Datasets:

electricsheepafrica
/

Nigerian-card-payment-dataset-for-predictive-routing

timestamp timestamp[ns, tz=UTC]date 2025-01-01 00:00:00 2025-01-07 23:59:00	transaction_id stringlengths 4 10	reference stringlengths 16 16	merchant_id stringclasses 300 values	merchant_segment stringclasses 3 values	rail_id stringclasses 5 values	payment_channel stringclasses 4 values	amount int64 100 13.3k	status stringclasses 2 values	gateway_response stringclasses 6 values	latency_ms float64 50 6.89k	region stringclasses 1 value	country stringclasses 1 value
2025-01-01T00:00:00	tx_1	ref_bd039745697d	m_0037	ENT	rail_A	card	769	success	Approved	458.423222	NG	NG
2025-01-01T00:00:00	tx_2	ref_cde733981c8b	m_0058	ENT	rail_A	card	2,541	success	Approved	410.841526	NG	NG
2025-01-01T00:00:00	tx_3	ref_377ed40a8564	m_0273	ENT	rail_A	card	995	success	Approved	493.494045	NG	NG
2025-01-01T00:00:00	tx_4	ref_cf327ed2e0ce	m_0092	ENT	rail_A	card	479	success	Approved	564.418075	NG	NG
2025-01-01T00:00:00	tx_5	ref_653693680fbd	m_0213	MID	rail_A	card	381	success	Approved	541.074746	NG	NG
2025-01-01T00:00:00	tx_6	ref_2849863ce12b	m_0103	SME	rail_A	transfer	401	success	Approved	400.77546	NG	NG
2025-01-01T00:00:00	tx_7	ref_818c5c351115	m_0283	MID	rail_A	card	462	success	Approved	448.1913	NG	NG
2025-01-01T00:00:00	tx_8	ref_9f133cc68972	m_0299	SME	rail_A	mobile_money	652	success	Approved	368.645844	NG	NG
2025-01-01T00:00:00	tx_9	ref_d64259b2afa1	m_0102	ENT	rail_A	card	501	success	Approved	453.083408	NG	NG
2025-01-01T00:00:00	tx_10	ref_9a43d2d8da80	m_0076	SME	rail_A	ussd	1,478	success	Approved	767.147358	NG	NG
2025-01-01T00:00:00	tx_11	ref_5303810e3bb3	m_0126	SME	rail_A	card	1,202	success	Approved	527.273098	NG	NG
2025-01-01T00:00:00	tx_12	ref_79fb570355d4	m_0175	MID	rail_A	ussd	889	success	Approved	586.339714	NG	NG
2025-01-01T00:00:00	tx_13	ref_516d0447d27e	m_0209	ENT	rail_A	card	881	success	Approved	533.290594	NG	NG
2025-01-01T00:00:00	tx_14	ref_e8bc3642ebc0	m_0255	SME	rail_A	transfer	588	success	Approved	488.438887	NG	NG
2025-01-01T00:00:00	tx_15	ref_e7c8bedba2bc	m_0125	MID	rail_A	card	2,276	success	Approved	529.345733	NG	NG
2025-01-01T00:00:00	tx_16	ref_0e52bf8f1f10	m_0047	ENT	rail_A	card	538	success	Approved	532.751939	NG	NG
2025-01-01T00:00:00	tx_17	ref_5b73fe5b868b	m_0268	MID	rail_A	transfer	803	success	Approved	532.696049	NG	NG
2025-01-01T00:00:00	tx_18	ref_d5884b15fb17	m_0169	SME	rail_A	mobile_money	1,527	success	Approved	349.859658	NG	NG
2025-01-01T00:00:00	tx_19	ref_c6e5c2ebf46b	m_0273	ENT	rail_A	ussd	536	success	Approved	513.290733	NG	NG
2025-01-01T00:00:00	tx_20	ref_04a75f199009	m_0045	ENT	rail_A	card	1,491	success	Approved	499.323357	NG	NG
2025-01-01T00:00:00	tx_21	ref_d8f61fd9dacf	m_0250	SME	rail_A	card	846	success	Approved	503.303827	NG	NG
2025-01-01T00:00:00	tx_22	ref_434e753b2240	m_0058	ENT	rail_A	card	335	success	Approved	446.702699	NG	NG
2025-01-01T00:00:00	tx_23	ref_8c990f5802f3	m_0073	SME	rail_A	card	508	success	Approved	521.515001	NG	NG
2025-01-01T00:00:00	tx_24	ref_909c1a914885	m_0200	MID	rail_A	card	555	success	Approved	899.296674	NG	NG
2025-01-01T00:00:00	tx_25	ref_91c5e796deb4	m_0275	MID	rail_A	card	704	success	Approved	504.449998	NG	NG
2025-01-01T00:00:00	tx_26	ref_83f8e800721f	m_0296	ENT	rail_A	mobile_money	603	success	Approved	395.283644	NG	NG
2025-01-01T00:00:00	tx_27	ref_f795c784a743	m_0024	ENT	rail_A	ussd	454	success	Approved	627.550326	NG	NG
2025-01-01T00:00:00	tx_28	ref_f72708ff566a	m_0041	ENT	rail_A	card	616	success	Approved	502.87454	NG	NG
2025-01-01T00:00:00	tx_29	ref_2062be0e5815	m_0032	SME	rail_A	mobile_money	623	success	Approved	453.46725	NG	NG
2025-01-01T00:00:00	tx_30	ref_ec41dde1a541	m_0115	MID	rail_A	transfer	454	success	Approved	770.640802	NG	NG
2025-01-01T00:00:00	tx_31	ref_3ccfa83a0ff2	m_0265	MID	rail_A	transfer	922	success	Approved	665.883585	NG	NG
2025-01-01T00:00:00	tx_32	ref_6a26e0d91585	m_0268	MID	rail_A	ussd	473	success	Approved	378.140986	NG	NG
2025-01-01T00:00:00	tx_33	ref_1b9e5d60ed93	m_0083	ENT	rail_A	card	571	success	Approved	484.736921	NG	NG
2025-01-01T00:00:00	tx_34	ref_c0938fa4bc5c	m_0243	MID	rail_A	card	380	success	Approved	395.331347	NG	NG
2025-01-01T00:00:00	tx_35	ref_1b0158e2993d	m_0033	MID	rail_A	card	920	success	Approved	662.108772	NG	NG
2025-01-01T00:00:00	tx_36	ref_e0bb72007e79	m_0215	SME	rail_A	card	356	success	Approved	724.386617	NG	NG
2025-01-01T00:00:00	tx_37	ref_c5f0ed61496e	m_0289	MID	rail_A	mobile_money	275	success	Approved	568.856625	NG	NG
2025-01-01T00:00:00	tx_38	ref_58811dc26489	m_0275	MID	rail_A	card	471	success	Approved	581.728769	NG	NG
2025-01-01T00:00:00	tx_39	ref_42ecd67031d5	m_0032	SME	rail_A	ussd	731	success	Approved	654.112472	NG	NG
2025-01-01T00:00:00	tx_40	ref_828625f59d6c	m_0246	ENT	rail_A	card	260	success	Approved	424.0332	NG	NG
2025-01-01T00:00:00	tx_41	ref_9edd4d5b4780	m_0057	SME	rail_A	card	1,187	success	Approved	564.505486	NG	NG
2025-01-01T00:00:00	tx_42	ref_c918bbf0f672	m_0162	MID	rail_A	card	776	success	Approved	666.333252	NG	NG
2025-01-01T00:00:00	tx_43	ref_0d48c592bcdb	m_0147	SME	rail_A	card	956	success	Approved	653.848941	NG	NG
2025-01-01T00:00:00	tx_44	ref_9a141fb2f33c	m_0194	ENT	rail_A	card	579	success	Approved	694.87058	NG	NG
2025-01-01T00:00:00	tx_45	ref_f969850f9975	m_0003	MID	rail_A	card	423	success	Approved	366.674285	NG	NG
2025-01-01T00:00:00	tx_46	ref_6feeaa569bcd	m_0093	MID	rail_A	transfer	347	success	Approved	412.033299	NG	NG
2025-01-01T00:00:00	tx_47	ref_be4cb4cdc9e6	m_0140	ENT	rail_A	card	213	success	Approved	682.255785	NG	NG
2025-01-01T00:00:00	tx_48	ref_5c6eca855150	m_0137	SME	rail_A	card	1,131	success	Approved	834.520407	NG	NG
2025-01-01T00:01:00	tx_49	ref_eb6c6ac28b1b	m_0284	MID	rail_A	mobile_money	626	success	Approved	504.661962	NG	NG
2025-01-01T00:01:00	tx_50	ref_a5af38a239ea	m_0155	MID	rail_A	mobile_money	369	success	Approved	410.197518	NG	NG
2025-01-01T00:01:00	tx_51	ref_825f0d874a4a	m_0122	MID	rail_A	ussd	1,016	success	Approved	495.310627	NG	NG
2025-01-01T00:01:00	tx_52	ref_43e920f8f3aa	m_0212	ENT	rail_A	card	603	success	Approved	430.440037	NG	NG
2025-01-01T00:01:00	tx_53	ref_c9d0888f45dd	m_0127	ENT	rail_A	card	801	success	Approved	620.553304	NG	NG
2025-01-01T00:01:00	tx_54	ref_20af3683e056	m_0257	SME	rail_A	mobile_money	751	success	Approved	498.338553	NG	NG
2025-01-01T00:01:00	tx_55	ref_c17cdd418f98	m_0000	SME	rail_A	mobile_money	187	success	Approved	466.963359	NG	NG
2025-01-01T00:01:00	tx_56	ref_b1e13ee30758	m_0119	SME	rail_A	transfer	664	success	Approved	589.025173	NG	NG
2025-01-01T00:01:00	tx_57	ref_6c2a68894a85	m_0000	SME	rail_A	card	273	success	Approved	459.195677	NG	NG
2025-01-01T00:01:00	tx_58	ref_000f5ab3bed1	m_0139	MID	rail_A	card	858	success	Approved	631.677634	NG	NG
2025-01-01T00:01:00	tx_59	ref_d11a3b70ff19	m_0200	MID	rail_A	card	795	success	Approved	451.948651	NG	NG
2025-01-01T00:01:00	tx_60	ref_4eaecccb82b5	m_0042	ENT	rail_A	card	137	success	Approved	541.543394	NG	NG
2025-01-01T00:01:00	tx_61	ref_945f755e6004	m_0263	ENT	rail_A	card	644	success	Approved	397.587419	NG	NG
2025-01-01T00:01:00	tx_62	ref_29562caede0e	m_0248	ENT	rail_A	card	204	success	Approved	303.314119	NG	NG
2025-01-01T00:01:00	tx_63	ref_1cd645f69ade	m_0006	SME	rail_A	card	823	success	Approved	448.08198	NG	NG
2025-01-01T00:01:00	tx_64	ref_c93990f4ccd5	m_0197	SME	rail_A	mobile_money	509	success	Approved	511.164417	NG	NG
2025-01-01T00:01:00	tx_65	ref_ba4099470d2d	m_0107	MID	rail_A	card	477	success	Approved	699.105849	NG	NG
2025-01-01T00:01:00	tx_66	ref_497f950e89f1	m_0133	MID	rail_A	card	644	success	Approved	478.899512	NG	NG
2025-01-01T00:01:00	tx_67	ref_657de95e0cb3	m_0154	MID	rail_A	ussd	626	success	Approved	76.350908	NG	NG
2025-01-01T00:01:00	tx_68	ref_ce90c60937ff	m_0212	ENT	rail_A	card	1,264	success	Approved	625.716185	NG	NG
2025-01-01T00:01:00	tx_69	ref_8252bb18532e	m_0198	MID	rail_A	mobile_money	247	success	Approved	534.513282	NG	NG
2025-01-01T00:01:00	tx_70	ref_db5d076c19de	m_0270	SME	rail_A	card	228	success	Approved	560.020841	NG	NG
2025-01-01T00:01:00	tx_71	ref_460e7f692ffc	m_0266	MID	rail_A	card	937	success	Approved	480.775431	NG	NG
2025-01-01T00:01:00	tx_72	ref_dcaaa691ef10	m_0168	MID	rail_A	card	588	success	Approved	459.506977	NG	NG
2025-01-01T00:01:00	tx_73	ref_1a58cf0e4236	m_0011	ENT	rail_A	card	1,824	success	Approved	837.372426	NG	NG
2025-01-01T00:01:00	tx_74	ref_d3f5d61ea290	m_0226	ENT	rail_A	ussd	1,433	success	Approved	451.292499	NG	NG
2025-01-01T00:01:00	tx_75	ref_157cfe3be5e9	m_0143	MID	rail_A	card	2,334	success	Approved	318.367903	NG	NG
2025-01-01T00:01:00	tx_76	ref_aa7755f62f2a	m_0120	MID	rail_A	card	353	success	Approved	529.144505	NG	NG
2025-01-01T00:01:00	tx_77	ref_fca3e749836b	m_0170	SME	rail_A	ussd	1,302	success	Approved	450.039597	NG	NG
2025-01-01T00:01:00	tx_78	ref_f4c92150e5fa	m_0008	SME	rail_A	card	1,089	success	Approved	496.907042	NG	NG
2025-01-01T00:01:00	tx_79	ref_8ab46c19629c	m_0176	ENT	rail_A	card	659	success	Approved	466.502313	NG	NG
2025-01-01T00:01:00	tx_80	ref_6f2851c77a09	m_0259	MID	rail_A	ussd	456	success	Approved	656.666352	NG	NG
2025-01-01T00:01:00	tx_81	ref_279ea4854cb4	m_0169	SME	rail_A	card	1,155	success	Approved	599.809801	NG	NG
2025-01-01T00:01:00	tx_82	ref_cc34057f41c8	m_0217	SME	rail_A	card	720	success	Approved	322.51867	NG	NG
2025-01-01T00:01:00	tx_83	ref_2c735fe84e0d	m_0059	ENT	rail_A	mobile_money	263	success	Approved	573.224357	NG	NG
2025-01-01T00:01:00	tx_84	ref_7fd940a593e8	m_0263	ENT	rail_A	ussd	250	success	Approved	435.370866	NG	NG
2025-01-01T00:01:00	tx_85	ref_38f5dc4214a5	m_0199	ENT	rail_A	card	563	success	Approved	497.790233	NG	NG
2025-01-01T00:01:00	tx_86	ref_fd5a5629b829	m_0013	ENT	rail_A	ussd	453	success	Approved	672.106542	NG	NG
2025-01-01T00:01:00	tx_87	ref_df9dc56fdaec	m_0250	SME	rail_A	card	532	success	Approved	408.546477	NG	NG
2025-01-01T00:01:00	tx_88	ref_76c0ba2d0955	m_0077	SME	rail_A	transfer	1,333	success	Approved	442.264284	NG	NG
2025-01-01T00:01:00	tx_89	ref_4f3d9df200e4	m_0279	SME	rail_A	card	937	success	Approved	523.253822	NG	NG
2025-01-01T00:01:00	tx_90	ref_7c23a743de41	m_0220	SME	rail_A	mobile_money	1,644	success	Approved	281.802642	NG	NG
2025-01-01T00:01:00	tx_91	ref_2ee862a6b67f	m_0282	ENT	rail_A	card	335	success	Approved	519.296138	NG	NG
2025-01-01T00:01:00	tx_92	ref_8f4061db1123	m_0027	ENT	rail_A	transfer	719	success	Approved	831.32141	NG	NG
2025-01-01T00:01:00	tx_93	ref_5d9c32a27c39	m_0121	ENT	rail_A	card	781	success	Approved	527.152796	NG	NG
2025-01-01T00:02:00	tx_94	ref_b7640c7b371b	m_0102	ENT	rail_A	card	415	success	Approved	530.612536	NG	NG
2025-01-01T00:02:00	tx_95	ref_3884c220d77e	m_0176	ENT	rail_A	transfer	905	success	Approved	316.343161	NG	NG
2025-01-01T00:02:00	tx_96	ref_f8198ace7570	m_0249	SME	rail_A	card	561	success	Approved	403.333515	NG	NG
2025-01-01T00:02:00	tx_97	ref_0f927a80080f	m_0105	ENT	rail_A	ussd	3,778	success	Approved	651.33356	NG	NG
2025-01-01T00:02:00	tx_98	ref_624b8d762fb8	m_0082	SME	rail_A	card	1,412	success	Approved	416.06532	NG	NG
2025-01-01T00:02:00	tx_99	ref_e35e0ede984c	m_0251	MID	rail_A	card	309	success	Approved	583.307748	NG	NG
2025-01-01T00:02:00	tx_100	ref_a53db7f49e72	m_0177	SME	rail_A	card	287	success	Approved	455.874012	NG	NG

End of preview. Expand in Data Studio

Predictive Routing Nigeria-only Synthetic Dataset (7-day-period)

Synthetic Nigeria-only card-payment dataset for evaluating early-failure classification and proactive routing.

Summary

Scope: 7 consecutive days of synthetic transactions (Nigeria).
Purpose: Offline evaluation of short-horizon risk scoring and bounded rerouting.
Status: Synthetic; no real customer or merchant data.

Features (columns)

timestamp (UTC)
transaction_id, merchant_id
rail_id, payment_channel, amount
status, gateway_response, error_code
latency_ms
Optional: country, region, merchant_segment, merchant_category, upstream_api_status

Splits

Single table (parquet). Consumers can derive per-minute aggregations downstream.

Intended Use

Model training and offline evaluation for early-failure classification and proactive routing simulations.

Limitations

Synthetic optimism: separability and uplift likely higher than in real production traffic.
Alternative-rail performance in simulations may not reflect specific destination constraints.

Ethics & Privacy

No PII or real merchant/customer data.
Generated solely for research/demonstration.

Downloads last month: 16

Size of downloaded dataset files:

61.4 MB

Size of the auto-converted Parquet files:

61.4 MB

Number of rows:

2,026,891