Split (1)

train · 2M rows

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-00000201	2024-12-31T00:00:00	39	male	133,788.525929	Osun	tier1	6,475	1	false	false	false	false	false	true	false	17,147.840414	23	183,275.387577	90	true	42	true	true
CUS-00000202	2024-12-31T00:00:00	41	female	175,706.644781	Delta	tier1	4,726	3	false	false	false	true	false	false	false	16,402.234895	32	43,921.797035	7	false	50	false	false
CUS-00000203	2024-12-31T00:00:00	47	male	409,306.429624	Rivers	tier2	4,290	1	true	false	true	false	false	true	true	204,770.139266	33	752,735.356127	60	false	26	false	true
CUS-00000204	2024-12-31T00:00:00	47	female	169,309.408538	Rivers	tier2	538	1	true	false	false	true	false	false	false	112,012.72397	21	127,013.648501	7	false	53	false	false
CUS-00000205	2024-12-31T00:00:00	18	male	45,067.749308	Benue	tier1	281	2	true	true	false	false	false	true	false	36,984.309575	25	98,558.024549	365	true	43	false	true
CUS-00000206	2024-12-31T00:00:00	23	male	48,145.505025	Abuja (FCT)	tier2	3,444	2	true	true	false	true	false	true	false	25,023.66375	27	101,072.596501	0	false	63	false	false
CUS-00000207	2024-12-31T00:00:00	41	male	56,984.995711	Adamawa	tier1	2,077	1	true	false	false	false	false	false	false	8,842.746308	29	557,387.098344	3	false	40	false	false
CUS-00000208	2024-12-31T00:00:00	41	female	107,394.104538	Kano	tier2	1,678	2	true	true	false	true	false	false	false	374,695.522093	27	70,506.646132	3	false	70	false	false
CUS-00000209	2024-12-31T00:00:00	41	female	227,977.183842	Jigawa	tier3	1,582	3	true	true	false	false	false	false	false	5,098.568198	27	674,972.094114	7	false	79	false	false
CUS-00000210	2024-12-31T00:00:00	70	male	112,327.211574	Lagos	tier1	1,651	2	true	true	false	false	false	true	true	9,656.365022	35	28,438.562346	14	false	66	false	false
CUS-00000211	2024-12-31T00:00:00	41	male	206,401.088711	Benue	tier1	4,540	1	true	false	false	false	false	false	true	341,754.297125	18	1,271,273.293051	7	false	97	false	false
CUS-00000212	2024-12-31T00:00:00	48	male	467,723.199208	Lagos	tier3	774	1	true	false	true	false	false	false	false	163,961.219883	23	201,594.550369	7	false	45	false	false
CUS-00000213	2024-12-31T00:00:00	46	female	69,197.259834	Rivers	tier1	7,193	2	true	true	false	true	false	true	true	55,372.245836	23	642,935.545824	90	true	49	false	true
CUS-00000214	2024-12-31T00:00:00	42	female	95,881.285243	Oyo	tier1	5,534	1	true	true	false	true	false	false	false	20,056.632903	26	291,525.720418	0	false	71	false	false
CUS-00000215	2024-12-31T00:00:00	31	male	141,107.970747	Anambra	tier1	3,663	1	true	true	false	true	true	false	false	317,029.955924	35	276,848.868641	3	false	51	false	false
CUS-00000216	2024-12-31T00:00:00	44	female	62,224.33131	Kaduna	tier1	2,953	3	true	false	false	false	true	false	false	174,145.300502	32	562,827.419817	14	false	75	false	false
CUS-00000217	2024-12-31T00:00:00	25	female	126,273.52715	Kano	tier1	7,151	1	true	false	false	true	false	false	false	499,908.748206	24	1,320,787.473087	60	false	69	false	false
CUS-00000218	2024-12-31T00:00:00	32	female	161,489.628926	Cross River	tier2	5,066	2	true	true	false	true	false	true	false	123,301.684306	22	23,852.295572	3	false	51	false	false
CUS-00000219	2024-12-31T00:00:00	29	male	39,903.903202	Rivers	tier1	5,823	2	true	true	false	false	false	false	false	10,094.282433	25	503,832.286434	90	true	48	false	true
CUS-00000220	2024-12-31T00:00:00	35	female	51,488.333686	Abuja (FCT)	tier2	5,528	2	false	true	false	false	false	false	false	79,167.567134	27	214,968.902778	7	false	77	false	false
CUS-00000221	2024-12-31T00:00:00	62	male	138,050.812223	Ogun	tier1	5,386	3	true	false	false	true	false	false	false	46,101.391481	22	31,877.00603	2	false	22	false	false
CUS-00000222	2024-12-31T00:00:00	18	female	68,003.845273	Lagos	tier2	287	1	true	false	false	false	false	true	true	2,985.14406	31	738,270.400552	14	false	34	false	true
CUS-00000223	2024-12-31T00:00:00	43	female	170,595.40507	Edo	tier1	6,585	1	true	true	false	false	false	true	false	3,647.837816	28	215,247.917441	90	true	71	true	true
CUS-00000224	2024-12-31T00:00:00	18	female	225,667.846219	Abuja (FCT)	tier2	1,283	4	true	true	false	false	false	false	false	33,080.268661	27	268,461.354671	7	false	75	false	false
CUS-00000225	2024-12-31T00:00:00	29	female	62,066.974328	Kano	tier1	1,397	2	true	false	false	true	false	false	false	46,878.827298	25	788,728.751457	0	false	63	false	false
CUS-00000226	2024-12-31T00:00:00	48	female	82,013.88382	Abuja (FCT)	tier2	1,788	1	true	false	false	true	false	false	false	6,633.931553	29	84,856.309827	7	false	46	false	false
CUS-00000227	2024-12-31T00:00:00	35	male	408,598.836539	Rivers	tier1	2,308	1	true	false	false	true	false	false	false	47,616.170339	19	89,146.871945	7	false	40	false	false
CUS-00000228	2024-12-31T00:00:00	22	male	321,212.643633	Abuja (FCT)	tier2	1,494	1	true	true	false	false	false	false	false	20,350.782224	22	103,271.78383	60	false	58	false	false
CUS-00000229	2024-12-31T00:00:00	26	female	77,537.472808	Abuja (FCT)	tier1	5,787	1	true	false	true	false	false	true	false	1,231,704.607947	25	131,127.361688	14	false	28	false	true
CUS-00000230	2024-12-31T00:00:00	43	male	603,526.169632	Sokoto	tier2	4,756	1	true	false	false	false	false	false	false	108,795.835251	22	84,728.369289	2	false	23	false	false
CUS-00000231	2024-12-31T00:00:00	26	female	218,471.539819	Abuja (FCT)	tier1	4,244	4	false	false	false	true	true	false	false	26,968.997832	21	1,557,099.762472	7	false	53	false	false
CUS-00000232	2024-12-31T00:00:00	37	female	150,050.190319	Lagos	tier3	3,890	5	false	false	false	false	false	true	false	61,372.649095	26	101,934.571871	1	false	50	false	false
CUS-00000233	2024-12-31T00:00:00	35	female	366,372.485407	Rivers	tier2	1,485	1	true	true	false	false	false	true	true	8,385.556636	27	263,219.227161	1	false	30	false	false
CUS-00000234	2024-12-31T00:00:00	27	male	186,502.208449	Rivers	tier2	6,268	2	true	true	true	false	false	true	false	76,637.125912	24	90,542.023205	1	false	59	false	false
CUS-00000235	2024-12-31T00:00:00	60	male	512,705.293988	Lagos	tier1	1,246	4	true	true	false	true	false	false	false	12,341.383761	28	922,124.133072	7	false	10	false	false
CUS-00000236	2024-12-31T00:00:00	42	male	88,822.398234	Anambra	tier1	4,547	1	true	false	false	false	false	false	false	113,823.711852	14	443,900.282602	30	false	55	false	false
CUS-00000237	2024-12-31T00:00:00	18	female	578,236.237444	Plateau	tier2	5,519	3	true	false	false	false	false	false	true	11,431.918571	32	89,009.769612	2	false	71	false	false
CUS-00000238	2024-12-31T00:00:00	37	female	134,445.66491	Ogun	tier1	2,609	2	true	false	false	false	false	false	false	4,270.187073	27	215,523.386011	2	false	34	false	false
CUS-00000239	2024-12-31T00:00:00	27	male	454,273.308452	Abia	tier1	5,042	3	true	false	false	true	false	true	false	56,131.447175	32	764,394.14973	7	false	61	false	false
CUS-00000240	2024-12-31T00:00:00	45	male	77,634.988617	Katsina	tier1	1,978	1	true	false	false	true	false	true	false	131,567.20917	24	121,689.067405	30	false	48	false	false
CUS-00000241	2024-12-31T00:00:00	25	female	515,581.970771	Benue	tier2	4,263	3	true	false	false	false	false	true	false	12,709.241657	28	197,007.709794	365	true	73	false	false
CUS-00000242	2024-12-31T00:00:00	33	male	100,805.17731	Lagos	tier1	4,016	2	false	false	false	false	false	false	false	90,982.477392	24	387,133.242372	60	false	31	false	false
CUS-00000243	2024-12-31T00:00:00	41	female	69,018.21986	Lagos	tier2	914	2	true	false	false	false	false	true	false	71,667.02638	27	91,450.846637	2	false	79	false	false
CUS-00000244	2024-12-31T00:00:00	45	male	84,074.665085	Adamawa	tier2	1,303	2	true	true	false	false	false	false	false	285,760.407359	32	114,071.894427	30	false	30	false	false
CUS-00000245	2024-12-31T00:00:00	20	female	114,808.982248	Plateau	tier2	942	2	true	false	true	false	false	false	true	21,863.535032	22	312,599.724637	365	true	52	false	true
CUS-00000246	2024-12-31T00:00:00	30	female	153,124.715555	Ogun	tier2	831	4	true	true	false	false	false	false	false	11,217.763333	31	290,345.955994	0	false	53	false	false
CUS-00000247	2024-12-31T00:00:00	29	male	199,838.977405	Abuja (FCT)	tier3	3,197	2	true	true	false	false	false	false	true	131,943.134213	33	266,755.951782	2	false	70	false	false
CUS-00000248	2024-12-31T00:00:00	27	male	137,295.619432	Abuja (FCT)	tier1	2,982	1	true	true	false	false	false	false	false	6,555.641885	22	12,684.925017	30	false	75	false	false
CUS-00000249	2024-12-31T00:00:00	56	female	115,296.42077	Ebonyi	tier2	5,047	1	true	false	false	true	true	false	false	28,318.483477	23	124,082.242776	2	false	40	false	false
CUS-00000250	2024-12-31T00:00:00	39	male	87,347.942665	Rivers	tier2	1,466	6	true	false	false	false	false	false	false	12,543.201654	14	168,408.602128	3	false	47	false	false
CUS-00000251	2024-12-31T00:00:00	19	female	45,733.879272	Abuja (FCT)	tier2	5,842	1	false	false	false	false	false	false	false	264,117.497195	25	509,945.947052	3	false	64	false	false
CUS-00000252	2024-12-31T00:00:00	46	male	267,321.658412	Kano	tier3	27	2	false	false	false	true	false	false	false	197,107.715391	18	161,266.388236	180	true	44	false	true
CUS-00000253	2024-12-31T00:00:00	60	female	105,769.889561	Lagos	tier2	6,725	3	true	false	true	true	false	true	false	4,480.926278	25	106,983.329739	90	true	61	false	true
CUS-00000254	2024-12-31T00:00:00	47	female	33,009.862031	Lagos	tier2	6,067	2	true	false	false	true	false	true	false	16,435.18071	35	143,122.066098	30	false	56	false	false
CUS-00000255	2024-12-31T00:00:00	18	female	687,382.287519	Ogun	tier1	5,994	2	true	false	false	false	false	false	false	176,472.412728	29	227,566.970285	0	false	74	false	false
CUS-00000256	2024-12-31T00:00:00	29	male	79,843.116293	Plateau	tier1	2,748	1	false	false	true	true	false	false	true	76,543.924619	32	104,172.409489	60	false	65	false	false
CUS-00000257	2024-12-31T00:00:00	50	male	92,992.525873	Abuja (FCT)	tier1	5,568	2	true	true	false	true	false	true	false	8,509.737513	22	217,789.466487	90	true	42	false	true
CUS-00000258	2024-12-31T00:00:00	26	female	119,021.372198	Bauchi	tier2	4,308	2	true	false	false	false	false	true	false	35,657.593608	22	431,388.247109	1	false	51	false	false
CUS-00000259	2024-12-31T00:00:00	40	male	153,380.048728	Enugu	tier2	6,477	1	true	true	false	false	false	false	false	6,680.067464	32	408,978.518279	30	false	37	false	true
CUS-00000260	2024-12-31T00:00:00	44	female	173,500.422127	Lagos	tier2	4,843	2	true	false	false	false	false	true	false	147,736.004373	25	297,548.773101	3	false	81	false	false
CUS-00000261	2024-12-31T00:00:00	23	female	34,543.843974	Plateau	tier1	2,220	1	false	true	false	true	false	true	false	20,942.450785	37	122,814.914343	3	false	65	false	false
CUS-00000262	2024-12-31T00:00:00	34	female	63,469.843537	Abuja (FCT)	tier3	381	4	true	true	false	false	false	true	true	12,276.951689	20	165,184.213012	0	false	96	false	false
CUS-00000263	2024-12-31T00:00:00	18	male	321,666.518131	Ondo	tier1	1,080	3	false	false	false	false	false	true	false	918,010.761011	28	713,010.029105	2	false	58	false	false
CUS-00000264	2024-12-31T00:00:00	22	female	103,347.95989	Lagos	tier2	2,161	2	false	false	false	false	false	false	false	154,473.997339	27	140,793.612225	0	false	25	false	false
CUS-00000265	2024-12-31T00:00:00	31	male	104,315.577391	Imo	tier2	4,081	4	true	true	true	false	false	false	false	62,220.677419	34	57,858.416163	30	false	77	false	false
CUS-00000266	2024-12-31T00:00:00	20	female	48,516.756031	Rivers	tier3	6,631	3	true	true	true	true	false	false	false	6,529.707835	27	35,685.427773	7	false	76	false	false
CUS-00000267	2024-12-31T00:00:00	54	female	280,299.599803	Anambra	tier2	4,786	1	true	false	false	true	false	false	false	24,122.312106	27	438,896.112983	7	false	52	false	false
CUS-00000268	2024-12-31T00:00:00	18	male	184,546.517318	Ogun	tier2	2,323	1	true	false	false	true	false	false	false	35,900.152355	22	263,876.08182	180	true	51	true	true
CUS-00000269	2024-12-31T00:00:00	29	male	198,084.296972	Lagos	tier2	2,451	1	false	true	false	true	false	false	false	90,074.524871	25	33,994.046176	14	false	69	false	false
CUS-00000270	2024-12-31T00:00:00	36	female	230,169.995868	Lagos	tier2	6,843	3	true	false	true	true	false	true	false	22,416.090864	27	338,351.430525	14	false	4	false	false
CUS-00000271	2024-12-31T00:00:00	52	female	83,693.137092	Abia	tier2	2,840	4	true	true	false	true	false	false	false	54,347.931557	27	152,591.142587	14	false	23	false	false
CUS-00000272	2024-12-31T00:00:00	18	female	116,474.81282	Kano	tier2	1,332	2	true	false	false	true	false	false	false	34,862.117159	18	46,571.413542	1	false	42	false	false
CUS-00000273	2024-12-31T00:00:00	48	male	257,830.049305	Lagos	tier1	6,612	3	true	true	false	true	false	false	false	330,691.17307	17	22,938.814012	0	false	32	false	false
CUS-00000274	2024-12-31T00:00:00	35	male	927,300.375633	Oyo	tier1	3,053	3	true	true	false	true	false	false	false	19,160.012623	23	202,594.452764	0	false	46	false	false
CUS-00000275	2024-12-31T00:00:00	23	male	465,575.903909	Rivers	tier2	3,011	2	true	false	false	true	false	true	false	107,540.841149	21	449,195.243647	14	false	59	false	false
CUS-00000276	2024-12-31T00:00:00	40	female	356,259.603301	Edo	tier3	615	4	true	false	true	true	false	false	true	113,170.702283	22	887,176.515892	0	false	47	false	false
CUS-00000277	2024-12-31T00:00:00	37	male	345,036.961908	Borno	tier1	6,252	3	true	true	false	true	true	false	false	124,192.561398	28	73,850.076942	180	true	31	false	false
CUS-00000278	2024-12-31T00:00:00	27	male	73,250.054453	Lagos	tier2	6,434	1	true	false	false	true	false	false	false	23,521.930309	26	454,038.287932	1	false	56	false	false
CUS-00000279	2024-12-31T00:00:00	35	female	199,225.332904	Lagos	tier1	6,723	1	false	false	false	false	false	false	false	288,628.073448	26	252,125.255338	30	false	65	false	false
CUS-00000280	2024-12-31T00:00:00	30	male	174,987.531	Ogun	tier1	5,728	3	false	true	false	false	false	false	false	68,481.875042	27	126,770.365892	365	true	65	false	false
CUS-00000281	2024-12-31T00:00:00	36	female	71,817.611877	Taraba	tier1	1,389	1	true	false	false	true	false	false	false	10,430.560544	26	624,981.514318	3	false	77	false	false
CUS-00000282	2024-12-31T00:00:00	42	female	37,847.48274	Ondo	tier2	1,969	2	false	false	false	true	false	true	false	57,776.635644	17	263,313.508419	0	false	36	false	false
CUS-00000283	2024-12-31T00:00:00	54	male	33,340.709733	Anambra	tier2	1,573	1	true	false	false	true	false	true	false	13,157.151708	24	232,395.127426	7	false	72	false	false
CUS-00000284	2024-12-31T00:00:00	20	female	44,073.895719	Lagos	tier1	1,243	4	true	true	false	false	false	false	false	4,136.881226	24	86,117.472089	14	false	27	false	false
CUS-00000285	2024-12-31T00:00:00	60	male	73,478.541458	Abuja (FCT)	tier1	1,150	1	true	true	false	true	false	true	false	40,282.991459	22	727,792.281755	0	false	22	false	false
CUS-00000286	2024-12-31T00:00:00	18	female	234,646.761321	Abuja (FCT)	tier1	7,023	1	false	false	false	true	false	true	false	350,079.451277	28	52,551.585833	2	false	62	false	false
CUS-00000287	2024-12-31T00:00:00	33	female	46,835.072081	Anambra	tier1	3,470	2	true	true	false	true	false	true	false	250,671.83045	31	121,559.401832	7	false	47	false	false
CUS-00000288	2024-12-31T00:00:00	42	male	121,286.886399	Akwa Ibom	tier1	973	3	true	true	true	false	false	true	false	142,056.185668	25	45,883.929478	14	false	23	false	false
CUS-00000289	2024-12-31T00:00:00	38	male	744,398.213231	Ogun	tier2	3,722	1	false	false	false	false	false	true	false	58,464.033947	17	115,610.06178	1	false	40	false	false
CUS-00000290	2024-12-31T00:00:00	27	female	200,616.014701	Lagos	tier2	651	1	true	false	false	false	false	false	false	9,204.965545	24	796,757.181251	7	false	81	false	false
CUS-00000291	2024-12-31T00:00:00	32	male	68,640.921375	Abuja (FCT)	tier2	2,328	1	true	false	false	false	false	false	false	151,137.529325	24	129,685.09911	90	true	68	true	true
CUS-00000292	2024-12-31T00:00:00	29	female	183,950.582833	Imo	tier1	491	2	true	true	false	true	false	false	false	95,047.351558	20	232,156.571899	2	false	36	false	false
CUS-00000293	2024-12-31T00:00:00	27	male	230,861.464936	Oyo	tier2	6,090	2	true	true	false	false	false	false	false	16,507.400044	31	103,340.67096	1	false	64	false	false
CUS-00000294	2024-12-31T00:00:00	45	male	66,690.348299	Lagos	tier1	1,162	2	false	false	false	true	false	false	false	88,351.744448	26	22,965.297732	30	false	43	false	false
CUS-00000295	2024-12-31T00:00:00	39	female	70,027.100729	Kaduna	tier2	4,793	4	true	true	false	true	false	true	false	478,427.088434	31	349,630.368358	3	false	56	false	false
CUS-00000296	2024-12-31T00:00:00	26	male	22,528.397108	Edo	tier1	2,245	1	true	false	false	false	false	false	false	2,979.854873	30	469,776.323883	90	true	81	false	true
CUS-00000297	2024-12-31T00:00:00	45	male	266,316.087989	Kwara	tier2	1,269	4	false	false	false	false	false	true	false	66,511.866593	34	193,670.360167	3	false	52	false	false
CUS-00000298	2024-12-31T00:00:00	38	male	234,329.62144	Anambra	tier2	6,747	3	true	true	true	true	false	false	false	7,458.628752	27	54,095.915774	60	false	59	false	false
CUS-00000299	2024-12-31T00:00:00	44	male	303,535.29866	Rivers	tier2	576	1	true	false	false	false	false	false	false	22,841.111192	30	96,190.320144	0	false	32	false	false
CUS-00000300	2024-12-31T00:00:00	42	female	218,155.174979	Plateau	tier3	5,113	5	true	true	false	false	false	false	false	432,574.2017	24	112,936.883375	365	true	42	false	false

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