Datasets:

electricsheepafrica
/

nigerian-banking-customer-360

customer_id stringlengths 12 12	snapshot_date timestamp[us]date 2024-12-31 00:00:00 2024-12-31 00:00:00	age int64 18 70	gender stringclasses 2 values	monthly_income_ngn float64 1.24k 10M	state stringclasses 37 values	kyc_tier stringclasses 3 values	account_age_days int64 1 7.3k	products_count int64 1 7	has_savings_account bool 2 classes	has_current_account bool 2 classes	has_loan bool 2 classes	has_debit_card bool 2 classes	has_credit_card bool 2 classes	has_wallet bool 2 classes	has_investment bool 2 classes	total_balance_ngn float64 27.7 60M	transaction_count_30d int64 5 52	transaction_volume_ngn_30d float64 734 32.1M	days_since_last_transaction int64 0 365	dormant_flag bool 2 classes	digital_engagement_score int64 0 100	churn_30d bool 2 classes	churn_90d bool 2 classes
CUS-00000001	2024-12-31T00:00:00	40	male	121,890.983438	Gombe	tier1	5,881	2	false	true	false	false	false	true	false	86,187.599582	20	135,020.374223	7	false	76	false	false
CUS-00000002	2024-12-31T00:00:00	33	female	65,450.104929	Abuja (FCT)	tier2	6,530	1	true	false	false	false	false	false	false	25,440.651497	26	293,349.039674	14	false	33	false	false
CUS-00000003	2024-12-31T00:00:00	42	male	126,501.08022	Kwara	tier1	6,756	1	false	true	false	true	false	false	false	387,692.192059	28	62,167.832834	60	false	25	false	true
CUS-00000004	2024-12-31T00:00:00	53	female	42,281.279822	Akwa Ibom	tier2	3,308	1	true	false	false	false	false	false	false	37,490.68126	21	177,967.018357	3	false	55	false	false
CUS-00000005	2024-12-31T00:00:00	32	male	149,005.739367	Imo	tier2	1,986	4	true	false	false	false	false	false	false	137,546.652869	26	222,014.964124	0	false	51	false	false
CUS-00000006	2024-12-31T00:00:00	32	male	95,231.82978	Abuja (FCT)	tier3	5,393	1	false	false	false	true	false	true	false	303,616.970446	27	831,006.264547	0	false	61	false	false
CUS-00000007	2024-12-31T00:00:00	53	female	653,258.0854	Cross River	tier1	4,302	2	true	false	false	true	false	false	false	123,958.971038	23	215,310.50956	30	false	54	false	false
CUS-00000008	2024-12-31T00:00:00	44	male	212,128.507717	Oyo	tier1	1,709	2	true	true	false	false	false	false	true	5,261.157975	29	222,547.06748	30	false	94	false	false
CUS-00000009	2024-12-31T00:00:00	29	male	243,755.342629	Osun	tier1	3,526	1	true	false	false	false	false	false	false	17,680.710219	24	441,605.511222	1	false	29	false	false
CUS-00000010	2024-12-31T00:00:00	41	female	200,225.574278	Kogi	tier2	2,352	2	true	false	true	false	false	false	false	444,249.002856	27	26,913.185304	3	false	37	false	false
CUS-00000011	2024-12-31T00:00:00	29	male	80,777.903399	Abia	tier2	5,415	1	true	false	true	false	false	false	false	1,411.334644	12	71,105.023843	2	false	90	false	false
CUS-00000012	2024-12-31T00:00:00	29	male	548,252.477262	Kaduna	tier2	835	1	true	false	false	false	true	true	false	154,749.996457	16	63,019.998659	1	false	31	false	false
CUS-00000013	2024-12-31T00:00:00	37	female	192,464.300756	Kaduna	tier3	5,840	1	false	false	false	false	true	false	false	19,335.54754	25	97,933.730299	1	false	57	false	false
CUS-00000014	2024-12-31T00:00:00	18	male	125,652.291646	Kano	tier2	1,787	1	true	false	true	false	false	true	false	7,334.109231	18	161,316.123892	0	false	79	false	false
CUS-00000015	2024-12-31T00:00:00	18	male	125,756.619333	Oyo	tier1	2,370	1	false	false	false	false	false	false	false	129,247.837736	26	181,112.774136	7	false	68	false	false
CUS-00000016	2024-12-31T00:00:00	28	female	67,359.230783	Lagos	tier1	4,328	2	true	false	true	true	false	false	false	65,225.020116	25	38,612.934803	7	false	59	false	false
CUS-00000017	2024-12-31T00:00:00	22	female	53,633.074677	Kaduna	tier2	5,889	1	true	false	false	false	false	false	true	4,923.944747	24	347,202.536833	14	false	47	false	true
CUS-00000018	2024-12-31T00:00:00	38	female	272,800.127288	Kano	tier1	61	1	true	false	false	true	false	false	false	50,660.10161	20	100,536.854243	1	false	94	false	false
CUS-00000019	2024-12-31T00:00:00	24	male	49,487.507588	Bauchi	tier1	7,041	1	false	false	false	true	false	false	false	93,261.839208	23	70,202.519789	0	false	59	false	false
CUS-00000020	2024-12-31T00:00:00	18	female	378,848.663851	Osun	tier2	6,418	1	true	true	false	false	false	false	false	84,153.798063	28	357,466.368976	90	true	42	true	true
CUS-00000021	2024-12-31T00:00:00	52	female	20,756.587073	Lagos	tier1	5,902	1	false	false	false	false	false	false	false	35,142.932981	31	110,475.337907	1	false	51	false	false
CUS-00000022	2024-12-31T00:00:00	32	female	143,587.735236	Edo	tier1	5,827	1	true	true	true	false	false	false	false	3,002.329383	29	63,099.268884	2	false	45	false	false
CUS-00000023	2024-12-31T00:00:00	35	female	335,516.216399	Rivers	tier1	5,370	1	false	false	false	true	false	false	false	22,440.480858	27	35,539.230706	2	false	25	false	false
CUS-00000024	2024-12-31T00:00:00	18	female	279,399.967413	Akwa Ibom	tier3	1,181	4	true	true	false	true	false	false	true	59,065.460056	30	62,147.022639	2	false	60	false	false
CUS-00000025	2024-12-31T00:00:00	28	male	94,325.976705	Kano	tier1	1,234	1	true	false	false	true	false	false	true	6,940.178758	27	295,660.425487	14	false	45	false	true
CUS-00000026	2024-12-31T00:00:00	36	female	196,477.390509	Rivers	tier3	3,287	2	true	false	false	false	false	true	false	86,670.140679	22	160,712.228892	30	false	39	false	false
CUS-00000027	2024-12-31T00:00:00	21	male	121,921.734868	Imo	tier1	3,566	3	true	false	false	false	false	false	false	932,247.675051	27	266,415.304408	30	false	20	false	false
CUS-00000028	2024-12-31T00:00:00	39	female	404,431.751684	Edo	tier2	2,366	2	false	false	true	true	false	false	false	557,807.321651	19	556,145.906492	0	false	22	false	false
CUS-00000029	2024-12-31T00:00:00	27	male	239,293.474681	Edo	tier2	170	2	true	false	false	true	false	true	false	25,261.215082	28	138,517.653283	0	false	38	false	false
CUS-00000030	2024-12-31T00:00:00	31	male	20,728.678439	Delta	tier1	3,532	1	true	true	true	false	false	false	false	442,429.406324	25	421,502.827831	7	false	37	false	false
CUS-00000031	2024-12-31T00:00:00	27	male	173,321.411622	Lagos	tier1	4,981	3	true	false	false	true	false	false	false	197,282.295393	29	45,568.156932	3	false	66	false	false
CUS-00000032	2024-12-31T00:00:00	57	female	934,648.799989	Rivers	tier1	840	3	true	true	false	false	false	false	false	8,611.079397	23	57,741.331919	0	false	54	false	false
CUS-00000033	2024-12-31T00:00:00	34	female	105,046.465073	Lagos	tier1	3,687	1	true	true	true	false	false	true	false	14,084.043232	28	178,447.818825	14	false	24	false	true
CUS-00000034	2024-12-31T00:00:00	22	male	44,524.064065	Plateau	tier2	209	5	false	false	true	false	false	false	false	1,610.655111	20	42,603.388273	2	false	71	false	false
CUS-00000035	2024-12-31T00:00:00	44	female	59,146.267198	Lagos	tier1	4,199	4	true	false	false	true	false	false	true	31,533.225701	22	46,825.093504	2	false	83	false	false
CUS-00000036	2024-12-31T00:00:00	20	male	309,922.29049	Plateau	tier2	2,836	2	true	false	true	false	false	false	false	49,975.852298	32	515,328.449256	7	false	50	false	false
CUS-00000037	2024-12-31T00:00:00	37	female	118,796.477604	Borno	tier2	3,034	1	true	false	false	true	true	false	true	10,200.591144	28	346,954.366446	0	false	59	false	false
CUS-00000038	2024-12-31T00:00:00	18	female	121,058.409195	Rivers	tier1	3,405	2	true	false	false	true	false	false	false	332,468.564859	29	45,639.02144	90	true	84	false	false
CUS-00000039	2024-12-31T00:00:00	19	female	121,137.743786	Lagos	tier2	1,403	4	true	false	false	true	false	false	false	43,011.19329	20	213,826.300653	7	false	72	false	false
CUS-00000040	2024-12-31T00:00:00	37	female	129,376.93866	Lagos	tier3	3,083	1	true	false	false	true	true	true	false	58,408.701863	33	194,371.341313	7	false	79	false	false
CUS-00000041	2024-12-31T00:00:00	43	female	25,371.456606	Abuja (FCT)	tier2	4,234	1	true	false	false	true	false	false	false	5,701.893293	40	776,875.612839	180	true	55	true	true
CUS-00000042	2024-12-31T00:00:00	37	female	158,450.63091	Adamawa	tier1	5,593	1	false	false	true	true	false	false	false	151,306.231438	22	64,147.199682	30	false	90	false	false
CUS-00000043	2024-12-31T00:00:00	33	male	112,013.644887	Lagos	tier1	6,923	2	true	true	false	false	false	false	false	88,616.479819	17	38,392.125207	1	false	68	false	false
CUS-00000044	2024-12-31T00:00:00	31	female	92,375.141441	Rivers	tier1	5,296	2	false	false	false	false	false	true	false	23,893.787683	29	139,483.730378	3	false	47	false	false
CUS-00000045	2024-12-31T00:00:00	18	male	138,804.653346	Ogun	tier3	2,846	1	true	false	false	true	false	false	false	73,033.877576	17	54,823.98123	1	false	78	false	false
CUS-00000046	2024-12-31T00:00:00	26	male	103,621.076223	Delta	tier2	2,604	3	true	false	false	false	false	false	false	87,826.182124	39	269,809.301971	14	false	54	false	false
CUS-00000047	2024-12-31T00:00:00	29	female	82,681.913316	Edo	tier1	5,078	1	true	false	false	true	false	true	false	10,630.901897	25	99,374.776464	14	false	63	false	false
CUS-00000048	2024-12-31T00:00:00	47	female	2,773,398.835412	Oyo	tier2	1,831	3	false	false	false	false	false	true	false	14,793.684588	28	406,306.97293	7	false	71	false	false
CUS-00000049	2024-12-31T00:00:00	39	male	630,143.964988	Rivers	tier1	653	1	true	false	false	false	false	false	false	51,265.327682	20	152,644.682637	0	false	53	false	true
CUS-00000050	2024-12-31T00:00:00	18	female	600,788.81051	Delta	tier2	6,152	1	false	false	false	true	false	false	false	147,018.37687	24	42,013.395387	90	true	64	true	true
CUS-00000051	2024-12-31T00:00:00	38	male	33,567.676635	Rivers	tier1	2,301	1	true	true	false	false	false	false	false	2,703.373182	32	925,523.995622	30	false	42	false	true
CUS-00000052	2024-12-31T00:00:00	30	female	138,716.664208	Benue	tier1	6,636	5	true	false	false	false	false	false	false	56,468.067239	26	40,126.091889	1	false	79	false	false
CUS-00000053	2024-12-31T00:00:00	26	male	156,835.415147	Kaduna	tier2	7,217	1	true	true	false	true	false	false	false	260,234.03739	15	36,464.093225	3	false	78	false	false
CUS-00000054	2024-12-31T00:00:00	42	female	285,096.989406	Oyo	tier1	1,178	2	true	false	false	false	false	false	false	4,851.115875	29	224,455.585032	90	true	24	true	true
CUS-00000055	2024-12-31T00:00:00	47	male	379,052.470807	Ogun	tier1	4,583	1	true	true	false	true	false	true	false	92,365.187246	28	4,545,268.85945	7	false	75	false	false
CUS-00000056	2024-12-31T00:00:00	46	male	271,436.164269	Delta	tier2	3,969	1	true	false	false	false	false	false	false	46,944.659381	23	28,155.983028	2	false	41	false	false
CUS-00000057	2024-12-31T00:00:00	24	male	384,333.752528	Akwa Ibom	tier2	7,113	1	true	false	false	true	false	true	false	64,744.640033	25	211,843.674985	1	false	47	false	false
CUS-00000058	2024-12-31T00:00:00	31	male	82,174.204782	Lagos	tier1	6,826	1	true	false	false	false	false	false	false	34,023.970829	17	102,816.118608	60	false	1	false	true
CUS-00000059	2024-12-31T00:00:00	38	male	101,371.12111	Delta	tier2	2,348	1	false	false	false	true	false	false	false	600.033323	17	167,047.155441	7	false	43	false	false
CUS-00000060	2024-12-31T00:00:00	46	female	79,436.189631	Plateau	tier2	4,746	4	false	true	false	false	false	true	false	47,082.67217	23	72,814.419928	0	false	72	false	false
CUS-00000061	2024-12-31T00:00:00	29	male	72,183.01613	Cross River	tier2	2,993	1	true	true	false	true	false	true	false	9,932.306325	24	76,686.808526	1	false	69	false	false
CUS-00000062	2024-12-31T00:00:00	32	male	187,375.109956	Anambra	tier1	4,812	2	true	true	false	false	false	false	false	88,813.247	26	651,328.319239	2	false	35	false	false
CUS-00000063	2024-12-31T00:00:00	21	female	156,214.033341	Kwara	tier2	6,380	3	false	false	false	false	false	false	false	111,441.765763	26	46,465.557447	14	false	25	false	false
CUS-00000064	2024-12-31T00:00:00	20	female	24,866.269076	Enugu	tier2	3,761	1	true	true	true	true	false	false	false	53,797.600736	21	95,302.816222	7	false	27	false	false
CUS-00000065	2024-12-31T00:00:00	44	female	164,068.95586	Ondo	tier1	1,981	1	true	false	false	false	false	false	false	7,536.714021	26	389,884.11596	3	false	0	false	true
CUS-00000066	2024-12-31T00:00:00	51	female	208,694.039242	Lagos	tier1	849	1	true	false	false	true	false	false	true	11,210.130935	24	131,044.653957	7	false	68	false	false
CUS-00000067	2024-12-31T00:00:00	34	male	85,655.617738	Lagos	tier1	2,722	1	true	false	true	true	false	true	false	41,742.381506	21	79,546.454032	1	false	55	false	false
CUS-00000068	2024-12-31T00:00:00	47	male	218,406.58928	Osun	tier2	3,631	2	false	true	false	true	false	false	false	83,902.504139	34	201,330.278605	0	false	67	false	false
CUS-00000069	2024-12-31T00:00:00	39	male	109,137.667871	Plateau	tier2	838	1	true	false	false	true	true	false	false	56,759.592328	26	183,023.279535	14	false	70	false	false
CUS-00000070	2024-12-31T00:00:00	27	female	509,360.282567	Katsina	tier2	7,229	5	true	true	false	false	false	false	false	116,024.279189	26	89,882.070171	30	false	52	false	false
CUS-00000071	2024-12-31T00:00:00	39	male	115,957.928899	Rivers	tier3	2,902	2	true	false	false	false	false	true	false	110,968.51165	25	60,380.161449	7	false	59	false	false
CUS-00000072	2024-12-31T00:00:00	53	female	377,509.467401	Lagos	tier3	854	4	false	false	false	true	false	false	false	36,701.187981	29	287,516.069941	0	false	27	false	false
CUS-00000073	2024-12-31T00:00:00	34	male	143,014.378683	Abuja (FCT)	tier2	5,362	2	true	false	false	false	false	true	true	1,917.262521	22	202,845.49738	0	false	55	false	false
CUS-00000074	2024-12-31T00:00:00	53	male	98,522.933676	Sokoto	tier1	2,343	1	true	true	true	false	false	false	false	49,187.171044	27	211,886.526504	3	false	34	false	false
CUS-00000075	2024-12-31T00:00:00	18	male	211,136.488699	Gombe	tier1	6,520	2	true	false	false	false	false	false	false	405,358.669789	28	33,336.703875	0	false	48	false	false
CUS-00000076	2024-12-31T00:00:00	44	male	392,478.802005	Katsina	tier2	1,659	3	true	true	false	false	false	false	false	25,428.694079	28	117,982.152415	7	false	28	false	false
CUS-00000077	2024-12-31T00:00:00	36	female	111,476.397482	Bauchi	tier1	4,942	1	false	false	false	false	false	true	false	47,332.082112	9	38,138.060181	2	false	71	false	false
CUS-00000078	2024-12-31T00:00:00	31	female	53,598.324185	Edo	tier2	6,503	6	true	false	false	false	false	false	false	150,052.015719	17	162,330.534938	365	true	54	false	true
CUS-00000079	2024-12-31T00:00:00	36	female	410,311.294801	Benue	tier1	716	2	true	false	true	true	false	true	false	99,301.134675	24	167,172.221459	0	false	56	false	false
CUS-00000080	2024-12-31T00:00:00	18	male	56,897.384244	Abuja (FCT)	tier2	3,620	1	false	true	false	false	false	true	true	9,766.727689	27	37,857.460315	14	false	51	false	true
CUS-00000081	2024-12-31T00:00:00	32	male	87,932.804049	Lagos	tier1	4,119	2	true	true	false	true	false	false	false	106,664.098804	30	1,197,861.280117	0	false	74	false	false
CUS-00000082	2024-12-31T00:00:00	39	male	412,390.39937	Delta	tier2	6,074	2	true	false	false	true	false	false	false	35,146.941732	26	90,079.550012	0	false	49	false	false
CUS-00000083	2024-12-31T00:00:00	52	male	56,365.178271	Plateau	tier1	5,875	3	true	false	false	false	false	false	false	12,679.653547	22	251,532.038699	0	false	45	false	false
CUS-00000084	2024-12-31T00:00:00	28	female	157,270.983297	Lagos	tier1	7,248	1	false	false	false	false	false	false	false	68,493.454867	18	528,704.71218	14	false	46	false	false
CUS-00000085	2024-12-31T00:00:00	25	male	137,737.245473	Lagos	tier1	3,700	5	true	false	false	false	true	false	false	10,870.510495	25	76,134.716741	60	false	67	false	false
CUS-00000086	2024-12-31T00:00:00	28	female	124,403.039949	Anambra	tier2	5,368	5	true	true	true	true	false	false	false	93,101.169025	25	201,782.188884	7	false	60	false	false
CUS-00000087	2024-12-31T00:00:00	45	male	161,124.999812	Imo	tier1	2,352	3	true	false	false	false	false	false	false	9,268.999581	25	108,696.558104	2	false	80	false	false
CUS-00000088	2024-12-31T00:00:00	38	male	115,831.21507	Katsina	tier1	6,945	1	true	true	false	false	false	false	false	4,824.550756	29	740,419.316438	2	false	45	false	false
CUS-00000089	2024-12-31T00:00:00	28	female	268,494.816916	Jigawa	tier1	43	3	true	true	false	false	false	false	false	4,156.211255	27	52,154.751183	14	false	86	false	false
CUS-00000090	2024-12-31T00:00:00	41	male	374,567.718598	Bayelsa	tier2	2,652	1	true	true	true	false	false	false	false	100,052.197068	28	628,611.88335	2	false	78	false	false
CUS-00000091	2024-12-31T00:00:00	36	male	93,320.399762	Enugu	tier1	1,245	3	false	false	false	false	false	false	false	1,079.121841	16	68,363.731492	2	false	54	false	false
CUS-00000092	2024-12-31T00:00:00	46	male	53,941.433235	Lagos	tier1	4,932	2	true	false	true	false	false	true	false	80,419.920224	21	83,714.062406	14	false	52	false	false
CUS-00000093	2024-12-31T00:00:00	26	female	172,262.853321	Katsina	tier2	5,835	2	true	false	false	true	false	false	true	462,809.512127	27	248,465.378613	1	false	69	false	false
CUS-00000094	2024-12-31T00:00:00	31	male	169,533.644366	Yobe	tier2	2,376	2	true	false	false	true	false	false	true	13,757.420726	23	521,663.230874	14	false	41	false	false
CUS-00000095	2024-12-31T00:00:00	30	male	150,758.631392	Lagos	tier2	3,214	2	true	false	false	true	true	false	false	143,454.947975	28	225,853.431346	14	false	75	false	false
CUS-00000096	2024-12-31T00:00:00	18	female	44,364.170537	Enugu	tier1	6,476	2	true	false	false	false	false	true	false	3,628.696115	17	105,863.686253	0	false	44	false	false
CUS-00000097	2024-12-31T00:00:00	38	male	265,736.03282	Enugu	tier2	3,404	3	true	false	false	false	false	false	false	37,093.899328	22	418,524.826566	2	false	36	false	false
CUS-00000098	2024-12-31T00:00:00	38	female	574,912.050386	Abuja (FCT)	tier3	5,046	3	false	false	false	false	false	true	true	64,752.555885	17	313,376.383134	7	false	9	false	false
CUS-00000099	2024-12-31T00:00:00	35	male	127,734.893058	Kano	tier2	3,017	2	true	false	false	true	true	false	false	10,371.196005	22	360,148.011111	2	false	65	false	false
CUS-00000100	2024-12-31T00:00:00	32	female	76,947.063965	Abuja (FCT)	tier2	6,704	2	true	false	false	false	false	false	false	6,062.17768	26	693,752.654068	90	true	83	false	true

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Nigerian Banking Customer 360 | Africa (Electric Sheep Africa metadata inventory)

Size category: 1M<n<10M - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Nigerian Banking Customer 360 Dataset Type: Banking & Finance - Customer AnalyticsVersion: 1.0License: Apache 2.0Language: EnglishGeography: Nigeria Dataset Description Synthetic Nigerian banking customer 360-degree profiles with churn prediction labels. Comprehensive view of customer demographics, product holdings, balances, transaction activity, and digital engagement. Use Cases: Customer churn prediction Lifetime value (LTV) modeling Next-best-offer recommendations… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/nigerian-banking-customer-360.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/nigerian-banking-customer-360`
Sector	economics_finance
Topic tags	nigeria, banking, churn-prediction, customer-analytics, customer-360, fintech, customer-segmentation
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`1M<n<10M`
Countries	Nigeria
ISO3 coverage	`NGA`
Last modified on HF	`2025-10-20 14:36:49+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/nigerian-banking-customer-360")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: apache-2.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/nigerian-banking-customer-360
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_nigerian_banking_customer_360_2026,
  title        = {Nigerian Banking Customer 360 | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/nigerian-banking-customer-360},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/nigerian-banking-customer-360}}
}

License

Released under apache-2.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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