0.0191,169.5,0.9686,normal,-0.0062755,0.0436,False,thermal_degradation,none,A_healthy,0.0287,0.0,1.0,,486.04,133.15,2614.72,2920.83,1898.54,3943.12,physics_informed_nn,-306.11,332.36,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-01T01:41:55,2001-06-12T15:59:22,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,227887.75,51214.73,27.01,17953.34,4.12,99.977,86.683,490.1,0.48,7.685,48,False,False,peak_demand,86.41,82.39,83,0,0,0,none,none,44.88,8.31,3.796,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T06:12:51,84,78.21,78.21,2.103,9.406,4.472,2.319,,,61.04,66.2,,23.76,42.44,46.52,14/12/10,101.9,0.445,14.9,3.8,,,,,84.95,35.104,88.62,64.89,,0.994,0.0886,0.48,0.9875,normal,-0.00249791,0.0791,False,thermal_degradation,none,A_healthy,0.0291,0.0065,1.0,,253.77,147.2,2613.79,2857.75,1857.54,3857.96,physics_informed_nn,-243.96,254.03,735.0,0.0,0.0005,0.0164,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T19:05:20,2001-06-10T11:18:05,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,406816.1,51214.73,54.73,17953.34,12.75,99.929,86.222,490.1,0.48,3.439,48,False,False,peak_demand,85.66,96.07,84,0,0,1,water,none,75.2,16.26,0.656,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T07:08:43,85,79.15,79.15,2.127,6.041,2.84,2.892,,,60.98,60.59,,23.76,36.83,45.99,13/11/9,67.4,0.323,28.9,7.2,,,,,84.35,34.81,90.65,65.97,,1.902,0.0732,31.04,0.9936,normal,0.00225182,0.0206,False,thermal_degradation,none,A_healthy,0.0294,0.0,1.0,,179.61,145.02,2612.85,2870.92,1866.1,3875.74,xgboost_gradient,-258.06,295.59,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-30T02:36:15,2001-06-10T23:25:31,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,230386.41,51214.73,40.62,17953.34,23.05,99.872,88.879,490.1,0.48,3.731,48,False,False,peak_demand,83.02,91.54,85,0,0,1,water,none,49.15,13.72,0.004,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T08:04:35,86,80.08,80.08,1.826,7.401,4.052,3.06,,,55.65,62.39,,23.76,38.63,45.22,14/12/10,211.1,0.362,8.4,1.7,,,,,83.69,34.298,90.88,67.38,,0.1,0.0121,41.28,0.9896,normal,0.00297285,0.0,False,thermal_degradation,none,A_healthy,0.0297,0.0168,1.0,,114.22,149.65,2611.92,2811.59,1827.53,3795.64,lstm_sequence,-199.66,190.72,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-28T21:52:14,2001-06-08T21:55:35,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,248333.2,51214.73,23.49,17953.34,8.38,99.953,84.665,490.1,0.48,6.526,48,False,False,peak_demand,85.93,83.2,86,0,0,0,oil_process,particulate_mild,27.19,29.18,0.869,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T09:00:27,87,81.01,81.01,1.787,5.128,2.869,3.151,,,63.4,65.51,,23.76,41.74,49.17,13/11/9,83.2,0.459,18.5,2.9,,,,,85.8,33.109,89.47,64.73,,0.286,0.144,202.39,0.977,normal,-0.0042818,0.0027,False,thermal_degradation,none,A_healthy,0.0301,0.0,1.0,,231.67,141.24,2610.99,2251.9,1463.74,3040.07,xgboost_gradient,359.09,392.33,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T06:57:28,2001-05-20T03:07:23,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,264857.04,51214.73,53.58,17953.34,13.22,99.926,88.127,490.1,0.48,4.34,48,False,False,peak_demand,91.83,89.81,87,0,0,0,none,chemical_contamination,37.51,46.23,1.179,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T09:56:19,88,81.94,81.94,2.187,8.427,3.853,3.008,,,59.74,61.56,,23.76,37.79,48.62,14/12/10,87.7,0.413,6.9,0.8,,,,,87.29,36.006,88.68,65.02,,0.594,0.1291,34.07,0.9882,normal,0.00390905,0.0544,False,thermal_degradation,none,A_healthy,0.0304,0.0129,1.0,,275.91,151.15,2610.06,2364.66,1537.03,3192.3,kalman_filter,245.4,196.91,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T16:16:14,2001-05-24T03:54:10,mixed,False,journeyman,False,19.0,,,none,none,1024294.68,2278363.62,238144.61,51214.73,44.87,17953.34,11.6,99.935,81.932,490.1,0.48,3.439,48,False,False,peak_demand,80.04,92.06,88,0,0,0,oil_hydraulic,none,56.56,23.7,8.373,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T10:52:11,89,82.87,82.87,1.933,5.174,2.676,3.012,,,66.73,61.81,,23.76,38.05,47.34,13/11/9,242.1,0.347,6.7,1.7,,,,,82.78,33.588,89.71,64.08,,0.043,0.0044,210.06,0.9989,normal,0.00228341,0.0504,False,thermal_degradation,none,A_healthy,0.0308,0.0152,1.0,,14.23,140.65,2609.13,2329.0,1513.85,3144.15,xgboost_gradient,280.13,361.35,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T23:22:07,2001-05-22T22:31:04,mixed,False,master_technician,False,11.0,,,none,none,1024294.68,2278363.62,160841.03,51214.73,51.5,17953.34,7.41,99.959,84.865,490.1,0.48,6.622,48,False,False,peak_demand,94.37,84.16,89,0,0,0,none,none,29.58,54.7,1.227,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T11:48:03,89,83.8,83.8,2.082,7.883,3.787,2.868,,,59.09,67.01,,23.76,43.24,43.89,13/11/9,146.0,0.474,32.2,5.4,,,,,86.33,33.048,87.9,63.16,,0.416,0.0048,105.49,0.9799,normal,-0.00272799,0.032,False,thermal_degradation,contamination,A_healthy,0.0311,0.0074,1.0,,455.69,147.52,2608.2,3105.56,2018.62,4192.51,particle_filter,-497.36,466.66,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-05T04:34:56,2001-06-19T11:31:45,mixed,False,master_technician,True,,,,none,none,1024294.68,2278363.62,312162.54,51214.73,35.61,17953.34,14.58,99.919,88.648,490.1,0.48,5.662,48,False,False,peak_demand,84.06,88.56,89,0,0,0,oil_hydraulic,none,60.79,40.21,1.148,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T12:43:55,90,84.73,84.73,1.978,6.985,3.532,3.084,,,62.3,58.81,,23.76,35.05,46.31,14/12/10,114.1,0.643,40.4,8.3,,,,,83.29,33.782,89.56,67.16,,0.264,0.0094,125.32,0.9941,normal,0.00088506,0.0,False,thermal_degradation,none,A_healthy,0.0315,0.0,1.0,,92.49,126.19,2607.27,2094.33,1361.32,2827.35,xgboost_gradient,512.93,542.35,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-14T03:53:58,2001-05-14T16:55:00,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,349113.91,51214.73,46.78,17953.34,11.77,99.934,88.489,490.1,0.48,7.672,48,False,False,peak_demand,86.07,84.77,90,0,0,0,steam,particulate_mild,21.66,8.0,2.273,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T13:39:47,91,85.66,85.66,2.138,6.937,3.244,2.981,,,63.99,56.39,,23.76,32.63,46.34,14/12/10,124.2,0.349,9.3,1.0,,,,,83.29,34.141,89.24,64.75,,0.314,0.0369,76.15,0.9817,normal,0.0009412,0.0,False,thermal_degradation,none,A_healthy,0.0318,0.0094,1.0,,237.87,159.27,2606.34,2311.47,1502.45,3120.48,physics_informed_nn,294.87,237.93,735.0,0.0,0.0005,0.0165,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T17:23:45,2001-05-22T10:24:32,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,187129.88,51214.73,52.42,17953.34,19.34,99.892,83.252,490.1,0.48,7.019,48,False,False,peak_demand,70.56,88.56,91,0,0,1,gas_compressed_air,none,37.87,28.94,2.499,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T14:35:39,92,86.59,86.59,2.097,9.059,4.32,2.999,,,58.93,63.11,,23.76,39.34,45.19,13/11/9,67.6,0.648,16.0,3.1,,,,,83.17,32.338,87.72,62.37,,1.133,0.0235,77.1,0.9852,normal,-0.00058356,0.0387,False,thermal_degradation,none,A_healthy,0.0322,0.0147,1.0,,187.12,133.81,2605.41,2236.87,1453.96,3019.77,physics_informed_nn,368.54,351.76,735.0,0.0,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T05:01:43,2001-05-19T19:55:57,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,421834.93,51214.73,20.74,17953.34,13.18,99.927,84.142,490.1,0.48,7.38,48,False,False,peak_demand,97.23,96.8,92,0,1,1,oil_hydraulic,none,60.29,85.21,2.718,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T15:31:31,93,87.53,87.53,2.081,5.809,2.791,3.031,,,67.02,61.38,,23.76,37.62,44.53,14/12/10,89.3,0.373,9.6,1.2,,,,,84.76,33.996,90.36,65.98,,0.557,0.0262,48.53,0.9922,normal,-0.00133851,0.0404,False,thermal_degradation,thermal_degradation,A_healthy,0.0325,0.0133,1.0,,87.43,145.61,2604.47,2830.01,1839.51,3820.52,weibull_regression,-225.54,180.79,735.0,0.0,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-29T14:31:58,2001-06-09T21:02:16,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,318318.96,51214.73,40.83,17953.34,4.83,99.973,84.826,490.1,0.48,5.526,48,False,False,peak_demand,95.89,91.94,93,0,0,1,water,none,79.55,173.02,0.147,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T16:27:23,94,88.46,88.46,2.153,6.551,3.042,3.107,,,55.87,59.66,,23.76,35.9,44.07,13/11/9,79.9,0.541,15.7,4.6,,,,,84.53,33.918,92.09,65.15,,0.577,0.0077,85.64,0.9966,normal,0.00334131,0.0036,False,thermal_degradation,none,A_healthy,0.0329,0.009,1.0,,36.57,145.29,2603.54,3104.43,2017.88,4190.98,lstm_sequence,-500.89,534.43,735.0,0.0,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-05T08:40:16,2001-06-19T15:13:17,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,459544.74,51214.73,49.59,17953.34,6.92,99.961,87.622,490.1,0.48,7.31,48,False,False,peak_demand,87.89,90.69,94,0,0,3,steam,water_ingress,75.09,31.46,2.368,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T17:23:15,95,89.39,89.39,2.341,7.226,3.087,2.953,,,60.38,63.3,,23.76,39.54,47.19,14/12/10,188.3,0.355,37.5,4.5,,,,,84.24,32.335,91.26,64.18,,0.236,0.022,75.41,0.9874,normal,-0.00133963,0.0174,False,thermal_degradation,none,A_healthy,0.0332,0.0041,1.0,,186.02,165.56,2602.61,2338.33,1519.91,3156.74,lstm_sequence,264.28,298.56,735.0,0.0,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-19T10:33:06,2001-05-23T12:57:59,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,468669.4,51214.73,57.0,17953.34,17.1,99.905,83.824,490.1,0.48,3.558,48,False,False,peak_demand,84.56,92.28,95,0,0,0,oil_process,particulate_mild,66.93,97.35,2.36,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T18:19:07,96,90.32,90.32,2.061,6.791,3.296,2.638,,,58.07,56.31,,23.76,32.54,46.38,14/12/10,102.7,0.407,12.8,3.8,,,,,84.62,32.571,90.25,68.02,,0.291,0.0384,29.81,0.9989,normal,0.00343222,0.0553,False,thermal_degradation,none,A_healthy,0.0336,0.003,1.0,,170.75,146.79,2601.68,3051.08,1983.2,4118.96,lstm_sequence,-449.4,568.82,735.0,0.0001,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-04T07:51:30,2001-06-17T19:44:10,mixed,False,apprentice,True,,,,none,none,1024294.68,2278363.62,255363.05,51214.73,47.79,17953.34,10.74,99.94,84.056,490.1,0.48,2.064,48,False,False,peak_demand,75.09,101.47,96,0,0,0,steam,none,71.31,48.14,0.71,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T19:14:59,97,91.25,91.25,2.062,8.261,4.006,3.379,,,63.77,55.81,,23.76,32.05,45.63,13/11/9,100.6,0.423,10.0,2.8,,,,,85.69,33.149,89.7,66.98,,0.575,0.1221,76.83,0.9843,normal,-0.00019493,0.0,False,thermal_degradation,imbalance_induced,A_healthy,0.0339,0.0061,1.0,,167.32,168.88,2600.75,2290.12,1488.58,3091.67,particle_filter,310.63,358.58,735.0,0.0001,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-18T12:18:40,2001-05-21T21:51:14,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,199669.56,51214.73,36.16,17953.34,10.16,99.943,87.02,490.1,0.48,7.901,48,False,False,peak_demand,75.56,76.78,97,0,1,0,oil_process,none,35.87,0.68,1.032,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T20:10:51,98,92.18,92.18,2.274,8.056,3.543,3.009,,,58.9,57.78,,23.76,34.01,45.81,14/12/10,60.9,0.366,52.3,12.3,,,,,85.1,32.838,89.45,65.84,,0.516,0.0561,62.4,0.9923,normal,1.34e-05,0.0,False,thermal_degradation,none,A_healthy,0.0342,0.0046,1.0,,169.26,145.32,2599.82,2220.41,1443.27,2997.55,lstm_sequence,379.41,367.2,735.0,0.0001,0.0005,0.0166,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-04-17T02:23:06,2001-05-19T11:31:40,mixed,False,specialist,True,,,,none,none,1024294.68,2278363.62,416614.44,51214.73,45.9,17953.34,12.69,99.929,79.717,490.1,0.48,5.931,48,False,False,peak_demand,74.51,78.92,98,0,0,0,oil_hydraulic,particulate_mild,28.56,33.52,0.114,,,standard
ASSET-000042,robot_joint,critical,Apex Rotating Systems,MDL-8766-B,2001-02-26,2692.0,12000.0,84.82620314081058,indoor_controlled,aerospace,FAC-076,LINE-Z,none,2001-03-01T21:06:43,99,93.11,93.11,2.031,8.565,4.216,2.836,,,56.68,64.56,,23.76,40.79,43.98,14/12/10,73.1,0.492,53.8,13.7,,,,,84.0,34.683,89.4,66.77,,0.196,0.0938,103.86,0.9787,normal,-0.00357887,0.033,False,thermal_degradation,none,A_healthy,0.0346,0.006,1.0,,590.96,156.64,2598.89,3004.08,1952.65,4055.51,physics_informed_nn,-405.19,357.0,735.0,0.0001,0.0005,0.0167,2.613,14395.0,1.0,1e-06,False,none,none,,,,,,2001-05-03T11:09:09,2001-06-16T06:34:50,mixed,False,journeyman,True,,,,none,none,1024294.68,2278363.62,414431.15,51214.73,31.3,17953.34,20.98,99.883,80.932,490.1,0.48,6.026,48,False,False,peak_demand,98.42,84.95,99,0,0,2,none,particulate_mild,75.5,57.52,0.923,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T01:08:06,1,1.14,1.14,2.802,10.475,3.739,2.608,,,62.49,67.42,,33.3,34.11,43.37,14/12/10,96.0,0.383,27.4,6.9,2.445,16.841,14.396,90.542,81.27,32.001,89.28,65.88,,0.03,0.0298,169.01,0.9978,normal,0.0,0.013,False,fatigue_spalling,contamination,A_healthy,0.0,0.0276,1.0,,31.49,154.34,24349.86,26847.38,17450.8,36243.97,weibull_regression,-2497.52,2306.47,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-13T08:49:37,2020-12-08T21:24:40,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,559927.25,112729.98,53.09,38848.71,34.62,99.911,82.927,4138.4,2.16,7.79,216,False,False,variable_mild,84.3,84.13,1,0,0,0,steam,particulate_mild,66.49,4.13,0.721,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T02:16:13,2,2.27,2.27,2.22,9.783,4.407,2.624,,,64.89,70.98,,33.3,37.67,43.04,14/12/10,115.0,0.608,5.5,0.7,1.895,13.277,11.381,99.254,83.07,33.789,89.88,64.27,,0.747,0.0273,16.05,0.9926,normal,-0.00369084,0.0,False,fatigue_spalling,none,A_healthy,0.0001,0.0,1.0,,482.35,140.09,24348.73,21449.67,13942.28,28957.05,physics_informed_nn,2899.06,3167.31,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-23T23:06:16,2020-05-31T18:29:19,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,1000164.85,112729.98,34.29,38848.71,7.83,99.98,86.432,4138.4,2.16,2.993,216,True,False,variable_mild,86.42,81.41,2,0,0,0,oil_hydraulic,none,29.78,8.15,0.088,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T03:24:20,3,3.41,3.41,2.55,7.627,2.991,2.828,,,55.93,71.4,,33.3,38.09,48.23,14/12/10,171.0,0.337,38.0,5.0,6.056,20.919,14.863,100.448,82.25,32.51,90.37,66.54,,0.03,0.016,69.87,0.9978,normal,-0.00074389,0.0,False,fatigue_spalling,none,A_healthy,0.0001,0.0,1.0,,99.65,157.84,24347.59,28499.39,18524.61,38474.18,lstm_sequence,-4151.8,5099.32,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-17T21:06:07,2021-02-05T11:53:22,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,927967.77,112729.98,24.74,38848.71,8.43,99.978,84.677,4138.4,2.16,1.93,216,False,False,variable_mild,83.48,73.32,3,0,0,0,gas_compressed_air,particulate_mild,47.55,111.13,15.876,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T04:32:27,4,4.54,4.54,2.559,8.481,3.314,2.839,,,57.31,72.39,,33.3,39.08,47.61,13/11/9,60.2,0.347,36.8,3.9,9.699,14.508,4.81,104.042,83.77,32.694,90.05,69.54,,0.563,0.0748,152.57,0.9873,normal,-0.0031858,0.0,False,fatigue_spalling,none,A_healthy,0.0002,0.0,1.0,,315.33,146.79,24346.46,22423.41,14575.22,30271.61,xgboost_gradient,1923.05,1962.66,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-13T08:14:48,2020-07-05T08:26:27,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,469441.42,112729.98,29.74,38848.71,11.62,99.97,85.347,4138.4,2.16,6.234,216,False,False,variable_mild,85.73,98.71,4,0,0,0,gas_compressed_air,none,84.08,112.2,1.22,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T05:40:33,5,5.68,5.68,2.462,7.601,3.087,2.958,,,57.39,69.1,,33.3,35.79,46.58,13/11/9,70.7,0.301,20.6,4.6,1.518,11.82,10.302,101.982,84.36,34.417,90.79,65.44,,0.117,0.0959,3.06,1.0,normal,0.0,0.0251,False,fatigue_spalling,none,A_healthy,0.0002,0.0,1.0,,0.98,159.41,24345.32,27364.59,17786.98,36942.2,weibull_regression,-3019.27,3590.45,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-24T07:58:18,2020-12-27T09:34:43,mixed,False,journeyman,False,54.0,,,none,none,2254599.54,13240547.22,682635.19,112729.98,51.93,38848.71,8.5,99.978,89.741,4138.4,2.16,4.774,216,False,False,variable_mild,82.09,74.11,5,0,0,0,water,none,46.62,348.42,2.337,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T06:48:40,6,6.81,6.81,2.573,11.343,4.408,2.993,,,55.29,67.8,,33.3,34.49,44.92,14/12/10,54.7,0.508,21.3,4.5,2.333,7.752,5.418,99.256,83.65,33.749,90.84,67.07,,0.37,0.0476,35.6,0.9943,normal,-0.00070339,0.0,False,fatigue_spalling,none,A_healthy,0.0003,0.0024,1.0,,210.63,147.51,24344.19,21931.29,14255.34,29607.25,physics_informed_nn,2412.89,2688.42,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-03T04:27:29,2020-06-18T00:24:39,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,678437.26,112729.98,36.47,38848.71,12.5,99.968,83.98,4138.4,2.16,2.005,216,True,False,variable_mild,84.61,101.68,6,0,0,0,oil_process,chemical_contamination,58.91,17.28,1.37,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T07:56:47,7,7.95,7.95,2.25,8.682,3.859,2.995,,,58.9,73.62,,33.3,40.31,46.38,13/11/9,97.7,0.446,12.4,2.3,3.292,13.99,10.697,100.4,82.96,33.383,91.59,66.18,,0.517,0.006,277.63,1.0,normal,0.00147633,0.0183,False,fatigue_spalling,none,A_healthy,0.0003,0.012,1.0,,62.43,156.75,24343.05,28063.56,18241.31,37885.8,physics_informed_nn,-3720.5,4425.5,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-08T23:43:26,2021-01-21T05:58:06,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,892132.97,112729.98,34.93,38848.71,12.2,99.969,80.74,4138.4,2.16,2.135,216,False,False,variable_mild,92.59,88.0,7,0,0,0,water,particulate_mild,79.69,7.79,4.121,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T09:04:54,8,9.08,9.08,2.414,7.523,3.116,3.035,,,61.87,69.29,,33.3,35.98,43.51,13/11/9,85.1,0.402,23.3,4.6,8.677,25.082,16.405,104.432,83.5,33.633,89.86,63.59,,0.214,0.0447,216.89,0.974,normal,-0.00474983,0.0197,False,fatigue_spalling,none,A_healthy,0.0004,0.0062,1.0,,280.92,150.46,24341.92,21453.56,13944.82,28962.31,weibull_regression,2888.36,3401.6,6208.0,0.0001,0.0006,0.01,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-24T07:51:47,2020-06-01T04:36:36,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,641464.61,112729.98,25.52,38848.71,11.69,99.97,86.192,4138.4,2.16,6.211,216,True,False,variable_mild,79.98,84.58,8,0,0,0,none,none,56.5,58.18,1.745,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T10:13:01,9,10.22,10.22,2.461,10.495,4.265,2.655,,,58.74,71.07,,33.3,37.77,46.32,14/12/10,94.7,0.455,37.5,4.5,1.945,20.164,18.219,104.787,85.04,33.218,90.17,63.3,,0.056,0.0562,44.77,1.0,normal,0.00254864,0.045,False,fatigue_spalling,none,A_healthy,0.0004,0.0056,1.0,,61.64,146.76,24340.78,22632.91,14711.39,30554.43,physics_informed_nn,1707.87,1719.73,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-17T22:40:20,2020-07-13T00:11:27,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,1037634.16,112729.98,47.14,38848.71,14.19,99.963,83.558,4138.4,2.16,3.577,216,False,False,variable_mild,83.76,90.12,9,0,0,0,oil_process,water_ingress,64.13,68.81,0.268,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T11:21:07,10,11.35,11.35,2.531,9.504,3.756,3.383,,,60.15,68.07,,33.3,34.76,47.46,13/11/9,171.8,0.357,10.6,2.3,6.412,25.656,19.244,97.532,83.02,34.203,89.55,66.65,,0.01,0.1078,249.86,1.0,normal,0.0,0.0322,False,fatigue_spalling,none,A_healthy,0.0005,0.0042,1.0,,171.12,141.73,24339.65,27446.61,17840.3,37052.93,lstm_sequence,-3106.97,3906.9,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-26T06:39:34,2020-12-30T12:58:29,mixed,False,journeyman,False,51.0,,,none,none,2254599.54,13240547.22,831717.06,112729.98,43.71,38848.71,8.19,99.979,82.655,4138.4,2.16,5.051,216,False,False,variable_mild,78.89,93.88,10,0,0,0,steam,particulate_mild,49.45,3.1,0.515,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T12:29:14,11,12.49,12.49,2.654,9.12,3.437,3.12,,,57.84,72.75,,33.3,39.45,47.68,13/11/9,58.6,0.474,7.5,0.9,8.005,28.977,20.972,99.617,83.8,32.831,90.65,64.86,,0.401,0.1134,30.65,0.9955,normal,0.0002351,0.0332,False,fatigue_spalling,none,A_healthy,0.0005,0.0,1.0,,346.45,152.7,24338.51,21784.25,14159.76,29408.74,xgboost_gradient,2554.26,2723.91,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-31T08:36:46,2020-06-13T01:06:03,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,854513.1,112729.98,58.01,38848.71,5.58,99.986,87.094,4138.4,2.16,6.162,216,True,False,variable_mild,85.23,86.59,11,0,0,0,water,none,48.65,61.33,0.33,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T13:37:21,12,13.62,13.62,2.676,9.827,3.672,2.853,,,58.83,73.26,,33.3,39.96,46.35,13/11/9,62.2,0.428,29.7,4.2,7.301,26.854,19.553,97.83,83.49,32.954,89.26,65.04,,1.295,0.0101,367.64,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0006,0.0,1.0,,117.75,145.35,24337.38,27470.46,17855.8,37085.12,xgboost_gradient,-3133.08,3017.18,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-26T20:51:07,2020-12-31T11:30:44,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,434478.46,112729.98,35.52,38848.71,7.32,99.981,86.081,4138.4,2.16,1.166,216,False,False,variable_mild,88.15,72.82,12,0,0,0,none,none,24.34,1.6,4.768,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T14:45:28,13,14.76,14.76,2.322,10.047,4.327,3.032,,,59.88,71.66,,33.3,38.35,45.86,14/12/10,66.6,0.461,11.3,1.8,3.507,17.552,14.044,110.454,81.9,32.385,89.27,64.28,,0.195,0.041,8.56,0.9969,normal,0.00457681,0.0164,False,fatigue_spalling,none,A_healthy,0.0006,0.0,1.0,,239.78,149.81,24336.24,26963.29,17526.14,36400.44,xgboost_gradient,-2627.05,2106.11,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-16T08:24:06,2020-12-13T13:33:09,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,693989.83,112729.98,34.63,38848.71,7.1,99.982,85.578,4138.4,2.16,2.856,216,False,False,variable_mild,92.08,88.76,13,0,0,0,oil_hydraulic,chemical_contamination,87.29,52.63,0.157,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T15:53:35,14,15.89,15.89,2.452,7.069,2.883,2.721,,,61.79,72.89,,33.3,39.59,47.28,14/12/10,109.4,0.423,16.6,2.4,9.743,16.697,6.954,95.302,82.88,32.372,88.17,65.29,,0.961,0.1219,10.22,0.9767,normal,-0.00466507,0.0,False,fatigue_spalling,none,A_healthy,0.0007,0.0,1.0,,360.05,159.2,24335.11,21788.36,14162.44,29414.29,particle_filter,2546.74,2436.94,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-31T14:04:30,2020-06-13T08:00:09,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,782823.54,112729.98,34.48,38848.71,11.92,99.969,86.191,4138.4,2.16,4.044,216,True,False,variable_mild,87.18,86.31,14,0,0,0,oil_hydraulic,particulate_mild,67.88,27.45,4.137,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T17:01:41,15,17.03,17.03,2.338,10.27,4.392,3.46,,,58.77,65.95,,33.3,32.65,46.78,15/13/11,80.4,0.331,66.0,14.5,4.996,17.537,12.541,103.007,83.2,32.405,90.72,63.37,,1.126,0.0194,41.48,1.0,normal,0.0,0.0,False,fatigue_spalling,imbalance_induced,A_healthy,0.0007,0.0141,1.0,,27.26,134.41,24333.97,28909.41,18791.11,39027.7,xgboost_gradient,-4575.43,5269.05,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-26T23:43:51,2021-02-20T14:01:22,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,556796.02,112729.98,58.9,38848.71,15.17,99.961,82.382,4138.4,2.16,4.972,216,False,False,variable_mild,79.55,95.38,15,0,0,0,steam,none,55.46,81.59,1.08,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T18:09:48,16,18.16,18.16,2.53,9.463,3.74,3.139,,,59.03,72.94,,33.3,39.64,47.69,14/12/10,101.3,0.727,93.9,27.9,6.475,18.472,11.998,95.938,83.3,32.523,90.1,65.87,,0.277,0.0089,15.59,0.9916,normal,-0.00078664,0.0887,False,fatigue_spalling,none,A_healthy,0.0007,0.0,1.0,,110.03,144.64,24332.84,27051.86,17583.71,36520.01,lstm_sequence,-2719.02,2847.24,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-18T08:05:29,2020-12-16T20:14:28,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,967339.75,112729.98,54.83,38848.71,11.56,99.97,81.383,4138.4,2.16,4.536,216,True,False,variable_mild,99.88,73.47,16,0,0,0,gas_compressed_air,particulate_mild,49.98,2.26,1.535,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T19:17:55,17,19.3,19.3,2.252,9.372,4.162,2.889,,,62.38,69.24,,33.3,35.94,43.8,12/10/8,51.7,0.349,23.5,3.7,7.493,18.913,11.42,94.278,83.75,35.127,91.63,62.61,,0.008,0.0383,32.67,1.0,normal,0.0,0.0515,False,fatigue_spalling,none,A_healthy,0.0008,0.0,1.0,,185.39,153.18,24331.7,22665.75,14732.74,30598.77,xgboost_gradient,1665.95,1452.73,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-19T00:10:33,2020-07-14T13:11:24,mixed,False,master_technician,False,43.0,,,none,none,2254599.54,13240547.22,1059112.48,112729.98,42.58,38848.71,13.39,99.966,88.847,4138.4,2.16,5.923,216,False,False,variable_mild,79.73,83.8,17,0,0,0,none,none,52.81,34.9,2.45,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T20:26:02,18,20.43,20.43,2.731,8.399,3.075,3.176,,,61.47,65.29,,33.3,31.98,43.35,13/11/9,76.7,0.349,43.1,11.3,2.41,5.052,2.642,96.189,82.61,31.683,89.94,61.63,,0.016,0.012,105.62,1.0,normal,0.00061935,0.0,False,fatigue_spalling,erosion,A_healthy,0.0008,0.0015,1.0,,373.93,160.82,24330.57,26055.11,16935.82,35174.4,physics_informed_nn,-1724.55,1982.15,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-28T15:59:27,2020-11-11T15:16:51,mixed,False,journeyman,False,23.0,,,none,none,2254599.54,13240547.22,776246.81,112729.98,35.6,38848.71,6.03,99.984,84.528,4138.4,2.16,2.375,216,False,False,variable_mild,77.2,92.01,18,0,0,0,steam,chemical_contamination,24.94,148.01,0.085,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T21:34:09,19,21.57,21.57,2.416,9.431,3.903,3.036,,,60.27,69.7,,33.3,36.39,43.61,14/12/10,86.8,0.673,8.1,1.4,7.263,25.599,18.337,100.831,84.24,34.427,90.48,66.53,,0.355,0.0162,196.89,0.9828,normal,0.00122833,0.0,False,fatigue_spalling,none,A_healthy,0.0009,0.0,1.0,,369.03,140.67,24329.43,22753.75,14789.94,30717.56,xgboost_gradient,1575.68,1532.08,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-20T22:26:37,2020-07-17T18:15:21,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,754636.23,112729.98,34.73,38848.71,5.69,99.985,85.322,4138.4,2.16,5.406,216,True,False,variable_mild,87.34,82.8,19,0,0,0,none,particulate_mild,72.89,4.27,6.41,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T22:42:15,20,22.7,22.7,2.692,11.529,4.282,2.744,,,61.15,71.77,,33.3,38.46,45.84,14/12/10,154.9,0.608,13.6,1.5,4.364,17.743,13.379,95.731,83.27,32.587,90.21,66.76,,0.15,0.0385,63.87,1.0,normal,0.0,0.0513,False,fatigue_spalling,none,A_healthy,0.0009,0.0077,1.0,,38.51,151.55,24328.3,21709.09,14110.91,29307.27,lstm_sequence,2619.21,3054.18,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-30T05:14:53,2020-06-10T19:25:43,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,791191.67,112729.98,46.98,38848.71,11.85,99.97,88.902,4138.4,2.16,7.49,216,True,False,variable_mild,97.52,81.86,20,0,0,0,oil_hydraulic,chemical_contamination,33.7,52.5,0.681,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-03T23:50:22,20,23.84,23.84,2.666,9.505,3.566,3.385,,,66.57,71.94,,33.3,38.64,47.23,14/12/10,85.0,0.524,14.0,4.0,9.493,25.111,15.619,96.606,83.65,34.447,89.1,65.58,,0.628,0.0558,17.47,0.9928,normal,0.00025329,0.0205,False,fatigue_spalling,none,A_healthy,0.001,0.0,1.0,,312.96,143.8,24327.16,26559.12,17263.43,35854.81,xgboost_gradient,-2231.96,2824.7,6208.0,0.0001,0.0006,0.0101,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-08T07:23:51,2020-11-29T15:05:17,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,1083453.58,112729.98,26.22,38848.71,18.53,99.952,81.589,4138.4,2.16,2.082,216,False,False,variable_mild,88.44,86.74,20,0,0,0,oil_hydraulic,water_ingress,86.88,14.76,4.18,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T00:58:29,21,24.97,24.97,2.585,9.357,3.62,2.883,,,60.1,74.42,,33.3,41.12,45.2,14/12/10,72.7,0.36,14.9,1.8,6.786,22.056,15.27,96.777,84.05,35.108,90.35,67.31,,0.839,0.0498,53.31,1.0,normal,0.0,0.0195,False,fatigue_spalling,none,A_healthy,0.001,0.0,1.0,,37.3,139.55,24326.03,22228.09,14448.26,30007.93,kalman_filter,2097.93,2499.36,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-10T03:01:18,2020-06-29T06:51:17,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,1116875.02,112729.98,24.89,38848.71,5.72,99.985,86.42,4138.4,2.16,6.403,216,False,False,variable_mild,92.74,96.47,21,0,0,0,none,none,72.31,15.8,0.843,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T02:06:36,22,26.11,26.11,2.25,9.434,4.193,3.051,,,58.03,64.06,,33.3,30.75,44.96,13/11/9,209.7,0.64,17.9,3.3,7.906,21.61,13.704,101.365,81.36,32.261,89.23,64.54,,0.095,0.0764,54.24,0.9999,normal,-1.068e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0011,0.0,1.0,,422.8,159.8,24324.89,29776.44,19354.69,40198.2,kalman_filter,-5451.55,5027.32,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2020-01-14T10:19:52,2021-03-23T16:05:10,mixed,False,journeyman,False,28.0,,,none,none,2254599.54,13240547.22,355960.39,112729.98,51.4,38848.71,14.82,99.962,88.611,4138.4,2.16,3.089,216,False,False,variable_mild,78.03,82.99,22,0,0,0,steam,particulate_mild,66.67,19.57,0.607,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T03:14:43,23,27.25,27.25,2.704,10.472,3.873,2.851,,,61.91,71.99,,33.3,38.69,44.13,14/12/10,303.0,0.307,9.0,1.4,7.51,26.859,19.349,98.776,82.66,32.133,90.36,67.54,,0.933,0.0156,128.32,1.0,normal,0.00343674,0.0117,False,fatigue_spalling,none,A_healthy,0.0011,0.0222,1.0,,166.71,152.09,24323.75,27877.21,18120.19,37634.24,xgboost_gradient,-3553.46,4108.81,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-05T21:51:04,2021-01-15T10:52:30,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,374843.58,112729.98,33.42,38848.71,6.33,99.984,85.903,4138.4,2.16,6.808,216,False,False,variable_mild,84.76,85.15,23,0,0,0,gas_compressed_air,none,64.61,36.61,1.737,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T04:22:49,24,28.38,28.38,2.593,10.564,4.073,3.023,,,57.35,69.48,,33.3,36.17,45.67,13/11/9,62.7,0.403,7.4,2.1,1.641,4.929,3.288,97.816,85.24,32.706,89.6,67.88,,0.229,0.0449,274.32,0.9923,normal,-0.00154843,0.042,False,fatigue_spalling,none,A_healthy,0.0012,0.0,1.0,,122.02,150.63,24322.62,21874.46,14218.4,29530.53,lstm_sequence,2448.16,2227.04,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-02T21:36:45,2020-06-16T21:40:30,mixed,False,oem_certified,True,,,,none,none,2254599.54,13240547.22,481578.0,112729.98,38.4,38848.71,6.65,99.983,85.72,4138.4,2.16,7.819,216,False,False,variable_mild,84.02,67.81,24,0,0,0,gas_compressed_air,water_ingress,73.72,81.41,0.042,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T05:30:56,25,29.52,29.52,2.15,5.918,2.753,2.154,,,61.92,72.7,,33.3,39.39,44.69,13/11/9,52.5,0.456,14.4,3.1,4.501,21.508,17.007,101.06,84.33,33.945,90.64,63.04,,0.09,0.0771,89.37,1.0,normal,0.00143435,0.067,False,fatigue_spalling,none,A_healthy,0.0012,0.0,1.0,,2.4,152.37,24321.48,20855.86,13556.31,28155.42,particle_filter,3465.62,2976.53,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-12T17:26:50,2020-05-11T20:59:58,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,663910.69,112729.98,46.0,38848.71,11.38,99.971,79.401,4138.4,2.16,1.424,216,False,False,variable_mild,86.47,74.7,25,0,0,0,steam,none,66.8,22.74,1.761,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T06:39:03,26,30.65,30.65,2.582,6.844,2.65,2.783,,,55.88,70.15,,33.3,36.84,46.79,14/12/10,64.6,0.646,9.5,2.1,7.924,21.203,13.279,99.051,83.71,31.905,90.26,64.31,,0.365,0.0237,15.81,0.9939,normal,-0.00122878,0.0,False,fatigue_spalling,none,A_healthy,0.0013,0.0,1.0,,76.07,160.09,24320.35,26152.01,16998.81,35305.21,xgboost_gradient,-1831.66,1764.54,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-31T02:39:21,2020-11-15T11:51:34,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,608629.41,112729.98,55.56,38848.71,11.79,99.97,80.314,4138.4,2.16,5.232,216,True,False,variable_mild,95.03,77.23,26,0,0,0,steam,none,64.53,34.68,0.282,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T07:47:10,27,31.79,31.79,2.562,9.246,3.609,3.026,,,62.92,71.96,,33.3,38.65,46.49,13/11/9,165.7,0.348,53.9,7.8,7.292,10.384,3.093,96.32,84.38,32.976,89.89,65.88,,0.045,0.082,76.39,1.0,normal,1.068e-05,0.0549,False,fatigue_spalling,none,A_healthy,0.0013,0.0,1.0,,42.37,148.4,24319.21,20303.98,13197.59,27410.37,physics_informed_nn,4015.24,3319.57,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-01T07:46:30,2020-04-22T10:10:02,mixed,False,journeyman,False,81.0,,,none,none,2254599.54,13240547.22,953868.9,112729.98,43.58,38848.71,14.77,99.962,83.913,4138.4,2.16,1.85,216,True,False,variable_mild,97.79,86.32,27,0,0,0,none,none,58.96,71.24,0.89,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T08:55:16,28,32.92,32.92,2.489,8.408,3.377,2.533,,,63.78,69.14,,33.3,35.84,44.38,13/11/9,107.4,0.409,18.4,3.7,3.008,20.376,17.368,101.202,83.78,35.166,89.82,64.2,,0.823,0.0679,67.01,0.9869,normal,-0.00261576,0.0559,False,fatigue_spalling,none,A_healthy,0.0014,0.0,1.0,,356.36,151.83,24318.08,27522.11,17889.37,37154.85,lstm_sequence,-3204.03,3876.75,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-28T17:58:34,2021-01-03T02:42:53,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,787177.52,112729.98,36.85,38848.71,13.29,99.966,80.886,4138.4,2.16,3.506,216,False,False,variable_mild,86.27,81.18,28,0,0,0,steam,particulate_mild,23.86,0.85,0.397,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T10:03:23,29,34.06,34.06,2.414,8.407,3.483,3.202,,,57.35,67.64,,33.3,34.34,47.29,13/11/9,157.3,0.715,15.9,2.1,7.841,11.811,3.97,107.625,85.15,34.069,89.06,62.85,,0.1,0.0393,96.2,0.9965,normal,0.00084331,0.0555,False,fatigue_spalling,imbalance_induced,A_healthy,0.0014,0.0077,1.0,,43.96,146.91,24316.94,21109.62,13721.26,28497.99,lstm_sequence,3207.32,2589.38,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-18T04:52:06,2020-05-21T01:14:13,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,526725.84,112729.98,28.64,38848.71,4.78,99.988,80.617,4138.4,2.16,1.865,216,False,False,variable_mild,81.18,84.02,29,0,0,0,steam,none,41.93,12.6,0.543,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T11:11:30,30,35.19,35.19,2.249,8.6,3.824,2.784,,,56.85,68.06,,33.3,34.75,43.78,14/12/10,107.4,0.497,13.4,3.5,7.893,15.297,7.404,91.51,83.53,32.961,90.23,64.59,,0.516,0.0167,238.97,0.9686,normal,-0.0062739,0.0647,False,fatigue_spalling,none,A_healthy,0.0014,0.0,1.0,,450.74,134.4,24315.81,27639.86,17965.91,37313.8,kalman_filter,-3324.05,3284.67,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-01T07:07:10,2021-01-07T09:04:08,mixed,False,journeyman,False,45.0,,,none,none,2254599.54,13240547.22,890288.73,112729.98,57.81,38848.71,10.86,99.972,84.691,4138.4,2.16,7.581,216,False,False,variable_mild,75.13,78.22,30,0,0,0,water,water_ingress,82.76,1.49,2.27,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T12:19:37,31,36.33,36.33,2.7,7.725,2.861,3.058,,,60.64,69.09,,33.3,35.79,46.14,14/12/10,74.9,0.308,11.1,2.3,6.39,12.152,5.763,99.205,84.11,33.677,89.67,66.04,,0.014,0.1121,15.34,1.0,normal,0.00122878,0.039,False,fatigue_spalling,none,A_healthy,0.0015,0.0,1.0,,43.09,149.3,24314.67,20277.99,13180.69,27375.29,physics_informed_nn,4036.68,5000.29,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-06-30T23:19:20,2020-04-21T16:37:08,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,797852.75,112729.98,20.19,38848.71,7.64,99.98,87.005,4138.4,2.16,3.696,216,False,False,variable_mild,100.71,80.39,31,0,0,0,water,particulate_severe,88.18,234.81,1.601,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T13:27:44,32,37.46,37.46,2.536,9.234,3.641,2.941,,,58.94,71.07,,33.3,37.76,47.46,14/12/10,65.2,0.412,9.8,1.3,3.911,11.265,7.354,90.92,82.52,34.049,89.53,64.71,,1.919,0.0029,13.64,0.9983,normal,-0.00034223,0.0405,False,fatigue_spalling,overload,A_healthy,0.0015,0.0037,1.0,,156.76,161.55,24313.54,22030.56,14319.87,29741.26,lstm_sequence,2282.98,1940.98,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-06T12:44:35,2020-06-22T19:26:23,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,666573.34,112729.98,53.15,38848.71,8.85,99.977,86.186,4138.4,2.16,4.325,216,True,False,variable_mild,92.56,80.25,32,0,0,0,water,none,47.75,150.21,2.223,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T14:35:50,34,38.6,38.6,2.446,7.09,2.899,3.202,,,58.26,66.7,,33.3,33.4,49.22,14/12/10,60.4,0.549,13.4,2.4,3.617,7.6,3.983,94.445,83.28,34.963,89.97,65.17,,0.124,0.0886,39.09,1.0,normal,0.00261576,0.0205,False,fatigue_spalling,none,A_healthy,0.0016,0.0076,1.0,,7.16,147.06,24312.4,22293.78,14490.96,30096.6,lstm_sequence,2018.62,1886.57,6208.0,0.0001,0.0007,0.0102,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-12T01:29:14,2020-07-02T04:18:36,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,500624.47,112729.98,40.68,38848.71,13.41,99.965,88.347,4138.4,2.16,7.511,216,False,False,variable_mild,73.22,80.15,34,0,0,1,oil_hydraulic,none,24.93,74.75,2.457,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T15:43:57,35,39.73,39.73,2.469,10.743,4.351,3.028,,,59.82,71.5,,33.3,38.2,48.35,14/12/10,271.8,0.588,44.0,10.1,9.135,20.701,11.566,100.26,84.26,33.96,88.69,64.79,,0.869,0.0699,127.91,0.9967,normal,4.367e-05,0.0,False,fatigue_spalling,none,A_healthy,0.0016,0.0009,1.0,,61.9,145.46,24311.27,27703.83,18007.49,37400.18,kalman_filter,-3392.57,3686.9,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-02T19:38:59,2021-01-09T19:59:30,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,721233.16,112729.98,56.64,38848.71,12.82,99.967,83.577,4138.4,2.16,6.852,216,True,False,variable_mild,94.75,78.98,35,0,0,1,none,particulate_mild,38.62,54.26,2.06,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T16:52:04,36,40.87,40.87,2.57,11.638,4.529,2.996,,,63.28,73.6,,33.3,40.3,45.56,14/12/10,122.2,0.854,63.0,16.3,3.541,7.2,3.658,100.319,83.75,33.719,89.12,67.12,,0.7,0.0192,327.41,0.9896,normal,0.00418885,0.0417,False,fatigue_spalling,none,A_healthy,0.0017,0.0008,1.0,,122.1,133.13,24310.13,21770.96,14151.12,29390.79,physics_informed_nn,2539.17,2346.85,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-01T06:20:48,2020-06-13T18:10:55,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,340501.53,112729.98,58.72,38848.71,13.47,99.965,82.8,4138.4,2.16,3.805,216,False,False,variable_mild,98.21,102.97,36,0,0,0,steam,none,67.35,75.82,1.052,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T18:00:11,37,42.0,42.0,2.364,9.053,3.829,3.069,,,63.35,66.62,,33.3,33.32,47.78,14/12/10,61.7,0.308,73.3,17.8,2.203,11.004,8.801,96.179,81.79,31.964,89.02,65.15,,0.242,0.1309,16.66,1.0,normal,0.0,0.0493,False,fatigue_spalling,none,A_healthy,0.0017,0.0112,1.0,,26.0,145.54,24309.0,26741.86,17382.21,36101.51,xgboost_gradient,-2432.87,3079.34,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-12T20:56:03,2020-12-06T20:35:09,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,503288.2,112729.98,24.63,38848.71,7.49,99.981,90.971,4138.4,2.16,7.134,216,False,False,variable_mild,82.98,81.44,37,0,0,0,oil_process,water_ingress,87.69,183.48,2.589,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T19:08:18,38,43.14,43.14,2.533,7.074,2.793,3.068,,,61.88,69.3,,33.3,36.0,48.04,14/12/10,156.3,0.353,45.5,5.0,6.207,23.141,16.934,103.551,83.05,32.454,88.3,69.79,,0.246,0.1151,18.88,0.9921,normal,-0.00123588,0.0539,False,fatigue_spalling,none,A_healthy,0.0018,0.0,1.0,,81.32,142.5,24307.86,21368.3,13889.39,28847.2,lstm_sequence,2939.56,3398.94,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-23T23:17:15,2020-05-30T14:11:31,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,574222.24,112729.98,26.23,38848.71,24.14,99.938,82.482,4138.4,2.16,5.796,216,False,False,variable_mild,92.52,93.01,38,0,0,0,oil_hydraulic,none,23.13,159.84,1.082,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T20:16:24,39,44.27,44.27,2.569,9.734,3.789,3.127,,,61.7,69.43,,33.3,36.12,46.78,13/11/9,79.0,0.603,10.3,1.9,5.374,24.855,19.481,93.63,84.51,32.606,89.19,67.1,,0.987,0.0507,235.65,0.9869,normal,-0.00261704,0.0381,False,fatigue_spalling,none,A_healthy,0.0018,0.0111,1.0,,206.77,135.67,24306.73,20883.2,13574.08,28192.32,particle_filter,3423.53,3288.16,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-13T21:52:25,2020-05-13T10:59:37,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,496971.2,112729.98,37.91,38848.71,9.8,99.975,82.146,4138.4,2.16,7.882,216,False,False,variable_mild,75.35,81.66,39,0,0,0,steam,none,49.69,47.23,5.258,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T21:24:31,40,45.41,45.41,2.386,7.768,3.255,2.693,,,58.63,66.85,,33.3,33.54,47.06,14/12/10,290.2,0.401,8.7,1.1,8.986,20.371,11.385,100.232,83.86,33.174,88.91,68.05,,0.493,0.0283,5.55,0.9756,normal,-0.00421867,0.03,False,fatigue_spalling,electrical_pitting,A_healthy,0.0019,0.0046,1.0,,287.2,139.05,24305.59,22247.54,14460.9,30034.18,particle_filter,2058.05,1938.07,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-11T09:10:49,2020-06-30T19:49:13,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,770419.98,112729.98,42.47,38848.71,8.04,99.979,78.007,4138.4,2.16,4.917,216,True,False,variable_mild,74.97,82.12,40,0,0,0,gas_compressed_air,none,46.54,13.24,2.099,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T22:32:38,41,46.54,46.54,2.453,7.45,3.036,3.469,,,66.13,67.77,,33.3,34.46,47.47,14/12/10,113.0,0.791,16.8,3.2,6.614,23.027,16.414,102.326,84.09,32.089,88.48,63.78,,0.606,0.0124,108.14,0.9928,normal,0.0006365,0.0043,False,fatigue_spalling,none,A_healthy,0.0019,0.005,1.0,,103.78,160.81,24304.46,21933.91,14257.04,29610.78,physics_informed_nn,2370.55,2486.23,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-04T21:29:55,2020-06-19T18:22:01,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,542920.35,112729.98,30.17,38848.71,18.03,99.954,87.036,4138.4,2.16,7.104,216,False,False,variable_mild,86.26,76.36,41,0,0,0,oil_hydraulic,none,60.27,15.73,0.168,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-04T23:40:45,42,47.68,47.68,2.304,6.844,2.97,2.719,,,57.09,66.99,,33.3,33.69,45.21,13/11/9,100.7,0.359,20.3,2.4,9.353,28.477,19.124,108.524,83.7,33.671,90.68,62.48,,0.417,0.0201,29.76,1.0,normal,0.0,0.0179,False,fatigue_spalling,none,A_healthy,0.002,0.0114,1.0,,38.69,167.89,24303.32,22616.88,14700.97,30532.79,kalman_filter,1686.44,1441.27,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-19T04:07:15,2020-07-14T00:01:48,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,1026477.06,112729.98,57.35,38848.71,9.22,99.976,84.649,4138.4,2.16,7.402,216,False,False,variable_mild,84.21,96.19,42,0,0,0,steam,none,61.27,24.98,7.449,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T00:48:52,43,48.81,48.81,2.672,11.753,4.399,3.055,,,57.6,65.25,,33.3,31.94,47.29,13/11/9,176.4,0.363,16.9,4.7,5.324,17.799,12.476,100.362,83.89,33.837,87.92,64.51,,0.253,0.0307,53.21,1.0,normal,0.00157811,0.0,False,fatigue_spalling,none,A_healthy,0.002,0.0,1.0,,62.55,148.64,24302.19,22157.59,14402.43,29912.74,xgboost_gradient,2144.6,2149.42,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-09T15:36:25,2020-06-27T18:45:42,mixed,False,specialist,False,33.0,,,none,none,2254599.54,13240547.22,552399.32,112729.98,49.4,38848.71,8.57,99.978,89.766,4138.4,2.16,7.545,216,False,False,variable_mild,66.49,93.15,43,0,0,0,oil_process,none,56.17,40.63,2.715,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T01:56:58,44,49.95,49.95,2.622,11.084,4.227,3.082,,,54.13,70.21,,33.3,36.9,45.83,14/12/10,53.5,0.394,8.9,2.1,3.76,19.933,16.174,109.376,83.41,33.322,89.48,65.21,,0.132,0.0023,88.66,1.0,normal,0.00261704,0.0291,False,fatigue_spalling,none,A_healthy,0.0021,0.0,1.0,,89.82,157.53,24301.05,28057.37,18237.29,37877.45,xgboost_gradient,-3756.32,3059.35,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-10T14:38:06,2021-01-22T18:42:53,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,1027359.28,112729.98,34.3,38848.71,11.73,99.97,85.061,4138.4,2.16,6.757,216,True,False,variable_mild,83.89,88.14,44,0,0,0,gas_compressed_air,none,48.0,4.02,1.275,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T03:05:05,45,51.08,51.08,2.069,9.045,4.372,2.913,,,58.04,65.14,,33.3,31.84,47.69,14/12/10,66.4,0.443,13.4,2.2,3.776,16.243,12.467,93.108,84.68,34.35,90.7,65.33,,0.673,0.1023,120.72,0.9833,normal,0.00153537,0.0628,False,fatigue_spalling,none,A_healthy,0.0021,0.0,1.0,,413.76,166.01,24299.92,25742.44,16732.58,34752.29,kalman_filter,-1442.52,1409.23,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-23T10:18:10,2020-11-01T20:09:20,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,494306.59,112729.98,26.12,38848.71,11.66,99.97,82.183,4138.4,2.16,7.561,216,False,False,variable_mild,69.78,84.0,45,0,0,0,steam,none,32.58,23.29,1.44,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T04:13:12,46,52.22,52.22,2.391,9.434,3.946,3.396,,,53.31,67.69,,33.3,34.39,43.88,13/11/9,86.2,0.311,42.6,8.4,8.531,20.153,11.622,95.745,85.52,35.584,89.31,67.59,,0.259,0.0161,28.94,0.9956,normal,0.00056692,0.0236,False,fatigue_spalling,none,A_healthy,0.0021,0.0045,1.0,,65.09,150.02,24298.78,22628.29,14708.39,30548.19,lstm_sequence,1670.49,1489.9,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-19T14:21:54,2020-07-14T14:15:59,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,381858.02,112729.98,43.03,38848.71,6.62,99.983,89.233,4138.4,2.16,1.914,216,False,False,variable_mild,85.85,65.4,46,0,0,0,oil_process,none,20.72,41.8,0.335,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T05:21:19,47,53.36,53.36,2.417,7.492,3.1,2.787,,,67.8,67.05,,33.3,33.75,44.54,14/12/10,80.9,0.375,87.3,12.1,2.514,8.815,6.301,98.084,82.47,32.332,89.14,65.82,,0.493,0.1024,147.75,0.9825,normal,-0.00350377,0.0334,False,fatigue_spalling,none,A_healthy,0.0022,0.0,1.0,,414.62,151.48,24297.64,29185.98,18970.89,39401.08,particle_filter,-4888.34,4378.03,6208.0,0.0001,0.0007,0.0103,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2020-01-03T06:20:48,2021-03-03T21:26:26,mixed,False,oem_certified,False,52.0,,,none,none,2254599.54,13240547.22,1095098.31,112729.98,48.69,38848.71,6.81,99.982,89.718,4138.4,2.16,3.725,216,False,False,variable_mild,82.18,84.22,47,0,0,1,water,none,21.02,79.15,0.906,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T06:29:26,48,54.49,54.49,2.446,6.246,2.554,2.768,,,58.75,66.89,,33.3,33.58,46.41,14/12/10,81.8,0.424,98.9,16.7,1.197,11.22,10.023,98.103,84.33,34.421,88.37,61.48,,0.055,0.025,314.22,1.0,normal,0.0,0.0144,False,fatigue_spalling,none,A_healthy,0.0022,0.0,1.0,,111.06,165.31,24296.51,21541.27,14001.82,29080.71,physics_informed_nn,2755.24,3111.94,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-28T01:07:23,2020-06-06T04:33:56,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,1003258.66,112729.98,28.57,38848.71,7.32,99.981,86.288,4138.4,2.16,7.192,216,False,False,variable_mild,92.73,92.65,48,0,0,0,water,none,59.24,20.48,0.779,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T07:37:32,49,55.63,55.63,2.263,6.825,3.016,2.966,,,62.21,69.48,,33.3,36.18,46.38,12/10/8,92.2,0.468,42.4,12.4,4.181,7.299,3.118,103.415,82.98,32.725,88.99,64.33,,0.436,0.0206,49.15,0.9867,normal,-0.00265627,0.0601,False,fatigue_spalling,none,A_healthy,0.0023,0.0012,1.0,,352.54,155.5,24295.37,27672.56,17987.16,37357.96,particle_filter,-3377.19,3875.76,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-02T19:54:22,2021-01-09T09:18:08,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,983827.31,112729.98,57.11,38848.71,24.39,99.937,83.973,4138.4,2.16,4.433,216,False,False,variable_mild,82.52,95.71,49,0,0,0,steam,none,74.25,122.13,1.095,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T08:45:39,50,56.76,56.76,2.286,8.364,3.658,3.123,,,57.71,68.31,,33.3,35.01,47.4,14/12/10,65.4,0.462,11.5,1.2,7.949,21.081,13.131,94.281,82.23,32.098,90.7,65.02,,0.3,0.0827,84.68,1.0,normal,0.00334475,0.0457,False,fatigue_spalling,none,A_healthy,0.0023,0.0006,1.0,,1.9,149.25,24294.24,25779.45,16756.64,34802.25,particle_filter,-1485.21,1697.49,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-24T10:29:02,2020-11-03T09:17:25,mixed,False,specialist,False,78.0,,,none,none,2254599.54,13240547.22,1046989.0,112729.98,38.84,38848.71,13.42,99.965,80.862,4138.4,2.16,6.28,216,False,False,variable_mild,83.35,79.26,50,0,0,0,steam,none,38.47,121.54,0.953,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T09:53:46,51,57.9,57.9,2.461,8.678,3.527,2.969,,,58.5,68.61,,33.3,35.31,46.39,14/12/10,76.0,0.452,19.0,4.0,7.34,12.95,5.61,95.038,81.45,33.551,88.78,63.1,,1.788,0.009,34.31,0.9845,normal,-0.00222027,0.0574,False,fatigue_spalling,none,A_healthy,0.0024,0.0,1.0,,237.94,131.59,24293.1,19438.55,12635.06,26242.04,xgboost_gradient,4854.56,5224.3,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-06-14T09:10:13,2020-03-23T20:39:44,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,374803.8,112729.98,26.37,38848.71,10.56,99.973,88.24,4138.4,2.16,1.695,216,False,False,variable_mild,74.02,78.64,51,0,0,0,none,none,78.47,64.8,2.823,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T11:01:53,52,59.03,59.03,2.38,6.709,2.819,3.357,,,58.31,64.46,,33.3,31.15,44.18,14/12/10,79.9,0.324,19.5,2.2,1.707,21.988,20.281,106.941,83.68,32.035,90.18,63.7,,1.618,0.0532,15.2,0.999,normal,0.00330608,0.0163,False,fatigue_spalling,none,A_healthy,0.0024,0.0,1.0,,87.06,150.89,24291.97,21256.37,13816.64,28696.1,kalman_filter,3035.6,3115.36,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-22T07:12:55,2020-05-27T06:56:38,mixed,False,specialist,False,7.0,,,none,none,2254599.54,13240547.22,793410.28,112729.98,55.96,38848.71,17.71,99.954,86.218,4138.4,2.16,1.958,216,True,False,variable_mild,79.69,82.4,52,0,0,0,oil_hydraulic,chemical_contamination,33.46,62.93,0.327,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T12:09:59,53,60.17,60.17,2.5,7.315,2.926,2.23,,,60.08,71.56,,33.3,38.26,47.04,13/11/9,96.6,0.362,10.4,1.4,1.434,7.663,6.229,95.665,82.63,33.587,90.72,65.21,,1.541,0.0017,87.81,1.0,normal,0.0,0.0654,False,fatigue_spalling,none,A_healthy,0.0025,0.0,1.0,,74.53,147.71,24290.83,26603.71,17292.41,35915.01,particle_filter,-2312.88,2847.0,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-10T18:01:24,2020-12-02T17:19:22,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,903902.56,112729.98,45.92,38848.71,13.03,99.966,91.529,4138.4,2.16,6.903,216,False,False,variable_mild,88.54,96.14,53,0,0,0,oil_hydraulic,none,30.49,119.88,4.048,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T13:18:06,54,61.3,61.3,2.643,10.057,3.806,2.714,,,62.47,72.33,,33.3,39.03,48.05,14/12/10,74.6,0.458,11.6,1.3,7.599,8.966,1.367,98.054,82.46,33.891,89.15,63.76,,0.065,0.0532,165.2,1.0,normal,0.00265627,0.0308,False,fatigue_spalling,none,A_healthy,0.0025,0.0196,1.0,,43.68,155.82,24289.7,21730.66,14124.93,29336.39,particle_filter,2559.04,2250.94,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-01T06:37:48,2020-06-13T04:21:36,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,1038126.64,112729.98,57.19,38848.71,7.82,99.98,84.982,4138.4,2.16,4.208,216,False,False,variable_mild,89.24,100.5,54,0,0,0,oil_process,none,27.95,244.82,0.183,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T14:26:13,55,62.44,62.44,2.158,8.883,4.116,3.296,,,61.28,70.68,,33.3,37.37,43.12,14/12/10,94.7,0.394,16.3,1.9,8.511,28.827,20.316,113.741,81.98,31.3,90.39,63.98,,0.482,0.0726,170.69,0.9953,normal,-0.00094304,0.0939,False,fatigue_spalling,none,A_healthy,0.0026,0.0,1.0,,57.05,163.04,24288.56,26059.66,16938.78,35180.55,lstm_sequence,-1771.1,1770.62,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-30T12:16:09,2020-11-13T13:09:06,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,908436.08,112729.98,27.71,38848.71,12.64,99.967,82.21,4138.4,2.16,1.573,216,False,False,variable_mild,84.1,77.5,55,0,0,1,gas_compressed_air,none,76.59,32.61,4.001,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T15:34:20,56,63.57,63.57,2.324,10.45,4.497,2.798,,,56.29,70.66,,33.3,37.36,47.25,13/11/9,171.6,0.822,15.6,1.9,3.93,12.321,8.39,107.036,82.05,31.518,90.91,64.04,,0.401,0.0382,27.85,1.0,normal,0.0031019,0.0265,False,fatigue_spalling,none,A_healthy,0.0026,0.0151,1.0,,124.57,155.85,24287.43,27129.04,17633.87,36624.2,xgboost_gradient,-2841.61,3079.89,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-21T20:05:26,2020-12-21T11:15:12,mixed,False,oem_certified,True,,,,none,none,2254599.54,13240547.22,893064.22,112729.98,46.89,38848.71,5.84,99.985,90.292,4138.4,2.16,1.981,216,False,False,variable_mild,94.81,88.7,56,0,0,0,oil_process,particulate_severe,72.97,115.11,12.312,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T16:42:27,57,64.71,64.71,2.808,10.87,3.871,3.219,,,62.97,69.45,,33.3,36.15,42.28,13/11/9,121.3,0.338,30.6,3.8,8.256,19.214,10.959,97.142,84.58,33.903,90.51,66.66,,1.358,0.0071,100.75,0.986,normal,-0.00260976,0.0248,False,fatigue_spalling,none,A_healthy,0.0027,0.0001,1.0,,157.18,148.25,24286.29,19765.37,12847.49,26683.25,lstm_sequence,4520.92,3636.68,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-06-21T11:23:34,2020-04-04T17:16:21,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,521949.24,112729.98,58.6,38848.71,13.99,99.964,87.302,4138.4,2.16,5.738,216,False,False,variable_mild,80.91,92.59,57,0,0,0,oil_process,none,69.49,12.87,1.833,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T17:50:33,58,65.84,65.84,2.572,6.461,2.512,2.961,,,63.59,69.6,,33.3,36.29,45.75,13/11/9,127.0,0.482,20.7,3.5,4.089,9.119,5.03,95.923,83.73,33.13,91.04,62.33,,2.371,0.0013,0.36,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0027,0.0,1.0,,50.04,153.44,24285.16,22137.78,14389.56,29886.01,lstm_sequence,2147.37,2498.93,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-09T22:44:04,2020-06-27T18:57:32,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,525016.62,112729.98,44.7,38848.71,7.17,99.982,84.897,4138.4,2.16,4.533,216,False,False,variable_mild,70.54,96.09,58,0,0,0,none,none,87.67,5.16,3.292,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T18:58:40,59,66.98,66.98,2.576,11.617,4.51,2.848,,,65.07,68.53,,33.3,35.23,47.26,14/12/10,119.6,0.398,7.6,1.7,3.378,12.337,8.959,105.875,82.9,33.807,90.58,68.05,,1.056,0.2452,10.39,0.9831,normal,-0.00337188,0.0147,False,fatigue_spalling,none,A_healthy,0.0028,0.0,1.0,,410.65,154.47,24284.02,28700.38,18655.25,38745.51,weibull_regression,-4416.36,4987.14,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-24T17:10:00,2021-02-15T06:17:56,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,574117.42,112729.98,26.66,38848.71,11.81,99.97,82.06,4138.4,2.16,6.19,216,False,False,variable_mild,75.9,79.67,59,0,0,0,oil_hydraulic,none,22.36,20.65,1.645,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T20:06:47,60,68.11,68.11,2.65,9.198,3.472,2.857,,,57.68,66.54,,33.3,33.24,47.81,14/12/10,161.3,0.394,42.1,7.1,8.626,26.497,17.871,103.258,82.95,31.708,88.24,63.9,,1.645,0.0847,573.71,0.9925,normal,-0.00055585,0.0088,False,fatigue_spalling,none,A_healthy,0.0028,0.0076,1.0,,122.49,151.22,24282.89,26883.28,17474.13,36292.43,xgboost_gradient,-2600.39,2167.44,6208.0,0.0001,0.0007,0.0104,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-16T21:45:13,2020-12-12T22:54:07,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,589434.16,112729.98,25.57,38848.71,7.03,99.982,84.743,4138.4,2.16,4.395,216,True,False,variable_mild,75.49,77.92,60,0,0,1,oil_process,particulate_severe,66.51,37.37,0.045,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T21:14:54,61,69.25,69.25,2.353,7.251,3.081,2.159,,,64.1,70.68,,33.3,37.37,45.54,13/11/9,180.1,0.354,6.7,0.9,5.204,11.914,6.71,95.673,83.24,33.038,89.98,65.64,,0.162,0.0787,60.69,0.9896,normal,-0.00207239,0.0015,False,fatigue_spalling,none,A_healthy,0.0028,0.0126,1.0,,112.2,144.66,24281.75,27287.75,17737.04,36838.46,particle_filter,-3006.0,3649.09,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-25T09:07:23,2020-12-27T07:50:08,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,590030.69,112729.98,51.25,38848.71,13.88,99.964,85.937,4138.4,2.16,7.083,216,False,False,variable_mild,83.86,92.97,61,0,0,0,oil_process,none,52.87,86.17,2.866,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T22:23:01,62,70.38,70.38,2.255,8.797,3.901,3.426,,,56.94,69.57,,33.3,36.27,45.88,15/13/11,106.2,0.442,15.0,2.8,6.685,12.711,6.026,102.012,83.42,33.603,89.32,65.95,,0.257,0.0055,21.38,1.0,normal,0.00280745,0.0128,False,fatigue_spalling,cavitation,A_healthy,0.0029,0.0085,1.0,,55.99,167.34,24280.62,26372.19,17141.92,35602.46,physics_informed_nn,-2091.57,2231.62,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-06T08:28:43,2020-11-24T22:44:43,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,889537.26,112729.98,44.99,38848.71,18.52,99.952,85.266,4138.4,2.16,2.424,216,True,False,variable_mild,77.25,82.62,62,0,0,0,oil_process,none,20.35,14.6,0.222,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-05T23:31:07,63,71.52,71.52,2.657,9.03,3.399,2.902,,,69.15,64.28,,33.3,30.97,42.71,13/11/9,66.0,0.311,13.5,3.8,3.858,16.436,12.578,99.556,84.33,32.723,89.91,67.73,,0.327,0.056,77.99,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0029,0.0048,1.0,,47.42,171.45,24279.48,28442.52,18487.64,38397.41,particle_filter,-4163.04,4805.15,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-19T12:46:48,2021-02-06T07:39:46,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,718235.59,112729.98,44.35,38848.71,6.77,99.983,83.498,4138.4,2.16,4.559,216,True,False,variable_mild,70.05,88.71,63,0,0,0,gas_compressed_air,none,44.18,88.68,0.169,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T00:39:14,64,72.65,72.65,2.537,8.136,3.207,3.453,,,55.1,70.89,,33.3,37.59,43.98,14/12/10,119.3,0.407,11.8,1.5,9.52,16.236,6.715,100.949,82.96,32.282,91.4,68.05,,1.058,0.0314,2.22,0.9915,normal,0.00166893,0.0002,False,fatigue_spalling,none,A_healthy,0.003,0.0,1.0,,95.86,155.87,24278.35,22745.33,14784.47,30706.2,weibull_regression,1533.01,1482.7,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-22T21:19:17,2020-07-19T14:11:19,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,821755.53,112729.98,33.9,38848.71,11.28,99.971,85.493,4138.4,2.16,3.62,216,True,False,variable_mild,85.17,92.34,64,0,0,0,steam,none,30.14,99.07,1.999,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T01:47:21,65,73.79,73.79,2.939,9.294,3.162,3.119,,,61.04,63.96,,33.3,30.66,46.79,14/12/10,120.1,0.328,25.1,7.2,8.663,25.995,17.331,104.421,82.14,31.878,90.61,62.91,,0.367,0.0439,54.5,0.999,normal,0.00128951,0.0,False,fatigue_spalling,none,A_healthy,0.003,0.0,1.0,,130.13,151.5,24277.21,20566.58,13368.28,27764.88,xgboost_gradient,3710.63,4130.69,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-08T13:04:42,2020-05-03T11:22:51,mixed,False,specialist,False,35.0,,,none,none,2254599.54,13240547.22,423435.12,112729.98,55.18,38848.71,7.69,99.98,80.779,4138.4,2.16,7.487,216,False,False,variable_mild,79.93,72.22,65,0,0,0,water,chemical_contamination,22.32,32.22,0.781,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T02:55:28,66,74.92,74.92,2.432,8.82,3.627,2.964,,,58.49,70.18,,33.3,36.87,43.37,13/11/9,71.2,0.414,17.6,4.9,2.531,18.921,16.39,99.917,84.75,33.492,89.9,64.33,,0.253,0.0649,25.33,0.9842,normal,-0.00108198,0.0363,False,fatigue_spalling,none,A_healthy,0.0031,0.0166,1.0,,181.68,153.37,24276.08,22055.35,14335.98,29774.72,xgboost_gradient,2220.73,2237.53,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-08T14:35:52,2020-06-25T05:58:08,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,818771.18,112729.98,38.7,38848.71,8.39,99.978,81.439,4138.4,2.16,6.311,216,False,False,variable_mild,89.89,73.82,66,0,0,0,gas_compressed_air,particulate_mild,25.9,62.22,2.455,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T04:03:35,67,76.06,76.06,2.755,11.374,4.128,2.813,,,56.79,74.67,,33.3,41.37,45.18,13/11/9,166.0,0.472,15.6,2.3,3.424,14.035,10.611,102.791,82.8,33.065,90.21,67.34,,0.785,0.0231,5.9,0.9882,normal,-0.00236254,0.0596,False,fatigue_spalling,none,A_healthy,0.0031,0.0,1.0,,234.3,155.29,24274.94,21284.21,13834.74,28733.68,physics_informed_nn,2990.73,3107.76,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-23T14:09:52,2020-05-28T23:38:17,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,839309.82,112729.98,49.25,38848.71,28.54,99.927,79.874,4138.4,2.16,1.477,216,False,False,variable_mild,95.08,89.98,67,0,0,0,water,water_ingress,60.02,3.65,0.582,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T05:11:41,68,77.19,77.19,2.636,10.756,4.081,3.447,,,61.26,71.01,,33.3,37.71,45.53,14/12/10,130.5,0.436,16.5,3.5,5.366,16.033,10.667,105.331,82.46,31.788,90.18,64.26,,0.713,0.0216,42.89,1.0,normal,0.0,0.018,False,fatigue_spalling,none,A_healthy,0.0032,0.0,1.0,,47.13,129.11,24273.81,27344.3,17773.79,36914.8,kalman_filter,-3070.49,3357.91,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-26T21:20:36,2020-12-29T15:50:51,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,1123908.59,112729.98,34.87,38848.71,9.78,99.975,84.264,4138.4,2.16,7.309,216,False,False,variable_mild,74.92,99.67,68,0,0,0,none,none,42.93,166.57,0.269,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T06:19:48,69,78.33,78.33,2.638,8.548,3.24,3.112,,,56.2,67.69,,33.3,34.39,44.63,13/11/9,88.3,0.907,28.3,4.6,3.346,20.433,17.087,111.297,81.88,33.46,87.64,63.74,,0.43,0.0398,57.71,0.9938,normal,0.00046805,0.0307,False,fatigue_spalling,none,A_healthy,0.0032,0.0,1.0,,63.73,156.61,24272.67,18859.19,12258.47,25459.9,lstm_sequence,5413.48,5985.63,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-06-03T03:55:25,2020-03-04T04:38:20,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,563777.08,112729.98,56.51,38848.71,12.98,99.967,86.204,4138.4,2.16,4.451,216,True,False,variable_mild,88.33,80.55,69,0,0,0,oil_hydraulic,particulate_mild,46.58,2.17,4.867,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T07:27:55,70,79.47,79.47,2.702,9.888,3.66,2.606,,,60.66,64.73,,33.3,31.43,47.3,14/12/10,116.2,0.311,26.9,3.8,1.859,10.763,8.903,96.537,81.37,31.761,90.54,63.32,,0.362,0.0387,576.28,1.0,normal,0.00020937,0.0,False,fatigue_spalling,none,A_healthy,0.0033,0.0,1.0,,69.19,167.85,24271.53,23127.19,15032.67,31221.7,physics_informed_nn,1144.35,1183.23,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-31T03:03:29,2020-08-02T09:34:23,mixed,False,oem_certified,True,,,,none,none,2254599.54,13240547.22,362954.77,112729.98,48.94,38848.71,12.3,99.968,87.512,4138.4,2.16,1.2,216,False,False,variable_mild,68.23,72.54,70,0,0,0,water,none,72.82,20.96,0.062,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T08:36:02,71,80.6,80.6,2.512,9.372,3.731,2.661,,,61.1,67.9,,33.3,34.6,47.41,14/12/10,75.0,0.418,8.7,2.3,2.985,5.574,2.59,94.785,83.36,32.346,89.94,63.74,,0.143,0.0086,144.79,1.0,normal,0.00315437,0.0274,False,fatigue_spalling,none,A_healthy,0.0033,0.0,1.0,,36.85,160.12,24270.4,27072.92,17597.4,36548.44,particle_filter,-2802.52,2487.3,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-21T09:03:42,2020-12-20T04:35:04,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,589829.75,112729.98,48.6,38848.71,10.08,99.974,82.571,4138.4,2.16,3.562,216,False,False,variable_mild,76.98,86.1,71,0,0,0,none,particulate_mild,61.36,11.39,4.119,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T09:44:09,72,81.74,81.74,2.548,6.386,2.506,3.011,,,56.8,69.13,,33.3,35.82,45.65,14/12/10,57.1,0.501,18.5,2.5,9.529,25.292,15.763,97.435,82.51,32.08,91.73,62.67,,0.085,0.0481,161.77,1.0,normal,0.00236254,0.0,False,fatigue_spalling,none,A_healthy,0.0034,0.0,1.0,,96.98,149.59,24269.26,27387.97,17802.18,36973.76,xgboost_gradient,-3118.71,3904.2,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-27T23:43:16,2020-12-31T09:30:40,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,592824.56,112729.98,37.48,38848.71,36.82,99.905,90.106,4138.4,2.16,2.609,216,True,False,variable_mild,80.2,70.67,72,0,0,0,oil_process,particulate_severe,77.67,3.88,0.832,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T10:52:15,73,82.87,82.87,2.559,8.879,3.47,3.308,,,59.89,70.62,,33.3,37.32,48.05,13/11/9,63.4,0.336,36.8,4.3,7.056,21.789,14.733,92.545,84.36,34.693,90.32,64.29,,0.753,0.0159,145.66,0.9888,normal,-0.00224956,0.0798,False,fatigue_spalling,electrical_pitting,A_healthy,0.0034,0.0,1.0,,178.78,135.3,24268.13,20228.14,13148.29,27307.99,particle_filter,4039.99,4667.22,6208.0,0.0001,0.0007,0.0105,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-01T20:56:26,2020-04-21T20:47:22,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,616107.07,112729.98,35.34,38848.71,8.75,99.977,88.915,4138.4,2.16,6.633,216,False,False,variable_mild,81.4,83.68,73,0,0,0,gas_compressed_air,chemical_contamination,58.52,50.43,1.123,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T12:00:22,74,84.01,84.01,2.723,9.777,3.591,2.933,,,61.85,73.9,,33.3,40.6,45.56,14/12/10,142.0,0.319,14.2,2.7,1.698,11.988,10.29,104.512,83.24,34.959,90.26,66.15,,0.439,0.0019,48.95,0.9954,normal,0.00031246,0.0178,False,fatigue_spalling,none,A_healthy,0.0034,0.0,1.0,,58.56,141.9,24266.99,26060.85,16939.55,35182.15,xgboost_gradient,-1793.86,1711.0,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-31T10:25:53,2020-11-14T11:43:45,mixed,False,journeyman,False,18.0,,,none,none,2254599.54,13240547.22,781469.6,112729.98,54.28,38848.71,11.46,99.97,86.586,4138.4,2.16,3.855,216,True,False,variable_mild,91.95,71.8,74,0,0,0,oil_process,particulate_severe,31.76,7.12,3.727,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T13:08:29,75,85.14,85.14,2.371,6.99,2.948,2.558,,,58.16,69.24,,33.3,35.93,47.09,13/11/9,52.8,0.385,18.8,3.1,9.605,16.999,7.394,106.203,83.9,32.542,91.36,61.13,,1.26,0.0562,86.09,0.9997,normal,-6.101e-05,0.0474,False,fatigue_spalling,none,A_healthy,0.0035,0.0016,1.0,,531.93,143.17,24265.86,21957.3,14272.24,29642.35,lstm_sequence,2308.56,2330.0,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-06T23:47:26,2020-06-22T04:50:43,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,569212.18,112729.98,20.51,38848.71,10.75,99.972,89.672,4138.4,2.16,3.542,216,False,False,variable_mild,85.36,87.89,75,0,0,0,oil_hydraulic,chemical_contamination,86.72,24.17,1.065,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T14:16:36,76,86.28,86.28,2.524,10.173,4.031,2.75,,,57.18,70.45,,33.3,37.15,44.8,13/11/9,138.7,0.619,33.1,6.5,1.244,3.962,2.718,100.08,84.67,32.204,90.08,67.01,,0.404,0.0029,15.26,1.0,normal,0.0,0.0173,False,fatigue_spalling,misalignment_induced,A_healthy,0.0035,0.0,1.0,,256.59,151.11,24264.72,29208.26,18985.37,39431.15,physics_informed_nn,-4943.53,5629.92,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2020-01-05T02:24:19,2021-03-06T01:17:43,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,782171.57,112729.98,31.33,38848.71,9.13,99.977,79.76,4138.4,2.16,2.822,216,False,False,variable_mild,94.49,82.63,76,0,0,1,oil_hydraulic,none,31.0,69.92,2.497,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T15:24:43,77,87.41,87.41,2.12,6.654,3.139,3.362,,,63.74,67.44,,33.3,34.14,47.43,14/12/10,117.9,0.472,31.6,6.2,6.549,16.382,9.833,98.926,81.62,31.349,88.62,63.46,,0.154,0.1412,22.04,0.991,normal,-0.00180757,0.0483,False,fatigue_spalling,none,A_healthy,0.0036,0.0055,1.0,,133.2,160.8,24263.59,27078.69,17601.15,36556.24,xgboost_gradient,-2815.1,3371.29,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-21T18:45:30,2020-12-20T16:18:03,mixed,False,master_technician,False,7.0,,,none,none,2254599.54,13240547.22,642395.96,112729.98,49.12,38848.71,15.56,99.96,81.057,4138.4,2.16,6.091,216,True,False,variable_mild,75.57,75.1,77,0,0,0,oil_hydraulic,chemical_contamination,82.53,7.41,0.05,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T16:32:49,78,88.55,88.55,2.498,11.2,4.484,2.672,,,62.88,76.61,,33.3,43.31,44.07,13/11/9,78.1,0.544,36.1,5.9,7.156,15.722,8.566,103.98,84.91,32.335,88.55,66.77,,0.22,0.0248,224.52,1.0,normal,0.00224956,0.0,False,fatigue_spalling,none,A_healthy,0.0036,0.0,1.0,,21.52,140.75,24262.45,22166.12,14407.98,29924.26,kalman_filter,2096.33,2569.14,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-11T11:36:26,2020-06-29T17:44:58,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,683438.82,112729.98,43.81,38848.71,19.93,99.949,83.612,4138.4,2.16,1.61,216,True,False,variable_mild,105.47,81.84,78,0,0,1,steam,particulate_mild,89.52,113.86,2.118,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T17:40:56,79,89.68,89.68,2.568,7.36,2.866,3.126,,,61.76,70.53,,33.3,37.23,46.84,13/11/9,54.2,0.366,11.2,3.2,3.008,10.763,7.754,96.674,84.88,35.136,88.75,69.1,,0.067,0.0437,58.74,0.9971,normal,0.00033985,0.0029,False,fatigue_spalling,none,A_healthy,0.0037,0.0,1.0,,131.91,157.74,24261.32,20280.54,13182.35,27378.73,lstm_sequence,3980.78,3186.67,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-03T05:57:11,2020-04-24T00:08:33,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,455351.43,112729.98,34.11,38848.71,17.1,99.956,83.835,4138.4,2.16,7.493,216,False,False,variable_mild,84.17,80.57,79,0,0,0,water,particulate_severe,84.76,124.81,3.814,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T18:49:03,80,90.82,90.82,2.677,8.764,3.274,3.066,,,59.57,62.62,,33.3,29.31,45.05,14/12/10,107.9,0.438,25.0,2.6,3.601,17.337,13.736,103.582,86.11,35.338,90.85,67.65,,1.771,0.1595,38.46,0.9898,normal,-0.00197492,0.0071,False,fatigue_spalling,none,A_healthy,0.0037,0.0,1.0,,110.0,156.3,24260.18,20694.18,13451.21,27937.14,particle_filter,3566.01,3605.51,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-11T21:54:20,2020-05-08T16:52:03,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,792411.04,112729.98,52.01,38848.71,10.75,99.972,83.311,4138.4,2.16,1.587,216,False,False,variable_mild,74.64,94.68,80,0,0,1,steam,water_ingress,26.08,26.96,1.558,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T19:57:10,81,91.95,91.95,2.217,7.261,3.275,2.944,,,63.34,70.29,,33.3,36.99,45.86,14/12/10,189.3,0.381,21.2,3.3,2.857,19.996,17.139,88.497,85.55,32.939,89.32,68.67,,1.562,0.0432,17.06,0.9856,normal,-0.00288964,0.0,False,fatigue_spalling,thermal_degradation,A_healthy,0.0038,0.0048,1.0,,308.09,145.64,24259.05,26407.13,17164.63,35649.62,particle_filter,-2148.08,2295.36,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-07T23:31:00,2020-11-27T02:00:41,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,892701.09,112729.98,32.57,38848.71,7.98,99.979,80.854,4138.4,2.16,6.234,216,False,False,variable_mild,78.58,78.92,81,0,0,0,steam,chemical_contamination,47.24,20.64,1.974,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T21:05:16,82,93.09,93.09,2.246,10.098,4.495,3.041,,,58.31,74.05,,33.3,40.75,46.57,13/11/9,110.8,0.594,18.2,3.5,4.569,10.487,5.918,101.116,83.38,34.747,88.52,68.44,,0.283,0.0088,42.64,0.9768,normal,-0.00282351,0.0164,False,fatigue_spalling,none,A_healthy,0.0038,0.0,1.0,,247.6,134.83,24257.91,27447.73,17841.02,37054.43,weibull_regression,-3189.81,3929.64,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-29T16:57:02,2021-01-02T23:39:17,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,558334.1,112729.98,20.06,38848.71,10.36,99.973,86.01,4138.4,2.16,1.392,216,False,False,variable_mild,93.23,71.7,82,0,0,2,oil_hydraulic,particulate_severe,62.67,162.51,0.634,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T22:13:23,83,94.22,94.22,2.638,8.169,3.096,2.576,,,54.63,70.57,,33.3,37.27,46.5,13/11/9,125.8,0.584,22.5,3.7,3.284,20.541,17.257,105.872,82.23,32.458,91.41,66.09,,3.028,0.1039,267.07,1.0,normal,0.0,0.018,False,fatigue_spalling,none,A_healthy,0.0039,0.0047,1.0,,151.51,148.31,24256.78,26535.8,17248.27,35823.32,xgboost_gradient,-2279.02,2711.6,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-10T18:07:15,2020-12-01T17:38:58,mixed,False,specialist,False,49.0,,,none,none,2254599.54,13240547.22,605648.31,112729.98,48.97,38848.71,7.44,99.981,91.588,4138.4,2.16,2.342,216,True,False,variable_mild,83.25,62.76,83,0,0,0,oil_process,none,60.14,11.78,0.748,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-06T23:21:30,84,95.36,95.36,2.324,6.467,2.783,2.575,,,63.5,69.84,,33.3,36.54,46.73,14/12/10,88.5,0.321,12.6,1.3,5.454,11.622,6.168,96.895,82.21,32.634,88.77,62.79,,0.562,0.0195,186.33,0.9941,normal,-0.00060442,0.058,False,fatigue_spalling,none,A_healthy,0.0039,0.0,1.0,,266.55,138.53,24255.64,20986.19,13641.02,28331.36,weibull_regression,3269.45,2636.47,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-18T04:27:14,2020-05-19T05:37:15,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,439068.94,112729.98,42.27,38848.71,5.42,99.986,85.332,4138.4,2.16,5.572,216,False,False,variable_mild,83.18,85.36,84,0,0,0,steam,particulate_mild,48.72,34.3,0.605,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T00:29:37,85,96.49,96.49,2.662,10.935,4.108,2.973,,,59.32,70.29,,33.3,36.99,46.36,13/11/9,82.2,0.374,57.7,16.1,3.986,21.243,17.256,96.972,85.2,35.736,90.4,67.36,,0.083,0.0154,155.34,0.9933,normal,0.00069067,0.0214,False,fatigue_spalling,none,A_healthy,0.004,0.0,1.0,,137.54,134.71,24254.51,22174.52,14413.44,29935.6,weibull_regression,2079.98,1918.81,6208.0,0.0001,0.0008,0.0106,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-11T23:45:16,2020-06-30T08:50:14,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,359221.71,112729.98,25.16,38848.71,3.15,99.99,90.59,4138.4,2.16,1.741,216,False,False,variable_mild,86.74,94.65,85,0,0,1,oil_hydraulic,particulate_mild,60.67,26.63,5.687,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T01:37:44,86,97.63,97.63,2.534,6.994,2.76,3.341,,,55.91,75.86,,33.3,42.55,47.84,14/12/10,62.0,0.355,10.4,2.4,4.443,23.267,18.824,106.351,83.38,34.281,89.97,65.41,,0.613,0.0284,91.15,0.9894,normal,0.00077218,0.1087,False,fatigue_spalling,none,A_healthy,0.004,0.0,1.0,,315.53,138.91,24253.37,21942.01,14262.31,29621.71,physics_informed_nn,2311.36,2013.77,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-07T04:38:02,2020-06-22T04:20:14,mixed,False,specialist,False,49.0,,,none,none,2254599.54,13240547.22,922295.02,112729.98,57.32,38848.71,4.47,99.988,85.825,4138.4,2.16,3.585,216,False,False,variable_mild,97.07,88.87,86,0,0,0,gas_compressed_air,none,35.81,46.56,0.167,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T02:45:50,87,98.76,98.76,2.506,6.838,2.728,2.709,,,59.62,71.28,,33.3,37.98,46.83,14/12/10,63.8,0.37,12.1,1.8,6.231,19.567,13.335,102.701,84.14,33.77,89.4,65.72,,0.06,0.1418,13.48,0.9974,normal,0.00411436,0.0029,False,fatigue_spalling,none,A_healthy,0.0041,0.0149,1.0,,157.11,146.27,24252.24,20820.79,13533.51,28108.07,particle_filter,3431.45,3380.72,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-14T21:09:34,2020-05-13T12:26:10,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,935356.06,112729.98,22.01,38848.71,19.27,99.95,82.912,4138.4,2.16,3.72,216,True,False,variable_mild,92.33,70.54,87,0,0,0,none,chemical_contamination,50.51,70.93,0.428,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T03:53:57,88,99.9,99.9,2.431,6.14,2.525,2.79,,,59.51,66.02,,33.3,32.71,48.19,14/12/10,97.5,0.301,8.4,0.8,8.352,28.103,19.751,98.012,81.56,31.897,90.96,61.22,,0.162,0.0407,40.5,1.0,normal,0.0,0.0553,False,fatigue_spalling,none,A_healthy,0.0041,0.0015,1.0,,34.39,118.77,24251.1,18924.49,12300.92,25548.07,physics_informed_nn,5326.61,5693.19,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-06-05T10:08:45,2020-03-07T09:43:07,mixed,False,specialist,False,57.0,,,none,none,2254599.54,13240547.22,789644.25,112729.98,25.86,38848.71,18.05,99.954,82.429,4138.4,2.16,5.263,216,False,False,variable_mild,77.05,83.24,88,0,0,0,gas_compressed_air,particulate_mild,49.91,12.06,2.484,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T05:02:04,89,101.03,101.03,2.604,6.767,2.599,2.688,,,61.28,72.03,,33.3,38.72,46.49,13/11/9,61.5,0.616,7.4,1.9,5.536,14.757,9.221,99.515,85.15,35.289,89.41,69.16,,0.729,0.0308,31.54,0.995,normal,0.00017931,0.0113,False,fatigue_spalling,none,A_healthy,0.0041,0.0,1.0,,73.45,169.03,24249.97,20880.11,13572.07,28188.15,physics_informed_nn,3369.85,4133.27,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-07-16T05:05:23,2020-05-15T17:07:42,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,591180.9,112729.98,49.96,38848.71,8.55,99.978,86.112,4138.4,2.16,4.125,216,False,False,variable_mild,91.19,92.32,89,0,0,0,oil_hydraulic,water_ingress,83.36,45.96,2.51,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T06:10:11,90,102.17,102.17,2.499,7.546,3.02,2.531,,,63.17,69.92,,33.3,36.62,45.67,13/11/9,64.8,0.493,11.7,1.7,2.124,14.706,12.582,99.691,83.39,32.199,88.5,64.61,,0.381,0.0241,226.07,0.9866,normal,-0.00133257,0.0,False,fatigue_spalling,none,A_healthy,0.0042,0.0,1.0,,134.45,169.12,24248.83,21851.96,14203.78,29500.15,weibull_regression,2396.87,2435.09,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-05T12:09:05,2020-06-19T04:20:19,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,704720.12,112729.98,27.4,38848.71,26.76,99.931,91.215,4138.4,2.16,1.528,216,False,False,variable_mild,74.75,87.67,90,0,0,0,water,particulate_mild,53.29,29.71,0.733,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T07:18:18,91,103.31,103.31,2.381,8.553,3.592,3.186,,,60.82,74.05,,33.3,40.75,47.91,13/11/9,109.0,0.357,12.6,2.2,9.404,23.398,13.993,97.333,84.18,34.66,89.62,66.56,,0.158,0.0211,287.44,0.9959,normal,0.00129555,0.0,False,fatigue_spalling,none,A_healthy,0.0042,0.0107,1.0,,112.71,144.16,24247.69,25876.11,16819.47,34932.74,physics_informed_nn,-1628.41,1375.45,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-28T09:21:29,2020-11-08T17:59:43,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,1124664.42,112729.98,53.25,38848.71,4.87,99.987,83.608,4138.4,2.16,5.772,216,False,False,variable_mild,100.87,72.8,91,0,0,0,gas_compressed_air,particulate_severe,56.01,97.63,5.902,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T08:26:24,92,104.44,104.44,2.72,12.192,4.481,3.306,,,58.48,65.8,,33.3,32.49,46.89,14/12/10,59.9,0.415,24.0,3.3,8.786,21.034,12.248,104.202,82.86,34.284,89.12,63.22,,0.131,0.0072,30.08,1.0,normal,0.00051672,0.0218,False,fatigue_spalling,none,A_healthy,0.0043,0.0045,1.0,,74.17,147.92,24246.56,25515.61,16585.15,34446.07,weibull_regression,-1269.05,1382.59,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-20T22:14:42,2020-10-27T00:42:30,mixed,False,oem_certified,False,84.0,,,none,none,2254599.54,13240547.22,1086227.13,112729.98,44.54,38848.71,11.4,99.971,84.916,4138.4,2.16,4.886,216,False,False,variable_mild,76.34,101.06,92,0,0,0,water,none,48.01,33.34,0.877,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T09:34:31,93,105.58,105.58,2.35,6.511,2.77,2.462,,,60.06,72.85,,33.3,39.55,43.71,13/11/9,128.5,0.394,11.9,3.5,7.456,27.587,20.13,102.456,84.57,35.293,88.29,64.15,,0.781,0.0019,79.03,0.9761,normal,-0.00478362,0.0133,False,fatigue_spalling,thermal_degradation,A_healthy,0.0043,0.0064,1.0,,247.54,160.12,24245.42,25711.6,16712.54,34710.66,lstm_sequence,-1466.17,1208.61,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-10-25T01:22:30,2020-11-03T00:26:05,mixed,False,specialist,False,60.0,,,none,none,2254599.54,13240547.22,486929.32,112729.98,58.66,38848.71,7.22,99.981,87.038,4138.4,2.16,6.855,216,False,False,variable_mild,92.38,97.58,93,0,1,0,oil_process,particulate_mild,33.75,42.42,1.955,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T10:42:38,94,106.71,106.71,2.249,6.423,2.857,2.715,,,57.37,69.15,,33.3,35.85,44.9,14/12/10,56.3,0.315,16.8,2.4,5.154,7.917,2.763,106.842,83.55,31.753,88.94,65.06,,2.622,0.0146,16.23,1.0,normal,0.0010077,0.0,False,fatigue_spalling,none,A_healthy,0.0044,0.0126,1.0,,22.84,137.13,24244.29,22715.36,14764.98,30665.74,lstm_sequence,1528.93,1269.79,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-23T16:23:26,2020-07-19T22:46:00,mixed,False,master_technician,False,45.0,,,none,none,2254599.54,13240547.22,1091999.14,112729.98,58.64,38848.71,9.62,99.975,86.173,4138.4,2.16,3.092,216,False,False,variable_mild,78.08,85.48,94,0,0,1,oil_process,water_ingress,66.95,35.03,0.893,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T11:50:45,95,107.85,107.85,2.273,9.351,4.113,3.022,,,58.11,68.58,,33.3,35.28,44.77,13/11/9,202.4,0.449,34.8,7.8,9.459,20.786,11.327,95.392,83.87,33.643,91.78,64.53,,0.231,0.0282,133.6,1.0,normal,0.00267784,0.0344,False,fatigue_spalling,none,A_healthy,0.0044,0.0087,1.0,,66.76,145.89,24243.15,27110.62,17621.9,36599.33,particle_filter,-2867.46,3395.24,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-23T07:09:16,2020-12-22T15:52:14,mixed,False,apprentice,True,,,,none,none,2254599.54,13240547.22,934013.06,112729.98,34.49,38848.71,43.8,99.887,84.334,4138.4,2.16,5.971,216,True,False,variable_mild,79.48,93.59,95,0,0,3,oil_process,none,84.35,55.8,0.668,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T12:58:52,96,108.98,108.98,2.596,6.874,2.648,3.269,,,58.86,69.99,,33.3,36.68,44.33,13/11/9,64.4,0.365,14.7,3.4,3.568,5.461,1.893,95.51,83.49,34.831,90.11,62.94,,1.057,0.0826,26.46,1.0,normal,0.00082191,0.0148,False,fatigue_spalling,none,A_healthy,0.0045,0.0,1.0,,359.31,152.81,24242.02,23114.48,15024.41,31204.55,kalman_filter,1127.54,944.21,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-09-01T02:13:19,2020-08-03T04:17:27,mixed,False,specialist,False,63.0,,,none,none,2254599.54,13240547.22,394619.83,112729.98,31.95,38848.71,8.87,99.977,84.637,4138.4,2.16,5.982,216,False,False,variable_mild,82.12,84.4,96,0,0,0,steam,particulate_mild,39.79,14.85,0.772,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T14:06:58,97,110.12,110.12,2.566,9.308,3.627,2.671,,,58.5,70.26,,33.3,36.96,45.4,14/12/10,51.6,0.422,20.5,6.1,2.474,9.884,7.41,100.829,82.26,32.682,89.86,64.4,,0.303,0.0316,65.9,1.0,normal,0.0,0.07,False,fatigue_spalling,none,A_healthy,0.0045,0.0,1.0,,135.05,149.54,24240.88,27563.0,17915.95,37210.04,particle_filter,-3322.11,2665.95,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-02T19:36:50,2021-01-07T18:39:45,mixed,False,specialist,True,,,,none,none,2254599.54,13240547.22,1074941.75,112729.98,59.26,38848.71,13.11,99.966,88.098,4138.4,2.16,7.989,216,True,False,variable_mild,89.41,84.8,97,0,0,2,oil_hydraulic,particulate_severe,75.15,10.19,1.142,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T15:15:05,98,111.25,111.25,2.68,11.033,4.117,2.938,,,61.35,67.84,,33.3,34.54,45.61,13/11/9,78.3,0.399,12.8,2.0,4.912,20.105,15.192,100.122,83.05,34.761,89.65,61.73,,0.051,0.0966,293.95,1.0,normal,0.00478362,0.0258,False,fatigue_spalling,overload,A_healthy,0.0046,0.0,1.0,,93.4,144.28,24239.75,21865.45,14212.54,29518.36,physics_informed_nn,2374.3,2804.12,6208.0,0.0001,0.0008,0.0107,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-08-06T03:58:35,2020-06-20T00:53:01,mixed,False,journeyman,True,,,,none,none,2254599.54,13240547.22,978303.35,112729.98,25.43,38848.71,13.19,99.966,84.785,4138.4,2.16,2.303,216,False,False,variable_mild,77.06,80.71,98,0,0,0,steam,none,41.26,8.64,0.329,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T16:23:12,99,112.39,112.39,2.267,9.618,4.243,3.167,,,57.91,69.47,,33.3,36.17,45.96,13/11/9,96.1,0.512,25.9,3.3,5.404,13.532,8.129,102.069,84.34,34.981,89.86,66.6,,0.891,0.0011,142.45,0.9867,normal,-0.00266454,0.0212,False,fatigue_spalling,none,A_healthy,0.0046,0.0,1.0,,154.2,153.74,24238.61,26836.08,17443.45,36228.71,weibull_regression,-2597.47,2717.17,6208.0,0.0001,0.0008,0.0108,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-11-17T18:25:38,2020-12-13T03:03:20,mixed,False,specialist,False,36.0,,,none,none,2254599.54,13240547.22,431086.41,112729.98,52.35,38848.71,5.88,99.985,80.417,4138.4,2.16,5.067,216,False,False,variable_mild,83.05,75.71,99,0,0,3,steam,none,29.91,59.65,0.212,,,standard
ASSET-000043,pump_centrifugal,critical,CoreMech International,MDL-8361-D,2018-05-03,24351.0,60000.0,83.25423588427506,corrosive_chemical,pharmaceutical,FAC-354,LINE-Z,active_standby,2018-05-07T17:31:19,100,113.52,113.52,2.574,11.447,4.447,3.233,,,61.25,74.14,,33.3,40.83,45.82,14/12/10,99.9,0.749,11.0,2.5,3.032,15.185,12.153,95.363,84.09,34.457,90.97,65.49,,0.796,0.0927,24.55,1.0,normal,0.0,0.0585,False,fatigue_spalling,none,A_healthy,0.0047,0.0021,1.0,,35.97,156.41,24237.48,28229.79,18349.37,38110.22,particle_filter,-3992.32,4293.57,6208.0,0.0001,0.0008,0.0108,2.001,29114.0,1.0,1e-06,False,none,none,,,,,,2019-12-16T20:25:08,2021-01-31T12:50:49,mixed,False,master_technician,True,,,,none,none,2254599.54,13240547.22,673038.58,112729.98,35.67,38848.71,20.72,99.947,87.6,4138.4,2.16,7.787,216,False,False,variable_mild,94.03,80.92,100,0,0,0,oil_process,particulate_severe,28.63,21.19,0.595,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-09-29T19:50:57,1,19.85,19.85,2.617,8.232,3.145,2.866,,,57.69,52.61,,17.67,34.94,44.5,14/12/10,88.5,0.561,7.8,1.4,7.548,21.907,14.359,104.257,78.93,33.054,89.73,68.77,,0.453,0.0756,80.2,0.998,normal,0.0,0.0325,False,cavitation,none,A_healthy,0.001,0.0173,1.0,,106.4,146.38,19164.15,21803.5,14172.27,29434.72,weibull_regression,-2639.35,2170.91,5317.0,0.0073,0.0272,0.1423,1.238,13338.0,0.9997,1.971e-05,False,none,none,,,,,,2010-12-28T01:35:54,2011-11-11T00:49:22,mixed,False,specialist,False,61.0,,,none,none,44055.95,11768873.6,17089.65,2202.8,23.68,21260.54,13.19,99.938,84.123,3544.7,4.41,4.033,441,False,False,constant,80.18,83.76,1,0,0,0,steam,none,51.29,75.18,2.335,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-09-30T15:41:54,2,39.7,39.7,2.349,9.785,4.166,2.704,,,60.29,55.0,,17.67,37.33,48.32,12/10/8,121.9,0.318,29.4,4.7,1.935,7.9,5.965,100.835,75.95,31.148,87.07,63.5,,1.405,0.0128,15.68,0.9992,normal,-0.00038379,0.033,False,cavitation,misalignment_induced,A_healthy,0.0021,0.0,1.0,,51.19,150.32,19144.3,14763.45,9596.25,19930.66,physics_informed_nn,4380.85,4555.44,5317.0,0.0076,0.0277,0.143,1.238,13338.0,0.9993,2.325e-05,False,none,none,,,,,,2010-08-04T05:25:33,2011-03-07T12:38:06,mixed,False,journeyman,False,63.0,,,none,none,44055.95,11768873.6,10408.97,2202.8,46.32,21260.54,26.63,99.875,87.714,3544.7,4.41,2.315,441,False,False,constant,79.02,74.04,2,0,0,0,steam,none,80.01,142.58,2.031,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-01T11:32:52,3,59.55,59.55,2.618,11.252,4.298,2.94,,,56.48,49.4,,17.67,31.73,42.97,13/11/9,173.2,0.305,43.8,10.1,9.111,16.566,7.455,93.35,75.24,29.954,90.96,64.3,,0.072,0.2455,110.47,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0031,0.0036,1.0,,22.04,142.37,19124.45,23178.75,15066.19,31291.31,weibull_regression,-4054.3,4118.61,5317.0,0.0078,0.0281,0.1437,1.238,13338.0,0.9988,2.56e-05,False,none,none,,,,,,2011-01-27T08:55:22,2011-12-31T09:29:07,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,12954.2,2202.8,42.98,21260.54,21.84,99.897,81.334,3544.7,4.41,2.108,441,False,False,constant,69.93,92.83,3,0,0,0,oil_process,none,48.22,25.47,0.207,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-02T07:23:49,4,79.4,79.4,2.93,11.126,3.797,3.278,,,59.38,51.74,,17.67,34.07,44.73,13/11/9,164.4,0.564,58.8,10.8,2.273,12.703,10.43,96.587,77.71,32.301,92.06,62.81,,1.456,0.0195,99.97,1.0,normal,0.0,0.0121,False,cavitation,thermal_degradation,A_healthy,0.0041,0.0069,1.0,,95.46,160.38,19104.6,21826.38,14187.15,29465.62,particle_filter,-2721.78,3240.02,5317.0,0.0081,0.0285,0.1444,1.238,13338.0,0.9982,2.742e-05,False,none,none,,,,,,2010-12-31T00:35:19,2011-11-14T07:49:23,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,17001.04,2202.8,45.01,21260.54,11.29,99.947,84.565,3544.7,4.41,3.43,441,False,False,constant,83.83,80.18,4,0,0,0,oil_hydraulic,particulate_mild,23.59,66.36,1.503,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-03T03:14:46,5,99.25,99.25,2.694,8.72,3.236,3.158,,,65.41,49.27,,17.67,31.61,47.12,13/11/9,71.2,0.34,7.3,0.9,9.437,11.701,2.264,99.491,79.07,30.28,90.14,63.94,,0.258,0.0314,99.34,1.0,normal,0.0,0.0,False,cavitation,none,A_healthy,0.0052,0.0078,1.0,,60.18,147.86,19084.75,21919.67,14247.78,29591.55,xgboost_gradient,-2834.91,2344.86,5317.0,0.0083,0.0289,0.145,1.238,13338.0,0.9977,2.891e-05,False,none,none,,,,,,2011-01-02T19:04:46,2011-11-18T10:57:46,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,9117.52,2202.8,33.63,21260.54,7.3,99.966,89.158,3544.7,4.41,3.256,441,False,False,constant,77.79,95.05,5,0,0,0,oil_process,particulate_mild,44.84,193.97,2.049,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-03T23:05:44,5,119.1,119.1,2.383,9.72,4.079,2.969,,,65.36,49.27,,17.67,31.6,44.59,14/12/10,109.3,0.638,6.5,1.5,8.831,13.51,4.679,104.525,77.05,30.728,90.64,65.78,,0.469,0.0024,193.6,0.9955,normal,-0.00050328,0.0376,False,cavitation,none,A_healthy,0.0062,0.0,1.0,,60.45,169.91,19064.9,16070.37,10445.74,21695.0,xgboost_gradient,2994.53,2950.78,5317.0,0.0084,0.0292,0.1456,1.238,13338.0,0.9971,3.019e-05,False,none,none,,,,,,2010-09-03T18:16:54,2011-04-26T02:54:43,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,14353.04,2202.8,21.06,21260.54,14.1,99.934,84.065,3544.7,4.41,6.445,441,False,False,constant,64.2,84.51,5,0,0,0,gas_compressed_air,water_ingress,42.52,27.31,1.251,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-04T18:56:41,6,138.94,138.94,2.726,11.993,4.399,3.158,,,58.84,56.19,,17.67,38.52,43.97,14/12/10,178.9,0.449,111.1,15.9,8.149,19.084,10.935,89.995,78.07,30.143,88.38,62.67,,0.741,0.028,161.32,0.9925,normal,-0.00134388,0.0314,False,cavitation,none,A_healthy,0.0072,0.0,1.0,,119.03,127.6,19045.06,21643.09,14068.01,29218.17,particle_filter,-2598.03,2996.76,5317.0,0.0086,0.0296,0.1462,1.238,13338.0,0.9965,3.132e-05,False,none,none,,,,,,2010-12-29T16:29:20,2011-11-10T07:34:11,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,19269.14,2202.8,45.73,21260.54,17.63,99.917,86.315,3544.7,4.41,5.777,441,False,False,constant,80.45,83.76,6,0,0,0,none,none,48.48,30.11,0.881,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-05T14:47:39,7,158.79,158.79,2.681,10.547,3.934,2.784,,,61.37,49.3,,17.67,31.63,49.11,13/11/9,195.7,0.308,31.8,4.1,1.212,12.008,10.797,94.174,78.5,31.605,91.4,62.48,,0.701,0.0906,38.81,0.9983,normal,-0.00034866,0.0167,False,cavitation,lubrication_starvation,A_healthy,0.0083,0.0,1.0,,174.5,149.21,19025.21,17379.54,11296.7,23462.37,xgboost_gradient,1645.67,1516.84,5317.0,0.0088,0.0299,0.1467,1.238,13338.0,0.9959,3.233e-05,False,none,none,,,,,,2010-10-02T16:33:44,2011-06-13T03:24:00,mixed,False,specialist,False,50.0,,,none,none,44055.95,11768873.6,17463.76,2202.8,47.86,21260.54,20.4,99.904,79.105,3544.7,4.41,7.254,441,False,False,constant,76.57,74.26,7,0,0,0,oil_hydraulic,none,59.89,27.56,2.222,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-06T10:38:36,8,178.64,178.64,2.249,6.455,2.871,3.249,,,57.99,54.34,,17.67,36.67,44.27,14/12/10,233.6,0.567,11.4,2.8,8.233,16.34,8.107,103.413,78.47,32.392,88.96,68.08,,0.378,0.0053,197.55,0.9989,normal,-0.00021033,0.0,False,cavitation,none,A_healthy,0.0093,0.0184,1.0,,30.72,159.37,19005.36,20550.5,13357.82,27743.17,physics_informed_nn,-1545.14,1722.96,5317.0,0.0089,0.0302,0.1473,1.238,13338.0,0.9952,3.325e-05,False,none,none,,,,,,2010-12-08T13:53:30,2011-10-04T06:33:56,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,18480.69,2202.8,58.07,21260.54,36.02,99.831,85.771,3544.7,4.41,5.156,441,False,False,constant,70.7,88.31,8,0,0,0,gas_compressed_air,none,75.58,83.97,0.536,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-07T06:29:33,9,198.49,198.49,2.305,6.841,2.968,3.201,,,64.13,50.28,,17.67,32.61,43.79,13/11/9,93.1,0.526,68.9,12.1,1.637,4.787,3.15,98.584,77.65,30.362,90.96,64.05,,0.736,0.0666,30.99,0.9992,normal,-0.00016112,0.0,False,cavitation,none,A_healthy,0.0103,0.016,1.0,,73.26,148.5,18985.51,20937.91,13609.64,28266.18,physics_informed_nn,-1952.4,2339.78,5317.0,0.0091,0.0305,0.1478,1.238,13338.0,0.9945,3.41e-05,False,none,none,,,,,,2010-12-17T11:26:47,2011-10-18T19:42:51,mixed,False,master_technician,False,43.0,,,none,none,44055.95,11768873.6,10070.67,2202.8,39.91,21260.54,17.88,99.916,84.827,3544.7,4.41,2.582,441,False,False,constant,80.47,85.92,9,0,0,0,oil_hydraulic,particulate_mild,80.12,4.24,0.653,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-08T02:20:31,10,218.34,218.34,2.572,11.001,4.277,3.124,,,63.23,49.94,,17.67,32.27,46.11,14/12/10,83.5,0.356,9.9,1.4,7.695,25.361,17.666,103.257,77.42,31.111,90.16,62.27,,0.152,0.0026,10.04,0.9838,normal,-0.0023375,0.0111,False,cavitation,none,A_healthy,0.0114,0.0,1.0,,360.65,153.35,18965.66,17375.24,11293.9,23456.57,xgboost_gradient,1590.42,2020.52,5317.0,0.0092,0.0308,0.1484,1.238,13338.0,0.9939,3.488e-05,False,none,none,,,,,,2010-10-05T01:57:36,2011-06-15T11:17:33,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,15088.35,2202.8,50.5,21260.54,4.61,99.978,91.113,3544.7,4.41,6.183,441,False,False,constant,81.79,66.44,10,0,0,0,water,none,50.16,32.74,0.352,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-08T22:11:28,11,238.19,238.19,2.924,7.516,2.57,2.925,,,54.65,50.7,,17.67,33.03,48.29,13/11/9,92.8,0.501,46.0,13.0,3.36,16.954,13.594,99.862,77.96,31.844,89.45,65.25,,0.179,0.0915,212.44,0.9915,normal,-0.00019532,0.0,False,cavitation,none,A_healthy,0.0124,0.0,1.0,,159.78,145.81,18945.81,16611.78,10797.66,22425.91,kalman_filter,2334.03,2216.89,5317.0,0.0093,0.031,0.1489,1.238,13338.0,0.9932,3.561e-05,False,none,none,,,,,,2010-09-20T00:04:57,2011-05-20T06:12:22,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,11704.17,2202.8,40.69,21260.54,8.84,99.958,84.027,3544.7,4.41,2.239,441,False,False,constant,73.4,103.25,11,0,0,0,oil_hydraulic,particulate_mild,71.94,7.17,9.956,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-09T18:02:25,12,258.04,258.04,2.484,6.799,2.738,2.918,,,59.14,52.79,,17.67,35.12,45.56,14/12/10,55.0,0.385,10.1,1.5,5.064,11.342,6.278,105.831,76.93,30.11,89.22,66.71,,0.076,0.0181,3.43,0.9972,normal,-0.00020402,0.001,False,cavitation,none,A_healthy,0.0135,0.0,1.0,,69.46,148.52,18925.96,16702.71,10856.76,22548.66,lstm_sequence,2223.25,2117.23,5317.0,0.0095,0.0313,0.1494,1.238,13338.0,0.9925,3.629e-05,False,none,none,,,,,,2010-09-22T17:23:51,2011-05-24T07:20:51,mixed,False,oem_certified,True,,,,none,none,44055.95,11768873.6,15077.15,2202.8,29.9,21260.54,8.68,99.959,88.049,3544.7,4.41,2.426,441,False,False,constant,74.74,67.99,12,0,0,0,oil_process,particulate_mild,72.84,6.17,2.942,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-10T13:53:23,13,277.89,277.89,2.568,9.737,3.791,2.752,,,57.11,53.98,,17.67,36.31,45.2,13/11/9,143.8,0.353,24.1,6.0,4.428,22.6,18.172,110.712,76.86,30.355,90.69,64.17,,0.082,0.0129,64.09,1.0,normal,0.00021033,0.0047,False,cavitation,none,A_healthy,0.0145,0.0203,1.0,,61.42,142.75,18906.11,18040.35,11726.22,24354.47,xgboost_gradient,865.76,733.82,5317.0,0.0096,0.0316,0.1499,1.238,13338.0,0.9917,3.694e-05,False,none,none,,,,,,2010-10-21T10:03:45,2011-07-11T12:11:01,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,13725.99,2202.8,45.36,21260.54,26.85,99.874,89.177,3544.7,4.41,4.463,441,False,False,constant,82.22,87.67,13,0,0,0,oil_process,none,34.56,131.43,1.921,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-11T09:44:20,14,297.74,297.74,2.799,7.534,2.691,2.976,,,62.64,56.62,,17.67,38.95,45.24,13/11/9,56.4,0.355,19.7,4.1,1.892,4.946,3.053,106.477,78.43,29.984,90.78,62.44,,0.607,0.0028,20.84,1.0,normal,0.00016112,0.0098,False,cavitation,none,A_healthy,0.0155,0.0212,1.0,,23.05,173.13,18886.26,20792.95,13515.42,28070.48,lstm_sequence,-1906.69,2144.06,5317.0,0.0097,0.0318,0.1504,1.238,13338.0,0.991,3.755e-05,False,none,none,,,,,,2010-12-18T14:12:46,2011-10-17T19:44:40,mixed,False,specialist,False,56.0,,,none,none,44055.95,11768873.6,12397.84,2202.8,41.15,21260.54,18.91,99.911,86.558,3544.7,4.41,4.426,441,False,False,constant,82.03,94.54,14,0,0,0,gas_compressed_air,none,79.99,6.39,0.844,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-12T05:35:18,16,317.59,317.59,2.512,10.376,4.13,3.329,,,62.61,53.57,,17.67,35.9,46.95,14/12/10,112.6,0.391,10.8,3.0,8.808,27.288,18.48,99.678,77.37,29.866,90.15,68.2,,0.178,0.0415,106.92,0.99,normal,0.00123281,0.0459,False,cavitation,none,A_healthy,0.0166,0.0081,1.0,,172.84,132.23,18866.41,16335.14,10617.84,22052.44,particle_filter,2531.27,2788.57,5317.0,0.0098,0.0321,0.1508,1.238,13338.0,0.9903,3.813e-05,False,none,none,,,,,,2010-09-17T13:09:26,2011-05-13T18:27:19,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,16049.33,2202.8,25.13,21260.54,20.5,99.904,79.954,3544.7,4.41,2.497,441,False,False,constant,89.58,85.66,16,1,0,0,water,none,80.67,38.29,0.22,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-13T01:26:15,17,337.44,337.44,2.389,8.267,3.46,2.662,,,47.94,51.68,,17.67,34.01,46.76,14/12/10,78.8,0.407,22.9,3.1,6.753,19.953,13.2,100.04,78.25,30.298,89.65,64.81,,0.881,0.0344,236.79,0.994,normal,0.00048862,0.035,False,cavitation,none,A_healthy,0.0176,0.0063,1.0,,97.4,150.26,18846.56,18021.35,11713.88,24328.83,weibull_regression,825.21,1039.77,5317.0,0.0099,0.0323,0.1513,1.238,13338.0,0.9895,3.869e-05,False,none,none,,,,,,2010-10-23T12:06:52,2011-07-13T07:35:18,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,20605.05,2202.8,35.42,21260.54,23.58,99.889,79.78,3544.7,4.41,5.829,441,False,False,constant,81.37,87.53,17,1,0,0,gas_compressed_air,none,68.82,83.83,4.437,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-13T21:17:12,18,357.29,357.29,2.435,6.665,2.737,2.643,,,57.93,50.91,,17.67,33.24,47.88,14/12/10,119.5,0.521,46.5,7.3,9.716,13.473,3.757,106.502,77.94,32.665,90.06,67.19,,0.881,0.1083,244.1,0.9781,normal,-0.00383031,0.0629,False,cavitation,none,A_healthy,0.0186,0.0251,1.0,,381.33,162.28,18826.71,16801.37,10920.89,22681.85,lstm_sequence,2025.35,1752.1,5317.0,0.01,0.0325,0.1518,1.238,13338.0,0.9887,3.922e-05,False,none,none,,,,,,2010-09-28T21:58:14,2011-05-31T22:26:57,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,11305.35,2202.8,45.35,21260.54,16.16,99.924,80.379,3544.7,4.41,6.7,441,False,False,constant,63.83,87.3,18,0,0,0,oil_process,none,84.47,26.75,1.498,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-14T17:08:10,19,377.14,377.14,2.56,9.836,3.842,3.068,,,58.55,48.48,,17.67,30.81,46.16,14/12/10,95.7,0.304,38.6,9.0,4.057,17.881,13.824,98.473,77.06,32.308,89.95,67.49,,0.63,0.019,18.66,0.9998,normal,-4.51e-05,0.0177,False,cavitation,none,A_healthy,0.0197,0.009,1.0,,71.29,163.15,18806.86,15035.28,9772.93,20297.62,physics_informed_nn,3771.59,3755.11,5317.0,0.0101,0.0327,0.1522,1.238,13338.0,0.988,3.973e-05,False,none,none,,,,,,2010-08-23T22:46:29,2011-03-31T05:07:19,mixed,False,specialist,False,10.0,,,none,none,44055.95,11768873.6,14875.51,2202.8,32.95,21260.54,19.95,99.906,92.551,3544.7,4.41,5.725,441,False,False,constant,74.87,84.36,19,1,0,0,water,none,45.84,33.76,0.531,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-15T12:59:07,20,396.99,396.99,2.286,9.748,4.265,2.881,,,57.85,55.65,,17.67,37.98,45.22,14/12/10,197.3,0.445,18.1,4.2,7.3,11.998,4.698,98.354,76.89,30.646,90.02,63.75,,0.142,0.0138,63.32,0.9842,normal,-0.0031505,0.0688,False,cavitation,none,A_healthy,0.0207,0.0004,1.0,,159.62,139.84,18787.01,21289.92,13838.45,28741.39,particle_filter,-2502.9,2465.75,5317.0,0.0102,0.033,0.1527,1.238,13338.0,0.9872,4.021e-05,False,none,none,,,,,,2011-01-02T01:56:39,2011-11-08T13:24:55,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,18672.32,2202.8,45.4,21260.54,22.32,99.895,82.3,3544.7,4.41,3.779,441,False,False,constant,73.53,82.0,20,1,0,0,oil_process,water_ingress,52.7,58.37,0.108,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-16T08:50:04,21,416.83,416.83,2.631,9.538,3.625,2.941,,,61.33,50.45,,17.67,32.78,45.68,14/12/10,155.4,0.641,10.7,2.7,2.208,13.006,10.798,104.682,78.43,30.81,90.46,65.63,,0.416,0.0056,26.61,0.9967,normal,0.00134175,0.0,False,cavitation,none,A_healthy,0.0217,0.0,1.0,,66.2,145.04,18767.17,19639.26,12765.52,26513.01,physics_informed_nn,-872.1,1011.81,5317.0,0.0103,0.0332,0.1531,1.238,13338.0,0.9864,4.068e-05,False,none,none,,,,,,2010-11-29T12:27:59,2011-09-11T22:12:31,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,11915.91,2202.8,51.81,21260.54,6.41,99.97,87.721,3544.7,4.41,6.24,441,False,False,constant,78.56,81.38,21,1,0,0,steam,particulate_mild,71.59,50.33,3.056,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-17T04:41:02,22,436.68,436.68,2.705,10.066,3.721,2.913,,,63.11,53.33,,17.67,35.66,47.47,13/11/9,60.5,0.972,56.7,11.3,2.436,20.443,18.007,106.426,77.95,31.041,91.46,66.26,,0.465,0.0165,378.32,0.9969,normal,0.00057954,0.0282,False,cavitation,fatigue_spalling,A_healthy,0.0228,0.0017,1.0,,82.14,143.66,18747.32,15914.77,10344.6,21484.94,xgboost_gradient,2832.54,3675.97,5317.0,0.0104,0.0334,0.1536,1.238,13338.0,0.9856,4.114e-05,False,none,none,,,,,,2010-09-13T18:04:10,2011-05-03T20:14:22,mixed,False,journeyman,False,13.0,,,none,none,44055.95,11768873.6,8520.34,2202.8,42.52,21260.54,8.24,99.961,91.039,3544.7,4.41,4.421,441,False,False,constant,79.96,81.43,22,1,0,0,water,particulate_mild,54.07,42.55,0.992,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-18T00:31:59,23,456.53,456.53,2.525,8.085,3.202,3.379,,,59.83,52.83,,17.67,35.16,45.11,14/12/10,58.2,0.339,11.7,1.2,6.95,22.708,15.758,102.871,77.9,30.283,90.54,65.35,,1.935,0.0,17.53,0.9948,normal,0.0033467,0.0116,False,cavitation,none,A_healthy,0.0238,0.0209,1.0,,142.74,149.09,18727.47,17560.77,11414.5,23707.04,lstm_sequence,1166.69,1418.38,5317.0,0.0105,0.0336,0.154,1.238,13338.0,0.9848,4.157e-05,False,none,none,,,,,,2010-10-18T20:55:12,2011-07-01T23:11:26,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,8650.92,2202.8,58.83,21260.54,7.54,99.965,81.802,3544.7,4.41,2.693,441,False,False,constant,75.41,83.0,23,1,0,0,water,water_ingress,89.98,5.82,5.812,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-18T20:22:57,24,476.38,476.38,2.734,7.869,2.879,3.319,,,66.85,54.48,,17.67,36.81,45.68,14/12/10,125.5,0.382,28.0,3.3,4.396,18.158,13.763,91.763,77.77,29.56,90.71,61.02,,0.825,0.0955,98.55,0.9803,normal,-0.00389139,0.0584,False,cavitation,fatigue_spalling,A_healthy,0.0248,0.0134,1.0,,373.91,146.93,18707.62,15975.68,10384.19,21567.17,xgboost_gradient,2731.94,2428.45,5317.0,0.0106,0.0338,0.1544,1.238,13338.0,0.984,4.2e-05,False,none,none,,,,,,2010-09-16T16:13:24,2011-05-07T15:42:43,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,21022.89,2202.8,24.74,21260.54,10.76,99.949,85.761,3544.7,4.41,4.131,441,False,False,constant,75.39,95.32,24,0,1,0,gas_compressed_air,particulate_mild,67.51,130.02,0.471,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-19T16:13:54,25,496.23,496.23,2.585,6.507,2.518,2.882,,,58.03,51.99,,17.67,34.32,43.98,14/12/10,220.9,0.436,35.9,6.6,3.918,22.172,18.255,102.802,78.86,30.201,90.32,64.35,,0.468,0.0653,54.75,0.9819,normal,-0.00046541,0.0,False,cavitation,none,A_healthy,0.0259,0.0,1.0,,305.45,147.99,18687.77,19888.84,12927.75,26849.94,xgboost_gradient,-1201.07,1431.78,5317.0,0.0106,0.034,0.1548,1.238,13338.0,0.9831,4.241e-05,False,none,none,,,,,,2010-12-08T00:39:10,2011-09-24T01:44:51,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,20612.2,2202.8,40.47,21260.54,6.78,99.968,81.911,3544.7,4.41,5.644,441,False,False,constant,72.04,79.54,25,0,0,0,oil_hydraulic,none,86.03,7.24,0.926,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-20T12:04:51,26,516.08,516.08,2.314,9.521,4.114,3.549,,,58.54,51.88,,17.67,34.21,44.61,13/11/9,104.3,0.39,20.5,4.6,6.607,13.348,6.741,98.888,78.18,31.515,89.14,67.02,,0.426,0.0209,108.38,0.987,normal,-0.00194153,0.0194,False,cavitation,contamination,A_healthy,0.0269,0.0196,1.0,,143.0,146.01,18667.92,16246.74,10560.38,21933.1,lstm_sequence,2421.17,2477.15,5317.0,0.0107,0.0342,0.1552,1.238,13338.0,0.9823,4.28e-05,False,none,none,,,,,,2010-09-23T23:27:11,2011-05-18T21:48:49,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,17906.38,2202.8,47.22,21260.54,13.16,99.938,83.357,3544.7,4.41,4.522,441,False,False,constant,72.81,71.56,26,2,0,0,oil_process,particulate_mild,23.02,16.27,1.604,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-21T07:55:49,27,535.93,535.93,2.245,7.019,3.127,3.036,,,55.21,52.29,,17.67,34.63,44.48,14/12/10,75.6,0.345,31.9,3.7,1.432,16.145,14.712,104.372,75.59,29.025,92.24,65.45,,0.897,0.0073,165.77,1.0,normal,0.00062455,0.034,False,cavitation,none,A_healthy,0.0279,0.0128,1.0,,13.03,160.48,18648.07,14981.85,9738.2,20225.5,weibull_regression,3666.22,3442.1,5317.0,0.0108,0.0344,0.1556,1.238,13338.0,0.9815,4.319e-05,False,none,none,,,,,,2010-08-29T10:51:18,2011-04-04T22:30:09,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,19853.58,2202.8,36.28,21260.54,5.71,99.973,85.162,3544.7,4.41,3.992,441,False,False,constant,84.46,90.53,27,1,0,0,oil_process,particulate_mild,89.98,1.47,0.551,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-22T03:46:46,28,555.78,555.78,2.934,11.875,4.048,2.813,,,55.22,48.7,,17.67,31.03,45.86,14/12/10,101.2,0.372,82.4,23.2,8.884,18.974,10.09,94.012,77.57,32.093,90.05,65.08,,0.321,0.1085,13.54,1.0,normal,0.00103629,0.0,False,cavitation,none,A_healthy,0.029,0.012,1.0,,57.94,148.64,18628.22,16975.12,11033.83,22916.41,physics_informed_nn,1653.1,1546.77,5317.0,0.0109,0.0345,0.156,1.238,13338.0,0.9806,4.357e-05,False,none,none,,,,,,2010-10-10T19:20:26,2011-06-15T08:38:00,mixed,False,master_technician,False,23.0,,,none,none,44055.95,11768873.6,17477.09,2202.8,34.3,21260.54,12.28,99.942,87.283,3544.7,4.41,3.262,441,False,False,constant,66.26,105.92,28,1,0,0,steam,none,38.91,49.56,0.774,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-22T23:37:43,29,575.63,575.63,2.53,9.485,3.748,3.193,,,61.53,49.3,,17.67,31.63,45.36,13/11/9,64.0,0.463,31.5,8.3,5.813,15.818,10.006,97.857,77.47,29.793,89.3,63.23,,0.39,0.0645,66.03,0.9934,normal,0.00261435,0.0,False,cavitation,none,A_healthy,0.03,0.0197,1.0,,165.13,155.91,18608.37,17193.35,11175.68,23211.03,physics_informed_nn,1415.02,1832.52,5317.0,0.011,0.0347,0.1564,1.238,13338.0,0.9798,4.393e-05,False,none,none,,,,,,2010-10-16T04:18:19,2011-06-23T21:58:44,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,11422.9,2202.8,44.56,21260.54,5.88,99.972,86.728,3544.7,4.41,1.037,441,False,False,constant,68.33,84.92,29,1,0,0,steam,none,84.33,13.01,1.541,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-23T19:28:41,30,595.48,595.48,2.32,10.491,4.521,3.314,,,63.85,56.57,,17.67,38.9,43.33,14/12/10,112.8,0.433,23.9,7.1,4.743,23.238,18.495,94.869,77.61,32.348,90.86,64.59,,0.533,0.0192,198.5,0.9786,normal,-0.00065419,0.0,False,cavitation,none,A_healthy,0.031,0.0,1.0,,259.47,149.81,18588.52,16339.12,10620.42,22057.81,lstm_sequence,2249.41,2783.29,5317.0,0.011,0.0349,0.1568,1.238,13338.0,0.9789,4.429e-05,False,none,none,,,,,,2010-09-29T05:02:08,2011-05-25T11:43:33,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,12509.91,2202.8,24.45,21260.54,10.68,99.95,82.698,3544.7,4.41,3.327,441,False,False,constant,82.76,85.53,30,1,0,0,water,none,84.01,76.42,0.714,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-24T15:19:38,31,615.33,615.33,2.537,9.466,3.731,2.765,,,57.87,56.06,,17.67,38.39,47.57,14/12/10,122.1,0.453,36.7,6.4,5.152,13.64,8.488,106.291,79.25,31.979,90.09,63.67,,0.234,0.0045,48.83,0.9877,normal,0.00013329,0.0885,False,cavitation,none,A_healthy,0.0321,0.0,1.0,,137.45,146.61,18568.67,20269.41,13175.12,27363.71,particle_filter,-1700.74,1754.08,5317.0,0.0111,0.0351,0.1572,1.238,13338.0,0.9781,4.463e-05,False,none,none,,,,,,2010-12-20T22:02:00,2011-10-12T12:19:39,mixed,False,journeyman,False,88.0,,,none,none,44055.95,11768873.6,8548.23,2202.8,36.37,21260.54,8.76,99.959,83.968,3544.7,4.41,6.017,441,False,False,constant,90.49,78.51,31,0,0,0,steam,particulate_mild,88.31,50.69,0.392,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-25T11:10:36,32,635.18,635.18,2.682,12.231,4.56,2.662,,,61.11,56.48,,17.67,38.82,47.66,14/12/10,378.0,0.632,46.8,9.4,4.828,8.165,3.337,94.717,79.46,30.953,88.11,67.02,,1.561,0.065,29.25,0.9845,normal,-0.00310094,0.0,False,cavitation,none,A_healthy,0.0331,0.0,1.0,,161.95,142.14,18548.82,17111.51,11122.48,23100.54,particle_filter,1437.31,1414.88,5317.0,0.0112,0.0352,0.1576,1.238,13338.0,0.9772,4.497e-05,False,none,none,,,,,,2010-10-16T22:55:53,2011-06-23T11:57:35,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,16806.83,2202.8,56.15,21260.54,7.68,99.964,87.552,3544.7,4.41,5.865,441,False,False,constant,84.66,92.66,32,1,0,0,oil_hydraulic,none,54.12,24.86,0.735,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-26T07:01:33,33,655.03,655.03,2.526,11.381,4.505,3.394,,,61.35,52.26,,17.67,34.59,47.91,13/11/9,51.1,0.386,22.9,2.4,2.245,11.154,8.909,104.037,76.26,29.371,92.55,64.93,,0.418,0.0112,96.99,0.9988,normal,-0.00023516,0.0,False,cavitation,none,A_healthy,0.0341,0.0044,1.0,,153.99,156.19,18528.97,17161.24,11154.8,23167.67,physics_informed_nn,1367.74,1102.77,5317.0,0.0112,0.0354,0.158,1.238,13338.0,0.9763,4.53e-05,False,none,none,,,,,,2010-10-18T19:38:38,2011-06-26T02:04:35,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,14668.1,2202.8,49.93,21260.54,6.55,99.969,88.921,3544.7,4.41,5.611,441,False,False,constant,87.73,85.26,33,1,0,0,steam,particulate_mild,78.48,5.38,1.256,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-27T02:52:30,33,674.88,674.88,2.403,10.668,4.439,2.846,,,56.41,53.52,,17.67,35.85,48.79,14/12/10,122.4,0.354,13.7,2.2,5.387,13.67,8.283,93.552,78.85,30.525,90.22,63.32,,0.552,0.0024,279.7,1.0,normal,0.00132214,0.0123,False,cavitation,none,A_healthy,0.0352,0.0328,1.0,,136.58,156.32,18509.12,16800.57,10920.37,22680.77,physics_informed_nn,1708.56,1515.62,5317.0,0.0113,0.0356,0.1584,1.238,13338.0,0.9754,4.563e-05,False,none,none,,,,,,2010-10-12T03:09:32,2011-06-14T03:21:26,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,11751.36,2202.8,44.01,21260.54,9.48,99.955,86.421,3544.7,4.41,2.045,441,False,False,constant,78.69,87.2,33,2,0,1,oil_hydraulic,none,57.4,34.8,2.076,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-27T22:43:28,34,694.72,694.72,2.473,8.585,3.471,3.029,,,60.02,54.79,,17.67,37.12,46.78,13/11/9,180.7,0.449,55.7,7.6,9.413,29.116,19.702,92.985,78.11,31.972,89.95,67.97,,0.493,0.0808,270.45,0.9889,normal,0.00205373,0.0229,False,cavitation,corrosion_fatigue,A_healthy,0.0362,0.0236,1.0,,111.51,146.06,18489.28,17295.92,11242.35,23349.5,lstm_sequence,1193.35,1288.06,5317.0,0.0114,0.0357,0.1587,1.238,13338.0,0.9745,4.594e-05,False,none,none,,,,,,2010-10-23T06:41:09,2011-07-02T12:15:32,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,15797.46,2202.8,25.37,21260.54,25.23,99.881,82.093,3544.7,4.41,4.721,441,False,False,constant,77.19,91.08,34,2,0,0,oil_process,none,84.46,24.0,0.115,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-28T18:34:25,35,714.57,714.57,2.469,6.731,2.727,3.003,,,57.99,51.83,,17.67,34.16,46.17,14/12/10,172.4,0.547,18.1,4.1,1.755,17.507,15.753,99.758,75.68,29.649,89.98,66.04,,0.166,0.0288,180.62,0.9963,normal,0.00171973,0.0643,False,cavitation,none,A_healthy,0.0372,0.0,1.0,,234.85,129.93,18469.43,14914.48,9694.41,20134.54,lstm_sequence,3554.95,3549.91,5317.0,0.0114,0.0359,0.1591,1.238,13338.0,0.9737,4.625e-05,False,none,none,,,,,,2010-09-04T11:48:41,2011-04-09T23:52:40,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,17210.51,2202.8,35.86,21260.54,9.95,99.953,87.641,3544.7,4.41,1.21,441,False,False,constant,75.6,78.52,35,2,0,0,oil_hydraulic,none,51.17,14.06,2.564,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-29T14:25:22,36,734.42,734.42,2.592,8.29,3.198,2.587,,,59.42,50.73,,17.67,33.06,44.48,13/11/9,129.2,0.415,29.6,5.2,7.442,17.972,10.53,99.532,77.56,31.375,87.89,62.02,,0.239,0.049,4.87,0.987,normal,0.00050799,0.0177,False,cavitation,none,A_healthy,0.0383,0.001,1.0,,131.64,160.15,18449.58,16974.0,11033.1,22914.9,weibull_regression,1475.58,1636.23,5317.0,0.0115,0.0361,0.1595,1.238,13338.0,0.9728,4.655e-05,False,none,none,,,,,,2010-10-18T05:25:22,2011-06-22T18:19:22,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,20498.97,2202.8,36.32,21260.54,20.3,99.905,76.873,3544.7,4.41,6.628,441,False,False,constant,72.31,78.24,36,2,0,0,gas_compressed_air,none,63.96,32.19,3.246,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-30T10:16:20,37,754.27,754.27,2.481,10.547,4.251,2.863,,,65.14,56.04,,17.67,38.37,46.38,14/12/10,116.2,0.338,86.6,20.5,5.445,18.896,13.451,102.106,78.34,32.901,88.58,64.73,,0.254,0.0606,42.04,0.9884,normal,-0.00207581,0.0707,False,cavitation,none,A_healthy,0.0393,0.0044,1.0,,339.96,146.54,18429.73,15732.86,10226.36,21239.36,kalman_filter,2696.87,3451.55,5317.0,0.0116,0.0362,0.1598,1.238,13338.0,0.9719,4.685e-05,False,none,none,,,,,,2010-09-23T04:42:05,2011-05-10T15:12:07,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,11561.72,2202.8,34.0,21260.54,17.53,99.918,86.215,3544.7,4.41,3.419,441,False,False,constant,83.31,82.41,37,1,0,0,oil_process,none,89.33,102.52,1.678,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-10-31T06:07:17,38,774.12,774.12,2.301,8.439,3.667,3.05,,,58.87,51.71,,17.67,34.04,45.64,13/11/9,68.0,0.42,34.7,4.6,9.428,20.468,11.041,98.208,77.97,32.699,88.8,64.37,,0.322,0.0614,234.43,0.9863,normal,-0.00274662,0.0234,False,cavitation,none,A_healthy,0.0404,0.0092,1.0,,319.56,162.48,18409.88,15562.32,10115.51,21009.13,particle_filter,2847.56,3281.2,5317.0,0.0116,0.0364,0.1602,1.238,13338.0,0.971,4.714e-05,False,none,none,,,,,,2010-09-20T11:16:53,2011-05-05T10:05:37,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,17550.3,2202.8,35.03,21260.54,15.21,99.929,86.98,3544.7,4.41,6.324,441,False,False,constant,83.61,87.75,38,2,0,0,oil_process,none,80.13,42.08,1.942,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-01T01:58:15,39,793.97,793.97,2.718,10.217,3.759,2.935,,,60.57,49.35,,17.67,31.68,47.73,14/12/10,87.9,0.525,118.3,20.5,8.875,11.251,2.376,93.158,79.21,31.886,90.29,63.38,,0.192,0.0298,87.01,0.9954,normal,0.00129863,0.0,False,cavitation,none,A_healthy,0.0414,0.0043,1.0,,67.15,134.81,18390.03,16235.65,10553.17,21918.13,physics_informed_nn,2154.38,2654.41,5317.0,0.0117,0.0365,0.1605,1.238,13338.0,0.97,4.743e-05,False,none,none,,,,,,2010-10-05T07:47:48,2011-05-30T02:16:29,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,20565.57,2202.8,29.11,21260.54,14.33,99.933,85.954,3544.7,4.41,5.996,441,False,False,constant,77.31,93.3,39,1,0,0,gas_compressed_air,none,45.33,36.0,1.233,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-01T21:49:12,40,813.82,813.82,2.483,7.359,2.964,3.188,,,55.81,48.16,,17.67,30.49,44.16,14/12/10,158.5,0.37,16.6,2.2,9.65,22.055,12.405,93.543,78.37,32.251,89.55,61.41,,0.782,0.0311,8.27,0.9839,normal,-0.00248426,0.061,False,cavitation,none,A_healthy,0.0424,0.0,1.0,,192.82,138.63,18370.18,20363.21,13236.09,27490.34,weibull_regression,-1993.03,2235.65,5317.0,0.0118,0.0367,0.1609,1.238,13338.0,0.9691,4.771e-05,False,none,none,,,,,,2010-12-31T03:25:36,2011-10-24T02:33:04,mixed,False,oem_certified,True,,,,none,none,44055.95,11768873.6,15200.24,2202.8,32.79,21260.54,8.04,99.962,89.917,3544.7,4.41,6.208,441,False,False,constant,57.75,87.9,40,1,0,2,oil_process,particulate_severe,58.59,6.51,3.753,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-02T17:40:09,41,833.67,833.67,2.464,9.805,3.979,2.657,,,66.1,53.05,,17.67,35.39,47.09,13/11/9,114.8,0.544,52.1,13.2,7.14,16.47,9.33,97.974,77.05,32.058,89.7,65.6,,0.285,0.0344,55.69,0.9702,normal,-0.00336275,0.0749,False,cavitation,none,A_healthy,0.0435,0.0,1.0,,343.64,133.67,18350.33,20691.43,13449.43,27933.43,weibull_regression,-2341.1,2859.57,5317.0,0.0118,0.0368,0.1612,1.238,13338.0,0.9682,4.798e-05,False,none,none,,,,,,2011-01-07T19:22:59,2011-11-05T13:22:58,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,20785.45,2202.8,24.84,21260.54,12.83,99.94,82.184,3544.7,4.41,2.695,441,False,False,constant,78.66,91.65,41,2,0,0,gas_compressed_air,none,89.42,80.95,1.357,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-03T13:31:07,42,853.52,853.52,2.607,10.676,4.095,2.692,,,58.85,50.96,,17.67,33.3,46.76,13/11/9,81.6,0.368,24.6,2.6,2.4,18.035,15.635,106.958,77.21,30.797,89.97,62.13,,0.464,0.0269,108.06,0.9894,normal,0.00018457,0.0034,False,cavitation,none,A_healthy,0.0445,0.0008,1.0,,125.39,138.79,18330.48,19357.09,12582.11,26132.07,xgboost_gradient,-1026.61,1061.45,5317.0,0.0119,0.037,0.1616,1.238,13338.0,0.9673,4.825e-05,False,none,none,,,,,,2010-12-11T20:03:45,2011-09-20T03:02:36,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,20408.01,2202.8,39.02,21260.54,5.56,99.974,86.249,3544.7,4.41,6.246,441,False,False,constant,71.72,76.97,42,2,0,0,steam,particulate_severe,73.19,0.93,4.345,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-04T09:22:04,43,873.37,873.37,2.825,8.666,3.067,3.368,,,60.61,49.33,,17.67,31.66,45.3,12/10/8,55.5,0.354,18.9,4.9,1.599,9.211,7.612,96.356,78.36,31.982,90.9,61.2,,0.978,0.1221,5.57,1.0,normal,0.00274662,0.0749,False,cavitation,none,A_healthy,0.0455,0.0198,1.0,,1.3,144.35,18310.63,17190.6,11173.89,23207.32,particle_filter,1120.03,983.15,5317.0,0.0119,0.0371,0.1619,1.238,13338.0,0.9664,4.851e-05,False,none,none,,,,,,2010-10-28T12:40:13,2011-07-06T05:22:54,mixed,False,specialist,False,79.0,,,none,none,44055.95,11768873.6,16835.49,2202.8,42.2,21260.54,8.33,99.961,79.434,3544.7,4.41,7.019,441,False,False,constant,75.24,89.79,43,2,0,0,none,none,79.78,19.91,1.222,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-05T05:13:01,44,893.22,893.22,2.621,8.441,3.22,3.416,,,63.89,57.93,,17.67,40.26,46.98,13/11/9,131.5,0.441,28.7,3.8,7.614,22.208,14.594,95.824,78.2,29.821,89.35,62.61,,0.161,0.0063,60.26,0.9852,normal,-0.00204767,0.0811,False,cavitation,abrasive_wear,A_healthy,0.0466,0.0194,1.0,,196.87,144.93,18290.78,16414.65,10669.52,22159.78,particle_filter,1876.13,1612.99,5317.0,0.012,0.0373,0.1622,1.238,13338.0,0.9654,4.877e-05,False,none,none,,,,,,2010-10-13T04:32:31,2011-06-09T13:40:10,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,19245.81,2202.8,57.65,21260.54,13.73,99.935,87.867,3544.7,4.41,6.343,441,False,False,constant,84.24,73.9,44,0,0,0,oil_process,none,73.83,0.13,0.002,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-06T01:03:59,45,913.07,913.07,2.376,8.991,3.784,3.348,,,61.21,49.18,,17.67,31.51,45.96,13/11/9,54.5,0.355,28.8,4.9,7.618,27.297,19.679,110.78,78.49,32.651,89.16,65.51,,0.682,0.0309,71.42,0.9971,normal,0.00264636,0.0049,False,cavitation,none,A_healthy,0.0476,0.0089,1.0,,92.1,147.56,18270.93,16855.79,10956.26,22755.31,xgboost_gradient,1415.15,1137.84,5317.0,0.012,0.0374,0.1626,1.238,13338.0,0.9645,4.903e-05,False,none,none,,,,,,2010-10-23T04:57:32,2011-06-26T00:29:01,mixed,False,specialist,False,30.0,,,none,none,44055.95,11768873.6,16624.74,2202.8,39.61,21260.54,21.06,99.901,81.14,3544.7,4.41,1.516,441,False,False,constant,72.32,80.51,45,1,0,0,oil_hydraulic,particulate_mild,86.61,86.61,0.182,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-06T20:54:56,46,932.92,932.92,2.639,11.979,4.539,3.208,,,60.37,52.15,,17.67,34.48,48.03,15/13/11,64.0,0.411,18.1,2.4,2.092,5.701,3.609,99.648,78.61,32.095,91.37,63.24,,0.221,0.156,97.54,0.9875,normal,0.00345782,0.05,False,cavitation,none,A_healthy,0.0486,0.026,1.0,,154.9,167.24,18251.08,20527.27,13342.73,27711.82,xgboost_gradient,-2276.19,2577.87,5317.0,0.0121,0.0375,0.1629,1.238,13338.0,0.9635,4.928e-05,False,none,none,,,,,,2011-01-08T12:33:03,2011-11-03T21:05:44,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,17367.12,2202.8,57.63,21260.54,9.98,99.953,81.145,3544.7,4.41,3.32,441,False,False,constant,69.03,94.08,46,3,0,1,steam,none,37.66,1.06,0.945,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-07T16:45:54,47,952.77,952.77,2.636,7.341,2.785,2.854,,,61.15,52.74,,17.67,35.07,46.24,13/11/9,75.6,0.346,56.4,10.0,6.444,20.016,13.572,98.602,79.68,31.447,88.3,63.42,,0.108,0.1203,38.27,0.9903,normal,0.00018305,0.0,False,cavitation,none,A_healthy,0.0497,0.0222,1.0,,280.29,139.59,18231.23,20230.58,13149.88,27311.28,physics_informed_nn,-1999.35,2005.99,5317.0,0.0121,0.0377,0.1632,1.238,13338.0,0.9626,4.953e-05,False,none,none,,,,,,2011-01-03T04:03:18,2011-10-25T04:45:30,mixed,False,journeyman,False,59.0,,,none,none,44055.95,11768873.6,16946.75,2202.8,28.45,21260.54,9.46,99.956,81.054,3544.7,4.41,3.211,441,False,False,constant,76.46,94.29,47,1,0,0,oil_process,none,32.55,85.09,2.717,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-08T12:36:51,48,972.61,972.61,2.448,9.584,3.915,3.06,,,60.15,53.12,,17.67,35.46,43.66,13/11/9,101.3,0.302,21.6,5.7,2.688,18.116,15.428,105.254,79.96,31.127,91.14,61.95,,0.016,0.047,10.51,1.0,normal,0.0,0.004,False,cavitation,none,A_healthy,0.0507,0.0064,1.0,,175.11,145.14,18211.39,20320.25,13208.17,27432.34,xgboost_gradient,-2108.87,1786.12,5317.0,0.0122,0.0378,0.1636,1.238,13338.0,0.9617,4.977e-05,False,none,none,,,,,,2011-01-05T20:44:29,2011-10-29T04:49:50,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,21057.51,2202.8,22.01,21260.54,8.03,99.962,84.479,3544.7,4.41,7.247,441,False,False,constant,94.79,94.29,48,3,0,0,gas_compressed_air,water_ingress,43.15,12.94,0.115,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-09T08:27:48,49,992.46,992.46,2.466,9.95,4.035,3.198,,,63.5,55.69,,17.67,38.02,44.59,12/10/8,160.5,0.329,44.3,8.9,6.419,19.594,13.176,98.378,77.13,32.003,88.98,66.05,,0.21,0.0111,32.36,0.9923,normal,0.00142729,0.0077,False,cavitation,none,A_healthy,0.0517,0.019,1.0,,174.42,155.81,18191.54,19511.08,12682.2,26339.96,xgboost_gradient,-1319.54,1157.03,5317.0,0.0123,0.0379,0.1639,1.238,13338.0,0.9607,5.001e-05,False,none,none,,,,,,2010-12-20T20:00:10,2011-10-01T08:52:49,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,11105.79,2202.8,45.83,21260.54,10.51,99.951,82.458,3544.7,4.41,5.698,441,False,False,constant,86.05,85.66,49,1,0,0,gas_compressed_air,particulate_severe,20.67,58.9,7.575,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-10T04:18:46,50,1012.31,1012.31,2.555,9.174,3.591,2.634,,,55.01,50.39,,17.67,32.72,45.54,15/13/11,61.6,0.464,23.6,3.2,7.282,18.601,11.319,101.467,75.39,29.626,89.34,66.35,,1.399,0.0139,194.12,0.9895,normal,-0.00151679,0.0,False,cavitation,cavitation,A_healthy,0.0528,0.0152,1.0,,283.8,131.85,18171.69,19814.22,12879.24,26749.19,particle_filter,-1642.53,1999.22,5317.0,0.0123,0.0381,0.1642,1.238,13338.0,0.9597,5.025e-05,False,none,none,,,,,,2010-12-27T23:25:13,2011-10-12T22:23:45,mixed,False,master_technician,False,66.0,,,none,none,44055.95,11768873.6,21872.98,2202.8,38.98,21260.54,8.76,99.959,84.904,3544.7,4.41,4.922,441,False,False,constant,74.58,93.94,50,4,0,0,water,particulate_mild,65.57,77.59,2.215,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-11T00:09:43,51,1032.16,1032.16,2.39,9.126,3.818,3.055,,,65.33,54.92,,17.67,37.25,45.43,14/12/10,76.3,0.456,43.2,12.1,7.613,25.0,17.387,98.925,79.05,32.243,88.95,64.36,,0.167,0.0011,84.49,0.9848,normal,-0.00054873,0.0,False,cavitation,none,A_healthy,0.0538,0.0016,1.0,,211.67,128.71,18151.84,16347.97,10626.18,22069.76,xgboost_gradient,1803.87,2071.94,5317.0,0.0124,0.0382,0.1645,1.238,13338.0,0.9588,5.048e-05,False,none,none,,,,,,2010-10-17T14:08:48,2011-06-12T23:56:10,mixed,False,specialist,False,75.0,,,none,none,44055.95,11768873.6,8130.74,2202.8,32.37,21260.54,3.65,99.983,85.279,3544.7,4.41,7.344,441,False,False,constant,80.46,75.78,51,1,0,0,gas_compressed_air,water_ingress,48.26,124.09,1.0,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-11T20:00:40,52,1052.01,1052.01,2.547,7.287,2.861,3.538,,,61.22,56.41,,17.67,38.74,47.71,13/11/9,181.7,0.711,80.5,12.0,2.116,16.022,13.906,93.066,75.54,29.802,90.82,64.84,,0.64,0.0183,32.2,0.9831,normal,-0.00144217,0.0325,False,cavitation,lubrication_starvation,A_healthy,0.0548,0.0016,1.0,,528.05,150.49,18131.99,19332.53,12566.15,26098.92,lstm_sequence,-1200.54,1011.34,5317.0,0.0124,0.0383,0.1648,1.238,13338.0,0.9578,5.071e-05,False,none,none,,,,,,2010-12-19T14:16:36,2011-09-27T12:39:46,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,18918.54,2202.8,43.11,21260.54,18.31,99.914,84.291,3544.7,4.41,1.129,441,False,False,constant,89.48,88.11,52,2,0,0,oil_process,particulate_severe,43.07,58.5,0.867,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-12T15:51:38,53,1071.86,1071.86,2.646,8.559,3.234,2.582,,,61.17,52.96,,17.67,35.29,45.07,14/12/10,124.0,0.364,18.4,4.5,5.246,14.501,9.255,104.773,77.2,30.044,90.96,63.74,,1.853,0.202,18.77,0.9992,normal,-0.00015282,0.03,False,cavitation,none,A_healthy,0.0559,0.0171,1.0,,103.01,159.55,18112.14,19063.22,12391.1,25735.35,xgboost_gradient,-951.09,833.55,5317.0,0.0125,0.0385,0.1651,1.238,13338.0,0.9569,5.094e-05,False,none,none,,,,,,2010-12-14T19:28:22,2011-09-18T19:36:05,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,16646.33,2202.8,28.02,21260.54,27.29,99.872,84.648,3544.7,4.41,1.029,441,False,False,constant,80.09,88.86,53,4,0,0,oil_hydraulic,particulate_mild,80.68,6.76,0.817,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-13T11:42:35,54,1091.71,1091.71,2.319,6.954,2.999,3.255,,,60.98,52.15,,17.67,34.48,46.09,14/12/10,73.1,0.329,27.1,5.7,5.597,8.888,3.29,104.343,79.56,31.542,89.71,62.26,,0.746,0.0668,1.33,0.9911,normal,-0.00023869,0.0498,False,cavitation,none,A_healthy,0.0569,0.0085,1.0,,131.05,167.72,18092.29,16977.79,11035.56,22920.01,physics_informed_nn,1114.5,1406.07,5317.0,0.0125,0.0386,0.1654,1.238,13338.0,0.9559,5.116e-05,False,none,none,,,,,,2010-11-02T04:36:14,2011-07-07T18:49:47,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,17011.76,2202.8,43.2,21260.54,12.8,99.94,85.069,3544.7,4.41,5.06,441,False,False,constant,76.06,71.81,54,1,0,0,oil_process,particulate_severe,86.75,4.51,3.731,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-14T07:33:33,55,1111.56,1111.56,2.369,8.151,3.44,3.119,,,60.23,53.95,,17.67,36.28,42.52,15/13/11,66.0,0.563,38.5,5.6,4.787,22.302,17.515,104.867,79.16,32.144,91.34,67.25,,0.123,0.1063,72.94,0.9945,normal,0.00100782,0.0389,False,cavitation,none,A_healthy,0.0579,0.0127,1.0,,258.54,149.73,18072.44,21014.35,13659.33,28369.37,particle_filter,-2941.91,2383.59,5317.0,0.0126,0.0387,0.1658,1.238,13338.0,0.9549,5.138e-05,False,none,none,,,,,,2011-01-26T02:44:01,2011-11-28T13:45:21,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,16136.18,2202.8,53.54,21260.54,15.78,99.926,81.734,3544.7,4.41,2.362,441,False,False,constant,71.24,100.3,55,3,0,0,oil_hydraulic,particulate_severe,81.53,23.28,1.503,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-15T03:24:30,56,1131.41,1131.41,2.761,9.96,3.607,3.136,,,59.88,52.59,,17.67,34.92,48.28,14/12/10,103.0,0.622,20.3,3.9,8.533,11.133,2.6,93.785,78.35,32.365,90.73,61.38,,0.799,0.0894,101.81,0.9817,normal,-0.00061702,0.0665,False,cavitation,abrasive_wear,A_healthy,0.059,0.0173,1.0,,252.37,156.19,18052.59,20215.01,13139.75,27290.26,xgboost_gradient,-2162.42,1789.03,5317.0,0.0126,0.0388,0.1661,1.238,13338.0,0.9539,5.16e-05,False,none,none,,,,,,2011-01-10T06:54:43,2011-11-01T02:09:52,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,10295.23,2202.8,51.24,21260.54,7.23,99.966,85.905,3544.7,4.41,3.362,441,False,False,constant,73.77,80.08,56,2,0,0,gas_compressed_air,none,40.43,54.52,0.657,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-15T23:15:27,57,1151.26,1151.26,2.496,10.108,4.05,2.84,,,62.72,49.75,,17.67,32.08,45.21,14/12/10,113.3,0.371,56.4,7.3,6.504,25.094,18.59,102.049,78.01,32.67,89.14,65.64,,0.325,0.0227,45.04,0.9813,normal,-0.00035787,0.0215,False,cavitation,none,A_healthy,0.06,0.0115,1.0,,201.4,160.36,18032.74,19487.47,12666.86,26308.09,weibull_regression,-1454.73,1592.21,5317.0,0.0126,0.039,0.1664,1.238,13338.0,0.953,5.181e-05,False,none,none,,,,,,2010-12-26T22:59:35,2011-10-07T03:36:28,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,19732.49,2202.8,34.45,21260.54,28.49,99.866,87.701,3544.7,4.41,4.945,441,False,False,constant,69.35,86.79,57,3,0,0,steam,chemical_contamination,30.88,32.94,1.497,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-16T19:06:25,58,1171.11,1171.11,2.464,6.832,2.773,2.972,,,58.34,48.61,,17.67,30.94,46.24,15/13/11,98.9,0.326,21.4,2.6,4.522,8.776,4.254,104.089,77.37,32.336,90.02,62.09,,0.381,0.11,36.09,0.9945,normal,-0.00093833,0.0,False,cavitation,cavitation,A_healthy,0.061,0.0225,1.0,,761.68,144.23,18012.89,20096.2,13062.53,27129.87,xgboost_gradient,-2083.31,1732.3,5317.0,0.0127,0.0391,0.1667,1.238,13338.0,0.952,5.202e-05,False,none,none,,,,,,2011-01-09T11:12:31,2011-10-29T12:52:47,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,16732.96,2202.8,50.1,21260.54,13.34,99.937,84.226,3544.7,4.41,3.726,441,False,False,constant,67.8,85.2,58,3,0,0,none,water_ingress,75.77,78.77,7.609,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-17T14:57:22,59,1190.96,1190.96,2.413,6.805,2.82,2.59,,,56.21,53.66,,17.67,35.99,44.97,14/12/10,164.1,0.543,23.3,4.0,4.008,6.271,2.264,94.461,78.8,32.301,88.97,61.74,,0.97,0.0002,181.38,0.9806,normal,-0.00210923,0.0,False,cavitation,none,A_healthy,0.0621,0.0155,1.0,,217.34,140.71,17993.04,20099.28,13064.53,27134.03,lstm_sequence,-2106.24,2699.09,5317.0,0.0127,0.0392,0.167,1.238,13338.0,0.951,5.223e-05,False,none,none,,,,,,2011-01-10T08:35:45,2011-10-30T11:20:37,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,19992.37,2202.8,39.14,21260.54,10.49,99.951,86.417,3544.7,4.41,7.978,441,False,False,constant,84.78,99.02,59,2,1,0,oil_process,none,65.57,45.06,0.403,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-18T10:48:19,61,1210.81,1210.81,2.339,7.32,3.129,2.961,,,57.13,53.1,,17.67,35.43,46.55,13/11/9,69.3,0.772,34.1,3.7,7.472,18.966,11.494,106.073,76.79,30.573,88.51,65.16,,0.463,0.1545,28.82,0.9807,normal,-0.00277354,0.0079,False,cavitation,none,A_healthy,0.0631,0.0145,1.0,,248.83,155.53,17973.19,16479.26,10711.52,22247.0,particle_filter,1493.93,1361.39,5317.0,0.0128,0.0393,0.1673,1.238,13338.0,0.95,5.244e-05,False,none,none,,,,,,2010-10-27T18:26:10,2011-06-25T02:10:39,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,11877.91,2202.8,31.48,21260.54,8.06,99.962,80.723,3544.7,4.41,5.412,441,False,False,constant,80.01,74.65,61,1,0,0,oil_process,particulate_mild,85.16,41.24,2.776,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-19T06:39:17,62,1230.65,1230.65,2.573,7.437,2.891,2.979,,,62.79,51.08,,17.67,33.41,46.47,14/12/10,95.8,0.448,38.1,8.2,2.435,15.404,12.969,98.688,77.45,29.907,90.25,65.59,,0.272,0.0236,36.34,0.9789,normal,-0.00055887,0.052,False,cavitation,none,A_healthy,0.0642,0.0155,1.0,,311.21,158.56,17953.35,16579.78,10776.86,22382.7,xgboost_gradient,1373.57,1397.22,5317.0,0.0128,0.0394,0.1675,1.238,13338.0,0.949,5.264e-05,False,none,none,,,,,,2010-10-30T16:32:38,2011-06-29T11:27:59,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,19962.32,2202.8,30.29,21260.54,21.86,99.897,87.412,3544.7,4.41,4.746,441,False,False,constant,75.57,91.98,62,3,0,0,gas_compressed_air,chemical_contamination,42.96,32.55,3.0,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-20T02:30:14,63,1250.5,1250.5,2.27,5.935,2.614,2.874,,,57.54,57.06,,17.67,39.39,45.32,13/11/9,91.2,0.329,64.5,16.3,6.543,9.438,2.895,103.002,78.64,30.801,91.63,63.33,,0.158,0.1022,39.36,0.9897,normal,0.00168946,0.0248,False,cavitation,cavitation,A_healthy,0.0652,0.0198,1.0,,139.95,147.67,17933.5,16169.95,10510.47,21829.43,physics_informed_nn,1763.55,1793.56,5317.0,0.0129,0.0395,0.1678,1.238,13338.0,0.948,5.284e-05,False,none,none,,,,,,2010-10-22T23:28:44,2011-06-15T18:57:41,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,14507.07,2202.8,25.04,21260.54,15.07,99.929,90.648,3544.7,4.41,6.255,441,False,False,constant,94.78,95.49,63,3,0,0,steam,particulate_mild,20.96,80.9,1.978,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-20T22:21:12,64,1270.35,1270.35,2.268,7.266,3.204,2.58,,,64.19,47.14,,17.67,29.47,45.51,14/12/10,160.9,0.357,31.0,6.2,7.266,10.69,3.424,95.409,78.31,31.302,89.77,62.73,,0.855,0.1066,242.37,1.0,normal,0.00109115,0.0,False,cavitation,none,A_healthy,0.0662,0.015,1.0,,12.68,136.18,17913.65,14747.39,9585.8,19908.97,particle_filter,3166.26,2800.16,5317.0,0.0129,0.0397,0.1681,1.238,13338.0,0.947,5.304e-05,False,none,none,,,,,,2010-09-24T04:02:51,2011-04-27T05:38:00,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,8941.23,2202.8,56.77,21260.54,7.67,99.964,83.277,3544.7,4.41,7.732,441,False,False,constant,73.87,95.49,64,4,0,0,steam,none,52.46,0.67,1.971,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-21T18:12:09,65,1290.2,1290.2,2.552,8.583,3.363,2.994,,,58.89,49.04,,17.67,31.37,47.18,13/11/9,182.3,0.422,27.8,5.9,5.579,19.373,13.794,99.026,77.7,32.069,88.01,67.63,,0.517,0.1607,44.15,1.0,normal,0.00388602,0.0233,False,cavitation,none,A_healthy,0.0673,0.0276,1.0,,14.89,148.78,17893.8,20997.15,13648.15,28346.16,xgboost_gradient,-3103.36,2569.04,5317.0,0.013,0.0398,0.1684,1.238,13338.0,0.946,5.323e-05,False,none,none,,,,,,2011-02-02T04:46:46,2011-12-05T09:46:59,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,17568.83,2202.8,39.75,21260.54,3.75,99.982,85.655,3544.7,4.41,2.16,441,False,False,constant,66.99,87.92,65,4,0,0,water,none,30.05,115.41,2.579,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-22T14:03:06,66,1310.05,1310.05,2.418,10.87,4.495,2.756,,,62.64,55.4,,17.67,37.73,47.88,14/12/10,91.3,0.47,51.3,7.7,7.794,25.553,17.759,93.532,77.24,31.085,88.56,63.88,,0.429,0.0844,43.01,0.9892,normal,0.00171347,0.0719,False,cavitation,none,A_healthy,0.0683,0.018,1.0,,526.75,147.46,17873.95,20234.43,13152.38,27316.48,weibull_regression,-2360.48,2562.39,5317.0,0.013,0.0399,0.1687,1.238,13338.0,0.945,5.343e-05,False,none,none,,,,,,2011-01-18T03:16:00,2011-11-09T05:19:02,mixed,False,journeyman,False,11.0,,,none,none,44055.95,11768873.6,14278.29,2202.8,51.94,21260.54,23.01,99.892,84.153,3544.7,4.41,6.894,441,False,False,constant,79.54,85.75,66,2,0,0,water,chemical_contamination,77.87,22.79,7.564,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-23T09:54:04,67,1329.9,1329.9,2.816,12.801,4.547,3.159,,,59.58,45.27,,17.67,27.6,43.87,13/11/9,59.9,0.366,21.1,3.8,7.741,21.26,13.519,97.711,77.99,31.315,91.12,68.24,,0.163,0.0832,361.5,0.9881,normal,0.00184917,0.0,False,cavitation,none,A_healthy,0.0693,0.0174,1.0,,133.79,137.62,17854.1,21435.97,13933.38,28938.55,particle_filter,-3581.87,3567.88,5317.0,0.013,0.04,0.169,1.238,13338.0,0.944,5.362e-05,False,none,none,,,,,,2011-02-12T23:53:02,2011-12-22T14:28:18,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,8792.77,2202.8,51.14,21260.54,9.54,99.955,83.68,3544.7,4.41,1.895,441,False,False,constant,62.27,82.8,67,4,0,0,steam,none,33.84,4.56,0.81,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-24T05:45:01,68,1349.75,1349.75,2.587,9.025,3.489,2.992,,,65.24,55.9,,17.67,38.23,44.76,15/13/11,149.4,0.373,35.2,4.4,6.606,22.969,16.362,91.042,77.52,31.283,90.52,65.44,,0.445,0.0716,71.54,0.9814,normal,-0.00167297,0.0,False,cavitation,none,A_healthy,0.0704,0.0211,1.0,,276.96,147.99,17834.25,21896.51,14232.73,29560.29,physics_informed_nn,-4062.26,4576.1,5317.0,0.0131,0.0401,0.1693,1.238,13338.0,0.943,5.381e-05,False,none,none,,,,,,2011-02-23T10:00:20,2012-01-08T17:47:04,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,8895.21,2202.8,43.31,21260.54,16.61,99.922,83.643,3544.7,4.41,4.21,441,False,False,constant,90.55,79.81,68,3,0,0,oil_hydraulic,particulate_mild,83.68,42.05,2.931,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-25T01:35:58,69,1369.6,1369.6,2.508,9.719,3.875,2.657,,,59.7,51.0,,17.67,33.33,45.78,14/12/10,54.9,0.322,31.9,4.0,7.073,14.365,7.292,105.409,78.49,30.287,88.91,63.43,,0.26,0.0419,20.08,0.9972,normal,-0.00056545,0.0,False,cavitation,none,A_healthy,0.0714,0.0245,1.0,,180.87,166.7,17814.4,19419.14,12622.44,26215.84,weibull_regression,-1604.74,1599.5,5317.0,0.0131,0.0402,0.1695,1.238,13338.0,0.942,5.4e-05,False,none,none,,,,,,2011-01-03T15:10:12,2011-10-13T19:52:10,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,13330.67,2202.8,59.93,21260.54,13.82,99.935,87.582,3544.7,4.41,2.782,441,False,False,constant,72.89,77.6,69,4,0,1,none,none,32.31,2.13,0.257,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-25T21:26:56,70,1389.45,1389.45,2.463,10.202,4.142,3.043,,,60.8,54.27,,17.67,36.61,44.1,13/11/9,97.4,0.382,54.1,9.8,5.485,20.015,14.529,95.508,78.69,30.529,90.31,65.02,,0.993,0.0009,98.26,0.9893,normal,-0.00213964,0.0,False,cavitation,electrical_pitting,A_healthy,0.0724,0.0314,1.0,,115.1,151.07,17794.55,19562.59,12715.69,26409.5,physics_informed_nn,-1768.04,1534.87,5317.0,0.0132,0.0403,0.1698,1.238,13338.0,0.941,5.418e-05,False,none,none,,,,,,2011-01-07T10:44:44,2011-10-19T17:39:11,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,9756.63,2202.8,46.22,21260.54,34.15,99.84,84.432,3544.7,4.41,7.766,441,False,False,constant,79.14,91.31,70,3,0,0,steam,none,79.9,8.05,0.91,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-26T17:17:53,71,1409.3,1409.3,2.274,10.028,4.41,2.903,,,60.61,52.19,,17.67,34.52,46.88,14/12/10,106.2,0.524,34.2,9.5,3.015,20.188,17.173,102.905,78.68,30.151,90.87,63.87,,0.507,0.0975,120.5,0.9857,normal,-0.00071434,0.0382,False,cavitation,none,A_healthy,0.0735,0.0085,1.0,,215.85,156.29,17774.7,14349.41,9327.12,19371.71,particle_filter,3425.29,3066.92,5317.0,0.0132,0.0404,0.1701,1.238,13338.0,0.94,5.437e-05,False,none,none,,,,,,2010-09-21T16:00:15,2011-04-18T22:17:54,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,19425.79,2202.8,21.63,21260.54,7.24,99.966,85.498,3544.7,4.41,4.358,441,False,False,constant,76.36,82.07,71,4,0,0,oil_hydraulic,particulate_mild,34.38,60.36,1.611,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-27T13:08:51,72,1429.15,1429.15,2.595,9.322,3.593,2.923,,,61.22,49.47,,17.67,31.8,46.22,14/12/10,142.1,0.444,31.2,6.2,2.197,18.231,16.034,97.11,78.11,29.846,90.19,66.49,,0.73,0.1107,288.19,0.9716,normal,-0.00331295,0.0222,False,cavitation,none,A_healthy,0.0745,0.0186,1.0,,327.7,141.91,17754.85,19501.59,12676.03,26327.15,weibull_regression,-1746.74,2177.12,5317.0,0.0133,0.0405,0.1704,1.238,13338.0,0.939,5.455e-05,False,none,none,,,,,,2011-01-07T19:56:35,2011-10-19T05:30:01,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,19919.72,2202.8,49.78,21260.54,13.56,99.936,84.174,3544.7,4.41,1.845,441,False,False,constant,77.93,101.11,72,3,0,0,oil_hydraulic,chemical_contamination,25.74,0.11,2.26,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-28T08:59:48,73,1449.0,1449.0,2.507,7.701,3.071,3.003,,,55.37,49.99,,17.67,32.32,46.83,14/12/10,82.3,0.442,26.8,6.1,1.682,14.552,12.87,101.685,78.97,31.371,88.99,64.1,,0.735,0.002,34.4,0.982,normal,0.00012109,0.0,False,cavitation,none,A_healthy,0.0755,0.0302,1.0,,200.56,126.76,17735.0,16004.48,10402.91,21606.05,physics_informed_nn,1730.52,2013.52,5317.0,0.0133,0.0406,0.1706,1.238,13338.0,0.938,5.473e-05,False,none,none,,,,,,2010-10-27T19:14:11,2011-06-18T04:48:14,mixed,False,oem_certified,True,,,,none,none,44055.95,11768873.6,9574.14,2202.8,35.42,21260.54,9.5,99.955,87.403,3544.7,4.41,5.266,441,False,False,constant,64.59,82.2,73,2,0,0,oil_hydraulic,none,45.37,34.84,0.325,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-29T04:50:45,74,1468.85,1468.85,2.512,10.914,4.344,2.998,,,54.84,54.5,,17.67,36.83,46.69,13/11/9,107.7,0.421,72.7,10.6,3.728,15.383,11.655,100.164,75.54,30.629,88.73,62.6,,0.85,0.0485,22.03,0.9859,normal,-0.00226047,0.0168,False,cavitation,abrasive_wear,A_healthy,0.0766,0.0432,1.0,,220.45,143.76,17715.15,14537.03,9449.07,19624.98,lstm_sequence,3178.13,3868.89,5317.0,0.0133,0.0407,0.1709,1.238,13338.0,0.9369,5.49e-05,False,none,none,,,,,,2010-09-28T01:21:32,2011-04-28T01:19:04,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,9204.31,2202.8,45.94,21260.54,11.6,99.945,81.684,3544.7,4.41,3.952,441,False,False,constant,74.17,79.73,74,5,0,0,oil_process,particulate_severe,86.52,46.29,0.215,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-30T00:41:43,75,1488.7,1488.7,2.445,8.96,3.665,3.276,,,57.33,60.01,,17.67,42.35,45.34,15/13/11,88.3,0.441,65.2,16.9,3.789,5.891,2.102,97.697,78.69,31.537,88.79,65.32,,1.111,0.0251,23.28,0.9772,normal,-0.0024191,0.0137,False,cavitation,none,A_healthy,0.0776,0.0303,1.0,,389.81,153.65,17695.3,14453.89,9395.03,19512.75,xgboost_gradient,3241.41,4089.31,5317.0,0.0134,0.0408,0.1712,1.238,13338.0,0.9359,5.508e-05,False,none,none,,,,,,2010-09-27T03:38:26,2011-04-25T22:30:08,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,18577.4,2202.8,56.52,21260.54,15.32,99.928,81.389,3544.7,4.41,1.565,441,False,False,constant,97.92,74.5,75,2,0,0,none,none,58.63,109.93,0.675,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-11-30T20:32:40,76,1508.54,1508.54,2.42,7.28,3.008,3.197,,,53.99,52.2,,17.67,34.53,45.47,13/11/9,91.3,0.365,35.2,9.7,2.523,3.586,1.063,101.081,75.86,29.685,88.25,67.67,,0.315,0.0605,108.11,0.9739,normal,-0.00234409,0.0384,False,cavitation,none,A_healthy,0.0786,0.0302,1.0,,261.94,149.86,17675.46,20572.49,13372.12,27772.86,lstm_sequence,-2897.03,2411.44,5317.0,0.0134,0.041,0.1714,1.238,13338.0,0.9349,5.525e-05,False,none,none,,,,,,2011-02-02T10:47:17,2011-11-29T11:09:32,mixed,False,journeyman,False,36.0,,,none,none,44055.95,11768873.6,14945.96,2202.8,45.91,21260.54,8.79,99.959,80.221,3544.7,4.41,6.235,441,False,False,constant,72.67,94.93,76,4,1,0,steam,none,48.51,31.3,0.958,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-01T16:23:37,77,1528.39,1528.39,2.591,8.63,3.331,2.637,,,61.1,52.43,,17.67,34.77,44.47,14/12/10,124.8,0.459,23.8,3.3,1.397,10.516,9.119,92.546,75.41,30.05,89.13,63.07,,1.217,0.0124,256.8,0.9869,normal,0.00306023,0.0,False,cavitation,none,A_healthy,0.0797,0.0209,1.0,,250.92,144.05,17655.61,14502.7,9426.75,19578.64,weibull_regression,3152.91,3808.63,5317.0,0.0135,0.0411,0.1717,1.238,13338.0,0.9339,5.543e-05,False,none,none,,,,,,2010-09-29T19:44:37,2011-04-29T07:41:18,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,17927.36,2202.8,41.79,21260.54,10.27,99.952,81.76,3544.7,4.41,5.24,441,False,False,constant,76.64,86.28,77,5,0,0,oil_process,none,57.0,31.99,0.806,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-02T12:14:35,78,1548.24,1548.24,2.319,9.456,4.077,2.984,,,60.2,51.39,,17.67,33.72,46.19,14/12/10,116.9,0.498,32.6,4.4,9.146,20.87,11.724,103.992,75.47,31.643,90.21,61.68,,0.654,0.024,5.63,0.9873,normal,0.00107346,0.0425,False,cavitation,none,A_healthy,0.0807,0.0259,1.0,,424.94,161.69,17635.76,15256.41,9916.66,20596.15,weibull_regression,2379.35,2412.96,5317.0,0.0135,0.0412,0.172,1.238,13338.0,0.9328,5.56e-05,False,none,none,,,,,,2010-10-16T08:26:47,2011-05-26T20:11:20,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,9689.19,2202.8,37.37,21260.54,22.1,99.896,85.432,3544.7,4.41,2.348,441,False,False,constant,82.02,73.93,78,5,1,0,oil_hydraulic,none,64.66,57.9,0.314,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-03T08:05:32,79,1568.09,1568.09,2.677,10.734,4.009,3.416,,,63.09,55.8,,17.67,38.13,48.41,13/11/9,71.8,0.357,25.8,6.8,7.738,25.977,18.239,95.162,77.17,30.299,88.72,68.0,,2.365,0.0284,161.11,0.9818,normal,-0.00082361,0.0226,False,cavitation,none,A_healthy,0.0817,0.018,1.0,,187.11,148.63,17615.91,18796.56,12217.76,25375.35,physics_informed_nn,-1180.65,946.99,5317.0,0.0135,0.0413,0.1722,1.238,13338.0,0.9318,5.576e-05,False,none,none,,,,,,2010-12-29T22:22:15,2011-09-30T01:09:58,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,7673.4,2202.8,42.43,21260.54,14.59,99.931,89.138,3544.7,4.41,6.862,441,False,False,constant,92.41,75.83,79,5,0,0,none,none,84.91,11.84,0.986,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-04T03:56:30,80,1587.94,1587.94,2.335,5.926,2.538,2.778,,,59.69,50.53,,17.67,32.86,47.58,13/11/9,192.7,0.371,34.5,5.9,7.572,25.137,17.565,104.59,78.78,31.774,88.84,64.05,,0.318,0.0163,58.93,0.9871,normal,0.001971,0.0,False,cavitation,none,A_healthy,0.0828,0.0145,1.0,,157.89,149.11,17596.06,19061.91,12390.24,25733.58,kalman_filter,-1465.85,1852.35,5317.0,0.0136,0.0414,0.1725,1.238,13338.0,0.9308,5.593e-05,False,none,none,,,,,,2011-01-05T06:53:51,2011-10-10T06:34:00,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,11635.29,2202.8,24.68,21260.54,10.66,99.95,87.939,3544.7,4.41,4.091,441,False,False,constant,70.32,82.79,80,4,0,0,water,particulate_mild,86.29,59.03,0.825,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-04T23:47:27,81,1607.79,1607.79,2.776,10.376,3.738,3.77,,,61.88,53.79,,17.67,36.12,46.85,13/11/9,155.3,0.456,24.3,3.9,4.568,15.246,10.678,98.536,80.24,33.395,89.71,63.94,,0.29,0.0031,156.66,0.9852,normal,0.00225373,0.0451,False,cavitation,none,A_healthy,0.0838,0.0234,1.0,,234.24,140.93,17576.21,18411.3,11967.35,24855.26,lstm_sequence,-835.09,776.65,5317.0,0.0136,0.0415,0.1727,1.238,13338.0,0.9297,5.61e-05,False,none,none,,,,,,2010-12-23T13:26:34,2011-09-18T01:23:57,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,14852.93,2202.8,48.47,21260.54,10.37,99.951,84.467,3544.7,4.41,6.938,441,False,False,constant,75.44,87.37,81,2,0,1,oil_hydraulic,particulate_mild,48.14,52.54,1.342,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-05T19:38:24,82,1627.64,1627.64,2.474,7.676,3.103,3.21,,,55.94,52.91,,17.67,35.24,44.13,14/12/10,111.9,0.412,31.8,6.7,6.115,18.02,11.906,104.596,77.62,31.075,90.61,64.65,,0.344,0.0436,252.85,0.9848,normal,-0.00042259,0.0469,False,cavitation,none,A_healthy,0.0848,0.0333,1.0,,170.08,135.13,17556.36,20738.4,13479.96,27996.83,lstm_sequence,-3182.04,2728.65,5317.0,0.0136,0.0416,0.173,1.238,13338.0,0.9287,5.626e-05,False,none,none,,,,,,2011-02-10T20:50:17,2011-12-10T07:16:36,mixed,False,journeyman,False,58.0,,,none,none,44055.95,11768873.6,10411.58,2202.8,36.95,21260.54,11.32,99.947,83.252,3544.7,4.41,4.089,441,False,False,constant,78.48,81.31,82,4,0,0,steam,particulate_mild,71.21,72.71,0.803,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-06T15:29:22,83,1647.49,1647.49,2.761,6.991,2.532,3.33,,,63.14,52.15,,17.67,34.48,46.29,14/12/10,123.1,0.456,82.9,10.7,3.022,21.941,18.92,102.024,78.16,30.8,90.13,64.85,,1.533,0.0226,17.34,0.973,normal,-0.00285832,0.0,False,cavitation,none,A_healthy,0.0859,0.0205,1.0,,505.89,144.04,17536.51,21001.51,13650.98,28352.04,lstm_sequence,-3465.0,3894.54,5317.0,0.0137,0.0416,0.1733,1.238,13338.0,0.9277,5.642e-05,False,none,none,,,,,,2011-02-17T04:14:42,2011-12-20T10:46:27,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,7397.1,2202.8,35.37,21260.54,16.63,99.922,88.359,3544.7,4.41,2.545,441,False,False,constant,78.13,97.89,83,2,2,0,gas_compressed_air,none,85.29,12.77,1.887,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-07T11:20:19,84,1667.34,1667.34,2.371,10.199,4.301,3.062,,,59.85,52.14,,17.67,34.47,47.28,13/11/9,91.2,0.396,34.0,7.1,5.731,14.136,8.405,94.255,78.18,31.133,89.03,67.22,,0.55,0.0185,73.2,0.9889,normal,0.00142802,0.0522,False,cavitation,none,A_healthy,0.0869,0.0202,1.0,,273.17,152.62,17516.66,19629.27,12759.03,26499.52,physics_informed_nn,-2112.61,1780.44,5317.0,0.0137,0.0417,0.1735,1.238,13338.0,0.9266,5.658e-05,False,none,none,,,,,,2011-01-20T09:58:30,2011-11-02T16:13:13,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,8987.09,2202.8,54.34,21260.54,18.06,99.915,84.856,3544.7,4.41,4.251,441,False,False,constant,68.04,81.48,84,6,0,0,gas_compressed_air,none,74.96,2.36,1.983,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-08T07:11:16,85,1687.19,1687.19,2.798,7.455,2.664,3.147,,,61.6,56.81,,17.67,39.14,45.07,13/11/9,158.0,0.658,24.8,3.1,1.752,19.153,17.401,104.793,77.98,31.719,88.82,64.95,,0.279,0.0575,1.89,0.9877,normal,0.00012062,0.0123,False,cavitation,corrosion_fatigue,A_healthy,0.0879,0.0214,1.0,,168.39,153.79,17496.81,18375.46,11944.05,24806.87,particle_filter,-878.65,772.53,5317.0,0.0137,0.0418,0.1738,1.238,13338.0,0.9256,5.674e-05,False,none,none,,,,,,2010-12-26T02:55:03,2011-09-20T02:19:42,mixed,False,master_technician,False,60.0,,,none,none,44055.95,11768873.6,11046.69,2202.8,31.91,21260.54,17.75,99.917,81.009,3544.7,4.41,5.283,441,False,False,constant,88.89,75.85,85,3,0,1,oil_hydraulic,none,70.6,187.08,1.134,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-09T03:02:14,86,1707.04,1707.04,2.292,7.426,3.239,3.145,,,58.76,49.7,,17.67,32.03,44.71,13/11/9,68.8,0.879,31.9,4.5,9.978,18.016,8.038,98.279,78.69,32.312,91.59,64.93,,0.218,0.1296,66.88,0.9893,normal,0.00081156,0.0412,False,cavitation,none,A_healthy,0.089,0.0205,1.0,,114.82,157.33,17476.96,19520.99,12688.64,26353.33,physics_informed_nn,-2044.02,2623.96,5317.0,0.0138,0.0419,0.174,1.238,13338.0,0.9245,5.69e-05,False,none,none,,,,,,2011-01-19T19:31:51,2011-10-31T11:52:36,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,11133.09,2202.8,45.92,21260.54,18.99,99.911,91.619,3544.7,4.41,6.388,441,False,False,constant,66.95,97.61,86,2,0,0,steam,chemical_contamination,69.04,27.16,1.083,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-09T22:53:11,87,1726.89,1726.89,2.627,8.111,3.087,3.153,,,58.45,50.77,,17.67,33.1,43.66,14/12/10,78.9,0.318,23.0,5.1,4.146,10.184,6.038,91.489,77.88,31.089,88.99,63.24,,0.99,0.0069,47.4,0.9996,normal,0.00297744,0.0092,False,cavitation,imbalance_induced,A_healthy,0.09,0.0299,1.0,,131.55,136.73,17457.11,19430.52,12629.84,26231.2,physics_informed_nn,-1973.4,2066.84,5317.0,0.0138,0.042,0.1743,1.238,13338.0,0.9235,5.706e-05,False,none,none,,,,,,2011-01-18T18:08:44,2011-10-29T02:49:36,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,11721.39,2202.8,20.39,21260.54,8.93,99.958,82.594,3544.7,4.41,5.632,441,False,False,constant,74.96,67.31,87,2,0,1,oil_hydraulic,none,71.35,46.9,0.534,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-10T18:44:09,88,1746.74,1746.74,2.557,11.01,4.306,3.004,,,66.48,51.76,,17.67,34.09,47.59,14/12/10,131.5,0.347,28.5,3.4,3.452,20.935,17.483,95.577,77.61,30.121,88.84,68.07,,1.485,0.04,158.05,0.9832,normal,0.00202993,0.041,False,cavitation,none,A_healthy,0.0911,0.0276,1.0,,235.74,139.37,17437.26,20161.5,13104.97,27218.02,particle_filter,-2724.23,2453.7,5317.0,0.0139,0.0421,0.1745,1.238,13338.0,0.9224,5.721e-05,False,none,none,,,,,,2011-02-03T19:29:06,2011-11-24T20:00:35,mixed,False,apprentice,True,,,,none,none,44055.95,11768873.6,17539.49,2202.8,52.85,21260.54,16.01,99.925,79.986,3544.7,4.41,3.313,441,False,False,constant,77.57,82.28,88,4,0,0,oil_process,none,81.02,7.21,5.487,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-11T14:35:06,89,1766.59,1766.59,2.276,9.35,4.108,3.394,,,65.36,49.6,,17.67,31.93,46.95,13/11/9,77.7,0.301,27.9,5.9,1.514,14.743,13.229,103.869,78.8,30.095,90.48,62.51,,1.444,0.0263,43.0,0.9999,normal,0.00220084,0.0,False,cavitation,none,A_healthy,0.0921,0.0262,1.0,,33.31,122.01,17417.41,14508.26,9430.37,19586.14,lstm_sequence,2909.16,3335.43,5317.0,0.0139,0.0422,0.1748,1.238,13338.0,0.9214,5.737e-05,False,none,none,,,,,,2010-10-09T20:42:45,2011-05-09T10:36:06,mixed,False,master_technician,True,,,,none,none,44055.95,11768873.6,11491.96,2202.8,50.31,21260.54,4.76,99.978,84.934,3544.7,4.41,5.305,441,False,False,constant,65.74,79.28,89,3,0,1,none,none,23.43,172.17,0.996,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-12T10:26:03,90,1786.43,1786.43,2.29,6.968,3.042,2.571,,,61.47,49.8,,17.67,32.13,47.59,14/12/10,107.1,0.477,55.5,12.7,4.364,24.098,19.734,90.592,78.15,32.234,88.9,67.73,,0.26,0.0197,27.22,0.9729,normal,-0.00295472,0.0001,False,cavitation,none,A_healthy,0.0931,0.0299,1.0,,333.01,138.12,17397.57,19465.23,12652.4,26278.06,kalman_filter,-2067.67,2237.9,5317.0,0.0139,0.0423,0.175,1.238,13338.0,0.9203,5.752e-05,False,none,none,,,,,,2011-01-21T23:03:00,2011-11-01T19:52:52,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,21261.99,2202.8,39.74,21260.54,18.2,99.914,84.269,3544.7,4.41,6.675,441,False,False,constant,72.1,81.77,90,7,1,0,steam,particulate_severe,54.61,95.32,2.284,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-13T06:17:01,91,1806.28,1806.28,2.463,7.752,3.147,2.454,,,59.44,48.49,,17.67,30.82,46.58,14/12/10,76.9,0.334,41.9,9.2,2.49,14.691,12.202,101.286,78.17,32.654,88.85,69.09,,0.105,0.0651,36.45,0.9921,normal,0.00056897,0.0,False,cavitation,overload,A_healthy,0.0942,0.0285,1.0,,119.55,155.42,17377.72,18330.32,11914.71,24745.94,lstm_sequence,-952.61,830.93,5317.0,0.014,0.0424,0.1752,1.238,13338.0,0.9193,5.767e-05,False,none,none,,,,,,2010-12-30T03:26:45,2011-09-23T11:03:34,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,10180.86,2202.8,48.56,21260.54,13.33,99.937,77.705,3544.7,4.41,4.23,441,False,False,constant,77.42,86.92,91,1,0,4,none,none,56.66,22.95,5.016,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-14T02:07:58,92,1826.13,1826.13,2.278,8.566,3.76,3.203,,,57.33,54.63,,17.67,36.97,43.43,14/12/10,131.7,0.385,154.7,40.2,3.584,10.854,7.269,96.092,79.04,32.404,91.19,64.46,,0.338,0.0115,55.41,0.9882,normal,-0.00228407,0.0594,False,cavitation,none,A_healthy,0.0952,0.0269,1.0,,244.04,159.56,17357.87,14732.37,9576.04,19888.7,lstm_sequence,2625.5,2451.24,5317.0,0.014,0.0425,0.1755,1.238,13338.0,0.9182,5.782e-05,False,none,none,,,,,,2010-10-17T00:19:01,2011-05-19T20:38:46,mixed,False,oem_certified,True,,,,none,none,44055.95,11768873.6,12776.94,2202.8,45.3,21260.54,7.87,99.963,82.109,3544.7,4.41,3.548,441,False,False,constant,76.08,78.27,92,4,0,0,gas_compressed_air,none,84.32,24.53,0.904,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-14T21:58:55,93,1845.98,1845.98,2.394,7.512,3.138,2.894,,,62.44,53.98,,17.67,36.32,44.78,14/12/10,122.5,0.586,44.3,6.4,6.219,24.782,18.563,97.521,79.4,31.727,88.0,67.84,,0.757,0.0002,112.28,0.9668,normal,-0.00327869,0.0638,False,cavitation,none,A_healthy,0.0962,0.017,1.0,,650.46,155.67,17338.02,19545.83,12704.79,26386.87,weibull_regression,-2207.81,2457.42,5317.0,0.014,0.0426,0.1757,1.238,13338.0,0.9172,5.797e-05,False,none,none,,,,,,2011-01-26T02:53:43,2011-11-07T03:56:05,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,21219.02,2202.8,31.28,21260.54,17.82,99.916,87.439,3544.7,4.41,1.525,441,False,False,constant,79.6,70.82,93,5,0,0,oil_hydraulic,particulate_severe,24.75,19.52,1.117,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-15T17:49:53,94,1865.83,1865.83,2.414,10.197,4.223,2.516,,,62.38,53.81,,17.67,36.14,46.05,13/11/9,68.5,0.686,35.0,5.8,3.969,12.199,8.23,98.7,77.43,30.455,90.39,61.14,,1.064,0.1496,3.54,0.994,normal,-0.00117153,0.0138,False,cavitation,none,A_healthy,0.0973,0.0343,1.0,,65.94,141.73,17318.17,15493.88,10071.02,20916.74,particle_filter,1824.29,2072.77,5317.0,0.0141,0.0427,0.176,1.238,13338.0,0.9161,5.812e-05,False,none,none,,,,,,2010-11-03T12:46:15,2011-06-17T11:37:42,mixed,False,specialist,False,69.0,,,none,none,44055.95,11768873.6,17096.55,2202.8,54.19,21260.54,32.82,99.846,87.759,3544.7,4.41,7.451,441,False,False,constant,76.86,78.85,94,7,0,0,oil_process,chemical_contamination,82.03,132.22,0.147,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-16T13:40:50,95,1885.68,1885.68,2.401,7.438,3.098,3.191,,,57.78,58.47,,17.67,40.8,44.19,15/13/11,120.0,0.41,33.5,3.8,9.623,27.144,17.52,100.913,77.33,32.297,90.58,65.25,,0.205,0.0415,188.32,0.9818,normal,0.00177244,0.0282,False,cavitation,none,A_healthy,0.0983,0.0391,1.0,,392.71,152.95,17298.32,15917.99,10346.69,21489.28,weibull_regression,1380.33,1742.58,5317.0,0.0141,0.0428,0.1762,1.238,13338.0,0.9151,5.827e-05,False,none,none,,,,,,2010-11-13T04:40:29,2011-07-03T07:58:15,mixed,False,oem_certified,True,,,,none,none,44055.95,11768873.6,16243.86,2202.8,34.45,21260.54,16.48,99.923,80.903,3544.7,4.41,4.116,441,False,False,constant,87.04,94.44,95,7,0,1,oil_process,none,59.87,61.18,4.545,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-17T09:31:48,96,1905.53,1905.53,2.523,9.102,3.608,2.964,,,60.48,58.62,,17.67,40.95,46.22,14/12/10,170.3,0.442,63.1,6.9,3.153,18.794,15.641,103.39,80.07,32.206,88.29,64.55,,1.003,0.0318,27.24,0.9555,normal,-0.00731718,0.0455,False,cavitation,none,A_healthy,0.0993,0.0272,1.0,,576.17,147.67,17278.47,14195.84,9227.29,19164.38,physics_informed_nn,3082.63,3205.5,5317.0,0.0141,0.0428,0.1764,1.238,13338.0,0.914,5.841e-05,False,none,none,,,,,,2010-10-09T03:26:53,2011-05-04T03:59:26,mixed,False,oem_certified,True,,,,none,none,44055.95,11768873.6,7291.33,2202.8,45.97,21260.54,10.1,99.953,78.917,3544.7,4.41,3.086,441,False,False,constant,80.33,84.62,96,6,0,0,none,none,44.49,3.96,0.51,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-18T05:22:45,97,1925.38,1925.38,2.231,8.45,3.788,2.939,,,64.0,51.89,,17.67,34.22,45.34,14/12/10,210.0,0.703,39.4,4.3,1.675,18.785,17.11,105.033,77.29,30.043,89.71,66.98,,0.418,0.0045,134.85,0.9807,normal,-0.00149829,0.0507,False,cavitation,none,A_healthy,0.1004,0.0085,1.0,,326.24,156.63,17258.62,19492.19,12669.92,26314.46,physics_informed_nn,-2233.57,2621.91,5317.0,0.0142,0.0429,0.1767,1.238,13338.0,0.913,5.856e-05,False,none,none,,,,,,2011-01-28T07:28:25,2011-11-08T13:44:23,mixed,False,specialist,True,,,,none,none,44055.95,11768873.6,6785.01,2202.8,56.34,21260.54,22.43,99.895,89.249,3544.7,4.41,6.62,441,False,False,constant,75.16,85.16,97,5,0,0,oil_process,none,28.58,6.84,2.501,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-19T01:13:42,98,1945.23,1945.23,2.606,8.521,3.269,3.451,,,53.11,54.18,,17.67,36.51,43.18,14/12/10,81.0,0.462,26.9,2.9,5.065,11.281,6.215,95.621,78.38,32.674,89.67,67.78,,0.045,0.0651,5.9,1.0,normal,0.00663943,0.0296,False,cavitation,none,A_healthy,0.1014,0.017,1.0,,28.47,129.46,17238.77,19478.31,12660.9,26295.72,physics_informed_nn,-2239.54,2658.89,5317.0,0.0142,0.043,0.1769,1.238,13338.0,0.9119,5.87e-05,False,none,none,,,,,,2011-01-28T20:23:00,2011-11-08T21:47:31,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,9468.94,2202.8,38.46,21260.54,21.0,99.901,81.816,3544.7,4.41,6.124,441,False,False,constant,86.19,89.16,98,7,0,0,none,particulate_mild,49.69,19.73,1.266,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-19T21:04:40,99,1965.08,1965.08,2.673,8.094,3.028,2.96,,,60.94,51.44,,17.67,33.77,44.81,13/11/9,114.9,0.472,45.2,5.1,5.339,19.372,14.032,98.636,79.06,32.133,90.0,63.99,,1.182,0.0637,73.25,0.9783,normal,-0.003138,0.011,False,cavitation,none,A_healthy,0.1024,0.0288,1.0,,258.08,154.9,17218.92,18501.11,12025.72,24976.5,weibull_regression,-1282.19,1054.75,5317.0,0.0142,0.0431,0.1771,1.238,13338.0,0.9108,5.884e-05,False,none,none,,,,,,2011-01-09T07:38:00,2011-10-06T03:01:20,mixed,False,journeyman,False,31.0,,,none,none,44055.95,11768873.6,10371.34,2202.8,44.42,21260.54,12.46,99.941,81.251,3544.7,4.41,1.196,441,False,False,constant,79.83,80.01,99,4,0,0,water,particulate_mild,68.45,24.8,6.225,,,standard
ASSET-000044,pump_centrifugal,low,Delta Reliability Systems,MDL-7023-B,2009-09-29,19184.0,1450.0,77.71993120196862,indoor_controlled,rail_transport,FAC-243,LINE-R,active_standby,2009-12-20T16:55:37,100,1984.93,1984.93,2.402,6.679,2.781,2.876,,,58.7,52.1,,17.67,34.43,44.15,13/11/9,82.4,0.42,47.2,9.3,8.776,26.959,18.183,100.835,75.97,29.227,88.83,67.84,,2.18,0.0113,0.12,0.9832,normal,0.00028929,0.0,False,cavitation,none,A_healthy,0.1035,0.0329,1.0,,437.93,150.1,17199.07,18564.71,12067.06,25062.36,particle_filter,-1365.64,1097.12,5317.0,0.0143,0.0432,0.1774,1.238,13338.0,0.9098,5.898e-05,False,none,none,,,,,,2011-01-11T11:16:58,2011-10-09T04:55:54,mixed,False,journeyman,True,,,,none,none,44055.95,11768873.6,10394.87,2202.8,49.06,21260.54,10.44,99.951,85.443,3544.7,4.41,4.79,441,False,False,constant,82.06,91.42,100,3,0,1,oil_process,none,74.44,12.52,1.848,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-27T03:39:51,1,3.66,3.66,1.998,7.948,3.977,2.651,,,59.04,59.26,,28.65,30.62,48.3,15/13/11,69.4,0.442,15.0,1.6,5.444,11.706,6.263,97.596,85.45,33.863,89.19,62.69,,0.18,0.0586,81.63,1.0,normal,0.0,0.0086,False,contamination,none,A_healthy,0.0002,0.0058,1.0,,296.47,144.18,22943.34,19870.03,12915.52,26824.55,physics_informed_nn,3073.3,3218.93,4312.0,0.0,0.0003,0.0079,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-14T02:40:53,2005-08-30T21:11:36,mixed,False,specialist,False,38.0,,,none,none,394252.83,5485524.59,114007.22,19712.64,38.09,30746.35,18.75,99.939,87.974,2874.8,1.08,6.288,108,False,False,peak_demand,67.57,94.44,1,0,0,0,gas_compressed_air,none,65.63,8.39,0.002,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-27T07:19:43,2,7.33,7.33,1.958,7.782,3.974,3.063,,,64.05,64.33,,28.65,35.68,47.45,14/12/10,89.3,0.337,13.9,2.2,1.98,19.841,17.861,97.262,86.75,34.065,90.07,66.3,,0.084,0.0148,5.03,0.9984,normal,-0.00080554,0.0,False,contamination,none,A_healthy,0.0003,0.0034,1.0,,177.43,142.71,22939.67,25041.93,16277.25,33806.6,lstm_sequence,-2102.26,2223.67,4312.0,0.0,0.0003,0.0079,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-02T00:17:33,2006-03-02T04:58:01,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,179458.74,19712.64,34.11,30746.35,6.26,99.98,86.491,2874.8,1.08,4.316,108,False,False,peak_demand,71.74,90.53,2,0,0,0,gas_compressed_air,particulate_severe,86.1,4.11,1.409,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-27T10:59:35,2,10.99,10.99,1.807,4.664,2.581,3.011,,,63.13,67.45,,28.65,38.81,47.01,15/13/11,74.1,0.426,15.5,3.7,4.318,17.76,13.442,98.046,86.14,35.5,89.51,63.88,,0.512,0.0142,113.01,1.0,normal,0.0,0.013,False,contamination,none,A_healthy,0.0005,0.0133,1.0,,82.53,142.75,22936.01,19462.51,12650.63,26274.39,physics_informed_nn,3473.5,2965.48,4312.0,0.0,0.0003,0.0079,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-05T22:14:51,2005-08-16T18:07:32,mixed,False,apprentice,False,14.0,,,none,none,394252.83,5485524.59,136964.25,19712.64,32.27,30746.35,60.41,99.804,84.102,2874.8,1.08,4.446,108,False,False,peak_demand,97.51,103.73,2,0,0,0,oil_process,none,32.88,169.94,1.691,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-27T14:39:27,4,14.66,14.66,1.961,8.284,4.224,3.109,,,59.43,68.74,,28.65,40.09,43.53,13/11/9,97.2,0.484,41.7,6.9,9.821,18.787,8.966,99.152,88.21,33.979,89.82,62.74,,0.432,0.0267,69.0,0.9817,normal,-0.00457213,0.059,False,contamination,none,A_healthy,0.0006,0.0,1.0,,248.55,164.09,22932.34,26366.33,17138.12,35594.55,lstm_sequence,-3433.99,3909.16,4312.0,0.0,0.0003,0.008,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-29T21:49:23,2006-04-18T10:02:20,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,153707.44,19712.64,21.78,30746.35,9.2,99.97,85.316,2874.8,1.08,1.46,108,False,False,peak_demand,97.21,90.53,4,0,0,0,steam,particulate_mild,55.78,102.17,2.249,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-27T18:19:19,5,18.32,18.32,1.793,5.22,2.912,3.429,,,62.06,66.1,,28.65,37.46,45.6,14/12/10,96.9,0.396,14.1,3.0,1.001,16.95,15.949,93.261,86.76,35.604,90.64,64.67,,0.915,0.0564,80.59,0.9867,normal,-0.00265644,0.0351,False,contamination,none,A_healthy,0.0008,0.0,1.0,,170.17,154.32,22928.68,27249.01,17711.86,36786.17,xgboost_gradient,-4320.34,4639.35,4312.0,0.0,0.0003,0.008,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-17T10:49:45,2006-05-19T19:59:03,mixed,False,specialist,False,45.0,,,none,none,394252.83,5485524.59,135941.36,19712.64,37.11,30746.35,11.28,99.963,87.127,2874.8,1.08,5.274,108,False,False,peak_demand,92.3,78.51,5,0,0,0,oil_process,particulate_mild,71.52,3.07,3.968,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-27T21:59:11,6,21.99,21.99,2.15,9.627,4.479,3.24,,,59.58,65.7,,28.65,37.05,46.51,13/11/9,77.7,0.415,8.9,1.5,3.67,18.292,14.623,100.228,85.4,35.802,90.41,63.78,,0.363,0.1073,119.17,0.9919,normal,-0.00161345,0.0616,False,contamination,none,A_healthy,0.001,0.0049,1.0,,122.36,158.76,22925.01,27221.28,17693.83,36748.72,lstm_sequence,-4296.26,4161.47,4312.0,0.0,0.0003,0.008,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-17T00:37:29,2006-05-19T00:04:18,mixed,False,specialist,False,17.0,,,none,none,394252.83,5485524.59,120968.48,19712.64,28.75,30746.35,9.96,99.968,87.306,2874.8,1.08,3.604,108,False,False,peak_demand,93.58,88.27,6,0,0,0,oil_hydraulic,none,51.9,38.73,3.218,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T01:39:03,7,25.65,25.65,2.071,5.894,2.846,3.527,,,62.42,63.57,,28.65,34.92,44.68,14/12/10,114.5,0.324,15.7,3.8,4.51,15.66,11.15,96.547,87.62,35.194,90.99,66.94,,0.028,0.1088,192.63,1.0,normal,0.00032222,0.0223,False,contamination,none,A_healthy,0.0011,0.0,1.0,,56.98,132.98,22921.35,19990.04,12993.53,26986.56,lstm_sequence,2931.3,2594.13,4312.0,0.0,0.0003,0.008,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-17T12:40:23,2005-09-05T01:11:19,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,110614.33,19712.64,29.82,30746.35,2.73,99.99,82.961,2874.8,1.08,2.769,108,False,False,peak_demand,74.83,86.58,7,0,0,0,water,particulate_mild,61.35,90.32,0.907,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T05:18:55,8,29.32,29.32,1.772,6.195,3.496,3.135,,,57.42,66.68,,28.65,38.03,43.01,14/12/10,56.3,0.322,29.6,6.2,1.433,19.325,17.892,105.967,87.44,34.052,91.25,63.68,,1.921,0.0412,139.21,0.9949,normal,-0.00102997,0.0,False,contamination,none,A_healthy,0.0013,0.0111,1.0,,157.14,162.75,22917.68,20604.73,13393.07,27816.38,xgboost_gradient,2312.96,2037.4,4312.0,0.0,0.0003,0.0081,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-30T11:40:45,2005-09-26T23:20:01,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,143909.97,19712.64,39.99,30746.35,8.92,99.971,86.906,2874.8,1.08,1.029,108,False,False,peak_demand,97.06,72.78,8,0,0,0,none,none,30.26,28.9,0.35,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T08:58:47,9,32.98,32.98,2.026,8.355,4.123,2.712,,,60.3,62.8,,28.65,34.15,43.5,14/12/10,68.7,0.434,15.4,2.3,1.001,17.633,16.632,107.623,87.23,35.9,88.79,65.04,,0.831,0.1319,92.69,1.0,normal,0.0036577,0.0,False,contamination,none,A_healthy,0.0014,0.0071,1.0,,21.79,143.19,22914.02,24777.43,16105.33,33449.53,lstm_sequence,-1863.41,2018.91,4312.0,0.0,0.0003,0.0081,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-25T13:41:41,2006-02-21T21:47:42,mixed,False,master_technician,False,45.0,,,none,none,394252.83,5485524.59,107551.5,19712.64,47.37,30746.35,22.95,99.925,82.856,2874.8,1.08,6.934,108,False,False,peak_demand,74.72,76.87,9,0,0,0,oil_process,particulate_severe,69.56,50.79,0.124,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T12:38:39,10,36.64,36.64,2.009,6.206,3.088,2.773,,,63.13,69.12,,28.65,40.47,43.42,14/12/10,84.0,0.399,13.2,2.1,1.684,17.027,15.344,95.519,85.1,35.613,89.13,62.17,,0.314,0.0336,89.58,0.9868,normal,2.357e-05,0.0063,False,contamination,none,A_healthy,0.0016,0.0135,1.0,,153.17,154.6,22910.36,27570.68,17920.94,37220.42,lstm_sequence,-4660.33,5691.33,4312.0,0.0,0.0004,0.0081,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-24T21:59:09,2006-05-31T23:43:30,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,72114.36,19712.64,35.76,30746.35,25.43,99.917,85.662,2874.8,1.08,3.726,108,False,False,peak_demand,87.64,90.28,10,0,0,0,oil_process,particulate_mild,71.97,613.06,0.439,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T16:18:31,11,40.31,40.31,1.829,6.722,3.674,3.007,,,57.66,60.19,,28.65,31.55,47.45,14/12/10,52.3,0.461,20.4,5.9,6.701,11.746,5.046,104.639,86.98,33.435,91.02,65.02,,0.566,0.0298,33.37,1.0,normal,0.00161345,0.0228,False,contamination,none,A_healthy,0.0018,0.0,1.0,,174.58,162.71,22906.69,28359.01,18433.36,38284.66,physics_informed_nn,-5452.32,6902.46,4312.0,0.0,0.0004,0.0081,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-05-11T11:48:45,2006-06-29T01:27:56,mixed,False,master_technician,False,80.0,,,none,none,394252.83,5485524.59,69647.02,19712.64,44.94,30746.35,26.57,99.914,84.855,2874.8,1.08,1.947,108,False,False,peak_demand,81.87,70.69,11,0,0,0,oil_hydraulic,particulate_severe,89.92,125.2,1.024,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T19:58:23,12,43.97,43.97,2.075,6.622,3.191,3.023,,,58.38,62.63,,28.65,33.98,47.59,14/12/10,60.8,0.485,24.0,6.5,9.313,28.213,18.899,94.216,87.95,36.225,88.52,63.21,,0.148,0.0093,125.43,0.9938,normal,-0.00123948,0.0218,False,contamination,none,A_healthy,0.0019,0.0,1.0,,147.25,140.98,22903.03,21338.74,13870.18,28807.3,physics_informed_nn,1564.28,1872.64,4312.0,0.0,0.0004,0.0082,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-16T09:20:42,2005-10-23T13:54:19,mixed,False,master_technician,False,52.0,,,none,none,394252.83,5485524.59,179801.06,19712.64,29.93,30746.35,8.16,99.973,83.265,2874.8,1.08,3.546,108,False,False,peak_demand,84.93,100.87,12,0,0,0,gas_compressed_air,particulate_mild,49.31,7.5,0.872,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-28T23:38:15,13,47.64,47.64,1.713,7.058,4.12,3.169,,,57.19,73.29,,28.65,44.65,43.79,14/12/10,79.1,0.326,9.7,1.4,3.977,8.921,4.944,100.577,87.5,36.745,89.51,65.27,,0.427,0.108,13.57,1.0,normal,0.00102997,0.1042,False,contamination,none,A_healthy,0.0021,0.0,1.0,,108.92,147.0,22899.36,21183.33,13769.16,28597.5,physics_informed_nn,1716.03,1454.33,4312.0,0.0,0.0004,0.0082,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-13T07:18:09,2005-10-18T05:28:05,mixed,False,journeyman,False,19.0,,,none,none,394252.83,5485524.59,87513.37,19712.64,43.18,30746.35,10.72,99.965,84.981,2874.8,1.08,5.941,108,False,False,peak_demand,116.06,82.21,13,0,0,0,steam,particulate_mild,38.62,113.0,1.981,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-29T03:18:06,14,51.3,51.3,2.097,9.013,4.297,2.734,,,56.97,68.87,,28.65,40.22,45.36,13/11/9,92.7,0.603,5.8,0.8,1.75,15.378,13.628,93.419,85.44,34.628,91.54,63.71,,0.676,0.0282,99.49,0.9979,normal,-0.00042568,0.0239,False,contamination,lubrication_starvation,A_healthy,0.0022,0.0151,1.0,,148.5,154.68,22895.7,26218.22,17041.84,35394.6,particle_filter,-3322.52,3248.36,4312.0,0.0,0.0004,0.0082,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-28T08:24:47,2006-04-14T16:47:27,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,86556.65,19712.64,22.63,30746.35,10.1,99.967,85.385,2874.8,1.08,2.367,108,False,False,peak_demand,91.87,72.76,14,0,0,0,oil_hydraulic,particulate_mild,42.18,42.42,3.338,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-29T06:57:58,15,54.97,54.97,1.993,5.704,2.862,3.186,,,59.25,63.03,,28.65,34.38,44.39,13/11/9,138.1,0.52,26.3,4.2,8.459,22.327,13.867,98.637,85.21,34.202,91.49,66.13,,0.016,0.0218,518.98,1.0,normal,0.00263286,0.015,False,contamination,none,A_healthy,0.0024,0.0106,1.0,,7.57,139.64,22892.03,23863.05,15510.98,32215.12,lstm_sequence,-971.02,914.71,4312.0,0.0,0.0004,0.0082,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-07T10:29:27,2006-01-21T10:33:28,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,157778.09,19712.64,24.46,30746.35,13.52,99.956,86.525,2874.8,1.08,5.686,108,False,False,peak_demand,84.73,96.51,15,0,0,0,water,particulate_mild,53.84,65.39,1.057,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-29T10:37:50,16,58.63,58.63,2.504,7.48,2.987,3.437,,,60.39,68.15,,28.65,39.51,43.72,14/12/10,97.5,0.385,36.8,9.1,7.65,17.345,9.695,93.036,89.34,36.504,88.59,66.8,,0.545,0.1425,64.01,0.9888,normal,-0.00223383,0.0,False,contamination,none,A_healthy,0.0026,0.0123,1.0,,163.07,150.53,22888.37,27308.25,17750.36,36866.14,particle_filter,-4419.88,4962.17,4312.0,0.0,0.0004,0.0082,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-20T08:45:20,2006-05-23T14:38:34,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,91991.44,19712.64,49.07,30746.35,12.27,99.96,88.564,2874.8,1.08,6.98,108,False,False,peak_demand,90.06,75.84,16,0,0,0,oil_hydraulic,none,28.07,159.92,0.009,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-29T14:17:42,17,62.3,62.3,2.154,9.68,4.495,3.006,,,57.41,61.63,,28.65,32.99,48.73,14/12/10,164.9,0.33,28.2,7.1,6.755,25.864,19.11,96.369,87.11,33.263,90.03,63.73,,1.306,0.0167,211.81,0.993,normal,-0.00015135,0.002,False,contamination,none,A_healthy,0.0027,0.0041,1.0,,129.12,155.71,22884.7,19637.92,12764.65,26511.2,particle_filter,3246.78,3417.88,4312.0,0.0,0.0004,0.0083,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-11T17:15:25,2005-08-25T02:31:48,mixed,False,master_technician,False,40.0,,,none,none,394252.83,5485524.59,113731.82,19712.64,23.85,30746.35,9.23,99.97,84.347,2874.8,1.08,5.046,108,False,False,peak_demand,85.15,90.55,17,0,0,0,oil_hydraulic,chemical_contamination,39.52,14.43,0.584,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-29T17:57:34,18,65.96,65.96,2.46,9.112,3.703,3.373,,,59.73,64.46,,28.65,35.82,45.33,14/12/10,135.6,0.465,15.1,3.0,3.197,9.009,5.813,104.39,86.62,34.814,89.91,64.12,,0.343,0.0016,281.49,0.9949,normal,-0.00102773,0.0,False,contamination,none,A_healthy,0.0029,0.0,1.0,,66.97,157.3,22881.04,26044.02,16928.62,35159.43,lstm_sequence,-3162.98,4055.05,4312.0,0.0,0.0004,0.0083,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-25T07:58:16,2006-04-09T03:22:45,mixed,False,journeyman,False,76.0,,,none,none,394252.83,5485524.59,152313.57,19712.64,41.06,30746.35,13.88,99.955,87.154,2874.8,1.08,2.16,108,False,False,peak_demand,81.09,78.44,18,0,0,0,water,none,21.58,31.34,0.476,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-29T21:37:26,19,69.62,69.62,1.955,8.498,4.346,3.018,,,62.42,65.55,,28.65,36.9,47.68,14/12/10,102.6,0.325,12.9,1.6,4.687,18.234,13.547,94.176,86.03,34.401,88.95,68.22,,0.005,0.0767,33.17,1.0,normal,0.00042568,0.0147,False,contamination,none,A_healthy,0.003,0.0022,1.0,,25.8,143.72,22877.38,21087.14,13706.64,28467.64,kalman_filter,1790.23,1929.84,4312.0,0.0,0.0004,0.0083,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-12T05:11:45,2005-10-15T17:41:46,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,71822.38,19712.64,33.4,30746.35,36.87,99.88,83.63,2874.8,1.08,5.912,108,False,False,peak_demand,90.76,82.91,19,0,0,0,water,none,59.99,161.92,1.496,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T01:17:18,20,73.29,73.29,1.917,5.879,3.068,2.773,,,57.86,63.35,,28.65,34.7,46.12,13/11/9,61.3,0.326,8.1,2.3,1.551,19.27,17.718,97.414,86.37,34.977,90.26,66.35,,0.494,0.023,41.32,1.0,normal,0.0,0.0328,False,contamination,none,A_healthy,0.0032,0.0017,1.0,,39.36,147.98,22873.71,24852.4,16154.06,33550.74,particle_filter,-1978.69,2459.28,4312.0,0.0,0.0004,0.0083,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-28T19:29:25,2006-02-26T05:49:53,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,92230.48,19712.64,59.38,30746.35,12.01,99.961,85.088,2874.8,1.08,2.798,108,False,False,peak_demand,85.3,76.52,20,0,0,0,gas_compressed_air,chemical_contamination,48.16,75.76,4.183,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T04:57:10,21,76.95,76.95,2.022,6.627,3.277,2.746,,,58.73,71.75,,28.65,43.1,47.1,13/11/9,52.1,0.377,48.4,8.2,2.051,7.77,5.719,95.977,86.66,33.266,91.77,63.53,,0.083,0.0166,85.8,1.0,normal,0.00223383,0.0197,False,contamination,none,A_healthy,0.0034,0.0,1.0,,34.2,160.99,22870.05,25032.62,16271.2,33794.04,kalman_filter,-2162.57,1949.39,4312.0,0.0,0.0004,0.0084,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-04T17:15:48,2006-03-04T18:40:51,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,186007.61,19712.64,26.62,30746.35,11.86,99.961,86.626,2874.8,1.08,5.329,108,False,False,peak_demand,93.75,76.0,21,0,0,0,steam,chemical_contamination,45.92,6.15,1.425,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T08:37:02,22,80.62,80.62,2.22,6.052,2.727,3.161,,,58.73,71.64,,28.65,43.0,44.62,13/11/9,121.1,0.459,8.0,1.7,3.083,15.709,12.626,97.163,86.94,36.14,90.42,67.75,,0.247,0.042,236.95,0.9933,normal,4.385e-05,0.055,False,contamination,corrosion_fatigue,A_healthy,0.0035,0.005,1.0,,128.72,148.58,22866.38,21424.81,13926.12,28923.49,physics_informed_nn,1441.58,1679.87,4312.0,0.0,0.0004,0.0084,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-19T17:01:15,2005-10-28T03:42:13,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,164851.89,19712.64,48.85,30746.35,14.12,99.954,82.679,2874.8,1.08,6.827,108,False,False,peak_demand,100.31,80.85,22,0,0,0,oil_process,none,51.12,40.88,1.539,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T12:16:54,23,84.28,84.28,1.996,8.082,4.05,3.068,,,61.69,63.61,,28.65,34.97,46.09,12/10/8,146.2,0.348,35.7,10.1,2.78,18.092,15.313,96.235,86.24,33.863,90.05,65.87,,0.199,0.0551,11.63,1.0,normal,0.00102773,0.0496,False,contamination,erosion,A_healthy,0.0037,0.0,1.0,,51.11,148.17,22862.72,20006.2,13004.03,27008.37,particle_filter,2856.52,2669.66,4312.0,0.0,0.0004,0.0084,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-20T07:22:58,2005-09-08T01:33:14,mixed,False,master_technician,False,43.0,,,none,none,394252.83,5485524.59,122378.72,19712.64,57.94,30746.35,7.57,99.975,85.523,2874.8,1.08,2.874,108,False,False,peak_demand,81.42,98.35,23,0,0,0,oil_process,chemical_contamination,29.61,50.61,5.564,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T15:56:46,24,87.95,87.95,1.97,8.388,4.258,3.311,,,59.94,60.61,,28.65,31.96,47.8,14/12/10,78.1,0.334,13.0,3.7,4.558,17.234,12.677,104.897,86.78,36.184,90.99,65.37,,0.277,0.0065,58.02,0.9973,normal,-0.00054191,0.0307,False,contamination,none,A_healthy,0.0038,0.0,1.0,,146.26,140.05,22859.05,21048.21,13681.34,28415.09,xgboost_gradient,1810.84,2147.19,4312.0,0.0,0.0004,0.0084,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-12T04:03:08,2005-10-15T02:55:36,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,107939.26,19712.64,39.61,30746.35,25.46,99.917,81.874,2874.8,1.08,7.432,108,False,False,peak_demand,82.14,76.91,24,0,0,0,oil_process,none,40.95,73.07,0.876,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T19:36:38,25,91.61,91.61,1.964,7.199,3.665,3.368,,,58.69,65.06,,28.65,36.41,46.42,14/12/10,86.4,0.33,7.5,1.8,4.607,15.044,10.437,88.71,86.51,34.496,90.89,65.64,,0.25,0.0338,125.38,1.0,normal,0.0,0.055,False,contamination,none,A_healthy,0.004,0.0,1.0,,252.31,158.2,22855.39,26626.12,17306.98,35945.27,particle_filter,-3770.74,4803.45,4312.0,0.0001,0.0004,0.0085,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-07T12:40:22,2006-04-30T19:48:58,mixed,False,master_technician,False,61.0,,,none,none,394252.83,5485524.59,194342.99,19712.64,27.57,30746.35,18.35,99.94,91.898,2874.8,1.08,7.079,108,False,False,peak_demand,82.05,74.87,25,0,0,0,oil_hydraulic,none,36.83,57.06,0.472,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-09-30T23:16:30,26,95.28,95.28,1.85,6.296,3.403,2.841,,,65.22,68.61,,28.65,39.97,45.28,13/11/9,207.7,0.31,14.1,2.0,9.667,17.946,8.278,99.847,85.08,34.468,88.55,68.58,,0.501,0.0644,65.33,0.9978,normal,-0.00044891,0.0523,False,contamination,none,A_healthy,0.0042,0.0088,1.0,,207.12,159.54,22851.72,17681.43,11492.93,23869.94,xgboost_gradient,5170.29,4314.72,4312.0,0.0001,0.0004,0.0085,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-10-03T07:59:31,2005-06-18T04:29:39,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,185338.28,19712.64,43.46,30746.35,11.8,99.962,88.136,2874.8,1.08,1.863,108,False,False,peak_demand,88.98,71.51,26,0,0,0,gas_compressed_air,none,72.21,29.66,1.263,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-01T02:56:21,27,98.94,98.94,2.068,9.263,4.479,3.694,,,60.83,63.57,,28.65,34.93,45.45,13/11/9,147.7,0.342,17.8,5.1,1.851,5.412,3.56,93.059,85.68,34.454,91.19,66.15,,0.764,0.0171,4.42,1.0,normal,0.00134699,0.0007,False,contamination,none,A_healthy,0.0043,0.0091,1.0,,143.44,158.51,22848.06,26729.32,17374.06,36084.59,xgboost_gradient,-3881.26,4834.35,4312.0,0.0001,0.0004,0.0085,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-09T23:36:05,2006-05-04T18:51:54,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,175924.32,19712.64,28.26,30746.35,14.47,99.953,86.005,2874.8,1.08,4.627,108,False,False,peak_demand,84.06,80.49,27,0,0,0,oil_process,none,89.46,7.77,2.288,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-01T06:36:13,28,102.6,102.6,2.048,7.936,3.876,3.14,,,57.55,64.57,,28.65,35.92,47.86,13/11/9,175.1,0.42,33.7,6.5,7.635,22.218,14.583,108.8,86.55,33.033,90.62,66.81,,0.129,0.0269,336.06,1.0,normal,0.0,0.0008,False,contamination,none,A_healthy,0.0045,0.0,1.0,,75.83,134.91,22844.4,21318.94,13857.31,28780.58,xgboost_gradient,1525.45,1725.22,4312.0,0.0001,0.0004,0.0085,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-18T10:04:33,2005-10-25T07:42:24,mixed,False,specialist,False,56.0,,,none,none,394252.83,5485524.59,111826.8,19712.64,43.08,30746.35,16.18,99.947,82.733,2874.8,1.08,1.704,108,False,False,peak_demand,81.34,84.15,28,0,0,0,steam,particulate_mild,54.72,7.0,2.707,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-01T10:16:05,29,106.27,106.27,1.943,6.162,3.172,2.367,,,60.21,63.64,,28.65,34.99,46.63,13/11/9,83.4,0.35,38.7,5.6,8.972,14.944,5.972,96.253,85.15,34.245,90.36,65.2,,0.142,0.0134,72.76,1.0,normal,0.00054191,0.0618,False,contamination,none,A_healthy,0.0046,0.0,1.0,,41.42,138.43,22840.73,24721.44,16068.94,33373.95,lstm_sequence,-1880.71,2362.5,4312.0,0.0001,0.0004,0.0085,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-27T10:59:26,2006-02-22T23:29:47,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,113944.04,19712.64,53.7,30746.35,12.17,99.96,80.623,2874.8,1.08,7.954,108,False,False,peak_demand,73.58,102.23,29,0,0,0,oil_hydraulic,chemical_contamination,89.73,54.84,4.42,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-01T13:55:57,30,109.93,109.93,1.841,6.763,3.672,2.82,,,57.93,65.7,,28.65,37.05,44.98,13/11/9,104.9,0.448,8.8,1.5,4.388,17.286,12.898,100.169,86.98,35.928,88.61,66.1,,0.153,0.0588,4.8,0.9937,normal,-0.00125417,0.0698,False,contamination,none,A_healthy,0.0048,0.0,1.0,,104.3,144.72,22837.07,19533.1,12696.51,26369.68,kalman_filter,3303.97,2867.24,4312.0,0.0001,0.0004,0.0086,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-11T12:28:51,2005-08-23T09:03:53,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,148142.44,19712.64,51.59,30746.35,12.22,99.96,83.774,2874.8,1.08,7.105,108,False,False,peak_demand,88.26,81.09,30,0,0,0,oil_hydraulic,particulate_severe,32.82,5.24,0.683,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-01T17:35:49,31,113.6,113.6,1.648,4.637,2.813,3.086,,,58.52,63.33,,28.65,34.69,46.34,13/11/9,101.7,0.388,13.2,2.0,6.346,18.536,12.19,107.666,86.92,36.271,90.73,67.53,,1.044,0.1512,46.52,0.9906,normal,-0.00142861,0.0158,False,contamination,corrosion_fatigue,A_healthy,0.005,0.0,1.0,,131.54,154.04,22833.4,20693.44,13450.74,27936.15,xgboost_gradient,2139.96,1888.8,4312.0,0.0001,0.0004,0.0086,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-05T20:19:04,2005-10-03T15:01:21,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,61125.35,19712.64,59.21,30746.35,14.43,99.953,89.439,2874.8,1.08,6.806,108,False,False,peak_demand,70.72,79.75,31,0,0,0,oil_hydraulic,water_ingress,60.87,29.14,2.391,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-01T21:15:41,32,117.26,117.26,2.067,6.514,3.151,3.099,,,56.49,62.95,,28.65,34.31,46.15,14/12/10,62.8,0.403,12.9,2.4,1.859,14.606,12.746,98.28,87.86,36.586,90.33,68.88,,0.051,0.0163,136.75,1.0,normal,0.0,0.0,False,contamination,thermal_degradation,A_healthy,0.0051,0.0194,1.0,,42.1,149.38,22829.74,26103.17,16967.06,35239.29,weibull_regression,-3273.44,3706.87,4312.0,0.0001,0.0004,0.0086,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-28T16:50:55,2006-04-13T08:57:35,mixed,False,oem_certified,True,,,,none,none,394252.83,5485524.59,196908.04,19712.64,58.09,30746.35,10.58,99.966,79.709,2874.8,1.08,2.843,108,False,False,peak_demand,78.37,70.49,32,0,0,0,oil_hydraulic,none,80.87,139.75,1.14,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T00:55:33,33,120.93,120.93,1.892,5.353,2.829,3.14,,,57.28,60.4,,28.65,31.75,47.16,13/11/9,60.9,0.41,9.0,2.4,5.234,11.79,6.556,104.58,86.8,33.093,90.2,62.37,,0.578,0.021,79.87,0.9909,normal,-0.0018244,0.0,False,contamination,lubrication_starvation,A_healthy,0.0053,0.0038,1.0,,118.88,150.32,22826.07,21432.71,13931.26,28934.16,lstm_sequence,1393.36,1237.81,4312.0,0.0001,0.0004,0.0086,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-21T13:16:55,2005-10-30T02:43:52,mixed,False,master_technician,False,79.0,,,none,none,394252.83,5485524.59,64307.57,19712.64,37.66,30746.35,9.89,99.968,85.904,2874.8,1.08,5.855,108,False,False,peak_demand,71.45,98.57,33,0,0,0,water,water_ingress,28.36,0.04,0.64,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T04:35:25,34,124.59,124.59,2.234,5.85,2.618,3.061,,,63.29,66.54,,28.65,37.89,45.26,14/12/10,154.5,0.439,30.1,7.3,3.634,17.349,13.715,101.294,86.67,33.126,89.7,64.72,,0.201,0.0144,150.7,1.0,normal,0.0,0.068,False,contamination,erosion,A_healthy,0.0054,0.0,1.0,,36.12,161.93,22822.41,26712.53,17363.14,36061.91,kalman_filter,-3890.12,4358.79,4312.0,0.0001,0.0004,0.0087,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-10T16:51:13,2006-05-05T06:14:17,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,134990.75,19712.64,29.4,30746.35,8.6,99.972,77.157,2874.8,1.08,1.213,108,False,False,peak_demand,77.74,89.93,34,0,0,0,none,none,38.93,27.35,1.192,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T08:15:17,35,128.25,128.25,2.047,5.644,2.758,2.852,,,58.33,64.92,,28.65,36.27,44.95,14/12/10,169.7,0.355,79.0,10.3,4.519,11.838,7.319,93.629,86.31,35.186,90.52,64.25,,0.303,0.0434,8.39,0.988,normal,-0.00114212,0.0077,False,contamination,none,A_healthy,0.0056,0.0045,1.0,,291.54,137.13,22818.75,25048.34,16281.42,33815.26,particle_filter,-2229.59,1922.61,4312.0,0.0001,0.0005,0.0087,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-07T04:25:25,2006-03-07T11:20:31,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,62354.67,19712.64,54.68,30746.35,10.1,99.967,85.267,2874.8,1.08,4.927,108,False,False,peak_demand,88.08,94.37,35,0,0,0,oil_hydraulic,particulate_mild,41.54,43.52,1.001,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T11:55:09,36,131.92,131.92,2.091,5.712,2.732,2.469,,,60.14,62.17,,28.65,33.52,46.37,13/11/9,97.8,0.433,35.9,6.1,5.561,10.473,4.912,101.204,87.44,36.23,90.05,65.72,,0.138,0.0442,11.48,1.0,normal,0.00187752,0.0,False,contamination,none,A_healthy,0.0057,0.0,1.0,,73.5,150.48,22815.08,20870.35,13565.73,28174.98,xgboost_gradient,1944.73,2450.54,4312.0,0.0001,0.0005,0.0087,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-10T07:05:45,2005-10-10T15:43:11,mixed,False,oem_certified,False,56.0,,,none,none,394252.83,5485524.59,121462.96,19712.64,49.88,30746.35,11.22,99.964,84.247,2874.8,1.08,5.219,108,False,False,peak_demand,79.92,76.66,36,0,0,0,oil_process,particulate_severe,35.29,97.62,6.452,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T15:35:01,37,135.58,135.58,2.187,7.078,3.236,2.98,,,65.27,62.37,,28.65,33.73,46.56,13/11/9,64.8,0.535,15.4,2.6,2.289,20.533,18.243,95.561,86.12,34.148,89.79,66.25,,0.192,0.0222,0.59,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0059,0.0098,1.0,,132.81,156.47,22811.42,20684.8,13445.12,27924.48,xgboost_gradient,2126.61,2676.19,4312.0,0.0001,0.0005,0.0087,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-06T13:59:05,2005-10-04T05:39:56,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,151155.26,19712.64,35.2,30746.35,9.77,99.968,89.534,2874.8,1.08,2.258,108,False,False,peak_demand,81.82,93.11,37,0,0,0,gas_compressed_air,particulate_mild,84.53,10.76,0.216,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T19:14:53,37,139.25,139.25,1.637,4.611,2.817,3.388,,,57.65,64.25,,28.65,35.61,46.52,12/10/8,159.8,0.342,13.7,2.6,7.393,16.339,8.946,109.136,87.37,35.696,89.63,64.12,,0.493,0.0772,8.35,1.0,normal,0.0018244,0.0206,False,contamination,none,A_healthy,0.0061,0.0,1.0,,89.76,159.02,22807.75,21485.71,13965.71,29005.71,weibull_regression,1322.04,1149.69,4312.0,0.0001,0.0005,0.0088,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-23T10:06:15,2005-11-01T18:06:13,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,111001.11,19712.64,24.84,30746.35,10.19,99.967,84.346,2874.8,1.08,6.642,108,False,False,peak_demand,83.96,98.18,37,0,0,0,oil_process,none,51.74,9.09,4.95,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-02T22:54:45,38,142.91,142.91,2.054,6.048,2.944,3.1,,,60.62,66.85,,28.65,38.21,46.34,14/12/10,114.8,0.587,11.6,3.3,1.304,14.728,13.424,98.4,87.57,36.453,88.84,66.22,,0.033,0.0512,195.5,0.9971,normal,-0.00058417,0.0185,False,contamination,none,A_healthy,0.0062,0.0075,1.0,,236.83,141.49,22804.09,28245.43,18359.53,38131.33,lstm_sequence,-5441.34,5398.95,4312.0,0.0001,0.0005,0.0088,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-05-13T09:37:32,2006-06-29T07:31:29,mixed,False,oem_certified,False,23.0,,,none,none,394252.83,5485524.59,144083.95,19712.64,20.86,30746.35,27.72,99.91,89.537,2874.8,1.08,1.976,108,False,False,peak_demand,87.14,85.46,38,0,0,0,oil_process,none,43.8,49.71,0.739,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-03T02:34:36,39,146.58,146.58,2.014,5.21,2.587,2.276,,,59.55,67.38,,28.65,38.74,46.43,14/12/10,260.3,0.359,9.6,2.8,1.966,21.189,19.223,98.413,88.85,34.687,91.74,64.97,,0.114,0.0054,278.23,0.9898,normal,0.00036115,0.0,False,contamination,none,A_healthy,0.0064,0.0,1.0,,153.05,156.45,22800.42,19698.43,12803.98,26592.88,kalman_filter,3102.0,2890.31,4312.0,0.0001,0.0005,0.0088,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-16T11:47:26,2005-08-30T18:14:24,mixed,False,oem_certified,True,,,,none,none,394252.83,5485524.59,90847.08,19712.64,47.18,30746.35,4.48,99.985,86.502,2874.8,1.08,3.634,108,False,False,peak_demand,89.29,90.03,39,0,0,0,oil_process,particulate_mild,84.84,106.58,1.324,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-03T06:14:28,40,150.24,150.24,1.972,5.902,2.994,3.232,,,61.91,70.07,,28.65,41.43,45.2,13/11/9,121.4,0.383,14.8,2.7,2.8,19.867,17.067,93.396,85.48,34.279,91.78,66.18,,0.043,0.0234,83.57,0.9969,normal,-0.00061569,0.0,False,contamination,none,A_healthy,0.0065,0.0,1.0,,184.44,177.68,22796.76,21602.82,14041.84,29163.81,particle_filter,1193.93,1016.99,4312.0,0.0001,0.0005,0.0088,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-26T07:39:11,2005-11-06T08:38:29,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,168064.82,19712.64,56.98,30746.35,6.76,99.978,82.317,2874.8,1.08,2.198,108,False,False,peak_demand,97.79,79.37,40,0,0,0,water,particulate_mild,35.44,19.94,2.086,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-03T09:54:20,41,153.91,153.91,1.936,8.362,4.32,2.758,,,54.16,65.46,,28.65,36.81,46.28,13/11/9,97.4,0.363,29.8,7.3,7.547,12.365,4.818,112.039,86.63,34.555,89.46,66.15,,0.174,0.0158,7.04,0.9968,normal,-0.0006316,0.0,False,contamination,none,A_healthy,0.0067,0.0,1.0,,32.95,143.0,22793.09,20058.43,13037.98,27078.88,xgboost_gradient,2734.67,2703.86,4312.0,0.0001,0.0005,0.0089,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-24T07:07:10,2005-09-12T19:34:10,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,125467.06,19712.64,54.56,30746.35,18.65,99.939,81.447,2874.8,1.08,5.698,108,False,False,peak_demand,73.48,65.89,41,0,0,0,gas_compressed_air,particulate_severe,73.26,17.69,0.037,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-03T13:34:12,42,157.57,157.57,1.977,6.408,3.241,3.207,,,55.35,69.14,,28.65,40.5,44.16,13/11/9,213.3,0.714,34.5,3.6,2.191,20.902,18.711,101.182,86.64,36.18,91.36,61.17,,0.259,0.0383,193.5,1.0,normal,0.0,0.0538,False,contamination,none,A_healthy,0.0069,0.0,1.0,,9.33,152.21,22789.43,19559.69,12713.8,26405.58,particle_filter,3229.74,3935.81,4312.0,0.0001,0.0005,0.0089,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-14T01:24:46,2005-08-26T07:18:10,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,136695.08,19712.64,57.16,30746.35,9.52,99.969,81.816,2874.8,1.08,1.967,108,False,False,peak_demand,96.23,79.92,42,0,0,0,oil_hydraulic,chemical_contamination,84.21,5.29,4.185,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-03T17:14:04,43,161.23,161.23,1.818,7.187,3.953,2.944,,,61.66,66.63,,28.65,37.98,45.29,14/12/10,69.4,0.373,36.0,8.3,5.023,9.783,4.76,98.9,86.9,35.892,90.92,68.17,,0.124,0.0004,425.47,0.9985,normal,0.00028056,0.0366,False,contamination,none,A_healthy,0.007,0.0,1.0,,19.16,152.64,22785.77,24661.4,16029.91,33292.89,lstm_sequence,-1875.63,1887.29,4312.0,0.0001,0.0005,0.0089,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-28T11:56:05,2006-02-23T03:25:29,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,179132.77,19712.64,30.81,30746.35,5.83,99.981,83.439,2874.8,1.08,7.316,108,False,False,peak_demand,83.79,84.53,43,0,0,0,none,particulate_mild,51.26,11.64,2.792,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-03T20:53:56,44,164.9,164.9,1.889,8.187,4.334,3.439,,,59.33,66.28,,28.65,37.63,46.93,13/11/9,64.5,0.366,21.4,4.4,4.917,16.522,11.605,88.795,86.78,36.337,88.51,62.58,,0.461,0.1249,12.41,0.9941,normal,0.00084678,0.0137,False,contamination,none,A_healthy,0.0072,0.0325,1.0,,122.16,167.32,22782.1,25234.94,16402.71,34067.17,physics_informed_nn,-2452.84,2409.38,4312.0,0.0001,0.0005,0.0089,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-12T14:22:09,2006-03-15T14:35:55,mixed,False,oem_certified,True,,,,none,none,394252.83,5485524.59,69613.67,19712.64,34.46,30746.35,23.52,99.924,90.014,2874.8,1.08,3.172,108,False,False,peak_demand,82.98,85.66,44,0,0,0,oil_process,none,28.74,92.83,1.067,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T00:33:48,45,168.56,168.56,2.062,7.728,3.747,2.737,,,63.41,65.18,,28.65,36.53,48.22,13/11/9,105.5,0.353,27.6,5.1,5.155,18.685,13.529,101.425,85.42,35.239,90.33,66.45,,0.325,0.0243,254.11,0.9944,normal,-0.00050861,0.0447,False,contamination,none,A_healthy,0.0073,0.0149,1.0,,57.53,158.63,22778.44,24197.96,15728.67,32667.24,weibull_regression,-1419.52,1492.22,4312.0,0.0001,0.0005,0.0089,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-19T03:32:33,2006-02-07T00:49:41,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,110451.12,19712.64,26.26,30746.35,5.9,99.981,83.218,2874.8,1.08,4.672,108,False,False,peak_demand,90.97,82.02,45,0,0,0,gas_compressed_air,particulate_mild,36.8,38.45,1.192,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T04:13:40,46,172.23,172.23,2.024,6.087,3.008,2.906,,,61.01,72.46,,28.65,43.82,46.8,14/12/10,59.5,0.336,18.5,4.4,6.545,16.305,9.76,99.182,85.48,34.25,90.28,66.47,,0.192,0.0336,161.5,0.9961,normal,-0.00015728,0.0608,False,contamination,none,A_healthy,0.0075,0.0235,1.0,,154.23,140.97,22774.77,21434.2,13932.23,28936.18,physics_informed_nn,1340.57,1098.88,4312.0,0.0001,0.0005,0.009,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-23T17:19:47,2005-11-01T07:18:05,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,60916.9,19712.64,25.29,30746.35,45.78,99.851,78.201,2874.8,1.08,7.321,108,False,False,peak_demand,94.05,79.45,46,0,0,0,water,none,39.05,104.43,0.857,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T07:53:32,47,175.89,175.89,2.122,8.892,4.189,3.042,,,59.68,66.24,,28.65,37.6,45.09,13/11/9,64.4,0.437,37.1,3.8,4.901,18.611,13.71,107.203,86.67,33.477,89.45,69.89,,0.399,0.1049,98.57,0.9972,normal,-0.00056829,0.0326,False,contamination,none,A_healthy,0.0077,0.0146,1.0,,160.33,155.19,22771.11,20890.0,13578.5,28201.49,particle_filter,1881.11,1847.58,4312.0,0.0001,0.0005,0.009,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-12T12:53:24,2005-10-13T04:23:18,mixed,False,master_technician,False,41.0,,,none,none,394252.83,5485524.59,64842.13,19712.64,47.91,30746.35,8.59,99.972,79.516,2874.8,1.08,6.594,108,False,False,peak_demand,86.57,75.91,47,0,0,0,gas_compressed_air,none,27.69,35.26,0.619,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T11:33:24,48,179.56,179.56,1.956,6.624,3.386,3.235,,,61.32,63.36,,28.65,34.71,44.96,13/11/9,126.7,0.319,66.1,16.4,4.059,12.588,8.529,99.785,85.66,34.672,89.68,65.4,,0.17,0.0292,117.06,0.9924,normal,-0.00121053,0.0,False,contamination,none,A_healthy,0.0078,0.0038,1.0,,107.6,139.61,22767.44,25635.96,16663.37,34608.55,kalman_filter,-2868.52,3656.12,4312.0,0.0001,0.0005,0.009,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-21T13:32:11,2006-03-30T10:07:21,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,169145.1,19712.64,51.24,30746.35,19.84,99.936,82.36,2874.8,1.08,7.278,108,False,False,peak_demand,79.51,78.69,48,0,0,0,oil_process,none,30.45,13.85,2.498,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T15:13:16,49,183.22,183.22,1.995,6.629,3.323,2.981,,,57.48,63.0,,28.65,34.35,44.9,14/12/10,150.3,0.353,44.5,9.3,5.517,21.875,16.358,103.967,87.74,34.128,91.08,65.02,,0.907,0.0446,23.65,0.9876,normal,-0.00129949,0.0201,False,contamination,none,A_healthy,0.008,0.003,1.0,,167.09,163.99,22763.78,20230.3,13149.69,27310.9,kalman_filter,2533.48,3228.54,4312.0,0.0001,0.0005,0.009,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-29T02:22:11,2005-09-20T02:58:25,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,175911.73,19712.64,31.96,30746.35,14.4,99.953,88.439,2874.8,1.08,6.021,108,False,False,peak_demand,79.2,79.02,49,0,0,0,oil_hydraulic,chemical_contamination,51.63,34.95,4.621,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T18:53:08,50,186.89,186.89,1.836,5.272,2.872,2.796,,,63.5,67.78,,28.65,39.14,47.83,14/12/10,67.6,0.528,10.7,2.1,4.395,11.162,6.767,97.585,84.88,32.382,89.7,66.11,,0.684,0.0521,81.53,1.0,normal,0.00112431,0.018,False,contamination,none,A_healthy,0.0081,0.001,1.0,,60.83,138.51,22760.11,26617.29,17301.24,35933.34,weibull_regression,-3857.18,3745.69,4312.0,0.0001,0.0005,0.0091,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-11T07:31:54,2006-05-04T11:35:02,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,118858.57,19712.64,34.85,30746.35,8.01,99.974,87.493,2874.8,1.08,3.743,108,False,False,peak_demand,92.19,102.33,50,0,0,0,water,particulate_severe,35.75,5.78,2.27,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-04T22:33:00,51,190.55,190.55,1.961,5.218,2.661,3.145,,,54.89,62.46,,28.65,33.82,45.26,12/10/8,56.0,0.862,25.7,3.8,8.303,25.418,17.115,99.846,86.5,35.668,90.51,66.59,,0.487,0.03,47.85,1.0,normal,0.00078888,0.0,False,contamination,none,A_healthy,0.0083,0.0,1.0,,48.79,150.29,22756.45,18186.84,11821.44,24552.23,physics_informed_nn,4569.61,5928.2,4312.0,0.0001,0.0005,0.0091,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-10-17T19:58:08,2005-07-10T01:21:45,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,174261.01,19712.64,52.29,30746.35,11.09,99.964,87.032,2874.8,1.08,7.417,108,False,False,peak_demand,71.25,89.54,51,0,0,0,oil_hydraulic,particulate_severe,25.14,4.96,1.964,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-05T02:12:51,52,194.21,194.21,1.887,7.368,3.905,2.962,,,57.1,70.96,,28.65,42.32,44.63,13/11/9,73.0,0.416,10.9,3.3,7.905,17.965,10.06,110.122,85.81,33.238,88.16,68.34,,0.652,0.0121,32.37,0.9947,normal,-0.00049884,0.0857,False,contamination,none,A_healthy,0.0085,0.0,1.0,,183.99,157.06,22752.79,24914.4,16194.36,33634.44,kalman_filter,-2161.62,1898.34,4312.0,0.0001,0.0005,0.0091,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-07T03:24:56,2006-03-05T11:27:22,mixed,False,master_technician,False,50.0,,,none,none,394252.83,5485524.59,60866.28,19712.64,24.2,30746.35,13.15,99.957,81.204,2874.8,1.08,1.526,108,False,False,peak_demand,87.07,78.82,52,0,0,0,gas_compressed_air,none,66.16,149.41,1.734,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-05T05:52:43,53,197.88,197.88,2.206,6.678,3.027,2.996,,,61.37,60.97,,28.65,32.33,44.16,15/13/11,98.8,0.362,38.6,8.2,8.472,15.285,6.813,104.098,85.99,35.117,89.54,64.83,,1.149,0.003,108.0,0.9897,normal,-0.00053625,0.0,False,contamination,none,A_healthy,0.0086,0.011,1.0,,249.27,157.05,22749.12,24240.66,15756.43,32724.89,weibull_regression,-1491.54,1609.95,4312.0,0.0001,0.0005,0.0091,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-21T06:12:29,2006-02-09T18:26:19,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,136066.16,19712.64,28.64,30746.35,11.41,99.963,79.966,2874.8,1.08,3.287,108,False,False,peak_demand,80.81,70.19,53,0,0,1,oil_process,particulate_mild,24.99,11.03,3.21,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-05T09:32:35,54,201.54,201.54,2.117,7.077,3.343,2.719,,,61.51,69.61,,28.65,40.96,42.1,13/11/9,213.0,0.376,24.1,5.1,7.894,14.319,6.426,96.089,85.81,33.479,90.24,65.15,,0.397,0.0059,16.11,0.9882,normal,0.00012062,0.0384,False,contamination,none,A_healthy,0.0088,0.0,1.0,,391.81,150.57,22745.46,24827.57,16137.92,33517.22,kalman_filter,-2082.11,2010.25,4312.0,0.0001,0.0005,0.0092,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-05T15:19:41,2006-03-02T16:58:38,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,87839.84,19712.64,29.23,30746.35,6.34,99.979,78.836,2874.8,1.08,2.173,108,False,False,peak_demand,85.73,83.04,54,0,0,0,oil_hydraulic,particulate_mild,34.63,16.32,5.815,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-05T13:12:27,55,205.21,205.21,1.851,5.042,2.724,3.113,,,63.28,64.24,,28.65,35.6,44.6,15/13/11,242.9,0.322,70.8,10.8,9.202,25.279,16.076,94.487,84.63,35.3,89.72,68.62,,0.226,0.0077,17.66,0.9978,normal,-0.00043749,0.0,False,contamination,fretting_corrosion,A_healthy,0.0089,0.005,1.0,,176.47,158.62,22741.79,25574.74,16623.58,34525.9,lstm_sequence,-2832.95,3509.27,4312.0,0.0001,0.0005,0.0092,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-21T08:34:37,2006-03-29T07:44:07,mixed,False,journeyman,False,64.0,,,none,none,394252.83,5485524.59,106762.08,19712.64,22.41,30746.35,13.8,99.955,85.711,2874.8,1.08,3.25,108,False,False,peak_demand,88.09,93.63,55,0,0,0,steam,none,20.38,25.99,0.261,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-05T16:52:19,56,208.87,208.87,2.121,7.201,3.395,3.363,,,56.38,66.14,,28.65,37.49,47.48,14/12/10,65.3,0.562,25.6,6.0,9.103,25.93,16.826,94.997,86.26,34.163,88.94,70.01,,1.419,0.0065,52.74,0.9827,normal,-0.00345611,0.0401,False,contamination,none,A_healthy,0.0091,0.0,1.0,,371.72,145.46,22738.13,26229.74,17049.33,35410.15,physics_informed_nn,-3491.61,4421.66,4312.0,0.0001,0.0005,0.0092,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-04T03:44:30,2006-04-21T16:09:01,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,160910.73,19712.64,29.02,30746.35,26.67,99.913,80.229,2874.8,1.08,4.837,108,False,False,peak_demand,96.9,97.66,56,0,0,0,oil_process,none,68.04,29.99,0.387,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-05T20:32:11,57,212.54,212.54,2.096,7.056,3.367,3.429,,,58.09,68.13,,28.65,39.49,48.02,14/12/10,66.9,0.454,9.0,2.5,5.359,25.682,20.323,96.542,88.3,34.547,91.23,63.55,,0.263,0.0204,22.3,0.9993,normal,0.00093389,0.0972,False,contamination,lubrication_starvation,A_healthy,0.0093,0.0108,1.0,,44.67,150.75,22734.46,25110.61,16321.89,33899.32,xgboost_gradient,-2376.14,2383.97,4312.0,0.0001,0.0006,0.0092,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-11T23:50:20,2006-03-13T04:33:03,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,78712.89,19712.64,20.82,30746.35,30.09,99.902,85.143,2874.8,1.08,4.558,108,False,False,peak_demand,97.84,71.53,57,0,0,0,none,none,24.2,82.26,1.095,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T00:12:03,58,216.2,216.2,1.715,5.875,3.426,3.312,,,55.53,66.5,,28.65,37.86,47.76,14/12/10,89.9,0.367,25.6,3.1,2.942,11.217,8.274,103.641,87.98,35.397,89.71,65.04,,0.593,0.1321,152.21,1.0,normal,0.00205039,0.0345,False,contamination,none,A_healthy,0.0094,0.0005,1.0,,126.19,153.88,22730.8,28001.36,18200.88,37801.84,physics_informed_nn,-5270.56,6241.32,4312.0,0.0001,0.0006,0.0093,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-05-11T08:52:53,2006-06-23T17:21:28,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,169622.47,19712.64,53.32,30746.35,14.04,99.954,90.819,2874.8,1.08,3.927,108,False,False,peak_demand,94.77,81.96,58,0,0,0,oil_process,water_ingress,71.54,12.07,6.007,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T03:51:55,59,219.87,219.87,1.702,4.674,2.745,2.7,,,53.79,63.48,,28.65,34.83,45.24,13/11/9,116.2,0.379,10.2,1.1,3.96,11.996,8.036,104.602,84.6,34.571,90.64,63.39,,0.258,0.0066,70.25,0.9925,normal,0.00087432,0.0332,False,contamination,none,A_healthy,0.0096,0.0068,1.0,,164.43,158.2,22727.13,24429.19,15878.97,32979.41,particle_filter,-1702.06,1961.38,4312.0,0.0001,0.0006,0.0093,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-02-26T02:27:38,2006-02-17T08:40:38,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,161896.28,19712.64,37.06,30746.35,44.75,99.855,92.252,2874.8,1.08,1.701,108,False,False,peak_demand,83.25,79.79,59,0,0,0,oil_process,none,26.15,83.12,2.708,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T07:31:47,60,223.53,223.53,2.387,10.856,4.549,3.348,,,57.44,63.19,,28.65,34.54,44.0,14/12/10,87.6,0.539,28.7,6.4,9.711,23.481,13.77,100.824,87.83,34.218,88.54,65.9,,0.863,0.0156,313.98,0.9888,normal,-0.00179968,0.0264,False,contamination,none,A_healthy,0.0097,0.0,1.0,,125.55,142.71,22723.47,20956.68,13621.84,28291.52,xgboost_gradient,1766.79,1916.27,4312.0,0.0001,0.0006,0.0093,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-15T21:52:16,2005-10-17T12:42:36,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,115487.72,19712.64,50.21,30746.35,14.57,99.953,90.09,2874.8,1.08,3.627,108,False,False,peak_demand,88.14,80.04,60,0,0,0,steam,particulate_mild,53.63,16.89,0.588,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T11:11:39,61,227.19,227.19,1.988,8.251,4.15,3.154,,,63.8,63.27,,28.65,34.62,45.51,13/11/9,58.4,0.332,44.1,6.0,8.513,22.513,14.0,97.329,85.81,34.084,90.46,59.88,,0.178,0.0312,179.8,1.0,normal,0.00345611,0.0,False,contamination,thermal_degradation,A_healthy,0.0099,0.0225,1.0,,21.0,156.68,22719.81,25034.32,16272.31,33796.34,kalman_filter,-2314.52,2183.34,4312.0,0.0001,0.0006,0.0093,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-11T00:21:23,2006-03-11T02:22:12,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,138574.05,19712.64,45.48,30746.35,6.5,99.979,87.502,2874.8,1.08,5.278,108,False,False,peak_demand,72.07,85.85,61,0,0,0,oil_hydraulic,water_ingress,62.61,25.01,0.273,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T14:51:31,62,230.86,230.86,1.768,4.57,2.584,2.86,,,59.0,65.09,,28.65,36.44,46.54,13/11/9,93.7,0.394,13.1,2.9,8.378,19.288,10.909,99.393,87.76,36.481,89.47,61.89,,0.428,0.0097,52.52,0.9868,normal,-0.00250199,0.0237,False,contamination,none,A_healthy,0.0101,0.0028,1.0,,403.37,147.94,22716.14,27189.03,17672.87,36705.2,kalman_filter,-4472.89,5244.72,4312.0,0.0001,0.0006,0.0094,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-25T01:22:31,2006-05-26T13:32:14,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,65438.2,19712.64,56.02,30746.35,7.09,99.977,78.387,2874.8,1.08,6.548,108,False,False,peak_demand,81.11,82.78,62,0,0,0,oil_process,none,81.08,4.05,1.361,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T18:31:23,63,234.52,234.52,1.8,7.957,4.422,2.654,,,59.74,65.17,,28.65,36.53,47.88,14/12/10,60.8,0.372,18.7,5.0,3.289,6.765,3.475,97.922,87.67,35.432,89.61,68.39,,0.226,0.0635,97.12,0.9981,normal,-0.00038407,0.055,False,contamination,none,A_healthy,0.0102,0.0,1.0,,350.4,156.47,22712.48,25369.3,16490.04,34248.55,weibull_regression,-2656.82,3423.9,4312.0,0.0001,0.0006,0.0094,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-18T07:10:18,2006-03-23T06:25:32,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,92544.45,19712.64,29.5,30746.35,17.2,99.944,87.594,2874.8,1.08,7.523,108,False,False,peak_demand,96.69,94.07,63,0,0,0,oil_process,particulate_mild,54.6,109.77,2.048,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-06T22:11:15,64,238.19,238.19,1.805,6.809,3.773,2.713,,,58.92,61.29,,28.65,32.65,44.85,13/11/9,103.0,0.467,44.7,11.8,3.104,6.795,3.691,107.745,86.0,35.666,89.82,64.84,,2.149,0.027,16.21,1.0,normal,0.00149291,0.0,False,contamination,thermal_degradation,A_healthy,0.0104,0.001,1.0,,47.36,140.26,22708.81,27080.86,17602.56,36559.16,kalman_filter,-4372.04,5647.6,4312.0,0.0001,0.0006,0.0094,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-23T02:36:58,2006-05-23T00:54:58,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,120074.77,19712.64,56.7,30746.35,8.93,99.971,88.932,2874.8,1.08,4.061,108,False,False,peak_demand,77.25,90.7,64,0,0,0,none,none,85.06,17.23,1.39,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T01:51:06,65,241.85,241.85,2.339,10.517,4.497,3.163,,,61.81,63.54,,28.65,34.9,45.04,14/12/10,61.9,0.418,8.7,2.4,5.475,21.186,15.711,91.547,85.66,35.874,89.08,62.87,,0.129,0.2213,102.69,0.9924,normal,0.00071261,0.0,False,contamination,none,A_healthy,0.0105,0.016,1.0,,365.41,153.72,22705.15,25238.41,16404.97,34071.86,physics_informed_nn,-2533.27,2973.93,4312.0,0.0001,0.0006,0.0094,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-15T21:03:33,2006-03-18T22:30:15,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,87235.54,19712.64,59.18,30746.35,14.86,99.952,86.144,2874.8,1.08,7.861,108,False,False,peak_demand,81.16,79.15,65,0,0,1,water,particulate_mild,54.52,156.54,1.904,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T05:30:58,66,245.52,245.52,2.113,8.821,4.174,3.24,,,62.99,67.04,,28.65,38.39,47.95,13/11/9,85.1,0.413,76.8,15.8,6.418,17.814,11.396,96.508,84.87,33.585,89.56,64.9,,1.12,0.0026,75.5,0.9925,normal,-0.00149872,0.0057,False,contamination,electrical_pitting,A_healthy,0.0107,0.0,1.0,,391.01,149.55,22701.48,19410.55,12616.85,26204.24,xgboost_gradient,3290.94,2916.69,4312.0,0.0001,0.0006,0.0095,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-14T14:47:19,2005-08-24T16:28:46,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,176450.29,19712.64,30.73,30746.35,21.28,99.931,84.394,2874.8,1.08,7.477,108,False,False,peak_demand,89.66,80.34,66,0,0,0,water,none,70.36,65.68,2.166,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T09:10:50,67,249.18,249.18,1.694,5.981,3.531,3.169,,,68.73,67.11,,28.65,38.47,42.9,14/12/10,81.2,0.392,19.0,4.9,9.628,14.15,4.522,97.597,88.75,34.118,88.29,63.47,,0.853,0.143,106.74,0.9876,normal,0.0001522,0.0247,False,contamination,none,A_healthy,0.0109,0.0,1.0,,152.4,145.6,22697.82,24735.11,16077.82,33392.4,lstm_sequence,-2037.29,2045.54,4312.0,0.0001,0.0006,0.0095,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-05T16:44:10,2006-03-01T10:01:30,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,164921.29,19712.64,28.81,30746.35,16.14,99.948,90.618,2874.8,1.08,2.662,108,False,False,peak_demand,86.64,74.17,67,0,0,0,gas_compressed_air,none,72.27,52.53,1.114,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T12:50:42,68,252.85,252.85,1.963,8.685,4.424,2.972,,,63.0,60.28,,28.65,31.63,48.43,14/12/10,93.6,0.312,26.1,3.8,1.262,10.464,9.202,96.166,88.14,36.963,89.85,65.26,,0.443,0.065,22.53,0.9992,normal,0.0002228,0.0152,False,contamination,none,A_healthy,0.011,0.0,1.0,,42.4,132.65,22694.15,26602.44,17291.58,35913.29,xgboost_gradient,-3908.28,3289.5,4312.0,0.0001,0.0006,0.0095,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-13T18:03:51,2006-05-06T16:55:03,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,129980.29,19712.64,42.75,30746.35,23.96,99.922,81.935,2874.8,1.08,2.198,108,False,False,peak_demand,66.67,87.46,68,0,0,1,steam,particulate_mild,46.13,12.86,1.017,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T16:30:34,69,256.51,256.51,1.994,5.76,2.889,2.559,,,66.52,63.45,,28.65,34.8,46.76,14/12/10,124.0,0.344,37.1,10.7,9.0,15.32,6.32,101.715,86.64,34.809,89.1,65.04,,0.388,0.0005,196.6,0.9879,normal,-0.0024272,0.0351,False,contamination,none,A_healthy,0.0112,0.0,1.0,,147.69,142.81,22690.49,18825.21,12236.38,25414.03,lstm_sequence,3865.28,4335.08,4312.0,0.0001,0.0006,0.0095,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-02T21:06:48,2005-08-04T09:56:10,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,115474.96,19712.64,44.79,30746.35,9.67,99.969,85.264,2874.8,1.08,4.479,108,False,False,peak_demand,90.8,101.47,69,0,0,0,water,none,70.98,113.66,2.98,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T20:10:26,70,260.17,260.17,1.922,6.984,3.634,3.166,,,58.96,60.19,,28.65,31.55,43.6,12/10/8,210.1,0.408,8.6,2.1,9.697,25.761,16.064,100.625,85.01,33.975,89.02,64.08,,1.13,0.0498,23.03,0.9932,normal,0.00016331,0.0162,False,contamination,none,A_healthy,0.0113,0.0138,1.0,,114.11,150.41,22686.83,24508.66,15930.63,33086.69,lstm_sequence,-1821.83,1658.0,4312.0,0.0001,0.0006,0.0095,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-01T10:30:07,2006-02-21T20:31:54,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,144917.93,19712.64,53.4,30746.35,9.56,99.969,82.639,2874.8,1.08,3.234,108,False,False,peak_demand,75.55,72.4,70,0,0,0,gas_compressed_air,chemical_contamination,52.06,9.09,0.485,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-07T23:50:18,71,263.84,263.84,2.104,6.028,2.865,3.419,,,59.54,64.45,,28.65,35.8,44.5,13/11/9,60.5,0.338,25.3,6.3,4.18,7.216,3.036,95.771,87.68,34.171,89.43,66.48,,0.583,0.015,67.42,0.9991,normal,0.00130986,0.0147,False,contamination,none,A_healthy,0.0115,0.0,1.0,,18.8,135.42,22683.16,25227.53,16397.9,34057.17,particle_filter,-2544.37,2378.61,4312.0,0.0001,0.0006,0.0096,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-16T13:36:21,2006-03-19T11:14:35,mixed,False,journeyman,False,26.0,,,none,none,394252.83,5485524.59,130844.96,19712.64,44.47,30746.35,9.67,99.969,79.675,2874.8,1.08,5.099,108,False,False,peak_demand,77.42,76.46,71,0,0,0,none,none,61.89,30.82,2.11,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-08T03:30:10,72,267.5,267.5,1.956,8.274,4.229,2.875,,,60.15,69.3,,28.65,40.66,46.25,14/12/10,120.2,0.406,22.5,3.8,4.061,18.446,14.385,95.982,86.36,35.005,88.74,63.54,,0.014,0.1039,197.97,1.0,normal,0.00248302,0.0333,False,contamination,none,A_healthy,0.0117,0.0017,1.0,,293.36,136.73,22679.5,18204.44,11832.88,24575.99,xgboost_gradient,4475.06,4496.62,4312.0,0.0001,0.0006,0.0096,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-10-21T09:43:18,2005-07-13T21:16:30,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,86804.61,19712.64,40.59,30746.35,10.31,99.966,87.916,2874.8,1.08,6.072,108,False,False,peak_demand,102.22,85.26,72,0,0,0,none,water_ingress,20.65,36.76,0.852,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-08T07:10:02,73,271.17,271.17,1.784,6.876,3.854,2.908,,,55.93,64.37,,28.65,35.72,45.94,14/12/10,81.8,0.385,40.4,9.6,5.528,24.269,18.741,98.751,86.49,33.497,89.12,62.05,,1.093,0.0475,109.45,0.9782,normal,-0.00419461,0.0247,False,contamination,none,A_healthy,0.0118,0.0,1.0,,316.34,139.09,22675.83,20754.03,13490.12,28017.94,lstm_sequence,1921.8,1659.48,4312.0,0.0001,0.0006,0.0096,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-13T16:10:59,2005-10-12T08:05:40,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,60024.94,19712.64,28.5,30746.35,11.62,99.962,88.282,2874.8,1.08,4.568,108,False,False,peak_demand,84.45,71.63,73,0,0,0,oil_process,particulate_severe,41.53,6.26,0.484,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-08T10:49:54,74,274.83,274.83,1.854,4.698,2.534,3.31,,,55.88,65.75,,28.65,37.1,44.98,13/11/9,54.1,0.321,56.5,15.4,6.972,14.362,7.39,102.274,85.58,35.658,91.23,61.33,,0.885,0.0043,127.07,1.0,normal,0.0024272,0.0,False,contamination,none,A_healthy,0.012,0.0,1.0,,34.06,147.79,22672.17,27556.06,17911.44,37200.68,physics_informed_nn,-4883.89,5367.89,4312.0,0.0001,0.0006,0.0096,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-05-04T12:51:44,2006-06-10T09:29:01,mixed,False,master_technician,False,39.0,,,none,none,394252.83,5485524.59,75778.31,19712.64,56.9,30746.35,30.54,99.901,82.813,2874.8,1.08,3.705,108,False,False,peak_demand,90.44,82.27,74,0,0,1,steam,none,73.8,46.86,1.326,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-08T14:29:46,75,278.5,278.5,2.058,5.346,2.597,2.911,,,57.71,63.34,,28.65,34.69,43.78,13/11/9,77.9,0.404,18.7,5.6,9.886,14.769,4.883,100.814,85.93,34.46,88.26,66.07,,0.516,0.0446,222.32,0.987,normal,-0.00123954,0.0202,False,contamination,contamination,A_healthy,0.0121,0.0013,1.0,,169.39,152.42,22668.5,21693.8,14100.97,29286.62,xgboost_gradient,974.71,889.67,4312.0,0.0001,0.0006,0.0097,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-01-02T13:23:38,2005-11-14T22:13:21,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,68243.89,19712.64,33.61,30746.35,19.47,99.937,80.958,2874.8,1.08,7.968,108,False,False,peak_demand,87.37,88.73,75,0,0,0,water,none,33.24,6.91,0.59,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-08T18:09:38,76,282.16,282.16,1.866,7.986,4.28,2.452,,,66.12,66.46,,28.65,37.82,44.26,14/12/10,127.8,0.677,10.9,1.8,3.826,15.661,11.835,105.251,86.45,36.288,90.98,65.26,,0.179,0.0045,0.68,0.997,normal,-0.00040378,0.0249,False,contamination,erosion,A_healthy,0.0123,0.0014,1.0,,627.22,159.3,22664.84,17854.73,11605.57,24103.88,xgboost_gradient,4810.11,5862.98,4312.0,0.0001,0.0006,0.0097,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-10-14T17:31:27,2005-07-02T02:40:43,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,104743.35,19712.64,30.04,30746.35,33.89,99.89,81.803,2874.8,1.08,2.946,108,False,False,peak_demand,86.71,87.25,76,0,0,2,oil_hydraulic,particulate_mild,41.68,31.52,0.769,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-08T21:49:30,77,285.83,285.83,2.188,7.824,3.575,3.008,,,57.55,65.81,,28.65,37.16,45.91,14/12/10,77.8,0.301,21.3,2.9,5.097,16.088,10.991,101.398,86.17,35.773,90.59,63.36,,0.161,0.0191,70.99,1.0,normal,0.0,0.0035,False,contamination,none,A_healthy,0.0125,0.0078,1.0,,46.82,151.85,22661.17,27851.45,18103.44,37599.45,particle_filter,-5190.27,5876.48,4312.0,0.0001,0.0006,0.0097,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-05-11T03:32:55,2006-06-21T07:33:19,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,156641.3,19712.64,35.22,30746.35,9.33,99.97,83.147,2874.8,1.08,4.021,108,False,False,peak_demand,85.74,92.47,77,0,0,0,gas_compressed_air,none,33.99,69.95,0.053,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T01:29:21,78,289.49,289.49,1.923,7.331,3.812,2.771,,,61.74,68.33,,28.65,39.69,48.18,13/11/9,206.9,0.392,18.1,2.0,9.622,23.005,13.383,103.097,86.56,33.147,89.01,63.61,,0.888,0.0027,127.42,0.9885,normal,0.00205039,0.0,False,contamination,none,A_healthy,0.0126,0.0095,1.0,,299.17,137.67,22657.51,26153.08,16999.5,35306.65,lstm_sequence,-3495.57,3945.18,4312.0,0.0001,0.0006,0.0097,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-04-05T22:01:38,2006-04-22T07:36:14,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,101997.68,19712.64,58.35,30746.35,5.04,99.984,80.485,2874.8,1.08,1.975,108,False,False,peak_demand,94.02,83.78,78,0,0,0,oil_hydraulic,none,41.05,41.8,1.632,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T05:09:13,79,293.15,293.15,1.819,7.768,4.271,2.88,,,64.94,60.91,,28.65,32.26,45.9,14/12/10,99.9,0.321,12.4,3.7,3.495,18.433,14.939,96.137,86.37,36.131,89.2,64.06,,0.151,0.198,29.79,0.9932,normal,-0.00136548,0.0074,False,contamination,none,A_healthy,0.0128,0.0099,1.0,,136.35,152.48,22653.85,21437.8,13934.57,28941.04,particle_filter,1216.04,1243.74,4312.0,0.0001,0.0007,0.0098,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-28T20:03:20,2005-11-06T11:17:13,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,153225.67,19712.64,25.85,30746.35,20.15,99.935,79.611,2874.8,1.08,1.531,108,False,False,peak_demand,72.45,78.2,79,0,0,0,oil_process,none,60.92,83.07,0.823,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T08:49:05,80,296.82,296.82,2.034,8.37,4.114,3.141,,,57.73,63.14,,28.65,34.5,45.26,14/12/10,65.8,0.551,16.1,4.2,6.146,17.105,10.959,94.582,87.0,34.793,91.38,63.9,,0.786,0.1326,82.48,0.9994,normal,0.00247882,0.0,False,contamination,none,A_healthy,0.0129,0.007,1.0,,227.18,160.38,22650.18,20255.5,13166.08,27344.93,physics_informed_nn,2394.68,3049.91,4312.0,0.0001,0.0007,0.0098,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-04T08:34:14,2005-09-25T17:59:50,mixed,False,specialist,False,23.0,,,none,none,394252.83,5485524.59,127820.71,19712.64,23.68,30746.35,14.65,99.952,81.563,2874.8,1.08,6.754,108,False,False,peak_demand,79.58,77.61,80,1,0,1,oil_hydraulic,none,71.16,62.64,0.943,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T12:28:57,81,300.48,300.48,1.887,5.294,2.806,3.288,,,54.29,72.02,,28.65,43.38,46.84,14/12/10,83.9,0.376,16.1,3.4,9.046,25.852,16.805,92.018,86.01,35.292,89.01,65.38,,0.377,0.071,120.29,0.9854,normal,-0.00232501,0.0412,False,contamination,none,A_healthy,0.0131,0.0112,1.0,,420.06,148.36,22646.52,25308.38,16450.45,34166.32,particle_filter,-2661.87,3264.38,4312.0,0.0001,0.0007,0.0098,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-19T18:40:27,2006-03-23T20:36:31,mixed,False,journeyman,False,56.0,,,none,none,394252.83,5485524.59,78545.32,19712.64,38.87,30746.35,17.73,99.942,80.448,2874.8,1.08,3.013,108,False,False,peak_demand,102.25,82.12,81,0,0,0,oil_hydraulic,none,88.67,106.05,1.349,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T16:08:49,82,304.15,304.15,1.962,6.246,3.184,3.244,,,63.75,64.88,,28.65,36.23,47.08,14/12/10,123.5,0.446,53.3,9.8,8.567,15.222,6.655,100.477,85.79,35.327,89.29,64.39,,0.182,0.0182,115.09,0.994,normal,-0.00119984,0.0168,False,contamination,none,A_healthy,0.0133,0.0093,1.0,,90.65,160.25,22642.85,19661.05,12779.68,26542.42,weibull_regression,2981.8,3574.24,4312.0,0.0001,0.0007,0.0098,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-11-22T06:40:25,2005-09-05T00:02:32,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,135252.8,19712.64,34.15,30746.35,6.45,99.979,81.164,2874.8,1.08,1.873,108,False,False,peak_demand,83.23,85.79,82,0,0,5,gas_compressed_air,particulate_mild,72.55,59.42,0.523,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T19:48:41,83,307.81,307.81,1.847,7.56,4.094,2.576,,,64.12,69.07,,28.65,40.42,45.9,14/12/10,55.7,0.38,18.0,4.6,3.481,6.622,3.141,99.669,86.59,36.342,90.1,64.04,,0.07,0.0644,112.73,1.0,normal,0.00230549,0.0171,False,contamination,none,A_healthy,0.0134,0.0,1.0,,85.96,153.35,22639.19,21148.82,13746.73,28550.91,lstm_sequence,1490.37,1460.98,4312.0,0.0001,0.0007,0.0099,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-12-23T10:13:22,2005-10-27T20:18:39,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,65124.75,19712.64,33.97,30746.35,13.58,99.956,88.634,2874.8,1.08,2.025,108,False,False,peak_demand,101.9,81.36,83,0,0,0,water,chemical_contamination,40.13,143.4,3.337,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-09T23:28:33,84,311.48,311.48,2.029,5.102,2.514,2.832,,,58.42,62.88,,28.65,34.24,46.29,13/11/9,208.0,0.334,12.6,3.3,7.429,21.949,14.52,93.665,86.77,34.092,87.57,60.72,,0.677,0.0113,94.02,1.0,normal,0.00136548,0.0001,False,contamination,none,A_healthy,0.0136,0.0164,1.0,,62.67,157.35,22635.52,25230.07,16399.55,34060.6,lstm_sequence,-2594.55,2106.41,4312.0,0.0001,0.0007,0.0099,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-18T14:30:43,2006-03-21T13:02:15,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,94365.17,19712.64,43.09,30746.35,11.95,99.961,85.666,2874.8,1.08,4.45,108,False,False,peak_demand,75.41,65.69,84,0,0,2,gas_compressed_air,particulate_mild,62.44,33.21,0.612,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-10T03:08:25,85,315.14,315.14,1.793,7.204,4.018,2.324,,,63.15,64.42,,28.65,35.77,46.21,14/12/10,56.5,0.419,17.5,2.0,4.53,22.285,17.755,108.759,87.92,36.385,90.22,69.12,,0.185,0.0733,33.04,0.9953,normal,-0.0008249,0.0475,False,contamination,none,A_healthy,0.0137,0.0,1.0,,76.68,148.0,22631.86,24660.86,16029.56,33292.17,physics_informed_nn,-2029.0,2097.4,4312.0,0.0001,0.0007,0.0099,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-03-06T21:34:19,2006-03-01T12:52:27,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,90986.58,19712.64,54.92,30746.35,8.03,99.974,84.144,2874.8,1.08,4.131,108,False,False,peak_demand,89.23,96.01,85,0,0,0,oil_hydraulic,none,82.34,1.3,1.433,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-10T06:48:17,86,318.8,318.8,1.82,8.025,4.409,3.209,,,61.64,64.93,,28.65,36.28,44.69,13/11/9,124.4,0.377,31.4,7.2,5.942,18.74,12.798,101.324,86.75,35.887,89.04,66.23,,1.696,0.1812,0.81,0.979,normal,-0.00128754,0.009,False,contamination,none,A_healthy,0.0139,0.0205,1.0,,444.99,158.92,22628.2,27973.37,18182.69,37764.05,particle_filter,-5345.18,5825.94,4312.0,0.0001,0.0007,0.0099,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2005-05-15T01:29:29,2006-06-27T00:10:20,mixed,False,specialist,False,36.0,,,none,none,394252.83,5485524.59,118190.47,19712.64,22.65,30746.35,19.32,99.937,83.286,2874.8,1.08,6.474,108,False,False,peak_demand,91.06,93.02,86,1,0,0,none,none,32.26,129.25,0.127,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-10T10:28:09,87,322.47,322.47,2.187,8.907,4.073,3.226,,,59.0,65.84,,28.65,37.2,45.99,13/11/9,172.1,0.304,51.0,14.8,4.715,23.89,19.175,98.088,85.12,33.05,89.27,63.73,,0.622,0.0287,15.89,0.9996,normal,0.00111611,0.0523,False,contamination,none,A_healthy,0.0141,0.0,1.0,,15.89,150.46,22624.53,18011.19,11707.27,24315.11,xgboost_gradient,4613.34,3817.52,4312.0,0.0001,0.0007,0.01,2.301,23925.0,1.0,1e-06,False,none,none,,,,,,2004-10-19T16:03:52,2005-07-09T07:58:52,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,151476.29,19712.64,37.62,30746.35,12.07,99.961,82.987,2874.8,1.08,4.184,108,False,False,peak_demand,80.23,83.72,87,0,0,0,oil_process,particulate_mild,54.55,2.67,2.895,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-10T14:08:01,88,326.13,326.13,1.866,6.8,3.644,3.017,,,61.9,64.07,,28.65,35.42,47.77,13/11/9,71.7,0.365,9.5,1.5,7.289,27.54,20.251,97.866,86.71,33.991,88.57,63.98,,0.125,0.0732,186.84,0.9856,normal,-0.00287409,0.0607,False,contamination,none,A_healthy,0.0142,0.0,1.0,,158.16,150.28,22620.87,17744.89,11534.18,23955.6,lstm_sequence,4875.97,6034.36,4312.0,0.0001,0.0007,0.01,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-10-14T06:34:47,2005-06-30T01:17:31,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,141891.8,19712.64,21.44,30746.35,8.81,99.971,79.68,2874.8,1.08,3.229,108,False,False,peak_demand,76.21,81.96,88,0,0,0,gas_compressed_air,none,83.12,87.71,0.374,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-10T17:47:53,89,329.8,329.8,2.104,6.048,2.874,3.143,,,58.82,65.16,,28.65,36.52,43.72,14/12/10,166.8,0.556,56.7,10.4,7.522,25.434,17.912,92.124,85.0,34.971,89.23,66.97,,1.252,0.0325,19.51,0.9876,normal,-0.00248729,0.0416,False,contamination,thermal_degradation,A_healthy,0.0144,0.0,1.0,,125.82,147.38,22617.2,20479.55,13311.71,27647.39,physics_informed_nn,2137.65,2268.74,4312.0,0.0001,0.0007,0.01,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-12-10T09:34:19,2005-10-05T01:24:49,mixed,False,master_technician,False,55.0,,,none,none,394252.83,5485524.59,98677.49,19712.64,57.82,30746.35,29.3,99.905,86.016,2874.8,1.08,5.634,108,False,False,peak_demand,85.3,71.86,89,1,0,2,oil_hydraulic,particulate_severe,72.65,9.32,2.011,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-10T21:27:45,90,333.46,333.46,2.4,7.11,2.962,3.308,,,61.06,63.21,,28.65,34.57,46.81,13/11/9,50.3,0.445,26.3,5.0,5.15,24.937,19.786,92.491,86.9,33.039,91.89,66.29,,0.592,0.0356,49.8,1.0,normal,0.00094688,0.006,False,contamination,none,A_healthy,0.0145,0.0,1.0,,552.26,143.83,22613.54,25571.67,16621.58,34521.75,particle_filter,-2958.13,2535.75,4312.0,0.0001,0.0007,0.01,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2005-03-26T15:17:46,2006-04-03T13:22:47,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,186497.57,19712.64,23.53,30746.35,16.88,99.945,81.738,2874.8,1.08,4.549,108,False,False,peak_demand,89.43,77.37,90,1,0,0,none,none,21.84,69.94,2.826,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T01:07:36,91,337.13,337.13,1.792,6.327,3.531,2.686,,,63.09,69.1,,28.65,40.46,48.53,13/11/9,94.6,0.318,39.2,6.1,2.539,20.681,18.142,98.394,86.6,33.313,89.11,66.31,,0.223,0.0381,124.81,1.0,normal,0.00420518,0.0437,False,contamination,none,A_healthy,0.0147,0.0062,1.0,,104.96,133.17,22609.87,20950.65,13617.93,28283.38,weibull_regression,1659.22,1895.44,4312.0,0.0001,0.0007,0.0101,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-12-20T12:27:15,2005-10-22T01:11:00,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,179168.97,19712.64,34.71,30746.35,6.74,99.978,86.137,2874.8,1.08,4.032,108,False,False,peak_demand,102.92,89.32,91,1,0,1,gas_compressed_air,particulate_mild,28.56,124.83,1.937,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T04:47:28,92,340.79,340.79,2.041,5.617,2.752,3.195,,,62.64,68.72,,28.65,40.08,46.15,14/12/10,51.6,0.342,53.7,10.9,2.009,7.252,5.242,94.1,84.96,34.732,87.58,65.52,,1.273,0.028,31.19,1.0,normal,8.373e-05,0.0432,False,contamination,none,A_healthy,0.0149,0.0,1.0,,7.63,138.23,22606.21,19919.84,12947.89,26891.78,kalman_filter,2686.37,2728.55,4312.0,0.0001,0.0007,0.0101,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-11-29T04:42:35,2005-09-15T16:39:10,mixed,False,specialist,False,52.0,,,none,none,394252.83,5485524.59,83516.46,19712.64,45.87,30746.35,11.16,99.964,88.369,2874.8,1.08,7.614,108,False,False,peak_demand,105.68,72.96,92,1,0,1,water,none,64.74,7.51,2.994,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T08:27:20,93,344.46,344.46,1.959,6.855,3.5,2.734,,,64.58,64.67,,28.65,36.02,48.54,13/11/9,118.1,0.308,28.3,3.2,4.442,23.95,19.508,99.786,87.01,33.501,90.48,67.25,,0.321,0.1444,0.12,0.9989,normal,0.00265957,0.1045,False,contamination,none,A_healthy,0.015,0.0062,1.0,,29.09,153.83,22602.54,25650.46,16672.8,34628.12,particle_filter,-3047.91,2542.01,4312.0,0.0001,0.0007,0.0101,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2005-03-28T17:41:04,2006-04-06T19:20:41,mixed,False,journeyman,True,,,,none,none,394252.83,5485524.59,130226.57,19712.64,32.9,30746.35,10.74,99.965,84.998,2874.8,1.08,1.041,108,False,False,peak_demand,83.69,85.81,93,1,0,0,steam,none,30.09,104.38,1.887,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T12:07:12,94,348.12,348.12,1.973,6.614,3.353,2.895,,,57.82,62.9,,28.65,34.26,46.94,13/11/9,151.5,0.317,39.6,4.9,1.592,8.42,6.828,94.654,86.21,34.217,89.41,64.27,,0.626,0.0256,2.15,0.9971,normal,0.00190548,0.0337,False,contamination,none,A_healthy,0.0152,0.0037,1.0,,33.54,159.01,22598.88,19081.28,12402.83,25759.73,xgboost_gradient,3517.6,3765.18,4312.0,0.0001,0.0007,0.0101,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-11-12T00:45:37,2005-08-17T07:12:30,mixed,False,master_technician,True,,,,none,none,394252.83,5485524.59,112382.69,19712.64,40.66,30746.35,10.84,99.965,79.375,2874.8,1.08,2.751,108,False,False,peak_demand,87.78,86.58,94,0,0,0,oil_process,particulate_mild,37.21,3.52,0.587,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T15:47:04,95,351.78,351.78,1.871,8.283,4.428,3.431,,,57.89,69.93,,28.65,41.29,46.69,13/11/9,58.6,0.485,61.9,17.3,3.024,17.116,14.092,96.75,87.24,36.585,90.37,64.23,,0.436,0.0047,12.57,1.0,normal,0.0,0.0647,False,contamination,none,A_healthy,0.0153,0.0121,1.0,,2.82,134.38,22595.22,20238.77,13155.2,27322.33,lstm_sequence,2356.45,2458.19,4312.0,0.0001,0.0007,0.0102,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-12-06T07:10:04,2005-09-27T10:44:09,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,171100.81,19712.64,55.42,30746.35,11.21,99.964,84.658,2874.8,1.08,1.601,108,False,False,peak_demand,98.73,82.86,95,0,0,0,steam,particulate_mild,69.3,1.37,1.436,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T19:26:56,97,355.45,355.45,1.908,5.692,2.984,2.89,,,61.8,63.11,,28.65,34.47,47.0,14/12/10,152.6,0.307,37.3,7.3,4.642,7.946,3.304,101.507,85.97,35.763,89.45,65.87,,0.983,0.0457,186.54,1.0,normal,0.0,0.0508,False,contamination,none,A_healthy,0.0155,0.0,1.0,,109.05,152.07,22591.55,24091.95,15659.77,32524.13,xgboost_gradient,-1500.4,1432.67,4312.0,0.0001,0.0007,0.0102,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2005-02-24T17:25:25,2006-02-11T01:36:21,mixed,False,specialist,False,23.0,,,none,none,394252.83,5485524.59,106259.84,19712.64,23.07,30746.35,7.98,99.974,89.443,2874.8,1.08,7.959,108,False,False,peak_demand,83.57,93.2,97,0,0,1,water,none,81.04,55.67,6.284,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-11T23:06:48,98,359.11,359.11,2.478,6.763,2.729,3.367,,,57.9,62.38,,28.65,33.74,47.06,13/11/9,131.1,0.658,81.7,8.5,7.429,19.596,12.168,94.823,89.8,37.31,88.37,68.32,,0.568,0.0377,7.71,0.9853,normal,-0.00294102,0.0016,False,contamination,none,A_healthy,0.0156,0.006,1.0,,170.97,136.77,22587.89,21027.56,13667.92,28387.21,lstm_sequence,1560.32,1348.42,4312.0,0.0001,0.0007,0.0102,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-12-23T00:53:41,2005-10-25T16:32:30,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,130637.38,19712.64,27.37,30746.35,12.78,99.958,82.539,2874.8,1.08,4.542,108,False,False,peak_demand,94.28,80.88,98,1,0,1,oil_process,none,85.85,62.0,0.555,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-12T02:46:40,99,362.78,362.78,2.231,5.671,2.541,2.913,,,55.99,66.39,,28.65,37.74,46.18,13/11/9,84.1,0.353,18.0,2.2,3.488,8.579,5.091,105.855,85.23,35.608,89.36,66.29,,0.08,0.3431,50.07,0.9971,normal,-0.00036735,0.0669,False,contamination,none,A_healthy,0.0158,0.0026,1.0,,61.7,151.5,22584.22,21159.45,13753.65,28565.26,xgboost_gradient,1424.77,1704.29,4312.0,0.0001,0.0007,0.0102,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-12-25T22:30:19,2005-10-30T12:18:52,mixed,False,specialist,True,,,,none,none,394252.83,5485524.59,106907.81,19712.64,24.25,30746.35,6.83,99.978,84.23,2874.8,1.08,3.018,108,False,False,peak_demand,90.4,90.17,99,1,0,0,steam,none,29.77,151.93,0.08,,,standard
ASSET-000045,pump_reciprocating,high,PrecisionDrive GmbH,MDL-6982-B,2003-09-27,22947.0,500.0,86.44808080390793,indoor_controlled,food_beverage,FAC-480,LINE-M,none,2003-10-12T06:26:32,100,366.44,366.44,1.849,4.955,2.679,2.843,,,59.35,67.84,,28.65,39.2,46.67,14/12/10,77.7,0.315,47.3,9.4,3.719,8.308,4.59,96.207,86.69,33.315,90.02,65.56,,0.144,0.0368,25.63,1.0,normal,0.00058181,0.0129,False,contamination,imbalance_induced,A_healthy,0.016,0.0,1.0,,99.28,140.3,22580.56,18857.93,12257.65,25458.2,physics_informed_nn,3722.63,3505.56,4312.0,0.0001,0.0007,0.0103,2.301,23925.0,0.9999,1e-06,False,none,none,,,,,,2004-11-08T03:24:22,2005-08-10T03:40:51,mixed,False,apprentice,True,,,,none,none,394252.83,5485524.59,63412.53,19712.64,21.86,30746.35,8.49,99.972,86.005,2874.8,1.08,4.605,108,False,False,peak_demand,91.31,75.93,100,0,0,0,none,none,42.86,113.6,2.387,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-23T04:27:29,1,4.46,4.46,2.7,10.103,3.742,3.035,,,61.01,57.78,,21.96,35.82,44.33,14/12/10,70.7,0.404,51.3,9.5,5.414,14.211,8.797,100.297,88.04,34.231,89.0,63.96,,0.667,0.0084,209.74,1.0,normal,0.0,0.0131,False,fatigue_spalling,none,A_healthy,0.0002,0.0008,1.0,,4.63,145.25,27058.54,29635.32,19262.95,40007.68,lstm_sequence,-2576.77,2628.74,7796.0,0.0011,0.0053,0.0383,1.427,28383.0,1.0,1.19e-06,False,none,none,,,,,,2012-12-30T14:06:56,2014-03-07T18:28:33,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,38623.99,9761.89,48.53,42532.79,6.88,99.984,85.651,5197.4,2.45,3.37,245,False,False,cyclic_fatigue,94.69,96.59,1,0,0,0,none,none,68.79,14.81,0.249,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-23T08:54:58,2,8.92,8.92,2.682,11.736,4.376,3.103,,,65.13,57.47,,21.96,35.51,45.7,14/12/10,110.8,0.349,5.5,1.2,6.653,22.756,16.103,102.697,87.68,36.048,90.31,65.91,,0.744,0.0304,3.93,1.0,normal,0.0,0.0175,False,fatigue_spalling,none,A_healthy,0.0003,0.0,1.0,,265.79,163.71,27054.08,25500.5,16575.33,34425.68,lstm_sequence,1553.58,1550.45,7796.0,0.0011,0.0054,0.0384,1.427,28383.0,1.0,1.61e-06,False,none,none,,,,,,2012-10-05T15:10:00,2013-10-12T12:20:32,mixed,False,master_technician,False,26.0,,,none,none,195237.77,33887070.83,57586.89,9761.89,24.45,42532.79,8.66,99.98,84.149,5197.4,2.45,6.202,245,False,False,cyclic_fatigue,84.74,79.35,2,0,0,0,oil_process,none,52.97,63.34,0.051,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-23T13:22:27,3,13.37,13.37,2.576,8.102,3.145,3.3,,,65.83,53.57,,21.96,31.61,46.95,14/12/10,85.7,0.65,6.2,1.6,1.047,6.422,5.375,103.303,88.5,36.325,91.06,65.85,,0.476,0.0202,111.66,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0005,0.0,1.0,,18.4,149.83,27049.63,29747.22,19335.69,40158.74,weibull_regression,-2697.59,3466.09,7796.0,0.0012,0.0054,0.0384,1.427,28383.0,1.0,1.91e-06,False,none,none,,,,,,2013-01-02T06:58:57,2014-03-12T02:30:30,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,49449.66,9761.89,43.81,42532.79,6.63,99.984,77.749,5197.4,2.45,3.846,245,False,False,cyclic_fatigue,75.21,89.71,3,0,0,0,oil_hydraulic,none,52.2,61.83,1.973,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-23T17:49:57,4,17.83,17.83,2.485,10.692,4.302,2.915,,,58.22,59.69,,21.96,37.73,47.25,13/11/9,61.1,0.679,12.9,3.9,9.177,26.972,17.796,101.564,88.15,34.573,90.62,62.71,,0.683,0.0671,120.55,0.9956,normal,-0.00111086,0.0559,False,fatigue_spalling,none,A_healthy,0.0007,0.0,1.0,,156.99,163.83,27045.17,23606.97,15344.53,31869.41,weibull_regression,3438.2,3137.6,7796.0,0.0012,0.0054,0.0385,1.427,28383.0,1.0,2.16e-06,False,none,none,,,,,,2012-08-27T13:19:05,2013-08-06T19:45:28,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,48647.44,9761.89,38.26,42532.79,18.19,99.957,85.575,5197.4,2.45,2.412,245,False,False,cyclic_fatigue,86.38,87.81,4,0,0,0,gas_compressed_air,particulate_mild,26.03,53.4,4.849,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-23T22:17:26,5,22.29,22.29,2.597,8.508,3.276,2.572,,,60.37,66.19,,21.96,44.23,48.08,13/11/9,122.7,0.564,11.3,3.1,1.692,19.946,18.254,93.587,88.86,35.836,91.06,63.5,,0.235,0.0115,156.98,1.0,normal,0.0,0.0735,False,fatigue_spalling,none,A_healthy,0.0008,0.0021,1.0,,226.05,167.66,27040.71,24569.53,15970.19,33168.86,particle_filter,2471.18,3199.77,7796.0,0.0012,0.0055,0.0386,1.427,28383.0,1.0,2.37e-06,False,none,none,,,,,,2012-09-16T19:03:17,2013-09-10T02:23:22,mixed,False,specialist,False,89.0,,,none,none,195237.77,33887070.83,69006.41,9761.89,28.91,42532.79,10.6,99.975,91.703,5197.4,2.45,3.652,245,False,False,cyclic_fatigue,111.11,93.37,5,0,0,0,water,water_ingress,47.81,102.63,0.785,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-24T02:44:55,6,26.75,26.75,2.586,10.098,3.906,3.212,,,61.33,62.31,,21.96,40.35,46.52,14/12/10,189.7,0.456,37.0,8.1,8.758,18.281,9.523,97.965,89.0,34.681,90.31,69.62,,0.314,0.0232,95.89,0.9935,normal,-0.0012903,0.0464,False,fatigue_spalling,thermal_degradation,A_healthy,0.001,0.0099,1.0,,76.52,147.72,27036.25,31463.3,20451.14,42475.45,xgboost_gradient,-4427.05,5672.74,7796.0,0.0012,0.0055,0.0387,1.427,28383.0,1.0,2.57e-06,False,none,none,,,,,,2013-02-07T14:23:53,2014-05-12T10:33:10,mixed,False,specialist,False,68.0,,,none,none,195237.77,33887070.83,74994.15,9761.89,52.02,42532.79,10.46,99.975,79.97,5197.4,2.45,7.055,245,False,False,cyclic_fatigue,90.32,89.5,6,0,0,0,water,none,63.2,45.61,0.214,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-24T07:12:24,7,31.21,31.21,2.235,7.909,3.538,3.264,,,61.41,59.69,,21.96,37.73,45.89,14/12/10,495.8,0.473,28.0,5.7,9.162,15.613,6.451,103.859,90.24,36.9,88.87,66.91,,0.144,0.0758,550.09,1.0,normal,0.0,0.0154,False,fatigue_spalling,abrasive_wear,A_healthy,0.0012,0.0,1.0,,52.82,146.12,27031.79,33413.45,21718.74,45108.16,xgboost_gradient,-6381.66,5270.87,7796.0,0.0013,0.0055,0.0387,1.427,28383.0,0.9999,2.74e-06,False,none,none,,,,,,2013-03-20T09:55:55,2014-07-20T16:38:22,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,67917.14,9761.89,54.22,42532.79,7.27,99.983,86.021,5197.4,2.45,6.774,245,False,False,cyclic_fatigue,98.59,89.68,7,0,0,0,water,particulate_mild,84.11,24.4,3.915,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-24T11:39:54,8,35.67,35.67,2.593,10.602,4.089,3.109,,,57.52,60.86,,21.96,38.9,47.7,14/12/10,72.6,0.346,54.0,8.7,2.376,21.327,18.951,105.566,88.37,33.875,89.2,68.16,,1.058,0.0564,17.58,0.9933,normal,-0.00133393,0.0021,False,fatigue_spalling,none,A_healthy,0.0013,0.0071,1.0,,107.33,162.15,27027.33,22130.32,14384.71,29875.93,physics_informed_nn,4897.02,4246.35,7796.0,0.0013,0.0056,0.0388,1.427,28383.0,0.9999,2.9e-06,False,none,none,,,,,,2012-07-28T12:49:25,2013-06-16T06:26:04,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,73258.15,9761.89,43.69,42532.79,9.19,99.978,85.066,5197.4,2.45,6.403,245,False,False,cyclic_fatigue,96.47,87.05,8,0,0,0,oil_hydraulic,none,47.1,5.74,0.204,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-24T16:07:23,9,40.12,40.12,2.719,9.259,3.405,2.824,,,61.72,63.35,,21.96,41.39,48.78,14/12/10,133.2,0.364,13.1,2.5,6.894,19.466,12.573,102.851,88.96,35.997,90.0,63.16,,0.338,0.1465,79.7,1.0,normal,0.00088869,0.0867,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.0015,0.0068,1.0,,43.55,141.94,27022.88,28479.23,18511.5,38446.95,xgboost_gradient,-1456.35,1647.39,7796.0,0.0013,0.0056,0.0389,1.427,28383.0,0.9999,3.05e-06,False,none,none,,,,,,2012-12-07T23:44:09,2014-01-27T07:27:54,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,41998.09,9761.89,46.31,42532.79,9.69,99.977,91.335,5197.4,2.45,6.425,245,False,False,cyclic_fatigue,112.31,85.85,9,0,0,0,steam,none,74.36,10.75,1.304,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-24T20:34:52,10,44.58,44.58,2.542,8.617,3.389,2.893,,,60.03,56.81,,21.96,34.85,45.48,13/11/9,58.3,0.325,21.3,3.4,6.492,13.03,6.539,97.114,87.86,35.591,89.37,67.96,,0.383,0.0215,22.91,0.9998,normal,-4.156e-05,0.072,False,fatigue_spalling,none,A_healthy,0.0016,0.0058,1.0,,128.93,155.68,27018.42,25767.79,16749.06,34786.52,physics_informed_nn,1250.63,1619.57,7796.0,0.0013,0.0056,0.0389,1.427,28383.0,0.9999,3.19e-06,False,none,none,,,,,,2012-10-12T16:28:33,2013-10-23T11:12:08,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,39453.55,9761.89,27.34,42532.79,4.87,99.989,83.722,5197.4,2.45,7.821,245,False,False,cyclic_fatigue,83.32,79.31,10,0,0,0,oil_process,water_ingress,52.86,0.02,0.005,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-25T01:02:21,11,49.04,49.04,2.315,7.247,3.13,2.167,,,61.71,56.06,,21.96,34.1,48.53,14/12/10,107.0,0.343,19.8,2.8,5.323,12.714,7.391,102.749,87.96,34.772,90.23,62.63,,0.373,0.163,401.62,0.9974,normal,0.00076337,0.0534,False,fatigue_spalling,none,A_healthy,0.0018,0.0,1.0,,53.78,137.35,27013.96,31322.64,20359.72,42285.57,physics_informed_nn,-4308.68,5377.24,7796.0,0.0013,0.0057,0.039,1.427,28383.0,0.9999,3.32e-06,False,none,none,,,,,,2013-02-05T14:21:42,2014-05-08T09:17:14,mixed,False,specialist,False,12.0,,,none,none,195237.77,33887070.83,56945.71,9761.89,38.77,42532.79,8.19,99.981,82.981,5197.4,2.45,5.25,245,False,False,cyclic_fatigue,75.02,96.02,11,0,0,0,gas_compressed_air,none,21.18,14.11,7.733,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-25T05:29:51,12,53.5,53.5,2.725,7.679,2.818,3.081,,,56.97,61.23,,21.96,39.27,46.07,14/12/10,53.6,0.521,45.2,4.7,3.01,12.428,9.418,93.154,88.34,36.805,90.55,63.18,,0.312,0.0841,18.47,1.0,normal,0.0,0.0129,False,fatigue_spalling,none,A_healthy,0.002,0.0281,1.0,,47.63,147.27,27009.5,31565.73,20517.73,42613.74,particle_filter,-4556.23,5752.02,7796.0,0.0013,0.0057,0.0391,1.427,28383.0,0.9999,3.45e-06,False,none,none,,,,,,2013-02-10T20:21:52,2014-05-17T04:22:16,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,61442.31,9761.89,45.93,42532.79,8.74,99.979,83.744,5197.4,2.45,4.833,245,False,False,cyclic_fatigue,95.51,77.71,12,0,0,0,water,none,54.34,57.87,1.733,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-25T09:57:20,13,57.96,57.96,2.555,7.485,2.93,3.161,,,56.31,61.42,,21.96,39.46,45.55,13/11/9,149.6,0.36,25.4,6.3,1.45,12.004,10.554,104.856,87.27,33.61,90.71,64.96,,0.327,0.0445,11.06,1.0,normal,0.00133393,0.0174,False,fatigue_spalling,adhesive_wear,A_healthy,0.0021,0.0,1.0,,423.02,149.1,27005.04,30618.14,19901.79,41334.48,lstm_sequence,-3613.09,3754.26,7796.0,0.0014,0.0057,0.0391,1.427,28383.0,0.9999,3.57e-06,False,none,none,,,,,,2013-01-22T07:01:26,2014-04-13T19:22:19,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,35683.91,9761.89,45.99,42532.79,10.09,99.976,78.722,5197.4,2.45,6.718,245,False,False,cyclic_fatigue,106.12,88.51,13,0,0,0,steam,none,43.78,64.78,0.856,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-25T14:24:49,14,62.41,62.41,2.444,8.864,3.627,2.592,,,61.24,62.24,,21.96,40.28,46.39,14/12/10,113.4,0.374,21.6,5.4,9.279,25.809,16.531,98.962,89.29,34.568,90.05,65.85,,0.197,0.0089,322.21,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0023,0.0041,1.0,,102.68,141.19,27000.59,31246.64,20310.31,42182.96,particle_filter,-4246.05,5490.12,7796.0,0.0014,0.0058,0.0392,1.427,28383.0,0.9998,3.69e-06,False,none,none,,,,,,2013-02-04T13:43:55,2014-05-06T06:03:17,mixed,False,journeyman,False,75.0,,,none,none,195237.77,33887070.83,43854.73,9761.89,55.57,42532.79,5.9,99.986,76.703,5197.4,2.45,4.021,245,False,False,cyclic_fatigue,99.47,86.62,14,0,0,0,gas_compressed_air,particulate_mild,24.36,52.5,1.437,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-25T18:52:19,15,66.87,66.87,2.621,10.978,4.188,3.011,,,62.15,60.85,,21.96,38.89,47.41,13/11/9,112.0,0.322,30.1,4.6,6.953,9.11,2.157,100.225,89.51,36.412,91.07,63.92,,0.157,0.0138,28.73,1.0,normal,4.156e-05,0.0433,False,fatigue_spalling,none,A_healthy,0.0025,0.0,1.0,,16.16,140.66,26996.13,23119.2,15027.48,31210.92,lstm_sequence,3876.93,4401.17,7796.0,0.0014,0.0058,0.0393,1.427,28383.0,0.9998,3.8e-06,False,none,none,,,,,,2012-08-19T10:28:17,2013-07-22T14:11:28,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,76535.19,9761.89,44.02,42532.79,10.57,99.975,88.878,5197.4,2.45,1.735,245,False,False,cyclic_fatigue,93.34,75.42,15,0,0,0,oil_hydraulic,chemical_contamination,43.84,48.37,0.761,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-25T23:19:48,16,71.33,71.33,2.384,9.271,3.888,2.556,,,64.87,62.05,,21.96,40.09,47.04,13/11/9,118.7,0.327,15.1,1.5,3.829,13.199,9.37,102.607,88.33,36.255,90.75,68.35,,0.503,0.0368,271.49,1.0,normal,0.00052694,0.0191,False,fatigue_spalling,none,A_healthy,0.0026,0.0039,1.0,,63.01,176.66,26991.67,32190.85,20924.05,43457.65,lstm_sequence,-5199.18,6400.33,7796.0,0.0014,0.0058,0.0393,1.427,28383.0,0.9998,3.9e-06,False,none,none,,,,,,2013-02-24T14:45:24,2014-06-09T01:33:19,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,63041.03,9761.89,43.58,42532.79,28.71,99.933,85.18,5197.4,2.45,6.786,245,False,False,cyclic_fatigue,104.6,94.19,16,0,0,0,water,none,37.09,79.94,2.63,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-26T03:47:17,17,75.79,75.79,2.782,9.272,3.333,3.184,,,61.55,62.78,,21.96,40.82,45.11,13/11/9,145.4,0.585,26.6,7.5,5.627,18.761,13.134,103.913,88.79,36.488,92.88,67.47,,1.091,0.0126,59.54,0.9959,normal,-0.0008165,0.0,False,fatigue_spalling,none,A_healthy,0.0028,0.0,1.0,,186.89,148.2,26987.21,23424.98,15226.24,31623.72,physics_informed_nn,3562.23,3388.82,7796.0,0.0014,0.0059,0.0394,1.427,28383.0,0.9998,4e-06,False,none,none,,,,,,2012-08-26T04:16:40,2013-08-02T19:01:15,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,38824.66,9761.89,58.62,42532.79,7.76,99.982,80.612,5197.4,2.45,5.83,245,False,False,cyclic_fatigue,104.93,73.79,17,0,0,0,water,water_ingress,60.78,22.61,0.477,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-26T08:14:46,18,80.25,80.25,2.554,9.044,3.542,3.028,,,57.4,64.17,,21.96,42.21,46.14,14/12/10,162.6,0.391,29.4,4.2,4.079,11.589,7.511,98.939,89.27,34.176,90.09,60.98,,0.334,0.0725,44.45,0.9865,normal,-0.00270316,0.0353,False,fatigue_spalling,none,A_healthy,0.003,0.0,1.0,,162.29,151.46,26982.75,24345.03,15824.27,32865.79,lstm_sequence,2637.73,3386.91,7796.0,0.0014,0.0059,0.0395,1.427,28383.0,0.9998,4.1e-06,False,none,none,,,,,,2012-09-14T12:45:35,2013-09-04T13:31:10,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,33789.74,9761.89,43.28,42532.79,17.38,99.959,86.826,5197.4,2.45,7.814,245,False,False,cyclic_fatigue,90.84,94.67,18,0,0,0,steam,particulate_severe,28.28,70.56,2.114,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-26T12:42:16,19,84.7,84.7,2.559,11.248,4.395,3.291,,,62.25,59.16,,21.96,37.2,42.4,14/12/10,88.6,0.332,14.4,2.3,7.763,16.237,8.474,102.201,89.57,35.434,88.99,61.89,,0.106,0.0971,18.92,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0031,0.0,1.0,,88.17,160.64,26978.3,24929.58,16204.23,33654.93,xgboost_gradient,2048.72,1738.05,7796.0,0.0014,0.0059,0.0395,1.427,28383.0,0.9998,4.2e-06,False,none,none,,,,,,2012-09-26T21:29:40,2013-09-25T10:50:51,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,48821.56,9761.89,39.13,42532.79,10.11,99.976,82.834,5197.4,2.45,7.034,245,False,False,cyclic_fatigue,92.05,95.07,19,0,0,0,oil_hydraulic,none,37.56,110.74,0.195,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-26T17:09:45,20,89.16,89.16,2.448,8.752,3.575,2.866,,,62.89,57.8,,21.96,35.84,45.24,14/12/10,178.2,0.384,10.9,1.1,6.975,16.8,9.825,103.594,88.02,36.286,90.15,69.4,,0.559,0.0761,48.24,0.9857,normal,-0.00285803,0.0373,False,fatigue_spalling,none,A_healthy,0.0033,0.0003,1.0,,143.59,142.59,26973.84,23218.2,15091.83,31344.57,weibull_regression,3755.64,3715.67,7796.0,0.0015,0.006,0.0396,1.427,28383.0,0.9997,4.29e-06,False,none,none,,,,,,2012-08-22T10:15:45,2013-07-27T00:37:57,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,50621.08,9761.89,54.09,42532.79,3.84,99.99,86.835,5197.4,2.45,2.197,245,False,False,cyclic_fatigue,85.11,81.05,20,0,0,0,gas_compressed_air,chemical_contamination,25.26,14.8,1.213,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-26T21:37:14,21,93.62,93.62,2.626,8.926,3.4,2.897,,,58.08,56.16,,21.96,34.2,43.4,14/12/10,114.9,0.31,37.2,7.9,1.567,14.514,12.946,101.117,89.3,35.285,89.6,66.62,,0.345,0.0488,107.76,1.0,normal,0.0,0.0,False,fatigue_spalling,none,A_healthy,0.0035,0.0127,1.0,,50.03,152.89,26969.38,20576.36,13374.64,27778.09,weibull_regression,6393.01,7345.92,7796.0,0.0015,0.006,0.0397,1.427,28383.0,0.9997,4.38e-06,False,none,none,,,,,,2012-06-28T13:48:10,2013-04-24T15:31:49,mixed,False,apprentice,False,26.0,,,none,none,195237.77,33887070.83,75889.0,9761.89,40.75,42532.79,11.25,99.974,81.283,5197.4,2.45,6.308,245,False,False,cyclic_fatigue,79.96,87.16,21,0,0,0,oil_process,none,43.17,45.6,0.39,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-27T02:04:43,22,98.08,98.08,2.522,11.323,4.49,2.828,,,56.08,54.78,,21.96,32.82,49.45,13/11/9,135.3,0.305,41.0,8.5,1.299,10.794,9.495,95.333,88.98,35.402,90.13,61.55,,0.154,0.0975,10.76,1.0,normal,0.0008165,0.0469,False,fatigue_spalling,none,A_healthy,0.0036,0.0054,1.0,,65.48,152.61,26964.92,23077.44,15000.33,31154.54,lstm_sequence,3887.49,4000.68,7796.0,0.0015,0.006,0.0397,1.427,28383.0,0.9997,4.47e-06,False,none,none,,,,,,2012-08-19T20:47:48,2013-07-22T09:53:58,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,58137.14,9761.89,26.87,42532.79,6.19,99.985,82.062,5197.4,2.45,7.962,245,False,False,cyclic_fatigue,75.0,67.6,22,0,0,0,gas_compressed_air,particulate_severe,40.44,52.18,0.611,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-27T06:32:13,23,102.54,102.54,2.415,7.694,3.186,2.949,,,63.58,60.91,,21.96,38.95,45.11,14/12/10,131.4,0.537,31.6,4.0,4.35,20.319,15.969,102.835,86.19,35.972,88.94,65.31,,0.85,0.0612,245.85,1.0,normal,0.00270316,0.0911,False,fatigue_spalling,none,A_healthy,0.0038,0.0004,1.0,,164.78,137.93,26960.46,22511.72,14632.62,30390.82,weibull_regression,4448.74,4976.35,7796.0,0.0015,0.006,0.0398,1.427,28383.0,0.9997,4.56e-06,False,none,none,,,,,,2012-08-08T06:23:49,2013-07-02T13:29:56,mixed,False,master_technician,False,55.0,,,none,none,195237.77,33887070.83,78049.88,9761.89,43.48,42532.79,11.41,99.973,84.359,5197.4,2.45,6.413,245,False,False,cyclic_fatigue,85.47,91.62,23,0,0,0,oil_process,none,81.15,34.74,0.143,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-27T10:59:42,24,107.0,107.0,2.747,9.73,3.542,2.991,,,57.14,58.28,,21.96,36.32,46.51,13/11/9,204.6,0.424,33.7,9.0,9.904,20.724,10.82,96.338,88.71,36.187,89.82,66.5,,0.502,0.0995,172.34,0.9995,normal,-0.00010026,0.0,False,fatigue_spalling,none,A_healthy,0.004,0.0064,1.0,,84.35,160.37,26956.0,23672.65,15387.22,31958.08,weibull_regression,3283.36,3600.82,7796.0,0.0015,0.0061,0.0398,1.427,28383.0,0.9997,4.64e-06,False,none,none,,,,,,2012-09-01T15:19:10,2013-08-12T20:44:47,mixed,False,oem_certified,True,,,,none,none,195237.77,33887070.83,33484.95,9761.89,29.57,42532.79,10.7,99.975,86.853,5197.4,2.45,3.875,245,False,False,cyclic_fatigue,91.4,90.09,24,0,0,0,gas_compressed_air,none,24.09,117.77,0.761,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-27T15:27:11,25,111.45,111.45,2.537,10.695,4.215,3.232,,,63.43,60.69,,21.96,38.73,47.92,14/12/10,67.9,0.666,10.7,1.7,2.577,9.121,6.544,96.353,88.27,35.241,87.52,66.25,,0.282,0.0695,84.24,0.9839,normal,-0.00035575,0.0017,False,fatigue_spalling,none,A_healthy,0.0041,0.0,1.0,,166.82,151.93,26951.55,24831.77,16140.65,33522.89,xgboost_gradient,2119.77,2564.94,7796.0,0.0015,0.0061,0.0399,1.427,28383.0,0.9996,4.72e-06,False,none,none,,,,,,2012-09-25T23:20:23,2013-09-23T02:27:37,mixed,False,specialist,False,45.0,,,none,none,195237.77,33887070.83,63548.08,9761.89,54.38,42532.79,23.5,99.945,86.068,5197.4,2.45,1.506,245,False,False,cyclic_fatigue,87.87,91.4,25,0,0,0,steam,particulate_mild,46.6,7.06,1.182,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-27T19:54:41,26,115.91,115.91,2.746,10.67,3.886,3.329,,,59.67,60.39,,21.96,38.43,47.63,14/12/10,162.3,0.526,8.7,1.8,6.79,14.561,7.77,110.306,87.99,34.656,90.36,66.49,,0.187,0.0678,95.52,0.9864,normal,-0.00271864,0.029,False,fatigue_spalling,none,A_healthy,0.0043,0.0,1.0,,293.14,145.85,26947.09,23491.76,15269.65,31713.88,kalman_filter,3455.32,3858.74,7796.0,0.0015,0.0061,0.04,1.427,28383.0,0.9996,4.8e-06,False,none,none,,,,,,2012-08-29T05:47:35,2013-08-06T19:54:38,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,58371.31,9761.89,42.02,42532.79,6.71,99.984,85.065,5197.4,2.45,1.092,245,False,False,cyclic_fatigue,85.4,105.7,26,0,0,0,steam,water_ingress,55.5,97.56,0.023,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-28T00:22:10,27,120.37,120.37,2.503,10.057,4.018,3.087,,,57.77,63.52,,21.96,41.56,44.01,14/12/10,135.6,0.457,19.8,2.1,9.128,24.06,14.932,97.841,87.56,34.081,88.21,65.61,,0.517,0.136,11.07,0.9908,normal,-0.0018357,0.0527,False,fatigue_spalling,overload,A_healthy,0.0044,0.0058,1.0,,154.22,161.8,26942.63,30434.11,19782.17,41086.05,xgboost_gradient,-3491.48,3472.97,7796.0,0.0016,0.0062,0.04,1.427,28383.0,0.9996,4.88e-06,False,none,none,,,,,,2013-01-21T01:25:32,2014-04-09T21:21:53,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,88729.54,9761.89,40.49,42532.79,7.87,99.982,87.028,5197.4,2.45,7.14,245,False,False,cyclic_fatigue,101.41,87.37,27,0,0,0,oil_process,particulate_severe,89.66,23.03,1.533,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-28T04:49:39,28,124.83,124.83,2.513,9.901,3.94,2.854,,,56.12,58.04,,21.96,36.08,45.53,14/12/10,109.6,0.343,14.4,3.0,2.535,22.116,19.581,94.762,87.7,34.145,90.33,65.07,,1.034,0.013,5.45,0.9862,normal,-0.00275791,0.0256,False,fatigue_spalling,none,A_healthy,0.0046,0.0,1.0,,234.6,155.06,26938.17,31046.54,20180.25,41912.83,physics_informed_nn,-4108.37,3365.44,7796.0,0.0016,0.0062,0.0401,1.427,28383.0,0.9996,4.95e-06,False,none,none,,,,,,2013-02-03T00:05:50,2014-05-01T18:23:09,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,35212.95,9761.89,56.07,42532.79,5.39,99.987,91.088,5197.4,2.45,5.183,245,False,False,cyclic_fatigue,84.74,80.57,28,0,0,0,gas_compressed_air,water_ingress,27.07,51.13,1.0,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-28T09:17:08,29,129.29,129.29,2.597,6.511,2.507,3.027,,,57.54,63.92,,21.96,41.96,43.24,14/12/10,128.7,0.36,7.3,2.0,1.139,8.171,7.032,93.94,89.95,37.696,90.68,66.32,,0.912,0.0304,59.51,0.9839,normal,-0.00312283,0.0454,False,fatigue_spalling,none,A_healthy,0.0048,0.0,1.0,,218.23,167.49,26933.71,32766.52,21298.24,44234.8,lstm_sequence,-5832.8,4974.55,7796.0,0.0016,0.0062,0.0402,1.427,28383.0,0.9995,5.03e-06,False,none,none,,,,,,2013-03-11T00:32:38,2014-07-01T20:49:28,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,54430.7,9761.89,28.31,42532.79,12.92,99.97,85.008,5197.4,2.45,7.703,245,False,False,cyclic_fatigue,94.41,77.16,29,0,0,0,water,particulate_mild,45.73,50.83,0.477,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-28T13:44:38,30,133.74,133.74,2.507,8.418,3.357,3.615,,,60.36,57.75,,21.96,35.79,48.65,14/12/10,106.8,0.46,10.8,2.2,2.537,18.391,15.855,101.538,88.64,37.193,91.28,61.83,,1.99,0.0075,268.88,0.9922,normal,0.00164395,0.0381,False,fatigue_spalling,imbalance_induced,A_healthy,0.0049,0.0076,1.0,,312.65,158.72,26929.26,29200.02,18980.01,39420.03,particle_filter,-2270.77,2851.24,7796.0,0.0016,0.0062,0.0402,1.427,28383.0,0.9995,5.1e-06,False,none,none,,,,,,2012-12-26T21:45:18,2014-02-25T17:45:47,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,56722.54,9761.89,36.16,42532.79,6.6,99.984,83.287,5197.4,2.45,5.599,245,False,False,cyclic_fatigue,81.2,86.24,30,0,0,0,oil_hydraulic,none,77.43,5.58,1.843,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-28T18:12:07,30,138.2,138.2,2.948,11.742,3.983,2.88,,,63.12,58.84,,21.96,36.88,44.6,14/12/10,66.0,0.327,25.7,3.2,6.118,17.325,11.207,100.583,88.05,36.916,89.59,63.11,,0.461,0.0139,100.45,0.9975,normal,0.00221931,0.0246,False,fatigue_spalling,none,A_healthy,0.0051,0.0,1.0,,38.31,165.79,26924.8,23984.85,15590.15,32379.55,lstm_sequence,2939.95,2534.24,7796.0,0.0016,0.0063,0.0403,1.427,28383.0,0.9995,5.17e-06,False,none,none,,,,,,2012-09-09T10:37:38,2013-08-25T05:19:30,mixed,False,specialist,False,23.0,,,none,none,195237.77,33887070.83,40835.04,9761.89,33.07,42532.79,4.13,99.99,85.94,5197.4,2.45,2.724,245,False,False,cyclic_fatigue,85.03,88.73,30,0,0,0,oil_hydraulic,none,31.7,101.95,2.282,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-28T22:39:36,31,142.66,142.66,2.401,7.257,3.022,3.103,,,64.98,59.3,,21.96,37.34,45.7,14/12/10,96.3,0.474,14.6,3.7,6.419,15.152,8.733,98.713,88.25,36.749,89.63,67.17,,0.958,0.12,327.19,0.9968,normal,0.001196,0.0505,False,fatigue_spalling,none,A_healthy,0.0053,0.0,1.0,,84.14,156.23,26920.34,22833.47,14841.75,30825.18,lstm_sequence,4086.87,3349.3,7796.0,0.0016,0.0063,0.0403,1.427,28383.0,0.9995,5.25e-06,False,none,none,,,,,,2012-08-16T15:23:36,2013-07-15T15:06:23,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,63177.79,9761.89,56.47,42532.79,10.9,99.974,87.657,5197.4,2.45,3.677,245,False,False,cyclic_fatigue,84.22,93.5,31,0,0,0,oil_hydraulic,none,23.25,122.0,0.351,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-29T03:07:05,32,147.12,147.12,2.449,8.522,3.48,2.338,,,58.68,56.58,,21.96,34.62,43.28,14/12/10,114.7,0.33,7.0,2.0,4.369,16.941,12.572,102.021,86.87,35.867,91.15,64.67,,0.432,0.0068,66.14,1.0,normal,0.00275791,0.0185,False,fatigue_spalling,none,A_healthy,0.0054,0.0,1.0,,79.6,135.36,26915.88,23689.29,15398.04,31980.55,particle_filter,3226.59,3544.27,7796.0,0.0016,0.0063,0.0404,1.427,28383.0,0.9995,5.32e-06,False,none,none,,,,,,2012-09-03T15:45:53,2013-08-15T03:01:02,mixed,False,master_technician,False,83.0,,,none,none,195237.77,33887070.83,58647.81,9761.89,40.69,42532.79,7.05,99.983,83.933,5197.4,2.45,6.178,245,False,False,cyclic_fatigue,86.09,82.58,32,0,0,0,gas_compressed_air,particulate_mild,32.31,2.08,3.842,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-29T07:34:35,33,151.58,151.58,2.32,9.107,3.926,3.235,,,59.5,59.92,,21.96,37.96,49.17,13/11/9,72.4,0.369,27.9,5.1,4.699,22.238,17.539,112.021,87.46,33.381,89.59,68.7,,0.067,0.0743,7.19,1.0,normal,0.00322309,0.0,False,fatigue_spalling,none,A_healthy,0.0056,0.0047,1.0,,102.07,144.19,26911.42,29198.58,18979.08,39418.09,xgboost_gradient,-2287.16,2470.69,7796.0,0.0016,0.0063,0.0405,1.427,28383.0,0.9994,5.38e-06,False,none,none,,,,,,2012-12-27T14:52:05,2014-02-26T10:22:20,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,59622.56,9761.89,39.52,42532.79,30.83,99.928,80.765,5197.4,2.45,2.045,245,False,False,cyclic_fatigue,92.09,78.17,33,0,0,0,water,none,30.13,14.3,1.885,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-29T12:02:04,34,156.03,156.03,2.401,10.451,4.354,2.807,,,57.49,57.44,,21.96,35.48,44.06,14/12/10,66.2,0.332,17.8,3.6,2.928,9.375,6.447,97.857,87.92,35.195,89.94,62.77,,0.376,0.0339,170.2,1.0,normal,0.00156983,0.0184,False,fatigue_spalling,none,A_healthy,0.0058,0.0,1.0,,85.81,153.63,26906.97,29688.55,19297.56,40079.54,physics_informed_nn,-2781.58,3276.87,7796.0,0.0017,0.0064,0.0405,1.427,28383.0,0.9994,5.45e-06,False,none,none,,,,,,2013-01-07T00:18:29,2014-03-15T23:17:58,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,96311.86,9761.89,23.6,42532.79,24.83,99.942,83.068,5197.4,2.45,1.745,245,False,False,cyclic_fatigue,84.58,75.64,34,0,0,0,oil_process,particulate_mild,69.66,19.75,1.837,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-29T16:29:33,35,160.49,160.49,2.336,9.654,4.133,3.16,,,57.84,63.72,,21.96,41.77,44.64,12/10/8,85.7,0.363,19.8,2.6,4.286,20.327,16.04,106.319,87.85,34.855,89.05,63.0,,0.351,0.0275,125.26,1.0,normal,0.00049933,0.0423,False,fatigue_spalling,none,A_healthy,0.0059,0.0,1.0,,92.39,145.16,26902.51,30438.85,19785.26,41092.45,weibull_regression,-3536.35,3366.11,7796.0,0.0017,0.0064,0.0406,1.427,28383.0,0.9994,5.52e-06,False,none,none,,,,,,2013-01-22T19:55:12,2014-04-11T17:31:09,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,65448.27,9761.89,40.6,42532.79,10.52,99.975,84.32,5197.4,2.45,4.851,245,False,False,cyclic_fatigue,98.43,79.62,35,0,0,0,none,particulate_severe,76.7,130.11,0.609,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-29T20:57:03,36,164.95,164.95,2.626,6.793,2.587,3.136,,,62.98,57.32,,21.96,35.36,46.31,14/12/10,80.4,0.317,8.5,2.0,3.953,11.261,7.308,94.288,88.52,35.679,90.85,64.23,,0.361,0.0728,317.19,0.9953,normal,-0.00030949,0.0076,False,fatigue_spalling,none,A_healthy,0.0061,0.0069,1.0,,221.89,142.87,26898.05,31579.28,20526.53,42632.03,kalman_filter,-4681.23,5968.23,7796.0,0.0017,0.0064,0.0406,1.427,28383.0,0.9994,5.58e-06,False,none,none,,,,,,2013-02-15T18:35:30,2014-05-22T07:20:25,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,75320.43,9761.89,51.25,42532.79,11.43,99.973,79.093,5197.4,2.45,3.122,245,False,False,cyclic_fatigue,84.29,88.72,36,0,0,0,steam,none,38.44,40.61,0.169,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-30T01:24:32,37,169.41,169.41,2.501,8.497,3.397,2.867,,,55.16,63.92,,21.96,41.96,45.21,14/12/10,136.8,0.322,17.5,2.9,5.785,24.109,18.323,96.713,89.24,35.849,88.56,64.74,,0.137,0.0034,178.37,0.9916,normal,-0.0016833,0.0379,False,fatigue_spalling,none,A_healthy,0.0063,0.0018,1.0,,102.58,152.1,26893.59,33147.51,21545.88,44749.14,kalman_filter,-6253.92,6215.88,7796.0,0.0017,0.0065,0.0407,1.427,28383.0,0.9993,5.65e-06,False,none,none,,,,,,2013-03-20T15:09:55,2014-07-17T00:47:42,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,42021.79,9761.89,59.39,42532.79,19.62,99.954,79.409,5197.4,2.45,4.358,245,False,False,cyclic_fatigue,106.23,84.84,37,0,0,1,oil_process,particulate_severe,47.88,38.29,2.389,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-30T05:52:01,38,173.87,173.87,2.387,9.401,3.939,3.163,,,60.63,64.6,,21.96,42.64,45.09,14/12/10,103.4,0.424,8.4,1.3,3.317,11.525,8.208,97.479,87.8,34.842,90.28,69.51,,0.453,0.0067,14.71,0.9823,normal,-0.00354379,0.0564,False,fatigue_spalling,none,A_healthy,0.0064,0.0047,1.0,,325.86,140.25,26889.13,23297.79,15143.56,31452.01,lstm_sequence,3591.35,4665.71,7796.0,0.0017,0.0065,0.0408,1.427,28383.0,0.9993,5.71e-06,False,none,none,,,,,,2012-08-27T14:45:37,2013-08-02T08:59:09,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,41233.96,9761.89,21.94,42532.79,6.06,99.986,80.278,5197.4,2.45,3.591,245,False,False,cyclic_fatigue,102.28,81.05,38,0,0,0,none,none,29.54,32.68,1.193,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-30T10:19:30,39,178.33,178.33,2.548,7.13,2.798,2.916,,,55.12,60.68,,21.96,38.72,43.33,14/12/10,107.5,0.481,12.8,2.5,1.782,9.495,7.713,93.338,89.26,34.288,91.17,66.48,,1.311,0.0397,137.39,0.9872,normal,-0.00256021,0.047,False,fatigue_spalling,none,A_healthy,0.0066,0.0155,1.0,,142.17,136.29,26884.67,28085.95,18255.87,37916.03,physics_informed_nn,-1201.28,1441.58,7796.0,0.0017,0.0065,0.0408,1.427,28383.0,0.9993,5.77e-06,False,none,none,,,,,,2012-12-05T13:18:03,2014-01-19T03:23:01,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,40630.32,9761.89,59.54,42532.79,25.59,99.94,90.91,5197.4,2.45,2.906,245,False,False,cyclic_fatigue,93.09,89.68,39,0,1,0,oil_hydraulic,none,80.14,98.04,0.315,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-30T14:47:00,40,182.78,182.78,2.844,7.321,2.574,3.348,,,57.24,57.52,,21.96,35.56,46.46,12/10/8,72.5,0.373,9.0,2.6,4.856,20.498,15.642,108.519,88.46,36.366,90.29,59.71,,0.156,0.1507,6.08,1.0,normal,0.0,0.0099,False,fatigue_spalling,none,A_healthy,0.0068,0.0,1.0,,9.77,159.09,26880.22,29196.58,18977.78,39415.39,lstm_sequence,-2316.37,2878.63,7796.0,0.0017,0.0065,0.0409,1.427,28383.0,0.9993,5.83e-06,False,none,none,,,,,,2012-12-28T21:04:28,2014-02-27T15:52:42,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,35853.63,9761.89,31.36,42532.79,12.16,99.971,79.406,5197.4,2.45,5.325,245,False,False,cyclic_fatigue,92.77,82.17,40,0,0,0,steam,none,53.12,87.35,1.337,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-30T19:14:29,41,187.24,187.24,2.522,11.015,4.367,3.582,,,60.43,61.72,,21.96,39.76,45.49,14/12/10,75.7,0.308,27.5,4.7,7.036,8.697,1.66,108.493,87.94,33.802,92.19,61.83,,0.457,0.0304,41.37,1.0,normal,0.00094918,0.0,False,fatigue_spalling,none,A_healthy,0.0069,0.0148,1.0,,71.74,161.12,26875.76,23673.42,15387.72,31959.12,xgboost_gradient,3202.34,3884.25,7796.0,0.0017,0.0066,0.0409,1.427,28383.0,0.9992,5.89e-06,False,none,none,,,,,,2012-09-04T23:57:06,2013-08-16T05:38:56,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,92532.41,9761.89,24.18,42532.79,31.85,99.925,83.427,5197.4,2.45,1.313,245,False,False,cyclic_fatigue,95.3,90.83,41,0,0,0,oil_hydraulic,none,53.19,209.18,0.54,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-04-30T23:41:58,42,191.7,191.7,2.348,9.318,3.968,2.594,,,62.33,57.81,,21.96,35.85,45.17,13/11/9,90.1,0.481,29.6,6.1,8.449,11.147,2.698,101.923,89.35,36.379,89.94,66.81,,0.481,0.0114,79.89,0.9937,normal,0.00041441,0.0,False,fatigue_spalling,none,A_healthy,0.0071,0.0,1.0,,140.5,131.82,26871.3,23806.98,15474.53,32139.42,kalman_filter,3064.32,2543.0,7796.0,0.0017,0.0066,0.041,1.427,28383.0,0.9992,5.95e-06,False,none,none,,,,,,2012-09-07T23:11:16,2013-08-21T03:37:47,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,91624.59,9761.89,41.36,42532.79,19.48,99.954,83.189,5197.4,2.45,5.866,245,False,False,cyclic_fatigue,83.47,97.12,42,0,0,1,gas_compressed_air,particulate_severe,28.64,13.4,1.055,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-01T04:09:27,43,196.16,196.16,2.387,10.397,4.356,2.912,,,59.9,61.12,,21.96,39.16,48.28,14/12/10,54.6,0.319,17.4,1.9,3.321,8.3,4.979,105.313,87.35,36.392,89.11,67.02,,0.208,0.0371,31.67,1.0,normal,0.00354379,0.0609,False,fatigue_spalling,none,A_healthy,0.0072,0.0,1.0,,51.17,139.39,26866.84,24044.43,15628.88,32459.98,particle_filter,2822.41,3085.25,7796.0,0.0018,0.0066,0.0411,1.427,28383.0,0.9992,6.01e-06,False,none,none,,,,,,2012-09-13T02:22:21,2013-08-29T17:55:23,mixed,False,specialist,False,70.0,,,none,none,195237.77,33887070.83,94745.06,9761.89,48.76,42532.79,43.12,99.899,89.971,5197.4,2.45,3.716,245,False,False,cyclic_fatigue,84.52,75.91,43,0,0,0,gas_compressed_air,particulate_mild,79.31,85.21,0.028,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-01T08:36:57,44,200.62,200.62,2.539,9.803,3.861,3.728,,,61.76,56.35,,21.96,34.39,44.44,13/11/9,53.0,0.313,13.0,3.6,9.758,18.785,9.027,99.296,87.51,34.133,88.29,66.3,,0.159,0.0789,21.74,1.0,normal,0.00256021,0.0,False,fatigue_spalling,none,A_healthy,0.0074,0.0038,1.0,,110.57,161.03,26862.38,24331.6,15815.54,32847.66,physics_informed_nn,2530.78,2948.83,7796.0,0.0018,0.0066,0.0411,1.427,28383.0,0.9991,6.07e-06,False,none,none,,,,,,2012-09-19T06:24:57,2013-09-09T02:28:33,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,88789.92,9761.89,54.77,42532.79,8.76,99.979,84.4,5197.4,2.45,1.514,245,False,False,cyclic_fatigue,71.44,95.68,44,0,0,0,water,none,57.22,193.5,3.398,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-01T13:04:26,45,205.07,205.07,2.493,8.487,3.404,3.283,,,66.14,58.71,,21.96,36.75,46.02,13/11/9,62.2,0.488,12.3,2.9,7.735,10.717,2.983,99.018,88.79,34.433,89.55,64.61,,0.604,0.0013,222.48,0.9958,normal,-0.00083666,0.047,False,fatigue_spalling,none,A_healthy,0.0076,0.016,1.0,,57.81,135.12,26857.93,23202.85,15081.85,31323.85,particle_filter,3655.07,4119.72,7796.0,0.0018,0.0067,0.0412,1.427,28383.0,0.9991,6.12e-06,False,none,none,,,,,,2012-08-26T22:30:00,2013-07-31T07:29:54,mixed,False,apprentice,False,58.0,,,none,none,195237.77,33887070.83,66372.2,9761.89,57.06,42532.79,9.59,99.977,87.085,5197.4,2.45,5.998,245,False,False,cyclic_fatigue,83.01,102.7,45,0,0,0,oil_process,particulate_mild,65.99,1.24,1.155,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-01T17:31:55,46,209.53,209.53,2.766,8.917,3.224,2.593,,,55.74,62.98,,21.96,41.02,46.66,12/10/8,51.9,0.488,22.2,5.5,7.764,25.808,18.045,103.544,89.57,37.398,90.8,60.64,,0.569,0.0724,50.18,1.0,normal,0.0,0.0256,False,fatigue_spalling,none,A_healthy,0.0077,0.0002,1.0,,212.93,144.35,26853.47,28334.72,18417.57,38251.87,xgboost_gradient,-1481.25,1194.83,7796.0,0.0018,0.0067,0.0412,1.427,28383.0,0.9991,6.18e-06,False,none,none,,,,,,2012-12-12T00:53:30,2014-01-29T06:02:36,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,44688.37,9761.89,31.04,42532.79,7.99,99.981,84.789,5197.4,2.45,1.779,245,False,False,cyclic_fatigue,99.41,80.1,46,0,0,0,water,none,64.53,68.88,2.445,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-01T21:59:25,47,213.99,213.99,2.812,8.12,2.887,3.214,,,59.85,59.04,,21.96,37.08,43.66,14/12/10,73.2,0.37,14.1,4.0,6.567,8.84,2.273,91.839,86.93,34.903,91.41,62.57,,1.02,0.007,228.46,1.0,normal,0.00126889,0.0364,False,fatigue_spalling,none,A_healthy,0.0079,0.0,1.0,,66.74,155.5,26849.01,25105.48,16318.56,33892.39,xgboost_gradient,1743.53,1609.85,7796.0,0.0018,0.0067,0.0413,1.427,28383.0,0.9991,6.24e-06,False,none,none,,,,,,2012-10-05T22:43:40,2013-10-07T01:38:39,mixed,False,journeyman,False,52.0,,,none,none,195237.77,33887070.83,46586.64,9761.89,29.22,42532.79,10.62,99.975,84.476,5197.4,2.45,6.431,245,False,False,cyclic_fatigue,84.42,97.68,47,0,0,0,oil_process,particulate_severe,32.79,108.28,0.571,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-02T02:26:54,48,218.45,218.45,2.771,11.757,4.243,3.077,,,62.72,64.66,,21.96,42.7,42.87,14/12/10,55.0,0.325,22.3,4.5,4.987,13.015,8.028,103.592,87.23,36.437,90.69,67.8,,0.044,0.027,252.81,0.9987,normal,-0.00026049,0.017,False,fatigue_spalling,none,A_healthy,0.0081,0.0,1.0,,149.03,136.9,26844.55,32041.5,20826.97,43256.02,kalman_filter,-5196.94,6611.57,7796.0,0.0018,0.0067,0.0413,1.427,28383.0,0.999,6.29e-06,False,none,none,,,,,,2013-02-27T15:11:46,2014-06-09T21:43:10,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,35267.14,9761.89,26.83,42532.79,34.11,99.92,91.471,5197.4,2.45,2.519,245,False,False,cyclic_fatigue,108.71,86.45,48,0,0,0,gas_compressed_air,none,38.29,45.82,1.917,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-02T06:54:23,49,222.91,222.91,2.35,10.421,4.435,2.939,,,61.38,57.26,,21.96,35.3,47.53,14/12/10,200.6,0.413,20.0,3.0,2.064,4.956,2.892,100.624,88.51,34.629,90.76,65.8,,0.119,0.03,27.94,0.9853,normal,-0.00293173,0.0,False,fatigue_spalling,none,A_healthy,0.0082,0.0,1.0,,164.2,134.86,26840.09,29837.36,19394.28,40280.44,xgboost_gradient,-2997.27,2526.64,7796.0,0.0018,0.0067,0.0414,1.427,28383.0,0.999,6.35e-06,False,none,none,,,,,,2013-01-12T21:35:12,2014-03-24T00:39:47,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,50817.94,9761.89,22.23,42532.79,4.84,99.989,85.133,5197.4,2.45,3.995,245,False,False,cyclic_fatigue,84.43,88.07,49,0,0,0,steam,none,60.62,19.03,4.163,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-02T11:21:52,50,227.36,227.36,2.298,6.863,2.987,2.612,,,57.99,66.78,,21.96,44.82,44.55,13/11/9,67.6,0.312,14.4,1.9,6.345,10.977,4.631,87.518,88.37,35.157,90.06,67.1,,0.508,0.0888,12.07,0.9954,normal,-7.449e-05,0.0545,False,fatigue_spalling,none,A_healthy,0.0084,0.0019,1.0,,74.7,134.73,26835.64,29123.42,18930.22,39316.62,physics_informed_nn,-2287.79,2602.08,7796.0,0.0018,0.0068,0.0415,1.427,28383.0,0.999,6.4e-06,False,none,none,,,,,,2012-12-29T05:04:29,2014-02-26T22:16:19,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,30781.16,9761.89,39.93,42532.79,11.6,99.973,87.311,5197.4,2.45,3.885,245,False,False,cyclic_fatigue,113.76,81.16,50,0,0,2,oil_process,none,74.62,33.17,0.933,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-02T15:49:22,51,231.82,231.82,2.518,9.334,3.707,2.672,,,56.06,64.67,,21.96,42.71,44.08,14/12/10,82.0,0.364,20.9,6.2,4.456,17.158,12.701,103.905,88.35,35.869,88.93,65.61,,0.142,0.0546,70.03,0.9883,normal,-0.00234771,0.0036,False,fatigue_spalling,none,A_healthy,0.0086,0.0,1.0,,123.24,131.14,26831.18,32202.39,20931.55,43473.22,physics_informed_nn,-5371.21,6654.27,7796.0,0.0018,0.0068,0.0415,1.427,28383.0,0.999,6.45e-06,False,none,none,,,,,,2013-03-03T13:00:59,2014-06-16T03:51:08,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,78920.08,9761.89,22.32,42532.79,13.27,99.969,82.694,5197.4,2.45,3.986,245,False,False,cyclic_fatigue,95.62,90.04,51,0,0,1,oil_hydraulic,particulate_mild,39.22,35.9,0.421,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-02T20:16:51,52,236.28,236.28,2.943,11.419,3.879,3.296,,,59.62,59.62,,21.96,37.66,47.72,14/12/10,74.6,0.465,20.4,2.6,8.792,12.477,3.685,96.135,89.15,34.201,89.39,64.93,,0.48,0.0688,130.53,0.9837,normal,-0.00326364,0.0321,False,fatigue_spalling,none,A_healthy,0.0087,0.0003,1.0,,287.49,146.66,26826.72,29010.92,18857.1,39164.74,particle_filter,-2184.2,2505.86,7796.0,0.0019,0.0068,0.0416,1.427,28383.0,0.9989,6.51e-06,False,none,none,,,,,,2012-12-27T05:44:28,2014-02-23T07:33:48,mixed,False,journeyman,False,27.0,,,none,none,195237.77,33887070.83,68694.2,9761.89,26.97,42532.79,7.16,99.983,85.926,5197.4,2.45,6.087,245,False,False,cyclic_fatigue,87.91,67.39,52,0,0,0,water,none,81.66,86.83,1.506,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-03T00:44:20,53,240.74,240.74,2.708,8.555,3.159,3.147,,,63.02,66.4,,21.96,44.44,48.39,14/12/10,159.3,0.401,35.3,6.8,9.537,20.272,10.734,89.796,89.45,36.401,89.63,64.31,,0.253,0.1275,2.77,0.9786,normal,-0.00402812,0.0259,False,fatigue_spalling,none,A_healthy,0.0089,0.0082,1.0,,387.01,155.68,26822.26,32939.53,21410.7,44468.37,physics_informed_nn,-6117.27,7164.45,7796.0,0.0019,0.0068,0.0416,1.427,28383.0,0.9989,6.56e-06,False,none,none,,,,,,2013-03-19T06:30:23,2014-07-12T15:20:36,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,47036.37,9761.89,46.49,42532.79,12.39,99.971,86.477,5197.4,2.45,6.645,245,False,False,cyclic_fatigue,86.67,91.91,53,0,0,0,oil_hydraulic,water_ingress,70.57,41.41,0.706,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-03T05:11:49,54,245.2,245.2,2.055,9.113,4.435,2.674,,,61.83,55.45,,21.96,33.49,45.84,12/10/8,72.0,0.397,31.3,8.0,6.772,11.658,4.885,97.45,87.09,35.201,91.56,64.29,,0.875,0.0018,48.01,0.9883,normal,0.0005859,0.0141,False,fatigue_spalling,none,A_healthy,0.0091,0.0255,1.0,,183.06,149.76,26817.8,31279.6,20331.74,42227.46,physics_informed_nn,-4461.8,5694.71,7796.0,0.0019,0.0069,0.0417,1.427,28383.0,0.9989,6.61e-06,False,none,none,,,,,,2013-02-12T20:59:52,2014-05-15T00:51:30,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,30033.0,9761.89,31.72,42532.79,10.12,99.976,83.744,5197.4,2.45,2.582,245,False,False,cyclic_fatigue,71.55,73.68,54,0,0,0,oil_process,none,86.35,0.12,1.778,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-03T09:39:19,55,249.66,249.66,2.325,7.429,3.195,2.803,,,62.87,60.52,,21.96,38.56,45.22,14/12/10,101.3,0.351,23.8,5.0,8.582,26.481,17.899,100.553,89.07,35.423,90.33,64.58,,0.334,0.0273,128.96,0.983,normal,-0.00248233,0.0386,False,fatigue_spalling,none,A_healthy,0.0092,0.0037,1.0,,452.15,140.46,26813.34,24769.67,16100.29,33439.06,kalman_filter,2043.67,2520.56,7796.0,0.0019,0.0069,0.0417,1.427,28383.0,0.9988,6.66e-06,False,none,none,,,,,,2012-09-30T10:29:33,2013-09-26T15:52:43,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,73212.64,9761.89,43.13,42532.79,20.99,99.951,84.043,5197.4,2.45,1.838,245,False,False,cyclic_fatigue,76.69,78.75,55,0,0,0,water,none,48.12,13.08,2.753,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-03T14:06:48,56,254.11,254.11,2.295,10.003,4.358,2.779,,,61.2,52.49,,21.96,30.53,48.87,14/12/10,76.6,0.767,24.5,5.8,4.667,18.715,14.047,101.76,88.38,34.437,88.73,62.45,,0.182,0.1313,45.65,0.9918,normal,0.00070385,0.0,False,fatigue_spalling,none,A_healthy,0.0094,0.0146,1.0,,158.39,142.96,26808.89,29190.39,18973.75,39407.03,lstm_sequence,-2381.5,2518.54,7796.0,0.0019,0.0069,0.0418,1.427,28383.0,0.9988,6.71e-06,False,none,none,,,,,,2012-12-31T17:18:30,2014-03-02T09:56:42,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,38461.89,9761.89,29.31,42532.79,17.54,99.959,84.938,5197.4,2.45,6.569,245,False,False,cyclic_fatigue,73.29,87.55,56,0,0,0,steam,water_ingress,59.6,129.9,0.454,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-03T18:34:17,57,258.57,258.57,2.383,7.965,3.342,2.768,,,62.5,59.92,,21.96,37.96,47.35,13/11/9,58.1,0.326,62.7,11.7,5.689,24.304,18.615,103.756,86.9,34.752,89.56,66.1,,2.375,0.0816,1.24,1.0,normal,0.00326364,0.006,False,fatigue_spalling,none,A_healthy,0.0096,0.0,1.0,,10.62,156.07,26804.43,23300.32,15145.21,31455.43,lstm_sequence,3504.11,4509.2,7796.0,0.0019,0.0069,0.0418,1.427,28383.0,0.9988,6.76e-06,False,none,none,,,,,,2012-08-31T04:43:56,2013-08-05T23:50:41,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,74542.95,9761.89,41.17,42532.79,15.28,99.964,82.269,5197.4,2.45,3.475,245,False,False,cyclic_fatigue,86.57,94.74,57,0,0,1,water,none,79.27,5.63,0.091,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-03T23:01:46,58,263.03,263.03,2.455,9.737,3.966,3.394,,,65.41,64.82,,21.96,42.86,46.17,14/12/10,156.3,0.347,15.6,4.3,7.778,15.874,8.096,98.114,87.42,35.671,89.31,63.93,,0.429,0.0459,122.99,0.9825,normal,0.00078877,0.0407,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0097,0.0069,1.0,,182.09,137.91,26799.97,21738.11,14129.77,29346.44,xgboost_gradient,5061.87,4362.1,7796.0,0.0019,0.007,0.0419,1.427,28383.0,0.9987,6.81e-06,False,none,none,,,,,,2012-07-29T20:04:56,2013-06-11T20:25:08,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,71826.78,9761.89,36.51,42532.79,8.67,99.98,79.958,5197.4,2.45,2.612,245,False,False,cyclic_fatigue,100.18,81.76,58,1,0,0,oil_process,none,68.59,28.21,1.082,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-04T03:29:16,59,267.49,267.49,2.837,9.223,3.251,2.859,,,58.54,58.95,,21.96,36.99,43.58,13/11/9,56.6,0.341,12.8,2.6,2.858,21.196,18.338,102.256,86.83,36.382,90.58,67.35,,0.154,0.081,63.54,0.9982,normal,0.00197835,0.0464,False,fatigue_spalling,imbalance_induced,A_healthy,0.0099,0.008,1.0,,134.15,153.15,26795.51,23018.49,14962.02,31074.97,lstm_sequence,3777.02,3714.25,7796.0,0.0019,0.007,0.042,1.427,28383.0,0.9987,6.86e-06,False,none,none,,,,,,2012-08-25T16:44:05,2013-07-27T09:12:28,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,94776.15,9761.89,45.1,42532.79,24.16,99.943,86.373,5197.4,2.45,6.694,245,False,False,cyclic_fatigue,88.09,74.24,59,0,0,0,gas_compressed_air,none,32.5,15.93,0.287,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-04T07:56:45,60,271.95,271.95,2.341,9.212,3.934,3.266,,,62.54,58.34,,21.96,36.38,44.0,13/11/9,115.6,0.338,32.6,4.2,7.95,23.928,15.978,98.588,88.8,36.477,91.04,65.7,,0.038,0.0368,90.24,1.0,normal,0.00339349,0.0237,False,fatigue_spalling,none,A_healthy,0.01,0.0,1.0,,65.2,148.17,26791.05,29274.32,19028.31,39520.33,physics_informed_nn,-2483.26,3167.73,7796.0,0.0019,0.007,0.042,1.427,28383.0,0.9987,6.91e-06,False,none,none,,,,,,2013-01-03T05:06:19,2014-03-06T03:07:00,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,30147.0,9761.89,22.73,42532.79,9.72,99.977,78.737,5197.4,2.45,7.865,245,False,False,cyclic_fatigue,99.11,79.13,60,0,0,0,oil_hydraulic,particulate_mild,31.35,22.02,1.261,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-04T12:24:14,61,276.4,276.4,2.169,9.108,4.199,2.263,,,61.0,56.73,,21.96,34.77,48.58,14/12/10,192.6,0.323,13.6,2.6,4.957,23.245,18.288,101.019,88.62,35.507,88.79,65.55,,0.942,0.0036,299.61,0.9984,normal,0.00132548,0.0375,False,fatigue_spalling,none,A_healthy,0.0102,0.0,1.0,,148.3,147.95,26786.6,23309.15,15150.95,31467.35,physics_informed_nn,3477.45,4351.77,7796.0,0.0019,0.007,0.0421,1.427,28383.0,0.9987,6.96e-06,False,none,none,,,,,,2012-09-01T02:58:44,2013-08-07T01:10:53,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,88048.92,9761.89,51.51,42532.79,13.24,99.969,78.742,5197.4,2.45,2.438,245,False,False,cyclic_fatigue,83.84,81.84,61,0,0,0,oil_hydraulic,chemical_contamination,68.2,24.17,1.091,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-04T16:51:44,62,280.86,280.86,2.137,6.771,3.169,3.275,,,60.36,61.39,,21.96,39.43,44.58,13/11/9,117.9,0.456,19.1,3.2,5.111,20.844,15.733,98.185,88.42,35.85,89.66,64.84,,0.843,0.0426,38.59,0.9899,normal,-0.00202642,0.0119,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0104,0.0128,1.0,,147.12,153.09,26782.14,22215.1,14439.82,29990.39,weibull_regression,4567.04,5787.19,7796.0,0.0019,0.007,0.0421,1.427,28383.0,0.9986,7.01e-06,False,none,none,,,,,,2012-08-09T12:24:44,2013-06-29T11:41:50,mixed,False,oem_certified,True,,,,none,none,195237.77,33887070.83,61643.45,9761.89,25.41,42532.79,12.76,99.97,83.407,5197.4,2.45,1.404,245,False,False,cyclic_fatigue,94.82,92.73,62,0,0,0,water,particulate_mild,74.48,123.96,1.714,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-04T21:19:13,63,285.32,285.32,2.458,10.302,4.191,2.541,,,65.43,58.35,,21.96,36.39,47.23,14/12/10,67.4,0.446,21.8,4.5,1.581,13.466,11.886,100.994,87.95,33.833,89.72,65.0,,0.625,0.0923,10.96,0.9848,normal,0.00046695,0.0109,False,fatigue_spalling,none,A_healthy,0.0105,0.0,1.0,,207.58,154.83,26777.68,23095.36,15011.98,31178.73,xgboost_gradient,3682.32,3773.09,7796.0,0.002,0.0071,0.0422,1.427,28383.0,0.9986,7.05e-06,False,none,none,,,,,,2012-08-28T00:59:59,2013-07-30T20:22:31,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,42158.76,9761.89,44.89,42532.79,9.02,99.979,89.388,5197.4,2.45,7.612,245,False,False,cyclic_fatigue,87.3,77.68,63,0,0,0,oil_hydraulic,none,57.14,24.32,1.916,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-05T01:46:42,64,289.78,289.78,2.647,8.027,3.033,3.133,,,60.08,56.97,,21.96,35.01,45.77,14/12/10,87.7,0.425,38.4,5.2,6.015,22.12,16.105,103.418,87.11,35.928,91.7,63.7,,0.395,0.031,104.25,1.0,normal,0.00036747,0.0191,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0107,0.0,1.0,,31.27,155.48,26773.22,24427.16,15877.65,32976.67,physics_informed_nn,2346.06,2461.13,7796.0,0.002,0.0071,0.0422,1.427,28383.0,0.9986,7.1e-06,False,none,none,,,,,,2012-09-24T23:21:30,2013-09-16T04:51:52,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,30844.11,9761.89,32.5,42532.79,9.04,99.979,92.392,5197.4,2.45,2.091,245,False,False,cyclic_fatigue,77.22,94.59,64,0,0,0,water,particulate_mild,51.32,200.57,3.394,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-05T06:14:11,65,294.24,294.24,2.46,9.419,3.828,2.223,,,65.25,58.27,,21.96,36.31,44.15,13/11/9,57.4,0.46,61.3,9.0,6.587,12.996,6.409,101.398,88.41,35.963,88.47,68.08,,0.174,0.0672,8.91,1.0,normal,0.0,0.0635,False,fatigue_spalling,fatigue_spalling,A_healthy,0.0109,0.0103,1.0,,5.76,155.28,26768.76,28400.81,18460.53,38341.1,xgboost_gradient,-1632.05,1340.97,7796.0,0.002,0.0071,0.0423,1.427,28383.0,0.9985,7.15e-06,False,none,none,,,,,,2012-12-16T22:38:35,2014-02-04T02:55:39,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,55549.15,9761.89,25.61,42532.79,15.89,99.963,77.321,5197.4,2.45,6.835,245,False,False,cyclic_fatigue,83.85,98.94,65,1,0,1,water,particulate_mild,73.77,84.52,0.195,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-05T10:41:41,66,298.69,298.69,2.415,9.132,3.781,3.028,,,62.69,60.06,,21.96,38.1,45.98,13/11/9,72.4,0.48,14.2,3.8,6.674,25.646,18.973,105.277,88.33,35.567,90.06,64.36,,0.564,0.0009,43.43,0.9907,normal,-0.00153839,0.0294,False,fatigue_spalling,none,A_healthy,0.011,0.0084,1.0,,116.74,138.95,26764.31,21339.82,13870.88,28808.76,physics_informed_nn,5424.48,6834.44,7796.0,0.002,0.0071,0.0423,1.427,28383.0,0.9985,7.19e-06,False,none,none,,,,,,2012-07-23T00:36:19,2013-05-30T05:32:34,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,64445.57,9761.89,30.45,42532.79,7.72,99.982,82.466,5197.4,2.45,6.277,245,False,False,cyclic_fatigue,101.09,75.03,66,0,0,0,oil_hydraulic,chemical_contamination,62.77,81.77,9.058,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-05T15:09:10,67,303.15,303.15,2.591,10.093,3.896,2.643,,,56.19,58.83,,21.96,36.87,45.78,14/12/10,97.3,0.357,16.3,4.6,7.381,14.011,6.63,95.783,88.27,36.728,89.25,61.07,,1.636,0.0409,52.22,1.0,normal,0.00202642,0.0,False,fatigue_spalling,none,A_healthy,0.0112,0.0031,1.0,,94.75,155.9,26759.85,29384.03,19099.62,39668.43,xgboost_gradient,-2624.18,2108.41,7796.0,0.002,0.0072,0.0424,1.427,28383.0,0.9985,7.24e-06,False,none,none,,,,,,2013-01-06T19:09:55,2014-03-11T07:34:27,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,86293.57,9761.89,50.4,42532.79,5.29,99.988,80.638,5197.4,2.45,1.118,245,False,False,cyclic_fatigue,91.23,86.87,67,0,0,0,oil_hydraulic,none,34.2,36.29,3.031,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-05T19:36:39,68,307.61,307.61,2.907,8.021,2.759,2.883,,,61.56,58.88,,21.96,36.92,44.63,13/11/9,150.6,0.477,31.3,9.2,8.962,14.513,5.551,101.649,89.86,34.99,89.46,65.9,,0.344,0.0351,212.54,1.0,normal,0.00303289,0.013,False,fatigue_spalling,none,A_healthy,0.0114,0.0077,1.0,,43.66,145.09,26755.39,30866.45,20063.19,41669.71,particle_filter,-4111.06,3554.27,7796.0,0.002,0.0072,0.0424,1.427,28383.0,0.9984,7.28e-06,False,none,none,,,,,,2013-02-06T20:50:13,2014-05-03T00:05:42,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,95352.46,9761.89,52.02,42532.79,22.89,99.946,90.533,5197.4,2.45,6.145,245,False,False,cyclic_fatigue,93.38,86.99,68,1,0,0,steam,chemical_contamination,85.79,10.43,3.684,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-06T00:04:08,69,312.07,312.07,2.756,10.866,3.942,3.157,,,57.45,55.04,,21.96,33.08,44.98,15/13/11,99.1,0.404,12.4,1.7,9.544,19.647,10.103,100.623,88.37,36.226,90.6,63.3,,0.05,0.0063,86.86,1.0,normal,0.0,0.0264,False,fatigue_spalling,none,A_healthy,0.0115,0.0,1.0,,52.63,147.64,26750.93,31916.31,20745.6,43087.02,physics_informed_nn,-5165.38,5826.8,7796.0,0.002,0.0072,0.0425,1.427,28383.0,0.9984,7.33e-06,False,none,none,,,,,,2013-02-28T22:13:30,2014-06-09T08:56:02,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,48642.44,9761.89,37.94,42532.79,6.54,99.985,86.286,5197.4,2.45,3.521,245,False,False,cyclic_fatigue,82.24,87.62,69,1,0,1,water,none,30.58,92.71,0.434,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-06T04:31:38,70,316.53,316.53,2.362,6.04,2.557,3.194,,,62.25,55.39,,21.96,33.43,46.91,14/12/10,148.1,0.302,38.4,8.8,5.211,24.146,18.936,98.58,89.79,37.262,88.56,66.39,,0.395,0.0258,50.63,1.0,normal,0.0,0.0548,False,fatigue_spalling,none,A_healthy,0.0117,0.0008,1.0,,96.79,155.51,26746.47,24140.24,15691.16,32589.33,particle_filter,2606.23,3059.82,7796.0,0.002,0.0072,0.0426,1.427,28383.0,0.9984,7.37e-06,False,none,none,,,,,,2012-09-20T02:38:59,2013-09-07T03:44:07,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,77277.03,9761.89,25.75,42532.79,14.03,99.967,85.024,5197.4,2.45,3.869,245,False,False,cyclic_fatigue,77.98,81.93,70,0,0,0,oil_hydraulic,none,50.84,78.12,0.108,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-06T08:59:07,71,320.99,320.99,2.726,8.505,3.12,2.721,,,72.32,59.8,,21.96,37.84,46.64,14/12/10,82.5,0.525,15.9,3.5,5.879,17.347,11.468,92.829,88.96,37.024,89.95,64.52,,0.162,0.0151,35.71,0.9973,normal,0.00131272,0.0,False,fatigue_spalling,none,A_healthy,0.0119,0.0047,1.0,,94.29,153.83,26742.01,29802.67,19371.73,40233.6,physics_informed_nn,-3060.65,3493.92,7796.0,0.002,0.0072,0.0426,1.427,28383.0,0.9983,7.42e-06,False,none,none,,,,,,2013-01-16T06:19:11,2014-03-26T21:15:15,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,29416.74,9761.89,31.15,42532.79,23.46,99.945,76.809,5197.4,2.45,4.956,245,False,False,cyclic_fatigue,91.99,68.02,71,0,0,1,water,none,82.49,93.85,0.632,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-06T13:26:36,72,325.44,325.44,2.582,8.155,3.158,3.054,,,66.21,56.0,,21.96,34.04,43.59,14/12/10,53.6,0.3,31.2,9.3,5.699,9.368,3.669,103.573,88.92,37.255,88.5,63.05,,1.002,0.0131,69.97,1.0,normal,0.0,0.0206,False,fatigue_spalling,thermal_degradation,A_healthy,0.012,0.0042,1.0,,240.53,166.76,26737.56,24361.41,15834.92,32887.91,physics_informed_nn,2376.14,2502.66,7796.0,0.002,0.0073,0.0427,1.427,28383.0,0.9983,7.46e-06,False,none,none,,,,,,2012-09-25T02:08:59,2013-09-15T08:38:39,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,83909.29,9761.89,20.15,42532.79,9.38,99.978,88.629,5197.4,2.45,5.997,245,False,False,cyclic_fatigue,86.05,81.93,72,0,0,0,water,none,53.46,41.08,0.519,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-06T17:54:06,73,329.9,329.9,2.649,10.942,4.131,2.762,,,53.63,63.48,,21.96,41.52,46.09,13/11/9,219.9,0.387,72.0,11.5,5.433,18.676,13.243,94.891,89.57,37.251,89.04,66.74,,0.358,0.096,77.2,0.9961,normal,-0.00077974,0.015,False,fatigue_spalling,none,A_healthy,0.0122,0.0,1.0,,287.28,149.61,26733.1,23852.11,15503.87,32200.34,kalman_filter,2880.99,3561.21,7796.0,0.002,0.0073,0.0427,1.427,28383.0,0.9983,7.5e-06,False,none,none,,,,,,2012-09-14T15:57:18,2013-08-28T12:11:34,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,48129.83,9761.89,49.71,42532.79,8.16,99.981,84.097,5197.4,2.45,7.392,245,False,False,cyclic_fatigue,99.6,85.83,73,0,0,1,none,particulate_mild,62.26,1.02,0.575,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-06T22:21:35,74,334.36,334.36,2.498,9.066,3.629,2.806,,,68.08,65.36,,21.96,43.4,46.2,14/12/10,88.3,0.568,25.7,5.1,3.497,16.883,13.386,95.954,89.01,34.044,89.89,65.15,,0.224,0.0237,80.6,0.9816,normal,-0.00368269,0.0682,False,fatigue_spalling,corrosion_fatigue,A_healthy,0.0124,0.0,1.0,,252.87,150.22,26728.64,22167.94,14409.16,29926.73,physics_informed_nn,4560.7,5591.69,7796.0,0.0021,0.0073,0.0428,1.427,28383.0,0.9982,7.55e-06,False,none,none,,,,,,2012-08-10T18:19:55,2013-06-30T01:06:45,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,53390.75,9761.89,50.79,42532.79,6.28,99.985,85.26,5197.4,2.45,3.149,245,False,False,cyclic_fatigue,104.92,80.99,74,1,0,0,oil_process,particulate_mild,74.26,26.96,3.617,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-07T02:49:04,75,338.82,338.82,2.656,6.685,2.517,2.807,,,55.38,59.65,,21.96,37.69,48.04,14/12/10,121.9,0.47,22.9,3.1,5.341,21.026,15.685,93.893,89.62,34.076,89.22,65.82,,1.205,0.0236,154.46,0.9959,normal,-0.00081665,0.0201,False,fatigue_spalling,none,A_healthy,0.0125,0.0009,1.0,,63.54,152.67,26724.18,24694.73,16051.57,33337.88,particle_filter,2029.46,1857.01,7796.0,0.0021,0.0073,0.0428,1.427,28383.0,0.9982,7.59e-06,False,none,none,,,,,,2012-10-02T14:10:51,2013-09-27T17:20:06,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,56811.3,9761.89,33.92,42532.79,11.31,99.973,80.215,5197.4,2.45,1.774,245,False,False,cyclic_fatigue,85.28,84.42,75,0,0,0,water,none,49.49,222.2,0.015,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-07T07:16:33,76,343.28,343.28,2.41,9.67,4.012,3.161,,,62.18,57.92,,21.96,35.96,45.63,12/10/8,65.7,0.348,16.6,4.5,9.598,27.585,17.987,105.91,89.07,36.687,89.52,66.71,,0.055,0.0087,120.15,0.9932,normal,-0.00080915,0.0,False,fatigue_spalling,none,A_healthy,0.0127,0.0,1.0,,419.31,152.6,26719.72,22904.66,14888.03,30921.3,xgboost_gradient,3815.06,3361.28,7796.0,0.0021,0.0074,0.0429,1.427,28383.0,0.9982,7.63e-06,False,none,none,,,,,,2012-08-26T11:36:30,2013-07-26T12:14:27,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,49292.12,9761.89,45.32,42532.79,17.88,99.958,88.226,5197.4,2.45,5.819,245,False,False,cyclic_fatigue,89.85,88.09,76,0,0,0,gas_compressed_air,none,49.35,12.92,1.635,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-07T11:44:03,77,347.73,347.73,2.3,9.3,4.043,2.567,,,61.13,55.92,,21.96,33.96,46.2,13/11/9,58.0,0.307,13.5,3.8,5.374,18.224,12.85,102.851,88.08,34.088,91.05,64.63,,1.439,0.0566,47.78,1.0,normal,0.0,0.0474,False,fatigue_spalling,none,A_healthy,0.0128,0.0,1.0,,100.22,162.29,26715.27,23943.83,15563.49,32324.17,lstm_sequence,2771.43,2844.85,7796.0,0.0021,0.0074,0.0429,1.427,28383.0,0.9981,7.67e-06,False,none,none,,,,,,2012-09-17T07:39:00,2013-09-01T11:59:28,mixed,False,oem_certified,True,,,,none,none,195237.77,33887070.83,40151.43,9761.89,44.08,42532.79,4.7,99.989,80.533,5197.4,2.45,2.02,245,False,False,cyclic_fatigue,85.55,75.96,77,1,0,0,oil_process,none,85.83,9.72,2.59,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-07T16:11:32,78,352.19,352.19,2.572,10.565,4.109,2.722,,,60.71,58.95,,21.96,36.99,46.42,14/12/10,102.2,0.344,15.4,3.7,3.326,11.108,7.782,106.694,86.76,35.429,90.04,63.89,,1.129,0.0148,125.44,1.0,normal,0.00077974,0.0478,False,fatigue_spalling,none,A_healthy,0.013,0.013,1.0,,216.8,140.09,26710.81,22944.68,14914.04,30975.32,xgboost_gradient,3766.13,3589.02,7796.0,0.0021,0.0074,0.043,1.427,28383.0,0.9981,7.72e-06,False,none,none,,,,,,2012-08-27T16:32:00,2013-07-28T07:10:19,mixed,False,journeyman,False,63.0,,,none,none,195237.77,33887070.83,33593.58,9761.89,29.49,42532.79,15.17,99.964,85.673,5197.4,2.45,3.726,245,False,False,cyclic_fatigue,85.14,93.01,78,0,0,0,steam,water_ingress,29.32,16.93,1.482,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-07T20:39:01,79,356.65,356.65,2.293,8.62,3.759,2.884,,,64.22,62.39,,21.96,40.43,44.25,14/12/10,161.0,0.336,17.1,4.2,7.447,22.211,14.764,101.556,87.68,36.329,90.03,63.29,,0.329,0.0821,93.31,0.9927,normal,0.0022268,0.0346,False,fatigue_spalling,none,A_healthy,0.0132,0.0103,1.0,,89.33,155.96,26706.35,21848.25,14201.36,29495.14,kalman_filter,4858.1,5962.26,7796.0,0.0021,0.0074,0.043,1.427,28383.0,0.9981,7.76e-06,False,none,none,,,,,,2012-08-05T00:46:36,2013-06-19T15:39:55,mixed,False,oem_certified,True,,,,none,none,195237.77,33887070.83,43988.16,9761.89,21.51,42532.79,14.46,99.966,87.54,5197.4,2.45,5.801,245,False,False,cyclic_fatigue,93.96,95.33,79,0,0,0,oil_process,water_ingress,33.41,84.61,1.542,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-08T01:06:30,81,361.11,361.11,2.191,6.294,2.872,3.022,,,63.97,55.76,,21.96,33.8,46.07,13/11/9,143.0,0.498,15.3,3.2,8.045,17.443,9.398,101.761,89.13,33.975,87.6,67.02,,0.605,0.0395,107.3,1.0,normal,0.00081665,0.0551,False,fatigue_spalling,none,A_healthy,0.0133,0.0,1.0,,135.17,145.1,26701.89,21359.28,13883.53,28835.03,particle_filter,5342.61,5402.14,7796.0,0.0021,0.0074,0.0431,1.427,28383.0,0.998,7.8e-06,False,none,none,,,,,,2012-07-26T00:44:57,2013-06-02T12:29:52,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,34397.2,9761.89,35.75,42532.79,13.16,99.969,85.01,5197.4,2.45,7.92,245,False,False,cyclic_fatigue,79.96,81.34,81,1,0,0,none,particulate_mild,55.2,9.35,3.235,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-08T05:34:00,82,365.57,365.57,2.463,6.695,2.718,2.601,,,55.29,64.76,,21.96,42.8,47.01,14/12/10,83.0,0.444,17.9,3.1,7.788,22.913,15.125,99.378,87.01,36.056,91.11,61.7,,0.211,0.0006,13.01,0.9944,normal,0.00023833,0.0386,False,fatigue_spalling,none,A_healthy,0.0135,0.0011,1.0,,79.22,138.95,26697.43,24285.42,15785.52,32785.32,physics_informed_nn,2412.01,2570.04,7796.0,0.0021,0.0075,0.0431,1.427,28383.0,0.998,7.84e-06,False,none,none,,,,,,2012-09-25T04:16:38,2013-09-14T08:10:28,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,65167.64,9761.89,47.51,42532.79,35.26,99.917,78.58,5197.4,2.45,3.568,245,False,False,cyclic_fatigue,97.68,69.96,82,1,0,0,steam,none,65.62,130.8,2.432,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-08T10:01:29,83,370.02,370.02,2.366,9.903,4.185,3.094,,,58.88,61.68,,21.96,39.72,45.67,13/11/9,215.1,0.442,10.0,2.4,8.353,13.942,5.589,99.094,87.36,35.223,89.88,63.34,,0.122,0.0042,20.26,1.0,normal,0.0,0.0525,False,fatigue_spalling,none,A_healthy,0.0137,0.0077,1.0,,166.93,157.86,26692.98,30254.0,19665.1,40842.89,physics_informed_nn,-3561.02,4001.91,7796.0,0.0021,0.0075,0.0432,1.427,28383.0,0.998,7.88e-06,False,none,none,,,,,,2013-01-27T17:01:21,2014-04-13T21:55:15,mixed,False,oem_certified,True,,,,none,none,195237.77,33887070.83,31030.82,9761.89,44.03,42532.79,19.06,99.955,86.273,5197.4,2.45,4.753,245,False,False,cyclic_fatigue,95.57,79.54,83,0,0,1,none,water_ingress,45.95,18.03,0.684,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-08T14:28:58,84,374.48,374.48,2.868,11.614,4.049,2.739,,,56.55,57.29,,21.96,35.33,44.17,13/11/9,68.7,0.506,15.7,2.8,5.124,15.384,10.26,94.663,89.62,34.15,91.36,62.65,,0.02,0.0336,102.74,1.0,normal,0.0,0.0289,False,fatigue_spalling,none,A_healthy,0.0138,0.0097,1.0,,166.88,162.02,26688.52,30935.63,20108.16,41763.1,lstm_sequence,-4247.11,3454.74,7796.0,0.0021,0.0075,0.0432,1.427,28383.0,0.9979,7.92e-06,False,none,none,,,,,,2013-02-11T02:17:45,2014-05-08T05:45:54,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,39916.33,9761.89,39.49,42532.79,8.12,99.981,86.962,5197.4,2.45,4.342,245,False,False,cyclic_fatigue,92.22,95.44,84,0,0,1,oil_hydraulic,none,50.74,29.72,2.795,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-08T18:56:28,85,378.94,378.94,2.337,9.856,4.218,3.242,,,60.49,66.46,,21.96,44.5,45.52,14/12/10,182.2,0.409,37.9,10.3,8.128,26.23,18.103,100.774,88.8,36.058,88.23,65.63,,1.579,0.0494,6.74,0.9765,normal,-0.00325252,0.0168,False,fatigue_spalling,none,A_healthy,0.014,0.0,1.0,,330.06,153.4,26684.06,24971.15,16231.24,33711.05,physics_informed_nn,1712.91,1397.81,7796.0,0.0021,0.0075,0.0433,1.427,28383.0,0.9979,7.96e-06,False,none,none,,,,,,2012-10-10T00:30:50,2013-10-09T04:24:53,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,70522.98,9761.89,28.99,42532.79,9.67,99.977,80.437,5197.4,2.45,7.25,245,False,False,cyclic_fatigue,93.03,88.5,85,0,0,0,oil_process,none,64.77,23.48,0.516,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-08T23:23:57,86,383.4,383.4,2.576,8.011,3.11,2.336,,,63.83,57.81,,21.96,35.85,46.21,14/12/10,61.8,0.438,33.8,3.7,1.707,21.635,19.928,98.337,88.8,34.459,88.95,64.26,,0.179,0.0228,376.81,0.9887,normal,-0.00225077,0.0513,False,fatigue_spalling,none,A_healthy,0.0142,0.0026,1.0,,156.91,146.97,26679.6,21892.75,14230.29,29555.21,xgboost_gradient,4786.85,5974.69,7796.0,0.0021,0.0075,0.0433,1.427,28383.0,0.9979,8e-06,False,none,none,,,,,,2012-08-07T01:46:25,2013-06-22T08:14:09,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,62742.28,9761.89,20.31,42532.79,7.81,99.982,88.421,5197.4,2.45,5.107,245,False,False,cyclic_fatigue,76.22,79.81,86,1,0,0,oil_hydraulic,particulate_mild,40.95,2.47,1.51,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-09T03:51:26,87,387.86,387.86,2.645,8.567,3.239,3.066,,,64.0,61.58,,21.96,39.62,45.7,14/12/10,90.1,0.385,18.9,2.9,2.305,14.564,12.259,104.758,88.87,34.803,89.81,68.5,,0.752,0.0165,16.09,0.9778,normal,-0.00333317,0.0191,False,fatigue_spalling,none,A_healthy,0.0143,0.0053,1.0,,261.79,163.53,26675.14,28510.91,18532.09,38489.72,physics_informed_nn,-1835.76,1631.37,7796.0,0.0022,0.0076,0.0434,1.427,28383.0,0.9978,8.04e-06,False,none,none,,,,,,2012-12-23T03:18:38,2014-02-11T22:07:40,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,85581.69,9761.89,47.87,42532.79,10.63,99.975,85.896,5197.4,2.45,3.899,245,False,False,cyclic_fatigue,94.5,77.04,87,0,0,0,gas_compressed_air,particulate_mild,20.47,20.33,0.386,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-09T08:18:55,88,392.32,392.32,2.72,8.005,2.943,3.061,,,56.54,61.95,,21.96,40.0,46.2,14/12/10,168.3,0.381,11.5,3.2,2.571,7.454,4.883,101.818,89.04,34.494,90.45,63.57,,0.7,0.0169,38.68,0.9836,normal,-0.00327612,0.0,False,fatigue_spalling,none,A_healthy,0.0145,0.0,1.0,,202.42,144.34,26670.68,25304.04,16447.62,34160.45,physics_informed_nn,1366.65,1610.05,7796.0,0.0022,0.0076,0.0434,1.427,28383.0,0.9978,8.08e-06,False,none,none,,,,,,2012-10-17T12:19:59,2013-10-21T12:44:44,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,43056.42,9761.89,49.99,42532.79,31.42,99.926,78.92,5197.4,2.45,7.291,245,False,False,cyclic_fatigue,91.65,90.6,88,0,0,1,gas_compressed_air,none,26.12,2.91,4.368,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-09T12:46:25,89,396.77,396.77,2.582,6.775,2.624,2.405,,,61.21,61.34,,21.96,39.38,45.59,14/12/10,200.8,0.413,12.3,1.8,5.331,18.79,13.459,95.269,89.95,35.436,91.9,64.24,,0.417,0.0943,137.0,0.9676,normal,-0.0064705,0.0279,False,fatigue_spalling,fretting_corrosion,A_healthy,0.0147,0.0069,1.0,,447.45,163.27,26666.23,31855.15,20705.85,43004.45,weibull_regression,-5188.92,5252.55,7796.0,0.0022,0.0076,0.0435,1.427,28383.0,0.9977,8.12e-06,False,none,none,,,,,,2013-03-03T04:20:49,2014-06-10T17:38:55,mixed,False,journeyman,False,87.0,,,none,none,195237.77,33887070.83,33104.86,9761.89,44.26,42532.79,17.16,99.96,89.962,5197.4,2.45,3.746,245,False,False,cyclic_fatigue,89.83,84.41,89,0,0,0,gas_compressed_air,none,54.77,12.1,0.253,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-09T17:13:54,90,401.23,401.23,2.501,6.301,2.52,2.454,,,61.6,60.67,,21.96,38.71,42.83,14/12/10,138.3,0.402,36.4,9.2,7.361,26.531,19.17,105.099,88.66,37.077,89.38,66.41,,0.689,0.0422,180.79,0.9749,normal,-0.00031071,0.0059,False,fatigue_spalling,none,A_healthy,0.0148,0.0205,1.0,,374.62,142.55,26661.77,23360.67,15184.44,31536.91,xgboost_gradient,3301.1,3008.0,7796.0,0.0022,0.0076,0.0435,1.427,28383.0,0.9977,8.16e-06,False,none,none,,,,,,2012-09-07T09:34:05,2013-08-14T01:48:13,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,76848.36,9761.89,41.17,42532.79,13.89,99.967,84.664,5197.4,2.45,2.788,245,False,False,cyclic_fatigue,90.2,72.79,90,1,0,0,oil_process,particulate_severe,70.39,3.23,1.815,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-09T21:41:23,91,405.69,405.69,2.474,6.457,2.61,3.126,,,57.25,60.82,,21.96,38.86,44.57,14/12/10,222.3,0.358,14.4,3.3,8.859,23.164,14.306,97.163,88.69,34.867,88.0,70.83,,0.065,0.016,129.75,0.9988,normal,0.0020054,0.0,False,fatigue_spalling,none,A_healthy,0.015,0.0,1.0,,48.9,163.66,26657.31,23688.92,15397.8,31980.05,xgboost_gradient,2968.39,2831.63,7796.0,0.0022,0.0076,0.0436,1.427,28383.0,0.9977,8.2e-06,False,none,none,,,,,,2012-09-14T10:09:06,2013-08-25T21:16:30,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,62508.56,9761.89,55.7,42532.79,8.61,99.98,86.571,5197.4,2.45,2.105,245,False,False,cyclic_fatigue,91.57,76.67,91,0,0,3,oil_process,particulate_mild,76.94,31.36,0.979,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-10T02:08:52,92,410.15,410.15,2.475,8.666,3.502,3.077,,,64.69,61.63,,21.96,39.67,45.71,14/12/10,186.2,0.393,28.1,8.1,1.799,7.534,5.735,98.508,85.49,33.502,90.14,62.52,,0.713,0.0225,69.45,0.9972,normal,0.00388689,0.0,False,fatigue_spalling,none,A_healthy,0.0152,0.0189,1.0,,148.18,164.54,26652.85,23338.6,15170.09,31507.11,physics_informed_nn,3314.25,3785.27,7796.0,0.0022,0.0077,0.0436,1.427,28383.0,0.9976,8.23e-06,False,none,none,,,,,,2012-09-07T07:26:52,2013-08-13T15:57:28,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,65597.07,9761.89,40.01,42532.79,11.24,99.974,80.218,5197.4,2.45,2.473,245,False,False,cyclic_fatigue,91.17,86.09,92,1,0,0,water,chemical_contamination,81.28,11.95,1.429,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-10T06:36:22,93,414.61,414.61,2.531,7.326,2.894,3.005,,,59.78,59.32,,21.96,37.36,44.9,13/11/9,63.2,0.414,58.4,9.3,2.02,5.814,3.795,99.175,89.84,34.277,89.5,66.5,,0.188,0.0499,22.95,0.9863,normal,0.00052731,0.0324,False,fatigue_spalling,erosion,A_healthy,0.0153,0.0064,1.0,,174.76,145.67,26648.39,23337.15,15169.15,31505.15,particle_filter,3311.25,3191.76,7796.0,0.0022,0.0077,0.0437,1.427,28383.0,0.9976,8.27e-06,False,none,none,,,,,,2012-09-07T11:10:49,2013-08-13T19:10:56,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,44945.74,9761.89,42.15,42532.79,18.42,99.957,89.927,5197.4,2.45,4.09,245,False,False,cyclic_fatigue,83.4,72.59,93,0,0,0,gas_compressed_air,none,69.7,2.2,4.592,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-10T11:03:51,94,419.06,419.06,2.586,6.578,2.543,3.023,,,57.68,58.05,,21.96,36.09,43.22,13/11/9,143.9,0.355,29.2,6.0,5.886,23.167,17.281,96.452,88.19,35.631,91.21,67.39,,0.553,0.018,86.38,1.0,normal,0.0064705,0.0,False,fatigue_spalling,none,A_healthy,0.0155,0.0067,1.0,,231.01,140.78,26643.94,29721.38,19318.9,40123.87,physics_informed_nn,-3077.45,2517.99,7796.0,0.0022,0.0077,0.0437,1.427,28383.0,0.9976,8.31e-06,False,none,none,,,,,,2013-01-18T15:45:18,2014-03-28T02:14:19,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,45734.63,9761.89,33.48,42532.79,15.72,99.963,91.79,5197.4,2.45,3.08,245,False,False,cyclic_fatigue,87.58,94.9,94,0,0,3,gas_compressed_air,none,87.08,18.78,1.586,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-10T15:31:20,95,423.52,423.52,2.688,11.56,4.3,3.147,,,60.47,59.38,,21.96,37.43,46.4,14/12/10,88.5,0.314,12.7,3.2,8.618,18.385,9.767,102.766,87.24,34.436,90.1,64.16,,0.526,0.0105,69.93,0.9994,normal,0.00489981,0.0,False,fatigue_spalling,none,A_healthy,0.0156,0.0,1.0,,30.15,138.61,26639.48,29897.79,19433.57,40362.02,particle_filter,-3258.32,3411.68,7796.0,0.0022,0.0077,0.0438,1.427,28383.0,0.9975,8.35e-06,False,none,none,,,,,,2013-01-22T12:25:10,2014-04-03T12:38:51,mixed,False,apprentice,True,,,,none,none,195237.77,33887070.83,55626.33,9761.89,25.46,42532.79,15.16,99.964,82.749,5197.4,2.45,6.014,245,False,False,cyclic_fatigue,87.01,92.12,95,1,0,1,oil_hydraulic,particulate_mild,30.32,7.12,3.823,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-10T19:58:50,96,427.98,427.98,2.108,7.321,3.473,2.714,,,60.38,60.26,,21.96,38.3,43.63,14/12/10,147.9,0.363,11.8,1.9,4.153,19.663,15.51,99.834,88.55,33.718,90.54,66.46,,0.169,0.016,35.02,0.9882,normal,-0.00210706,0.0189,False,fatigue_spalling,none,A_healthy,0.0158,0.0041,1.0,,158.92,146.17,26635.02,29989.88,19493.42,40486.34,physics_informed_nn,-3354.86,3325.65,7796.0,0.0022,0.0077,0.0438,1.427,28383.0,0.9975,8.39e-06,False,none,none,,,,,,2013-01-24T14:55:15,2014-04-06T23:22:45,mixed,False,specialist,True,,,,none,none,195237.77,33887070.83,61948.51,9761.89,27.05,42532.79,12.14,99.971,78.402,5197.4,2.45,3.449,245,False,False,cyclic_fatigue,94.6,87.14,96,0,0,0,gas_compressed_air,none,39.67,17.06,1.173,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-11T00:26:19,97,432.44,432.44,2.215,7.379,3.332,3.174,,,61.82,60.89,,21.96,38.93,46.5,14/12/10,101.4,0.5,44.4,11.0,2.002,9.934,7.932,97.245,89.27,34.351,88.27,66.03,,0.195,0.0954,10.17,0.9855,normal,-0.00234749,0.0415,False,fatigue_spalling,none,A_healthy,0.016,0.0018,1.0,,200.86,150.82,26630.56,29791.04,19364.18,40217.91,physics_informed_nn,-3160.48,3535.52,7796.0,0.0022,0.0078,0.0439,1.427,28383.0,0.9975,8.42e-06,False,none,none,,,,,,2013-01-20T15:57:35,2014-03-31T02:49:29,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,34504.93,9761.89,59.84,42532.79,12.27,99.971,87.278,5197.4,2.45,7.128,245,False,False,cyclic_fatigue,90.3,91.68,97,0,0,2,none,particulate_mild,58.47,60.56,0.716,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-11T04:53:48,98,436.9,436.9,2.433,10.406,4.276,3.419,,,63.43,63.36,,21.96,41.4,47.55,13/11/9,72.4,0.313,67.1,9.3,4.742,16.29,11.547,100.943,87.29,33.727,90.53,64.54,,0.92,0.0198,5.99,1.0,normal,0.00274881,0.0432,False,fatigue_spalling,none,A_healthy,0.0161,0.0,1.0,,98.26,153.92,26626.1,24962.74,16225.78,33699.71,particle_filter,1663.36,1946.78,7796.0,0.0022,0.0078,0.0439,1.427,28383.0,0.9974,8.46e-06,False,none,none,,,,,,2012-10-12T06:16:09,2013-10-11T07:13:48,mixed,False,journeyman,True,,,,none,none,195237.77,33887070.83,78459.12,9761.89,59.98,42532.79,11.74,99.972,87.028,5197.4,2.45,6.725,245,False,False,cyclic_fatigue,95.53,92.66,98,1,0,2,none,none,26.69,42.28,0.606,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-11T09:21:17,99,441.35,441.35,2.625,10.515,4.006,2.902,,,61.44,57.4,,21.96,35.44,47.84,14/12/10,178.5,0.429,17.8,2.3,6.298,19.88,13.582,97.398,89.01,34.925,89.5,63.2,,0.819,0.0199,21.05,0.9952,normal,-0.0009616,0.0,False,fatigue_spalling,none,A_healthy,0.0163,0.0226,1.0,,141.93,162.75,26621.65,28281.71,18383.11,38180.31,kalman_filter,-1660.07,2152.74,7796.0,0.0023,0.0078,0.044,1.427,28383.0,0.9974,8.5e-06,False,none,none,,,,,,2012-12-20T14:12:38,2014-02-06T00:48:34,mixed,False,master_technician,False,33.0,,,none,none,195237.77,33887070.83,57390.4,9761.89,43.93,42532.79,7.05,99.983,86.462,5197.4,2.45,1.299,245,False,False,cyclic_fatigue,83.79,77.77,99,1,0,0,water,particulate_severe,60.17,9.33,1.13,,,standard
ASSET-000046,pump_centrifugal,high,Apex Rotating Systems,MDL-9345-B,2011-04-23,27063.0,30000.0,88.23542557536047,indoor_controlled,oil_gas,FAC-009,LINE-K,active_standby,2011-05-11T13:48:47,100,445.81,445.81,2.527,11.197,4.432,3.507,,,59.43,63.25,,21.96,41.29,44.21,13/11/9,163.6,0.428,14.5,4.1,3.508,6.347,2.839,99.44,88.63,36.625,89.5,63.12,,1.957,0.0054,61.38,0.989,normal,-0.00207333,0.0278,False,fatigue_spalling,none,A_healthy,0.0165,0.0,1.0,,202.91,148.92,26617.19,23996.21,15597.54,32394.89,lstm_sequence,2620.97,3049.7,7796.0,0.0023,0.0078,0.044,1.427,28383.0,0.9973,8.53e-06,False,none,none,,,,,,2012-09-22T11:55:12,2013-09-07T10:35:41,mixed,False,master_technician,True,,,,none,none,195237.77,33887070.83,86732.22,9761.89,46.07,42532.79,6.38,99.985,84.914,5197.4,2.45,3.129,245,False,False,cyclic_fatigue,99.69,81.19,100,1,0,0,none,particulate_mild,65.29,9.34,0.144,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T01:10:54,1,1.18,1.18,1.448,5.854,4.042,3.462,,,63.68,73.36,,34.28,39.08,45.98,14/12/10,60.4,0.324,22.2,6.0,,,,,89.56,35.594,90.41,63.34,,0.079,0.0202,104.79,0.9925,normal,0.0,0.0539,False,contamination,none,A_healthy,0.0,0.0,1.0,,160.88,132.05,27938.82,30009.58,19506.23,40512.93,lstm_sequence,-2070.76,2143.49,5430.0,0.0001,0.0006,0.0089,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-05T05:58:17,2002-12-16T21:19:27,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,87940.23,10169.38,36.44,42567.47,9.09,99.979,81.262,3620.0,0.84,1.507,84,False,False,variable_mild,98.98,101.3,1,0,0,0,steam,none,24.52,78.4,0.351,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T02:21:48,2,2.36,2.36,1.418,5.819,4.104,2.811,,,52.38,76.11,,34.28,41.83,45.46,15/13/11,76.5,0.303,27.0,6.0,,,,,89.51,34.297,90.12,67.81,,0.367,0.0115,2.34,1.0,normal,0.0,0.0469,False,contamination,none,A_healthy,0.0001,0.0045,1.0,,56.2,159.38,27937.64,33477.54,21760.4,45194.68,physics_informed_nn,-5539.9,5776.37,5430.0,0.0001,0.0006,0.0089,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-16T13:07:57,2003-04-18T18:16:16,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,59710.61,10169.38,55.57,42567.47,24.92,99.941,83.606,3620.0,0.84,6.261,84,False,False,variable_mild,99.07,98.4,2,0,0,0,oil_hydraulic,none,36.61,217.57,0.914,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T03:32:43,3,3.55,3.55,1.438,6.071,4.221,3.433,,,62.08,78.73,,34.28,44.46,45.1,13/11/9,55.5,0.322,40.0,4.4,,,,,88.7,37.039,88.74,61.02,,0.338,0.0129,236.79,0.9972,normal,-0.00091842,0.1195,False,contamination,abrasive_wear,A_healthy,0.0001,0.0171,1.0,,77.05,153.11,27936.45,30353.6,19729.84,40977.36,physics_informed_nn,-2417.14,2755.06,5430.0,0.0001,0.0006,0.0089,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-12T12:20:39,2002-12-29T04:06:12,mixed,False,apprentice,True,,,,none,none,203387.68,33034320.89,69563.83,10169.38,35.53,42567.47,11.57,99.973,86.968,3620.0,0.84,2.67,84,False,False,variable_mild,97.24,69.68,3,0,0,0,gas_compressed_air,none,20.61,29.82,3.601,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T04:43:37,4,4.73,4.73,1.521,4.933,3.244,3.025,,,59.94,72.32,,34.28,38.04,47.04,14/12/10,120.6,0.319,16.7,4.1,,,,,88.79,37.07,90.4,65.87,,0.498,0.1195,129.81,0.9987,normal,-0.00032691,0.0146,False,contamination,none,A_healthy,0.0002,0.0207,1.0,,22.64,142.51,27935.27,26444.69,17189.05,35700.33,lstm_sequence,1490.58,1904.2,5430.0,0.0001,0.0006,0.0089,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-23T03:04:23,2002-08-12T18:42:55,mixed,False,specialist,False,44.0,,,none,none,203387.68,33034320.89,94610.98,10169.38,54.14,42567.47,22.04,99.948,90.968,3620.0,0.84,6.226,84,False,False,variable_mild,94.95,95.0,4,0,0,0,water,particulate_mild,68.09,41.39,0.359,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T05:54:32,5,5.91,5.91,1.549,5.348,3.453,2.992,,,57.67,71.3,,34.28,37.02,47.32,14/12/10,80.2,0.392,15.5,3.6,,,,,90.14,37.055,89.27,62.86,,1.89,0.0095,41.49,0.988,normal,-0.0024002,0.044,False,contamination,none,A_healthy,0.0002,0.0,1.0,,199.11,124.68,27934.09,23272.84,15127.35,31418.34,lstm_sequence,4661.25,4142.6,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-18T02:19:48,2002-04-22T11:49:30,mixed,False,specialist,False,49.0,,,none,none,203387.68,33034320.89,40932.08,10169.38,47.45,42567.47,16.73,99.961,86.981,3620.0,0.84,4.397,84,False,False,variable_mild,83.47,91.64,5,0,0,0,water,none,26.49,60.64,0.493,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T07:05:26,6,7.09,7.09,1.616,6.346,3.926,3.126,,,58.79,70.44,,34.28,36.16,44.45,13/11/9,111.6,0.394,36.6,3.7,,,,,90.23,37.152,89.32,61.94,,0.357,0.0394,79.42,0.9932,normal,0.00014418,0.0,False,contamination,none,A_healthy,0.0003,0.0,1.0,,70.94,142.64,27932.91,25132.74,16336.28,33929.21,kalman_filter,2800.16,3309.55,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-25T21:27:46,2002-06-27T09:55:25,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,42677.06,10169.38,55.1,42567.47,11.38,99.973,83.517,3620.0,0.84,2.226,84,False,False,variable_mild,77.1,88.31,6,0,0,0,oil_hydraulic,particulate_mild,22.63,52.55,0.117,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T08:16:20,7,8.27,8.27,1.703,7.33,4.303,2.874,,,56.18,74.09,,34.28,39.81,45.63,14/12/10,113.4,0.443,14.8,1.5,,,,,91.11,35.126,89.31,63.75,,0.232,0.0949,73.32,1.0,normal,0.0,0.0118,False,contamination,none,A_healthy,0.0003,0.0059,1.0,,55.63,135.59,27931.73,24249.82,15762.38,32737.26,particle_filter,3681.91,3328.57,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-07T13:10:57,2002-05-27T04:37:11,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,75019.14,10169.38,52.95,42567.47,14.61,99.966,85.579,3620.0,0.84,1.599,84,False,False,variable_mild,96.9,87.81,7,0,0,0,oil_hydraulic,none,20.08,8.03,2.717,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T09:27:15,8,9.45,9.45,1.358,3.468,2.554,3.181,,,53.68,76.03,,34.28,41.75,45.9,13/11/9,125.2,0.494,6.0,1.2,,,,,87.92,36.714,87.84,65.69,,0.216,0.0653,149.41,0.9998,normal,0.00051714,0.0448,False,contamination,none,A_healthy,0.0003,0.0127,1.0,,15.06,132.12,27930.55,22473.14,14607.54,30338.74,weibull_regression,5457.4,4933.64,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-01T14:01:34,2002-03-25T07:37:35,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,36215.13,10169.38,24.18,42567.47,6.92,99.984,86.66,3620.0,0.84,6.272,84,False,False,variable_mild,94.66,92.28,8,0,0,0,oil_process,particulate_severe,52.59,88.65,0.808,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T10:38:09,9,10.64,10.64,1.359,5.066,3.728,2.861,,,57.99,73.33,,34.28,39.05,45.79,14/12/10,132.0,0.329,12.2,2.7,,,,,88.43,35.111,89.76,62.89,,0.407,0.0181,78.48,0.9957,normal,-0.00059766,0.0675,False,contamination,none,A_healthy,0.0004,0.0131,1.0,,251.31,138.95,27929.36,33540.68,21801.44,45279.91,xgboost_gradient,-5611.31,5087.96,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-18T04:58:25,2003-04-21T08:12:37,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,62173.06,10169.38,54.08,42567.47,3.89,99.99,81.442,3620.0,0.84,1.897,84,False,False,variable_mild,93.33,76.73,9,0,0,0,steam,water_ingress,63.42,28.6,1.817,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T11:49:04,9,11.82,11.82,1.592,5.231,3.285,2.221,,,61.53,70.59,,34.28,36.31,45.78,13/11/9,59.0,0.3,30.8,5.8,,,,,87.1,33.303,90.31,65.07,,2.484,0.0442,65.7,1.0,normal,0.0024002,0.0512,False,contamination,none,A_healthy,0.0004,0.0096,1.0,,85.09,146.57,27928.18,23919.57,15547.72,32291.41,lstm_sequence,4008.62,4718.27,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-31T19:36:02,2002-05-15T15:26:55,mixed,False,journeyman,False,30.0,,,none,none,203387.68,33034320.89,36055.3,10169.38,49.28,42567.47,8.25,99.981,83.564,3620.0,0.84,5.211,84,False,False,variable_mild,82.71,86.77,9,0,0,0,gas_compressed_air,chemical_contamination,40.95,47.15,0.41,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T12:59:58,10,13.0,13.0,1.611,4.416,2.741,3.151,,,61.79,67.71,,34.28,33.43,45.0,14/12/10,61.4,0.309,80.8,11.8,,,,,88.59,35.381,91.52,63.64,,0.055,0.0754,11.45,0.9979,normal,0.00093685,0.0,False,contamination,none,A_healthy,0.0005,0.0,1.0,,63.22,161.78,27927.0,24452.43,15894.08,33010.79,kalman_filter,3474.57,4374.22,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-11T23:13:01,2002-06-03T13:34:09,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,80211.29,10169.38,55.29,42567.47,6.09,99.986,79.987,3620.0,0.84,4.105,84,False,False,variable_mild,85.34,95.17,10,0,0,0,oil_hydraulic,particulate_mild,41.92,9.28,0.119,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T14:10:52,11,14.18,14.18,1.488,4.429,2.976,3.152,,,59.18,74.79,,34.28,40.51,46.44,13/11/9,50.3,0.499,7.1,2.0,,,,,88.31,35.651,89.98,62.6,,0.94,0.0774,92.78,1.0,normal,0.0,0.0629,False,contamination,abrasive_wear,A_healthy,0.0005,0.0057,1.0,,59.62,144.31,27925.82,26048.94,16931.81,35166.07,lstm_sequence,1876.88,1843.69,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-15T06:39:00,2002-07-30T03:46:42,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,65467.47,10169.38,38.29,42567.47,8.57,99.98,87.422,3620.0,0.84,1.551,84,False,False,variable_mild,92.14,97.16,11,0,0,0,water,none,36.15,80.29,1.81,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T15:21:47,12,15.36,15.36,1.638,4.475,2.732,3.542,,,60.06,69.29,,34.28,35.01,46.67,15/13/11,114.1,0.401,45.8,13.5,,,,,88.1,34.071,90.93,68.32,,0.357,0.1283,340.0,1.0,normal,3.391e-05,0.0429,False,contamination,none,A_healthy,0.0005,0.0,1.0,,17.38,156.74,27924.64,30636.21,19913.54,41358.89,physics_informed_nn,-2711.58,2328.26,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-18T21:28:12,2003-01-08T16:08:42,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,81194.03,10169.38,48.88,42567.47,9.69,99.977,82.36,3620.0,0.84,1.543,84,False,False,variable_mild,88.11,81.1,12,0,0,0,oil_hydraulic,water_ingress,22.14,33.2,3.363,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T16:32:41,13,16.54,16.54,1.362,3.834,2.814,2.779,,,57.8,71.11,,34.28,36.83,46.58,13/11/9,92.3,0.366,62.6,15.7,,,,,88.54,34.696,89.06,66.56,,0.654,0.0181,369.2,0.9869,normal,-0.00175983,0.0402,False,contamination,none,A_healthy,0.0006,0.0,1.0,,137.32,146.89,27923.46,23481.65,15263.07,31700.22,xgboost_gradient,4441.81,4952.06,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-22T21:22:04,2002-04-30T07:56:38,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,86109.23,10169.38,53.26,42567.47,13.19,99.969,84.014,3620.0,0.84,2.818,84,False,False,variable_mild,77.5,85.3,13,0,0,0,water,chemical_contamination,37.14,197.49,1.116,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T17:43:36,14,17.73,17.73,1.452,5.779,3.981,2.831,,,62.3,69.14,,34.28,34.86,45.76,13/11/9,164.2,0.349,14.3,3.6,,,,,89.21,34.39,88.52,65.29,,0.113,0.2829,53.4,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0006,0.0,1.0,,5.79,136.77,27922.27,33777.48,21955.36,45599.6,kalman_filter,-5855.21,5173.29,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-23T10:27:59,2003-04-30T00:35:03,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,100200.45,10169.38,54.02,42567.47,27.47,99.936,85.114,3620.0,0.84,7.076,84,False,False,variable_mild,87.5,62.2,14,0,0,0,oil_process,particulate_mild,34.69,45.07,0.37,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T18:54:30,16,18.91,18.91,1.402,5.75,4.1,2.798,,,61.15,70.03,,34.28,35.75,45.61,14/12/10,84.0,0.326,6.5,0.8,,,,,88.36,35.094,88.9,63.89,,1.254,0.0484,4.61,0.9908,normal,-0.00141168,0.0306,False,contamination,none,A_healthy,0.0007,0.0194,1.0,,364.41,153.78,27921.09,26272.34,17077.02,35467.66,particle_filter,1648.75,1653.92,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-20T03:04:41,2002-08-07T06:23:49,mixed,False,apprentice,True,,,,none,none,203387.68,33034320.89,43617.27,10169.38,32.55,42567.47,9.06,99.979,90.985,3620.0,0.84,2.377,84,False,False,variable_mild,81.33,84.11,16,0,0,0,gas_compressed_air,none,87.29,32.25,5.044,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T20:05:24,17,20.09,20.09,1.604,4.47,2.786,2.822,,,58.84,68.42,,34.28,34.14,47.74,13/11/9,56.0,0.472,20.7,6.0,,,,,87.94,36.117,88.23,63.31,,0.334,0.0632,31.8,0.9968,normal,-0.00063098,0.0132,False,contamination,none,A_healthy,0.0007,0.0,1.0,,40.35,165.47,27919.91,29713.24,19313.61,40112.88,weibull_regression,-1793.33,1918.29,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-09-29T20:42:41,2002-12-07T04:20:47,mixed,False,journeyman,False,67.0,,,none,none,203387.68,33034320.89,78251.73,10169.38,23.46,42567.47,6.4,99.985,80.391,3620.0,0.84,7.002,84,False,False,variable_mild,78.39,93.13,17,0,0,0,none,chemical_contamination,57.52,36.13,5.612,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T21:16:19,18,21.27,21.27,1.69,6.524,3.861,3.127,,,59.91,73.44,,34.28,39.16,44.75,13/11/9,136.8,0.424,6.4,1.4,,,,,85.33,34.437,89.26,66.86,,0.616,0.089,11.9,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0008,0.0,1.0,,33.7,138.89,27918.73,30470.29,19805.69,41134.9,lstm_sequence,-2551.57,2126.89,5430.0,0.0001,0.0006,0.009,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-15T16:25:07,2003-01-03T01:01:16,mixed,False,oem_certified,True,,,,none,none,203387.68,33034320.89,96689.62,10169.38,42.25,42567.47,14.32,99.966,86.182,3620.0,0.84,1.696,84,False,False,variable_mild,101.42,93.64,18,0,0,0,water,none,69.21,64.63,0.481,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T22:27:13,19,22.45,22.45,1.354,5.995,4.428,3.44,,,58.39,72.97,,34.28,38.69,49.5,13/11/9,115.9,0.47,11.9,3.5,,,,,89.24,33.948,89.7,64.32,,0.309,0.0243,66.99,0.9844,normal,-0.0005089,0.0142,False,contamination,none,A_healthy,0.0008,0.0,1.0,,253.96,153.45,27917.55,24275.19,15778.88,32771.51,xgboost_gradient,3642.35,3675.98,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-08T16:02:59,2002-05-28T16:22:02,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,78315.41,10169.38,43.64,42567.47,4.02,99.99,79.907,3620.0,0.84,6.535,84,False,False,variable_mild,87.23,72.69,19,0,0,0,gas_compressed_air,none,82.7,82.65,2.124,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-19T23:38:08,20,23.64,23.64,1.347,3.832,2.846,3.152,,,65.06,72.56,,34.28,38.28,45.18,14/12/10,107.0,0.375,34.3,3.6,,,,,88.78,34.26,89.31,62.97,,0.439,0.0487,91.48,0.9765,normal,-0.00469223,0.0529,False,contamination,none,A_healthy,0.0008,0.0,1.0,,247.6,153.49,27916.36,30461.32,19799.86,41122.79,weibull_regression,-2544.96,2573.48,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-15T14:17:51,2003-01-02T19:45:39,mixed,False,specialist,False,75.0,,,none,none,203387.68,33034320.89,53763.57,10169.38,36.66,42567.47,8.25,99.981,80.482,3620.0,0.84,2.72,84,False,False,variable_mild,80.6,87.38,20,0,0,0,oil_hydraulic,particulate_severe,48.75,46.98,0.785,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T00:49:02,21,24.82,24.82,1.349,4.409,3.269,3.308,,,61.03,74.19,,34.28,39.91,47.08,14/12/10,65.6,0.384,69.8,13.0,,,,,88.4,33.921,89.88,67.07,,0.266,0.0129,57.69,0.9992,normal,0.00167494,0.065,False,contamination,none,A_healthy,0.0009,0.0157,1.0,,228.54,144.94,27915.18,30341.87,19722.21,40961.52,kalman_filter,-2426.68,2150.14,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-13T03:45:00,2002-12-29T15:24:11,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,68234.55,10169.38,50.3,42567.47,21.81,99.949,91.103,3620.0,0.84,2.191,84,False,False,variable_mild,101.05,81.09,21,0,0,0,none,particulate_mild,34.44,30.9,2.996,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T01:59:56,22,26.0,26.0,1.406,5.595,3.98,3.351,,,63.38,71.25,,34.28,36.97,48.51,13/11/9,82.2,0.428,27.3,7.8,,,,,90.19,34.978,89.55,63.04,,0.125,0.0812,142.24,1.0,normal,0.00063098,0.0,False,contamination,none,A_healthy,0.0009,0.0,1.0,,105.73,150.8,27914.0,25548.81,16606.73,34490.9,physics_informed_nn,2365.19,2613.88,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-05T08:24:18,2002-07-12T22:29:21,mixed,False,specialist,False,86.0,,,none,none,203387.68,33034320.89,42603.84,10169.38,53.0,42567.47,7.42,99.983,81.621,3620.0,0.84,1.474,84,False,False,variable_mild,79.64,72.64,22,0,0,0,oil_hydraulic,none,37.45,116.94,1.698,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T03:10:51,23,27.18,27.18,1.486,6.194,4.167,3.206,,,58.36,72.68,,34.28,38.41,42.43,14/12/10,120.2,0.556,13.4,1.8,,,,,89.29,36.781,88.8,67.51,,0.792,0.0805,92.35,0.9903,normal,-0.00193169,0.0,False,contamination,none,A_healthy,0.001,0.0159,1.0,,132.38,167.22,27912.82,30542.67,19852.73,41232.6,particle_filter,-2629.85,2462.85,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-17T10:30:53,2003-01-05T20:26:55,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,39843.42,10169.38,33.79,42567.47,22.65,99.947,80.293,3620.0,0.84,1.04,84,False,False,variable_mild,79.63,88.41,23,0,0,0,none,none,78.04,98.02,9.069,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T04:21:45,24,28.36,28.36,1.589,5.076,3.194,2.732,,,59.48,70.0,,34.28,35.72,46.01,14/12/10,93.0,0.341,58.7,17.2,,,,,87.85,35.574,90.15,66.77,,0.171,0.0357,102.59,1.0,normal,0.00312792,0.0288,False,contamination,none,A_healthy,0.001,0.0033,1.0,,141.89,148.05,27911.64,29721.37,19318.89,40123.85,particle_filter,-1809.74,1518.2,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-09-30T09:02:57,2002-12-07T19:31:47,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,79524.14,10169.38,43.2,42567.47,7.65,99.982,82.993,3620.0,0.84,6.917,84,False,False,variable_mild,81.74,81.67,24,0,0,0,water,water_ingress,38.67,73.19,3.88,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T05:32:40,25,29.54,29.54,1.59,5.219,3.282,3.136,,,61.0,70.38,,34.28,36.1,48.59,13/11/9,63.0,0.35,6.3,1.2,,,,,89.01,35.263,88.62,62.88,,0.447,0.0158,181.51,1.0,normal,0.00469223,0.0,False,contamination,cavitation,A_healthy,0.0011,0.0,1.0,,158.55,150.04,27910.46,25440.9,16536.58,34345.21,physics_informed_nn,2469.56,2562.67,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-03T05:59:37,2002-07-09T06:18:29,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,49295.81,10169.38,45.39,42567.47,7.22,99.983,90.446,3620.0,0.84,2.92,84,False,False,variable_mild,82.16,77.28,25,0,0,0,water,particulate_mild,48.88,96.8,0.34,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T06:43:34,26,30.73,30.73,1.496,5.438,3.634,2.78,,,60.99,73.87,,34.28,39.59,45.11,13/11/9,191.1,0.345,40.0,9.4,,,,,91.01,36.538,90.07,64.73,,0.371,0.0665,25.5,0.9922,normal,-0.00140016,0.0286,False,contamination,none,A_healthy,0.0011,0.0142,1.0,,127.65,155.96,27909.27,22585.78,14680.76,30490.8,physics_informed_nn,5323.49,5608.4,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-04T19:36:59,2002-03-30T04:38:22,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,40539.92,10169.38,58.42,42567.47,7.51,99.982,91.707,3620.0,0.84,5.064,84,False,False,variable_mild,87.49,79.99,26,0,0,0,oil_process,none,47.0,67.98,0.423,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T07:54:28,27,31.91,31.91,1.374,3.458,2.516,2.588,,,59.72,80.31,,34.28,46.03,43.74,13/11/9,81.1,0.36,85.0,9.7,,,,,88.36,35.512,89.0,68.81,,0.442,0.0332,129.26,0.979,normal,-0.00420234,0.1279,False,contamination,none,A_healthy,0.0011,0.0028,1.015,,672.13,137.47,27908.09,23272.33,15127.02,31417.65,xgboost_gradient,4635.76,4188.44,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-19T04:04:27,2002-04-23T13:23:26,mixed,False,journeyman,False,85.0,,,none,none,203387.68,33034320.89,56886.48,10169.38,43.14,42567.47,10.43,99.976,78.579,3620.0,0.84,1.433,84,False,False,variable_mild,115.5,93.18,27,0,0,0,oil_hydraulic,none,72.99,76.32,1.216,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T09:05:23,28,33.09,33.09,1.312,3.64,2.775,3.118,,,59.31,74.2,,34.28,39.92,43.8,14/12/10,105.1,0.381,15.7,4.5,,,,,89.29,36.05,91.82,64.96,,0.847,0.0882,163.64,0.9954,normal,0.00101864,0.0522,False,contamination,none,A_healthy,0.0012,0.0,1.0,,249.44,141.81,27906.91,31428.14,20428.29,42427.98,xgboost_gradient,-3521.23,3826.98,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-05T03:09:27,2003-02-06T11:00:19,mixed,False,master_technician,False,71.0,,,none,none,203387.68,33034320.89,40601.23,10169.38,58.11,42567.47,5.69,99.987,78.488,3620.0,0.84,7.805,84,False,False,variable_mild,95.16,90.43,28,0,0,0,oil_hydraulic,none,35.32,24.05,15.36,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T10:16:17,29,34.27,34.27,1.604,4.485,2.796,3.149,,,57.38,73.97,,34.28,39.69,45.76,14/12/10,50.1,0.306,21.8,4.1,,,,,89.94,35.366,89.97,65.1,,0.146,0.0675,141.92,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0012,0.0052,1.0,,20.26,155.27,27905.73,30108.97,19570.83,40647.11,lstm_sequence,-2203.24,2311.35,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-08T16:45:29,2002-12-21T18:53:55,mixed,False,specialist,False,63.0,,,none,none,203387.68,33034320.89,84119.38,10169.38,28.1,42567.47,4.27,99.99,80.931,3620.0,0.84,4.086,84,False,False,variable_mild,97.45,77.47,29,0,0,0,oil_hydraulic,none,70.65,26.43,6.793,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T11:27:12,30,35.45,35.45,1.469,4.794,3.264,3.202,,,58.07,72.59,,34.28,38.31,46.01,13/11/9,93.6,0.458,22.3,2.5,,,,,90.73,36.856,90.63,64.4,,0.315,0.0178,133.74,0.988,normal,-0.00239384,0.0,False,contamination,none,A_healthy,0.0013,0.0076,1.0,,272.71,149.49,27904.55,21874.22,14218.25,29530.2,xgboost_gradient,6030.32,5261.46,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-04-20T04:33:54,2002-03-05T04:32:36,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,95546.56,10169.38,44.52,42567.47,6.44,99.985,78.664,3620.0,0.84,3.881,84,False,False,variable_mild,84.45,92.73,30,0,0,0,gas_compressed_air,none,33.16,17.84,1.943,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T12:38:06,31,36.64,36.64,1.675,5.122,3.058,2.711,,,59.98,72.1,,34.28,37.82,45.66,14/12/10,74.7,0.665,36.7,6.5,,,,,88.36,36.406,89.83,66.86,,0.998,0.0004,122.75,0.997,normal,0.00096644,0.0575,False,contamination,none,A_healthy,0.0013,0.0,1.0,,117.5,157.5,27903.36,25170.39,16360.75,33980.03,particle_filter,2732.97,3045.25,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-27T21:49:48,2002-06-29T23:28:00,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,49257.95,10169.38,46.11,42567.47,14.47,99.966,84.997,3620.0,0.84,1.319,84,False,False,variable_mild,98.42,84.77,31,0,0,0,oil_process,none,20.2,8.12,1.04,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T13:49:00,32,37.82,37.82,1.4,4.174,2.981,3.122,,,62.85,70.88,,34.28,36.6,45.43,14/12/10,121.0,0.318,24.6,6.2,,,,,90.79,34.858,89.95,65.53,,1.004,0.1017,376.57,0.9982,normal,0.00384981,0.066,False,contamination,none,A_healthy,0.0014,0.0,1.0,,59.01,152.82,27902.18,34038.15,22124.8,45951.5,kalman_filter,-6135.97,6295.57,5430.0,0.0001,0.0006,0.0091,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-29T16:53:34,2003-05-10T02:14:45,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,87038.58,10169.38,27.59,42567.47,10.96,99.974,80.383,3620.0,0.84,1.773,84,False,False,variable_mild,79.07,80.83,32,0,0,0,steam,particulate_mild,87.35,152.66,2.725,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T14:59:55,33,39.0,39.0,1.47,5.4,3.673,2.947,,,64.8,77.36,,34.28,43.08,46.13,14/12/10,101.7,0.383,12.1,1.5,,,,,88.18,36.765,91.27,63.27,,0.354,0.0674,104.9,0.9997,normal,0.0008613,0.0537,False,contamination,fretting_corrosion,A_healthy,0.0014,0.0,1.0,,97.5,140.99,27901.0,29978.63,19486.11,40471.14,particle_filter,-2077.62,2618.66,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-06T04:18:40,2002-12-17T08:49:48,mixed,False,journeyman,False,30.0,,,none,none,203387.68,33034320.89,72450.42,10169.38,24.66,42567.47,8.55,99.98,82.445,3620.0,0.84,7.417,84,False,False,variable_mild,99.52,81.66,33,0,0,0,oil_process,none,65.61,13.2,1.162,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T16:10:49,33,40.18,40.18,1.478,5.451,3.687,3.107,,,57.78,70.16,,34.28,35.88,44.45,14/12/10,97.9,0.362,10.5,2.1,,,,,88.16,36.745,89.82,67.16,,0.915,0.0876,50.58,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0014,0.0155,1.0,,47.21,133.25,27899.82,30949.18,20116.96,41781.39,xgboost_gradient,-3049.36,2872.02,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-26T10:46:05,2003-01-20T18:58:46,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,59249.53,10169.38,53.72,42567.47,9.35,99.978,82.992,3620.0,0.84,6.033,84,False,False,variable_mild,82.22,89.71,33,0,0,0,gas_compressed_air,none,56.67,26.17,0.33,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T17:21:44,34,41.36,41.36,1.415,4.542,3.21,3.403,,,64.74,70.64,,34.28,36.37,45.52,14/12/10,79.3,0.316,14.5,3.3,,,,,88.84,34.314,89.76,67.64,,0.323,0.0098,64.15,1.0,normal,0.00239384,0.0074,False,contamination,fatigue_spalling,A_healthy,0.0015,0.0,1.0,,30.96,150.81,27898.64,24973.38,16232.7,33714.07,xgboost_gradient,2925.26,3040.59,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-24T00:03:11,2002-06-23T04:44:12,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,33965.0,10169.38,45.63,42567.47,4.0,99.99,88.326,3620.0,0.84,3.05,84,False,False,variable_mild,98.29,93.19,34,0,0,0,oil_hydraulic,particulate_mild,30.73,69.58,2.54,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T18:32:38,35,42.54,42.54,1.363,5.259,3.857,3.262,,,60.66,73.43,,34.28,39.15,44.44,13/11/9,142.3,0.352,16.7,4.3,,,,,89.01,34.066,91.12,65.91,,0.074,0.0156,17.09,1.0,normal,0.00059568,0.0341,False,contamination,none,A_healthy,0.0015,0.0011,1.0,,449.67,165.04,27897.46,23861.53,15509.99,32213.06,particle_filter,4035.93,4110.64,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-31T21:18:28,2002-05-14T20:50:32,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,41065.02,10169.38,56.06,42567.47,7.59,99.982,81.193,3620.0,0.84,2.993,84,False,False,variable_mild,99.75,75.92,35,0,0,0,steam,none,62.07,33.95,1.756,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T19:43:32,36,43.73,43.73,1.615,7.273,4.503,3.001,,,60.53,62.44,,34.28,28.16,45.97,13/11/9,173.8,0.41,23.6,7.1,,,,,89.15,37.136,88.81,65.0,,0.09,0.0014,43.74,0.9943,normal,-0.00077811,0.0,False,contamination,none,A_healthy,0.0016,0.0151,1.0,,78.46,154.55,27896.27,31078.96,20201.32,41956.59,xgboost_gradient,-3182.68,3022.81,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-29T07:12:15,2003-01-25T12:50:21,mixed,False,apprentice,True,,,,none,none,203387.68,33034320.89,99773.02,10169.38,25.11,42567.47,43.51,99.898,83.009,3620.0,0.84,1.615,84,False,False,variable_mild,70.23,84.93,36,0,0,0,water,none,87.17,69.87,3.841,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T20:54:27,37,44.91,44.91,1.529,6.701,4.383,3.128,,,62.05,70.55,,34.28,36.27,47.01,13/11/9,62.5,0.524,20.6,2.2,,,,,88.61,36.331,89.33,66.6,,0.587,0.0294,176.54,0.9995,normal,-5.179e-05,0.0347,False,contamination,none,A_healthy,0.0016,0.0082,1.0,,58.43,152.67,27895.09,26220.68,17043.44,35397.92,lstm_sequence,1674.41,1426.98,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-20T03:14:58,2002-08-06T12:29:20,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,56922.85,10169.38,53.61,42567.47,14.81,99.965,86.398,3620.0,0.84,4.569,84,False,False,variable_mild,92.28,81.74,37,0,0,0,oil_process,none,81.3,53.85,2.513,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T22:05:21,38,46.09,46.09,1.604,6.597,4.112,2.993,,,57.69,73.46,,34.28,39.18,44.89,13/11/9,112.7,0.438,14.6,2.4,,,,,87.23,35.428,90.17,64.98,,0.373,0.0268,139.4,1.0,normal,0.0,0.0581,False,contamination,none,A_healthy,0.0016,0.0,1.0,,34.05,136.84,27893.91,22646.9,14720.49,30573.32,xgboost_gradient,5247.01,4386.44,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-06T17:32:28,2002-04-01T23:57:27,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,31587.2,10169.38,30.89,42567.47,10.24,99.976,85.096,3620.0,0.84,3.833,84,False,False,variable_mild,87.6,87.46,38,0,0,1,steam,none,80.57,15.84,8.004,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-20T23:16:16,39,47.27,47.27,1.51,5.655,3.745,3.123,,,62.68,66.86,,34.28,32.58,44.87,14/12/10,66.6,0.342,5.5,1.4,,,,,88.98,36.892,88.08,63.79,,0.012,0.0071,125.65,1.0,normal,0.0,0.0073,False,contamination,none,A_healthy,0.0017,0.0092,1.0,,26.2,137.78,27892.73,32999.24,21449.51,44548.97,weibull_regression,-5106.51,6007.72,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-08T10:53:26,2003-04-03T16:37:27,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,75876.71,10169.38,46.31,42567.47,9.79,99.977,83.213,3620.0,0.84,3.501,84,False,False,variable_mild,74.41,88.49,39,0,0,0,oil_process,particulate_mild,22.32,156.38,0.089,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T00:27:10,40,48.45,48.45,1.551,4.368,2.817,2.976,,,62.75,70.38,,34.28,36.1,46.34,14/12/10,57.9,0.339,14.0,2.0,,,,,86.89,34.825,90.07,67.41,,0.183,0.0513,24.3,1.0,normal,0.0,0.0086,False,contamination,none,A_healthy,0.0017,0.0089,1.0,,85.34,133.74,27891.55,24642.37,16017.54,33267.19,physics_informed_nn,3249.18,4078.13,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-17T09:38:07,2002-06-11T18:27:47,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,71071.35,10169.38,57.1,42567.47,9.23,99.978,80.576,3620.0,0.84,7.879,84,False,False,variable_mild,81.12,84.65,40,0,0,0,steam,particulate_severe,32.44,47.22,0.008,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T01:38:04,41,49.63,49.63,1.621,4.426,2.73,3.201,,,63.71,67.43,,34.28,33.15,42.15,14/12/10,112.8,0.391,21.1,3.9,,,,,88.49,37.008,90.39,62.08,,0.744,0.0115,96.12,1.0,normal,0.00113063,0.0313,False,contamination,none,A_healthy,0.0018,0.0,1.0,,200.47,163.52,27890.37,32681.9,21243.24,44120.57,particle_filter,-4791.54,5082.19,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-01T22:35:12,2003-03-23T13:15:12,mixed,False,master_technician,False,7.0,,,none,none,203387.68,33034320.89,68150.1,10169.38,53.72,42567.47,17.2,99.96,89.965,3620.0,0.84,4.852,84,False,False,variable_mild,75.53,77.17,41,0,0,0,steam,particulate_severe,41.02,97.28,0.003,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T02:48:59,42,50.82,50.82,1.568,6.191,3.948,3.001,,,56.02,68.0,,34.28,33.73,45.91,14/12/10,130.0,0.338,59.6,13.4,,,,,87.07,33.599,90.25,65.64,,0.147,0.0225,62.04,1.0,normal,0.00010355,0.0,False,contamination,none,A_healthy,0.0018,0.0,1.0,,19.7,148.48,27889.18,24131.08,15685.2,32576.95,lstm_sequence,3758.11,4636.55,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-06T20:21:15,2002-05-24T18:13:51,mixed,False,oem_certified,True,,,,none,none,203387.68,33034320.89,76231.15,10169.38,42.52,42567.47,12.78,99.97,87.202,3620.0,0.84,7.545,84,False,False,variable_mild,78.51,93.54,42,0,0,0,water,particulate_mild,61.03,20.54,1.626,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T03:59:53,43,52.0,52.0,1.588,6.494,4.089,3.043,,,59.09,78.35,,34.28,44.07,48.89,13/11/9,244.8,0.325,10.3,1.7,,,,,87.9,33.77,89.92,65.23,,0.097,0.0173,152.68,1.0,normal,0.0,0.0304,False,contamination,none,A_healthy,0.0019,0.0007,1.0,,80.64,138.38,27888.0,32775.43,21304.03,44246.82,physics_informed_nn,-4887.42,4683.99,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-03T23:42:38,2003-03-26T23:06:34,mixed,False,specialist,False,33.0,,,none,none,203387.68,33034320.89,89363.84,10169.38,38.94,42567.47,9.51,99.978,79.595,3620.0,0.84,1.849,84,False,False,variable_mild,109.1,87.06,43,0,0,1,none,none,36.05,91.82,1.452,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T05:10:48,44,53.18,53.18,1.574,5.54,3.52,3.55,,,61.87,69.13,,34.28,34.85,45.38,13/11/9,244.1,0.351,24.1,6.3,,,,,88.65,36.178,90.09,65.12,,0.729,0.0647,141.12,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0019,0.0,1.0,,55.96,156.92,27886.82,32681.09,21242.71,44119.47,xgboost_gradient,-4794.27,5471.45,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-02T01:43:32,2003-03-23T16:06:27,mixed,False,journeyman,False,18.0,,,none,none,203387.68,33034320.89,97782.81,10169.38,31.63,42567.47,4.54,99.989,84.138,3620.0,0.84,1.435,84,False,False,variable_mild,85.19,72.92,44,0,0,0,oil_hydraulic,none,44.65,2.38,2.288,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T06:21:42,45,54.36,54.36,1.471,5.622,3.822,2.695,,,64.04,72.47,,34.28,38.19,46.6,14/12/10,80.9,0.61,6.6,0.9,,,,,87.83,34.274,89.5,67.03,,0.232,0.0692,97.67,0.9939,normal,-0.00122569,0.0704,False,contamination,none,A_healthy,0.0019,0.0052,1.0,,153.79,143.84,27885.64,29429.16,19128.96,39729.37,lstm_sequence,-1543.53,1760.07,5430.0,0.0001,0.0006,0.0092,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-09-25T08:56:38,2002-11-28T13:09:05,mixed,False,apprentice,True,,,,none,none,203387.68,33034320.89,56714.23,10169.38,22.14,42567.47,13.82,99.968,85.511,3620.0,0.84,6.764,84,False,False,variable_mild,97.03,90.24,45,0,0,0,oil_process,none,38.94,68.38,2.458,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T07:32:36,46,55.54,55.54,1.486,4.601,3.096,2.871,,,60.77,71.82,,34.28,37.55,45.55,13/11/9,116.0,0.303,14.1,2.0,,,,,87.77,34.347,89.56,65.5,,0.256,0.0672,386.07,1.0,normal,0.0,0.0568,False,contamination,none,A_healthy,0.002,0.0,1.0,,14.25,144.4,27884.46,26441.51,17186.98,35696.04,physics_informed_nn,1442.94,1359.39,5430.0,0.0001,0.0006,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-25T04:18:03,2002-08-14T18:49:51,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,93276.66,10169.38,33.0,42567.47,18.47,99.957,77.325,3620.0,0.84,4.591,84,False,False,variable_mild,94.35,70.83,46,0,0,1,steam,none,48.39,38.49,1.069,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T08:43:31,47,56.73,56.73,1.617,5.157,3.189,3.121,,,59.1,69.32,,34.28,35.04,42.23,14/12/10,68.8,0.725,44.9,4.7,,,,,89.64,34.52,90.33,66.37,,0.68,0.0416,5.64,0.9979,normal,-0.00042163,0.0,False,contamination,none,A_healthy,0.002,0.0037,1.0,,77.81,142.81,27883.27,25306.25,16449.06,34163.43,physics_informed_nn,2577.03,2567.96,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-01T13:50:55,2002-07-05T15:02:06,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,58728.03,10169.38,20.61,42567.47,7.72,99.982,82.708,3620.0,0.84,1.753,84,False,False,variable_mild,79.76,87.96,47,0,0,0,steam,particulate_mild,68.77,77.8,0.584,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T09:54:25,48,57.91,57.91,1.605,6.998,4.36,2.75,,,61.63,74.04,,34.28,39.76,46.74,14/12/10,165.2,0.491,8.7,1.9,,,,,89.86,36.838,90.37,64.12,,0.228,0.1214,5.38,0.9927,normal,-0.00146808,0.0269,False,contamination,none,A_healthy,0.0021,0.0016,1.0,,524.17,160.19,27882.09,26127.39,16982.8,35271.97,particle_filter,1754.71,1719.83,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-18T17:36:00,2002-08-03T18:11:06,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,57154.49,10169.38,48.17,42567.47,11.32,99.973,87.338,3620.0,0.84,3.8,84,False,False,variable_mild,89.68,74.53,48,0,0,0,gas_compressed_air,water_ingress,62.52,10.83,1.989,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T11:05:20,49,59.09,59.09,1.445,4.866,3.368,2.94,,,60.11,74.03,,34.28,39.75,44.11,13/11/9,100.7,0.351,33.4,4.4,,,,,89.21,37.319,89.66,67.85,,0.155,0.017,61.62,1.0,normal,0.0,0.0048,False,contamination,none,A_healthy,0.0021,0.0,1.0,,154.34,147.29,27880.91,30985.75,20140.73,41830.76,lstm_sequence,-3104.83,3543.45,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-27T23:57:43,2003-01-22T20:58:23,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,66366.77,10169.38,25.83,42567.47,17.37,99.959,85.622,3620.0,0.84,4.399,84,False,False,variable_mild,109.22,99.8,49,0,0,2,gas_compressed_air,none,52.57,42.73,1.91,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T12:16:14,50,60.27,60.27,1.504,4.44,2.951,2.944,,,62.69,73.85,,34.28,39.57,46.35,13/11/9,423.6,0.314,21.6,4.7,,,,,88.45,33.917,90.67,65.18,,0.132,0.0614,62.53,0.9973,normal,0.00069399,0.0433,False,contamination,none,A_healthy,0.0022,0.0051,1.0,,99.08,146.76,27879.73,31620.37,20553.24,42687.49,lstm_sequence,-3740.64,4008.54,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-10T06:27:13,2003-02-14T09:34:54,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,42885.97,10169.38,36.52,42567.47,15.13,99.964,82.899,3620.0,0.84,2.765,84,False,False,variable_mild,88.13,88.19,50,0,0,0,water,particulate_mild,48.67,184.76,1.4,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T13:27:08,51,61.45,61.45,1.494,4.241,2.839,2.987,,,60.25,71.59,,34.28,37.31,46.34,13/11/9,68.2,0.329,13.1,1.7,,,,,87.48,34.03,90.32,62.12,,0.352,0.0743,336.4,0.991,normal,-0.00180055,0.0463,False,contamination,none,A_healthy,0.0022,0.0006,1.0,,160.1,149.09,27878.55,25481.81,16563.17,34400.44,lstm_sequence,2396.74,2728.36,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-05T10:21:20,2002-07-12T00:59:15,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,72627.2,10169.38,33.93,42567.47,16.11,99.962,78.044,3620.0,0.84,1.458,84,False,False,variable_mild,81.54,81.78,51,0,0,0,oil_process,none,26.32,14.07,2.34,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T14:38:03,52,62.63,62.63,1.48,6.388,4.317,2.905,,,66.16,74.46,,34.28,40.18,45.64,14/12/10,100.1,0.549,31.4,5.1,,,,,89.58,36.06,90.69,63.52,,0.365,0.0522,152.86,0.9851,normal,-0.00256329,0.0339,False,contamination,none,A_healthy,0.0022,0.0,1.0,,169.29,147.76,27877.37,26358.88,17133.27,35584.49,physics_informed_nn,1518.48,1604.92,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-23T18:04:28,2002-08-12T03:40:58,mixed,False,specialist,False,57.0,,,none,none,203387.68,33034320.89,39523.5,10169.38,27.68,42567.47,7.21,99.983,83.19,3620.0,0.84,6.508,84,False,False,variable_mild,86.43,91.91,52,0,0,0,gas_compressed_air,none,25.91,59.28,0.07,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T15:48:57,53,63.82,63.82,1.524,3.914,2.569,2.955,,,66.6,67.28,,34.28,33.0,44.84,14/12/10,88.5,0.434,64.1,15.9,,,,,89.61,34.981,90.32,62.54,,0.467,0.0035,77.01,1.0,normal,0.00146808,0.0258,False,contamination,none,A_healthy,0.0023,0.0,1.0,,55.38,150.14,27876.18,30775.0,20003.75,41546.26,physics_informed_nn,-2898.82,2372.03,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-23T19:19:05,2003-01-15T14:34:11,mixed,False,journeyman,False,58.0,,,none,none,203387.68,33034320.89,79947.71,10169.38,22.06,42567.47,13.76,99.968,86.783,3620.0,0.84,5.625,84,False,False,variable_mild,87.27,91.49,53,0,0,0,steam,none,73.35,19.41,2.078,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T16:59:52,54,65.0,65.0,1.429,5.692,3.984,2.414,,,60.95,67.94,,34.28,33.66,43.87,13/11/9,384.3,0.327,7.5,0.8,,,,,87.03,35.735,90.08,64.76,,0.254,0.0759,75.62,0.9909,normal,-0.00181776,0.0194,False,contamination,none,A_healthy,0.0023,0.0033,1.0,,435.11,159.53,27875.0,32495.33,21121.96,43868.69,lstm_sequence,-4620.33,5524.0,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-28T16:39:41,2003-03-17T14:01:34,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,80983.63,10169.38,38.22,42567.47,6.5,99.985,89.472,3620.0,0.84,3.076,84,False,False,variable_mild,73.88,92.47,54,0,0,0,oil_hydraulic,particulate_severe,70.19,3.99,3.375,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T18:10:46,55,66.18,66.18,1.525,4.945,3.242,3.144,,,64.98,73.24,,34.28,38.96,45.43,13/11/9,113.4,0.358,10.9,2.0,,,,,86.96,35.676,88.57,66.95,,0.049,0.0077,11.94,0.9974,normal,2.043e-05,0.0,False,contamination,none,A_healthy,0.0024,0.0,1.0,,188.73,136.26,27873.82,24224.35,15745.83,32702.87,lstm_sequence,3649.47,4513.67,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-09T10:21:15,2002-05-28T16:52:36,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,52399.95,10169.38,39.0,42567.47,9.57,99.978,81.846,3620.0,0.84,7.388,84,False,False,variable_mild,100.28,87.81,55,0,0,0,steam,water_ingress,24.27,83.3,1.606,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T19:21:40,56,67.36,67.36,1.76,5.568,3.163,2.634,,,63.2,70.1,,34.28,35.83,46.79,14/12/10,65.8,0.41,7.2,1.9,,,,,87.43,34.322,90.19,64.3,,0.319,0.0478,8.71,1.0,normal,0.00180055,0.0,False,contamination,none,A_healthy,0.0024,0.0,1.0,,3.35,152.64,27872.64,33330.52,21664.84,44996.2,lstm_sequence,-5457.88,5917.14,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-16T04:37:14,2003-04-16T06:18:08,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,53968.62,10169.38,52.83,42567.47,10.73,99.975,86.264,3620.0,0.84,4.776,84,False,False,variable_mild,79.41,100.18,56,0,0,1,oil_hydraulic,none,44.67,51.94,0.916,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T20:32:35,57,68.54,68.54,1.5,4.151,2.767,2.864,,,60.76,71.27,,34.28,36.99,45.87,13/11/9,91.6,0.613,30.8,4.7,,,,,87.72,35.565,90.07,64.21,,0.588,0.0061,14.54,1.0,normal,0.00298492,0.0376,False,contamination,none,A_healthy,0.0025,0.0,1.0,,75.31,150.96,27871.46,26542.98,17252.94,35833.02,particle_filter,1328.48,1568.84,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-27T20:01:58,2002-08-18T22:04:33,mixed,False,apprentice,True,,,,none,none,203387.68,33034320.89,43435.63,10169.38,28.38,42567.47,8.74,99.979,83.103,3620.0,0.84,4.376,84,False,False,variable_mild,92.2,81.34,57,0,0,0,oil_process,water_ingress,63.94,36.29,3.045,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T21:43:29,58,69.72,69.72,1.421,3.634,2.558,3.217,,,57.5,71.67,,34.28,37.39,48.72,13/11/9,70.2,0.743,13.4,2.9,,,,,88.05,35.805,89.59,62.91,,0.133,0.0352,112.36,1.0,normal,0.0,0.0006,False,contamination,none,A_healthy,0.0025,0.0058,1.0,,76.24,142.18,27870.28,32273.79,20977.96,43569.61,kalman_filter,-4403.51,3854.56,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-24T06:37:08,2003-03-09T22:26:40,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,47604.66,10169.38,53.35,42567.47,11.54,99.973,88.077,3620.0,0.84,4.646,84,False,False,variable_mild,87.13,86.85,58,0,0,0,water,none,84.88,102.05,1.786,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-21T22:54:24,59,70.91,70.91,1.441,5.254,3.645,3.064,,,55.82,70.11,,34.28,35.83,46.81,13/11/9,57.3,0.41,17.7,3.8,,,,,89.61,37.304,89.43,65.32,,0.534,0.1943,296.36,1.0,normal,0.00181776,0.0105,False,contamination,erosion,A_healthy,0.0025,0.0,1.0,,203.18,161.26,27869.09,26215.42,17040.02,35390.81,xgboost_gradient,1653.67,1795.01,5430.0,0.0001,0.0007,0.0093,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-21T02:36:57,2002-08-07T10:00:44,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,45498.64,10169.38,24.71,42567.47,13.31,99.969,78.174,3620.0,0.84,4.927,84,False,False,variable_mild,90.22,84.55,59,0,0,0,oil_process,particulate_mild,43.75,5.18,2.89,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T00:05:18,60,72.09,72.09,1.509,5.519,3.658,2.854,,,56.98,74.31,,34.28,40.03,46.02,14/12/10,120.9,0.334,12.2,1.6,,,,,88.89,35.588,87.72,67.1,,0.872,0.0536,3.79,0.9902,normal,-0.00144706,0.0509,False,contamination,none,A_healthy,0.0026,0.0,1.0,,116.99,164.4,27867.91,29936.75,19458.89,40414.61,xgboost_gradient,-2068.84,2205.91,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-06T16:27:48,2002-12-17T06:19:34,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,75997.58,10169.38,57.01,42567.47,10.76,99.975,84.833,3620.0,0.84,4.201,84,False,False,variable_mild,105.26,74.07,60,0,0,0,water,none,89.74,17.92,1.971,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T01:16:12,61,73.27,73.27,1.497,4.978,3.326,3.096,,,57.92,72.96,,34.28,38.68,47.89,14/12/10,64.9,0.336,22.3,5.5,,,,,90.31,37.857,88.2,63.57,,0.409,0.009,267.21,0.9858,normal,-0.00284322,0.0187,False,contamination,contamination,A_healthy,0.0026,0.0077,1.0,,431.54,152.33,27866.73,24380.73,15847.47,32913.98,lstm_sequence,3486.0,4033.59,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-12T23:38:01,2002-06-03T12:53:17,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,39383.98,10169.38,35.23,42567.47,5.03,99.988,88.828,3620.0,0.84,2.179,84,False,False,variable_mild,82.34,98.16,61,0,0,1,steam,none,65.54,72.94,3.885,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T02:27:07,62,74.45,74.45,1.45,6.166,4.253,3.488,,,62.81,77.61,,34.28,43.33,43.7,14/12/10,76.3,0.332,56.0,14.2,,,,,88.0,34.932,90.39,66.32,,0.3,0.0128,61.67,1.0,normal,0.0,0.0606,False,contamination,none,A_healthy,0.0027,0.0,1.0,,63.06,149.52,27865.55,24921.9,16199.24,33644.57,lstm_sequence,2943.65,3374.13,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-24T07:24:11,2002-06-22T18:04:08,mixed,False,journeyman,False,26.0,,,none,none,203387.68,33034320.89,40290.06,10169.38,37.43,42567.47,16.11,99.962,90.914,3620.0,0.84,6.931,84,False,False,variable_mild,87.58,89.74,62,0,0,0,steam,none,75.82,19.76,0.826,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T03:38:01,63,75.63,75.63,1.598,5.867,3.672,2.788,,,59.69,68.15,,34.28,33.87,46.32,14/12/10,91.4,0.309,28.7,7.1,,,,,88.32,34.565,90.43,62.42,,0.059,0.0284,9.38,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0027,0.0061,1.0,,4.02,137.95,27864.37,25647.35,16670.78,34623.92,lstm_sequence,2217.02,2488.94,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-09T11:18:28,2002-07-18T11:52:46,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,37298.09,10169.38,37.82,42567.47,8.4,99.98,81.786,3620.0,0.84,3.532,84,False,False,variable_mild,80.28,92.01,63,0,0,0,oil_hydraulic,particulate_severe,47.48,32.37,2.529,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T04:48:56,64,76.82,76.82,1.599,7.181,4.492,2.829,,,61.43,71.1,,34.28,36.82,46.26,13/11/9,56.8,0.453,18.5,3.4,,,,,89.12,37.019,87.78,66.02,,0.992,0.0404,0.39,1.0,normal,0.0,0.0108,False,contamination,none,A_healthy,0.0027,0.0062,1.0,,64.03,147.81,27863.18,30480.37,19812.24,41148.49,lstm_sequence,-2617.18,2411.34,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-18T04:59:53,2003-01-05T17:07:34,mixed,False,oem_certified,True,,,,none,none,203387.68,33034320.89,95669.2,10169.38,55.72,42567.47,4.57,99.989,86.691,3620.0,0.84,5.598,84,False,False,variable_mild,81.8,88.87,64,0,0,0,oil_hydraulic,none,78.56,48.18,0.68,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T05:59:50,65,78.0,78.0,1.74,6.587,3.786,2.831,,,60.83,74.79,,34.28,40.51,45.79,13/11/9,73.9,0.359,7.5,2.0,,,,,88.95,36.616,89.95,63.87,,0.223,0.0749,101.27,0.9781,normal,-0.00241834,0.0242,False,contamination,none,A_healthy,0.0028,0.0,1.0,,246.69,140.12,27862.0,24648.95,16021.81,33276.08,particle_filter,3213.06,3764.57,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-18T18:28:12,2002-06-13T05:36:03,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,48128.41,10169.38,22.61,42567.47,19.78,99.954,86.086,3620.0,0.84,2.676,84,False,False,variable_mild,82.77,93.86,65,0,0,0,water,particulate_mild,89.02,56.39,2.158,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T07:10:45,66,79.18,79.18,1.506,4.787,3.178,3.108,,,55.62,67.14,,34.28,32.86,48.05,13/11/9,96.3,0.385,13.3,2.4,,,,,89.29,34.154,88.14,65.34,,0.072,0.0319,96.49,0.9925,normal,0.00134036,0.017,False,contamination,none,A_healthy,0.0028,0.0,1.0,,212.62,137.57,27860.82,32521.87,21139.22,43904.53,weibull_regression,-4661.05,4842.6,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-29T20:06:55,2003-03-19T02:46:15,mixed,False,specialist,False,42.0,,,none,none,203387.68,33034320.89,62165.91,10169.38,59.28,42567.47,17.68,99.958,85.578,3620.0,0.84,3.41,84,False,False,variable_mild,85.52,95.54,66,0,0,1,oil_hydraulic,none,38.23,63.58,0.815,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T08:21:39,67,80.36,80.36,1.66,5.079,3.06,2.889,,,56.94,75.52,,34.28,41.24,47.1,14/12/10,107.5,0.323,35.5,9.6,,,,,87.56,36.671,90.54,64.7,,0.717,0.0008,13.9,1.0,normal,0.0,0.0572,False,contamination,none,A_healthy,0.0029,0.0,1.0,,149.05,143.44,27859.64,31455.61,20446.14,42465.07,kalman_filter,-3595.97,3441.19,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-07T16:09:48,2003-02-09T09:37:31,mixed,False,specialist,False,32.0,,,none,none,203387.68,33034320.89,91244.9,10169.38,58.62,42567.47,10.87,99.974,83.99,3620.0,0.84,5.095,84,False,False,variable_mild,99.39,84.2,67,0,0,0,oil_process,none,36.53,44.9,3.559,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T09:32:33,68,81.54,81.54,1.631,6.966,4.27,2.811,,,52.66,67.96,,34.28,33.68,45.96,14/12/10,66.3,0.463,7.3,0.8,,,,,88.83,36.339,89.93,69.27,,0.052,0.0226,67.75,0.9959,normal,-0.00081412,0.0237,False,contamination,none,A_healthy,0.0029,0.0,1.0,,238.46,148.37,27858.46,24079.31,15651.55,32507.07,physics_informed_nn,3779.15,3282.84,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-07T01:11:53,2002-05-24T04:57:24,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,76830.68,10169.38,49.61,42567.47,13.66,99.968,81.645,3620.0,0.84,5.613,84,False,False,variable_mild,85.7,101.4,68,0,0,1,oil_hydraulic,particulate_mild,51.32,10.47,1.559,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T10:43:28,69,82.72,82.72,1.416,5.989,4.23,3.3,,,66.78,71.62,,34.28,37.34,49.28,13/11/9,66.3,0.467,25.0,5.2,,,,,89.63,35.834,89.7,62.94,,0.894,0.1013,150.66,1.0,normal,0.0,0.0237,False,contamination,none,A_healthy,0.003,0.0102,1.0,,60.41,161.47,27857.28,24832.7,16141.26,33524.15,lstm_sequence,3024.57,2627.54,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-22T19:04:31,2002-06-19T22:31:15,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,82109.99,10169.38,56.6,42567.47,9.35,99.978,86.307,3620.0,0.84,2.551,84,False,False,variable_mild,80.55,84.18,69,0,0,0,water,none,79.27,66.93,0.024,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T11:54:22,70,83.91,83.91,1.4,4.954,3.539,3.168,,,58.05,74.17,,34.28,39.89,46.96,14/12/10,95.1,0.556,23.0,3.6,,,,,88.49,34.72,89.81,65.07,,2.33,0.0726,21.4,0.9893,normal,0.0022339,0.0031,False,contamination,none,A_healthy,0.003,0.0,1.0,,117.64,141.57,27856.09,31112.38,20223.05,42001.72,lstm_sequence,-3256.29,3229.25,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-31T16:05:52,2003-01-28T09:25:55,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,96460.47,10169.38,27.38,42567.47,18.67,99.956,84.082,3620.0,0.84,2.416,84,False,False,variable_mild,92.61,86.84,70,0,0,0,gas_compressed_air,none,59.0,47.18,2.356,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T13:05:17,71,85.09,85.09,1.358,3.999,2.946,2.452,,,56.52,69.73,,34.28,35.45,46.69,12/10/8,178.7,0.364,16.3,2.3,,,,,90.4,35.522,89.71,65.38,,0.08,0.025,263.53,0.9946,normal,0.00041729,0.0438,False,contamination,none,A_healthy,0.003,0.0,1.0,,145.23,150.07,27854.91,29624.71,19256.06,39993.36,physics_informed_nn,-1769.8,2278.34,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-09-30T17:26:30,2002-12-06T18:05:22,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,52568.01,10169.38,27.3,42567.47,7.34,99.983,85.699,3620.0,0.84,5.212,84,False,False,variable_mild,81.2,72.3,71,0,0,0,none,particulate_mild,31.05,2.31,3.225,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T14:16:11,72,86.27,86.27,1.594,6.922,4.343,3.161,,,54.67,70.39,,34.28,36.11,47.35,13/11/9,55.4,0.417,8.2,2.1,,,,,89.44,35.37,90.36,64.88,,0.458,0.0157,24.0,1.0,normal,0.0,0.0105,False,contamination,none,A_healthy,0.0031,0.0,1.0,,15.69,143.7,27853.73,31556.42,20511.68,42601.17,lstm_sequence,-3702.69,3332.31,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-10T00:28:53,2003-02-13T05:13:46,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,77579.88,10169.38,42.91,42567.47,10.23,99.976,90.75,3620.0,0.84,3.873,84,False,False,variable_mild,79.22,88.73,72,0,0,0,gas_compressed_air,none,84.87,113.68,3.146,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T15:27:05,73,87.45,87.45,1.442,4.393,3.047,2.945,,,63.79,69.33,,34.28,35.05,46.24,14/12/10,115.9,0.49,38.9,4.5,,,,,87.36,35.204,90.78,63.09,,0.209,0.0074,70.55,1.0,normal,0.00080726,0.0425,False,contamination,none,A_healthy,0.0031,0.0006,1.0,,199.54,141.84,27852.55,31093.85,20211.0,41976.7,lstm_sequence,-3241.3,2849.82,5430.0,0.0001,0.0007,0.0094,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-31T10:22:38,2003-01-27T21:13:31,mixed,False,specialist,False,46.0,,,none,none,203387.68,33034320.89,93907.84,10169.38,29.84,42567.47,9.72,99.977,80.979,3620.0,0.84,1.598,84,False,False,variable_mild,86.62,80.64,73,0,0,0,gas_compressed_air,chemical_contamination,61.5,21.82,0.167,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T16:38:00,74,88.63,88.63,1.581,4.271,2.701,3.213,,,58.35,75.57,,34.28,41.29,44.45,13/11/9,80.1,0.404,19.4,3.8,,,,,88.19,33.916,91.39,64.48,,0.051,0.0976,65.04,1.0,normal,0.0,0.0547,False,contamination,none,A_healthy,0.0032,0.0103,1.0,,181.27,148.8,27851.37,31335.66,20368.18,42303.14,xgboost_gradient,-3484.3,3528.73,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-05T12:27:52,2003-02-05T11:56:47,mixed,False,apprentice,True,,,,none,none,203387.68,33034320.89,70243.22,10169.38,26.74,42567.47,8.59,99.98,76.918,3620.0,0.84,6.667,84,False,False,variable_mild,99.52,74.88,74,0,0,0,water,water_ingress,65.19,51.5,2.853,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T17:48:54,75,89.82,89.82,1.434,4.812,3.356,3.17,,,60.33,73.14,,34.28,38.86,44.76,14/12/10,168.5,0.409,6.5,1.4,,,,,87.28,35.369,89.83,66.93,,0.455,0.0176,171.03,0.9942,normal,0.00097877,0.0448,False,contamination,fretting_corrosion,A_healthy,0.0032,0.0,1.0,,142.32,149.62,27850.18,32454.66,21095.53,43813.79,xgboost_gradient,-4604.48,4999.01,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-28T21:08:46,2003-03-17T04:16:40,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,97546.7,10169.38,40.4,42567.47,7.83,99.982,86.968,3620.0,0.84,4.965,84,False,False,variable_mild,95.06,89.27,75,0,0,0,oil_hydraulic,particulate_mild,48.82,113.23,2.685,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T18:59:49,76,91.0,91.0,1.423,4.457,3.133,3.354,,,62.48,64.28,,34.28,30.0,45.3,13/11/9,56.6,0.347,7.1,1.4,,,,,89.32,37.049,90.09,63.29,,0.476,0.0577,37.78,1.0,normal,0.00108557,0.0,False,contamination,none,A_healthy,0.0033,0.0035,1.0,,46.05,156.19,27849.0,22645.4,14719.51,30571.29,physics_informed_nn,5203.6,6043.49,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-08T13:41:50,2002-04-03T19:35:14,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,64364.24,10169.38,33.12,42567.47,20.44,99.952,86.841,3620.0,0.84,4.788,84,False,False,variable_mild,82.31,70.69,76,0,0,0,gas_compressed_air,water_ingress,22.29,54.21,6.799,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T20:10:43,77,92.18,92.18,1.537,3.934,2.559,3.583,,,53.78,67.86,,34.28,33.58,46.94,15/13/11,85.9,0.394,11.2,1.2,,,,,88.42,36.241,91.11,64.25,,0.228,0.0433,109.34,1.0,normal,0.0,0.0063,False,contamination,none,A_healthy,0.0033,0.0,1.0,,16.29,131.57,27847.82,31542.14,20502.39,42581.89,weibull_regression,-3694.32,4576.72,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-09T23:14:53,2003-02-12T22:59:48,mixed,False,oem_certified,True,,,,none,none,203387.68,33034320.89,41745.88,10169.38,38.95,42567.47,10.4,99.976,87.867,3620.0,0.84,6.404,84,False,False,variable_mild,85.36,83.29,77,0,0,1,oil_hydraulic,particulate_mild,21.18,109.73,0.58,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T21:21:37,78,93.36,93.36,1.28,5.196,4.06,3.543,,,60.06,73.69,,34.28,39.41,44.49,14/12/10,99.8,0.307,13.0,2.4,,,,,88.34,35.53,89.03,65.06,,0.739,0.0377,11.65,1.0,normal,6.87e-06,0.0571,False,contamination,none,A_healthy,0.0033,0.0198,1.0,,69.79,152.28,27846.64,30669.71,19935.31,41404.11,physics_informed_nn,-2823.07,3571.61,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-22T20:12:52,2003-01-13T02:36:45,mixed,False,master_technician,False,25.0,,,none,none,203387.68,33034320.89,95229.73,10169.38,55.55,42567.47,21.09,99.95,84.372,3620.0,0.84,5.258,84,False,False,variable_mild,102.16,87.98,78,0,0,0,steam,chemical_contamination,62.23,105.68,5.828,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T22:32:32,79,94.54,94.54,1.424,6.048,4.246,3.001,,,58.97,69.36,,34.28,35.08,46.73,13/11/9,181.7,0.472,48.6,10.7,,,,,88.29,36.822,88.94,63.65,,0.518,0.1443,65.8,1.0,normal,0.0,0.0047,False,contamination,none,A_healthy,0.0034,0.0,1.0,,187.35,158.55,27845.46,23917.59,15546.43,32288.74,weibull_regression,3927.87,3917.11,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-04T05:20:12,2002-05-19T00:29:33,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,65675.52,10169.38,43.25,42567.47,19.19,99.955,84.088,3620.0,0.84,1.893,84,False,False,variable_mild,81.17,82.89,79,0,0,0,none,none,71.92,17.88,0.53,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-22T23:43:26,80,95.72,95.72,1.498,5.632,3.76,2.807,,,60.17,71.64,,34.28,37.36,43.55,14/12/10,123.9,0.43,12.0,2.0,,,,,88.82,34.812,88.9,64.58,,0.625,0.0607,67.18,0.9891,normal,-0.00102319,0.0334,False,contamination,none,A_healthy,0.0034,0.0,1.0,,150.88,146.89,27844.28,30584.68,19880.04,41289.32,lstm_sequence,-2740.4,3365.96,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-21T04:03:51,2003-01-10T04:42:09,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,71183.96,10169.38,31.54,42567.47,10.75,99.975,83.993,3620.0,0.84,3.674,84,False,False,variable_mild,90.21,94.16,80,0,0,1,oil_hydraulic,particulate_mild,32.36,155.35,1.926,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T00:54:21,81,96.91,96.91,1.565,4.057,2.592,2.632,,,62.19,66.82,,34.28,32.55,45.53,14/12/10,94.9,0.38,9.8,2.7,,,,,88.15,33.724,89.56,63.2,,0.351,0.0332,171.51,1.0,normal,0.0,0.001,False,contamination,none,A_healthy,0.0035,0.0113,1.0,,263.99,125.36,27843.09,24701.17,16055.76,33346.58,lstm_sequence,3141.93,3857.81,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-20T15:29:22,2002-06-15T20:53:53,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,57508.06,10169.38,38.39,42567.47,12.47,99.971,77.859,3620.0,0.84,3.497,84,False,False,variable_mild,77.29,78.12,81,0,0,0,steam,none,34.69,36.1,0.217,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T02:05:15,82,98.09,98.09,1.647,4.339,2.635,2.977,,,62.45,70.25,,34.28,35.98,44.83,13/11/9,344.8,0.456,57.3,15.4,,,,,89.55,37.162,89.26,65.37,,0.355,0.0503,0.95,0.9931,normal,-0.00138295,0.0392,False,contamination,none,A_healthy,0.0035,0.0,1.0,,77.94,186.06,27841.91,29746.01,19334.9,40157.11,physics_informed_nn,-1904.09,2002.81,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-03T19:05:28,2002-12-11T14:11:36,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,96794.34,10169.38,52.78,42567.47,28.95,99.932,80.029,3620.0,0.84,5.578,84,False,False,variable_mild,76.35,79.49,82,0,0,0,oil_process,particulate_mild,41.37,15.21,0.722,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T03:16:09,83,99.27,99.27,1.648,6.028,3.658,3.306,,,57.14,72.2,,34.28,37.92,46.4,15/13/11,66.3,0.37,8.0,1.5,,,,,89.68,35.515,90.39,63.55,,0.171,0.0209,24.45,0.99,normal,-0.00199854,0.0077,False,contamination,none,A_healthy,0.0036,0.0,1.0,,266.81,164.96,27840.73,23294.85,15141.65,31448.05,weibull_regression,4545.88,5711.86,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-05-22T10:41:45,2002-04-27T03:53:40,mixed,False,master_technician,False,81.0,,,none,none,203387.68,33034320.89,57809.89,10169.38,34.08,42567.47,7.8,99.982,86.707,3620.0,0.84,7.785,84,False,False,variable_mild,88.8,83.53,83,0,0,0,none,none,66.41,49.4,0.902,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T04:27:04,84,100.45,100.45,1.555,5.558,3.575,3.358,,,63.76,68.69,,34.28,34.41,45.96,13/11/9,211.0,0.313,30.7,6.0,,,,,87.97,35.678,89.43,65.45,,2.446,0.0406,101.59,1.0,normal,0.0,0.0959,False,contamination,none,A_healthy,0.0036,0.0,1.0,,2.53,154.49,27839.55,26821.42,17433.92,36208.92,physics_informed_nn,1018.13,823.01,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-08-03T23:09:45,2002-08-30T02:39:38,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,92780.18,10169.38,21.56,42567.47,16.1,99.962,89.23,3620.0,0.84,3.655,84,False,False,variable_mild,86.51,80.47,84,0,0,6,oil_hydraulic,particulate_mild,58.69,38.47,0.178,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T05:37:58,85,101.63,101.63,1.5,4.346,2.898,2.441,,,57.6,68.82,,34.28,34.55,44.73,13/11/9,111.9,0.349,76.2,20.2,,,,,87.49,36.52,90.52,67.79,,0.158,0.0008,16.14,0.9871,normal,-0.00039488,0.0366,False,contamination,none,A_healthy,0.0036,0.0,1.0,,352.06,155.2,27838.37,31940.92,20761.6,43120.24,xgboost_gradient,-4102.55,5222.32,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-18T16:05:35,2003-02-27T11:24:55,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,63531.65,10169.38,24.31,42567.47,5.13,99.988,79.783,3620.0,0.84,5.495,84,False,False,variable_mild,94.2,91.07,85,0,0,0,none,none,77.88,45.53,0.484,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T06:48:53,86,102.81,102.81,1.65,4.522,2.741,3.31,,,60.84,68.37,,34.28,34.09,45.21,14/12/10,61.7,0.49,15.9,3.9,,,,,88.95,34.429,89.44,68.0,,0.153,0.2752,16.7,1.0,normal,0.0,0.0738,False,contamination,none,A_healthy,0.0037,0.0,1.0,,51.37,153.68,27837.19,26225.54,17046.6,35404.48,xgboost_gradient,1611.65,1457.23,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-22T15:35:01,2002-08-09T02:31:18,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,62076.92,10169.38,29.54,42567.47,16.03,99.962,87.015,3620.0,0.84,5.035,84,False,False,variable_mild,74.89,76.97,86,0,0,0,oil_hydraulic,particulate_severe,73.91,37.34,0.507,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T07:59:47,87,104.0,104.0,1.604,6.103,3.804,2.86,,,63.14,71.0,,34.28,36.72,46.56,13/11/9,129.7,0.322,10.6,2.1,,,,,88.59,34.101,89.15,64.42,,0.648,0.062,109.33,1.0,normal,0.00138295,0.0265,False,contamination,none,A_healthy,0.0037,0.0,1.0,,188.01,154.07,27836.0,32023.32,20815.16,43231.48,weibull_regression,-4187.32,3494.23,5430.0,0.0001,0.0007,0.0095,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-11-20T11:39:22,2003-03-02T11:49:04,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,69051.36,10169.38,23.46,42567.47,10.11,99.976,85.652,3620.0,0.84,6.861,84,False,False,variable_mild,82.69,87.19,87,0,0,1,gas_compressed_air,particulate_mild,32.35,57.16,5.049,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T09:10:41,88,105.18,105.18,1.552,6.874,4.43,2.768,,,58.35,69.11,,34.28,34.83,45.93,14/12/10,82.7,0.322,9.0,2.3,,,,,88.68,35.645,89.93,66.18,,0.547,0.0079,248.91,1.0,normal,0.00199854,0.0397,False,contamination,corrosion_fatigue,A_healthy,0.0038,0.0054,1.0,,85.05,150.69,27834.82,32562.01,21165.31,43958.71,lstm_sequence,-4727.19,5742.46,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-01T18:10:58,2003-03-21T14:53:10,mixed,False,specialist,False,63.0,,,none,none,203387.68,33034320.89,99247.04,10169.38,43.76,42567.47,12.85,99.97,82.305,3620.0,0.84,5.363,84,False,False,variable_mild,85.46,86.38,88,0,0,0,oil_process,none,26.26,44.81,1.453,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T10:21:36,89,106.36,106.36,1.315,5.822,4.429,2.942,,,64.76,69.51,,34.28,35.23,43.54,14/12/10,70.2,0.539,9.2,2.5,,,,,89.12,35.65,90.05,64.72,,0.493,0.0106,125.27,0.9956,normal,-0.0008806,0.0,False,contamination,none,A_healthy,0.0038,0.0,1.0,,117.87,162.64,27833.64,30855.09,20055.81,41654.37,lstm_sequence,-3021.45,2633.69,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-27T05:54:11,2003-01-20T05:11:00,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,34327.45,10169.38,39.84,42567.47,12.61,99.97,86.937,3620.0,0.84,1.346,84,False,False,variable_mild,86.62,84.55,89,0,0,1,oil_process,particulate_mild,68.5,8.14,0.23,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T11:32:30,90,107.54,107.54,1.529,4.668,3.054,3.052,,,65.48,71.12,,34.28,36.85,46.2,14/12/10,71.7,0.534,15.0,2.0,,,,,89.79,37.078,90.29,65.54,,1.579,0.0063,25.14,0.9962,normal,0.00182261,0.016,False,contamination,contamination,A_healthy,0.0038,0.0149,1.0,,75.01,158.15,27832.46,29498.3,19173.89,39822.7,lstm_sequence,-1665.84,1505.26,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-09-29T00:41:28,2002-12-03T05:05:44,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,35752.7,10169.38,30.74,42567.47,11.22,99.974,86.366,3620.0,0.84,6.836,84,False,False,variable_mild,96.62,86.78,90,0,0,0,water,none,42.09,7.9,5.579,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T12:43:25,91,108.72,108.72,1.512,3.965,2.622,3.28,,,57.51,72.48,,34.28,38.2,48.69,14/12/10,140.2,0.458,26.2,6.6,,,,,87.59,34.721,90.18,64.57,,0.35,0.0303,22.67,1.0,normal,0.0,0.0273,False,contamination,none,A_healthy,0.0039,0.0,1.0,,8.78,130.91,27831.28,29895.7,19432.2,40359.19,lstm_sequence,-2064.42,2519.84,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-07T08:34:21,2002-12-17T08:04:00,mixed,False,journeyman,True,,,,none,none,203387.68,33034320.89,38789.16,10169.38,30.43,42567.47,15.84,99.963,83.961,3620.0,0.84,4.144,84,False,False,variable_mild,96.06,85.53,91,0,0,0,oil_process,none,64.07,17.09,0.488,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T13:54:19,92,109.91,109.91,1.558,4.055,2.602,3.013,,,62.36,73.52,,34.28,39.24,47.03,14/12/10,57.7,0.327,44.4,11.0,,,,,87.99,33.621,90.85,67.07,,0.107,0.0677,133.46,0.9995,normal,-9.538e-05,0.0007,False,contamination,none,A_healthy,0.0039,0.0042,1.0,,45.1,148.93,27830.09,30454.26,19795.27,41113.25,physics_informed_nn,-2624.17,3057.63,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-19T01:02:10,2003-01-06T04:01:40,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,76458.31,10169.38,29.13,42567.47,18.25,99.957,82.148,3620.0,0.84,7.533,84,False,False,variable_mild,103.82,84.17,92,0,0,2,oil_process,particulate_mild,83.19,164.97,3.619,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T15:05:13,93,111.09,111.09,1.372,6.044,4.407,2.857,,,61.45,69.12,,34.28,34.84,46.6,14/12/10,57.3,0.306,14.6,2.0,,,,,89.73,34.773,88.43,66.02,,0.564,0.0004,77.37,0.9981,normal,-0.00038185,0.0,False,contamination,none,A_healthy,0.004,0.0056,1.0,,33.49,151.05,27828.91,24495.05,15921.78,33068.31,lstm_sequence,3333.87,3422.66,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-16T22:36:36,2002-06-09T03:52:34,mixed,False,apprentice,False,72.0,,,none,none,203387.68,33034320.89,82091.72,10169.38,20.14,42567.47,6.37,99.985,81.128,3620.0,0.84,5.856,84,False,False,variable_mild,74.8,73.26,93,0,0,0,oil_hydraulic,chemical_contamination,52.52,34.82,4.91,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T16:16:08,94,112.27,112.27,1.461,5.629,3.852,2.986,,,61.16,69.3,,34.28,35.02,47.53,13/11/9,66.0,0.648,20.8,6.0,,,,,88.67,34.905,89.84,67.38,,0.471,0.0017,95.52,0.9949,normal,-0.0001365,0.0,False,contamination,none,A_healthy,0.004,0.0,1.0,,121.45,152.88,27827.73,23789.66,15463.28,32116.03,kalman_filter,4038.08,4479.44,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-06-02T07:05:48,2002-05-15T05:28:34,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,52487.42,10169.38,55.61,42567.47,13.94,99.967,89.412,3620.0,0.84,2.985,84,False,False,variable_mild,71.94,90.84,94,0,0,0,oil_hydraulic,particulate_severe,40.82,88.98,3.59,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T17:27:02,95,113.45,113.45,1.735,7.727,4.454,3.0,,,60.3,72.08,,34.28,37.8,47.02,13/11/9,98.4,0.358,37.5,8.8,,,,,87.53,33.587,90.06,65.15,,0.158,0.0227,153.99,0.998,normal,0.00035577,0.0522,False,contamination,none,A_healthy,0.0041,0.0067,1.0,,33.1,164.17,27826.55,26140.73,16991.47,35289.98,xgboost_gradient,1685.82,1406.09,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-07-21T07:48:50,2002-08-06T13:04:05,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,34193.32,10169.38,21.07,42567.47,10.46,99.975,83.054,3620.0,0.84,5.2,84,False,False,variable_mild,100.94,88.14,95,0,0,1,oil_process,particulate_severe,71.25,3.64,1.562,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T18:37:57,96,114.63,114.63,1.535,6.305,4.107,3.398,,,62.63,76.43,,34.28,42.15,45.98,14/12/10,65.8,0.36,29.0,4.4,,,,,89.61,35.546,88.51,70.38,,0.245,0.0393,70.98,0.9825,normal,-0.00350216,0.0927,False,contamination,none,A_healthy,0.0041,0.0038,1.0,,184.09,165.97,27825.37,30635.1,19912.81,41357.38,physics_informed_nn,-2809.73,3077.76,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-23T00:10:54,2003-01-12T18:27:58,mixed,False,specialist,False,68.0,,,none,none,203387.68,33034320.89,74288.58,10169.38,50.05,42567.47,10.91,99.974,85.742,3620.0,0.84,4.493,84,False,False,variable_mild,98.79,90.03,96,0,0,0,oil_hydraulic,particulate_mild,27.82,12.89,0.524,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T19:48:51,97,115.81,115.81,1.424,5.703,4.005,2.692,,,57.85,71.04,,34.28,36.76,46.18,14/12/10,114.8,0.457,61.7,14.4,,,,,89.99,34.253,90.4,63.75,,1.012,0.0171,69.27,0.9941,normal,-0.00107818,0.0523,False,contamination,none,A_healthy,0.0041,0.0119,1.0,,107.53,146.38,27824.19,30796.37,20017.64,41575.1,xgboost_gradient,-2972.19,3287.93,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-26T10:00:01,2003-01-18T12:43:50,mixed,False,specialist,True,,,,none,none,203387.68,33034320.89,78943.28,10169.38,38.26,42567.47,8.59,99.98,88.108,3620.0,0.84,5.349,84,False,False,variable_mild,86.46,89.33,97,0,0,2,gas_compressed_air,particulate_mild,39.6,1.22,0.632,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T20:59:45,98,117.0,117.0,1.621,5.814,3.587,3.106,,,57.82,68.51,,34.28,34.23,44.72,13/11/9,99.0,0.365,32.0,7.4,,,,,89.16,37.052,92.09,66.83,,1.473,0.0002,43.56,1.0,normal,0.00038185,0.0,False,contamination,none,A_healthy,0.0042,0.0101,1.0,,49.39,142.55,27823.0,32756.8,21291.92,44221.68,physics_informed_nn,-4933.8,4139.3,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-12-06T07:23:49,2003-03-29T00:16:39,mixed,False,oem_certified,True,,,,none,none,203387.68,33034320.89,31675.72,10169.38,37.76,42567.47,14.21,99.967,86.042,3620.0,0.84,6.324,84,False,False,variable_mild,87.49,79.28,98,0,0,0,gas_compressed_air,none,31.43,17.96,0.441,,,standard
ASSET-000047,rolling_element_bearing,critical,Apex Rotating Systems,MDL-9825-A,2000-01-19,27940.0,60000.0,88.51811007594814,corrosive_chemical,paper_pulp,FAC-414,LINE-B,n_plus_1,2000-01-23T22:10:40,99,118.18,118.18,1.472,4.381,2.977,2.697,,,59.64,76.38,,34.28,42.1,47.17,13/11/9,115.9,0.318,8.2,1.5,,,,,88.59,36.216,91.0,64.89,,0.609,0.0254,576.36,1.0,normal,0.0010171,0.0195,False,contamination,none,A_healthy,0.0042,0.0158,1.0,,75.56,136.36,27821.82,30478.36,19810.93,41145.79,lstm_sequence,-2656.54,3240.0,5430.0,0.0001,0.0007,0.0096,1.975,31780.0,1.0,1e-06,False,none,none,,,,,,2001-10-19T21:21:30,2003-01-07T08:47:05,mixed,False,master_technician,True,,,,none,none,203387.68,33034320.89,60644.11,10169.38,35.18,42567.47,20.23,99.953,87.756,3620.0,0.84,3.863,84,False,False,variable_mild,92.05,83.77,99,0,0,0,steam,particulate_mild,84.85,79.5,0.672,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-15T23:49:46,1,23.83,23.83,2.212,9.942,4.494,2.622,,,59.51,50.59,,17.62,32.97,45.99,14/12/10,54.5,0.517,16.1,4.1,,,,,84.15,34.997,89.79,64.72,,0.102,0.0465,12.71,0.9989,normal,0.0,0.0738,False,corrosion_fatigue,none,A_healthy,0.0008,0.0027,1.0,,27.64,146.21,31232.17,34078.11,22150.77,46005.44,physics_informed_nn,-2845.94,3146.64,3910.0,0.0017,0.0065,0.0377,1.285,37143.0,0.9999,4.26e-06,False,none,none,,,,,,2005-02-22T22:52:58,2006-07-04T22:13:12,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,7975.68,2143.06,56.56,58204.24,7.45,99.987,80.867,2606.7,2.8,3.583,280,False,False,variable_mild,73.73,88.81,1,0,0,0,gas_compressed_air,particulate_mild,64.42,50.92,0.307,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-16T23:39:33,2,47.66,47.66,1.912,5.351,2.798,3.024,,,65.53,52.87,,17.62,35.25,47.27,14/12/10,152.9,0.338,8.3,1.4,,,,,87.04,36.193,90.56,68.65,,0.38,0.0503,60.53,1.0,normal,0.0,0.009,False,corrosion_fatigue,none,A_healthy,0.0015,0.0021,1.0,,127.32,156.7,31208.34,27957.82,18172.58,37743.06,physics_informed_nn,3250.52,3452.86,3910.0,0.0017,0.0066,0.038,1.285,37143.0,0.9998,5.19e-06,False,none,none,,,,,,2004-10-19T10:34:06,2005-12-01T03:48:18,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,9283.03,2143.06,20.84,58204.24,15.77,99.973,82.579,2606.7,2.8,2.589,280,False,False,variable_mild,87.65,78.77,2,0,0,0,steam,particulate_mild,72.95,84.66,2.28,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-17T23:29:19,3,71.49,71.49,2.082,6.823,3.277,2.923,,,53.5,51.74,,17.62,34.12,46.19,14/12/10,63.1,0.333,6.1,1.5,,,,,85.97,35.691,88.84,63.25,,0.647,0.0426,320.06,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0023,0.002,1.0,,28.63,144.18,31184.51,26067.54,16943.9,35191.18,xgboost_gradient,5116.97,5791.53,3910.0,0.0018,0.0068,0.0382,1.285,37143.0,0.9997,5.82e-06,False,none,none,,,,,,2004-09-11T01:15:30,2005-09-26T04:53:50,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,6666.38,2143.06,40.53,58204.24,18.47,99.968,88.622,2606.7,2.8,4.805,280,False,False,variable_mild,79.17,86.62,3,0,0,0,water,none,76.43,52.06,2.256,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-18T23:19:06,4,95.32,95.32,1.957,7.625,3.897,2.613,,,53.84,57.95,,17.62,40.33,45.78,13/11/9,61.0,0.302,86.1,13.2,,,,,85.26,33.033,88.81,63.98,,0.873,0.0275,201.32,1.0,normal,0.0,0.0039,False,corrosion_fatigue,none,A_healthy,0.003,0.0034,1.0,,29.69,155.21,31160.68,34193.51,22225.78,46161.24,lstm_sequence,-3032.83,3090.6,3910.0,0.0019,0.0069,0.0385,1.285,37143.0,0.9995,6.32e-06,False,none,none,,,,,,2005-02-28T08:04:22,2006-07-11T23:48:04,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,8406.69,2143.06,58.24,58204.24,12.74,99.978,86.95,2606.7,2.8,6.692,280,False,False,variable_mild,94.94,84.8,4,0,0,0,water,particulate_mild,49.75,210.71,3.811,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-19T23:08:52,5,119.15,119.15,1.977,5.119,2.589,3.031,,,58.4,51.39,,17.62,33.77,48.71,14/12/10,58.6,0.49,15.0,4.2,,,,,86.58,34.597,88.54,64.55,,0.672,0.0033,149.69,0.9923,normal,-0.00153819,0.0235,False,corrosion_fatigue,none,A_healthy,0.0038,0.0058,1.0,,122.74,147.28,31136.85,34473.83,22407.99,46539.67,weibull_regression,-3336.98,2975.06,3910.0,0.002,0.007,0.0387,1.285,37143.0,0.9994,6.73e-06,False,none,none,,,,,,2005-03-07T04:03:50,2006-07-22T21:54:19,mixed,False,journeyman,False,58.0,,,none,none,42861.15,1525406.76,13813.6,2143.06,38.51,58204.24,13.11,99.977,86.992,2606.7,2.8,2.499,280,False,False,variable_mild,75.37,91.32,5,0,0,0,oil_process,none,42.07,19.38,3.323,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-20T22:58:39,5,142.98,142.98,2.281,6.856,3.006,3.221,,,58.44,53.35,,17.62,35.73,44.29,14/12/10,94.8,0.424,31.2,3.1,,,,,85.09,32.882,91.75,66.07,,0.405,0.1784,69.04,0.9956,normal,-0.00066945,0.0043,False,corrosion_fatigue,none,A_healthy,0.0046,0.0117,1.0,,257.22,145.9,31113.02,25244.96,16409.22,34080.7,xgboost_gradient,5868.06,7391.05,3910.0,0.002,0.0071,0.0389,1.285,37143.0,0.9992,7.09e-06,False,none,none,,,,,,2004-08-27T21:27:27,2005-08-31T01:11:37,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,7609.33,2143.06,24.59,58204.24,12.37,99.979,87.884,2606.7,2.8,5.968,280,False,False,variable_mild,86.87,96.17,5,0,0,0,oil_hydraulic,none,62.21,34.61,4.046,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-21T22:48:25,6,166.81,166.81,2.172,5.9,2.717,2.941,,,57.97,50.57,,17.62,32.95,49.45,13/11/9,105.8,0.361,12.9,1.6,,,,,86.66,33.742,91.19,64.47,,0.262,0.0783,21.47,1.0,normal,0.0,0.0527,False,corrosion_fatigue,none,A_healthy,0.0053,0.0,1.0,,76.4,146.38,31089.19,34731.78,22575.65,46887.9,xgboost_gradient,-3642.58,4360.57,3910.0,0.0021,0.0072,0.0392,1.285,37143.0,0.999,7.41e-06,False,none,none,,,,,,2005-03-14T12:41:43,2006-08-03T00:49:01,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,21400.86,2143.06,29.9,58204.24,5.96,99.99,86.32,2606.7,2.8,5.921,280,False,False,variable_mild,72.23,90.09,6,0,0,0,none,none,89.2,5.02,0.803,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-22T22:38:12,7,190.64,190.64,1.843,7.863,4.267,3.096,,,59.95,63.31,,17.62,45.69,46.65,14/12/10,147.8,0.531,18.5,5.5,,,,,86.57,35.621,90.02,65.06,,0.973,0.002,51.01,0.975,normal,-0.00500207,0.0552,False,corrosion_fatigue,fretting_corrosion,A_healthy,0.0061,0.0055,1.0,,254.19,154.69,31065.36,28434.33,18482.31,38386.34,physics_informed_nn,2631.04,2363.87,3910.0,0.0021,0.0074,0.0394,1.285,37143.0,0.9989,7.7e-06,False,none,none,,,,,,2004-11-04T07:47:58,2005-12-23T23:48:49,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,19815.11,2143.06,22.89,58204.24,13.44,99.977,86.189,2606.7,2.8,5.784,280,False,False,variable_mild,107.23,74.08,7,0,0,0,none,none,69.39,84.54,0.39,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-23T22:27:58,8,214.47,214.47,1.778,8.002,4.502,3.337,,,58.98,60.76,,17.62,43.15,49.13,13/11/9,65.6,0.497,10.3,2.0,,,,,87.31,35.56,90.22,65.84,,0.789,0.0609,49.13,0.9981,normal,-0.00037985,0.0216,False,corrosion_fatigue,none,A_healthy,0.0069,0.0021,1.0,,58.27,170.87,31041.53,25495.62,16572.16,34419.09,particle_filter,5545.91,4835.99,3910.0,0.0022,0.0075,0.0396,1.285,37143.0,0.9987,7.96e-06,False,none,none,,,,,,2004-09-05T02:16:41,2005-09-11T21:44:46,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,16362.27,2143.06,42.94,58204.24,10.76,99.982,91.332,2606.7,2.8,5.189,280,False,False,variable_mild,100.68,87.82,8,0,0,0,oil_hydraulic,none,74.56,35.5,4.054,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-24T22:17:45,9,238.3,238.3,2.114,7.245,3.428,3.059,,,59.34,58.28,,17.62,40.66,46.49,14/12/10,77.6,0.318,84.4,22.2,,,,,85.66,32.986,89.81,66.06,,0.842,0.0258,76.92,1.0,normal,0.00153819,0.0369,False,corrosion_fatigue,lubrication_starvation,A_healthy,0.0076,0.0,1.0,,73.76,144.86,31017.7,27482.73,17863.78,37101.69,xgboost_gradient,3534.97,4417.95,3910.0,0.0022,0.0075,0.0398,1.285,37143.0,0.9985,8.21e-06,False,none,none,,,,,,2004-10-17T11:39:46,2005-11-22T06:37:11,mixed,False,journeyman,False,69.0,,,none,none,42861.15,1525406.76,8459.45,2143.06,43.13,58204.24,5.44,99.99,80.426,2606.7,2.8,5.561,280,False,False,variable_mild,98.49,81.99,9,0,0,0,none,none,67.41,106.53,4.774,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-25T22:07:31,10,262.13,262.13,1.871,7.345,3.926,3.168,,,54.94,52.28,,17.62,34.66,46.48,13/11/9,83.3,0.315,18.7,4.3,,,,,85.61,32.625,91.73,64.55,,0.063,0.0168,19.96,1.0,normal,0.00088809,0.0111,False,corrosion_fatigue,none,A_healthy,0.0084,0.0,1.0,,27.55,159.65,30993.87,26503.59,17227.33,35779.85,kalman_filter,4490.28,3824.36,3910.0,0.0022,0.0076,0.04,1.285,37143.0,0.9983,8.43e-06,False,none,none,,,,,,2004-09-28T01:55:12,2005-10-19T14:10:35,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,15787.47,2143.06,51.82,58204.24,11.9,99.98,81.794,2606.7,2.8,3.127,280,False,False,variable_mild,89.13,84.57,10,0,0,0,gas_compressed_air,particulate_mild,44.08,72.12,0.923,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-26T21:57:18,11,285.96,285.96,1.801,7.061,3.92,2.745,,,61.75,52.52,,17.62,34.9,44.36,14/12/10,114.7,0.319,8.5,1.1,,,,,84.38,33.7,90.09,64.74,,0.125,0.0103,0.69,0.9953,normal,-0.00093601,0.0,False,corrosion_fatigue,none,A_healthy,0.0091,0.0,1.0,,111.61,143.42,30970.04,33025.8,21466.77,44584.84,kalman_filter,-2055.76,2040.1,3910.0,0.0023,0.0077,0.0402,1.285,37143.0,0.9981,8.64e-06,False,none,none,,,,,,2005-02-11T22:51:25,2006-06-08T13:53:19,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,15900.03,2143.06,39.26,58204.24,22.78,99.961,80.133,2606.7,2.8,7.363,280,False,False,variable_mild,79.09,79.11,11,0,0,0,none,chemical_contamination,47.24,14.73,0.486,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-27T21:47:04,12,309.78,309.78,2.2,7.829,3.558,2.853,,,57.78,58.61,,17.62,41.0,47.23,13/11/9,101.4,0.354,20.7,2.6,,,,,85.12,33.138,88.95,67.62,,2.007,0.0036,99.45,0.9964,normal,0.00427424,0.0222,False,corrosion_fatigue,none,A_healthy,0.0099,0.0089,1.0,,101.03,130.26,30946.22,25595.68,16637.19,34554.17,xgboost_gradient,5350.53,4432.32,3910.0,0.0023,0.0078,0.0404,1.285,37143.0,0.9979,8.84e-06,False,none,none,,,,,,2004-09-11T03:37:32,2005-09-19T10:06:51,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,16369.24,2143.06,20.09,58204.24,25.51,99.956,86.928,2606.7,2.8,1.533,280,False,False,variable_mild,87.44,72.44,12,0,0,0,oil_hydraulic,chemical_contamination,88.95,99.98,5.815,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-28T21:36:51,13,333.61,333.61,1.868,8.308,4.447,2.956,,,59.75,54.14,,17.62,36.52,47.98,14/12/10,61.5,0.309,54.3,11.0,,,,,85.71,35.459,89.94,61.21,,0.495,0.0326,95.22,1.0,normal,0.00037985,0.0368,False,corrosion_fatigue,none,A_healthy,0.0107,0.0098,1.0,,504.65,146.79,30922.39,34664.82,22532.13,46797.51,xgboost_gradient,-3742.44,4669.32,3910.0,0.0024,0.0079,0.0406,1.285,37143.0,0.9977,9.03e-06,False,none,none,,,,,,2005-03-20T02:01:29,2006-08-07T14:42:44,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,16936.54,2143.06,48.93,58204.24,11.81,99.98,84.533,2606.7,2.8,2.639,280,False,False,variable_mild,83.14,79.57,13,0,0,0,gas_compressed_air,none,40.48,106.82,7.03,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-29T21:26:37,14,357.44,357.44,2.116,7.892,3.73,2.89,,,59.34,59.26,,17.62,41.64,43.99,14/12/10,84.0,0.486,16.3,4.6,,,,,87.93,33.86,89.21,66.86,,0.801,0.0177,35.52,0.9829,normal,-0.0034207,0.0307,False,corrosion_fatigue,fatigue_spalling,A_healthy,0.0114,0.0,1.0,,172.53,137.05,30898.56,35602.57,23141.67,48063.47,kalman_filter,-4704.01,5304.59,3910.0,0.0024,0.008,0.0408,1.285,37143.0,0.9974,9.21e-06,False,none,none,,,,,,2005-04-09T14:43:45,2006-09-10T19:37:44,mixed,False,specialist,False,81.0,,,none,none,42861.15,1525406.76,19594.42,2143.06,43.22,58204.24,27.03,99.954,77.248,2606.7,2.8,7.636,280,False,False,variable_mild,94.45,85.81,14,1,0,0,steam,particulate_mild,40.76,28.29,3.094,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-30T21:16:24,15,381.27,381.27,2.05,7.781,3.797,2.904,,,63.71,52.49,,17.62,34.87,48.25,14/12/10,57.3,0.308,39.2,11.4,,,,,85.5,34.322,87.78,65.48,,0.038,0.0105,222.13,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0122,0.0023,1.0,,128.3,145.7,30874.73,33228.55,21598.56,44858.55,lstm_sequence,-2353.83,2741.92,3910.0,0.0024,0.0081,0.0409,1.285,37143.0,0.9972,9.38e-06,False,none,none,,,,,,2005-02-20T03:33:02,2006-06-19T17:32:41,mixed,False,oem_certified,True,,,,none,none,42861.15,1525406.76,13306.5,2143.06,37.24,58204.24,14.47,99.975,84.508,2606.7,2.8,5.777,280,False,False,variable_mild,93.37,74.99,15,1,0,0,oil_hydraulic,chemical_contamination,83.89,5.88,4.665,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-03-31T21:06:10,16,405.1,405.1,2.028,8.611,4.247,2.601,,,58.66,54.82,,17.62,37.2,48.87,14/12/10,75.1,0.32,24.6,2.9,,,,,86.46,34.832,90.4,66.54,,0.041,0.004,12.98,0.9949,normal,-8.269e-05,0.0144,False,corrosion_fatigue,none,A_healthy,0.013,0.0086,1.0,,149.66,145.45,30850.9,33909.16,22040.95,45777.37,lstm_sequence,-3058.26,3244.12,3910.0,0.0025,0.0081,0.0411,1.285,37143.0,0.997,9.54e-06,False,none,none,,,,,,2005-03-07T07:40:57,2006-07-14T19:53:18,mixed,False,oem_certified,True,,,,none,none,42861.15,1525406.76,16271.49,2143.06,38.98,58204.24,4.71,99.99,78.607,2606.7,2.8,7.361,280,False,False,variable_mild,94.04,91.03,16,1,0,0,water,particulate_mild,51.63,37.76,1.86,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-01T20:55:57,17,428.93,428.93,1.817,5.318,2.926,3.45,,,61.55,56.33,,17.62,38.72,45.0,14/12/10,88.3,0.366,23.1,3.3,,,,,85.79,35.823,89.11,65.73,,0.348,0.0045,75.4,0.9944,normal,-0.00039494,0.0413,False,corrosion_fatigue,none,A_healthy,0.0137,0.0,1.0,,164.2,137.3,30827.07,28564.55,18566.95,38562.14,physics_informed_nn,2262.52,2110.95,3910.0,0.0025,0.0082,0.0413,1.285,37143.0,0.9968,9.7e-06,False,none,none,,,,,,2004-11-16T23:12:19,2006-01-07T12:47:47,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,8915.27,2143.06,26.74,58204.24,32.5,99.944,81.491,2606.7,2.8,2.538,280,False,False,variable_mild,96.19,90.27,17,0,0,0,oil_hydraulic,none,87.7,90.55,3.38,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-02T20:45:43,18,452.76,452.76,2.184,9.202,4.214,2.402,,,62.69,55.01,,17.62,37.39,45.32,12/10/8,53.9,0.872,17.4,3.5,,,,,85.36,34.789,91.1,63.63,,1.335,0.0788,20.79,0.9954,normal,-0.00092132,0.0655,False,corrosion_fatigue,none,A_healthy,0.0145,0.0072,1.0,,56.61,156.68,30803.24,34776.22,22604.54,46947.9,xgboost_gradient,-3972.99,3429.48,3910.0,0.0025,0.0083,0.0415,1.285,37143.0,0.9965,9.85e-06,False,none,none,,,,,,2005-03-27T08:52:25,2006-08-16T12:33:05,mixed,False,oem_certified,True,,,,none,none,42861.15,1525406.76,11039.56,2143.06,24.69,58204.24,10.21,99.982,84.33,2606.7,2.8,3.131,280,False,False,variable_mild,91.37,75.49,18,1,0,0,water,none,22.11,18.63,0.506,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-03T20:35:30,19,476.59,476.59,2.177,8.128,3.734,2.906,,,55.72,53.46,,17.62,35.84,48.5,13/11/9,83.7,0.306,39.7,6.5,,,,,87.63,35.463,86.98,64.3,,0.554,0.0417,210.45,1.0,normal,0.0034207,0.0142,False,corrosion_fatigue,none,A_healthy,0.0152,0.0142,1.0,,55.97,148.81,30779.41,32366.39,21038.16,43694.63,particle_filter,-1586.99,2054.37,3910.0,0.0026,0.0084,0.0416,1.285,37143.0,0.9963,1e-05,False,none,none,,,,,,2005-02-06T03:47:18,2006-05-24T04:01:34,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,17937.15,2143.06,30.46,58204.24,25.68,99.956,90.148,2606.7,2.8,3.72,280,False,False,variable_mild,81.13,88.83,19,1,0,0,water,none,64.05,15.97,5.186,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-04T20:25:17,20,500.42,500.42,2.162,7.979,3.691,3.12,,,60.24,62.11,,17.62,44.5,45.63,14/12/10,69.9,0.584,71.7,10.9,,,,,85.52,33.347,90.08,65.61,,0.339,0.0022,36.01,1.0,normal,0.0,0.0376,False,corrosion_fatigue,none,A_healthy,0.016,0.016,1.0,,35.54,142.79,30755.58,36023.49,23415.27,48631.71,physics_informed_nn,-5267.91,4590.53,3910.0,0.0026,0.0084,0.0418,1.285,37143.0,0.9961,1.014e-05,False,none,none,,,,,,2005-04-24T08:09:57,2006-10-01T16:23:14,mixed,False,apprentice,False,57.0,,,none,none,42861.15,1525406.76,13733.71,2143.06,55.21,58204.24,6.04,99.99,89.961,2606.7,2.8,2.26,280,False,False,variable_mild,115.35,84.57,20,0,0,0,gas_compressed_air,none,52.75,0.57,3.046,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-05T20:15:03,21,524.25,524.25,1.814,7.146,3.94,3.067,,,64.01,52.11,,17.62,34.49,46.15,14/12/10,74.0,0.446,23.1,2.5,,,,,86.73,35.634,87.04,65.09,,0.678,0.1472,210.92,0.9804,normal,-0.00291048,0.0,False,corrosion_fatigue,none,A_healthy,0.0168,0.0154,1.0,,205.53,126.38,30731.75,25261.51,16419.98,34103.04,xgboost_gradient,5470.24,6623.23,3910.0,0.0026,0.0085,0.042,1.285,37143.0,0.9958,1.027e-05,False,none,none,,,,,,2004-09-13T03:00:27,2005-09-16T12:32:14,mixed,False,oem_certified,False,64.0,,,none,none,42861.15,1525406.76,14699.74,2143.06,49.92,58204.24,15.8,99.973,89.113,2606.7,2.8,1.309,280,False,False,variable_mild,72.77,84.22,21,0,0,0,oil_hydraulic,particulate_mild,52.01,26.5,0.758,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-06T20:04:50,22,548.08,548.08,2.165,9.484,4.381,2.839,,,53.63,54.81,,17.62,37.19,43.95,14/12/10,123.6,0.35,32.5,3.8,,,,,85.31,34.391,90.38,65.84,,0.305,0.0218,51.69,1.0,normal,0.00112276,0.0622,False,corrosion_fatigue,none,A_healthy,0.0175,0.0,1.0,,74.13,156.43,30707.92,25078.6,16301.09,33856.12,kalman_filter,5629.31,7289.72,3910.0,0.0026,0.0086,0.0422,1.285,37143.0,0.9956,1.04e-05,False,none,none,,,,,,2004-09-10T07:22:58,2005-09-11T00:53:40,mixed,False,journeyman,False,45.0,,,none,none,42861.15,1525406.76,10022.13,2143.06,59.91,58204.24,11.95,99.979,78.169,2606.7,2.8,5.647,280,False,False,variable_mild,80.54,81.81,22,1,0,0,steam,none,76.77,113.53,0.125,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-07T19:54:36,23,571.91,571.91,2.204,5.919,2.685,3.032,,,63.47,52.84,,17.62,35.22,46.15,13/11/9,189.3,0.39,19.7,2.1,,,,,87.76,36.609,91.26,61.43,,0.037,0.2075,8.36,1.0,normal,0.00092132,0.008,False,corrosion_fatigue,none,A_healthy,0.0183,0.0199,1.0,,123.21,150.88,30684.09,36348.22,23626.34,49070.1,xgboost_gradient,-5664.13,7352.43,3910.0,0.0027,0.0086,0.0423,1.285,37143.0,0.9953,1.053e-05,False,none,none,,,,,,2005-05-04T02:01:13,2006-10-16T03:53:51,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,7972.43,2143.06,29.6,58204.24,18.48,99.968,79.399,2606.7,2.8,1.961,280,False,False,variable_mild,93.97,90.08,23,1,0,0,none,particulate_severe,49.86,21.35,4.849,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-08T19:44:23,24,595.74,595.74,1.886,7.406,3.926,2.945,,,59.97,52.75,,17.62,35.13,43.95,14/12/10,73.8,0.372,18.1,3.0,,,,,85.43,34.932,90.02,62.9,,0.292,0.0144,43.88,0.9778,normal,-0.00443679,0.0513,False,corrosion_fatigue,thermal_degradation,A_healthy,0.0191,0.0201,1.0,,455.62,161.21,30660.26,26203.3,17032.15,35374.46,kalman_filter,4456.96,5550.45,3910.0,0.0027,0.0087,0.0425,1.285,37143.0,0.9951,1.065e-05,False,none,none,,,,,,2004-10-05T17:23:24,2005-10-22T20:32:44,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,10082.63,2143.06,30.15,58204.24,7.23,99.988,82.525,2606.7,2.8,1.256,280,False,False,variable_mild,85.69,84.7,24,0,0,0,gas_compressed_air,particulate_mild,22.2,36.2,0.138,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-09T19:34:09,25,619.57,619.57,1.893,5.29,2.795,3.284,,,59.77,53.7,,17.62,36.08,48.28,13/11/9,86.0,0.342,31.5,3.4,,,,,86.03,35.554,89.9,63.11,,0.023,0.0049,45.14,1.0,normal,0.0,0.0932,False,corrosion_fatigue,none,A_healthy,0.0198,0.0174,1.0,,166.26,152.99,30636.43,27575.45,17924.04,37226.85,physics_informed_nn,3060.98,2743.05,3910.0,0.0027,0.0088,0.0426,1.285,37143.0,0.9948,1.077e-05,False,none,none,,,,,,2004-11-04T07:17:36,2005-12-11T10:42:00,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,20675.58,2143.06,48.55,58204.24,15.1,99.974,87.444,2606.7,2.8,5.021,280,False,False,variable_mild,84.18,76.78,25,1,0,0,oil_process,none,51.26,29.54,2.353,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-10T19:23:56,26,643.4,643.4,2.071,7.941,3.835,3.352,,,60.18,56.33,,17.62,38.71,44.79,14/12/10,58.7,0.363,14.9,3.4,,,,,86.78,35.246,89.34,64.29,,0.929,0.0415,268.35,1.0,normal,0.00392349,0.0199,False,corrosion_fatigue,none,A_healthy,0.0206,0.011,1.0,,3.15,152.99,30612.6,34183.11,22219.02,46147.19,particle_filter,-3570.51,4308.49,3910.0,0.0027,0.0088,0.0428,1.285,37143.0,0.9946,1.089e-05,False,none,none,,,,,,2005-03-22T22:57:08,2006-08-03T11:02:23,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,16819.34,2143.06,42.94,58204.24,14.4,99.975,77.995,2606.7,2.8,6.594,280,False,False,variable_mild,89.03,85.82,26,1,0,0,water,none,44.87,21.15,1.379,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-11T19:13:42,27,667.23,667.23,1.98,7.091,3.582,3.443,,,62.87,56.3,,17.62,38.68,46.19,13/11/9,56.6,0.491,61.5,11.9,,,,,86.24,35.238,91.69,67.19,,0.023,0.0282,302.79,1.0,normal,0.0,0.0236,False,corrosion_fatigue,none,A_healthy,0.0213,0.0,1.0,,133.36,148.7,30588.77,26430.62,17179.91,35681.34,lstm_sequence,4158.15,4815.01,3910.0,0.0028,0.0089,0.0429,1.285,37143.0,0.9943,1.1e-05,False,none,none,,,,,,2004-10-13T10:32:25,2005-11-02T21:15:30,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,14295.78,2143.06,29.61,58204.24,8.79,99.985,86.43,2606.7,2.8,2.762,280,False,False,variable_mild,93.36,73.0,27,1,0,0,none,none,34.63,28.25,0.378,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-12T19:03:29,28,691.06,691.06,1.929,5.35,2.773,3.081,,,59.38,63.57,,17.62,45.95,44.18,14/12/10,67.4,0.337,56.4,7.5,,,,,86.97,35.094,88.99,62.47,,0.049,0.2,76.86,0.9972,normal,-0.00056484,0.0631,False,corrosion_fatigue,none,A_healthy,0.0221,0.0051,1.0,,203.43,139.78,30564.94,26669.94,17335.46,36004.42,lstm_sequence,3895.0,4598.04,3910.0,0.0028,0.0089,0.0431,1.285,37143.0,0.994,1.111e-05,False,none,none,,,,,,2004-10-19T10:01:44,2005-11-12T08:30:31,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,21350.21,2143.06,40.66,58204.24,15.81,99.973,89.354,2606.7,2.8,7.611,280,False,False,variable_mild,102.2,86.19,28,0,0,0,oil_hydraulic,particulate_mild,21.67,36.43,0.304,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-13T18:53:15,29,714.89,714.89,2.225,8.157,3.667,2.933,,,56.09,56.73,,17.62,39.11,46.26,15/13/11,55.6,0.505,96.2,27.1,,,,,86.5,35.2,89.16,64.89,,0.961,0.0524,255.5,0.9946,normal,0.00336215,0.0477,False,corrosion_fatigue,none,A_healthy,0.0229,0.0138,1.0,,72.37,158.18,30541.11,31967.13,20778.63,43155.62,particle_filter,-1426.02,1457.04,3910.0,0.0028,0.009,0.0433,1.285,37143.0,0.9938,1.122e-05,False,none,none,,,,,,2005-02-07T18:27:07,2006-05-19T22:56:49,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,9177.27,2143.06,56.47,58204.24,41.54,99.929,86.979,2606.7,2.8,6.626,280,False,False,variable_mild,84.78,87.8,29,0,0,0,oil_hydraulic,particulate_mild,53.68,34.3,1.31,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-14T18:43:02,30,738.72,738.72,1.981,5.007,2.527,3.33,,,55.18,55.81,,17.62,38.19,45.99,15/13/11,115.7,0.56,33.8,3.8,,,,,87.65,36.05,89.85,69.11,,0.595,0.0126,151.47,0.9752,normal,-0.00495688,0.0246,False,corrosion_fatigue,none,A_healthy,0.0236,0.0115,1.0,,485.27,152.51,30517.28,26388.14,17152.29,35623.99,kalman_filter,4129.14,5297.76,3910.0,0.0028,0.0091,0.0434,1.285,37143.0,0.9935,1.133e-05,False,none,none,,,,,,2004-10-15T12:47:15,2005-11-04T08:38:11,mixed,False,oem_certified,True,,,,none,none,42861.15,1525406.76,16522.19,2143.06,36.44,58204.24,4.55,99.99,82.005,2606.7,2.8,2.812,280,False,False,variable_mild,83.45,72.55,30,1,0,0,none,particulate_mild,43.08,37.95,1.208,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-15T18:32:48,31,762.55,762.55,1.604,5.879,3.666,3.022,,,56.37,53.09,,17.62,35.47,47.17,14/12/10,53.6,0.346,29.3,5.4,,,,,85.8,35.616,89.04,63.58,,0.512,0.0063,28.98,1.0,normal,5.69e-06,0.0061,False,corrosion_fatigue,none,A_healthy,0.0244,0.0113,1.0,,61.7,134.34,30493.45,34637.15,22514.15,46760.15,kalman_filter,-4143.7,3330.79,3910.0,0.0029,0.0091,0.0436,1.285,37143.0,0.9932,1.143e-05,False,none,none,,,,,,2005-04-06T09:07:21,2006-08-24T12:07:32,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,6886.29,2143.06,48.08,58204.24,30.42,99.948,84.412,2606.7,2.8,1.229,280,False,False,variable_mild,86.3,96.46,31,2,0,0,gas_compressed_air,particulate_mild,84.32,44.78,2.139,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-16T18:22:35,32,786.38,786.38,1.945,5.006,2.574,2.8,,,59.41,48.73,,17.62,31.12,47.73,13/11/9,59.9,0.339,57.9,15.1,,,,,86.88,33.405,89.17,62.05,,0.969,0.0188,12.27,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0252,0.0,1.0,,35.74,142.5,30469.62,32686.81,21246.43,44127.19,particle_filter,-2217.19,2524.19,3910.0,0.0029,0.0092,0.0437,1.285,37143.0,0.993,1.153e-05,False,none,none,,,,,,2005-02-25T17:46:52,2006-06-17T10:09:52,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,13987.46,2143.06,45.01,58204.24,21.42,99.963,82.82,2606.7,2.8,1.82,280,False,False,variable_mild,76.81,93.98,32,1,0,0,oil_hydraulic,particulate_severe,35.16,8.91,0.73,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-17T18:12:21,33,810.21,810.21,2.192,7.385,3.37,2.893,,,57.48,56.4,,17.62,38.78,46.34,14/12/10,204.7,0.355,28.0,8.2,,,,,87.79,35.22,89.53,63.09,,0.357,0.0318,58.62,0.993,normal,-0.00084339,0.0176,False,corrosion_fatigue,none,A_healthy,0.0259,0.0082,1.0,,394.46,147.63,30445.79,34780.94,22607.61,46954.27,physics_informed_nn,-4335.14,3611.25,3910.0,0.0029,0.0092,0.0438,1.285,37143.0,0.9927,1.163e-05,False,none,none,,,,,,2005-04-11T08:40:31,2006-08-31T14:00:13,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,8553.7,2143.06,54.58,58204.24,9.42,99.984,90.163,2606.7,2.8,3.0,280,False,False,variable_mild,89.6,70.99,33,2,0,0,steam,none,80.8,45.03,3.438,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-18T18:02:08,34,834.04,834.04,2.138,7.422,3.471,3.049,,,60.37,54.72,,17.62,37.1,44.44,14/12/10,57.9,0.557,20.5,2.5,,,,,85.03,32.852,89.58,64.23,,0.968,0.039,58.14,1.0,normal,0.00107464,0.0067,False,corrosion_fatigue,none,A_healthy,0.0267,0.0121,1.0,,224.21,151.2,30421.96,24168.23,15709.35,32627.11,physics_informed_nn,6253.74,7295.43,3910.0,0.0029,0.0093,0.044,1.285,37143.0,0.9924,1.173e-05,False,none,none,,,,,,2004-09-03T06:08:58,2005-08-21T17:01:45,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,17650.13,2143.06,59.74,58204.24,3.78,99.99,87.12,2606.7,2.8,6.167,280,False,False,variable_mild,84.71,81.35,34,2,0,0,oil_hydraulic,chemical_contamination,85.76,22.79,1.108,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-19T17:51:54,35,857.87,857.87,2.085,8.605,4.127,3.249,,,57.59,52.61,,17.62,34.99,44.6,14/12/10,81.5,0.343,28.9,8.0,,,,,86.77,33.31,89.29,67.63,,0.642,0.0208,67.32,1.0,normal,0.00495688,0.0289,False,corrosion_fatigue,none,A_healthy,0.0274,0.0243,1.0,,100.39,155.9,30398.13,36407.8,23665.07,49150.53,xgboost_gradient,-6009.67,6141.91,3910.0,0.0029,0.0093,0.0441,1.285,37143.0,0.9921,1.182e-05,False,none,none,,,,,,2005-05-17T05:45:57,2006-10-30T04:29:47,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,11480.83,2143.06,53.23,58204.24,5.38,99.99,84.979,2606.7,2.8,1.228,280,False,False,variable_mild,75.85,77.53,35,1,0,1,gas_compressed_air,none,60.69,90.61,0.343,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-20T17:41:41,36,881.69,881.69,1.978,6.307,3.189,3.152,,,55.51,55.07,,17.62,37.45,45.57,14/12/10,57.8,0.527,38.9,6.5,,,,,85.26,35.189,90.15,64.54,,0.634,0.0077,230.1,0.9922,normal,-0.00156864,0.04,False,corrosion_fatigue,none,A_healthy,0.0282,0.0,1.0,,376.83,158.23,30374.31,34115.68,22175.19,46056.16,xgboost_gradient,-3741.37,3440.13,3910.0,0.003,0.0094,0.0443,1.285,37143.0,0.9919,1.191e-05,False,none,none,,,,,,2005-03-31T11:31:59,2006-08-11T00:01:12,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,7333.89,2143.06,59.7,58204.24,11.42,99.98,87.777,2606.7,2.8,6.375,280,False,False,variable_mild,93.15,96.92,36,2,0,0,oil_process,none,32.34,72.97,0.529,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-21T17:31:27,37,905.52,905.52,2.084,8.704,4.176,3.624,,,61.14,53.16,,17.62,35.54,45.99,15/13/11,233.7,0.345,24.8,4.8,,,,,85.79,34.748,88.73,66.27,,0.286,0.0034,94.73,0.9863,normal,-0.00273362,0.0665,False,corrosion_fatigue,none,A_healthy,0.029,0.0,1.0,,220.47,134.04,30350.48,24859.12,16158.43,33559.81,particle_filter,5491.35,4805.17,3910.0,0.003,0.0094,0.0444,1.285,37143.0,0.9916,1.2e-05,False,none,none,,,,,,2004-09-20T15:05:05,2005-09-18T03:46:37,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,15078.88,2143.06,45.68,58204.24,9.37,99.984,83.084,2606.7,2.8,3.413,280,False,False,variable_mild,88.88,67.71,37,2,0,0,oil_process,particulate_mild,68.44,247.69,0.261,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-22T17:21:14,38,929.35,929.35,1.851,7.085,3.827,3.057,,,59.74,55.3,,17.62,37.68,45.3,13/11/9,282.7,0.362,26.3,4.3,,,,,85.68,34.288,88.48,64.11,,0.494,0.0083,294.28,0.9768,normal,-0.00323448,0.0522,False,corrosion_fatigue,none,A_healthy,0.0297,0.0,1.0,,280.7,131.9,30326.65,26330.42,17114.77,35546.06,lstm_sequence,3996.23,4313.82,3910.0,0.003,0.0095,0.0445,1.285,37143.0,0.9913,1.209e-05,False,none,none,,,,,,2004-10-22T06:33:44,2005-11-10T06:12:28,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,8584.67,2143.06,47.59,58204.24,5.88,99.99,81.993,2606.7,2.8,6.88,280,False,False,variable_mild,83.3,96.8,38,3,0,0,gas_compressed_air,particulate_mild,23.41,49.83,3.051,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-23T17:11:00,39,953.18,953.18,1.876,5.835,3.111,3.082,,,55.75,52.91,,17.62,35.29,44.54,14/12/10,132.6,0.366,38.8,6.5,,,,,86.3,34.778,88.45,67.93,,0.145,0.0128,9.36,1.0,normal,0.0,0.0006,False,corrosion_fatigue,none,A_healthy,0.0305,0.0,1.0,,260.98,158.93,30302.82,27435.61,17833.15,37038.08,physics_informed_nn,2867.2,2738.74,3910.0,0.003,0.0095,0.0447,1.285,37143.0,0.991,1.218e-05,False,none,none,,,,,,2004-11-15T06:59:25,2005-12-20T09:27:17,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,13356.66,2143.06,57.57,58204.24,12.09,99.979,87.659,2606.7,2.8,4.147,280,False,False,variable_mild,82.66,82.27,39,2,0,0,steam,particulate_severe,53.97,83.42,1.674,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-24T17:00:47,40,977.01,977.01,2.042,5.333,2.611,2.741,,,62.46,52.57,,17.62,34.95,44.69,14/12/10,56.0,0.479,85.7,18.1,,,,,86.1,33.238,89.95,65.71,,0.776,0.0971,60.58,0.9951,normal,-0.00098235,0.0839,False,corrosion_fatigue,none,A_healthy,0.0313,0.0078,1.0,,112.67,151.56,30278.99,26991.68,17544.59,36438.77,xgboost_gradient,3287.3,4252.05,3910.0,0.003,0.0096,0.0448,1.285,37143.0,0.9907,1.227e-05,False,none,none,,,,,,2004-11-07T00:51:14,2005-12-05T15:56:33,mixed,False,specialist,False,56.0,,,none,none,42861.15,1525406.76,8815.7,2143.06,44.59,58204.24,8.79,99.985,78.297,2606.7,2.8,6.193,280,False,False,variable_mild,78.74,72.32,40,3,0,0,steam,none,47.73,62.74,4.424,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-25T16:50:34,41,1000.84,1000.84,2.378,8.939,3.759,2.72,,,58.77,52.23,,17.62,34.61,44.16,14/12/10,81.4,0.402,39.1,9.4,,,,,86.31,35.111,88.67,68.29,,4.447,0.0315,128.99,0.9929,normal,0.00015631,0.0244,False,corrosion_fatigue,none,A_healthy,0.032,0.0,1.0,,156.63,138.72,30255.16,25798.65,16769.12,34828.18,lstm_sequence,4456.5,4950.56,3910.0,0.0031,0.0096,0.045,1.285,37143.0,0.9904,1.235e-05,False,none,none,,,,,,2004-10-14T04:10:10,2005-10-25T09:41:53,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,17109.63,2143.06,55.05,58204.24,14.39,99.975,84.464,2606.7,2.8,5.164,280,False,False,variable_mild,82.93,82.03,41,1,0,0,oil_hydraulic,particulate_mild,72.69,56.01,0.339,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-26T16:40:20,42,1024.67,1024.67,2.157,8.429,3.908,2.678,,,58.42,55.24,,17.62,37.62,44.77,13/11/9,137.1,0.323,17.9,4.6,,,,,83.92,32.977,90.09,65.55,,0.349,0.0988,21.36,0.9996,normal,0.00265342,0.0334,False,corrosion_fatigue,abrasive_wear,A_healthy,0.0328,0.0,1.0,,72.52,158.12,30231.33,28633.58,18611.83,38655.33,xgboost_gradient,1597.75,1718.05,3910.0,0.0031,0.0097,0.0451,1.285,37143.0,0.9901,1.243e-05,False,none,none,,,,,,2004-12-13T05:27:41,2006-02-03T19:12:50,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,8898.65,2143.06,34.61,58204.24,13.49,99.977,79.807,2606.7,2.8,6.785,280,False,False,variable_mild,93.31,68.77,42,2,0,0,none,particulate_severe,45.02,50.32,2.008,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-27T16:30:07,43,1048.5,1048.5,1.823,8.144,4.467,2.769,,,58.9,56.26,,17.62,38.64,43.87,14/12/10,53.1,0.32,25.4,5.1,,,,,86.79,33.069,88.73,64.93,,0.233,0.0175,44.05,0.9981,normal,0.00426062,0.0029,False,corrosion_fatigue,none,A_healthy,0.0335,0.0025,1.0,,108.22,146.82,30207.5,31889.63,20728.26,43051.01,xgboost_gradient,-1682.14,1391.25,3910.0,0.0031,0.0097,0.0452,1.285,37143.0,0.9898,1.252e-05,False,none,none,,,,,,2005-02-20T01:19:09,2006-05-31T02:41:29,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,12193.78,2143.06,30.19,58204.24,11.92,99.98,82.932,2606.7,2.8,4.535,280,False,False,variable_mild,102.45,107.04,43,3,0,1,gas_compressed_air,none,86.49,94.1,0.166,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-28T16:19:53,45,1072.33,1072.33,2.238,10.057,4.494,2.926,,,61.3,55.22,,17.62,37.6,47.44,13/11/9,187.3,0.524,35.3,4.6,,,,,85.22,32.732,90.2,63.42,,0.205,0.055,377.04,1.0,normal,0.0,0.0204,False,corrosion_fatigue,abrasive_wear,A_healthy,0.0343,0.0077,1.0,,290.79,141.05,30183.67,25285.88,16435.82,34135.94,lstm_sequence,4897.79,4853.66,3910.0,0.0031,0.0098,0.0454,1.285,37143.0,0.9895,1.26e-05,False,none,none,,,,,,2004-10-06T11:16:21,2005-10-10T05:19:53,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,11058.64,2143.06,51.35,58204.24,9.56,99.984,79.207,2606.7,2.8,4.2,280,False,False,variable_mild,87.33,97.25,45,1,0,0,water,none,54.41,29.79,1.145,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-29T16:09:40,46,1096.16,1096.16,2.236,5.867,2.624,2.907,,,68.46,52.0,,17.62,34.39,45.2,14/12/10,66.3,0.351,25.7,5.6,,,,,86.0,32.906,88.83,63.93,,0.198,0.0357,0.68,0.9909,normal,-0.00083437,0.0154,False,corrosion_fatigue,none,A_healthy,0.0351,0.0333,1.0,,159.18,147.42,30159.84,33755.26,21940.92,45569.61,lstm_sequence,-3595.42,4639.46,3910.0,0.0031,0.0098,0.0455,1.285,37143.0,0.9892,1.268e-05,False,none,none,,,,,,2005-04-01T21:47:35,2006-08-07T04:08:07,mixed,False,specialist,False,46.0,,,none,none,42861.15,1525406.76,12827.36,2143.06,23.53,58204.24,12.96,99.978,87.655,2606.7,2.8,4.285,280,False,False,variable_mild,87.02,90.85,46,3,0,0,oil_hydraulic,none,86.57,28.6,0.297,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-04-30T15:59:26,47,1119.99,1119.99,2.012,5.646,2.807,3.512,,,62.26,57.64,,17.62,40.02,44.75,13/11/9,196.1,0.516,62.1,9.2,,,,,85.57,33.443,91.23,63.0,,0.366,0.0152,112.71,0.9888,normal,-0.00083477,0.0,False,corrosion_fatigue,none,A_healthy,0.0358,0.0152,1.0,,221.25,146.46,30136.01,26857.33,17457.27,36257.4,kalman_filter,3278.68,3736.89,3910.0,0.0031,0.0099,0.0456,1.285,37143.0,0.9889,1.275e-05,False,none,none,,,,,,2004-11-10T04:39:25,2005-12-06T20:43:25,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,19188.49,2143.06,54.53,58204.24,8.8,99.985,86.824,2606.7,2.8,6.921,280,False,False,variable_mild,100.28,79.94,47,1,0,0,oil_process,none,80.61,109.29,0.917,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-01T15:49:13,48,1143.82,1143.82,1.869,6.566,3.513,2.267,,,55.55,59.08,,17.62,41.47,45.67,13/11/9,162.7,0.413,46.9,11.3,,,,,84.54,33.151,90.01,64.34,,0.096,0.0034,105.17,0.9953,normal,-0.00086721,0.0553,False,corrosion_fatigue,fatigue_spalling,A_healthy,0.0366,0.0022,1.0,,49.38,151.08,30112.18,35710.83,23212.04,48209.62,xgboost_gradient,-5598.65,5151.69,3910.0,0.0032,0.0099,0.0457,1.285,37143.0,0.9886,1.283e-05,False,none,none,,,,,,2005-05-14T15:14:10,2006-10-17T10:01:38,mixed,False,specialist,False,10.0,,,none,none,42861.15,1525406.76,7400.85,2143.06,54.63,58204.24,16.74,99.971,78.28,2606.7,2.8,6.985,280,False,False,variable_mild,96.5,77.2,48,4,0,0,none,chemical_contamination,50.34,23.61,0.112,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-02T15:38:59,49,1167.65,1167.65,1.87,6.11,3.268,3.001,,,61.61,53.46,,17.62,35.84,45.75,14/12/10,79.5,0.424,21.7,4.0,,,,,86.07,36.055,90.13,64.4,,0.519,0.0223,42.27,0.9915,normal,-0.00131369,0.0,False,corrosion_fatigue,none,A_healthy,0.0374,0.0078,1.0,,92.07,119.3,30088.35,33044.15,21478.7,44609.6,physics_informed_nn,-2955.8,3669.73,3910.0,0.0032,0.01,0.0459,1.285,37143.0,0.9883,1.291e-05,False,none,none,,,,,,2005-03-21T01:43:25,2006-07-15T23:10:32,mixed,False,oem_certified,True,,,,none,none,42861.15,1525406.76,8444.43,2143.06,56.97,58204.24,6.08,99.99,87.87,2606.7,2.8,6.011,280,False,False,variable_mild,75.5,76.82,49,4,0,0,none,water_ingress,57.71,9.09,1.321,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-03T15:28:46,50,1191.48,1191.48,2.019,7.171,3.552,2.496,,,58.67,56.45,,17.62,38.83,48.46,13/11/9,115.4,0.3,68.7,17.8,,,,,86.07,34.904,88.8,67.46,,0.302,0.0457,93.73,1.0,normal,0.0,0.0691,False,corrosion_fatigue,none,A_healthy,0.0381,0.0151,1.0,,81.35,157.91,30064.52,28050.16,18232.61,37867.72,particle_filter,2014.36,1939.76,3910.0,0.0032,0.01,0.046,1.285,37143.0,0.988,1.298e-05,False,none,none,,,,,,2004-12-08T00:33:42,2006-01-21T02:07:09,mixed,False,specialist,False,12.0,,,none,none,42861.15,1525406.76,11135.76,2143.06,39.42,58204.24,12.58,99.978,83.155,2606.7,2.8,7.743,280,False,False,variable_mild,90.92,86.42,50,2,0,0,water,particulate_mild,34.04,18.78,0.369,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-04T15:18:32,51,1215.31,1215.31,2.248,6.585,2.93,2.78,,,65.0,54.89,,17.62,37.27,46.97,14/12/10,78.3,0.347,26.5,3.2,,,,,88.45,34.415,90.46,67.0,,0.405,0.0049,32.8,0.9959,normal,0.0009925,0.0343,False,corrosion_fatigue,none,A_healthy,0.0389,0.007,1.0,,116.32,141.72,30040.69,32894.79,21381.62,44407.97,xgboost_gradient,-2854.1,3115.21,3910.0,0.0032,0.0101,0.0461,1.285,37143.0,0.9877,1.305e-05,False,none,none,,,,,,2005-03-19T22:42:22,2006-07-12T15:53:03,mixed,False,master_technician,False,22.0,,,none,none,42861.15,1525406.76,14275.66,2143.06,59.92,58204.24,23.36,99.96,87.971,2606.7,2.8,3.507,280,False,False,variable_mild,82.7,90.6,51,3,0,0,oil_process,none,38.33,17.68,0.056,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-05T15:08:19,52,1239.14,1239.14,1.915,7.79,4.068,3.56,,,57.98,49.21,,17.62,31.6,47.03,14/12/10,141.6,0.556,29.7,6.1,,,,,85.37,32.641,89.74,63.84,,1.067,0.0035,286.9,1.0,normal,0.00224709,0.0003,False,corrosion_fatigue,none,A_healthy,0.0396,0.0297,1.0,,30.26,152.14,30016.86,31661.8,20580.17,42743.43,weibull_regression,-1644.94,1530.06,3910.0,0.0032,0.0101,0.0462,1.285,37143.0,0.9874,1.313e-05,False,none,none,,,,,,2005-02-23T06:02:15,2006-05-30T23:40:00,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,16215.65,2143.06,56.73,58204.24,10.92,99.981,81.958,2606.7,2.8,7.476,280,False,False,variable_mild,79.8,87.82,52,2,0,0,water,particulate_mild,27.5,12.87,0.209,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-06T14:58:05,53,1262.97,1262.97,2.091,7.565,3.618,2.226,,,57.66,52.69,,17.62,35.07,43.3,14/12/10,88.9,0.447,34.6,8.2,,,,,85.36,33.04,89.25,61.45,,0.762,0.0359,62.68,0.9943,normal,-0.00020246,0.0636,False,corrosion_fatigue,none,A_healthy,0.0404,0.0,1.0,,123.85,156.42,29993.03,35493.68,23070.89,47916.47,lstm_sequence,-5500.65,6719.43,3910.0,0.0032,0.0101,0.0464,1.285,37143.0,0.9871,1.32e-05,False,none,none,,,,,,2005-05-15T01:48:34,2006-10-14T16:35:54,mixed,False,master_technician,False,56.0,,,none,none,42861.15,1525406.76,15321.67,2143.06,48.99,58204.24,10.53,99.982,84.548,2606.7,2.8,2.264,280,False,False,variable_mild,76.68,86.36,53,2,0,0,oil_hydraulic,particulate_severe,89.26,62.25,7.408,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-07T14:47:52,54,1286.8,1286.8,1.759,7.481,4.253,3.091,,,61.64,57.84,,17.62,40.22,45.48,13/11/9,323.1,0.346,36.2,6.3,,,,,86.97,35.578,90.16,67.32,,0.614,0.0909,26.94,0.9892,normal,-0.00047416,0.0249,False,corrosion_fatigue,none,A_healthy,0.0412,0.0175,1.0,,275.89,146.4,29969.2,23909.19,15540.97,32277.4,xgboost_gradient,6060.02,4954.12,3910.0,0.0033,0.0102,0.0465,1.285,37143.0,0.9868,1.327e-05,False,none,none,,,,,,2004-09-16T17:23:26,2005-08-31T09:36:20,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,12891.02,2143.06,32.74,58204.24,9.2,99.984,82.066,2606.7,2.8,3.104,280,False,False,variable_mild,88.69,78.79,54,2,0,1,water,particulate_mild,72.16,20.58,0.899,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-08T14:37:38,55,1310.63,1310.63,2.013,8.723,4.334,3.102,,,62.17,50.49,,17.62,32.87,46.8,13/11/9,59.8,0.315,36.1,7.7,,,,,85.7,33.466,92.55,63.07,,0.506,0.0474,76.05,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0419,0.0161,1.0,,20.32,157.81,29945.37,34629.71,22509.31,46750.11,physics_informed_nn,-4684.34,4425.45,3910.0,0.0033,0.0102,0.0466,1.285,37143.0,0.9865,1.334e-05,False,none,none,,,,,,2005-04-29T01:28:55,2006-09-16T01:52:48,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,19064.67,2143.06,52.73,58204.24,15.11,99.974,87.339,2606.7,2.8,6.826,280,False,False,variable_mild,79.99,76.71,55,4,0,0,oil_process,water_ingress,82.2,35.14,0.662,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-09T14:27:25,56,1334.46,1334.46,1.941,6.308,3.25,3.15,,,57.25,56.48,,17.62,38.86,47.17,14/12/10,88.2,0.416,48.3,5.6,,,,,86.02,35.081,91.13,64.52,,0.165,0.0344,119.56,0.9847,normal,-0.00224394,0.0142,False,corrosion_fatigue,none,A_healthy,0.0427,0.0148,1.0,,175.75,144.95,29921.54,31386.33,20401.11,42371.54,kalman_filter,-1464.78,1447.94,3910.0,0.0033,0.0103,0.0467,1.285,37143.0,0.9862,1.341e-05,False,none,none,,,,,,2005-02-21T11:37:10,2006-05-25T04:49:59,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,17959.2,2143.06,53.98,58204.24,17.41,99.97,81.859,2606.7,2.8,5.692,280,False,False,variable_mild,88.63,79.69,56,5,0,0,none,none,47.21,68.74,2.435,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-10T14:17:11,57,1358.29,1358.29,2.076,6.659,3.208,2.601,,,58.0,52.52,,17.62,34.9,44.19,14/12/10,85.8,0.386,31.9,4.1,,,,,86.09,33.772,91.12,63.99,,0.406,0.1882,220.08,0.998,normal,-0.00040039,0.0255,False,corrosion_fatigue,none,A_healthy,0.0435,0.0,1.0,,119.67,154.92,29897.71,35686.47,23196.2,48176.73,particle_filter,-5788.75,6560.79,3910.0,0.0033,0.0103,0.0468,1.285,37143.0,0.9859,1.347e-05,False,none,none,,,,,,2005-05-23T01:31:10,2006-10-25T11:46:57,mixed,False,specialist,False,39.0,,,none,none,42861.15,1525406.76,19236.27,2143.06,30.27,58204.24,6.21,99.989,86.778,2606.7,2.8,1.283,280,False,False,variable_mild,87.95,88.6,57,3,0,0,steam,particulate_severe,61.15,34.78,3.602,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-11T14:06:58,58,1382.12,1382.12,2.122,7.163,3.376,3.465,,,61.81,55.75,,17.62,38.14,44.87,14/12/10,107.4,0.395,37.8,8.5,,,,,85.89,33.068,89.86,64.16,,0.211,0.0978,9.22,0.9844,normal,-0.00197878,0.0093,False,corrosion_fatigue,none,A_healthy,0.0442,0.0116,1.0,,164.66,136.44,29873.88,33605.95,21843.87,45368.03,lstm_sequence,-3732.06,3424.34,3910.0,0.0033,0.0103,0.047,1.285,37143.0,0.9855,1.354e-05,False,none,none,,,,,,2005-04-10T17:05:25,2006-08-13T19:10:20,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,17597.51,2143.06,25.8,58204.24,15.82,99.973,88.283,2606.7,2.8,2.867,280,False,False,variable_mild,86.85,78.53,58,2,0,0,steam,none,49.17,72.67,1.907,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-12T13:56:44,59,1405.95,1405.95,1.778,5.913,3.325,2.865,,,60.08,54.0,,17.62,36.39,44.2,14/12/10,80.0,0.394,48.4,5.6,,,,,86.74,33.233,91.87,63.39,,0.786,0.0846,5.04,0.9823,normal,-0.00136885,0.0196,False,corrosion_fatigue,none,A_healthy,0.045,0.0035,1.0,,223.95,148.03,29850.05,33216.99,21591.04,44842.93,lstm_sequence,-3366.93,3097.99,3910.0,0.0033,0.0104,0.0471,1.285,37143.0,0.9852,1.361e-05,False,none,none,,,,,,2005-04-03T14:26:23,2006-08-01T00:23:08,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,17103.62,2143.06,25.09,58204.24,25.16,99.957,80.244,2606.7,2.8,6.668,280,False,False,variable_mild,86.98,84.89,59,5,0,0,steam,none,27.32,65.78,1.14,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-13T13:46:31,60,1429.78,1429.78,1.924,5.068,2.634,2.595,,,61.27,49.42,,17.62,31.8,45.22,13/11/9,129.6,0.327,94.5,25.9,,,,,87.21,34.476,89.55,62.63,,0.248,0.0086,198.27,0.9974,normal,-0.00052355,0.0356,False,corrosion_fatigue,none,A_healthy,0.0457,0.0192,1.0,,123.14,155.88,29826.22,27475.03,17858.77,37091.3,xgboost_gradient,2351.19,2198.23,3910.0,0.0034,0.0104,0.0472,1.285,37143.0,0.9849,1.367e-05,False,none,none,,,,,,2004-12-05T23:17:31,2006-01-10T15:33:13,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,18508.89,2143.06,56.22,58204.24,9.62,99.983,84.46,2606.7,2.8,6.382,280,False,False,variable_mild,82.78,76.45,60,2,0,0,gas_compressed_air,particulate_mild,88.39,167.06,0.203,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-14T13:36:17,61,1453.6,1453.6,2.035,7.823,3.844,2.833,,,58.95,53.66,,17.62,36.04,45.68,14/12/10,71.9,0.317,41.1,6.2,,,,,86.15,33.187,88.15,63.23,,0.005,0.0448,122.84,1.0,normal,0.00306816,0.032,False,corrosion_fatigue,none,A_healthy,0.0465,0.0,1.0,,55.79,151.93,29802.4,25024.85,16266.15,33783.54,particle_filter,4777.55,4331.1,3910.0,0.0034,0.0105,0.0473,1.285,37143.0,0.9846,1.374e-05,False,none,none,,,,,,2004-10-16T22:01:42,2005-10-16T20:43:29,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,12550.33,2143.06,40.98,58204.24,16.48,99.972,83.083,2606.7,2.8,7.905,280,False,False,variable_mild,92.66,92.79,61,2,0,0,none,none,33.9,96.67,0.655,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-15T13:26:04,62,1477.43,1477.43,2.037,9.381,4.606,3.211,,,63.71,57.97,,17.62,40.35,45.83,13/11/9,106.1,0.66,35.7,9.2,,,,,84.64,33.377,88.76,64.72,,1.663,0.0151,3.99,0.9785,normal,-0.00390273,0.0,False,corrosion_fatigue,none,A_healthy,0.0473,0.0,1.0,,312.97,139.83,29778.57,34654.06,22525.14,46782.98,kalman_filter,-4875.49,4570.31,3910.0,0.0034,0.0105,0.0474,1.285,37143.0,0.9843,1.38e-05,False,none,none,,,,,,2005-05-06T12:27:50,2006-09-23T21:23:05,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,7079.86,2143.06,42.63,58204.24,5.93,99.99,88.12,2606.7,2.8,5.42,280,False,False,variable_mild,89.51,89.57,62,4,0,0,water,none,42.18,18.44,6.189,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-16T13:15:51,63,1501.26,1501.26,2.14,7.06,3.299,2.823,,,57.31,54.68,,17.62,37.06,46.19,14/12/10,71.8,0.386,24.5,7.2,,,,,87.6,36.171,88.64,63.28,,0.092,0.0272,185.75,0.9927,normal,0.00167462,0.0418,False,corrosion_fatigue,none,A_healthy,0.048,0.0202,1.0,,105.41,133.67,29754.74,27915.23,18144.9,37685.56,kalman_filter,1839.5,1905.2,3910.0,0.0034,0.0105,0.0475,1.285,37143.0,0.9839,1.386e-05,False,none,none,,,,,,2004-12-18T02:52:48,2006-01-29T05:12:39,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,8282.32,2143.06,26.22,58204.24,15.14,99.974,84.62,2606.7,2.8,1.279,280,False,False,variable_mild,81.58,80.14,63,4,0,0,gas_compressed_air,water_ingress,73.22,18.71,3.105,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-17T13:05:37,64,1525.09,1525.09,2.297,6.87,2.991,3.282,,,66.78,51.8,,17.62,34.18,46.38,14/12/10,141.6,0.561,41.1,10.5,,,,,85.65,33.165,88.25,62.98,,0.422,0.0294,49.53,0.9758,normal,-0.0012925,0.0559,False,corrosion_fatigue,none,A_healthy,0.0488,0.0,1.0,,290.35,140.44,29730.91,31584.02,20529.61,42638.43,physics_informed_nn,-1853.12,2023.57,3910.0,0.0034,0.0106,0.0476,1.285,37143.0,0.9836,1.393e-05,False,none,none,,,,,,2005-03-05T13:06:16,2006-06-09T03:30:43,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,16771.57,2143.06,50.37,58204.24,13.93,99.976,84.347,2606.7,2.8,6.172,280,False,False,variable_mild,76.78,97.12,64,2,0,1,steam,chemical_contamination,33.0,23.68,0.159,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-18T12:55:24,65,1548.92,1548.92,2.038,7.046,3.458,3.09,,,61.39,57.02,,17.62,39.4,47.93,14/12/10,117.0,0.307,33.1,6.3,,,,,86.79,34.13,88.61,66.16,,0.203,0.0599,43.41,1.0,normal,0.00052355,0.0,False,corrosion_fatigue,none,A_healthy,0.0496,0.0,1.0,,234.17,139.76,29707.08,23379.41,15196.62,31562.2,xgboost_gradient,6327.67,7278.22,3910.0,0.0034,0.0106,0.0478,1.285,37143.0,0.9833,1.399e-05,False,none,none,,,,,,2004-09-16T14:37:43,2005-08-23T13:25:21,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,6924.48,2143.06,21.13,58204.24,18.68,99.968,81.383,2606.7,2.8,1.724,280,False,False,variable_mild,99.67,85.99,65,1,0,0,gas_compressed_air,none,76.93,0.21,1.401,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-19T12:45:10,66,1572.75,1572.75,2.255,6.418,2.846,3.272,,,61.4,49.44,,17.62,31.82,46.31,13/11/9,70.0,0.911,48.4,13.1,,,,,85.38,34.705,90.85,67.56,,1.384,0.0844,127.68,1.0,normal,0.0,0.0,False,corrosion_fatigue,imbalance_induced,A_healthy,0.0503,0.0157,1.0,,212.51,148.28,29683.25,27730.43,18024.78,37436.08,physics_informed_nn,1952.82,1756.58,3910.0,0.0034,0.0107,0.0479,1.285,37143.0,0.983,1.405e-05,False,none,none,,,,,,2004-12-17T05:57:57,2006-01-25T15:36:54,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,9314.88,2143.06,23.96,58204.24,15.73,99.973,79.399,2606.7,2.8,5.426,280,False,False,variable_mild,72.43,88.83,66,2,0,0,oil_process,none,35.97,23.24,6.254,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-20T12:34:57,67,1596.58,1596.58,1.922,7.909,4.115,3.15,,,56.45,54.6,,17.62,36.98,43.65,14/12/10,59.5,0.324,34.2,6.1,,,,,85.53,35.362,89.4,66.2,,0.321,0.0407,107.38,0.997,normal,0.00369791,0.0312,False,corrosion_fatigue,none,A_healthy,0.0511,0.0248,1.0,,242.84,155.19,29659.42,32159.63,20903.76,43415.5,kalman_filter,-2500.21,3208.56,3910.0,0.0035,0.0107,0.048,1.285,37143.0,0.9826,1.411e-05,False,none,none,,,,,,2005-03-20T12:23:52,2006-07-02T12:16:08,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,15387.4,2143.06,52.74,58204.24,14.89,99.974,81.356,2606.7,2.8,6.997,280,False,False,variable_mild,88.75,78.71,67,3,0,1,oil_hydraulic,none,74.99,25.79,0.166,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-21T12:24:43,68,1620.41,1620.41,2.127,8.859,4.166,3.108,,,61.95,54.99,,17.62,37.38,44.44,13/11/9,146.7,0.474,28.1,3.7,,,,,87.16,36.413,91.98,66.74,,0.262,0.0431,20.14,0.9877,normal,-0.00101039,0.0537,False,corrosion_fatigue,none,A_healthy,0.0518,0.0105,1.0,,192.64,134.5,29635.59,33161.33,21554.86,44767.79,xgboost_gradient,-3525.74,4484.93,3910.0,0.0035,0.0107,0.0481,1.285,37143.0,0.9823,1.417e-05,False,none,none,,,,,,2005-04-11T09:04:32,2006-08-07T23:32:24,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,14711.63,2143.06,23.54,58204.24,11.14,99.981,83.364,2606.7,2.8,7.295,280,False,False,variable_mild,86.34,85.97,68,6,0,0,oil_hydraulic,particulate_severe,24.93,14.25,5.643,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-22T12:14:30,69,1644.24,1644.24,1.851,4.954,2.677,2.931,,,62.17,51.09,,17.62,33.47,46.4,13/11/9,233.9,0.326,52.4,10.7,,,,,85.07,35.193,90.26,67.77,,0.393,0.0048,92.16,0.9933,normal,0.00349697,0.0976,False,corrosion_fatigue,none,A_healthy,0.0526,0.0151,1.0,,127.94,149.66,29611.76,25552.09,16608.86,34495.32,particle_filter,4059.67,4245.45,3910.0,0.0035,0.0108,0.0482,1.285,37143.0,0.982,1.423e-05,False,none,none,,,,,,2004-11-04T20:17:08,2005-11-12T11:30:58,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,11509.79,2143.06,55.14,58204.24,12.05,99.979,80.698,2606.7,2.8,1.377,280,False,False,variable_mild,88.39,94.7,69,2,0,0,water,particulate_mild,81.01,63.46,0.282,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-23T12:04:16,70,1668.07,1668.07,1.962,6.632,3.381,2.97,,,61.49,59.67,,17.62,42.05,44.33,13/11/9,140.3,0.373,52.0,10.7,,,,,85.05,34.141,87.69,66.73,,0.186,0.0606,129.6,0.9779,normal,-0.00442174,0.0801,False,corrosion_fatigue,none,A_healthy,0.0534,0.0166,1.0,,334.78,145.83,29587.93,27343.56,17773.31,36913.8,xgboost_gradient,2244.37,2056.93,3910.0,0.0035,0.0108,0.0483,1.285,37143.0,0.9816,1.429e-05,False,none,none,,,,,,2004-12-13T03:51:02,2006-01-15T22:05:47,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,20525.31,2143.06,52.65,58204.24,3.73,99.99,85.462,2606.7,2.8,6.124,280,False,False,variable_mild,94.27,77.02,70,4,0,0,steam,particulate_mild,54.45,4.47,3.27,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-24T11:54:03,71,1691.9,1691.9,2.033,5.449,2.68,2.969,,,57.97,57.89,,17.62,40.27,45.53,14/12/10,143.0,0.329,40.3,7.9,,,,,86.57,35.204,89.66,66.25,,0.092,0.1183,111.59,0.9955,normal,-0.00090059,0.0333,False,corrosion_fatigue,none,A_healthy,0.0541,0.0321,1.0,,336.89,123.18,29564.1,34577.23,22475.2,46679.26,lstm_sequence,-5013.13,4795.95,3910.0,0.0035,0.0108,0.0484,1.285,37143.0,0.9813,1.434e-05,False,none,none,,,,,,2005-05-13T20:30:53,2006-09-30T02:32:40,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,7982.0,2143.06,36.56,58204.24,27.81,99.952,84.189,2606.7,2.8,4.561,280,False,False,variable_mild,91.37,84.41,71,5,0,2,gas_compressed_air,none,55.17,20.16,1.787,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-25T11:43:49,72,1715.73,1715.73,1.942,6.887,3.546,2.828,,,59.8,49.36,,17.62,31.74,45.96,13/11/9,115.4,0.378,36.7,9.9,,,,,86.12,33.662,90.75,63.92,,0.489,0.1684,26.82,0.9872,normal,-0.00195869,0.0325,False,corrosion_fatigue,corrosion_fatigue,A_healthy,0.0549,0.011,1.0,,235.94,142.52,29540.27,27060.51,17589.33,36531.69,xgboost_gradient,2479.76,3103.24,3910.0,0.0035,0.0109,0.0485,1.285,37143.0,0.981,1.44e-05,False,none,none,,,,,,2004-12-09T05:59:04,2006-01-07T21:09:44,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,6753.42,2143.06,22.83,58204.24,15.13,99.974,79.754,2606.7,2.8,7.534,280,False,False,variable_mild,70.61,86.9,72,6,0,1,none,none,25.01,88.34,0.282,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-26T11:33:36,73,1739.56,1739.56,1.915,5.657,2.954,3.358,,,59.79,55.95,,17.62,38.33,45.68,14/12/10,95.5,0.347,160.8,21.4,,,,,86.94,34.724,91.22,65.46,,0.453,0.0473,48.95,1.0,normal,0.00246442,0.0212,False,corrosion_fatigue,none,A_healthy,0.0557,0.0111,1.0,,96.84,149.72,29516.44,31936.05,20758.43,43113.66,lstm_sequence,-2419.61,2138.11,3910.0,0.0035,0.0109,0.0486,1.285,37143.0,0.9806,1.446e-05,False,none,none,,,,,,2005-03-21T19:35:02,2006-06-30T13:12:02,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,6573.17,2143.06,38.62,58204.24,6.06,99.99,81.565,2606.7,2.8,7.196,280,False,False,variable_mild,102.39,74.88,73,6,0,0,oil_hydraulic,particulate_mild,75.46,6.85,0.399,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-27T11:23:22,74,1763.39,1763.39,1.477,5.816,3.937,2.889,,,60.78,55.59,,17.62,37.97,46.86,13/11/9,62.7,0.396,26.2,5.5,,,,,86.95,36.379,88.64,64.96,,1.516,0.0694,125.65,0.9911,normal,-0.00045343,0.0173,False,corrosion_fatigue,none,A_healthy,0.0564,0.0097,1.0,,156.74,137.4,29492.61,32524.06,21140.64,43907.49,kalman_filter,-3031.45,3926.35,3910.0,0.0035,0.0109,0.0487,1.285,37143.0,0.9803,1.452e-05,False,none,none,,,,,,2005-04-04T01:25:18,2006-07-22T08:50:40,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,10883.77,2143.06,56.54,58204.24,9.7,99.983,84.132,2606.7,2.8,6.004,280,False,False,variable_mild,81.61,76.02,74,6,0,0,oil_hydraulic,none,21.66,50.32,1.573,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-28T11:13:09,75,1787.22,1787.22,2.156,8.727,4.047,2.866,,,66.89,64.46,,17.62,46.85,44.45,14/12/10,103.7,0.423,62.6,18.0,,,,,86.37,33.561,88.84,65.5,,0.531,0.0892,172.69,0.9742,normal,-0.00073826,0.0309,False,corrosion_fatigue,none,A_healthy,0.0572,0.0319,1.0,,281.94,158.42,29468.78,22500.05,14625.03,30375.07,lstm_sequence,6968.73,8610.08,3910.0,0.0036,0.011,0.0488,1.285,37143.0,0.9799,1.457e-05,False,none,none,,,,,,2004-09-08T05:14:39,2005-08-02T08:15:42,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,11793.03,2143.06,22.65,58204.24,8.72,99.985,85.247,2606.7,2.8,7.615,280,False,False,variable_mild,108.29,86.37,75,2,0,1,gas_compressed_air,particulate_severe,35.36,26.31,1.221,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-29T11:02:55,76,1811.05,1811.05,2.08,7.849,3.773,2.881,,,57.76,53.18,,17.62,35.56,45.5,14/12/10,119.7,0.312,26.9,3.6,,,,,85.68,35.698,90.38,67.62,,2.92,0.0305,168.41,0.9998,normal,0.00085553,0.0274,False,corrosion_fatigue,none,A_healthy,0.0579,0.0058,1.0,,180.56,162.73,29444.95,32117.78,20876.56,43359.0,xgboost_gradient,-2672.83,2143.55,3910.0,0.0036,0.011,0.0489,1.285,37143.0,0.9796,1.463e-05,False,none,none,,,,,,2005-03-28T13:56:19,2006-07-09T23:09:42,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,17880.36,2143.06,41.73,58204.24,11.29,99.981,84.213,2606.7,2.8,2.135,280,False,False,variable_mild,90.37,74.69,76,5,0,0,steam,none,85.37,13.6,0.622,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-30T10:52:42,77,1834.88,1834.88,2.101,8.931,4.251,2.721,,,63.36,49.86,,17.62,32.24,46.56,13/11/9,78.7,0.459,53.9,9.2,,,,,86.77,33.699,88.31,68.28,,0.366,0.0796,32.85,0.9773,normal,-0.0019749,0.0,False,corrosion_fatigue,electrical_pitting,A_healthy,0.0587,0.0024,1.0,,270.35,162.21,29421.12,32827.08,21337.6,44316.55,physics_informed_nn,-3405.95,4236.02,3910.0,0.0036,0.0111,0.0491,1.285,37143.0,0.9793,1.468e-05,False,none,none,,,,,,2005-04-13T08:24:58,2006-08-05T01:53:33,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,19020.75,2143.06,57.71,58204.24,15.7,99.973,84.027,2606.7,2.8,2.413,280,False,False,variable_mild,74.92,97.42,77,4,0,0,water,none,65.66,40.21,2.521,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-05-31T10:42:28,78,1858.71,1858.71,2.139,9.624,4.499,2.555,,,62.37,53.61,,17.62,36.0,44.56,13/11/9,95.8,0.368,51.2,14.5,,,,,85.58,33.952,90.46,66.18,,0.026,0.1006,152.73,1.0,normal,0.0,0.0,False,corrosion_fatigue,none,A_healthy,0.0595,0.0157,1.0,,133.42,160.98,29397.29,32808.24,21325.36,44291.13,weibull_regression,-3410.95,3596.21,3910.0,0.0036,0.0111,0.0492,1.285,37143.0,0.9789,1.473e-05,False,none,none,,,,,,2005-04-13T22:49:45,2006-08-05T09:42:50,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,16010.74,2143.06,31.63,58204.24,18.36,99.968,86.485,2606.7,2.8,5.805,280,False,False,variable_mild,81.01,98.31,78,5,0,0,oil_process,particulate_mild,64.82,5.87,1.877,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-01T10:32:15,79,1882.54,1882.54,1.96,7.945,4.055,2.721,,,61.9,52.82,,17.62,35.2,47.9,13/11/9,76.3,0.43,69.8,19.9,,,,,86.06,36.088,89.4,64.6,,0.197,0.0005,66.8,0.9918,normal,0.00014158,0.0,False,corrosion_fatigue,none,A_healthy,0.0602,0.0006,1.0,,89.41,144.45,29373.46,30765.11,19997.32,41532.9,physics_informed_nn,-1391.65,1567.79,3910.0,0.0036,0.0111,0.0493,1.285,37143.0,0.9786,1.479e-05,False,none,none,,,,,,2005-03-03T09:05:36,2006-05-26T00:52:57,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,17619.14,2143.06,36.16,58204.24,15.31,99.974,82.297,2606.7,2.8,1.494,280,False,False,variable_mild,76.68,97.97,79,4,0,0,water,particulate_mild,50.05,23.07,0.713,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-02T10:22:01,80,1906.37,1906.37,2.231,6.573,2.946,3.184,,,65.47,59.28,,17.62,41.66,48.49,14/12/10,168.4,0.899,45.7,9.4,,,,,85.48,33.288,90.01,63.57,,0.586,0.0259,143.43,1.0,normal,0.00516,0.061,False,corrosion_fatigue,imbalance_induced,A_healthy,0.061,0.0219,1.0,,218.87,133.15,29349.63,25929.65,16854.27,35005.02,lstm_sequence,3419.99,3458.83,3910.0,0.0036,0.0112,0.0494,1.285,37143.0,0.9782,1.484e-05,False,none,none,,,,,,2004-11-23T15:11:25,2005-12-06T18:34:00,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,6909.19,2143.06,39.4,58204.24,12.78,99.978,81.75,2606.7,2.8,5.092,280,False,False,variable_mild,96.39,89.17,80,3,0,0,none,none,40.07,12.53,0.061,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-03T10:11:48,81,1930.2,1930.2,1.695,6.402,3.776,2.881,,,60.07,49.89,,17.62,32.27,46.79,13/11/9,94.8,0.424,44.1,9.8,,,,,85.43,35.853,89.44,66.74,,0.176,0.1053,38.93,0.9918,normal,-0.00159024,0.0104,False,corrosion_fatigue,none,A_healthy,0.0618,0.0113,1.0,,103.8,143.02,29325.8,22508.89,14630.78,30387.0,lstm_sequence,6816.92,8835.46,3910.0,0.0036,0.0112,0.0495,1.285,37143.0,0.9779,1.489e-05,False,none,none,,,,,,2004-09-14T08:38:25,2005-08-08T14:45:03,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,6914.46,2143.06,56.81,58204.24,12.56,99.978,90.322,2606.7,2.8,7.211,280,False,False,variable_mild,83.82,75.19,81,3,0,0,water,particulate_mild,28.15,37.76,3.023,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-04T10:01:35,82,1954.03,1954.03,2.148,5.399,2.513,3.506,,,60.54,52.47,,17.62,34.86,48.62,13/11/9,85.9,0.345,52.7,5.8,,,,,87.89,36.265,89.59,62.57,,0.237,0.0214,38.71,1.0,normal,0.00453881,0.0515,False,corrosion_fatigue,none,A_healthy,0.0625,0.0183,1.0,,103.32,150.19,29301.97,33681.82,21893.18,45470.46,particle_filter,-4379.85,5297.26,3910.0,0.0036,0.0112,0.0496,1.285,37143.0,0.9775,1.495e-05,False,none,none,,,,,,2005-05-06T02:56:11,2006-09-09T07:34:24,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,14127.11,2143.06,33.15,58204.24,18.82,99.968,80.072,2606.7,2.8,4.331,280,False,False,variable_mild,84.25,90.78,82,4,0,0,steam,none,56.41,52.63,0.357,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-05T09:51:21,83,1977.86,1977.86,2.259,8.979,3.975,3.104,,,61.03,53.95,,17.62,36.33,45.26,14/12/10,173.7,0.388,42.6,11.6,,,,,87.16,34.201,90.92,61.54,,0.467,0.0122,257.6,0.9933,normal,-0.00133413,0.0496,False,corrosion_fatigue,none,A_healthy,0.0633,0.0235,1.0,,84.98,139.96,29278.14,32098.04,20863.73,43332.36,kalman_filter,-2819.9,3414.05,3910.0,0.0037,0.0113,0.0497,1.285,37143.0,0.9772,1.5e-05,False,none,none,,,,,,2005-04-04T02:52:37,2006-07-16T05:11:31,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,16026.63,2143.06,22.37,58204.24,6.42,99.989,87.301,2606.7,2.8,1.645,280,False,False,variable_mild,87.85,86.87,83,4,0,0,none,none,21.28,26.98,1.409,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-06T09:41:08,84,2001.69,2001.69,2.117,8.792,4.154,3.178,,,58.42,53.96,,17.62,36.34,46.53,14/12/10,80.9,0.542,59.1,6.5,,,,,86.09,33.151,89.83,66.37,,0.563,0.0191,6.67,0.9709,normal,-0.00417446,0.0135,False,corrosion_fatigue,none,A_healthy,0.064,0.0298,1.0,,384.44,136.89,29254.31,26872.76,17467.29,36278.22,particle_filter,2381.56,2899.18,3910.0,0.0037,0.0113,0.0498,1.285,37143.0,0.9768,1.505e-05,False,none,none,,,,,,2004-12-17T06:03:52,2006-01-13T03:31:47,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,10615.33,2143.06,53.74,58204.24,12.54,99.978,82.04,2606.7,2.8,3.665,280,False,False,variable_mild,88.37,74.9,84,2,0,0,water,particulate_mild,42.62,34.47,0.684,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-07T09:30:54,85,2025.52,2025.52,1.876,5.091,2.714,2.905,,,58.92,57.05,,17.62,39.43,44.87,14/12/10,116.3,0.331,32.0,7.7,,,,,85.79,35.878,91.29,63.48,,0.123,0.0068,65.34,0.9939,normal,-0.001222,0.0243,False,corrosion_fatigue,none,A_healthy,0.0648,0.018,1.0,,398.55,147.67,29230.48,34577.95,22475.67,46680.23,lstm_sequence,-5347.46,5911.28,3910.0,0.0037,0.0113,0.0499,1.285,37143.0,0.9765,1.51e-05,False,none,none,,,,,,2005-05-27T18:29:20,2006-10-14T00:46:14,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,15566.21,2143.06,46.1,58204.24,7.19,99.988,86.927,2606.7,2.8,6.634,280,False,False,variable_mild,89.28,69.81,85,7,0,1,none,particulate_mild,63.76,42.53,7.969,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-08T09:20:41,86,2049.34,2049.34,1.843,4.781,2.595,2.627,,,61.38,47.49,,17.62,29.87,47.5,14/12/10,141.9,0.378,35.3,8.0,,,,,85.15,35.712,88.23,68.88,,0.405,0.0313,70.72,1.0,normal,0.0016353,0.0,False,corrosion_fatigue,none,A_healthy,0.0656,0.0166,1.0,,146.45,154.49,29206.66,32492.65,21120.22,43865.07,lstm_sequence,-3285.99,2724.45,3910.0,0.0037,0.0113,0.05,1.285,37143.0,0.9761,1.515e-05,False,none,none,,,,,,2005-04-15T07:40:07,2006-08-02T04:05:43,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,17825.96,2143.06,31.45,58204.24,14.06,99.976,83.631,2606.7,2.8,4.081,280,False,False,variable_mild,73.84,94.83,86,2,0,0,water,particulate_mild,24.89,35.82,1.86,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-09T09:10:27,87,2073.17,2073.17,2.031,8.95,4.406,2.996,,,56.77,48.14,,17.62,30.52,48.45,14/12/10,106.9,0.439,64.1,14.2,,,,,85.13,34.715,89.89,68.87,,0.485,0.0388,2.92,0.9901,normal,-0.00197128,0.0,False,corrosion_fatigue,misalignment_induced,A_healthy,0.0663,0.0329,1.0,,181.48,146.11,29182.83,26679.03,17341.37,36016.7,lstm_sequence,2503.79,3188.47,3910.0,0.0037,0.0114,0.0501,1.285,37143.0,0.9758,1.52e-05,False,none,none,,,,,,2004-12-16T04:41:29,2006-01-09T06:21:12,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,20721.38,2143.06,30.77,58204.24,12.75,99.978,80.902,2606.7,2.8,6.92,280,False,False,variable_mild,70.31,86.78,87,2,0,0,water,particulate_mild,83.09,80.39,3.481,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-10T09:00:14,88,2097.0,2097.0,2.155,8.885,4.122,2.886,,,64.33,52.58,,17.62,34.96,45.1,13/11/9,103.4,0.413,38.8,4.8,,,,,86.28,35.241,90.81,65.89,,0.347,0.0125,8.05,0.9967,normal,0.0006768,0.0,False,corrosion_fatigue,none,A_healthy,0.0671,0.015,1.0,,137.59,148.24,29159.0,30529.12,19843.93,41214.31,physics_informed_nn,-1370.13,1611.87,3910.0,0.0037,0.0114,0.0502,1.285,37143.0,0.9754,1.525e-05,False,none,none,,,,,,2005-03-07T09:33:53,2006-05-26T14:45:27,mixed,False,journeyman,True,,,,none,none,42861.15,1525406.76,15455.44,2143.06,53.73,58204.24,10.01,99.983,83.563,2606.7,2.8,2.251,280,False,False,variable_mild,87.21,85.66,88,5,0,0,oil_hydraulic,chemical_contamination,65.85,23.5,2.167,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-11T08:50:00,89,2120.83,2120.83,1.967,7.325,3.724,3.043,,,61.17,54.14,,17.62,36.52,45.73,13/11/9,120.4,0.425,54.2,8.1,,,,,88.04,36.757,89.52,63.9,,1.537,0.0359,25.88,0.9795,normal,0.00172465,0.0447,False,corrosion_fatigue,thermal_degradation,A_healthy,0.0679,0.03,1.0,,239.86,154.12,29135.17,27122.33,17629.51,36615.14,xgboost_gradient,2012.84,2105.87,3910.0,0.0037,0.0114,0.0503,1.285,37143.0,0.9751,1.53e-05,False,none,none,,,,,,2004-12-27T09:59:47,2006-01-26T22:48:38,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,7805.47,2143.06,23.11,58204.24,9.86,99.983,83.24,2606.7,2.8,7.327,280,False,False,variable_mild,86.66,85.75,89,3,0,0,none,none,64.46,115.77,1.727,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-12T08:39:47,90,2144.66,2144.66,1.912,5.583,2.92,3.182,,,56.12,51.19,,17.62,33.58,47.92,13/11/9,73.3,0.405,40.2,8.0,,,,,86.02,35.246,90.42,64.27,,0.334,0.0175,34.04,0.9946,normal,0.00015042,0.0262,False,corrosion_fatigue,none,A_healthy,0.0686,0.0298,1.0,,54.0,152.85,29111.34,30629.12,19908.93,41349.31,lstm_sequence,-1517.78,1580.61,3910.0,0.0037,0.0115,0.0504,1.285,37143.0,0.9747,1.535e-05,False,none,none,,,,,,2005-03-11T11:13:15,2006-06-01T03:24:40,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,6433.78,2143.06,57.8,58204.24,12.29,99.979,85.891,2606.7,2.8,3.903,280,False,False,variable_mild,79.48,95.83,90,5,0,1,water,none,77.07,27.41,1.997,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-13T08:29:33,91,2168.49,2168.49,2.099,6.247,2.976,3.157,,,62.37,56.45,,17.62,38.83,48.3,14/12/10,165.1,0.538,52.2,14.0,,,,,86.08,35.206,87.33,63.96,,0.165,0.0046,56.6,0.9899,normal,-0.00201484,0.0,False,corrosion_fatigue,none,A_healthy,0.0694,0.0097,1.0,,131.97,162.53,29087.51,22709.4,14761.11,30657.69,lstm_sequence,6378.11,7292.94,3910.0,0.0037,0.0115,0.0504,1.285,37143.0,0.9744,1.54e-05,False,none,none,,,,,,2004-09-28T11:11:27,2005-08-25T15:28:47,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,6633.82,2143.06,37.06,58204.24,13.78,99.976,87.917,2606.7,2.8,4.226,280,False,False,variable_mild,76.84,90.56,91,3,0,0,water,none,59.39,10.87,0.621,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-14T08:19:20,92,2192.32,2192.32,2.063,8.871,4.299,2.689,,,56.43,57.38,,17.62,39.76,43.64,13/11/9,90.0,0.309,66.6,14.0,,,,,86.62,35.926,91.21,63.5,,0.929,0.1538,247.89,1.0,normal,0.00197128,0.0676,False,corrosion_fatigue,none,A_healthy,0.0701,0.0214,1.0,,47.85,144.85,29063.68,31930.56,20754.86,43106.26,kalman_filter,-2866.88,3702.17,3910.0,0.0038,0.0115,0.0505,1.285,37143.0,0.974,1.544e-05,False,none,none,,,,,,2005-04-09T13:36:08,2006-07-19T05:17:53,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,17924.44,2143.06,25.27,58204.24,9.81,99.983,86.824,2606.7,2.8,3.329,280,False,False,variable_mild,95.97,82.31,92,3,0,0,oil_process,particulate_mild,71.22,0.77,1.601,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-15T08:09:06,93,2216.15,2216.15,1.659,6.838,4.123,3.016,,,55.3,58.38,,17.62,40.77,43.19,14/12/10,66.6,0.353,37.6,11.2,,,,,86.47,34.065,89.78,65.62,,0.145,0.0742,114.66,1.0,normal,0.00065733,0.0653,False,corrosion_fatigue,none,A_healthy,0.0709,0.0005,1.0,,121.6,128.1,29039.85,31191.27,20274.32,42108.21,particle_filter,-2151.42,2200.98,3910.0,0.0038,0.0116,0.0506,1.285,37143.0,0.9736,1.549e-05,False,none,none,,,,,,2005-03-26T03:47:10,2006-06-24T00:43:49,mixed,False,apprentice,True,,,,none,none,42861.15,1525406.76,9712.9,2143.06,52.02,58204.24,8.84,99.985,78.144,2606.7,2.8,1.33,280,False,False,variable_mild,94.1,90.77,93,6,0,1,oil_process,water_ingress,47.73,10.7,0.78,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-16T07:58:53,94,2239.98,2239.98,1.98,8.009,4.044,2.893,,,64.05,57.3,,17.62,39.68,48.01,13/11/9,119.5,0.356,28.2,4.3,,,,,87.33,35.186,88.85,65.44,,0.341,0.0198,52.28,1.0,normal,0.00409599,0.0448,False,corrosion_fatigue,none,A_healthy,0.0717,0.0389,1.0,,65.99,133.66,29016.02,32842.63,21347.71,44337.55,physics_informed_nn,-3826.61,3475.61,3910.0,0.0038,0.0116,0.0507,1.285,37143.0,0.9733,1.554e-05,False,none,none,,,,,,2005-04-30T13:17:48,2006-08-22T12:13:03,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,16750.23,2143.06,44.8,58204.24,10.11,99.983,86.458,2606.7,2.8,5.631,280,False,False,variable_mild,93.49,95.45,94,3,0,0,water,none,32.4,3.18,10.008,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-17T07:48:39,95,2263.81,2263.81,2.062,6.384,3.096,3.138,,,56.21,53.27,,17.62,35.65,44.97,13/11/9,128.1,0.318,36.6,9.4,,,,,85.37,35.147,88.49,66.0,,0.571,0.0095,70.57,0.994,normal,-0.00013232,0.0317,False,corrosion_fatigue,misalignment_induced,A_healthy,0.0724,0.0133,1.0,,434.64,151.88,28992.19,30298.94,19694.31,40903.56,physics_informed_nn,-1306.75,1061.62,3910.0,0.0038,0.0116,0.0508,1.285,37143.0,0.9729,1.559e-05,False,none,none,,,,,,2005-03-09T13:16:45,2006-05-25T09:54:25,mixed,False,oem_certified,False,22.0,,,none,none,42861.15,1525406.76,19115.92,2143.06,22.49,58204.24,12.41,99.979,80.536,2606.7,2.8,7.513,280,False,False,variable_mild,81.63,97.09,95,3,0,0,oil_hydraulic,chemical_contamination,27.0,33.9,0.025,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-18T07:38:26,96,2287.64,2287.64,2.026,6.627,3.271,3.113,,,62.5,51.47,,17.62,33.85,46.13,13/11/9,57.5,0.589,40.5,6.0,,,,,86.47,33.961,88.14,63.7,,0.035,0.1055,93.65,1.0,normal,0.00201484,0.0,False,corrosion_fatigue,none,A_healthy,0.0732,0.0009,1.0,,44.42,153.53,28968.36,30434.98,19782.74,41087.22,xgboost_gradient,-1466.62,1245.12,3910.0,0.0038,0.0117,0.0509,1.285,37143.0,0.9726,1.563e-05,False,none,none,,,,,,2005-03-13T09:07:45,2006-05-31T05:22:16,mixed,False,master_technician,True,,,,none,none,42861.15,1525406.76,8382.65,2143.06,36.47,58204.24,7.95,99.986,85.681,2606.7,2.8,7.703,280,False,False,variable_mild,75.36,92.42,96,2,0,3,oil_process,none,30.14,43.99,2.205,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-19T07:28:12,97,2311.47,2311.47,1.544,5.771,3.739,3.369,,,63.99,52.51,,17.62,34.89,45.98,13/11/9,131.9,0.473,66.1,16.9,,,,,85.72,33.631,90.26,63.76,,0.507,0.0572,4.27,0.9954,normal,-0.00091171,0.0385,False,corrosion_fatigue,none,A_healthy,0.074,0.0235,1.0,,91.08,155.85,28944.53,26664.84,17332.15,35997.54,lstm_sequence,2279.69,2309.74,3910.0,0.0038,0.0117,0.051,1.285,37143.0,0.9722,1.568e-05,False,none,none,,,,,,2004-12-25T19:53:26,2006-01-18T16:35:06,mixed,False,specialist,True,,,,none,none,42861.15,1525406.76,18872.66,2143.06,49.06,58204.24,19.1,99.967,91.262,2606.7,2.8,2.309,280,False,False,variable_mild,82.32,84.21,97,6,0,0,water,particulate_severe,33.2,34.36,1.526,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-20T07:17:59,98,2335.3,2335.3,2.018,6.388,3.165,3.205,,,57.41,54.48,,17.62,36.86,48.15,13/11/9,81.9,0.399,49.7,8.2,,,,,86.05,34.933,90.16,68.32,,0.062,0.0716,7.19,0.9968,normal,-0.00063672,0.0,False,corrosion_fatigue,none,A_healthy,0.0747,0.0126,1.0,,39.02,142.99,28920.7,31454.44,20445.38,42463.49,particle_filter,-2533.74,2654.3,3910.0,0.0038,0.0117,0.0511,1.285,37143.0,0.9718,1.572e-05,False,none,none,,,,,,2005-04-05T14:31:04,2006-07-08T07:34:13,mixed,False,oem_certified,False,38.0,,,none,none,42861.15,1525406.76,7902.0,2143.06,53.81,58204.24,9.6,99.984,86.82,2606.7,2.8,5.179,280,False,False,variable_mild,83.31,80.61,98,7,0,0,water,none,50.2,3.62,2.045,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-21T07:07:45,99,2359.13,2359.13,1.974,5.024,2.545,3.124,,,53.88,54.01,,17.62,36.39,43.4,14/12/10,125.9,0.383,35.9,10.7,,,,,86.36,35.195,88.63,67.77,,0.213,0.0637,38.04,0.9931,normal,-0.00138215,0.0,False,corrosion_fatigue,corrosion_fatigue,A_healthy,0.0755,0.0219,1.0,,159.59,141.13,28896.87,24566.3,15968.1,33164.51,kalman_filter,4330.57,3750.58,3910.0,0.0038,0.0117,0.0512,1.285,37143.0,0.9715,1.577e-05,False,none,none,,,,,,2004-11-14T02:16:47,2005-11-07T08:29:07,mixed,False,specialist,False,55.0,,,none,none,42861.15,1525406.76,18292.06,2143.06,49.46,58204.24,7.48,99.987,85.954,2606.7,2.8,5.092,280,False,False,variable_mild,95.55,95.54,99,6,0,1,gas_compressed_air,none,50.0,24.42,0.949,,,standard
ASSET-000048,heat_exchanger,low,Apex Rotating Systems,MDL-6641-D,2003-03-15,31256.0,3000.0,86.10484239049589,clean_room,semiconductor,FAC-234,LINE-Z,none,2003-06-22T06:57:32,100,2382.96,2382.96,2.103,5.521,2.625,2.651,,,57.94,58.38,,17.62,40.77,44.1,13/11/9,74.6,0.322,32.9,5.9,,,,,85.76,35.074,89.65,65.32,,0.808,0.0054,121.91,0.9965,normal,0.00050642,0.0369,False,corrosion_fatigue,electrical_pitting,A_healthy,0.0762,0.0106,1.0,,46.84,144.88,28873.04,33657.51,21877.38,45437.64,lstm_sequence,-4784.47,3834.95,3910.0,0.0038,0.0118,0.0513,1.285,37143.0,0.9711,1.582e-05,False,none,none,,,,,,2005-05-23T11:42:46,2006-09-26T07:50:26,mixed,False,journeyman,False,56.0,,,none,none,42861.15,1525406.76,19474.25,2143.06,46.89,58204.24,17.37,99.97,82.109,2606.7,2.8,1.922,280,False,False,variable_mild,93.49,83.24,100,8,0,0,gas_compressed_air,particulate_severe,40.74,15.5,3.858,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-27T07:24:49,1,7.41,7.41,1.851,7.541,4.074,3.364,,,58.66,58.86,,27.48,31.37,48.67,14/12/10,193.6,0.347,29.8,3.2,,,,,66.95,26.621,89.39,67.88,,0.137,0.0025,128.98,0.9929,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0011,0.0,1.0,,140.45,145.45,6826.59,7288.95,4737.81,9840.08,xgboost_gradient,-462.36,446.92,2034.0,0.001,0.0059,0.055,1.618,17282.0,1.0,1e-06,False,none,none,,,,,,2007-02-26T03:53:11,2007-06-12T11:01:02,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,8052.63,1686.65,28.13,24690.1,8.98,99.964,84.6,1356.0,1.96,4.261,196,False,False,variable_heavy,72.04,97.49,1,0,0,0,water,none,29.82,81.47,1.875,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-27T14:49:38,2,14.83,14.83,2.28,8.996,3.945,2.987,,,59.35,58.76,,27.48,31.28,46.52,13/11/9,54.1,0.316,13.6,3.1,,,,,66.08,25.477,90.94,64.28,,0.003,0.0158,237.71,1.0,normal,0.0,0.0,False,thermal_degradation,fatigue_spalling,A_healthy,0.0022,0.0081,1.0,,171.95,173.5,6819.17,7778.05,5055.73,10500.37,lstm_sequence,-958.88,908.6,2034.0,0.0011,0.006,0.0552,1.618,17282.0,1.0,1.19e-06,False,none,none,,,,,,2007-03-08T15:51:08,2007-06-30T02:10:12,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,15044.81,1686.65,29.02,24690.1,29.73,99.88,82.733,1356.0,1.96,3.06,196,False,False,variable_heavy,61.42,96.7,2,0,0,0,steam,particulate_mild,73.83,19.19,0.581,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-27T22:14:27,3,22.24,22.24,2.1,9.031,4.3,3.014,,,60.09,57.7,,27.48,30.21,45.13,13/11/9,224.6,0.326,6.4,1.0,,,,,68.0,27.477,89.61,66.41,,0.096,0.0917,45.95,0.9921,normal,-0.00264585,0.0,False,thermal_degradation,none,A_healthy,0.0033,0.0,1.0,,192.79,155.73,6811.76,7165.88,4657.82,9673.94,physics_informed_nn,-354.12,425.06,2034.0,0.0011,0.0061,0.0554,1.618,17282.0,1.0,1.53e-06,False,none,none,,,,,,2007-02-24T05:10:54,2007-06-08T17:14:25,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,13283.69,1686.65,29.3,24690.1,31.5,99.873,79.48,1356.0,1.96,7.345,196,False,False,variable_heavy,65.17,86.26,3,0,0,0,oil_process,none,24.61,30.2,1.564,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-28T05:39:16,4,29.65,29.65,2.149,6.873,3.199,3.036,,,59.01,60.86,,27.48,33.38,45.84,13/11/9,66.0,0.36,10.6,1.8,,,,,65.9,25.868,91.11,64.29,,0.233,0.0465,23.38,0.9888,normal,-0.00280107,0.0083,False,thermal_degradation,none,A_healthy,0.0043,0.0208,1.0,,115.48,138.21,6804.35,5789.22,3762.99,7815.45,xgboost_gradient,1015.13,1129.92,2034.0,0.0012,0.0062,0.0556,1.618,17282.0,1.0,1.83e-06,False,none,none,,,,,,2007-01-26T20:15:51,2007-04-21T06:29:27,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,15886.66,1686.65,23.99,24690.1,14.74,99.94,80.663,1356.0,1.96,1.478,196,False,False,variable_heavy,69.77,81.59,4,0,0,0,oil_process,particulate_severe,77.55,103.94,0.826,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-28T13:04:05,5,37.07,37.07,2.022,5.697,2.818,3.567,,,57.17,61.38,,27.48,33.9,46.21,14/12/10,59.0,0.3,7.6,1.5,,,,,67.13,27.782,89.86,64.52,,0.138,0.0197,101.54,1.0,normal,0.0,0.0197,False,thermal_degradation,none,A_healthy,0.0054,0.0,1.0,,13.14,158.62,6796.93,5855.84,3806.29,7905.38,xgboost_gradient,941.09,873.97,2034.0,0.0012,0.0063,0.0558,1.618,17282.0,1.0,2.1e-06,False,none,none,,,,,,2007-01-28T12:59:13,2007-04-23T22:31:48,mixed,False,specialist,False,73.0,,,none,none,33732.91,16571097.23,10150.06,1686.65,35.05,24690.1,24.25,99.902,77.804,1356.0,1.96,5.806,196,False,False,variable_heavy,61.65,75.9,5,0,0,0,gas_compressed_air,none,48.06,18.48,1.451,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-28T20:28:54,6,44.48,44.48,2.277,9.083,3.989,2.656,,,59.06,54.08,,27.48,26.59,46.42,14/12/10,66.7,0.402,24.4,5.8,,,,,68.2,26.057,89.41,63.95,,0.188,0.0043,329.8,0.9902,normal,-0.00053593,0.0,False,thermal_degradation,fretting_corrosion,A_healthy,0.0065,0.0001,1.0,,152.64,156.51,6789.52,7206.55,4684.26,9728.85,lstm_sequence,-417.03,343.65,2034.0,0.0012,0.0064,0.056,1.618,17282.0,0.9999,2.35e-06,False,none,none,,,,,,2007-02-25T23:45:30,2007-06-11T02:03:06,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,7909.9,1686.65,23.73,24690.1,17.77,99.928,81.736,1356.0,1.96,2.92,196,False,False,variable_heavy,66.5,83.72,6,0,0,0,none,none,52.84,16.54,3.391,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-29T03:53:43,6,51.9,51.9,2.04,5.478,2.685,2.841,,,54.19,54.67,,27.48,27.19,45.12,14/12/10,112.0,0.416,17.1,3.2,,,,,67.95,27.588,89.05,65.63,,0.555,0.1256,67.46,0.9921,normal,-0.00158197,0.0,False,thermal_degradation,none,A_healthy,0.0076,0.0,1.0,,87.25,147.96,6782.1,8242.32,5357.51,11127.13,physics_informed_nn,-1460.21,1803.11,2034.0,0.0013,0.0064,0.0562,1.618,17282.0,0.9999,2.59e-06,False,none,none,,,,,,2007-03-19T21:03:15,2007-07-18T01:51:55,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,14569.77,1686.65,49.38,24690.1,8.84,99.964,82.982,1356.0,1.96,6.831,196,False,False,variable_heavy,56.52,74.46,6,0,0,0,oil_process,none,28.32,88.62,2.746,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-29T11:18:32,7,59.31,59.31,2.031,7.391,3.639,3.263,,,60.21,63.95,,27.48,36.47,47.17,14/12/10,100.7,0.486,24.1,3.1,,,,,66.5,25.947,90.55,65.3,,0.266,0.0259,30.97,0.9982,normal,0.00122776,0.0501,False,thermal_degradation,none,A_healthy,0.0087,0.0,1.0,,45.19,141.87,6774.69,7237.34,4704.27,9770.41,physics_informed_nn,-462.65,534.93,2034.0,0.0013,0.0065,0.0564,1.618,17282.0,0.9999,2.81e-06,False,none,none,,,,,,2007-02-27T05:58:51,2007-06-12T19:03:04,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,15075.92,1686.65,34.71,24690.1,11.84,99.952,80.754,1356.0,1.96,2.254,196,False,False,variable_heavy,74.93,86.7,7,0,0,0,steam,chemical_contamination,33.39,40.06,3.818,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-29T18:43:21,9,66.72,66.72,1.766,6.728,3.809,2.647,,,63.44,60.84,,27.48,33.36,47.18,13/11/9,53.9,0.523,33.1,4.7,,,,,66.47,25.682,88.88,68.06,,0.531,0.0634,18.2,0.9974,normal,0.0017153,0.0317,False,thermal_degradation,cavitation,A_healthy,0.0098,0.0182,1.0,,90.25,152.36,6767.28,7566.45,4918.19,10214.71,weibull_regression,-799.17,961.48,2034.0,0.0013,0.0066,0.0566,1.618,17282.0,0.9999,3.02e-06,False,none,none,,,,,,2007-03-06T09:56:53,2007-06-24T18:12:22,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,12534.42,1686.65,23.82,24690.1,10.95,99.956,84.219,1356.0,1.96,2.111,196,False,False,variable_heavy,71.4,93.22,9,0,0,0,none,none,86.63,36.8,0.732,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-30T02:08:10,10,74.14,74.14,2.026,7.462,3.683,3.422,,,59.53,64.61,,27.48,37.13,48.64,14/12/10,123.9,0.369,18.2,2.7,,,,,67.64,25.929,89.32,64.39,,0.482,0.1319,68.13,0.981,normal,-0.00379843,0.0254,False,thermal_degradation,overload,A_healthy,0.0108,0.0234,1.0,,199.86,133.26,6759.86,5790.18,3763.62,7816.75,physics_informed_nn,969.68,1086.7,2034.0,0.0014,0.0067,0.0568,1.618,17282.0,0.9999,3.22e-06,False,none,none,,,,,,2007-01-28T17:13:39,2007-04-23T03:47:29,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,8822.43,1686.65,37.85,24690.1,19.01,99.923,83.823,1356.0,1.96,1.529,196,False,False,variable_heavy,79.12,84.09,10,0,0,0,oil_process,none,53.78,25.34,2.589,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-30T09:32:59,11,81.55,81.55,1.91,6.053,3.169,3.09,,,63.04,54.95,,27.48,27.47,46.64,13/11/9,65.0,0.318,77.2,16.0,,,,,68.43,26.147,90.4,67.45,,0.517,0.1137,15.44,1.0,normal,0.00195533,0.0151,False,thermal_degradation,fatigue_spalling,A_healthy,0.0119,0.0,1.0,,53.39,133.04,6752.45,7319.19,4757.48,9880.91,lstm_sequence,-566.74,576.09,2034.0,0.0014,0.0068,0.057,1.618,17282.0,0.9998,3.42e-06,False,none,none,,,,,,2007-03-01T21:08:48,2007-06-16T14:51:52,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,9024.11,1686.65,48.08,24690.1,9.15,99.963,80.516,1356.0,1.96,1.066,196,False,False,variable_heavy,62.61,79.97,11,0,0,0,oil_hydraulic,particulate_mild,62.14,163.47,1.975,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-09-30T16:57:48,12,88.96,88.96,2.176,7.203,3.31,2.349,,,65.3,59.64,,27.48,32.16,47.75,14/12/10,138.3,0.363,10.3,1.7,,,,,67.58,25.994,88.22,65.61,,0.108,0.0219,3.86,0.995,normal,0.00057715,0.0,False,thermal_degradation,none,A_healthy,0.013,0.0,1.0,,113.65,160.54,6745.04,7781.15,5057.74,10504.55,physics_informed_nn,-1036.11,1062.63,2034.0,0.0014,0.0068,0.0572,1.618,17282.0,0.9998,3.61e-06,False,none,none,,,,,,2007-03-11T19:32:11,2007-07-03T06:56:15,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,9865.56,1686.65,32.58,24690.1,14.14,99.943,78.661,1356.0,1.96,6.633,196,False,False,variable_heavy,78.27,93.05,12,0,0,0,oil_hydraulic,none,60.61,39.49,1.396,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-01T00:22:38,13,96.38,96.38,2.01,5.171,2.572,3.025,,,61.39,59.69,,27.48,32.2,49.01,13/11/9,66.5,0.456,14.7,1.9,,,,,68.85,27.331,89.12,64.65,,0.981,0.0376,26.79,1.0,normal,0.00035976,0.0582,False,thermal_degradation,none,A_healthy,0.0141,0.0054,1.0,,135.71,138.16,6737.62,7172.19,4661.92,9682.45,weibull_regression,-434.56,355.8,2034.0,0.0015,0.0069,0.0574,1.618,17282.0,0.9998,3.79e-06,False,none,none,,,,,,2007-02-27T10:28:12,2007-06-12T00:44:07,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,15189.28,1686.65,47.62,24690.1,10.33,99.958,87.963,1356.0,1.96,6.156,196,False,False,variable_heavy,66.32,76.31,13,0,0,0,oil_hydraulic,chemical_contamination,54.51,14.4,1.169,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-01T07:47:27,14,103.79,103.79,1.889,6.792,3.596,2.81,,,60.21,58.4,,27.48,30.92,47.11,14/12/10,92.0,0.438,8.9,0.9,,,,,67.26,27.448,90.24,65.33,,1.49,0.0063,148.7,0.9992,normal,0.00035728,0.0,False,thermal_degradation,lubrication_starvation,A_healthy,0.0152,0.0095,1.0,,66.4,159.77,6730.21,7333.32,4766.66,9899.98,physics_informed_nn,-603.11,532.01,2034.0,0.0015,0.007,0.0576,1.618,17282.0,0.9997,3.97e-06,False,none,none,,,,,,2007-03-03T02:27:02,2007-06-18T01:06:45,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,16554.56,1686.65,42.44,24690.1,19.09,99.923,89.448,1356.0,1.96,7.804,196,False,False,variable_heavy,58.07,84.29,14,0,0,0,oil_process,none,41.06,31.69,1.2,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-01T15:12:16,15,111.2,111.2,2.322,9.884,4.257,3.396,,,61.02,60.24,,27.48,32.75,45.37,13/11/9,73.2,0.578,12.3,3.4,,,,,68.08,26.864,89.07,65.69,,1.488,0.0047,81.02,0.9862,normal,0.00102918,0.0,False,thermal_degradation,none,A_healthy,0.0163,0.0104,1.0,,142.95,152.42,6722.8,5420.8,3523.52,7318.08,physics_informed_nn,1301.99,1539.4,2034.0,0.0015,0.0071,0.0578,1.618,17282.0,0.9997,4.14e-06,False,none,none,,,,,,2007-01-22T13:36:20,2007-04-11T14:53:10,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,12544.98,1686.65,34.41,24690.1,14.35,99.942,80.441,1356.0,1.96,4.872,196,False,False,variable_heavy,67.62,80.34,15,0,0,0,water,particulate_mild,72.79,44.95,1.993,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-01T22:37:05,16,118.62,118.62,1.998,5.535,2.771,2.701,,,60.37,63.77,,27.48,36.29,47.77,13/11/9,84.2,0.505,9.8,2.7,,,,,66.03,26.818,88.69,69.01,,0.285,0.0537,15.03,0.9878,normal,-0.00244009,0.0337,False,thermal_degradation,none,A_healthy,0.0174,0.0119,1.0,,150.06,149.93,6715.38,7346.89,4775.48,9918.3,lstm_sequence,-631.51,803.89,2034.0,0.0016,0.0071,0.058,1.618,17282.0,0.9997,4.31e-06,False,none,none,,,,,,2007-03-04T00:03:44,2007-06-19T03:28:23,mixed,False,master_technician,False,73.0,,,none,none,33732.91,16571097.23,9621.84,1686.65,37.43,24690.1,8.45,99.966,84.758,1356.0,1.96,3.704,196,False,False,variable_heavy,66.05,82.35,16,0,0,0,water,particulate_mild,57.37,46.67,0.1,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-02T06:01:54,17,126.03,126.03,1.967,5.049,2.568,2.983,,,63.73,56.17,,27.48,28.68,48.31,14/12/10,185.6,0.658,14.7,3.1,,,,,66.51,26.215,89.03,59.65,,1.563,0.1391,31.25,1.0,normal,0.00100481,0.0,False,thermal_degradation,none,A_healthy,0.0184,0.0184,1.0,,78.27,171.89,6707.97,6983.93,4539.55,9428.31,lstm_sequence,-275.96,341.13,2034.0,0.0016,0.0072,0.0582,1.618,17282.0,0.9997,4.47e-06,False,none,none,,,,,,2007-02-24T17:59:49,2007-06-06T14:22:21,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,14310.25,1686.65,48.77,24690.1,8.86,99.964,84.821,1356.0,1.96,7.02,196,False,False,variable_heavy,59.45,77.37,17,0,0,0,oil_hydraulic,particulate_mild,62.59,197.79,0.583,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-02T13:26:43,18,133.45,133.45,1.857,8.102,4.364,3.321,,,57.75,60.91,,27.48,33.42,46.19,13/11/9,72.0,0.352,12.9,3.4,,,,,68.04,25.99,90.38,65.98,,0.486,0.051,192.32,1.0,normal,0.0,0.0,False,thermal_degradation,none,A_healthy,0.0195,0.0,1.0,,296.37,142.84,6700.55,7161.02,4654.66,9667.37,weibull_regression,-460.46,587.43,2034.0,0.0016,0.0073,0.0584,1.618,17282.0,0.9996,4.63e-06,False,none,none,,,,,,2007-02-28T17:57:12,2007-06-13T04:18:32,mixed,False,specialist,False,29.0,,,none,none,33732.91,16571097.23,11387.54,1686.65,29.73,24690.1,6.27,99.975,79.169,1356.0,1.96,3.253,196,False,False,variable_heavy,64.14,84.91,18,0,0,0,gas_compressed_air,none,79.27,17.0,1.765,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-02T20:51:32,19,140.86,140.86,1.96,7.494,3.823,2.837,,,63.06,55.31,,27.48,27.83,41.99,13/11/9,105.8,0.396,8.8,1.3,,,,,67.65,27.221,88.59,67.34,,0.396,0.0004,138.13,0.9776,normal,-0.00430471,0.0,False,thermal_degradation,none,A_healthy,0.0206,0.0,1.0,,294.67,131.74,6693.14,5995.91,3897.34,8094.48,particle_filter,697.23,613.77,2034.0,0.0017,0.0074,0.0586,1.618,17282.0,0.9996,4.79e-06,False,none,none,,,,,,2007-02-04T18:48:57,2007-05-03T05:23:09,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,8238.68,1686.65,52.44,24690.1,9.59,99.961,80.208,1356.0,1.96,2.063,196,False,False,variable_heavy,54.86,104.47,19,0,0,0,none,chemical_contamination,35.31,6.72,1.251,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-03T04:16:21,20,148.27,148.27,1.96,5.531,2.822,3.711,,,53.58,59.36,,27.48,31.88,45.1,14/12/10,75.2,0.425,85.2,8.9,,,,,65.53,26.016,90.86,66.53,,0.035,0.0918,32.48,1.0,normal,0.00276925,0.0,False,thermal_degradation,none,A_healthy,0.0217,0.0,1.0,,19.15,136.28,6685.73,7916.43,5145.68,10687.18,particle_filter,-1230.71,1264.13,2034.0,0.0017,0.0074,0.0588,1.618,17282.0,0.9995,4.95e-06,False,none,none,,,,,,2007-03-17T02:29:21,2007-07-10T13:14:27,mixed,False,oem_certified,True,,,,none,none,33732.91,16571097.23,11339.43,1686.65,42.97,24690.1,11.98,99.952,79.259,1356.0,1.96,5.849,196,False,False,variable_heavy,65.99,94.54,20,0,0,0,oil_process,none,37.24,18.03,1.482,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-03T11:41:10,21,155.69,155.69,2.185,7.428,3.4,3.068,,,63.68,67.09,,27.48,39.61,42.83,13/11/9,82.0,0.372,8.4,1.9,,,,,65.51,26.165,91.7,64.98,,0.709,0.0416,76.95,0.9992,normal,0.00228689,0.024,False,thermal_degradation,none,A_healthy,0.0228,0.0219,1.0,,40.18,147.91,6678.31,5841.07,3796.7,7885.45,xgboost_gradient,837.24,774.13,2034.0,0.0017,0.0075,0.0589,1.618,17282.0,0.9995,5.1e-06,False,none,none,,,,,,2007-02-02T04:13:19,2007-04-28T08:35:49,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,10494.61,1686.65,22.19,24690.1,8.1,99.967,82.461,1356.0,1.96,1.354,196,False,False,variable_heavy,74.13,85.96,21,0,0,0,water,particulate_mild,87.73,6.31,3.029,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-03T19:05:59,21,163.1,163.1,1.854,5.935,3.201,3.237,,,59.54,58.34,,27.48,30.86,43.52,13/11/9,52.5,0.354,29.1,4.3,,,,,66.05,26.354,90.75,61.95,,0.515,0.0207,43.5,1.0,normal,0.0,0.0,False,thermal_degradation,corrosion_fatigue,A_healthy,0.0239,0.0,1.0,,178.38,130.14,6670.9,7417.71,4821.51,10013.91,physics_informed_nn,-746.81,616.06,2034.0,0.0018,0.0076,0.0591,1.618,17282.0,0.9995,5.25e-06,False,none,none,,,,,,2007-03-07T07:57:15,2007-06-23T12:09:07,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,11443.76,1686.65,58.29,24690.1,6.11,99.975,81.008,1356.0,1.96,4.359,196,False,False,variable_heavy,62.67,86.83,21,0,0,0,water,chemical_contamination,49.51,13.59,2.946,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-04T02:30:48,22,170.51,170.51,2.148,9.835,4.578,2.961,,,58.58,63.05,,27.48,35.57,45.4,13/11/9,82.4,0.401,12.9,3.2,,,,,67.24,26.618,89.36,64.73,,1.513,0.0386,33.74,0.9767,normal,-0.00465998,0.0673,False,thermal_degradation,none,A_healthy,0.025,0.0108,1.0,,328.63,136.96,6663.49,6024.55,3915.96,8133.14,lstm_sequence,638.94,636.72,2034.0,0.0018,0.0076,0.0593,1.618,17282.0,0.9994,5.39e-06,False,none,none,,,,,,2007-02-06T14:47:15,2007-05-05T11:22:46,mixed,False,oem_certified,True,,,,none,none,33732.91,16571097.23,8636.21,1686.65,54.73,24690.1,13.22,99.946,78.666,1356.0,1.96,2.974,196,False,False,variable_heavy,76.33,88.96,22,0,1,0,water,none,85.25,13.53,0.214,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-04T09:55:37,23,177.93,177.93,2.046,6.445,3.15,3.304,,,63.53,59.55,,27.48,32.07,46.65,13/11/9,80.6,0.344,19.8,5.6,,,,,67.46,27.538,89.95,64.58,,0.428,0.0376,65.91,1.0,normal,0.00447299,0.0,False,thermal_degradation,none,A_healthy,0.026,0.0213,1.0,,32.58,143.77,6656.07,5511.78,3582.66,7440.9,physics_informed_nn,1144.29,1246.67,2034.0,0.0018,0.0077,0.0595,1.618,17282.0,0.9994,5.54e-06,False,none,none,,,,,,2007-01-27T05:49:00,2007-04-17T14:56:22,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,14699.32,1686.65,38.65,24690.1,11.15,99.955,86.631,1356.0,1.96,3.092,196,False,False,variable_heavy,63.15,89.35,23,0,0,0,oil_process,particulate_severe,43.57,5.35,0.772,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-04T17:20:27,24,185.34,185.34,2.337,9.795,4.192,3.348,,,61.92,61.95,,27.48,34.47,46.5,14/12/10,86.4,0.469,14.7,3.3,,,,,67.21,26.807,88.12,62.48,,0.367,0.0264,73.72,0.9788,normal,-0.00424613,0.0059,False,thermal_degradation,none,A_healthy,0.0271,0.0166,1.0,,297.25,144.19,6648.66,5744.35,3733.83,7754.88,particle_filter,904.31,757.71,2034.0,0.0018,0.0078,0.0597,1.618,17282.0,0.9993,5.68e-06,False,none,none,,,,,,2007-02-01T09:31:03,2007-04-26T04:02:28,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,15339.0,1686.65,57.39,24690.1,10.19,99.959,79.387,1356.0,1.96,2.448,196,False,False,variable_heavy,64.8,83.39,24,0,1,0,gas_compressed_air,none,31.3,52.91,2.56,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-05T00:45:16,25,192.75,192.75,1.795,7.846,4.371,2.632,,,61.92,63.33,,27.48,35.85,45.07,13/11/9,104.8,0.41,22.7,3.5,,,,,69.48,27.155,88.57,63.01,,1.279,0.0216,83.22,0.9676,normal,-0.00632996,0.0769,False,thermal_degradation,none,A_healthy,0.0282,0.0057,1.0,,466.05,139.18,6641.25,6069.75,3945.34,8194.16,xgboost_gradient,571.5,577.25,2034.0,0.0019,0.0079,0.0599,1.618,17282.0,0.9993,5.82e-06,False,none,none,,,,,,2007-02-08T11:37:46,2007-05-08T00:02:32,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,16816.88,1686.65,50.19,24690.1,17.88,99.928,87.215,1356.0,1.96,5.033,196,False,False,variable_heavy,81.73,91.36,25,0,1,0,oil_hydraulic,none,80.89,80.82,4.912,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-05T08:10:05,26,200.17,200.17,1.982,8.45,4.264,2.925,,,62.33,58.78,,27.48,31.3,45.51,13/11/9,74.5,0.453,57.4,9.7,,,,,69.29,28.904,89.63,65.95,,0.702,0.0395,55.97,0.9909,normal,-0.0018278,0.0,False,thermal_degradation,none,A_healthy,0.0293,0.0142,1.0,,202.84,138.24,6633.83,5433.35,3531.68,7335.02,physics_informed_nn,1200.48,1286.66,2034.0,0.0019,0.0079,0.0601,1.618,17282.0,0.9993,5.95e-06,False,none,none,,,,,,2007-01-26T12:50:32,2007-04-15T18:30:50,mixed,False,master_technician,False,40.0,,,none,none,33732.91,16571097.23,9865.41,1686.65,53.53,24690.1,21.38,99.914,84.707,1356.0,1.96,6.603,196,False,False,variable_heavy,54.45,85.79,26,0,0,0,water,particulate_mild,61.85,16.97,0.502,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-05T15:34:54,27,207.58,207.58,2.138,7.212,3.374,3.266,,,57.72,61.61,,27.48,34.13,46.32,14/12/10,74.7,0.418,25.6,7.0,,,,,68.55,28.545,89.25,65.49,,0.211,0.0125,244.72,1.0,normal,0.00465998,0.0,False,thermal_degradation,none,A_healthy,0.0304,0.0036,1.0,,260.78,151.69,6626.42,7235.54,4703.1,9767.98,lstm_sequence,-609.12,491.97,2034.0,0.0019,0.008,0.0603,1.618,17282.0,0.9992,6.09e-06,False,none,none,,,,,,2007-03-05T09:21:09,2007-06-18T21:47:32,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,11488.58,1686.65,55.08,24690.1,19.72,99.92,84.253,1356.0,1.96,3.628,196,False,False,variable_heavy,61.83,83.83,27,0,0,0,oil_hydraulic,none,76.63,96.19,1.873,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-05T22:59:43,28,215.0,215.0,1.665,4.455,2.675,2.582,,,59.62,59.83,,27.48,32.35,47.42,14/12/10,143.6,0.465,34.1,4.3,,,,,68.35,28.084,90.39,64.65,,0.27,0.0484,3.56,0.9913,normal,-0.00174398,0.0409,False,thermal_degradation,none,A_healthy,0.0315,0.0173,1.0,,157.66,167.77,6619.0,5868.64,3814.61,7922.66,kalman_filter,750.37,945.16,2034.0,0.002,0.0081,0.0604,1.618,17282.0,0.9992,6.22e-06,False,none,none,,,,,,2007-02-05T05:18:48,2007-05-01T19:20:10,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,12310.75,1686.65,20.16,24690.1,15.22,99.938,88.396,1356.0,1.96,6.176,196,False,False,variable_heavy,70.92,89.31,28,0,0,1,oil_process,water_ingress,81.62,152.93,2.378,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-06T06:24:32,29,222.41,222.41,1.947,5.781,2.97,2.518,,,58.97,63.59,,27.48,36.11,45.87,13/11/9,53.5,0.307,21.5,5.8,,,,,66.78,26.829,89.3,67.19,,0.287,0.0604,225.73,1.0,normal,0.00424613,0.0325,False,thermal_degradation,contamination,A_healthy,0.0325,0.0024,1.0,,116.89,170.69,6611.59,5508.82,3580.73,7436.91,lstm_sequence,1102.77,1239.12,2034.0,0.002,0.0081,0.0606,1.618,17282.0,0.9991,6.35e-06,False,none,none,,,,,,2007-01-29T00:49:09,2007-04-19T08:54:22,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,9361.62,1686.65,33.27,24690.1,14.13,99.943,86.601,1356.0,1.96,2.763,196,False,False,variable_heavy,63.52,85.12,29,0,0,0,oil_hydraulic,chemical_contamination,41.07,34.6,0.537,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-06T13:49:21,30,229.82,229.82,2.022,5.248,2.596,2.826,,,59.39,59.6,,27.48,32.12,46.41,14/12/10,133.0,0.349,16.7,3.6,,,,,67.84,27.638,90.51,63.08,,0.384,0.0371,32.26,0.989,normal,0.0042799,0.0,False,thermal_degradation,abrasive_wear,A_healthy,0.0336,0.0133,1.0,,235.18,141.01,6604.18,7239.88,4705.92,9773.83,particle_filter,-635.7,684.78,2034.0,0.002,0.0082,0.0608,1.618,17282.0,0.9991,6.48e-06,False,none,none,,,,,,2007-03-06T09:45:37,2007-06-19T23:42:59,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,13976.29,1686.65,51.41,24690.1,14.57,99.941,78.838,1356.0,1.96,4.177,196,False,False,variable_heavy,69.16,93.08,30,0,0,0,none,none,78.81,159.72,2.658,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-06T21:14:10,31,237.24,237.24,2.109,6.86,3.253,2.935,,,60.75,60.37,,27.48,32.89,46.19,14/12/10,81.0,0.371,35.7,7.5,,,,,65.21,25.884,90.06,64.53,,1.147,0.0289,9.27,0.9904,normal,-9.594e-05,0.0,False,thermal_degradation,none,A_healthy,0.0347,0.0287,1.0,,148.9,143.2,6596.76,5818.74,3782.18,7855.29,particle_filter,778.03,867.76,2034.0,0.002,0.0083,0.061,1.618,17282.0,0.999,6.61e-06,False,none,none,,,,,,2007-02-05T02:36:14,2007-04-30T23:09:41,mixed,False,master_technician,False,72.0,,,none,none,33732.91,16571097.23,12890.63,1686.65,57.05,24690.1,14.59,99.941,91.098,1356.0,1.96,7.02,196,False,False,variable_heavy,58.38,89.53,31,0,0,0,none,chemical_contamination,47.37,12.93,6.166,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-07T04:38:59,32,244.65,244.65,1.813,6.39,3.524,2.739,,,60.21,58.39,,27.48,30.91,44.99,13/11/9,79.9,0.674,9.8,1.3,,,,,67.36,27.995,89.97,65.47,,1.117,0.0682,122.41,1.0,normal,0.0,0.0168,False,thermal_degradation,none,A_healthy,0.0358,0.0326,1.0,,107.58,159.28,6589.35,5150.15,3347.6,6952.7,weibull_regression,1439.2,1346.18,2034.0,0.0021,0.0083,0.0612,1.618,17282.0,0.999,6.74e-06,False,none,none,,,,,,2007-01-22T11:43:25,2007-04-07T14:16:30,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,15116.04,1686.65,35.85,24690.1,9.17,99.963,84.742,1356.0,1.96,2.867,196,False,False,variable_heavy,64.0,96.77,32,0,0,0,oil_hydraulic,none,54.3,7.15,2.002,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-07T12:03:48,33,252.06,252.06,1.962,7.432,3.789,2.955,,,58.36,58.74,,27.48,31.26,48.99,13/11/9,100.1,0.403,20.4,5.2,,,,,66.16,25.999,88.92,68.3,,0.368,0.0081,70.05,0.9941,normal,0.00057037,0.0203,False,thermal_degradation,none,A_healthy,0.0369,0.0157,1.0,,101.77,127.15,6581.94,7204.7,4683.05,9726.34,particle_filter,-622.76,743.09,2034.0,0.0021,0.0084,0.0613,1.618,17282.0,0.9989,6.87e-06,False,none,none,,,,,,2007-03-06T14:24:48,2007-06-19T16:03:30,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,5461.65,1686.65,50.82,24690.1,11.54,99.953,82.302,1356.0,1.96,2.239,196,False,False,variable_heavy,57.79,88.31,33,0,0,0,oil_hydraulic,none,46.21,5.41,2.056,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-07T19:28:37,34,259.48,259.48,1.763,7.334,4.161,2.324,,,58.81,61.97,,27.48,34.49,47.4,14/12/10,60.2,0.382,15.9,3.8,,,,,68.58,26.256,91.32,63.22,,0.81,0.0222,1.16,1.0,normal,0.0,0.012,False,thermal_degradation,none,A_healthy,0.038,0.0062,1.0,,53.23,141.73,6574.52,7066.69,4593.35,9540.03,physics_informed_nn,-492.17,440.69,2034.0,0.0021,0.0085,0.0615,1.618,17282.0,0.9989,6.99e-06,False,none,none,,,,,,2007-03-04T00:49:22,2007-06-15T02:09:53,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,9259.59,1686.65,36.34,24690.1,12.31,99.95,91.756,1356.0,1.96,6.18,196,False,False,variable_heavy,72.75,95.76,34,0,0,0,oil_process,particulate_mild,53.91,198.84,0.371,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-08T02:53:26,35,266.89,266.89,1.954,5.284,2.704,2.94,,,62.01,60.56,,27.48,33.07,47.31,14/12/10,176.1,0.421,69.4,12.2,,,,,67.7,27.876,89.97,65.91,,0.482,0.0917,16.19,0.9915,normal,0.00049985,0.0151,False,thermal_degradation,none,A_healthy,0.0391,0.0,1.0,,110.68,158.44,6567.11,7370.05,4790.53,9949.57,physics_informed_nn,-802.94,912.01,2034.0,0.0021,0.0085,0.0617,1.618,17282.0,0.9988,7.11e-06,False,none,none,,,,,,2007-03-10T15:55:03,2007-06-26T03:26:10,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,13713.59,1686.65,35.32,24690.1,5.97,99.976,86.175,1356.0,1.96,4.711,196,False,False,variable_heavy,78.13,80.66,35,0,0,0,none,particulate_mild,81.84,11.93,0.033,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-08T10:18:16,36,274.3,274.3,1.958,8.15,4.162,3.08,,,61.25,57.81,,27.48,30.32,45.51,14/12/10,57.3,0.329,11.5,3.4,,,,,65.59,25.389,90.67,69.78,,0.128,0.0418,80.5,0.9925,normal,0.00041557,0.0388,False,thermal_degradation,none,A_healthy,0.0401,0.0,1.0,,156.32,151.8,6559.7,7276.46,4729.7,9823.22,xgboost_gradient,-716.77,681.84,2034.0,0.0022,0.0086,0.0619,1.618,17282.0,0.9988,7.23e-06,False,none,none,,,,,,2007-03-09T00:32:08,2007-06-23T03:17:51,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,13552.64,1686.65,20.23,24690.1,6.39,99.974,86.475,1356.0,1.96,2.927,196,False,False,variable_heavy,55.62,77.8,36,1,0,0,oil_process,none,84.34,44.99,3.655,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-08T17:43:05,37,281.72,281.72,1.982,6.9,3.481,2.904,,,62.92,58.71,,27.48,31.23,43.56,14/12/10,144.7,0.353,9.3,1.2,,,,,68.83,27.977,89.18,65.99,,1.066,0.0482,239.93,0.9848,normal,-0.00303311,0.0,False,thermal_degradation,none,A_healthy,0.0412,0.0148,1.0,,712.09,149.0,6552.28,5226.35,3397.13,7055.58,xgboost_gradient,1325.93,1496.91,2034.0,0.0022,0.0087,0.0621,1.618,17282.0,0.9987,7.35e-06,False,none,none,,,,,,2007-01-25T14:53:40,2007-04-11T20:07:05,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,13976.89,1686.65,29.72,24690.1,8.27,99.967,82.353,1356.0,1.96,3.534,196,False,False,variable_heavy,73.51,71.73,37,0,0,0,oil_hydraulic,none,69.96,61.82,1.429,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-09T01:07:54,38,289.13,289.13,1.974,5.154,2.611,3.429,,,58.19,62.56,,27.48,35.07,47.8,14/12/10,77.3,0.468,20.7,4.2,,,,,67.54,26.527,86.7,63.01,,1.13,0.0124,386.34,0.98,normal,-0.00283531,0.0102,False,thermal_degradation,none,A_healthy,0.0423,0.023,1.0,,217.91,137.52,6544.87,6296.38,4092.65,8500.11,physics_informed_nn,248.49,313.02,2034.0,0.0022,0.0087,0.0622,1.618,17282.0,0.9987,7.47e-06,False,none,none,,,,,,2007-02-17T05:19:13,2007-05-20T01:03:09,mixed,False,oem_certified,True,,,,none,none,33732.91,16571097.23,13196.0,1686.65,22.34,24690.1,4.28,99.983,81.252,1356.0,1.96,6.962,196,False,False,variable_heavy,71.73,97.2,38,0,0,0,gas_compressed_air,none,23.69,11.88,3.618,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-09T08:32:43,39,296.55,296.55,1.937,7.931,4.094,3.397,,,58.43,65.05,,27.48,37.57,46.17,14/12/10,70.3,0.369,28.3,7.8,,,,,67.4,28.037,90.43,66.66,,0.862,0.0423,1.04,0.9869,normal,-0.00261088,0.0126,False,thermal_degradation,adhesive_wear,A_healthy,0.0434,0.0131,1.0,,275.36,155.49,6537.45,7527.24,4892.71,10161.78,xgboost_gradient,-989.79,1085.93,2034.0,0.0022,0.0088,0.0624,1.618,17282.0,0.9986,7.59e-06,False,none,none,,,,,,2007-03-15T04:10:04,2007-07-02T22:42:12,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,7134.45,1686.65,45.29,24690.1,31.55,99.872,78.393,1356.0,1.96,3.348,196,False,False,variable_heavy,71.35,79.99,39,0,0,0,oil_hydraulic,none,41.54,191.66,2.583,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-09T15:57:32,40,303.96,303.96,2.114,7.016,3.318,2.806,,,60.98,62.63,,27.48,35.15,47.53,13/11/9,189.3,0.364,18.2,3.5,,,,,69.45,27.812,88.36,60.62,,1.683,0.0527,11.53,0.9903,normal,-0.00024333,0.0035,False,thermal_degradation,none,A_healthy,0.0445,0.0232,1.0,,116.63,154.14,6530.04,7439.51,4835.68,10043.34,lstm_sequence,-909.47,1056.06,2034.0,0.0023,0.0088,0.0626,1.618,17282.0,0.9986,7.71e-06,False,none,none,,,,,,2007-03-13T15:42:46,2007-06-30T03:32:25,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,7880.86,1686.65,59.25,24690.1,10.74,99.957,81.795,1356.0,1.96,5.66,196,False,False,variable_heavy,68.82,86.89,40,0,0,0,oil_hydraulic,particulate_mild,35.2,18.59,3.473,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-09T23:22:21,41,311.37,311.37,1.995,8.809,4.416,3.176,,,56.27,65.76,,27.48,38.27,44.91,13/11/9,201.9,0.333,10.9,2.7,,,,,66.63,27.079,89.22,64.5,,0.042,0.0056,49.05,0.9956,normal,0.00062785,0.0011,False,thermal_degradation,none,A_healthy,0.0456,0.0,1.0,,426.57,132.32,6522.63,6148.07,3996.24,8299.89,particle_filter,374.56,376.65,2034.0,0.0023,0.0089,0.0628,1.618,17282.0,0.9985,7.82e-06,False,none,none,,,,,,2007-02-15T01:24:22,2007-05-15T17:13:46,mixed,False,journeyman,False,43.0,,,none,none,33732.91,16571097.23,11138.94,1686.65,26.32,24690.1,11.88,99.952,83.111,1356.0,1.96,4.699,196,False,False,variable_heavy,75.68,88.49,41,0,0,0,gas_compressed_air,particulate_mild,49.43,171.99,1.089,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-10T06:47:10,42,318.79,318.79,1.974,7.595,3.848,3.277,,,61.16,57.94,,27.48,30.46,47.39,13/11/9,77.9,0.34,9.1,1.0,,,,,69.12,28.544,90.48,64.16,,0.424,0.0061,13.45,1.0,normal,0.00303311,0.0198,False,thermal_degradation,none,A_healthy,0.0466,0.0,1.0,,67.9,147.56,6515.21,6869.59,4465.23,9273.95,lstm_sequence,-354.38,298.6,2034.0,0.0023,0.009,0.063,1.618,17282.0,0.9984,7.94e-06,False,none,none,,,,,,2007-03-02T09:34:52,2007-06-10T13:56:15,mixed,False,oem_certified,True,,,,none,none,33732.91,16571097.23,8393.48,1686.65,55.9,24690.1,9.44,99.962,82.69,1356.0,1.96,4.815,196,False,False,variable_heavy,55.92,105.78,42,1,0,0,none,none,26.52,1.66,0.201,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-10T14:11:59,43,326.2,326.2,2.193,7.031,3.206,3.361,,,65.57,54.5,,27.48,27.01,45.25,14/12/10,207.3,0.37,30.8,7.6,,,,,67.9,28.34,88.76,68.01,,0.354,0.0228,39.86,0.9736,normal,-0.00126688,0.012,False,thermal_degradation,none,A_healthy,0.0477,0.0,1.0,,335.72,138.03,6507.8,7197.96,4678.68,9717.25,xgboost_gradient,-690.16,714.16,2034.0,0.0023,0.009,0.0631,1.618,17282.0,0.9984,8.05e-06,False,none,none,,,,,,2007-03-09T13:10:52,2007-06-22T12:28:05,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,11864.69,1686.65,30.6,24690.1,7.61,99.969,85.497,1356.0,1.96,4.973,196,False,False,variable_heavy,52.04,82.22,43,0,0,0,oil_process,none,63.49,18.83,2.075,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-10T21:36:48,44,333.61,333.61,1.882,7.923,4.21,3.052,,,61.09,62.22,,27.48,34.73,47.75,14/12/10,72.9,0.385,46.8,5.8,,,,,67.47,27.585,90.68,64.75,,0.19,0.0314,66.85,0.9886,normal,0.00032449,0.0266,False,thermal_degradation,none,A_healthy,0.0488,0.0,1.0,,227.64,151.19,6500.39,6967.05,4528.58,9405.52,xgboost_gradient,-466.67,519.13,2034.0,0.0024,0.0091,0.0633,1.618,17282.0,0.9983,8.16e-06,False,none,none,,,,,,2007-03-05T01:08:25,2007-06-14T15:36:33,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,7922.85,1686.65,57.84,24690.1,19.01,99.923,82.712,1356.0,1.96,5.126,196,False,False,variable_heavy,69.82,87.18,44,0,0,0,oil_hydraulic,chemical_contamination,59.22,38.04,9.269,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-11T05:01:37,45,341.03,341.03,1.765,5.265,2.984,2.617,,,62.39,63.61,,27.48,36.13,44.31,15/13/11,95.2,0.432,10.3,2.3,,,,,68.87,27.975,89.27,63.74,,0.361,0.0234,48.49,0.9828,normal,-0.00149901,0.0449,False,thermal_degradation,none,A_healthy,0.0499,0.0266,1.0,,188.31,122.55,6492.97,5891.6,3829.54,7953.66,kalman_filter,601.37,698.57,2034.0,0.0024,0.0092,0.0635,1.618,17282.0,0.9983,8.28e-06,False,none,none,,,,,,2007-02-10T22:49:35,2007-05-07T20:53:10,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,13915.78,1686.65,37.97,24690.1,20.45,99.917,87.529,1356.0,1.96,6.259,196,False,False,variable_heavy,70.06,94.83,45,1,0,0,gas_compressed_air,none,57.35,249.98,0.092,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-11T12:26:26,46,348.44,348.44,1.882,5.18,2.752,2.77,,,58.71,56.28,,27.48,28.8,48.24,13/11/9,106.9,0.375,13.3,3.3,,,,,68.97,27.91,88.54,67.28,,0.192,0.0236,49.11,0.9869,normal,-0.00173221,0.0,False,thermal_degradation,none,A_healthy,0.051,0.0068,1.0,,169.97,145.83,6485.56,6178.11,4015.77,8340.44,lstm_sequence,307.45,316.79,2034.0,0.0024,0.0092,0.0637,1.618,17282.0,0.9982,8.39e-06,False,none,none,,,,,,2007-02-17T05:29:36,2007-05-18T07:49:49,mixed,False,specialist,False,11.0,,,none,none,33732.91,16571097.23,15594.4,1686.65,53.13,24690.1,14.84,99.94,81.902,1356.0,1.96,4.7,196,False,False,variable_heavy,56.72,78.44,46,0,0,0,gas_compressed_air,none,20.34,7.49,0.702,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-11T19:51:15,47,355.85,355.85,2.255,7.102,3.15,3.471,,,64.88,60.13,,27.48,32.65,46.99,14/12/10,89.8,0.44,33.7,7.8,,,,,69.41,28.128,89.14,67.29,,0.157,0.0822,264.26,0.9907,normal,-0.00186614,0.0,False,thermal_degradation,corrosion_fatigue,A_healthy,0.0521,0.0071,1.0,,348.15,149.53,6478.15,7192.63,4675.21,9710.06,weibull_regression,-714.49,861.68,2034.0,0.0024,0.0093,0.0638,1.618,17282.0,0.9981,8.5e-06,False,none,none,,,,,,2007-03-10T16:10:18,2007-06-23T13:35:37,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,14763.72,1686.65,31.62,24690.1,10.31,99.958,83.129,1356.0,1.96,4.919,196,False,False,variable_heavy,65.34,85.73,47,0,0,0,gas_compressed_air,particulate_mild,21.87,34.49,0.934,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-12T03:16:05,48,363.27,363.27,1.798,8.084,4.496,2.519,,,62.94,62.85,,27.48,35.37,43.97,14/12/10,73.9,0.545,17.8,4.0,,,,,67.91,26.399,88.76,67.16,,0.994,0.0403,11.99,0.9779,normal,0.00086314,0.0,False,thermal_degradation,none,A_healthy,0.0532,0.0212,1.0,,283.85,155.64,6470.73,7823.65,5085.37,10561.92,particle_filter,-1352.92,1592.8,2034.0,0.0025,0.0093,0.064,1.618,17282.0,0.9981,8.61e-06,False,none,none,,,,,,2007-03-24T03:05:31,2007-07-16T05:22:07,mixed,False,journeyman,False,42.0,,,none,none,33732.91,16571097.23,12563.84,1686.65,55.25,24690.1,18.77,99.924,86.029,1356.0,1.96,1.477,196,False,False,variable_heavy,74.41,74.47,48,1,0,0,steam,none,84.42,25.72,0.286,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-12T10:40:54,49,370.68,370.68,1.602,4.622,2.885,2.738,,,61.94,68.14,,27.48,40.66,46.27,13/11/9,143.3,0.464,24.4,5.7,,,,,66.18,27.35,88.89,64.71,,0.528,0.1414,61.66,0.9766,normal,-0.0023959,0.0513,False,thermal_degradation,none,A_healthy,0.0542,0.0254,1.0,,379.51,155.93,6463.32,5033.51,3271.78,6795.24,xgboost_gradient,1429.8,1482.2,2034.0,0.0025,0.0094,0.0642,1.618,17282.0,0.998,8.71e-06,False,none,none,,,,,,2007-01-25T07:26:18,2007-04-08T17:10:06,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,12264.51,1686.65,59.74,24690.1,11.13,99.955,82.049,1356.0,1.96,6.125,196,False,False,variable_heavy,80.88,81.82,49,1,0,0,gas_compressed_air,none,75.75,116.62,1.098,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-12T18:05:43,50,378.1,378.1,2.032,7.658,3.769,2.756,,,62.08,56.23,,27.48,28.75,48.33,14/12/10,62.8,0.347,61.1,7.7,,,,,66.89,25.629,86.97,64.12,,0.253,0.0219,256.96,0.9854,normal,0.00053295,0.0414,False,thermal_degradation,none,A_healthy,0.0553,0.0191,1.0,,200.29,145.05,6455.9,5583.96,3629.57,7538.35,particle_filter,871.94,1080.18,2034.0,0.0025,0.0095,0.0643,1.618,17282.0,0.9979,8.82e-06,False,none,none,,,,,,2007-02-06T02:04:31,2007-04-28T12:27:42,mixed,False,apprentice,False,26.0,,,none,none,33732.91,16571097.23,13543.34,1686.65,59.63,24690.1,11.4,99.954,85.489,1356.0,1.96,7.217,196,False,False,variable_heavy,60.54,66.05,50,0,0,0,steam,chemical_contamination,52.67,34.85,7.211,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-13T01:30:32,51,385.51,385.51,1.971,8.482,4.304,3.059,,,60.63,60.32,,27.48,32.84,43.81,14/12/10,189.9,0.475,50.1,7.0,,,,,68.32,27.865,89.26,66.16,,0.115,0.0308,29.54,0.9955,normal,0.0017031,0.0,False,thermal_degradation,none,A_healthy,0.0564,0.0354,1.0,,199.46,161.04,6448.49,7903.88,5137.52,10670.24,xgboost_gradient,-1455.39,1551.29,2034.0,0.0025,0.0095,0.0645,1.618,17282.0,0.9979,8.93e-06,False,none,none,,,,,,2007-03-26T17:26:59,2007-07-19T23:48:31,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,11870.07,1686.65,46.71,24690.1,18.77,99.924,85.68,1356.0,1.96,3.18,196,False,False,variable_heavy,62.82,85.92,51,1,0,0,steam,particulate_mild,34.45,67.25,1.996,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-13T08:55:21,52,392.92,392.92,1.991,8.333,4.186,2.98,,,58.88,65.41,,27.48,37.93,45.38,14/12/10,116.2,0.373,20.6,4.7,,,,,68.43,27.994,89.77,65.54,,0.41,0.0208,52.29,0.9712,normal,-0.00388837,0.0489,False,thermal_degradation,none,A_healthy,0.0575,0.0032,1.0,,290.24,159.14,6441.08,5352.55,3479.16,7225.95,xgboost_gradient,1088.53,1241.09,2034.0,0.0025,0.0096,0.0647,1.618,17282.0,0.9978,9.03e-06,False,none,none,,,,,,2007-02-01T21:11:55,2007-04-20T22:35:30,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,10533.51,1686.65,40.76,24690.1,22.37,99.909,81.494,1356.0,1.96,2.203,196,False,False,variable_heavy,70.42,84.2,52,0,0,0,steam,none,81.37,66.5,0.695,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-13T16:20:10,53,400.34,400.34,2.147,8.558,3.986,3.677,,,60.23,60.32,,27.48,32.84,44.37,14/12/10,70.5,0.392,10.3,2.3,,,,,68.53,26.399,89.94,65.76,,0.759,0.033,38.49,0.9864,normal,0.00169195,0.0285,False,thermal_degradation,none,A_healthy,0.0586,0.0205,1.0,,138.15,151.13,6433.66,6819.04,4432.38,9205.7,lstm_sequence,-385.38,432.8,2034.0,0.0026,0.0096,0.0649,1.618,17282.0,0.9977,9.14e-06,False,none,none,,,,,,2007-03-04T17:51:20,2007-06-12T04:31:10,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,10665.19,1686.65,37.0,24690.1,25.62,99.896,77.338,1356.0,1.96,6.364,196,False,False,variable_heavy,62.79,90.88,53,1,0,0,oil_hydraulic,particulate_severe,33.37,105.63,0.343,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-13T23:44:59,54,407.75,407.75,1.838,5.342,2.907,3.304,,,61.65,60.55,,27.48,33.06,44.74,14/12/10,66.0,0.524,50.6,11.1,,,,,67.97,26.473,90.9,68.63,,0.278,0.0252,88.83,0.9835,normal,0.00137344,0.0249,False,thermal_degradation,none,A_healthy,0.0597,0.002,1.0,,202.04,140.14,6426.25,5099.05,3314.38,6883.71,xgboost_gradient,1327.2,1270.02,2034.0,0.0026,0.0097,0.065,1.618,17282.0,0.9977,9.24e-06,False,none,none,,,,,,2007-01-28T05:16:22,2007-04-12T13:56:20,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,16062.77,1686.65,34.16,24690.1,9.92,99.96,85.728,1356.0,1.96,2.414,196,False,False,variable_heavy,66.12,95.71,54,0,1,0,oil_process,particulate_mild,59.15,60.27,0.577,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-14T07:09:48,55,415.16,415.16,2.083,9.095,4.366,2.942,,,64.61,66.77,,27.48,39.29,48.62,14/12/10,72.3,0.339,13.1,2.5,,,,,66.93,26.637,91.01,63.24,,0.617,0.0089,434.07,0.9868,normal,0.00027733,0.0,False,thermal_degradation,adhesive_wear,A_healthy,0.0607,0.0184,1.0,,135.92,161.13,6418.84,5769.88,3750.42,7789.33,weibull_regression,648.96,796.91,2034.0,0.0026,0.0098,0.0652,1.618,17282.0,0.9976,9.35e-06,False,none,none,,,,,,2007-02-11T12:06:05,2007-05-06T15:33:29,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,8237.18,1686.65,29.8,24690.1,7.96,99.968,86.058,1356.0,1.96,4.956,196,False,False,variable_heavy,85.81,69.0,55,1,0,0,steam,none,31.39,0.51,2.215,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-14T14:34:37,56,422.58,422.58,1.951,5.526,2.833,2.939,,,65.32,60.83,,27.48,33.35,45.81,15/13/11,105.8,0.32,20.2,2.4,,,,,68.95,27.895,91.11,63.23,,0.266,0.0111,12.83,1.0,normal,0.00090944,0.0071,False,thermal_degradation,electrical_pitting,A_healthy,0.0618,0.0152,1.0,,253.08,171.8,6411.42,5485.5,3565.58,7405.43,weibull_regression,925.92,1126.73,2034.0,0.0026,0.0098,0.0654,1.618,17282.0,0.9975,9.45e-06,False,none,none,,,,,,2007-02-05T21:19:37,2007-04-26T21:15:07,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,8618.29,1686.65,30.35,24690.1,15.88,99.936,82.7,1356.0,1.96,5.853,196,False,False,variable_heavy,70.56,79.3,56,1,0,0,gas_compressed_air,water_ingress,45.4,58.13,0.027,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-14T21:59:26,57,429.99,429.99,2.088,6.753,3.235,2.796,,,56.35,59.72,,27.48,32.24,47.81,14/12/10,119.9,0.446,14.7,1.6,,,,,68.86,27.359,89.07,66.71,,0.932,0.0337,24.3,0.9848,normal,0.00272055,0.0181,False,thermal_degradation,none,A_healthy,0.0629,0.0151,1.0,,276.12,142.61,6404.01,5934.47,3857.4,8011.53,physics_informed_nn,469.54,546.23,2034.0,0.0027,0.0099,0.0655,1.618,17282.0,0.9975,9.55e-06,False,none,none,,,,,,2007-02-15T13:13:27,2007-05-13T02:17:16,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,11617.72,1686.65,36.32,24690.1,10.31,99.958,85.373,1356.0,1.96,3.252,196,False,False,variable_heavy,65.2,94.22,57,0,0,0,oil_process,none,86.94,6.54,3.915,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-15T05:24:15,58,437.4,437.4,1.819,4.736,2.603,2.78,,,59.42,63.07,,27.48,35.58,44.95,13/11/9,60.5,0.402,21.3,5.9,,,,,65.61,26.044,89.46,65.79,,0.384,0.0262,42.66,0.9896,normal,0.00063217,0.0514,False,thermal_degradation,none,A_healthy,0.064,0.0255,1.0,,211.17,151.62,6396.6,6826.02,4436.91,9215.13,xgboost_gradient,-429.43,556.96,2034.0,0.0027,0.0099,0.0657,1.618,17282.0,0.9974,9.65e-06,False,none,none,,,,,,2007-03-06T10:24:57,2007-06-13T23:31:26,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,8366.86,1686.65,24.63,24690.1,9.63,99.961,86.78,1356.0,1.96,6.577,196,False,False,variable_heavy,73.65,86.88,58,1,0,0,none,none,76.77,14.89,2.2,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-15T12:49:04,59,444.82,444.82,1.934,8.036,4.154,3.359,,,65.6,57.21,,27.48,29.73,46.12,14/12/10,77.8,0.327,12.7,2.3,,,,,67.72,27.309,88.55,65.2,,1.368,0.0206,213.06,0.9938,normal,0.00207159,0.0579,False,thermal_degradation,none,A_healthy,0.0651,0.0242,1.0,,250.32,152.46,6389.18,5859.22,3808.49,7909.95,physics_informed_nn,529.96,433.0,2034.0,0.0027,0.01,0.0659,1.618,17282.0,0.9973,9.75e-06,False,none,none,,,,,,2007-02-14T14:25:42,2007-05-11T01:09:21,mixed,False,master_technician,False,27.0,,,none,none,33732.91,16571097.23,6655.77,1686.65,39.51,24690.1,9.2,99.963,85.859,1356.0,1.96,3.741,196,False,False,variable_heavy,59.69,75.43,59,1,0,0,oil_hydraulic,chemical_contamination,87.45,82.41,0.121,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-15T20:13:54,60,452.23,452.23,1.835,5.619,3.062,2.843,,,65.98,60.67,,27.48,33.19,48.33,14/12/10,110.7,0.357,31.7,3.3,,,,,68.46,26.215,88.28,61.19,,0.252,0.162,12.3,0.9901,normal,0.00066016,0.0,False,thermal_degradation,none,A_healthy,0.0662,0.0147,1.0,,215.0,137.64,6381.77,7289.98,4738.49,9841.48,xgboost_gradient,-908.22,899.09,2034.0,0.0027,0.0101,0.066,1.618,17282.0,0.9972,9.85e-06,False,none,none,,,,,,2007-03-16T17:13:25,2007-07-01T00:43:05,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,7347.91,1686.65,28.12,24690.1,17.8,99.928,80.312,1356.0,1.96,5.669,196,False,False,variable_heavy,66.79,83.59,60,0,0,0,water,none,70.1,60.3,1.742,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-16T03:38:43,61,459.65,459.65,2.044,6.092,2.981,3.068,,,56.63,64.63,,27.48,37.14,44.06,13/11/9,79.9,0.625,15.7,1.9,,,,,67.03,27.128,88.2,63.24,,0.651,0.0406,2.15,0.979,normal,-0.00420044,0.045,False,thermal_degradation,abrasive_wear,A_healthy,0.0673,0.0302,1.0,,299.23,156.56,6374.35,5408.27,3515.37,7301.16,xgboost_gradient,966.09,1242.24,2034.0,0.0027,0.0101,0.0662,1.618,17282.0,0.9972,9.95e-06,False,none,none,,,,,,2007-02-05T19:46:41,2007-04-25T16:40:15,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,12814.97,1686.65,50.73,24690.1,22.57,99.909,90.731,1356.0,1.96,5.991,196,False,False,variable_heavy,72.35,87.21,61,1,0,1,oil_process,particulate_mild,26.81,81.49,1.13,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-16T11:03:32,62,467.06,467.06,2.005,9.133,4.556,2.947,,,64.1,57.72,,27.48,30.24,47.23,14/12/10,153.8,0.406,31.4,5.3,,,,,68.1,26.239,88.18,61.53,,0.735,0.0321,72.61,0.968,normal,-0.0033741,0.0,False,thermal_degradation,none,A_healthy,0.0683,0.0458,1.0,,392.06,164.06,6366.94,5995.74,3897.23,8094.25,physics_informed_nn,371.2,387.58,2034.0,0.0028,0.0102,0.0664,1.618,17282.0,0.9971,1.005e-05,False,none,none,,,,,,2007-02-18T08:55:45,2007-05-16T19:26:18,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,14195.42,1686.65,25.86,24690.1,8.51,99.966,88.505,1356.0,1.96,3.756,196,False,False,variable_heavy,67.18,79.85,62,1,0,1,gas_compressed_air,none,59.79,185.68,1.94,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-16T18:28:21,63,474.47,474.47,2.002,5.818,2.905,2.867,,,57.63,60.38,,27.48,32.9,43.83,13/11/9,129.5,0.418,25.1,4.1,,,,,69.24,28.328,90.1,70.75,,0.189,0.0132,130.53,0.9897,normal,3.031e-05,0.0,False,thermal_degradation,electrical_pitting,A_healthy,0.0694,0.0337,1.0,,478.3,143.19,6359.53,5762.62,3745.7,7779.54,lstm_sequence,596.91,520.98,2034.0,0.0028,0.0102,0.0665,1.618,17282.0,0.997,1.015e-05,False,none,none,,,,,,2007-02-13T19:46:58,2007-05-08T20:42:00,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,10982.05,1686.65,32.97,24690.1,13.86,99.944,88.974,1356.0,1.96,1.656,196,False,False,variable_heavy,66.02,78.7,63,1,0,0,water,water_ingress,32.34,9.08,3.644,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-17T01:53:10,64,481.89,481.89,1.921,5.126,2.668,2.948,,,60.82,61.86,,27.48,34.38,45.54,14/12/10,126.1,0.359,19.5,3.5,,,,,68.56,27.839,89.94,64.64,,0.293,0.0518,156.35,0.9768,normal,-0.00340674,0.038,False,thermal_degradation,none,A_healthy,0.0705,0.0396,1.0,,308.03,154.99,6352.11,7523.05,4889.98,10156.12,physics_informed_nn,-1170.94,1126.88,2034.0,0.0028,0.0103,0.0667,1.618,17282.0,0.997,1.025e-05,False,none,none,,,,,,2007-03-22T19:24:39,2007-07-10T12:28:42,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,14756.06,1686.65,27.27,24690.1,8.47,99.966,77.755,1356.0,1.96,2.723,196,False,False,variable_heavy,69.92,87.91,64,0,0,0,steam,none,23.73,19.64,1.178,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-17T09:17:59,65,489.3,489.3,2.148,8.72,4.06,3.133,,,69.0,55.93,,27.48,28.44,45.94,14/12/10,67.7,0.451,48.3,12.4,,,,,66.96,26.919,91.23,66.13,,0.696,0.0436,181.13,0.9916,normal,0.00030425,0.0062,False,thermal_degradation,none,A_healthy,0.0716,0.0109,1.0,,151.55,171.25,6344.7,5580.21,3627.14,7533.29,lstm_sequence,764.49,614.97,2034.0,0.0028,0.0103,0.0669,1.618,17282.0,0.9969,1.034e-05,False,none,none,,,,,,2007-02-10T15:24:24,2007-05-03T00:28:54,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,6392.06,1686.65,40.76,24690.1,27.33,99.889,81.834,1356.0,1.96,2.182,196,False,False,variable_heavy,59.38,90.29,65,1,0,0,water,none,30.09,14.92,1.644,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-17T16:42:48,66,496.71,496.71,1.886,5.065,2.686,2.7,,,59.59,61.0,,27.48,33.51,43.31,14/12/10,77.4,0.594,21.3,4.7,,,,,68.0,28.083,88.73,67.12,,0.54,0.0984,168.72,0.9694,normal,-0.00191176,0.0031,False,thermal_degradation,none,A_healthy,0.0727,0.0233,1.0,,414.55,144.85,6337.29,4885.92,3175.85,6595.99,particle_filter,1451.37,1294.23,2034.0,0.0029,0.0104,0.067,1.618,17282.0,0.9968,1.044e-05,False,none,none,,,,,,2007-01-27T11:40:25,2007-04-08T17:44:45,mixed,False,oem_certified,True,,,,none,none,33732.91,16571097.23,14552.41,1686.65,26.87,24690.1,11.96,99.952,78.723,1356.0,1.96,4.827,196,False,False,variable_heavy,63.14,82.87,66,0,0,1,steam,none,57.64,11.4,0.153,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-18T00:07:37,67,504.13,504.13,2.053,8.131,3.961,3.184,,,58.54,65.04,,27.48,37.56,44.02,14/12/10,74.1,0.627,31.6,6.8,,,,,68.14,28.24,89.3,64.64,,0.22,0.038,14.41,0.9783,normal,0.00206824,0.0197,False,thermal_degradation,none,A_healthy,0.0738,0.0196,1.0,,269.01,149.1,6329.87,5875.79,3819.26,7932.32,kalman_filter,454.08,534.49,2034.0,0.0029,0.0105,0.0672,1.618,17282.0,0.9967,1.054e-05,False,none,none,,,,,,2007-02-17T10:01:20,2007-05-14T02:32:56,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,13944.32,1686.65,33.28,24690.1,5.68,99.977,85.352,1356.0,1.96,2.298,196,False,False,variable_heavy,71.65,75.99,67,1,0,0,steam,particulate_mild,34.76,51.78,0.012,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-18T07:32:26,68,511.54,511.54,2.339,7.1,3.035,3.391,,,53.89,64.24,,27.48,36.76,48.46,14/12/10,79.0,0.61,40.3,9.3,,,,,68.09,26.458,90.13,66.36,,0.097,0.0766,185.63,0.9919,normal,0.00043879,0.008,False,thermal_degradation,none,A_healthy,0.0749,0.0154,1.0,,125.58,151.14,6322.46,7129.0,4633.85,9624.14,particle_filter,-806.54,932.24,2034.0,0.0029,0.0105,0.0674,1.618,17282.0,0.9966,1.063e-05,False,none,none,,,,,,2007-03-15T20:02:19,2007-06-27T19:11:15,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,15937.15,1686.65,49.56,24690.1,5.16,99.979,79.127,1356.0,1.96,4.953,196,False,False,variable_heavy,74.68,74.66,68,1,0,0,water,particulate_mild,29.2,8.01,3.052,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-18T14:57:15,69,518.95,518.95,1.936,5.693,2.941,3.189,,,57.72,59.38,,27.48,31.9,45.16,14/12/10,67.2,0.383,39.8,6.9,,,,,68.7,28.652,89.47,61.11,,0.159,0.0771,39.39,0.9823,normal,0.00110431,0.0115,False,thermal_degradation,none,A_healthy,0.0759,0.0342,1.0,,256.09,151.34,6315.05,7427.46,4827.85,10027.07,xgboost_gradient,-1112.41,1353.08,2034.0,0.0029,0.0106,0.0675,1.618,17282.0,0.9966,1.073e-05,False,none,none,,,,,,2007-03-22T08:41:02,2007-07-08T16:17:41,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,12079.5,1686.65,27.41,24690.1,10.97,99.956,77.508,1356.0,1.96,5.785,196,False,False,variable_heavy,66.39,84.23,69,1,0,1,none,particulate_severe,75.15,51.84,1.988,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-18T22:22:04,70,526.37,526.37,1.9,8.561,4.506,2.526,,,58.81,61.13,,27.48,33.65,45.87,14/12/10,60.6,0.326,51.4,7.1,,,,,68.68,28.778,90.56,65.97,,1.5,0.0796,232.05,0.9909,normal,-0.00014274,0.0203,False,thermal_degradation,none,A_healthy,0.077,0.0197,1.0,,163.64,137.58,6307.63,5527.51,3592.88,7462.13,physics_informed_nn,780.13,949.23,2034.0,0.0029,0.0106,0.0677,1.618,17282.0,0.9965,1.082e-05,False,none,none,,,,,,2007-02-11T02:07:14,2007-05-02T16:44:51,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,6290.68,1686.65,58.4,24690.1,9.31,99.962,90.305,1356.0,1.96,7.824,196,False,False,variable_heavy,65.44,83.79,70,1,0,0,oil_process,water_ingress,20.93,80.97,1.225,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-19T05:46:53,71,533.78,533.78,1.991,5.128,2.575,3.612,,,64.26,62.39,,27.48,34.91,44.52,14/12/10,85.4,0.741,37.3,9.1,,,,,66.65,26.29,87.62,63.63,,0.805,0.094,32.04,0.9687,normal,-0.00014473,0.0052,False,thermal_degradation,none,A_healthy,0.0781,0.024,1.0,,632.53,132.87,6300.22,5803.67,3772.38,7834.95,xgboost_gradient,496.55,493.01,2034.0,0.003,0.0107,0.0679,1.618,17282.0,0.9964,1.092e-05,False,none,none,,,,,,2007-02-17T03:36:52,2007-05-12T18:53:51,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,7758.3,1686.65,35.04,24690.1,10.02,99.959,79.053,1356.0,1.96,4.547,196,False,False,variable_heavy,58.97,85.1,71,1,0,0,oil_hydraulic,particulate_mild,65.43,34.47,9.389,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-19T13:11:43,72,541.2,541.2,2.212,9.319,4.214,1.998,,,62.52,61.43,,27.48,33.95,45.81,13/11/9,105.6,0.373,32.8,7.6,,,,,67.95,28.387,88.33,66.71,,0.491,0.0065,181.65,0.976,normal,-0.00045391,0.0,False,thermal_degradation,none,A_healthy,0.0792,0.0229,1.0,,437.2,143.16,6292.8,5535.54,3598.1,7472.97,xgboost_gradient,757.27,651.2,2034.0,0.003,0.0107,0.068,1.618,17282.0,0.9963,1.101e-05,False,none,none,,,,,,2007-02-11T20:57:47,2007-05-03T14:24:02,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,16073.88,1686.65,25.65,24690.1,17.62,99.929,80.365,1356.0,1.96,1.981,196,False,False,variable_heavy,73.54,83.3,72,0,0,0,oil_process,water_ingress,57.5,51.32,1.046,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-19T20:36:32,73,548.61,548.61,1.944,8.848,4.551,2.855,,,61.59,61.81,,27.48,34.32,44.88,14/12/10,83.2,0.455,110.5,19.5,,,,,67.29,25.867,89.36,67.58,,0.256,0.0543,9.49,0.9816,normal,-0.00206921,0.0,False,thermal_degradation,none,A_healthy,0.0803,0.0316,1.0,,315.99,172.97,6285.39,5237.58,3404.43,7070.73,physics_informed_nn,1047.81,926.45,2034.0,0.003,0.0108,0.0682,1.618,17282.0,0.9962,1.11e-05,False,none,none,,,,,,2007-02-05T23:23:50,2007-04-23T08:32:57,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,16155.99,1686.65,23.42,24690.1,9.38,99.962,84.059,1356.0,1.96,6.111,196,False,False,variable_heavy,67.25,89.44,73,1,0,2,oil_hydraulic,none,32.66,57.73,2.033,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-20T04:01:21,74,556.02,556.02,1.927,8.022,4.163,2.523,,,62.28,59.29,,27.48,31.81,46.77,14/12/10,82.1,0.4,25.6,4.0,,,,,66.13,27.109,87.75,67.63,,0.52,0.0782,9.55,0.9906,normal,0.00166025,0.0005,False,thermal_degradation,none,A_healthy,0.0814,0.0169,1.0,,96.6,158.3,6277.98,5912.67,3843.24,7982.11,particle_filter,365.3,421.33,2034.0,0.003,0.0108,0.0684,1.618,17282.0,0.9962,1.119e-05,False,none,none,,,,,,2007-02-20T08:21:34,2007-05-17T13:47:44,mixed,False,apprentice,True,,,,none,none,33732.91,16571097.23,14879.52,1686.65,33.39,24690.1,9.09,99.963,86.934,1356.0,1.96,7.347,196,False,False,variable_heavy,63.06,74.45,74,0,0,0,water,none,28.6,117.28,0.58,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-20T11:26:10,75,563.44,563.44,1.695,4.42,2.608,3.322,,,57.45,67.23,,27.48,39.75,47.85,13/11/9,166.4,0.468,65.3,17.9,,,,,67.94,27.266,88.03,67.12,,0.688,0.1282,99.66,0.9705,normal,-0.00408321,0.0275,False,thermal_degradation,none,A_healthy,0.0824,0.0528,1.0,,354.06,138.88,6270.56,6971.13,4531.24,9411.03,xgboost_gradient,-700.57,891.07,2034.0,0.003,0.0109,0.0685,1.618,17282.0,0.9961,1.129e-05,False,none,none,,,,,,2007-03-14T17:00:08,2007-06-24T08:53:54,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,7138.55,1686.65,40.54,24690.1,12.6,99.949,87.007,1356.0,1.96,6.175,196,False,False,variable_heavy,71.13,98.27,75,1,1,1,oil_hydraulic,particulate_severe,34.34,40.55,0.112,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-20T18:50:59,76,570.85,570.85,2.15,8.09,3.762,3.387,,,53.8,63.69,,27.48,36.21,47.09,14/12/10,114.9,0.452,108.9,19.4,,,,,68.33,27.169,88.22,64.17,,0.398,0.0677,110.62,0.9612,normal,-0.00149657,0.0613,False,thermal_degradation,none,A_healthy,0.0835,0.0469,1.0,,395.56,147.98,6263.15,5437.99,3534.69,7341.29,kalman_filter,825.16,859.44,2034.0,0.0031,0.011,0.0687,1.618,17282.0,0.996,1.138e-05,False,none,none,,,,,,2007-02-11T01:50:40,2007-05-01T09:08:27,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,12585.81,1686.65,24.44,24690.1,7.33,99.97,81.246,1356.0,1.96,7.66,196,False,False,variable_heavy,79.76,77.21,76,1,0,1,steam,water_ingress,75.6,20.04,0.073,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-21T02:15:48,77,578.26,578.26,2.081,6.163,2.962,2.83,,,57.75,57.5,,27.48,30.02,46.51,13/11/9,71.9,0.671,14.8,3.3,,,,,68.49,27.318,90.08,67.65,,0.606,0.0292,2.55,0.9853,normal,0.00184963,0.0076,False,thermal_degradation,none,A_healthy,0.0846,0.0428,1.0,,169.0,149.06,6255.74,5540.8,3601.52,7480.08,lstm_sequence,714.94,886.38,2034.0,0.0031,0.011,0.0688,1.618,17282.0,0.9959,1.147e-05,False,none,none,,,,,,2007-02-13T12:39:42,2007-05-05T07:56:26,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,13947.49,1686.65,53.61,24690.1,21.38,99.913,83.002,1356.0,1.96,5.775,196,False,False,variable_heavy,53.23,85.53,77,1,0,0,oil_process,none,26.83,106.96,3.624,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-21T09:40:37,79,585.68,585.68,2.106,9.476,4.5,2.938,,,58.81,56.12,,27.48,28.64,46.09,14/12/10,71.3,0.363,17.4,1.8,,,,,68.57,26.176,88.66,61.62,,1.439,0.1291,122.61,0.9875,normal,0.00119522,0.0,False,thermal_degradation,none,A_healthy,0.0857,0.0441,1.0,,187.41,147.04,6248.32,7033.69,4571.9,9495.48,xgboost_gradient,-785.37,843.28,2034.0,0.0031,0.0111,0.069,1.618,17282.0,0.9958,1.156e-05,False,none,none,,,,,,2007-03-16T22:31:18,2007-06-27T12:18:46,mixed,False,specialist,False,38.0,,,none,none,33732.91,16571097.23,7208.02,1686.65,49.88,24690.1,8.96,99.964,85.461,1356.0,1.96,2.388,196,False,False,variable_heavy,55.4,96.55,79,1,0,0,water,particulate_mild,73.77,93.58,2.829,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-21T17:05:26,80,593.09,593.09,2.221,7.982,3.593,2.748,,,60.76,60.39,,27.48,32.91,46.7,14/12/10,123.9,0.424,18.6,3.3,,,,,68.57,26.885,89.38,67.71,,0.784,0.0799,9.59,0.9832,normal,-0.00148668,0.0174,False,thermal_degradation,imbalance_induced,A_healthy,0.0868,0.0166,1.0,,296.04,143.29,6240.91,5454.76,3545.59,7363.92,particle_filter,786.15,967.65,2034.0,0.0031,0.0111,0.0692,1.618,17282.0,0.9957,1.165e-05,False,none,none,,,,,,2007-02-12T08:28:07,2007-05-02T21:37:59,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,13780.26,1686.65,59.98,24690.1,20.46,99.917,84.997,1356.0,1.96,5.774,196,False,False,variable_heavy,71.51,90.9,80,1,0,2,oil_process,particulate_mild,81.49,62.75,2.67,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-22T00:30:15,81,600.5,600.5,2.032,8.649,4.256,3.422,,,61.16,65.07,,27.48,37.59,47.17,13/11/9,68.2,0.359,84.3,19.1,,,,,68.09,26.545,90.48,61.62,,1.079,0.0283,39.92,0.9828,normal,0.00244902,0.0521,False,thermal_degradation,none,A_healthy,0.0879,0.0352,1.0,,191.78,158.35,6233.5,7251.7,4713.6,9789.79,kalman_filter,-1018.2,1235.96,2034.0,0.0031,0.0112,0.0693,1.618,17282.0,0.9957,1.174e-05,False,none,none,,,,,,2007-03-22T02:21:06,2007-07-05T20:26:42,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,15366.01,1686.65,49.25,24690.1,15.18,99.939,86.433,1356.0,1.96,2.512,196,False,False,variable_heavy,70.86,88.99,81,0,0,1,water,none,74.47,17.41,0.008,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-22T07:55:04,82,607.92,607.92,1.947,7.56,3.884,2.596,,,55.78,61.33,,27.48,33.85,46.28,14/12/10,86.0,0.438,14.9,3.6,,,,,67.13,27.517,90.33,67.03,,0.43,0.044,74.65,0.9848,normal,0.00470381,0.0,False,thermal_degradation,none,A_healthy,0.089,0.0283,1.0,,187.19,146.46,6226.08,5491.46,3569.45,7413.47,particle_filter,734.62,775.27,2034.0,0.0032,0.0112,0.0695,1.618,17282.0,0.9956,1.183e-05,False,none,none,,,,,,2007-02-13T17:38:47,2007-05-04T19:39:23,mixed,False,apprentice,False,17.0,,,none,none,33732.91,16571097.23,5113.76,1686.65,51.29,24690.1,11.58,99.953,88.641,1356.0,1.96,7.907,196,False,False,variable_heavy,67.16,73.72,82,1,0,0,gas_compressed_air,particulate_severe,81.98,85.6,4.536,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-22T15:19:53,83,615.33,615.33,1.818,7.901,4.346,3.354,,,59.83,62.72,,27.48,35.23,44.33,13/11/9,92.5,0.41,20.1,3.3,,,,,68.97,27.033,89.17,63.42,,0.531,0.0074,16.47,0.9691,normal,-0.00324379,0.032,False,thermal_degradation,none,A_healthy,0.09,0.0316,1.0,,361.24,142.26,6218.67,6656.31,4326.6,8986.01,xgboost_gradient,-437.64,410.42,2034.0,0.0032,0.0113,0.0696,1.618,17282.0,0.9955,1.192e-05,False,none,none,,,,,,2007-03-10T07:29:03,2007-06-15T09:11:27,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,13549.38,1686.65,29.76,24690.1,5.34,99.978,87.434,1356.0,1.96,7.961,196,False,False,variable_heavy,76.48,84.99,83,2,0,1,steam,particulate_mild,36.5,48.89,0.003,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-22T22:44:42,84,622.75,622.75,1.895,6.418,3.386,3.279,,,65.05,60.78,,27.48,33.3,44.92,13/11/9,73.8,0.49,22.9,3.9,,,,,67.25,28.159,89.29,65.31,,0.394,0.0266,210.12,0.9802,normal,-0.00147085,0.0,False,thermal_degradation,none,A_healthy,0.0911,0.0416,1.0,,435.19,140.74,6211.25,7204.08,4682.65,9725.51,weibull_regression,-992.83,848.23,2034.0,0.0032,0.0113,0.0698,1.618,17282.0,0.9954,1.201e-05,False,none,none,,,,,,2007-03-22T00:47:14,2007-07-05T02:13:01,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,5963.27,1686.65,44.49,24690.1,20.49,99.917,85.364,1356.0,1.96,1.707,196,False,False,variable_heavy,63.97,86.54,84,2,0,1,steam,none,68.45,87.6,0.007,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-23T06:09:31,85,630.16,630.16,1.859,6.338,3.41,2.802,,,64.65,65.07,,27.48,37.59,45.71,14/12/10,101.2,0.631,42.2,12.6,,,,,67.48,27.004,89.53,71.12,,0.249,0.1018,376.68,0.9728,normal,-0.00206862,0.0026,False,thermal_degradation,none,A_healthy,0.0922,0.0216,1.0,,321.55,142.8,6203.84,6681.56,4343.01,9020.11,kalman_filter,-477.72,479.08,2034.0,0.0032,0.0114,0.07,1.618,17282.0,0.9953,1.21e-05,False,none,none,,,,,,2007-03-11T10:56:18,2007-06-16T21:29:03,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,5575.66,1686.65,59.15,24690.1,21.26,99.914,83.678,1356.0,1.96,1.914,196,False,False,variable_heavy,71.23,87.28,85,0,0,0,oil_hydraulic,particulate_mild,27.36,30.59,1.045,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-23T13:34:21,86,637.57,637.57,2.069,6.976,3.371,3.081,,,60.76,59.29,,27.48,31.8,45.49,14/12/10,110.9,0.448,20.1,4.1,,,,,68.36,27.455,89.87,67.05,,0.375,0.0432,36.84,0.9593,normal,-0.00469738,0.0,False,thermal_degradation,none,A_healthy,0.0933,0.062,1.0,,419.32,131.08,6196.43,7474.1,4858.16,10090.03,xgboost_gradient,-1277.67,1590.68,2034.0,0.0032,0.0114,0.0701,1.618,17282.0,0.9952,1.218e-05,False,none,none,,,,,,2007-03-28T06:37:13,2007-07-15T06:33:14,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,7276.22,1686.65,50.91,24690.1,17.51,99.929,88.103,1356.0,1.96,7.168,196,False,False,variable_heavy,61.84,89.0,86,1,1,0,gas_compressed_air,particulate_mild,54.84,134.16,0.838,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-23T20:59:10,87,644.99,644.99,2.189,9.656,4.411,3.074,,,66.18,61.87,,27.48,34.39,45.63,13/11/9,174.9,0.412,15.0,1.9,,,,,67.62,28.232,87.43,61.23,,1.629,0.0103,348.2,0.9725,normal,-0.0024434,0.0286,False,thermal_degradation,none,A_healthy,0.0944,0.037,1.0,,415.7,163.26,6189.01,6513.49,4233.77,8793.21,lstm_sequence,-324.48,336.79,2034.0,0.0033,0.0115,0.0703,1.618,17282.0,0.9951,1.227e-05,False,none,none,,,,,,2007-03-08T13:43:56,2007-06-11T13:27:16,mixed,False,master_technician,True,,,,none,none,33732.91,16571097.23,10897.59,1686.65,42.71,24690.1,21.22,99.914,84.667,1356.0,1.96,6.388,196,False,False,variable_heavy,69.38,84.05,87,0,0,0,oil_process,chemical_contamination,83.42,73.43,7.538,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-24T04:23:59,88,652.4,652.4,2.226,9.675,4.346,3.065,,,57.35,63.37,,27.48,35.88,45.52,14/12/10,128.0,0.34,22.8,3.6,,,,,67.56,25.794,90.79,65.31,,1.428,0.094,3.2,0.9919,normal,0.00456924,0.0155,False,thermal_degradation,none,A_healthy,0.0955,0.0332,1.0,,203.38,137.28,6181.6,6644.36,4318.84,8969.89,lstm_sequence,-462.76,526.79,2034.0,0.0033,0.0115,0.0704,1.618,17282.0,0.995,1.236e-05,False,none,none,,,,,,2007-03-11T14:34:52,2007-06-16T12:06:28,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,7718.65,1686.65,21.14,24690.1,16.02,99.935,86.564,1356.0,1.96,2.374,196,False,False,variable_heavy,83.55,85.33,88,1,0,0,water,none,88.27,78.59,5.97,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-24T11:48:48,89,659.81,659.81,1.928,6.956,3.607,3.386,,,61.79,63.77,,27.48,36.28,44.44,15/13/11,99.2,0.431,31.8,6.6,,,,,69.92,28.883,91.56,65.52,,2.856,0.188,460.49,0.9722,normal,-0.00159336,0.0,False,thermal_degradation,none,A_healthy,0.0965,0.0331,1.0,,332.96,147.69,6174.19,6619.89,4302.93,8936.85,lstm_sequence,-445.7,417.13,2034.0,0.0033,0.0116,0.0706,1.618,17282.0,0.9949,1.244e-05,False,none,none,,,,,,2007-03-11T09:45:25,2007-06-15T22:43:03,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,5478.37,1686.65,30.73,24690.1,17.31,99.93,84.686,1356.0,1.96,3.461,196,False,False,variable_heavy,82.06,83.68,89,0,0,0,water,none,39.24,24.45,0.561,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-24T19:13:37,90,667.23,667.23,2.607,9.428,3.616,2.787,,,58.36,64.86,,27.48,37.38,43.28,14/12/10,91.2,0.494,26.8,5.4,,,,,68.09,27.094,87.33,63.48,,0.596,0.1093,89.81,0.9848,normal,0.00239127,0.04,False,thermal_degradation,none,A_healthy,0.0976,0.0448,1.0,,196.06,127.77,6166.77,5437.05,3534.09,7340.02,xgboost_gradient,729.72,715.9,2034.0,0.0033,0.0117,0.0708,1.618,17282.0,0.9948,1.253e-05,False,none,none,,,,,,2007-02-15T01:45:15,2007-05-05T08:43:24,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,7054.25,1686.65,52.09,24690.1,13.24,99.946,83.669,1356.0,1.96,7.475,196,False,False,variable_heavy,79.12,89.7,90,1,0,0,oil_hydraulic,none,28.19,9.65,3.133,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-25T02:38:26,91,674.64,674.64,2.067,6.624,3.204,2.69,,,57.45,61.16,,27.48,33.68,45.15,13/11/9,85.3,0.492,16.6,4.6,,,,,68.41,28.598,89.96,66.62,,0.284,0.0951,591.92,0.972,normal,0.00253862,0.0485,False,thermal_degradation,none,A_healthy,0.0987,0.0371,1.0,,285.76,134.11,6159.36,7161.93,4655.25,9668.6,physics_informed_nn,-1002.57,1216.32,2034.0,0.0033,0.0117,0.0709,1.618,17282.0,0.9948,1.262e-05,False,none,none,,,,,,2007-03-23T07:36:12,2007-07-05T18:16:38,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,6825.93,1686.65,46.68,24690.1,25.94,99.895,86.223,1356.0,1.96,1.346,196,False,False,variable_heavy,59.67,91.04,91,2,0,2,oil_process,particulate_severe,37.13,20.14,3.17,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-25T10:03:15,92,682.05,682.05,1.988,8.318,4.183,3.277,,,57.59,65.31,,27.48,37.82,45.63,14/12/10,92.0,0.411,32.3,7.6,,,,,66.55,26.652,89.67,65.78,,0.323,0.0132,60.64,0.964,normal,-0.00171096,0.0723,False,thermal_degradation,none,A_healthy,0.0998,0.0622,1.0,,450.04,142.67,6151.95,5358.5,3483.03,7233.98,xgboost_gradient,793.44,662.9,2034.0,0.0034,0.0118,0.0711,1.618,17282.0,0.9947,1.27e-05,False,none,none,,,,,,2007-02-14T01:18:19,2007-05-03T04:46:52,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,7557.7,1686.65,30.74,24690.1,10.19,99.959,83.362,1356.0,1.96,2.79,196,False,False,variable_heavy,80.89,92.0,92,1,1,1,oil_hydraulic,none,70.88,11.38,2.736,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-25T17:28:04,93,689.47,689.47,1.977,5.631,2.848,3.023,,,57.83,56.85,,27.48,29.37,45.2,13/11/9,178.7,0.737,24.3,4.2,,,,,67.78,26.393,90.04,65.82,,0.172,0.0052,19.12,0.9809,normal,-0.00220948,0.0398,False,thermal_degradation,none,A_healthy,0.1009,0.0585,1.0,,193.69,153.87,6144.53,6990.85,4544.06,9437.65,lstm_sequence,-846.32,761.92,2034.0,0.0034,0.0118,0.0712,1.618,17282.0,0.9946,1.279e-05,False,none,none,,,,,,2007-03-20T08:53:42,2007-06-30T07:41:38,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,10363.45,1686.65,21.75,24690.1,12.23,99.95,87.884,1356.0,1.96,5.195,196,False,False,variable_heavy,57.68,81.38,93,2,0,0,steam,particulate_mild,21.52,72.46,2.77,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-26T00:52:53,94,696.88,696.88,2.207,9.313,4.22,2.378,,,61.49,59.98,,27.48,32.49,47.35,13/11/9,105.8,0.38,38.4,7.5,,,,,67.39,26.489,88.95,67.99,,1.917,0.0871,37.76,0.983,normal,0.00215659,0.0374,False,thermal_degradation,misalignment_induced,A_healthy,0.102,0.0441,1.0,,373.72,134.0,6137.12,6719.4,4367.61,9071.19,particle_filter,-582.28,523.09,2034.0,0.0034,0.0119,0.0714,1.618,17282.0,0.9945,1.287e-05,False,none,none,,,,,,2007-03-15T00:34:56,2007-06-21T00:22:23,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,6000.79,1686.65,48.22,24690.1,5.13,99.979,83.995,1356.0,1.96,7.887,196,False,False,variable_heavy,58.3,79.34,94,1,0,1,gas_compressed_air,chemical_contamination,44.34,3.73,6.264,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-26T08:17:42,95,704.3,704.3,1.987,6.131,3.086,2.899,,,70.76,62.94,,27.48,35.46,46.26,14/12/10,136.9,0.488,16.9,3.3,,,,,69.04,28.691,87.23,64.43,,0.534,0.0001,152.85,0.9688,normal,-0.00319206,0.0637,False,thermal_degradation,erosion,A_healthy,0.1031,0.0388,1.0,,412.84,147.65,6129.7,7414.33,4819.32,10009.35,lstm_sequence,-1284.63,1554.76,2034.0,0.0034,0.0119,0.0715,1.618,17282.0,0.9944,1.296e-05,False,none,none,,,,,,2007-03-29T19:27:41,2007-07-15T22:28:40,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,16282.33,1686.65,48.08,24690.1,25.58,99.897,84.057,1356.0,1.96,4.427,196,False,False,variable_heavy,80.11,88.11,95,1,2,3,oil_hydraulic,none,86.46,22.1,0.812,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-26T15:42:31,96,711.71,711.71,2.109,7.219,3.422,2.64,,,61.74,61.34,,27.48,33.86,45.49,15/13/11,158.3,0.46,38.3,11.4,,,,,68.57,27.468,87.41,64.57,,0.48,0.0403,16.61,0.9739,normal,0.00039358,0.0,False,thermal_degradation,none,A_healthy,0.1041,0.0428,1.0,,485.28,149.43,6122.29,5626.27,3657.08,7595.46,lstm_sequence,496.02,520.74,2034.0,0.0034,0.012,0.0717,1.618,17282.0,0.9943,1.304e-05,False,none,none,,,,,,2007-02-20T20:50:38,2007-05-13T22:02:18,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,6101.41,1686.65,25.7,24690.1,17.3,99.93,86.201,1356.0,1.96,2.81,196,False,False,variable_heavy,60.15,95.82,96,1,0,0,gas_compressed_air,none,67.21,42.92,0.104,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-26T23:07:20,97,719.12,719.12,2.022,8.884,4.394,2.844,,,59.39,60.93,,27.48,33.45,45.22,13/11/9,112.9,0.393,21.1,6.2,,,,,68.37,28.175,90.1,68.6,,0.207,0.065,58.1,0.9789,normal,0.00298853,0.0108,False,thermal_degradation,none,A_healthy,0.1052,0.0404,1.0,,271.95,150.37,6114.88,7016.91,4560.99,9472.83,physics_informed_nn,-902.03,1138.26,2034.0,0.0035,0.012,0.0719,1.618,17282.0,0.9942,1.312e-05,False,none,none,,,,,,2007-03-22T03:34:36,2007-07-02T11:29:40,mixed,False,specialist,True,,,,none,none,33732.91,16571097.23,14698.46,1686.65,30.69,24690.1,25.48,99.897,87.785,1356.0,1.96,5.513,196,False,False,variable_heavy,66.14,103.88,97,2,0,0,none,water_ingress,28.5,46.4,3.45,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-27T06:32:10,98,726.54,726.54,2.237,7.311,3.268,2.885,,,63.63,62.91,,27.48,35.42,47.62,13/11/9,87.4,0.399,25.2,5.9,,,,,67.68,26.659,86.51,64.5,,0.796,0.058,13.85,0.9646,normal,-0.00324761,0.0118,False,thermal_degradation,none,A_healthy,0.1063,0.0528,1.0,,372.65,138.17,6107.46,5596.42,3637.67,7555.16,lstm_sequence,511.05,497.33,2034.0,0.0035,0.0121,0.072,1.618,17282.0,0.9941,1.321e-05,False,none,none,,,,,,2007-02-20T20:44:40,2007-05-13T11:29:25,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,11322.42,1686.65,45.4,24690.1,17.41,99.93,87.295,1356.0,1.96,6.261,196,False,False,variable_heavy,74.1,90.55,98,1,1,0,oil_hydraulic,none,63.28,32.0,2.576,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-27T13:56:59,99,733.95,733.95,1.945,5.901,3.034,2.732,,,66.31,65.61,,27.48,38.13,42.15,13/11/9,155.1,0.451,53.0,12.5,,,,,68.86,28.081,89.77,62.39,,0.954,0.0034,108.38,0.9536,normal,-0.00587711,0.0071,False,thermal_degradation,electrical_pitting,A_healthy,0.1074,0.0587,1.0,,604.89,134.46,6100.05,6632.53,4311.14,8953.91,particle_filter,-532.48,622.53,2034.0,0.0035,0.0121,0.0722,1.618,17282.0,0.994,1.329e-05,False,none,none,,,,,,2007-03-14T18:12:51,2007-06-19T11:35:58,mixed,False,journeyman,True,,,,none,none,33732.91,16571097.23,16170.2,1686.65,57.98,24690.1,12.47,99.95,79.662,1356.0,1.96,4.182,196,False,False,variable_heavy,69.83,99.19,99,1,0,0,gas_compressed_air,none,88.93,42.82,3.807,,,standard
ASSET-000049,valve_control,medium,CoreMech International,MDL-8402-B,2006-09-27,6834.0,1000.0,67.58341960393324,indoor_controlled,power_generation,FAC-312,LINE-O,active_standby,2006-10-27T21:21:48,100,741.36,741.36,2.053,6.647,3.239,2.903,,,66.02,56.2,,27.48,28.71,47.14,14/12/10,120.9,0.395,19.1,5.5,,,,,69.74,27.228,89.54,63.83,,0.332,0.0616,127.34,0.97,normal,0.00022584,0.0,False,thermal_degradation,cavitation,A_healthy,0.1085,0.0573,1.0,,583.15,154.82,6092.64,5384.86,3500.16,7269.56,physics_informed_nn,707.78,745.49,2034.0,0.0035,0.0122,0.0723,1.618,17282.0,0.9939,1.337e-05,False,none,none,,,,,,2007-02-17T01:47:35,2007-05-06T14:29:38,mixed,False,master_technician,False,58.0,,,none,none,33732.91,16571097.23,8235.53,1686.65,46.1,24690.1,9.2,99.963,85.215,1356.0,1.96,1.778,196,False,False,variable_heavy,55.9,78.94,100,1,0,0,water,none,44.96,45.87,0.284,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T01:04:04,1,1.07,1.07,1.904,7.235,3.8,3.49,,,62.47,62.16,,29.18,32.98,44.03,14/12/10,131.6,0.45,65.5,17.8,3.044,5.849,2.806,100.963,72.73,30.26,88.89,67.03,,0.155,0.02,119.31,1.0,normal,0.0,0.0716,False,contamination,none,A_healthy,0.0,0.0007,1.0,,278.21,153.08,25120.93,19420.95,12623.62,26218.29,kalman_filter,5699.98,5497.52,6156.0,0.0,0.0001,0.0023,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-09-28T15:32:38,2009-07-08T20:52:38,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,42339.34,4252.24,22.96,63121.85,16.92,99.973,83.617,4103.7,0.54,3.12,54,False,False,constant,60.64,87.57,1,0,0,0,none,particulate_mild,40.31,14.31,0.874,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T02:08:08,2,2.14,2.14,1.98,5.685,2.871,2.922,,,56.92,65.37,,29.18,36.19,46.62,13/11/9,58.5,0.304,18.0,2.7,4.418,11.534,7.116,102.774,70.88,28.533,88.72,66.41,,0.508,0.0281,2.39,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0001,0.0049,1.0,,4.5,156.27,25119.86,22838.33,14844.92,30831.75,xgboost_gradient,2281.53,2847.94,6156.0,0.0,0.0001,0.0023,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-08T21:18:07,2009-11-06T22:43:07,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,19284.1,4252.24,29.03,63121.85,11.25,99.982,89.968,4103.7,0.54,6.868,54,False,False,constant,79.63,86.91,2,0,0,0,water,none,88.31,51.69,5.799,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T03:12:13,3,3.2,3.2,2.003,6.23,3.11,2.684,,,57.15,58.94,,29.18,29.76,47.78,14/12/10,116.1,0.348,26.4,4.3,5.673,17.829,12.156,99.889,71.75,28.386,89.33,64.03,,0.793,0.011,163.12,0.9865,normal,-0.00449967,0.0241,False,contamination,none,A_healthy,0.0001,0.0068,1.0,,139.9,150.77,25118.8,19844.32,12898.81,26789.83,particle_filter,5274.48,5858.08,6156.0,0.0,0.0001,0.0023,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-07T13:21:49,2009-07-23T22:52:32,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,25488.79,4252.24,33.6,63121.85,9.06,99.986,86.2,4103.7,0.54,2.194,54,False,False,constant,72.01,85.52,3,0,1,0,water,particulate_mild,56.43,10.83,2.931,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T04:16:17,4,4.27,4.27,2.066,6.445,3.119,2.851,,,64.55,63.41,,29.18,34.23,47.54,14/12/10,77.7,0.303,74.2,15.7,7.643,13.822,6.179,96.655,69.46,26.451,88.61,66.38,,0.064,0.0211,60.47,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0002,0.0,1.0,,293.13,158.27,25117.73,27936.44,18158.69,37714.2,particle_filter,-2818.71,3610.98,6156.0,0.0,0.0001,0.0023,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-25T04:29:33,2010-05-06T14:14:50,mixed,False,specialist,False,19.0,,,none,none,85044.82,3563582.14,19630.81,4252.24,49.32,63121.85,9.24,99.985,78.805,4103.7,0.54,5.127,54,False,False,constant,70.95,72.77,4,0,0,0,oil_process,particulate_severe,46.78,27.35,2.836,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T05:20:21,5,5.34,5.34,1.92,7.006,3.65,2.869,,,64.49,61.46,,29.18,32.29,43.51,13/11/9,105.8,0.68,58.5,10.8,4.51,18.378,13.868,100.964,70.64,28.343,87.74,65.09,,0.398,0.0739,24.95,0.9724,normal,-0.00552976,0.0314,False,contamination,none,A_healthy,0.0002,0.0,1.0,,409.06,138.48,25116.66,23485.42,15265.52,31705.32,physics_informed_nn,1631.24,1995.6,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-22T12:02:57,2009-11-29T23:56:47,mixed,False,journeyman,False,48.0,,,none,none,85044.82,3563582.14,39658.18,4252.24,23.27,63121.85,20.84,99.967,83.468,4103.7,0.54,6.449,54,False,False,constant,66.49,84.78,5,0,1,0,oil_hydraulic,none,27.1,75.26,2.165,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T06:24:26,6,6.41,6.41,1.757,5.515,3.139,2.549,,,55.85,61.23,,29.18,32.06,44.79,14/12/10,125.7,0.369,12.2,3.5,8.514,25.239,16.725,98.923,71.66,28.902,92.84,64.74,,0.59,0.1251,81.89,0.9943,normal,-0.00114855,0.0317,False,contamination,none,A_healthy,0.0003,0.0003,1.0,,162.79,149.52,25115.59,28802.23,18721.45,38883.01,xgboost_gradient,-3686.63,4065.36,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-12T07:31:13,2010-06-06T08:17:59,mixed,False,specialist,False,71.0,,,none,none,85044.82,3563582.14,29633.33,4252.24,36.39,63121.85,10.68,99.983,89.115,4103.7,0.54,2.599,54,False,False,constant,72.37,82.52,6,0,0,0,gas_compressed_air,particulate_mild,22.75,49.43,0.632,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T07:28:30,7,7.48,7.48,1.69,6.056,3.582,2.468,,,61.71,63.56,,29.18,34.39,45.93,14/12/10,146.3,0.373,23.5,2.6,4.612,10.974,6.363,105.136,69.86,28.709,89.0,65.03,,0.414,0.021,171.68,0.9836,normal,-0.00327126,0.0184,False,contamination,none,A_healthy,0.0003,0.0,1.0,,186.78,148.35,25114.52,26444.93,17189.2,35700.65,physics_informed_nn,-1330.4,1454.09,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-02-22T05:56:17,2010-03-14T21:39:44,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,41647.69,4252.24,59.95,63121.85,10.56,99.983,81.784,4103.7,0.54,6.06,54,False,False,constant,63.9,79.06,7,0,0,0,water,particulate_severe,88.33,0.52,4.298,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T08:32:34,8,8.54,8.54,1.932,8.653,4.479,2.927,,,57.16,61.12,,29.18,31.95,46.25,14/12/10,73.5,0.444,18.0,5.0,9.581,20.18,10.6,98.361,69.89,28.435,89.05,63.83,,1.077,0.0689,2.53,0.9845,normal,-0.000398,0.0,False,contamination,none,A_healthy,0.0003,0.0,1.0,,199.85,137.56,25113.46,22966.96,14928.53,31005.4,lstm_sequence,2146.49,1837.8,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-11T20:01:29,2009-11-11T18:27:43,mixed,False,apprentice,True,,,,none,none,85044.82,3563582.14,22931.22,4252.24,56.32,63121.85,12.16,99.981,85.154,4103.7,0.54,1.083,54,False,False,constant,65.47,87.72,8,0,0,0,oil_hydraulic,particulate_severe,54.6,36.94,0.238,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T09:36:39,9,9.61,9.61,2.077,5.505,2.65,3.127,,,57.17,65.03,,29.18,35.85,45.34,13/11/9,106.4,0.338,12.4,2.6,7.391,11.552,4.161,95.494,70.72,29.412,91.04,61.78,,0.679,0.0261,14.66,0.9951,normal,-0.0009752,0.0482,False,contamination,none,A_healthy,0.0004,0.0,1.0,,115.04,144.71,25112.39,29195.57,18977.12,39414.02,particle_filter,-4083.18,5069.71,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-20T15:23:39,2010-06-20T09:50:33,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,33487.19,4252.24,36.36,63121.85,47.09,99.925,85.3,4103.7,0.54,7.863,54,False,False,constant,78.73,82.41,9,0,0,0,oil_hydraulic,particulate_mild,40.84,77.1,1.34,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T10:40:43,10,10.68,10.68,1.862,7.207,3.871,3.011,,,57.52,63.27,,29.18,34.09,45.04,13/11/9,66.1,0.347,9.6,2.0,4.911,19.118,14.207,94.023,70.06,29.396,90.61,66.19,,0.837,0.0162,46.11,1.0,normal,0.00552976,0.0,False,contamination,none,A_healthy,0.0004,0.0,1.0,,11.33,155.62,25111.32,23322.55,15159.65,31485.44,lstm_sequence,1788.78,1624.68,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-19T07:57:04,2009-11-24T10:50:31,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,15258.9,4252.24,24.44,63121.85,8.85,99.986,81.782,4103.7,0.54,5.799,54,False,False,constant,72.34,69.67,10,0,0,0,water,chemical_contamination,59.92,46.41,0.542,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T11:44:47,11,11.75,11.75,1.89,6.031,3.191,2.647,,,60.95,58.89,,29.18,29.71,46.46,14/12/10,61.8,0.442,18.8,5.0,9.404,22.748,13.345,96.451,71.03,29.101,90.08,63.71,,0.096,0.0764,35.23,0.9955,normal,0.00024309,0.0471,False,contamination,erosion,A_healthy,0.0005,0.0077,1.0,,66.98,149.82,25110.25,26946.95,17515.52,36378.39,xgboost_gradient,-1836.7,2180.81,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-04T21:13:24,2010-04-01T20:39:26,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,13977.86,4252.24,46.69,63121.85,10.6,99.983,84.224,4103.7,0.54,7.571,54,False,False,constant,61.44,92.59,11,0,0,0,steam,none,51.3,121.46,0.416,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T12:48:52,12,12.81,12.81,1.784,6.993,3.92,2.938,,,57.01,61.23,,29.18,32.06,46.77,14/12/10,160.7,0.351,35.1,7.5,8.071,17.452,9.381,96.064,70.17,27.873,89.81,67.71,,0.056,0.0258,6.06,0.9978,normal,0.00283925,0.0,False,contamination,none,A_healthy,0.0005,0.0,1.0,,121.35,161.53,25109.19,27327.79,17763.06,36892.52,weibull_regression,-2218.6,2362.23,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-12T20:42:33,2010-04-15T09:26:08,mixed,False,apprentice,True,,,,none,none,85044.82,3563582.14,27687.36,4252.24,54.77,63121.85,19.24,99.97,82.453,4103.7,0.54,3.917,54,False,False,constant,75.68,96.24,12,0,0,0,oil_hydraulic,particulate_mild,70.05,197.55,0.327,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T13:52:56,13,13.88,13.88,1.765,5.073,2.875,2.817,,,63.75,63.13,,29.18,33.95,45.27,14/12/10,68.5,0.396,7.2,1.5,5.502,17.804,12.301,101.617,71.27,27.115,90.09,66.96,,1.267,0.0374,2.46,0.9904,normal,0.00117792,0.0,False,contamination,none,A_healthy,0.0006,0.0,1.0,,118.85,142.99,25108.12,27959.5,18173.67,37745.32,lstm_sequence,-2851.38,3390.58,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-26T01:37:48,2010-05-07T19:27:13,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,29495.65,4252.24,54.21,63121.85,4.98,99.99,80.152,4103.7,0.54,2.627,54,False,False,constant,78.82,108.98,13,0,0,0,oil_process,water_ingress,36.28,46.2,0.323,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T14:57:00,14,14.95,14.95,1.904,6.04,3.173,2.823,,,62.43,62.76,,29.18,33.58,46.16,14/12/10,84.1,0.38,14.7,3.9,4.063,8.747,4.684,92.299,71.64,27.259,89.24,64.26,,0.878,0.0163,207.74,0.9994,normal,0.00086269,0.026,False,contamination,none,A_healthy,0.0006,0.0018,1.0,,74.84,142.6,25107.05,30169.45,19610.14,40728.76,physics_informed_nn,-5062.4,6063.73,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-11T03:40:34,2010-07-25T02:59:05,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,13333.7,4252.24,37.36,63121.85,12.97,99.979,91.544,4103.7,0.54,2.844,54,False,False,constant,59.33,77.39,14,0,0,0,steam,none,35.1,0.07,1.78,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T16:01:05,15,16.02,16.02,2.244,5.929,2.643,2.944,,,58.37,60.9,,29.18,31.73,44.73,14/12/10,160.0,0.306,26.2,6.7,1.791,12.542,10.751,98.435,69.39,28.773,91.77,64.16,,0.033,0.0734,3.53,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0006,0.0,1.0,,216.93,134.6,25105.98,20768.8,13499.72,28037.87,kalman_filter,4337.19,3973.84,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-27T08:24:57,2009-08-26T05:29:39,mixed,False,specialist,False,44.0,,,none,none,85044.82,3563582.14,25399.39,4252.24,57.65,63121.85,12.15,99.981,89.032,4103.7,0.54,4.478,54,False,False,constant,71.53,87.96,15,0,0,0,oil_hydraulic,none,38.36,82.48,0.641,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T17:05:09,16,17.09,17.09,2.092,5.403,2.582,3.117,,,60.93,59.88,,29.18,30.7,48.06,14/12/10,81.6,0.389,8.2,2.3,4.433,8.337,3.905,101.297,71.67,30.035,89.73,63.33,,0.26,0.0122,34.17,0.9972,normal,0.00034534,0.0066,False,contamination,none,A_healthy,0.0007,0.0,1.0,,58.04,128.23,25104.91,22842.66,14847.73,30837.59,lstm_sequence,2262.25,2619.38,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-09T14:25:02,2009-11-07T17:20:57,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,32505.47,4252.24,40.43,63121.85,10.93,99.983,82.704,4103.7,0.54,4.504,54,False,False,constant,70.39,84.42,16,0,0,0,oil_hydraulic,none,40.56,60.19,2.355,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T18:09:13,17,18.15,18.15,1.764,4.737,2.686,3.399,,,63.74,67.36,,29.18,38.18,47.48,14/12/10,119.5,0.399,34.1,5.4,1.058,20.438,19.38,97.676,71.59,29.647,89.61,64.4,,0.484,0.0316,35.32,0.9724,normal,-0.00509143,0.048,False,contamination,adhesive_wear,A_healthy,0.0007,0.0,1.0,,311.12,133.44,25103.85,26723.61,17370.35,36076.88,lstm_sequence,-1619.77,1618.03,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-02-28T11:57:39,2010-03-25T05:13:33,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,34325.98,4252.24,26.57,63121.85,7.87,99.988,78.014,4103.7,0.54,7.276,54,False,False,constant,75.54,92.75,17,0,0,0,oil_hydraulic,particulate_mild,46.55,37.82,1.389,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T19:13:18,17,19.22,19.22,2.196,6.643,3.025,2.918,,,61.83,55.53,,29.18,26.36,44.11,13/11/9,190.0,0.415,22.1,5.2,7.123,22.239,15.116,102.77,69.82,26.892,88.48,67.82,,2.14,0.0218,9.06,0.994,normal,0.00071711,0.0424,False,contamination,none,A_healthy,0.0008,0.0,1.0,,93.07,157.2,25102.78,22802.12,14821.38,30782.87,weibull_regression,2300.65,2577.17,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-08T20:17:02,2009-11-06T09:01:40,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,17989.34,4252.24,57.92,63121.85,7.19,99.989,90.481,4103.7,0.54,4.911,54,False,False,constant,56.4,80.67,17,0,0,0,oil_hydraulic,particulate_severe,81.2,13.38,0.338,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T20:17:22,18,20.29,20.29,2.057,5.705,2.774,3.177,,,62.19,63.12,,29.18,33.94,45.72,13/11/9,89.5,0.527,96.7,13.2,9.685,26.572,16.887,91.421,71.05,27.283,88.61,62.42,,1.742,0.0394,533.25,0.9894,normal,-0.00200937,0.0205,False,contamination,none,A_healthy,0.0008,0.0018,1.0,,454.46,140.55,25101.71,23474.81,15258.63,31691.0,physics_informed_nn,1626.9,2054.09,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-22T21:41:46,2009-11-30T05:52:50,mixed,False,master_technician,False,89.0,,,none,none,85044.82,3563582.14,16246.45,4252.24,49.56,63121.85,27.21,99.957,85.483,4103.7,0.54,2.99,54,False,False,constant,70.97,74.74,18,0,0,0,gas_compressed_air,none,27.77,152.11,3.563,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T21:21:26,19,21.36,21.36,2.021,5.801,2.87,2.931,,,62.94,64.69,,29.18,35.51,43.87,14/12/10,66.5,0.471,18.5,3.7,6.831,15.947,9.116,96.574,70.7,28.105,88.19,66.36,,0.648,0.0911,309.2,1.0,normal,0.0,0.0577,False,contamination,none,A_healthy,0.0009,0.0,1.0,,51.6,151.25,25100.64,30100.34,19565.22,40635.45,physics_informed_nn,-4999.69,5502.7,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-09T23:31:31,2010-07-22T22:38:35,mixed,False,journeyman,False,75.0,,,none,none,85044.82,3563582.14,29662.56,4252.24,48.8,63121.85,17.88,99.972,90.198,4103.7,0.54,3.491,54,False,False,constant,71.85,73.78,19,0,0,0,oil_hydraulic,none,61.51,87.8,2.146,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T22:25:31,20,22.43,22.43,2.032,7.931,3.903,2.873,,,56.87,63.8,,29.18,34.62,45.7,13/11/9,91.7,0.411,53.4,7.4,1.679,11.511,9.832,100.722,70.02,27.543,89.83,66.15,,2.367,0.0327,150.38,0.9892,normal,-0.00160628,0.0,False,contamination,erosion,A_healthy,0.0009,0.0032,1.0,,177.1,161.96,25099.57,29011.11,18857.22,39165.0,particle_filter,-3911.53,4119.9,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-17T07:58:45,2010-06-14T09:52:00,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,23578.38,4252.24,47.75,63121.85,14.45,99.977,88.357,4103.7,0.54,2.438,54,False,False,constant,73.59,78.76,20,0,0,0,gas_compressed_air,particulate_mild,29.65,15.3,2.449,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-21T23:29:35,21,23.49,23.49,2.019,5.251,2.601,2.818,,,64.46,59.0,,29.18,29.82,44.23,14/12/10,134.2,0.413,28.2,6.4,1.718,19.236,17.518,102.816,70.74,28.115,88.33,67.81,,0.681,0.0323,139.09,0.9946,normal,0.00443547,0.0065,False,contamination,none,A_healthy,0.0009,0.0,1.0,,89.05,148.6,25098.51,30513.4,19833.71,41193.1,lstm_sequence,-5414.9,6166.0,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-18T16:11:44,2010-08-06T15:53:14,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,16676.46,4252.24,40.16,63121.85,2.86,99.99,87.375,4103.7,0.54,2.686,54,False,False,constant,76.46,81.83,21,0,0,0,steam,none,23.04,20.48,4.08,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T00:33:39,22,24.56,24.56,2.003,7.738,3.863,3.048,,,57.47,64.23,,29.18,35.05,44.61,14/12/10,110.9,0.341,24.3,3.3,8.394,12.72,4.326,97.86,68.72,28.74,89.56,62.72,,0.868,0.0251,80.61,1.0,normal,0.00120277,0.0104,False,contamination,none,A_healthy,0.001,0.0,1.0,,100.93,155.12,25097.44,29651.35,19273.37,40029.32,physics_informed_nn,-4553.91,4643.91,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-30T18:14:02,2010-07-07T04:12:18,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,16491.95,4252.24,54.27,63121.85,8.95,99.986,84.932,4103.7,0.54,3.58,54,False,False,constant,76.79,90.46,22,0,0,0,oil_hydraulic,chemical_contamination,79.86,258.18,2.226,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T01:37:44,23,25.63,25.63,1.847,6.509,3.525,2.983,,,56.86,61.42,,29.18,32.25,43.71,14/12/10,240.8,0.407,6.9,1.2,9.212,18.978,9.766,94.9,72.32,29.406,91.57,61.46,,0.481,0.0587,339.56,1.0,normal,0.00212188,0.0,False,contamination,cavitation,A_healthy,0.001,0.0002,1.0,,212.21,137.23,25096.37,28117.15,18276.14,37958.15,weibull_regression,-3020.77,3273.11,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-29T20:12:05,2010-05-13T21:12:08,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,27197.72,4252.24,58.82,63121.85,17.59,99.972,83.295,4103.7,0.54,6.362,54,False,False,constant,78.82,77.8,23,0,0,0,oil_hydraulic,none,44.13,75.71,0.995,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T02:41:48,24,26.7,26.7,1.961,7.298,3.722,3.043,,,56.48,59.08,,29.18,29.9,49.95,14/12/10,81.0,0.48,11.4,1.2,9.036,22.683,13.646,98.122,72.05,28.928,89.91,64.44,,0.229,0.0335,16.44,0.9901,normal,-0.00198042,0.0122,False,contamination,none,A_healthy,0.0011,0.0,1.0,,142.25,149.3,25095.3,23180.74,15067.48,31294.0,lstm_sequence,1914.56,1562.89,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-17T01:04:08,2009-11-20T02:19:46,mixed,False,specialist,False,23.0,,,none,none,85044.82,3563582.14,17961.66,4252.24,22.55,63121.85,14.82,99.977,91.226,4103.7,0.54,7.579,54,False,False,constant,72.8,86.37,24,0,0,0,water,particulate_severe,58.24,3.3,0.675,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T03:45:52,25,27.76,27.76,2.18,5.691,2.61,2.594,,,59.97,64.56,,29.18,35.39,47.36,14/12/10,89.1,0.403,28.9,6.5,2.526,13.262,10.736,106.649,71.01,28.671,87.75,66.27,,0.391,0.0283,77.68,0.9785,normal,-0.00213062,0.0478,False,contamination,none,A_healthy,0.0011,0.002,1.0,,274.28,132.23,25094.24,21667.78,14084.05,29251.5,physics_informed_nn,3426.46,3647.74,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-15T13:39:10,2009-09-27T13:22:28,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,41048.24,4252.24,36.16,63121.85,9.18,99.985,86.138,4103.7,0.54,6.679,54,False,False,constant,80.53,78.52,25,0,0,0,gas_compressed_air,particulate_severe,79.72,52.68,0.674,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T04:49:57,26,28.83,28.83,2.202,6.567,2.982,2.975,,,55.44,57.49,,29.18,28.32,42.06,13/11/9,65.7,0.357,8.6,1.7,6.263,22.501,16.238,103.458,70.41,27.814,88.9,64.93,,0.029,0.0308,239.25,1.0,normal,0.00108797,0.0,False,contamination,none,A_healthy,0.0011,0.002,1.0,,143.31,158.92,25093.17,21700.05,14105.03,29295.07,physics_informed_nn,3393.12,4123.64,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-16T06:51:29,2009-09-28T17:52:33,mixed,False,apprentice,True,,,,none,none,85044.82,3563582.14,12830.98,4252.24,49.4,63121.85,9.28,99.985,86.417,4103.7,0.54,7.723,54,False,False,constant,59.91,91.02,26,0,0,0,water,none,70.96,50.39,5.227,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T05:54:01,27,29.9,29.9,1.945,6.164,3.169,2.306,,,56.18,60.51,,29.18,31.33,42.79,12/10/8,91.0,0.606,51.1,7.0,2.913,10.92,8.007,101.274,72.8,29.231,88.39,68.1,,0.434,0.0168,34.4,0.9835,normal,-0.00329047,0.0337,False,contamination,none,A_healthy,0.0012,0.0,1.0,,219.53,145.5,25092.1,26270.09,17075.56,35464.62,physics_informed_nn,-1177.99,1416.3,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-02-19T12:56:38,2010-03-09T15:28:28,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,40665.35,4252.24,48.52,63121.85,11.68,99.982,81.066,4103.7,0.54,4.3,54,False,False,constant,70.83,80.07,27,0,0,0,water,none,44.09,86.06,3.083,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T06:58:05,28,30.97,30.97,2.22,8.262,3.721,2.696,,,62.15,65.98,,29.18,36.8,44.33,14/12/10,98.1,0.464,18.9,4.7,4.414,11.61,7.196,104.159,72.91,28.364,89.21,62.92,,0.199,0.0293,49.32,0.9897,normal,-0.00206021,0.0377,False,contamination,adhesive_wear,A_healthy,0.0012,0.0128,1.0,,173.04,153.02,25091.03,22453.78,14594.96,30312.6,kalman_filter,2637.25,2534.38,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-02T01:51:27,2009-10-25T12:40:48,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,18065.58,4252.24,37.15,63121.85,4.03,99.99,81.164,4103.7,0.54,4.68,54,False,False,constant,81.72,85.04,28,0,0,0,none,none,69.65,109.84,5.514,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T08:02:10,29,32.04,32.04,1.85,6.013,3.25,2.852,,,58.32,63.56,,29.18,34.38,46.42,14/12/10,102.5,0.499,8.4,1.7,6.992,20.771,13.779,99.054,68.79,28.66,91.03,67.9,,0.486,0.0231,201.55,1.0,normal,0.00198042,0.0,False,contamination,none,A_healthy,0.0013,0.0084,1.0,,29.8,149.34,25089.96,23983.11,15589.02,32377.2,xgboost_gradient,1106.85,894.72,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-01-02T23:35:32,2009-12-18T17:40:53,mixed,False,oem_certified,True,,,,none,none,85044.82,3563582.14,23403.83,4252.24,27.97,63121.85,14.23,99.977,84.271,4103.7,0.54,2.837,54,False,False,constant,80.87,98.66,29,0,0,0,oil_process,particulate_mild,27.08,29.35,4.203,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T09:06:14,30,33.1,33.1,2.363,6.485,2.744,3.719,,,60.63,59.59,,29.18,30.42,47.63,14/12/10,153.4,0.306,5.8,1.0,6.801,22.41,15.609,104.715,69.85,27.621,90.16,65.31,,1.794,0.0011,35.17,1.0,normal,0.00429701,0.008,False,contamination,none,A_healthy,0.0013,0.0,1.0,,53.85,138.21,25088.9,22310.66,14501.93,30119.39,weibull_regression,2778.24,2557.95,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-29T04:25:57,2009-10-20T13:09:45,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,40822.82,4252.24,24.02,63121.85,15.06,99.976,82.749,4103.7,0.54,3.454,54,False,False,constant,69.18,88.43,30,0,0,0,oil_process,water_ingress,39.07,79.87,0.651,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T10:10:18,31,34.17,34.17,1.76,6.812,3.871,2.716,,,51.48,65.41,,29.18,36.23,45.05,13/11/9,116.0,0.334,41.2,10.0,1.039,12.012,10.973,100.261,71.51,29.946,89.07,69.04,,0.496,0.0294,10.15,1.0,normal,0.0,0.0183,False,contamination,none,A_healthy,0.0014,0.0,1.0,,298.7,149.54,25087.83,30873.89,20068.03,41679.75,lstm_sequence,-5786.06,5335.93,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-26T15:07:03,2010-08-19T20:58:47,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,23354.12,4252.24,36.51,63121.85,11.79,99.981,81.491,4103.7,0.54,5.629,54,False,False,constant,67.4,65.27,31,0,0,0,steam,particulate_mild,58.31,18.48,1.289,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T11:14:23,32,35.24,35.24,1.808,5.891,3.257,2.77,,,61.11,60.2,,29.18,31.03,44.69,12/10/8,111.0,0.356,5.9,0.8,1.362,8.102,6.739,105.432,71.02,27.863,90.89,64.49,,0.049,0.0125,104.32,1.0,normal,0.00329047,0.0,False,contamination,abrasive_wear,A_healthy,0.0014,0.0036,1.0,,4.12,137.02,25086.76,28203.31,18332.15,38074.47,particle_filter,-3116.55,3427.94,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-01T00:53:41,2010-05-17T08:03:11,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,32572.15,4252.24,50.57,63121.85,20.04,99.968,84.858,4103.7,0.54,3.136,54,False,False,constant,69.05,85.3,32,0,0,0,gas_compressed_air,none,80.53,33.14,8.804,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T12:18:27,33,36.31,36.31,2.304,9.341,4.054,3.215,,,56.78,57.31,,29.18,28.14,43.87,13/11/9,91.7,0.355,5.6,1.5,7.031,11.258,4.227,108.293,71.6,28.332,90.37,60.74,,0.284,0.0054,52.29,0.9954,normal,0.00113926,0.0,False,contamination,none,A_healthy,0.0014,0.0239,1.0,,142.38,140.66,25085.69,27509.85,17881.4,37138.3,xgboost_gradient,-2424.16,3055.59,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-17T15:14:03,2010-04-22T19:40:59,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,38691.85,4252.24,33.02,63121.85,11.74,99.981,79.135,4103.7,0.54,2.178,54,False,False,constant,64.88,88.54,33,0,0,0,oil_hydraulic,particulate_mild,32.09,18.82,4.408,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T13:22:31,34,37.38,37.38,1.871,7.074,3.782,2.963,,,59.47,52.26,,29.18,23.08,46.8,13/11/9,132.1,0.332,45.6,5.7,2.446,9.502,7.055,96.669,69.05,27.661,89.22,63.19,,0.43,0.0447,76.87,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0015,0.0224,1.0,,178.92,146.2,25084.62,27381.09,17797.71,36964.46,physics_informed_nn,-2296.46,2701.87,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-14T23:55:05,2010-04-18T07:17:52,mixed,False,specialist,False,44.0,,,none,none,85044.82,3563582.14,27720.34,4252.24,28.0,63121.85,6.81,99.989,87.261,4103.7,0.54,2.193,54,False,False,constant,53.99,85.35,34,0,0,1,oil_process,water_ingress,51.71,29.53,1.958,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T14:26:36,35,38.44,38.44,1.721,4.4,2.556,3.054,,,67.03,65.01,,29.18,35.83,46.61,13/11/9,109.1,0.332,20.3,2.8,3.643,21.574,17.931,97.227,69.65,28.245,89.18,69.48,,0.978,0.118,72.84,0.9907,normal,-0.00185834,0.0274,False,contamination,none,A_healthy,0.0015,0.0,1.0,,191.68,154.05,25083.56,30506.27,19829.07,41183.46,physics_informed_nn,-5422.71,6550.44,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-19T03:34:39,2010-08-07T00:46:17,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,42508.99,4252.24,31.47,63121.85,3.47,99.99,86.442,4103.7,0.54,1.596,54,False,False,constant,71.03,89.42,35,0,0,0,steam,particulate_mild,71.49,58.22,0.642,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T15:30:40,36,39.51,39.51,1.8,4.625,2.569,3.104,,,67.19,65.31,,29.18,36.14,47.04,13/11/9,50.5,0.364,8.2,1.0,3.242,17.763,14.521,105.191,71.18,28.565,91.13,65.16,,0.741,0.0125,57.04,1.0,normal,0.0,0.022,False,contamination,none,A_healthy,0.0016,0.0134,1.0,,42.07,132.09,25082.49,22412.45,14568.09,30256.81,lstm_sequence,2670.04,2641.58,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-01T13:44:12,2009-10-24T10:05:40,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,22878.19,4252.24,50.07,63121.85,28.4,99.955,79.553,4103.7,0.54,4.483,54,False,False,constant,75.82,76.7,36,0,0,0,oil_process,water_ingress,71.49,20.29,3.382,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T16:34:44,38,40.58,40.58,1.982,5.472,2.761,2.986,,,60.42,64.88,,29.18,35.7,46.62,14/12/10,92.9,0.452,7.5,0.9,6.98,20.479,13.499,101.259,71.33,29.949,89.3,67.52,,0.271,0.0121,30.09,1.0,normal,0.0,0.0455,False,contamination,none,A_healthy,0.0016,0.0,1.0,,57.59,134.18,25081.42,20449.65,13292.27,27607.03,kalman_filter,4631.77,3711.91,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-21T17:24:18,2009-08-15T22:47:00,mixed,False,journeyman,False,40.0,,,none,none,85044.82,3563582.14,14956.87,4252.24,52.56,63121.85,15.36,99.976,83.243,4103.7,0.54,5.532,54,False,False,constant,69.18,89.07,38,0,0,0,oil_hydraulic,particulate_severe,78.42,16.56,0.952,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T17:38:49,39,41.65,41.65,1.854,4.733,2.553,2.995,,,57.56,61.55,,29.18,32.38,42.26,14/12/10,101.2,0.551,6.5,1.8,2.992,19.627,16.635,104.832,70.78,28.65,88.69,65.07,,0.087,0.0402,166.98,0.992,normal,-0.00068472,0.0,False,contamination,none,A_healthy,0.0017,0.0085,1.0,,158.22,133.4,25080.35,22907.27,14889.72,30924.81,weibull_regression,2173.09,2670.56,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-11T23:16:48,2009-11-11T00:49:23,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,20726.81,4252.24,41.67,63121.85,6.73,99.989,83.112,4103.7,0.54,2.571,54,False,False,constant,73.45,93.45,39,0,0,0,oil_hydraulic,particulate_severe,71.03,9.21,2.43,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T18:42:53,40,42.71,42.71,1.89,6.348,3.359,3.128,,,62.24,64.81,,29.18,35.63,46.46,14/12/10,72.1,0.389,26.0,5.7,8.437,27.039,18.602,98.249,69.59,26.992,89.42,65.01,,0.057,0.184,33.79,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0017,0.0124,1.0,,239.66,151.3,25079.29,23445.39,15239.5,31651.28,particle_filter,1633.89,1480.6,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-23T05:24:39,2009-11-30T03:17:53,mixed,False,oem_certified,True,,,,none,none,85044.82,3563582.14,32941.58,4252.24,39.55,63121.85,27.7,99.956,79.96,4103.7,0.54,5.147,54,False,False,constant,70.12,103.46,40,0,0,0,gas_compressed_air,none,42.94,46.88,2.148,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T19:46:57,41,43.78,43.78,2.017,6.293,3.12,3.246,,,64.49,59.01,,29.18,29.84,44.42,14/12/10,81.6,0.354,73.3,9.3,5.239,7.738,2.499,91.805,70.33,28.84,89.43,65.25,,0.432,0.2376,16.5,0.9961,normal,0.00107558,0.0,False,contamination,none,A_healthy,0.0017,0.0,1.0,,88.69,153.11,25078.22,29313.76,19053.94,39573.57,weibull_regression,-4235.54,4025.15,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-24T12:39:42,2010-06-26T00:28:37,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,29958.88,4252.24,48.31,63121.85,25.84,99.959,83.333,4103.7,0.54,5.197,54,False,False,constant,70.29,92.22,41,0,0,0,gas_compressed_air,none,87.66,43.32,8.765,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T20:51:02,42,44.85,44.85,2.095,6.006,2.866,3.165,,,61.63,63.36,,29.18,34.18,46.91,15/13/11,152.2,0.659,59.9,11.5,9.156,14.466,5.31,105.371,71.79,29.855,92.69,66.96,,0.098,0.0699,13.52,1.0,normal,0.0,0.0237,False,contamination,none,A_healthy,0.0018,0.0,1.0,,71.9,164.51,25077.15,29961.94,19475.26,40448.62,physics_informed_nn,-4884.79,5272.54,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-08T01:49:18,2010-07-19T00:30:06,mixed,False,master_technician,False,30.0,,,none,none,85044.82,3563582.14,16910.95,4252.24,24.34,63121.85,12.15,99.981,86.962,4103.7,0.54,4.36,54,False,False,constant,70.06,90.43,42,0,0,0,water,none,28.78,136.82,6.537,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T21:55:06,43,45.92,45.92,1.82,6.77,3.72,2.979,,,58.09,65.78,,29.18,36.61,45.88,13/11/9,185.5,0.348,6.2,1.8,5.123,14.497,9.375,99.703,71.69,29.545,88.82,59.95,,0.067,0.0212,12.1,1.0,normal,0.0,0.0293,False,contamination,none,A_healthy,0.0018,0.0117,1.0,,47.39,154.18,25076.08,21102.29,13716.49,28488.09,xgboost_gradient,3973.79,4245.97,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-04T13:03:51,2009-09-08T06:51:59,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,18618.34,4252.24,56.73,63121.85,18.88,99.97,85.388,4103.7,0.54,5.182,54,False,False,constant,73.01,72.77,43,0,0,0,water,particulate_mild,41.93,11.49,2.187,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-22T22:59:10,44,46.99,46.99,1.973,7.563,3.833,1.849,,,57.16,63.18,,29.18,34.01,48.6,14/12/10,113.7,0.456,8.1,0.9,6.506,24.24,17.733,94.015,71.32,27.997,89.74,65.62,,0.122,0.0139,152.04,1.0,normal,0.00160568,0.0,False,contamination,none,A_healthy,0.0019,0.0,1.0,,36.53,143.48,25075.01,22312.85,14503.35,30122.35,lstm_sequence,2762.16,3056.54,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-29T19:24:38,2009-10-21T04:54:28,mixed,False,oem_certified,True,,,,none,none,85044.82,3563582.14,26774.1,4252.24,50.42,63121.85,16.19,99.974,82.71,4103.7,0.54,1.624,54,False,False,constant,77.48,88.46,44,0,0,0,oil_process,particulate_severe,20.65,10.28,0.442,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T00:03:15,45,48.05,48.05,1.996,9.118,4.568,2.639,,,51.91,64.57,,29.18,35.4,49.04,13/11/9,107.5,0.43,12.2,1.4,9.655,25.175,15.52,98.404,71.79,27.364,90.01,66.67,,0.387,0.1298,249.42,0.9829,normal,-0.00342546,0.047,False,contamination,none,A_healthy,0.0019,0.0098,1.0,,193.8,145.18,25073.95,28456.52,18496.74,38416.3,particle_filter,-3382.57,4029.82,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-06T20:18:48,2010-05-26T20:05:42,mixed,False,specialist,False,61.0,,,none,none,85044.82,3563582.14,19224.04,4252.24,44.94,63121.85,7.11,99.989,82.92,4103.7,0.54,6.541,54,False,False,constant,71.32,87.49,45,0,0,0,steam,none,64.47,33.09,1.559,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T01:07:19,46,49.12,49.12,1.865,6.14,3.292,2.293,,,56.84,57.21,,29.18,28.04,42.29,13/11/9,81.5,0.565,6.9,1.1,8.779,20.122,11.343,96.178,71.35,29.718,91.14,63.5,,0.054,0.054,147.31,0.9939,normal,-0.00043546,0.0314,False,contamination,none,A_healthy,0.002,0.0038,1.0,,199.99,140.53,25072.88,23319.69,15157.8,31481.58,lstm_sequence,1753.19,1472.88,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-20T20:57:59,2009-11-25T22:51:26,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,38740.31,4252.24,26.03,63121.85,8.6,99.986,81.898,4103.7,0.54,5.953,54,False,False,constant,63.33,87.93,46,0,0,0,gas_compressed_air,none,82.22,40.79,2.192,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T02:11:23,47,50.19,50.19,2.1,6.363,3.03,2.763,,,64.17,60.57,,29.18,31.39,46.76,13/11/9,67.8,0.308,22.6,2.7,9.291,16.996,7.705,96.14,71.51,27.493,89.87,64.08,,0.161,0.1527,1.69,0.998,normal,-0.00039491,0.029,False,contamination,none,A_healthy,0.002,0.013,1.0,,122.49,145.14,25071.81,27221.85,17694.2,36749.5,weibull_regression,-2150.04,2317.18,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-12T05:06:52,2010-04-13T04:45:42,mixed,False,apprentice,False,72.0,,,none,none,85044.82,3563582.14,40423.05,4252.24,28.96,63121.85,5.77,99.99,84.676,4103.7,0.54,4.438,54,False,False,constant,72.99,79.96,47,0,0,0,oil_process,particulate_mild,89.35,14.17,2.034,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T03:15:28,48,51.26,51.26,1.935,8.169,4.223,3.419,,,59.43,61.19,,29.18,32.02,46.62,13/11/9,63.9,0.406,6.7,1.7,4.799,14.333,9.534,94.813,71.11,29.104,90.02,66.42,,0.103,0.034,51.48,1.0,normal,0.0,0.0156,False,contamination,none,A_healthy,0.002,0.0136,1.0,,12.43,151.53,25070.74,27501.7,17876.11,37127.3,xgboost_gradient,-2430.96,2384.92,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-18T02:06:30,2010-04-23T03:42:14,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,14334.44,4252.24,34.25,63121.85,18.34,99.971,88.086,4103.7,0.54,6.117,54,False,False,constant,66.52,79.09,48,0,0,0,oil_hydraulic,none,69.07,2.68,1.897,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T04:19:32,49,52.33,52.33,1.955,6.127,3.134,3.5,,,58.09,59.93,,29.18,30.75,46.75,14/12/10,229.0,0.3,28.9,6.3,1.046,4.985,3.939,106.892,69.57,26.454,91.04,63.53,,0.035,0.0077,53.81,1.0,normal,0.0,0.0448,False,contamination,fretting_corrosion,A_healthy,0.0021,0.0,1.0,,19.15,148.14,25069.67,20288.02,13187.21,27388.82,lstm_sequence,4781.66,4387.39,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-18T20:19:59,2009-08-10T17:08:18,mixed,False,journeyman,False,53.0,,,none,none,85044.82,3563582.14,30503.13,4252.24,51.18,63121.85,17.6,99.972,85.233,4103.7,0.54,4.226,54,False,False,constant,70.4,81.19,49,0,0,0,none,water_ingress,55.78,5.08,2.396,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T05:23:36,50,53.39,53.39,1.859,7.562,4.068,2.917,,,56.99,62.17,,29.18,32.99,48.76,13/11/9,54.9,0.363,26.5,6.4,4.544,18.591,14.048,94.116,70.76,29.529,91.4,63.03,,0.2,0.0645,265.23,1.0,normal,0.00342546,0.0225,False,contamination,none,A_healthy,0.0021,0.0026,1.0,,28.75,142.97,25068.61,29922.5,19449.63,40395.38,kalman_filter,-4853.9,4593.5,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-07T14:38:42,2010-07-17T23:31:17,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,26994.28,4252.24,53.08,63121.85,4.27,99.99,88.348,4103.7,0.54,6.351,54,False,False,constant,67.38,85.3,50,0,0,1,gas_compressed_air,none,81.76,31.2,1.706,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T06:27:41,51,54.46,54.46,1.912,7.593,3.97,3.507,,,61.47,61.79,,29.18,32.62,46.38,12/10/8,73.1,0.439,49.0,6.2,9.287,11.103,1.816,93.989,70.82,27.521,90.06,65.13,,1.276,0.0498,29.1,0.9969,normal,0.00059177,0.0,False,contamination,none,A_healthy,0.0022,0.0083,1.0,,56.33,159.68,25067.54,20478.77,13311.2,27646.34,physics_informed_nn,4588.77,5119.33,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-22T21:50:49,2009-08-17T13:25:01,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,29329.31,4252.24,35.94,63121.85,20.67,99.967,83.408,4103.7,0.54,4.083,54,False,False,constant,72.12,105.72,51,0,0,0,water,chemical_contamination,48.13,2.27,0.772,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T07:31:45,52,55.53,55.53,2.079,8.142,3.917,2.552,,,60.22,58.09,,29.18,28.91,46.26,13/11/9,108.3,0.492,19.1,3.8,6.805,15.984,9.179,96.878,71.53,28.031,89.75,66.11,,1.063,0.0491,18.75,1.0,normal,0.00039491,0.0408,False,contamination,lubrication_starvation,A_healthy,0.0022,0.0144,1.0,,11.28,152.79,25066.47,22370.38,14540.74,30200.01,lstm_sequence,2696.09,2867.1,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-01T08:43:03,2009-10-23T14:20:57,mixed,False,apprentice,False,13.0,,,none,none,85044.82,3563582.14,19249.13,4252.24,33.36,63121.85,7.18,99.989,84.764,4103.7,0.54,4.621,54,False,False,constant,63.83,93.18,52,0,0,0,oil_hydraulic,none,86.18,1.91,0.408,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T08:35:49,53,56.6,56.6,1.862,6.778,3.641,3.015,,,58.95,56.5,,29.18,27.32,44.77,14/12/10,108.2,0.411,29.3,6.3,4.086,15.41,11.324,97.25,72.09,28.799,91.91,64.86,,1.378,0.1224,157.28,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0023,0.0,1.0,,100.81,144.47,25065.4,28737.56,18679.41,38795.71,lstm_sequence,-3672.16,3674.53,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-13T01:22:38,2010-06-06T03:31:24,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,17364.93,4252.24,29.75,63121.85,20.56,99.967,85.498,4103.7,0.54,3.811,54,False,False,constant,61.54,84.52,53,0,0,0,water,particulate_mild,29.88,69.08,0.255,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T09:39:54,54,57.67,57.67,2.134,6.25,2.929,2.632,,,58.95,62.45,,29.18,33.27,45.01,12/10/8,78.0,0.325,33.7,8.4,8.505,13.129,4.624,99.866,71.63,29.9,89.82,63.33,,0.104,0.1449,207.25,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0023,0.0,1.0,,22.61,147.69,25064.33,27999.53,18199.69,37799.36,lstm_sequence,-2935.19,3603.5,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-28T17:25:43,2010-05-11T01:15:48,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,18136.83,4252.24,49.98,63121.85,4.09,99.99,79.532,4103.7,0.54,4.016,54,False,False,constant,72.41,82.31,54,0,0,0,oil_hydraulic,none,55.17,20.36,2.662,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T10:43:58,55,58.73,58.73,2.017,6.952,3.447,2.989,,,58.27,62.31,,29.18,33.13,45.81,13/11/9,72.7,0.301,8.9,1.2,8.666,12.597,3.931,104.101,70.71,27.86,90.95,65.28,,0.301,0.0464,33.09,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0023,0.0033,1.0,,36.19,141.04,25063.27,23696.93,15403.0,31990.86,weibull_regression,1366.34,1205.5,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-29T03:11:53,2009-12-09T17:07:26,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,31949.01,4252.24,49.79,63121.85,50.42,99.92,83.0,4103.7,0.54,3.247,54,False,False,constant,73.13,90.42,55,0,0,0,gas_compressed_air,none,27.24,32.27,4.963,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T11:48:02,56,59.8,59.8,2.031,8.166,4.022,3.006,,,59.34,64.93,,29.18,35.76,47.11,13/11/9,81.3,0.416,52.0,7.8,6.019,8.707,2.689,105.117,70.69,28.957,91.29,62.81,,1.69,0.1283,54.88,1.0,normal,0.00062646,0.0161,False,contamination,lubrication_starvation,A_healthy,0.0024,0.0,1.0,,76.21,149.04,25062.2,20978.77,13636.2,28321.34,xgboost_gradient,4083.43,4655.29,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-02T13:11:13,2009-09-04T11:45:26,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,41165.44,4252.24,39.22,63121.85,8.97,99.986,84.818,4103.7,0.54,6.243,54,False,False,constant,80.36,78.47,56,0,0,0,oil_hydraulic,particulate_mild,24.52,110.95,1.304,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T12:52:07,57,60.87,60.87,1.963,8.025,4.088,2.588,,,57.52,62.58,,29.18,33.41,47.21,14/12/10,412.2,0.353,23.2,3.4,1.408,18.384,16.976,101.788,69.66,28.689,88.07,64.58,,0.476,0.0792,61.02,0.9863,normal,-0.00273628,0.0623,False,contamination,none,A_healthy,0.0024,0.0029,1.0,,291.75,149.52,25061.13,21699.27,14104.53,29294.02,xgboost_gradient,3361.86,2828.6,6156.0,0.0,0.0001,0.0024,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-17T14:30:16,2009-09-30T01:14:59,mixed,False,oem_certified,True,,,,none,none,85044.82,3563582.14,25797.51,4252.24,49.05,63121.85,9.41,99.985,81.49,4103.7,0.54,1.688,54,False,False,constant,63.19,79.58,57,0,0,0,gas_compressed_air,particulate_severe,87.8,119.62,4.282,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T13:56:11,58,61.94,61.94,1.94,7.438,3.834,2.582,,,58.58,58.94,,29.18,29.76,49.35,14/12/10,93.4,0.325,17.0,3.9,3.363,9.281,5.917,96.902,71.24,29.699,89.15,66.02,,1.679,0.0805,80.03,0.9931,normal,-0.00137594,0.0,False,contamination,none,A_healthy,0.0025,0.0,1.0,,132.68,137.26,25060.06,22668.24,14734.35,30602.12,particle_filter,2391.83,2013.76,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-07T20:03:18,2009-11-03T09:56:17,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,28836.34,4252.24,22.64,63121.85,5.55,99.99,84.219,4103.7,0.54,3.32,54,False,False,constant,65.68,89.39,58,0,0,0,steam,none,48.44,42.91,0.258,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T15:00:15,59,63.0,63.0,1.943,7.175,3.692,3.291,,,55.92,62.17,,29.18,33.0,47.04,14/12/10,65.7,0.49,13.7,2.7,7.575,15.345,7.771,94.033,71.54,29.493,90.69,67.06,,0.143,0.0337,114.19,1.0,normal,0.0,0.0171,False,contamination,none,A_healthy,0.0025,0.0,1.0,,26.38,138.95,25059.0,27186.56,17671.26,36701.86,physics_informed_nn,-2127.56,1840.45,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-12T00:17:03,2010-04-12T11:34:48,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,27279.48,4252.24,54.25,63121.85,20.05,99.968,85.561,4103.7,0.54,2.037,54,False,False,constant,74.43,74.55,59,0,0,0,oil_hydraulic,none,27.77,41.29,0.406,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T16:04:20,60,64.07,64.07,1.945,6.605,3.396,3.657,,,60.9,59.92,,29.18,30.75,47.42,14/12/10,105.0,0.335,12.3,2.5,2.101,6.553,4.452,100.922,71.19,27.231,90.72,68.5,,0.162,0.0165,78.34,0.9868,normal,-0.00263409,0.0242,False,contamination,none,A_healthy,0.0026,0.0,1.0,,139.86,153.02,25057.93,29298.1,19043.77,39552.44,lstm_sequence,-4240.18,4388.11,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-25T01:07:26,2010-06-26T07:27:37,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,36118.24,4252.24,54.97,63121.85,14.85,99.976,87.677,4103.7,0.54,1.341,54,False,False,constant,64.59,83.18,60,0,2,0,water,particulate_mild,86.62,6.81,3.201,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T17:08:24,61,65.14,65.14,1.94,8.07,4.161,3.247,,,59.23,59.93,,29.18,30.76,47.1,14/12/10,82.5,0.309,9.9,2.3,8.136,10.739,2.603,98.196,71.1,28.934,90.44,63.85,,0.053,0.0386,6.94,0.9974,normal,-0.00052919,0.0,False,contamination,none,A_healthy,0.0026,0.0,1.0,,180.15,148.08,25056.86,22453.36,14594.68,30312.04,xgboost_gradient,2603.5,2438.82,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-03T11:49:11,2009-10-26T22:29:45,mixed,False,specialist,False,17.0,,,none,none,85044.82,3563582.14,12948.92,4252.24,28.45,63121.85,10.05,99.984,81.11,4103.7,0.54,1.145,54,False,False,constant,63.99,87.95,61,0,0,0,oil_hydraulic,none,23.64,13.25,1.42,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T18:12:28,62,66.21,66.21,1.759,7.541,4.287,2.752,,,63.42,66.66,,29.18,37.48,49.44,14/12/10,66.6,0.335,23.2,5.0,9.355,18.321,8.966,103.571,71.31,27.962,88.32,65.81,,0.162,0.1032,55.43,0.9981,normal,0.00236533,0.0004,False,contamination,none,A_healthy,0.0026,0.0151,1.0,,49.54,151.8,25055.79,27878.46,18121.0,37635.91,xgboost_gradient,-2822.66,2785.72,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-26T13:26:08,2010-05-07T02:53:42,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,40785.55,4252.24,47.83,63121.85,7.3,99.988,85.799,4103.7,0.54,3.635,54,False,False,constant,76.34,86.77,62,0,0,0,steam,none,56.51,33.45,0.551,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T19:16:33,63,67.28,67.28,2.13,9.211,4.325,2.886,,,65.56,62.32,,29.18,33.14,43.8,13/11/9,108.6,0.425,56.3,14.5,3.414,12.267,8.854,96.861,69.67,28.99,90.38,66.42,,0.191,0.1473,280.26,0.9984,normal,0.00105679,0.015,False,contamination,none,A_healthy,0.0027,0.001,1.0,,76.37,149.32,25054.72,21632.62,14061.2,29204.04,kalman_filter,3422.1,4300.44,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-16T11:35:11,2009-09-27T23:00:14,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,36128.07,4252.24,38.25,63121.85,6.82,99.989,79.624,4103.7,0.54,5.884,54,False,False,constant,65.41,69.24,63,0,0,0,none,particulate_mild,54.02,2.44,0.084,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T20:20:37,64,68.34,68.34,2.149,9.76,4.542,3.294,,,60.97,65.1,,29.18,35.92,44.57,13/11/9,70.1,0.483,16.3,4.6,2.406,17.056,14.65,102.927,70.21,28.282,88.48,61.72,,0.324,0.0308,0.92,0.9876,normal,-0.00248511,0.0054,False,contamination,none,A_healthy,0.0027,0.0077,1.0,,129.11,153.55,25053.66,29069.87,18895.42,39244.33,physics_informed_nn,-4016.22,4038.45,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-20T11:16:49,2010-06-18T09:44:09,mixed,False,specialist,False,63.0,,,none,none,85044.82,3563582.14,29895.49,4252.24,38.29,63121.85,6.3,99.99,81.907,4103.7,0.54,3.301,54,False,False,constant,79.17,82.86,64,0,0,0,none,none,53.09,24.09,5.264,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T21:24:41,65,69.41,69.41,2.075,5.95,2.867,3.265,,,57.06,58.72,,29.18,29.55,47.44,13/11/9,57.8,0.409,73.1,13.5,2.897,16.71,13.813,95.581,69.19,27.132,89.23,68.25,,0.794,0.0021,161.01,1.0,normal,0.00263409,0.0126,False,contamination,abrasive_wear,A_healthy,0.0028,0.0,1.0,,84.74,160.21,25052.59,27027.84,17568.09,36487.58,physics_informed_nn,-1975.25,1621.29,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-08T23:19:47,2010-04-07T03:04:21,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,29941.06,4252.24,43.79,63121.85,21.32,99.966,78.95,4103.7,0.54,2.432,54,False,False,constant,67.26,69.47,65,0,0,2,oil_process,water_ingress,34.38,7.12,0.981,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T22:28:46,66,70.48,70.48,1.83,5.098,2.786,4.022,,,57.4,65.22,,29.18,36.04,46.57,14/12/10,175.3,0.322,7.8,1.1,1.612,18.722,17.109,99.218,71.39,28.002,88.4,64.37,,0.112,0.1445,48.13,1.0,normal,0.00052919,0.0,False,contamination,none,A_healthy,0.0028,0.006,1.0,,49.03,150.69,25051.52,22736.76,14778.89,30694.63,lstm_sequence,2314.76,2011.07,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-09T14:51:35,2009-11-06T04:43:34,mixed,False,oem_certified,True,,,,none,none,85044.82,3563582.14,41684.27,4252.24,52.12,63121.85,8.41,99.987,88.086,4103.7,0.54,5.585,54,False,False,constant,73.09,90.71,66,0,0,0,oil_process,particulate_mild,70.83,104.23,0.794,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-23T23:32:50,67,71.55,71.55,1.695,6.521,3.847,3.08,,,58.03,63.34,,29.18,34.17,45.66,14/12/10,113.4,0.339,5.9,1.4,5.296,13.592,8.296,98.267,70.87,28.091,91.53,63.43,,0.073,0.0454,63.44,1.0,normal,0.00037095,0.0381,False,contamination,adhesive_wear,A_healthy,0.0028,0.0011,1.0,,17.08,151.06,25050.45,27072.91,17597.39,36548.43,physics_informed_nn,-2022.46,1818.14,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-10T00:00:09,2010-04-08T19:31:16,mixed,False,master_technician,False,30.0,,,none,none,85044.82,3563582.14,39916.75,4252.24,41.5,63121.85,9.27,99.985,92.082,4103.7,0.54,2.335,54,False,False,constant,65.19,85.93,67,0,0,0,water,none,31.37,115.17,0.094,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T00:36:54,68,72.62,72.62,2.319,8.742,3.769,2.835,,,62.51,58.04,,29.18,28.87,45.2,14/12/10,57.4,0.455,24.8,3.6,7.285,24.488,17.203,101.764,73.48,28.755,88.41,66.76,,0.323,0.1193,124.09,0.9925,normal,-0.00118374,0.0,False,contamination,none,A_healthy,0.0029,0.0,1.0,,128.39,165.3,25049.38,27363.46,17786.25,36940.67,particle_filter,-2314.08,2030.59,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-16T02:20:42,2010-04-19T03:33:22,mixed,False,master_technician,False,21.0,,,none,none,85044.82,3563582.14,33306.03,4252.24,44.23,63121.85,28.03,99.956,80.432,4103.7,0.54,4.86,54,False,False,constant,71.28,85.33,68,0,0,1,gas_compressed_air,water_ingress,74.69,3.57,0.974,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T01:40:59,69,73.68,73.68,2.146,8.186,3.814,3.097,,,61.19,61.8,,29.18,32.62,47.13,14/12/10,159.8,0.404,14.5,3.6,9.325,14.537,5.212,99.911,69.88,27.09,90.33,64.99,,0.125,0.0288,331.49,0.9887,normal,0.00021938,0.0009,False,contamination,fretting_corrosion,A_healthy,0.0029,0.0,1.0,,226.1,147.83,25048.32,22809.71,14826.31,30793.11,lstm_sequence,2238.61,2500.41,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-11T06:32:19,2009-11-08T21:56:15,mixed,False,master_technician,False,34.0,,,none,none,85044.82,3563582.14,25668.03,4252.24,54.36,63121.85,6.38,99.99,87.997,4103.7,0.54,6.55,54,False,False,constant,72.8,90.1,69,0,0,1,steam,water_ingress,53.94,20.06,3.125,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T02:45:03,70,74.75,74.75,1.945,6.672,3.43,2.994,,,59.91,61.73,,29.18,32.55,46.1,15/13/11,116.0,0.556,38.7,10.4,9.668,22.03,12.362,92.83,69.95,29.171,90.61,68.26,,0.866,0.0045,76.15,0.9947,normal,-0.0010692,0.0052,False,contamination,none,A_healthy,0.003,0.0,1.0,,223.19,153.88,25047.25,22150.07,14397.55,29902.6,xgboost_gradient,2897.18,3255.17,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-27T13:47:13,2009-10-16T14:18:44,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,40920.69,4252.24,47.18,63121.85,17.98,99.972,89.757,4103.7,0.54,4.966,54,False,False,constant,69.21,80.42,70,0,0,1,steam,water_ingress,84.23,204.77,0.537,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T03:49:07,71,75.82,75.82,2.021,5.433,2.689,3.209,,,62.3,62.2,,29.18,33.03,47.08,14/12/10,68.8,0.462,53.9,10.4,8.937,27.979,19.042,111.213,73.02,28.292,90.26,64.78,,2.432,0.042,36.13,0.9882,normal,-0.00236821,0.0,False,contamination,none,A_healthy,0.003,0.0076,1.0,,176.49,149.26,25046.18,27439.16,17835.46,37042.87,lstm_sequence,-2392.98,2132.12,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-17T19:23:59,2010-04-21T23:06:23,mixed,False,specialist,False,25.0,,,none,none,85044.82,3563582.14,35129.8,4252.24,51.78,63121.85,7.94,99.987,82.662,4103.7,0.54,3.596,54,False,False,constant,72.09,88.64,71,0,1,0,oil_process,particulate_mild,65.81,39.04,0.802,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T04:53:12,72,76.89,76.89,2.0,8.41,4.204,3.096,,,61.07,64.3,,29.18,35.12,47.66,13/11/9,60.6,0.435,10.7,2.7,1.053,18.809,17.756,101.331,71.09,27.352,89.57,66.14,,0.002,0.1009,104.36,0.9997,normal,-5.04e-05,0.0213,False,contamination,none,A_healthy,0.0031,0.0,1.0,,174.41,146.3,25045.11,26780.8,17407.52,36154.07,lstm_sequence,-1735.68,1656.68,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-04T03:17:04,2010-03-29T16:33:46,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,38945.25,4252.24,49.8,63121.85,15.35,99.976,89.708,4103.7,0.54,4.013,54,False,False,constant,75.69,96.9,72,0,0,0,oil_hydraulic,none,70.99,2.77,0.758,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T05:57:16,73,77.95,77.95,1.956,8.591,4.392,2.976,,,59.27,59.2,,29.18,30.02,47.23,13/11/9,85.7,0.352,10.3,2.2,1.734,11.713,9.979,94.457,71.58,30.03,89.52,70.03,,0.544,0.0025,226.77,1.0,normal,0.00150288,0.0,False,contamination,none,A_healthy,0.0031,0.0081,1.0,,63.26,160.25,25044.05,21380.06,13897.04,28863.08,xgboost_gradient,3663.98,3560.53,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-11T15:59:08,2009-09-19T11:00:26,mixed,False,master_technician,False,48.0,,,none,none,85044.82,3563582.14,29684.62,4252.24,27.76,63121.85,9.09,99.986,89.923,4103.7,0.54,5.445,54,False,False,constant,73.44,82.96,73,0,0,0,steam,particulate_mild,53.91,178.0,0.924,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T07:01:20,74,79.02,79.02,2.057,7.78,3.782,2.696,,,62.13,62.76,,29.18,33.58,46.03,14/12/10,79.9,0.318,15.3,3.1,4.432,7.093,2.661,96.16,71.13,28.761,89.09,65.16,,0.236,0.0538,95.83,0.9937,normal,0.00099598,0.0016,False,contamination,none,A_healthy,0.0031,0.0012,1.0,,170.84,143.45,25042.98,27618.04,17951.73,37284.36,physics_informed_nn,-2575.06,3326.0,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-21T16:02:35,2010-04-28T10:21:27,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,16321.43,4252.24,29.72,63121.85,20.57,99.967,79.679,4103.7,0.54,7.902,54,False,False,constant,65.03,77.72,74,0,0,0,oil_process,particulate_severe,86.96,176.49,4.093,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T08:05:25,75,80.09,80.09,2.235,8.584,3.84,3.468,,,63.6,65.18,,29.18,36.0,47.82,14/12/10,83.5,0.305,46.2,8.4,3.703,5.998,2.295,100.508,70.86,29.203,89.98,64.13,,0.087,0.033,99.85,0.9982,normal,0.00071376,0.0732,False,contamination,electrical_pitting,A_healthy,0.0032,0.0,1.0,,26.8,162.94,25041.91,27436.09,17833.46,37038.72,physics_informed_nn,-2394.18,2199.76,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-17T22:08:10,2010-04-22T00:46:07,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,23890.18,4252.24,57.74,63121.85,7.49,99.988,80.04,4103.7,0.54,7.706,54,False,False,constant,62.07,101.67,75,0,0,0,oil_hydraulic,particulate_mild,45.76,85.5,0.181,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T09:09:29,76,81.16,81.16,1.938,6.263,3.232,2.91,,,60.64,66.23,,29.18,37.06,43.13,14/12/10,219.7,0.502,14.7,3.5,7.379,17.114,9.735,95.554,70.54,28.953,91.26,66.19,,0.123,0.0266,209.1,0.988,normal,-2.561e-05,0.029,False,contamination,none,A_healthy,0.0032,0.0,1.0,,142.49,163.19,25040.84,27129.42,17634.12,36624.72,physics_informed_nn,-2088.58,1839.98,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-11T13:52:03,2010-04-11T05:09:51,mixed,False,master_technician,False,75.0,,,none,none,85044.82,3563582.14,33836.7,4252.24,38.56,63121.85,12.28,99.981,84.396,4103.7,0.54,7.631,54,False,False,constant,70.94,83.76,76,0,0,0,gas_compressed_air,chemical_contamination,29.61,54.62,0.563,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T10:13:33,77,82.23,82.23,1.928,8.46,4.387,2.909,,,62.81,60.62,,29.18,31.44,46.19,14/12/10,99.8,0.343,13.3,2.8,1.463,19.871,18.407,100.643,69.71,29.145,88.92,64.35,,0.722,0.0425,136.18,1.0,normal,5.04e-05,0.0402,False,contamination,none,A_healthy,0.0033,0.0,1.0,,424.27,140.11,25039.77,21445.0,13939.25,28950.75,physics_informed_nn,3594.77,3003.72,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-13T04:43:37,2009-09-21T22:28:40,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,33463.54,4252.24,42.39,63121.85,9.7,99.985,77.438,4103.7,0.54,3.012,54,False,False,constant,69.96,76.75,77,0,0,0,steam,particulate_mild,65.17,109.89,0.152,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T11:17:38,78,83.29,83.29,1.873,5.109,2.728,2.498,,,61.33,66.98,,29.18,37.81,44.4,13/11/9,78.1,0.439,27.0,8.0,8.352,15.164,6.813,105.732,70.71,27.608,87.79,65.61,,0.318,0.0114,3.49,1.0,normal,0.0,0.0527,False,contamination,none,A_healthy,0.0033,0.0072,1.0,,210.37,154.77,25038.71,27277.03,17730.07,36823.99,lstm_sequence,-2238.33,1860.97,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-14T17:48:34,2010-04-16T12:46:13,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,28336.67,4252.24,33.09,63121.85,4.52,99.99,86.268,4103.7,0.54,6.845,54,False,False,constant,74.57,84.14,78,0,0,0,oil_hydraulic,particulate_severe,54.5,44.71,2.427,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T12:21:42,79,84.36,84.36,1.89,7.219,3.82,2.883,,,62.02,62.2,,29.18,33.03,44.77,13/11/9,60.6,0.374,50.9,9.7,2.784,8.552,5.767,93.645,72.94,29.232,88.49,66.31,,0.469,0.0985,8.6,0.9892,normal,-0.00088545,0.0,False,contamination,none,A_healthy,0.0034,0.0011,1.0,,248.44,153.9,25037.64,30417.24,19771.2,41063.27,lstm_sequence,-5379.6,6357.46,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-19T04:58:51,2010-08-05T19:00:51,mixed,False,master_technician,False,76.0,,,none,none,85044.82,3563582.14,41936.07,4252.24,59.03,63121.85,15.61,99.975,82.307,4103.7,0.54,2.206,54,False,False,constant,70.75,87.92,79,0,0,0,water,none,26.36,3.22,0.293,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T13:25:46,80,85.43,85.43,1.791,5.243,2.927,3.601,,,59.9,65.75,,29.18,36.57,44.64,14/12/10,85.8,0.495,39.5,11.8,9.587,14.982,5.395,97.64,71.15,28.222,91.29,62.62,,0.337,0.0625,70.84,0.9914,normal,-0.00136706,0.0,False,contamination,none,A_healthy,0.0034,0.0,1.0,,102.08,155.56,25036.57,23488.18,15267.32,31709.04,particle_filter,1548.39,1556.78,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-25T21:31:10,2009-12-03T10:22:56,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,34926.71,4252.24,56.4,63121.85,17.45,99.972,80.47,4103.7,0.54,7.47,54,False,False,constant,71.79,95.67,80,0,0,0,oil_process,particulate_severe,64.88,15.91,2.44,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T14:29:51,81,86.5,86.5,2.03,5.468,2.693,3.21,,,56.95,59.53,,29.18,30.36,46.16,14/12/10,123.2,0.322,18.1,5.0,8.848,25.18,16.332,101.108,69.02,27.5,90.54,64.59,,0.412,0.0402,42.0,1.0,normal,0.00239383,0.0,False,contamination,none,A_healthy,0.0034,0.0,1.0,,14.12,159.74,25035.5,20395.55,13257.11,27534.0,kalman_filter,4639.95,4646.98,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-22T12:16:24,2009-08-15T22:43:00,mixed,False,oem_certified,True,,,,none,none,85044.82,3563582.14,25458.93,4252.24,42.63,63121.85,7.5,99.988,86.528,4103.7,0.54,5.341,54,False,False,constant,63.14,93.72,81,0,0,0,water,particulate_mild,42.88,41.62,2.464,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T15:33:55,82,87.57,87.57,2.165,6.27,2.896,2.653,,,59.76,62.76,,29.18,33.58,48.46,14/12/10,52.6,0.386,28.1,8.4,4.488,11.31,6.821,111.53,73.71,29.841,90.09,63.32,,0.179,0.0068,279.97,1.0,normal,0.0,0.0,False,contamination,none,A_healthy,0.0035,0.0,1.0,,8.0,153.51,25034.43,20569.71,13370.31,27769.11,kalman_filter,4464.72,4872.19,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-26T04:25:19,2009-08-22T03:49:18,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,18411.16,4252.24,56.69,63121.85,10.2,99.984,85.049,4103.7,0.54,3.367,54,False,False,constant,75.38,96.03,82,0,0,0,oil_process,particulate_mild,35.42,40.77,1.338,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T16:37:59,83,88.63,88.63,2.29,6.782,2.962,3.405,,,59.48,61.46,,29.18,32.28,46.32,14/12/10,127.5,0.35,11.4,2.2,4.189,19.763,15.574,91.501,72.09,29.018,91.42,63.45,,0.279,0.0488,44.06,0.9984,normal,-0.00032903,0.0,False,contamination,none,A_healthy,0.0035,0.0,1.0,,99.02,150.19,25033.37,28133.53,18286.8,37980.27,lstm_sequence,-3100.16,2983.17,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-01T19:23:55,2010-05-17T02:08:05,mixed,False,apprentice,True,,,,none,none,85044.82,3563582.14,14418.72,4252.24,29.74,63121.85,4.5,99.99,80.892,4103.7,0.54,6.626,54,False,False,constant,70.87,80.12,83,0,0,0,oil_process,particulate_mild,88.28,1.76,0.351,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T17:42:04,84,89.7,89.7,2.118,9.04,4.269,3.589,,,57.57,65.4,,29.18,36.23,46.92,14/12/10,104.5,0.404,8.0,1.6,7.03,18.269,11.24,93.055,70.4,26.794,90.08,65.72,,0.62,0.0354,141.82,0.9882,normal,-0.00020238,0.0,False,contamination,thermal_degradation,A_healthy,0.0036,0.0,1.0,,175.15,147.98,25032.3,22174.74,14413.58,29935.91,particle_filter,2857.55,2450.3,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-28T17:04:24,2009-10-18T02:14:02,mixed,False,master_technician,False,8.0,,,none,none,85044.82,3563582.14,14454.83,4252.24,45.04,63121.85,6.58,99.99,82.673,4103.7,0.54,3.607,54,False,False,constant,70.61,85.09,84,0,0,0,oil_hydraulic,none,68.2,52.01,0.745,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T18:46:08,85,90.77,90.77,2.241,5.672,2.531,2.764,,,59.2,63.0,,29.18,33.82,45.65,13/11/9,51.4,0.322,62.6,8.5,7.258,10.513,3.255,98.106,71.02,27.609,89.77,62.42,,0.714,0.0207,121.0,0.9988,normal,0.00148014,0.0,False,contamination,overload,A_healthy,0.0036,0.0072,1.0,,409.48,153.08,25031.23,22640.3,14716.19,30564.4,lstm_sequence,2390.93,2788.53,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-08T10:55:06,2009-11-03T15:01:22,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,33417.75,4252.24,59.16,63121.85,15.5,99.975,80.682,4103.7,0.54,5.103,54,False,False,constant,69.22,94.52,85,0,0,0,water,particulate_mild,59.01,0.98,0.476,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T19:50:12,86,91.84,91.84,1.664,4.395,2.642,3.17,,,60.28,65.18,,29.18,36.0,43.59,13/11/9,209.8,0.447,9.8,2.9,4.788,23.225,18.437,98.767,71.52,29.128,89.82,65.26,,1.093,0.0805,113.11,1.0,normal,0.0,0.0152,False,contamination,none,A_healthy,0.0037,0.0062,1.0,,25.63,148.4,25030.16,22752.85,14789.35,30716.35,xgboost_gradient,2277.31,2106.91,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-10T20:15:40,2009-11-07T15:45:30,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,27156.2,4252.24,47.94,63121.85,9.31,99.985,82.465,4103.7,0.54,3.807,54,False,False,constant,84.48,98.34,86,0,0,1,water,chemical_contamination,89.83,24.39,3.137,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T20:54:17,87,92.9,92.9,1.942,5.085,2.618,2.959,,,64.97,60.19,,29.18,31.02,45.6,13/11/9,133.6,0.334,43.4,5.4,2.859,14.806,11.947,103.958,69.3,27.627,90.09,62.73,,0.184,0.0518,66.63,1.0,normal,0.0,0.0331,False,contamination,none,A_healthy,0.0037,0.0,1.0,,171.1,169.91,25029.1,27855.17,18105.86,37604.48,xgboost_gradient,-2826.07,3328.7,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-27T04:29:22,2010-05-07T09:47:55,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,18251.21,4252.24,34.72,63121.85,17.84,99.972,79.875,4103.7,0.54,4.847,54,False,False,constant,67.49,65.47,87,0,0,0,steam,none,35.78,43.17,0.325,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T21:58:21,88,93.97,93.97,1.787,7.119,3.985,2.825,,,62.25,69.24,,29.18,40.06,45.27,14/12/10,106.2,0.474,16.0,2.5,2.067,10.429,8.362,88.909,72.05,29.364,89.89,64.54,,0.25,0.0993,55.7,0.9848,normal,-0.00271514,0.0433,False,contamination,none,A_healthy,0.0037,0.0,1.0,,221.43,145.09,25028.03,28211.43,18337.43,38085.43,particle_filter,-3183.4,4050.02,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-03T15:41:15,2010-05-20T01:41:17,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,16596.94,4252.24,33.66,63121.85,15.68,99.975,81.47,4103.7,0.54,1.86,54,False,False,constant,89.77,78.27,88,0,0,0,oil_hydraulic,particulate_mild,43.91,0.11,4.288,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-24T23:02:25,89,95.04,95.04,1.881,7.717,4.103,3.046,,,66.55,63.75,,29.18,34.58,44.23,14/12/10,71.5,0.352,10.4,2.1,6.624,25.322,18.697,100.887,69.7,28.578,89.73,62.49,,0.901,0.0599,286.53,0.9869,normal,-0.00025705,0.0,False,contamination,overload,A_healthy,0.0038,0.0,1.0,,218.3,170.08,25026.96,28229.68,18349.29,38110.07,physics_informed_nn,-3202.72,4054.94,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-04T01:52:49,2010-05-20T18:16:06,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,33085.12,4252.24,37.52,63121.85,26.56,99.958,88.382,4103.7,0.54,5.336,54,False,False,constant,65.65,80.82,89,0,1,0,water,none,22.78,24.79,0.495,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T00:06:30,90,96.11,96.11,1.696,6.219,3.666,3.188,,,59.6,60.62,,29.18,31.44,47.3,13/11/9,151.7,0.38,63.7,6.5,4.638,11.676,7.038,99.161,71.09,27.74,90.22,64.93,,1.062,0.0206,176.11,0.9808,normal,-0.0035954,0.0396,False,contamination,none,A_healthy,0.0038,0.0199,1.0,,192.78,138.1,25025.89,20411.51,13267.48,27555.53,physics_informed_nn,4614.39,4955.84,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-10-23T05:51:40,2009-08-16T21:53:18,mixed,False,specialist,False,86.0,,,none,none,85044.82,3563582.14,20064.31,4252.24,46.92,63121.85,10.33,99.984,85.855,4103.7,0.54,7.636,54,False,False,constant,70.31,80.47,90,0,0,0,none,none,47.14,65.32,3.654,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T01:10:34,91,97.18,97.18,1.979,6.631,3.351,2.712,,,59.09,64.62,,29.18,35.44,45.36,14/12/10,64.3,0.357,10.9,1.2,5.043,18.025,12.982,91.032,70.49,29.09,91.8,64.63,,0.128,0.0153,194.24,0.9892,normal,-0.00216063,0.0769,False,contamination,none,A_healthy,0.0039,0.0105,1.0,,166.09,145.89,25024.82,27239.49,17705.67,36773.31,lstm_sequence,-2214.66,1989.1,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-14T12:55:10,2010-04-15T18:44:23,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,14710.97,4252.24,59.28,63121.85,6.16,99.99,86.593,4103.7,0.54,1.86,54,False,False,constant,76.27,76.74,91,0,0,0,oil_process,none,48.34,5.75,0.36,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T02:14:38,92,98.24,98.24,2.165,6.795,3.138,3.382,,,58.83,59.62,,29.18,30.44,48.34,14/12/10,51.3,0.551,12.9,1.4,2.425,19.997,17.571,98.508,71.89,28.716,89.96,66.35,,2.806,0.0609,64.88,0.999,normal,-0.00020381,0.0,False,contamination,none,A_healthy,0.0039,0.0,1.0,,93.06,140.09,25023.76,27200.41,17680.27,36720.56,weibull_regression,-2176.66,1925.57,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-13T18:26:58,2010-04-14T10:35:37,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,34569.54,4252.24,46.89,63121.85,5.92,99.99,81.258,4103.7,0.54,1.219,54,False,False,constant,66.04,80.67,92,0,0,1,oil_hydraulic,particulate_mild,47.28,18.29,3.612,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T03:18:43,93,99.31,99.31,2.005,7.394,3.687,3.469,,,59.31,64.37,,29.18,35.19,44.05,13/11/9,79.3,0.407,22.1,2.8,9.187,24.853,15.666,102.003,73.51,28.266,90.68,65.67,,0.088,0.1256,3.27,1.0,normal,0.00304417,0.0139,False,contamination,thermal_degradation,A_healthy,0.004,0.0,1.0,,258.03,140.37,25022.69,22394.69,14556.55,30232.83,physics_informed_nn,2628.0,3077.62,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-03T16:39:21,2009-10-26T06:47:48,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,18750.96,4252.24,25.94,63121.85,4.45,99.99,89.72,4103.7,0.54,2.802,54,False,False,constant,79.41,78.86,93,0,0,0,water,chemical_contamination,87.01,8.38,1.351,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T04:22:47,94,100.38,100.38,2.181,8.075,3.703,2.308,,,61.78,61.54,,29.18,32.36,47.34,13/11/9,141.4,0.547,8.3,2.1,5.718,18.276,12.558,102.196,69.79,27.966,88.72,63.53,,0.254,0.1517,294.26,0.9965,normal,0.00190475,0.0,False,contamination,none,A_healthy,0.004,0.0037,1.0,,325.2,136.11,25021.62,29675.22,19288.9,40061.55,particle_filter,-4653.6,3896.28,6156.0,0.0,0.0001,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-05-04T09:59:29,2010-07-11T04:19:11,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,35331.08,4252.24,35.77,63121.85,5.49,99.99,83.5,4103.7,0.54,7.897,54,False,False,constant,70.3,71.63,94,0,0,0,water,chemical_contamination,81.92,98.21,4.68,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T05:26:51,95,101.45,101.45,1.926,6.022,3.126,2.822,,,64.62,62.02,,29.18,32.84,46.53,13/11/9,114.9,0.532,12.6,3.4,4.961,23.939,18.977,91.448,70.1,27.508,88.62,66.57,,1.387,0.0009,134.62,0.9957,normal,0.00297877,0.0,False,contamination,cavitation,A_healthy,0.004,0.0,1.0,,283.1,160.88,25020.55,26878.93,17471.31,36286.56,kalman_filter,-1858.38,2028.73,6156.0,0.0,0.0002,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-03-07T04:54:49,2010-04-03T04:32:24,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,41333.13,4252.24,55.16,63121.85,5.01,99.99,82.498,4103.7,0.54,4.688,54,False,False,constant,69.53,82.45,95,0,0,0,water,none,86.02,90.19,0.738,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T06:30:56,96,102.52,102.52,2.116,8.295,3.92,3.152,,,66.5,62.17,,29.18,33.0,46.03,13/11/9,65.1,0.77,40.0,7.4,9.762,19.442,9.68,101.301,70.16,29.161,89.91,64.48,,0.081,0.0178,52.91,1.0,normal,0.00216063,0.0,False,contamination,none,A_healthy,0.0041,0.0009,1.0,,222.05,147.17,25019.48,28820.72,18733.47,38907.98,weibull_regression,-3801.24,3343.64,6156.0,0.0,0.0002,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-16T16:52:39,2010-06-11T00:07:52,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,24238.14,4252.24,55.83,63121.85,29.78,99.953,80.444,4103.7,0.54,2.664,54,False,False,constant,70.33,77.5,96,0,0,0,oil_hydraulic,none,58.0,23.67,0.498,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T07:35:00,97,103.58,103.58,1.847,6.042,3.272,3.052,,,60.96,61.45,,29.18,32.28,49.36,12/10/8,52.4,0.483,14.0,2.1,5.662,13.026,7.364,95.079,68.18,26.803,90.31,67.42,,0.992,0.1057,5.13,1.0,normal,0.00020381,0.0359,False,contamination,none,A_healthy,0.0041,0.011,1.0,,96.58,143.89,25018.42,20965.84,13627.79,28303.88,lstm_sequence,4052.58,4652.41,6156.0,0.0,0.0002,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-11-04T02:30:03,2009-09-05T20:32:36,mixed,False,apprentice,True,,,,none,none,85044.82,3563582.14,42211.48,4252.24,52.19,63121.85,16.73,99.974,85.179,4103.7,0.54,4.538,54,False,False,constant,77.13,68.29,97,0,0,0,oil_process,none,31.94,87.59,2.29,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T08:39:04,98,104.65,104.65,1.999,7.68,3.842,2.72,,,53.63,61.85,,29.18,32.68,44.61,14/12/10,143.5,0.385,47.3,8.0,8.974,13.256,4.282,99.93,72.46,29.433,88.43,66.66,,0.111,0.0621,36.13,1.0,normal,0.0,0.0109,False,contamination,contamination,A_healthy,0.0042,0.0065,1.0,,399.76,142.52,25017.35,28998.62,18849.1,39148.13,lstm_sequence,-3981.27,3883.53,6156.0,0.0,0.0002,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-20T11:57:31,2010-06-17T09:28:26,mixed,False,journeyman,True,,,,none,none,85044.82,3563582.14,24316.86,4252.24,30.62,63121.85,13.76,99.978,85.394,4103.7,0.54,3.606,54,False,False,constant,60.57,82.04,98,0,0,0,oil_process,chemical_contamination,50.02,71.06,0.205,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T09:43:09,99,105.72,105.72,2.315,9.599,4.146,3.217,,,62.46,64.77,,29.18,35.6,49.21,14/12/10,69.6,0.379,64.2,16.7,9.597,17.873,8.276,99.464,70.2,28.426,88.6,68.68,,0.956,0.0246,268.23,1.0,normal,0.00070988,0.0133,False,contamination,none,A_healthy,0.0042,0.006,1.0,,36.43,152.7,25016.28,23022.49,14964.62,31080.37,particle_filter,1993.79,2375.7,6156.0,0.0,0.0002,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2008-12-17T00:57:57,2009-11-17T18:50:18,mixed,False,master_technician,True,,,,none,none,85044.82,3563582.14,33545.08,4252.24,22.25,63121.85,12.07,99.981,83.384,4103.7,0.54,2.698,54,False,False,constant,77.33,100.12,99,0,0,0,water,particulate_severe,42.97,97.55,3.443,,,standard
ASSET-000050,compressor,critical,Apex Rotating Systems,MDL-9209-C,2007-08-21,25122.0,3000.0,70.75726290268084,indoor_uncontrolled,marine,FAC-305,LINE-D,active_active,2007-08-25T10:47:13,100,106.79,106.79,1.806,8.081,4.474,3.441,,,62.74,61.86,,29.18,32.69,48.92,13/11/9,180.3,0.417,12.2,3.6,8.848,23.178,14.33,103.647,70.49,27.659,91.2,65.57,,0.05,0.0006,130.38,1.0,normal,0.000859,0.0,False,contamination,none,A_healthy,0.0043,0.0165,1.0,,32.61,147.42,25015.21,28455.06,18495.79,38414.33,xgboost_gradient,-3439.84,4133.35,6156.0,0.0,0.0002,0.0025,2.158,48308.0,1.0,1e-06,False,none,none,,,,,,2009-04-09T06:18:57,2010-05-29T05:35:09,mixed,False,specialist,True,,,,none,none,85044.82,3563582.14,14028.71,4252.24,42.51,63121.85,9.91,99.984,83.329,4103.7,0.54,2.735,54,False,False,constant,72.76,83.09,100,0,0,0,oil_hydraulic,none,71.61,7.87,0.528,,,standard