Datasets:

omshrivastava
/

APOO-Indian-Traffic-Dataset

link_length_m float64	speed_limit_kmh float64	num_lanes int64	gradient_pct float64	side_friction float64	pct_two_wheeler float64	pct_car float64	pct_auto float64	pct_bus float64	pct_truck float64	density_veh_km_lane float64	weather_speed_factor float64	time_of_day_sin float64	time_of_day_cos float64	is_peak int64	is_weekend int64	platoon_size int64	platoon_pcu float64	upstream_queue_pcu float64	downstream_queue_pcu float64	actual_travel_time_s float64	platoon_dispersion_s float64	weather string	city_type string	mix_type string
318.543053	30	4	1.391964	0.399329	59.251329	16.105534	8.685677	5.16811	3.389642	75.69869	1	0.90965	0.415376	0	0	37	23.8	12.958351	5.824583	71.71389	19.918819	clear	metro	tier2_peak
425.333803	40	4	-0.26358	0.492588	54.334932	17.036887	11.159582	6.234332	3.324327	11.117638	1	-0.91583	-0.401566	0	1	11	4.1	18.2999	16.663898	52.659849	13.849793	clear	metro	tier2_peak
228.014094	30	3	0.975134	0.255856	53.919845	19.779994	8.170939	5.613621	4.25078	46.458398	0.7	0.890062	-0.455839	1	0	22	13.1	28.957659	12.140685	83.014303	21.729785	fog	metro	metro_offpeak
274.199632	30	4	-2.008398	0.107818	57.913849	22.168321	8.074348	5.24588	2.079383	33.162862	0.7	0.890483	-0.455017	1	0	26	16.7	26.616382	9.444299	65.284479	17.871074	fog	metro	metro_peak
203.817411	40	4	1.56471	0.380639	58.585213	16.125378	8.967428	5.055883	3.102504	19.753202	0.65	-0.247723	-0.968831	0	0	17	7.1	4.836639	18.593953	33.252867	9.169666	heavy_rain	metro	tier2_peak
513.654171	30	2	2.228764	0.501836	53.567289	13.383799	11.952549	5.63178	3.923105	10.036426	0.65	-0.767579	0.640954	0	1	10	4.1	15.322419	8.34822	94.599	24.662136	heavy_rain	metro	tier2_offpeak
249.948515	50	3	-0.974309	0.571455	52.936865	19.313064	9.596542	6.076286	3.763269	20.366085	1	0.994447	-0.105243	0	0	6	2.5	10.352137	12.687027	20.616801	5.335846	clear	metro	metro_offpeak
456.317453	30	3	2.913903	0.221028	55.030571	11.849065	11.274066	6.494942	3.786326	65.884159	1	0.902729	-0.430209	1	1	20	12.2	1.223254	11.817859	80.008983	21.209718	clear	metro	tier2_offpeak
454.903963	50	3	0.072558	0.213248	56.535507	8.907393	12.398855	6.462308	3.612661	25.998502	1	-0.111805	0.99373	0	0	6	1.5	5.661213	5.577427	43.810588	11.81162	clear	metro	tier2_offpeak
465.161023	60	4	2.137946	0.302254	55.941411	23.342958	8.200917	5.156038	1.860559	59.852545	1	0.038358	-0.999264	0	0	12	5	25.476702	13.152258	46.876329	12.554617	clear	metro	metro_peak
405.738872	60	4	-0.793705	0.232601	50.569903	21.697266	10.696963	5.865077	3.162319	70.49173	0.85	-0.985058	-0.172225	1	0	8	3	5.31332	18.809172	45.387257	11.424413	light_rain	metro	metro_offpeak
579.26786	30	3	-0.779048	0.107728	55.706923	13.070361	9.927451	6.368981	4.128599	43.969591	1	-0.349365	-0.936987	0	1	7	1.5	17.101835	1.94353	74.911332	20.010373	clear	metro	tier2_offpeak
426.753252	40	4	-2.159496	0.359165	53.107014	20.506777	10.168356	5.429452	3.200469	52.80596	0.85	-0.071206	-0.997462	0	0	24	14.2	23.87378	17.800107	73.31319	19.011653	light_rain	metro	metro_offpeak
302.097821	60	3	-2.436108	0.38914	54.050581	19.666505	9.390271	5.659114	4.169568	77.567628	0.85	-0.837449	0.546516	0	0	34	24.2	16.219054	12.748598	40.753563	10.683618	light_rain	metro	metro_offpeak
476.7411	30	3	0.097802	0.261478	54.61863	22.87674	8.35616	6.192323	2.692012	16.57113	1	-0.844992	-0.534779	0	0	5	2	12.588002	4.95462	85.211621	22.483588	clear	metro	metro_peak
310.187705	30	3	-2.913639	0.158036	57.794538	23.143474	7.159549	4.500779	2.113874	11.071318	1	-0.019704	-0.999806	0	0	9	4.5	20.518913	12.317023	40.770549	11.146	clear	metro	metro_peak
574.751222	40	2	2.203194	0.418202	48.380249	14.695722	12.226133	7.889008	4.640763	73.374545	0.85	0.988688	-0.149984	0	0	35	27.8	18.547617	6.731084	103.732709	25.429114	light_rain	metro	tier2_offpeak
445.075186	30	3	1.089682	0.270312	59.885264	14.197937	9.734529	5.527116	3.467833	22.420768	1	-0.417349	-0.908747	0	0	39	27.8	12.37853	7.440362	71.488008	19.992036	clear	metro	tier2_peak
499.385832	60	4	2.584544	0.529206	56.786111	25.14828	6.947028	4.010616	1.792508	16.998942	0.85	0.068042	0.997682	0	0	23	12.1	28.501859	19.012143	43.159031	11.668403	light_rain	metro	metro_peak
408.04705	50	2	-2.449775	0.40122	52.06325	13.502621	13.059175	6.428214	4.287181	40.907135	0.65	0.805624	-0.592427	1	0	16	10.2	20.6409	16.739277	47.368931	12.135435	heavy_rain	metro	tier2_offpeak
540.090917	40	4	-0.443451	0.211288	54.700243	25.601792	8.404922	4.48462	1.758651	73.444807	0.7	0.046321	-0.998927	0	0	32	22.1	23.015846	16.455807	138.43062	36.559628	fog	metro	metro_peak
484.895246	50	2	-1.574961	0.300111	56.063289	12.487224	11.212394	5.971413	3.898591	54.057905	0.7	0.961176	-0.275936	1	0	7	1.5	27.03474	0.908928	76.478338	20.510715	fog	metro	tier2_offpeak
276.433435	60	3	-0.266059	0.410066	58.744786	10.975136	10.593419	5.783061	3.757448	12.262117	1	0.930865	-0.365363	1	0	17	6.1	27.327816	16.450745	14.864722	4.106147	clear	metro	tier2_offpeak
577.409961	60	2	0.680491	0.309122	55.479041	11.700874	12.73356	5.589821	3.395792	68.041495	1	-0.849908	0.526931	0	0	39	29.8	4.015564	0.273439	67.805328	18.065857	clear	metro	tier2_offpeak
183.911577	60	2	0.206078	0.474955	63.5224	14.220624	8.9054	3.861533	2.3805	35.07139	1	0.011528	-0.999934	0	1	7	2	16.557205	11.218759	16.895605	4.909309	clear	metro	tier2_peak
544.494121	30	2	-2.195909	0.114391	58.557297	15.404514	10.869811	4.945498	2.922646	60.847792	1	-0.087785	-0.996139	0	1	34	19.8	18.662601	17.247274	89.693378	24.725943	clear	metro	tier2_peak
577.284281	60	3	2.559526	0.346058	50.07091	14.441671	13.371583	5.55995	4.504236	38.021034	0.85	0.909794	0.415061	0	0	7	2.5	29.19331	12.038708	55.319354	13.841607	light_rain	metro	tier2_offpeak
250.73208	30	2	-0.929504	0.27381	54.704403	18.619005	9.690839	5.962116	3.04986	15.723132	0.7	0.834001	0.551763	0	0	21	12.7	8.306329	16.124026	56.299685	14.86949	fog	metro	metro_offpeak
486.716861	30	4	0.219544	0.562021	43.236225	25.485868	11.867903	5.962584	4.311615	17.502041	1	0.79343	-0.608662	1	0	19	12.2	5.468516	11.279302	77.768705	17.864146	clear	metro	metro_offpeak
528.319494	40	3	0.212013	0.216608	50.978013	28.472909	8.483359	4.868634	2.23745	40.216168	1	0.690148	-0.723668	1	0	10	4.5	26.989422	12.151104	67.353	17.035866	clear	metro	metro_peak
259.95892	50	2	-1.017909	0.566846	54.657064	25.278635	7.999649	4.855438	2.136161	17.842723	1	-0.459571	-0.888141	0	0	8	4	24.625844	14.369145	28.63356	7.558435	clear	metro	metro_peak
390.766529	40	4	2.031495	0.202539	52.10951	21.337148	8.604985	5.274717	4.22025	20.80539	0.85	0.903102	-0.429427	1	0	37	25.7	11.076914	9.085359	29.256066	7.499164	light_rain	metro	metro_offpeak
396.871403	40	3	-1.065877	0.504937	55.452123	22.788256	9.170691	5.313353	1.917314	74.85146	0.7	0.297609	0.954688	0	0	12	5.6	23.986114	16.502654	96.529855	25.711342	fog	metro	metro_peak
233.882244	50	4	0.802551	0.553933	56.716194	23.450522	8.443418	4.699784	2.179002	45.190427	1	0.788757	-0.614705	1	1	6	2.5	16.306586	18.129442	19.008184	5.135034	clear	metro	metro_peak
430.907098	50	3	2.638993	0.413854	51.303928	12.90548	12.260551	6.785296	4.288313	20.018959	0.85	-0.425152	-0.905122	0	0	9	3.6	24.637719	2.212635	43.771858	11.114191	light_rain	metro	tier2_offpeak
530.903531	60	4	1.783772	0.174959	60.538309	15.952318	8.875942	4.671298	2.757395	77.135236	0.7	0.989891	0.141828	0	1	30	17.2	28.4185	3.067028	83.568593	23.534163	fog	metro	tier2_peak
413.803424	40	3	0.668725	0.109055	52.725382	12.865505	11.847751	7.124427	3.93884	33.250249	0.7	-0.118087	-0.993003	0	1	25	14.2	6.167394	15.755798	76.484187	19.746393	fog	metro	tier2_offpeak
421.674689	50	4	-0.512972	0.531759	50.36162	20.73201	9.418104	6.273595	5.05002	44.885744	0.7	0.211265	0.977429	0	0	33	26.2	17.417651	12.645286	57.951447	14.550731	fog	metro	metro_offpeak
155.892505	30	2	-1.931784	0.580535	58.371297	24.307622	6.619935	4.848594	1.708371	65.984742	0.7	0.960538	0.278148	0	0	33	21.7	1.971259	15.510552	59.534976	16.378899	fog	metro	metro_peak
353.979976	40	3	-0.355424	0.300382	47.629581	22.725816	10.967086	6.062218	4.189815	66.052484	0.85	-0.845038	0.534706	0	1	33	26.7	12.239535	11.034452	66.195307	16.078095	light_rain	metro	metro_offpeak
264.249854	50	4	0.033047	0.397524	53.357087	26.848363	7.189645	5.484149	1.998451	68.115391	0.85	-0.342225	0.939618	0	1	25	16.1	2.60775	12.664815	27.081391	7.043092	light_rain	metro	metro_peak
481.157076	30	4	-2.263339	0.538222	51.781842	28.256712	8.124254	4.902893	2.2864	53.690424	0.7	-0.988807	0.149198	1	0	38	25.7	25.832041	4.390211	135.241763	34.533379	fog	metro	metro_peak
588.546269	60	2	2.210808	0.343716	46.05764	23.101674	13.051847	4.6023	4.621751	55.153792	0.7	-0.097847	0.995201	0	0	33	24.3	0.55172	18.285976	69.466355	16.545005	fog	metro	metro_offpeak
202.987987	60	2	-1.355669	0.377089	51.024821	29.705227	8.031407	4.57801	1.829024	50.130606	1	0.488509	-0.872559	0	0	6	2.5	4.988501	14.760672	22.065574	5.584233	clear	metro	metro_peak
187.259401	60	4	-1.527905	0.294648	56.492783	11.245044	12.238724	6.548044	3.747178	47.788995	1	-0.562488	-0.826805	0	0	21	11.7	10.027317	15.418244	20.258664	5.459271	clear	metro	tier2_offpeak
197.969214	30	2	-0.523239	0.452463	56.0154	10.417555	11.846007	6.47838	4.332436	16.410745	1	-0.235896	0.971778	0	0	14	5.1	20.716807	10.426013	32.88299	8.81416	clear	metro	tier2_offpeak
189.017345	60	4	1.393349	0.503281	59.745586	15.667233	10.432749	5.066518	2.796328	79.954745	1	-0.414062	-0.910249	0	0	11	4.6	29.131747	18.88533	23.651752	6.604439	clear	metro	tier2_peak
363.396397	40	4	-0.269138	0.361217	59.769789	15.414831	9.708178	4.868227	2.959205	14.574944	1	-0.238949	-0.971032	0	1	29	16.7	22.135673	10.403362	32.420319	9.055299	clear	metro	tier2_peak
342.067675	60	3	-0.494963	0.330971	51.739308	21.349275	10.84024	5.399214	3.666537	78.885843	1	0.544811	0.838559	0	1	24	15.2	3.314223	7.092443	31.65258	8.078306	clear	metro	metro_offpeak
279.257546	60	3	-1.598353	0.121047	57.639621	23.678488	7.081483	4.53982	2.097578	73.260678	1	0.867177	0.498	0	0	8	3	6.950151	18.854635	29.293505	7.99475	clear	metro	metro_peak
442.340992	30	4	0.076131	0.215335	48.414845	21.995605	10.623712	6.785773	4.080266	28.216336	1	-0.998661	0.051741	1	1	21	13.2	6.733217	4.476352	67.794178	16.626152	clear	metro	metro_offpeak
391.63849	30	3	2.160761	0.328716	53.908337	11.47309	11.748193	6.285715	4.210273	36.088196	1	-0.986087	-0.166231	1	0	22	12.2	2.431386	4.403664	49.571686	12.97415	clear	metro	tier2_offpeak
457.466444	30	2	2.107241	0.347573	55.116741	11.064535	13.08112	5.96477	4.0806	70.771256	0.85	-0.806863	0.590738	0	0	17	9.7	20.404223	12.372228	119.865902	31.806444	light_rain	metro	tier2_offpeak
488.722488	50	2	2.285225	0.535922	61.767988	13.451779	10.087438	5.483866	2.942096	49.189102	1	-0.745965	-0.665985	0	0	39	28.3	3.853462	5.666859	48.491695	13.834873	clear	metro	tier2_peak
158.292473	30	3	-0.948767	0.416311	50.790017	22.153282	9.920535	5.30532	4.056214	15.228609	1	-0.722325	0.691554	0	1	33	24.2	17.831876	7.672245	28.499526	7.192427	clear	metro	metro_offpeak
179.531765	30	3	-0.768999	0.509393	58.510501	14.919344	12.511933	4.503008	2.464609	15.766673	0.7	0.992157	0.124999	0	0	31	17.8	26.04163	19.264733	40.315969	11.108319	fog	metro	tier2_peak
164.086041	30	2	2.457147	0.52868	51.396074	12.316757	13.171991	6.777153	4.304367	70.505077	1	-0.198519	0.980097	0	1	29	19.8	23.127655	16.895665	37.861707	9.624	clear	metro	tier2_offpeak
492.460796	50	2	-2.212531	0.116263	54.739978	13.292568	13.136008	5.919525	3.205763	51.318476	1	-0.098165	0.99517	0	0	12	4.6	13.937958	13.609133	52.200249	13.792346	clear	metro	tier2_offpeak
327.995288	50	4	1.331326	0.428492	55.383366	25.433328	7.74796	4.577033	1.890556	59.172548	1	-0.986885	0.161426	1	0	37	24.6	10.518808	0.664062	28.526915	7.592441	clear	metro	metro_peak
185.360324	40	4	-2.203705	0.38377	48.599019	23.261761	10.218364	5.869127	3.767193	30.918512	0.85	-0.724787	0.688973	0	0	32	23.7	24.051842	6.789004	28.692805	7.052607	light_rain	metro	metro_offpeak
516.671301	50	4	2.3689	0.373796	46.820549	23.929505	11.054019	5.41444	4.439228	33.031221	0.7	0.854618	-0.519258	1	0	36	25.2	21.576053	4.569095	121.62823	29.246924	fog	metro	metro_offpeak
598.350262	30	4	0.901954	0.199771	60.678903	14.686169	8.769956	5.352157	2.93491	63.740672	0.85	0.249354	0.968412	0	0	36	23.8	17.641751	0.587889	141.72418	39.971421	light_rain	metro	tier2_peak
327.981826	60	3	0.586341	0.496478	61.569511	12.171932	11.05557	5.481329	2.709172	22.577818	0.85	0.7166	-0.697484	1	0	9	3.5	2.921802	8.100416	28.070791	7.991994	light_rain	metro	tier2_peak
416.81328	50	2	0.975728	0.147631	52.485416	26.716104	8.169153	5.566242	1.80353	15.144772	0.7	0.873601	-0.486643	1	0	14	7.1	20.081712	2.915131	44.258743	11.39469	fog	metro	metro_peak
352.245226	60	4	2.6915	0.226264	49.864505	22.699748	10.31072	5.467069	3.811007	17.834373	1	-0.083513	0.996507	0	0	24	14.7	6.741035	3.600209	25.671771	6.407507	clear	metro	metro_offpeak
189.850013	30	2	0.508024	0.444104	52.785747	13.202891	12.513691	6.650841	2.863905	24.129742	1	0.925908	0.377749	0	1	12	4.6	4.684915	4.691226	23.818884	6.153781	clear	metro	tier2_offpeak
583.506075	50	3	0.969794	0.589316	57.533749	17.318518	10.544912	4.957279	2.75606	57.355937	1	-0.363005	0.931787	0	1	9	3.5	4.778623	12.099078	48.238796	13.149956	clear	metro	tier2_peak
293.150199	30	2	2.960022	0.476214	54.741845	26.406629	7.605978	4.436462	1.994364	65.846955	1	-0.73368	0.679495	0	0	28	18.7	8.906078	12.981493	66.890001	17.674046	clear	metro	metro_peak
297.771553	30	3	-0.622964	0.447734	60.057052	11.922868	8.421522	6.313536	3.591489	63.154103	1	0.685528	-0.728047	1	0	12	5.1	0.769262	6.824957	33.424395	9.364552	clear	metro	tier2_offpeak
321.088028	40	2	-1.523582	0.338348	63.874618	13.875649	9.159916	4.221306	2.700324	27.97436	0.85	-0.876597	-0.481225	0	0	32	18.2	16.174838	6.226154	34.051735	9.930298	light_rain	metro	tier2_peak
424.650202	40	3	-1.364256	0.306775	52.090645	26.648211	8.752961	5.505296	1.995342	74.242674	0.85	0.103202	-0.99466	0	1	5	2	3.36913	0.05168	78.9539	20.233669	light_rain	metro	metro_peak
437.093343	30	3	0.561231	0.496872	54.37505	15.132671	13.787315	5.13736	3.276369	56.728493	1	-0.994529	0.104463	1	0	37	24.5	12.718344	3.059676	105.234991	27.689973	clear	metro	tier2_peak
255.856013	60	3	-0.162648	0.367679	49.276297	21.269662	10.758055	7.188777	3.706098	79.144986	1	-0.572674	-0.819783	0	0	7	2.5	21.735506	0.316422	20.067846	4.973392	clear	metro	metro_offpeak
303.490511	40	4	0.619316	0.268614	50.801536	13.286731	13.529167	6.503499	4.136302	14.732879	0.65	0.42539	0.90501	0	0	12	4.6	26.402373	13.017547	42.524755	10.733444	heavy_rain	metro	tier2_offpeak
389.831004	30	3	-1.001989	0.434743	56.994919	14.533597	11.161211	5.650828	3.643623	21.933456	1	0.570764	0.821114	0	0	20	11.7	11.475788	2.39658	55.305922	14.987062	clear	metro	tier2_peak
588.374083	40	2	1.423081	0.4843	55.512088	24.483277	8.730358	4.496004	1.987853	59.612129	0.7	0.673705	0.739001	0	1	6	2.5	11.427286	6.926435	129.994071	34.648134	fog	metro	metro_peak
257.574899	30	4	1.951717	0.239852	48.075929	25.438468	9.249917	6.018962	3.732509	70.763968	0.7	0.775607	0.631216	0	1	18	11.6	5.205735	13.899022	71.654608	17.500046	fog	metro	metro_offpeak
305.744877	60	3	0.845832	0.51124	56.230193	22.204278	8.65449	4.963819	2.278635	18.523334	0.65	0.161471	0.986877	0	0	19	9.6	28.893453	10.990591	40.063336	10.764641	heavy_rain	metro	metro_peak
584.619973	60	2	2.618695	0.538053	57.00133	23.197152	8.498163	4.392905	1.820854	79.640642	0.65	-0.682243	-0.731125	0	1	13	7.1	2.238894	15.653921	88.460537	23.973158	heavy_rain	metro	metro_peak
269.424334	50	2	0.056533	0.598348	55.576909	24.03691	7.717609	5.442015	1.861709	55.785306	1	0.738533	-0.674217	1	0	26	17.2	24.826137	14.672288	39.829647	10.623791	clear	metro	metro_peak
496.187202	40	4	-0.503076	0.340672	49.747705	23.955653	8.627253	6.080323	3.244274	23.919939	0.65	-0.251265	0.967918	0	0	21	13.6	13.63132	16.887142	82.2439	20.498726	heavy_rain	metro	metro_offpeak
194.137161	40	3	-2.099708	0.262338	50.888411	13.642363	12.955375	6.772199	4.231556	66.621842	0.65	0.983024	-0.183477	0	0	25	17.3	24.753966	9.909042	41.072029	10.377474	heavy_rain	metro	tier2_offpeak
323.857009	40	2	0.683602	0.133326	53.941617	12.110628	12.740804	6.626973	3.886472	37.131666	0.7	-0.052827	0.998604	0	0	19	11.2	16.488481	16.610689	42.612614	11.157041	fog	metro	tier2_offpeak
180.920775	40	3	-2.504294	0.357329	49.308936	29.9775	8.063644	4.677184	2.508401	55.073298	1	0.136201	-0.990681	0	1	14	7.6	23.961426	5.856441	24.029972	5.957674	clear	metro	metro_peak
590.986648	40	2	0.494536	0.474037	52.9637	13.417166	11.872355	6.603353	4.686393	29.165392	0.85	0.691393	0.722479	0	0	25	17.2	25.8411	16.930287	90.497825	23.429081	light_rain	metro	tier2_offpeak
563.51694	40	2	1.530252	0.33027	52.538223	12.62607	14.119199	6.770911	3.73319	57.970861	0.85	-0.910664	0.413148	1	1	19	10.7	15.175581	16.814061	97.190053	25.037584	light_rain	metro	tier2_offpeak
479.760695	50	2	0.542086	0.35418	60.869215	13.691516	9.804187	5.499121	3.056511	71.701555	0.85	0.5836	0.812042	0	0	38	27.8	21.992139	12.319709	71.099559	20.093279	light_rain	metro	tier2_peak
234.611131	30	2	0.232174	0.36208	46.880989	22.104301	11.610033	6.462796	4.54425	79.743404	0.85	0.659538	-0.751671	1	0	24	17.7	23.411993	4.344182	55.284941	13.303932	light_rain	metro	metro_offpeak
212.020305	40	2	-2.988721	0.189186	43.822132	25.625842	9.771558	7.792845	3.903498	49.246207	0.7	0.08411	-0.996456	0	1	22	13.7	9.66324	12.729813	32.416243	7.503271	fog	metro	metro_offpeak
217.049881	60	2	1.475551	0.590985	54.951781	25.034693	9.114191	4.396434	1.946779	51.875771	1	-0.994573	0.10404	1	0	37	25.2	12.637442	12.723547	19.376552	5.131983	clear	metro	metro_peak
503.543228	50	4	-0.540571	0.519901	60.891576	12.74015	10.556568	5.749852	3.451165	42.321297	0.85	-0.945793	0.324769	1	0	9	3.5	1.495261	18.078267	71.18397	20.121909	light_rain	metro	tier2_peak
559.225586	60	2	-2.957825	0.12864	53.936578	18.69326	9.724219	6.097486	4.238997	73.437821	1	0.990505	-0.137477	0	1	35	27.2	13.492195	15.534211	44.415778	11.628483	clear	metro	metro_offpeak
179.414771	30	4	-2.624081	0.553219	53.228039	24.803049	8.762792	5.632589	2.403673	71.749493	0.65	0.322478	0.946577	0	0	18	12.1	5.942929	11.306605	61.931472	16.08262	heavy_rain	metro	metro_peak
358.769619	30	2	0.651164	0.274753	52.495635	25.038053	8.587485	5.713234	2.600632	52.903011	0.7	0.259017	-0.965873	0	0	14	7.1	4.973236	18.913963	104.259958	26.845574	fog	metro	metro_peak
532.488917	40	3	-0.226227	0.305883	51.448329	28.098976	7.924983	5.221646	2.057782	33.784423	0.65	0.859801	0.510629	0	1	8	4	6.146438	17.556602	91.787173	23.345607	heavy_rain	metro	metro_peak
545.811835	60	3	-1.567223	0.32562	53.038096	20.812415	10.57419	4.989	3.691962	36.035287	1	0.601016	-0.799237	1	0	23	14.2	13.232165	3.912185	35.211136	9.123708	clear	metro	metro_offpeak
234.025483	60	2	0.46556	0.417291	56.177345	16.703686	10.621143	5.790535	3.811383	35.417052	1	0.985746	-0.168242	0	1	37	27.3	10.910794	14.652705	17.024968	4.571749	clear	metro	tier2_peak
519.169878	30	3	0.691788	0.141732	55.687592	12.45162	11.388806	5.384171	3.997552	58.08027	1	-0.171308	-0.985218	0	0	24	13.2	26.707742	1.588132	92.676235	24.750373	clear	metro	tier2_offpeak
479.173421	30	2	-1.221061	0.559104	45.939247	25.037463	11.561733	6.057317	3.219372	33.464563	1	0.999368	0.035556	0	0	30	19.7	4.25916	6.958828	71.536368	17.012618	clear	metro	metro_offpeak
352.657941	40	4	0.906886	0.410464	47.999197	23.668357	10.581917	5.694026	4.251815	79.421983	1	-0.939059	-0.343755	0	0	19	12.7	6.379331	0.663787	50.665744	12.362319	clear	metro	metro_offpeak

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APOO Indian Traffic Dataset

Synthetic training data for the Adaptive Platoon Offset Optimizer (APOO) — a framework for Indian traffic signal coordination.

Overview

5,000 synthetic samples calibrated for Indian heterogeneous traffic conditions, designed for training ML models that predict platoon travel time between signals.

Features (20 input features)

Feature	Description	Range
`link_length_m`	Distance between signals	150-600m
`speed_limit_kmh`	Posted speed limit	30-60 km/h
`num_lanes`	Number of lanes	2-4
`gradient_pct`	Road gradient	-3% to +3%
`side_friction`	Friction from vendors, parking (India-specific)	0.1-0.6
`pct_two_wheeler`	Two-wheeler proportion	40-70%
`pct_car`	Car proportion	10-30%
`pct_auto`	Auto-rickshaw proportion	5-15%
`pct_bus`	Bus proportion	3-8%
`pct_truck`	Truck proportion	1-6%
`density_veh_km_lane`	Traffic density	10-80 veh/km/lane
`weather_speed_factor`	Weather impact on speed	0.65-1.0
`time_of_day_sin/cos`	Cyclical time encoding	[-1, 1]
`is_peak`	Peak hour flag	0/1
`is_weekend`	Weekend flag	0/1
`platoon_size`	Vehicles in platoon	5-40
`platoon_pcu`	Platoon in PCU	IRC:106 weighted
`upstream/downstream_queue_pcu`	Queue lengths	0-30 PCU

Target

actual_travel_time_s — Travel time in seconds (mean ~52s, range 7-217s)
platoon_dispersion_s — Platoon spread due to heterogeneous mix

Calibration Sources

PCU values: IRC:106-1990 (two-wheeler=0.5, auto=0.6, bus=3.0)
Speed-density: Greenshields model, jam density 150 veh/km/lane
Weather: WEATHER_SPEED_FACTORS (heavy_rain=0.65)
Vehicle mix: 4 profiles (metro/tier2 × peak/offpeak)
Dispersion: Kadiyali (2000), Mathew & Krishna Rao (2006)

Usage

import pandas as pd
df = pd.read_csv("data/train.csv")

# Features and target
FEATURES = [c for c in df.columns if c not in ["actual_travel_time_s", "platoon_dispersion_s", "weather", "city_type", "mix_type"]]
X = df[FEATURES]
y = df["actual_travel_time_s"]

Associated Space

Interactive dashboard: APOO Traffic Optimizer

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