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mhdiqbalpradipta
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credit_card_customer

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train · 10.1k rows

CLIENTNUM int64 708M 828M	Attrition_Flag stringclasses 2 values	Customer_Age int64 26 73	Gender stringclasses 2 values	Dependent_count int64 0 5	Education_Level stringclasses 7 values	Marital_Status stringclasses 4 values	Income_Category stringclasses 6 values	Card_Category stringclasses 4 values	Months_on_book int64 13 56	Total_Relationship_Count int64 1 6	Months_Inactive_12_mon int64 0 6	Contacts_Count_12_mon int64 0 6	Credit_Limit float64 1.44k 34.5k	Total_Revolving_Bal int64 0 2.52k	Avg_Open_To_Buy float64 3 34.5k	Total_Amt_Chng_Q4_Q1 float64 0 3.4	Total_Trans_Amt int64 510 18.5k	Total_Trans_Ct int64 10 139	Total_Ct_Chng_Q4_Q1 float64 0 3.71	Avg_Utilization_Ratio float64 0 1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 float64 0 1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 float64 0 1
768,805,383	Existing Customer	45	M	3	High School	Married	$60K - $80K	Blue	39	5	1	3	12,691	777	11,914	1.335	1,144	42	1.625	0.061	0.000093	0.99991
818,770,008	Existing Customer	49	F	5	Graduate	Single	Less than $40K	Blue	44	6	1	2	8,256	864	7,392	1.541	1,291	33	3.714	0.105	0.000057	0.99994
713,982,108	Existing Customer	51	M	3	Graduate	Married	$80K - $120K	Blue	36	4	1	0	3,418	0	3,418	2.594	1,887	20	2.333	0	0.000021	0.99998
769,911,858	Existing Customer	40	F	4	High School	Unknown	Less than $40K	Blue	34	3	4	1	3,313	2,517	796	1.405	1,171	20	2.333	0.76	0.000134	0.99987
709,106,358	Existing Customer	40	M	3	Uneducated	Married	$60K - $80K	Blue	21	5	1	0	4,716	0	4,716	2.175	816	28	2.5	0	0.000022	0.99998
713,061,558	Existing Customer	44	M	2	Graduate	Married	$40K - $60K	Blue	36	3	1	2	4,010	1,247	2,763	1.376	1,088	24	0.846	0.311	0.000055	0.99994
810,347,208	Existing Customer	51	M	4	Unknown	Married	$120K +	Gold	46	6	1	3	34,516	2,264	32,252	1.975	1,330	31	0.722	0.066	0.000123	0.99988
818,906,208	Existing Customer	32	M	0	High School	Unknown	$60K - $80K	Silver	27	2	2	2	29,081	1,396	27,685	2.204	1,538	36	0.714	0.048	0.000086	0.99991
710,930,508	Existing Customer	37	M	3	Uneducated	Single	$60K - $80K	Blue	36	5	2	0	22,352	2,517	19,835	3.355	1,350	24	1.182	0.113	0.000045	0.99996
719,661,558	Existing Customer	48	M	2	Graduate	Single	$80K - $120K	Blue	36	6	3	3	11,656	1,677	9,979	1.524	1,441	32	0.882	0.144	0.000303	0.9997
708,790,833	Existing Customer	42	M	5	Uneducated	Unknown	$120K +	Blue	31	5	3	2	6,748	1,467	5,281	0.831	1,201	42	0.68	0.217	0.000191	0.99981
710,821,833	Existing Customer	65	M	1	Unknown	Married	$40K - $60K	Blue	54	6	2	3	9,095	1,587	7,508	1.433	1,314	26	1.364	0.174	0.000198	0.9998
710,599,683	Existing Customer	56	M	1	College	Single	$80K - $120K	Blue	36	3	6	0	11,751	0	11,751	3.397	1,539	17	3.25	0	0.000048	0.99995
816,082,233	Existing Customer	35	M	3	Graduate	Unknown	$60K - $80K	Blue	30	5	1	3	8,547	1,666	6,881	1.163	1,311	33	2	0.195	0.000096	0.9999
712,396,908	Existing Customer	57	F	2	Graduate	Married	Less than $40K	Blue	48	5	2	2	2,436	680	1,756	1.19	1,570	29	0.611	0.279	0.000114	0.99989
714,885,258	Existing Customer	44	M	4	Unknown	Unknown	$80K - $120K	Blue	37	5	1	2	4,234	972	3,262	1.707	1,348	27	1.7	0.23	0.000063	0.99994
709,967,358	Existing Customer	48	M	4	Post-Graduate	Single	$80K - $120K	Blue	36	6	2	3	30,367	2,362	28,005	1.708	1,671	27	0.929	0.078	0.000236	0.99976
753,327,333	Existing Customer	41	M	3	Unknown	Married	$80K - $120K	Blue	34	4	4	1	13,535	1,291	12,244	0.653	1,028	21	1.625	0.095	0.00015	0.99985
806,160,108	Existing Customer	61	M	1	High School	Married	$40K - $60K	Blue	56	2	2	3	3,193	2,517	676	1.831	1,336	30	1.143	0.788	0.000175	0.99983
709,327,383	Existing Customer	45	F	2	Graduate	Married	Unknown	Blue	37	6	1	2	14,470	1,157	13,313	0.966	1,207	21	0.909	0.08	0.000055	0.99994
806,165,208	Existing Customer	47	M	1	Doctorate	Divorced	$60K - $80K	Blue	42	5	2	0	20,979	1,800	19,179	0.906	1,178	27	0.929	0.086	0.000057	0.99994
708,508,758	Attrited Customer	62	F	0	Graduate	Married	Less than $40K	Blue	49	2	3	3	1,438.3	0	1,438.3	1.047	692	16	0.6	0	0.99616	0.003836
784,725,333	Existing Customer	41	M	3	High School	Married	$40K - $60K	Blue	33	4	2	1	4,470	680	3,790	1.608	931	18	1.571	0.152	0.000069	0.99993
811,604,133	Existing Customer	47	F	4	Unknown	Single	Less than $40K	Blue	36	3	3	2	2,492	1,560	932	0.573	1,126	23	0.353	0.626	0.000207	0.99979
789,124,683	Existing Customer	54	M	2	Unknown	Married	$80K - $120K	Blue	42	4	2	3	12,217	0	12,217	1.075	1,110	21	0.75	0	0.00021	0.99979
771,071,958	Existing Customer	41	F	3	Graduate	Single	Less than $40K	Blue	28	6	1	2	7,768	1,669	6,099	0.797	1,051	22	0.833	0.215	0.000057	0.99994
720,466,383	Existing Customer	59	M	1	High School	Unknown	$40K - $60K	Blue	46	4	1	2	14,784	1,374	13,410	0.921	1,197	23	1.3	0.093	0.00005	0.99995
804,424,383	Existing Customer	63	M	1	Unknown	Married	$60K - $80K	Blue	56	3	3	2	10,215	1,010	9,205	0.843	1,904	40	1	0.099	0.000186	0.99981
718,813,833	Existing Customer	44	F	3	Uneducated	Single	Unknown	Blue	34	5	2	2	10,100	0	10,100	0.525	1,052	18	1.571	0	0.000121	0.99988
806,624,208	Existing Customer	47	M	4	High School	Married	$40K - $60K	Blue	42	6	0	0	4,785	1,362	3,423	0.739	1,045	38	0.9	0.285	0.000008	0.99999
778,348,233	Existing Customer	53	M	3	Unknown	Married	$80K - $120K	Blue	33	3	2	3	2,753	1,811	942	0.977	1,038	25	2.571	0.658	0.000218	0.99978
712,991,808	Existing Customer	53	M	2	Uneducated	Married	$60K - $80K	Blue	48	2	5	1	2,451	1,690	761	1.323	1,596	26	1.6	0.69	0.000125	0.99988
709,029,408	Existing Customer	41	M	4	Graduate	Married	$60K - $80K	Blue	36	4	1	2	8,923	2,517	6,406	1.726	1,589	24	1.667	0.282	0.000058	0.99994
788,658,483	Existing Customer	53	F	2	College	Married	Less than $40K	Blue	38	5	2	3	2,650	1,490	1,160	1.75	1,411	28	1	0.562	0.000186	0.99981
787,937,058	Existing Customer	58	M	0	Graduate	Married	$80K - $120K	Blue	49	6	2	2	12,555	1,696	10,859	0.519	1,291	24	0.714	0.135	0.000098	0.9999
715,318,008	Existing Customer	55	F	1	College	Single	Less than $40K	Blue	36	4	2	1	3,520	1,914	1,606	0.51	1,407	43	0.483	0.544	0.000063	0.99994
713,962,233	Existing Customer	55	F	3	Graduate	Married	Less than $40K	Blue	36	6	2	3	3,035	2,298	737	1.724	1,877	37	1.176	0.757	0.000199	0.9998
785,432,733	Existing Customer	42	F	4	High School	Married	Less than $40K	Gold	36	2	3	3	15,433	0	15,433	0.865	966	22	1.2	0	0.000355	0.99964
715,190,283	Existing Customer	57	F	1	Graduate	Unknown	$40K - $60K	Blue	49	3	3	2	3,672	886	2,786	1.32	1,464	28	0.556	0.241	0.000169	0.99983
708,300,483	Attrited Customer	66	F	0	Doctorate	Married	Unknown	Blue	56	5	4	3	7,882	605	7,277	1.052	704	16	0.143	0.077	0.9978	0.002197
827,111,283	Existing Customer	45	M	3	Graduate	Single	$80K - $120K	Blue	41	2	2	2	32,426	578	31,848	1.042	1,109	28	0.474	0.018	0.000118	0.99988
758,551,608	Existing Customer	51	M	2	Unknown	Married	$40K - $60K	Blue	44	4	1	0	6,205	2,204	4,001	0.803	1,347	28	0.556	0.355	0.000022	0.99998
773,146,383	Existing Customer	50	F	1	College	Single	$40K - $60K	Silver	43	3	2	3	17,304	2,517	14,787	1.449	1,756	33	1.2	0.145	0.000158	0.99984
778,493,808	Existing Customer	49	M	3	High School	Married	$60K - $80K	Blue	37	5	2	1	3,906	0	3,906	1.214	1,756	32	1	0	0.000069	0.99993
720,572,508	Existing Customer	38	F	4	Graduate	Single	Unknown	Blue	28	2	3	3	9,830	2,055	7,775	0.977	1,042	23	0.917	0.209	0.000317	0.99968
712,661,433	Existing Customer	49	M	4	Uneducated	Single	$80K - $120K	Blue	30	3	2	3	34,516	0	34,516	1.621	1,444	28	1.333	0	0.000206	0.99979
789,172,683	Existing Customer	56	M	2	Doctorate	Married	$60K - $80K	Blue	45	6	2	0	2,283	1,430	853	2.316	1,741	27	0.588	0.626	0.000061	0.99994
738,406,533	Existing Customer	59	M	1	Doctorate	Married	$40K - $60K	Blue	52	3	2	2	2,548	2,020	528	2.357	1,719	27	1.7	0.793	0.000155	0.99985
799,723,908	Existing Customer	46	M	3	High School	Married	$80K - $120K	Blue	40	4	3	3	19,458	1,435	18,023	0.787	1,217	27	0.8	0.074	0.000305	0.99969
771,490,833	Existing Customer	52	M	1	College	Single	$80K - $120K	Blue	40	5	1	1	4,745	1,227	3,518	0.624	1,140	40	0.6	0.259	0.00003	0.99997
720,756,708	Existing Customer	52	F	3	Unknown	Married	Less than $40K	Blue	41	6	3	2	2,622	1,549	1,073	1.321	1,878	30	1.143	0.591	0.000205	0.99979
779,471,883	Attrited Customer	54	F	1	Graduate	Married	Less than $40K	Blue	40	2	3	1	1,438.3	808	630.3	0.997	705	19	0.9	0.562	0.99028	0.00972
711,525,033	Existing Customer	66	F	0	High School	Married	Less than $40K	Blue	54	3	4	2	3,171	2,179	992	1.224	1,946	38	1.923	0.687	0.000181	0.99982
712,813,458	Existing Customer	49	M	2	Unknown	Married	$120K +	Blue	36	4	2	0	19,763	2,517	17,246	0.664	1,414	35	0.25	0.127	0.000046	0.99995
714,374,133	Attrited Customer	56	M	2	Graduate	Married	$120K +	Blue	36	1	3	3	15,769	0	15,769	1.041	602	15	0.364	0	0.99671	0.003294
717,891,558	Existing Customer	49	F	4	Graduate	Unknown	Less than $40K	Blue	36	6	4	2	3,298	2,200	1,098	0.678	1,052	32	0.6	0.667	0.000228	0.99977
716,632,758	Existing Customer	49	F	3	Graduate	Single	Less than $40K	Blue	36	2	2	0	2,802	2,363	439	0.75	1,295	40	0.6	0.843	0.000044	0.99996
768,563,658	Existing Customer	56	M	2	Uneducated	Married	$40K - $60K	Blue	50	4	2	3	4,458	1,880	2,578	1.107	1,424	29	1.417	0.422	0.000197	0.9998
711,427,458	Existing Customer	44	F	5	Graduate	Married	Unknown	Blue	35	4	1	2	6,273	978	5,295	2.275	1,359	25	1.083	0.156	0.000057	0.99994
714,091,983	Existing Customer	42	M	2	High School	Single	$60K - $80K	Blue	34	4	4	3	3,336	1,753	1,583	0.69	1,168	27	1.25	0.525	0.000355	0.99964
787,584,108	Existing Customer	55	M	3	Unknown	Married	$80K - $120K	Blue	47	4	2	3	3,436	2,016	1,420	0.901	1,097	33	0.833	0.587	0.000218	0.99978
712,030,833	Attrited Customer	48	M	2	Graduate	Married	$60K - $80K	Silver	35	2	4	4	34,516	0	34,516	0.763	691	15	0.5	0	0.99823	0.001771
711,481,533	Existing Customer	39	M	1	High School	Divorced	$60K - $80K	Blue	33	5	3	3	5,926	1,251	4,675	0.944	1,316	28	1.154	0.211	0.000276	0.99972
710,082,708	Existing Customer	44	M	4	Post-Graduate	Single	$120K +	Blue	32	2	4	2	23,957	2,102	21,855	0.997	1,276	26	0.733	0.088	0.000268	0.99973
708,155,733	Existing Customer	53	M	2	High School	Single	$120K +	Blue	44	4	2	2	14,734	1,634	13,100	0.989	1,289	23	0.917	0.111	0.000111	0.99989
788,979,258	Existing Customer	51	M	4	Uneducated	Single	$80K - $120K	Silver	38	4	1	4	34,516	1,515	33,001	0.592	1,293	32	0.6	0.044	0.000154	0.99985
807,986,133	Existing Customer	57	M	2	College	Married	$60K - $80K	Blue	52	5	3	3	6,584	1,817	4,767	0.62	1,353	35	0.667	0.276	0.000294	0.99971
788,730,933	Existing Customer	44	F	2	Uneducated	Single	Less than $40K	Blue	20	6	3	3	2,084	1,468	616	1.004	1,132	28	0.556	0.704	0.000311	0.99969
711,314,058	Existing Customer	49	M	2	Graduate	Married	$60K - $80K	Blue	32	2	2	2	1,687	1,107	580	1.715	1,670	17	2.4	0.656	0.000114	0.99989
717,975,333	Existing Customer	50	M	2	Doctorate	Married	$80K - $120K	Blue	38	6	2	2	25,300	1,330	23,970	1.072	837	15	2	0.053	0.000165	0.99984
715,971,108	Existing Customer	51	M	4	Graduate	Single	$120K +	Blue	42	3	2	3	34,516	1,763	32,753	1.266	1,550	41	1.05	0.051	0.000201	0.9998
720,096,558	Existing Customer	55	F	2	Graduate	Married	Less than $40K	Blue	42	5	3	3	2,216	1,034	1,182	0.758	1,540	36	0.286	0.467	0.000303	0.9997
719,580,033	Existing Customer	54	M	1	Graduate	Unknown	$60K - $80K	Blue	43	4	2	3	2,910	2,030	880	0.769	1,256	21	0.4	0.698	0.00018	0.99982
820,582,308	Existing Customer	42	M	5	Uneducated	Married	$80K - $120K	Blue	37	6	2	2	22,913	1,528	21,385	0.414	1,394	35	0.522	0.067	0.000121	0.99988
789,973,308	Existing Customer	44	M	1	College	Single	$60K - $80K	Blue	35	3	3	3	24,312	1,932	22,380	1.312	1,341	24	1.182	0.079	0.000276	0.99972
712,876,233	Existing Customer	53	M	2	Graduate	Single	$80K - $120K	Blue	36	5	3	2	5,272	1,515	3,757	0.857	1,289	33	0.435	0.287	0.00018	0.99982
804,595,158	Existing Customer	44	F	4	Graduate	Single	Less than $40K	Blue	36	6	4	2	7,000	2,517	4,483	0.475	1,112	23	1.875	0.36	0.000228	0.99977
714,826,758	Existing Customer	37	F	3	Uneducated	Single	Less than $40K	Blue	29	4	4	2	7,038	1,801	5,237	0.751	2,339	57	0.966	0.256	0.000232	0.99977
779,058,108	Existing Customer	49	M	3	Graduate	Divorced	$60K - $80K	Blue	30	6	1	2	2,536	1,823	713	0.703	1,468	23	0.353	0.719	0.000057	0.99994
710,790,258	Existing Customer	47	M	2	Graduate	Married	$80K - $120K	Blue	38	6	3	2	28,904	1,899	27,005	0.85	1,334	35	0.4	0.066	0.00018	0.99982
715,623,483	Existing Customer	47	M	3	Graduate	Married	$60K - $80K	Blue	37	4	4	0	8,567	1,695	6,872	1.242	1,457	41	1.412	0.198	0.000083	0.99992
715,156,383	Existing Customer	44	M	1	Unknown	Unknown	$120K +	Blue	36	6	2	2	34,516	1,533	32,983	0.924	1,603	29	0.526	0.044	0.000117	0.99988
711,013,983	Attrited Customer	55	F	4	Unknown	Married	$40K - $60K	Blue	45	2	4	3	2,158	0	2,158	0.585	615	12	0.714	0	0.99763	0.002366
755,420,433	Existing Customer	59	F	1	Graduate	Married	Unknown	Blue	52	2	3	3	10,133	1,417	8,716	0.383	1,068	20	0.818	0.14	0.000284	0.99972
794,543,958	Existing Customer	53	M	1	Graduate	Divorced	$80K - $120K	Blue	35	5	4	2	34,516	1,219	33,297	1.129	1,590	27	2	0.035	0.000204	0.9998
716,396,358	Existing Customer	52	M	2	Graduate	Married	$60K - $80K	Blue	47	5	3	0	3,085	1,910	1,175	0.921	1,531	35	0.667	0.619	0.000066	0.99993
715,398,033	Existing Customer	53	M	2	High School	Single	$120K +	Blue	35	4	2	1	19,040	2,056	16,984	0.607	1,212	31	0.722	0.108	0.000067	0.99993
711,743,883	Existing Customer	43	F	3	Uneducated	Single	Less than $40K	Blue	35	5	2	3	4,026	0	4,026	0.483	1,237	32	0.6	0	0.000204	0.9998
719,720,058	Existing Customer	44	M	3	High School	Single	$60K - $80K	Blue	31	4	3	1	12,756	837	11,919	1.932	1,413	14	1.8	0.066	0.000109	0.99989
778,992,108	Existing Customer	57	M	2	Unknown	Married	$120K +	Blue	45	5	3	3	5,266	0	5,266	1.702	1,516	29	1.636	0	0.000333	0.99967
717,539,808	Existing Customer	51	F	2	High School	Single	Less than $40K	Blue	36	3	2	2	9,930	0	9,930	0.731	1,276	21	1.333	0	0.000111	0.99989
714,070,758	Existing Customer	49	M	4	High School	Single	$80K - $120K	Blue	38	4	3	0	31,302	1,953	29,349	0.875	1,564	35	2.182	0.062	0.000068	0.99993
714,107,958	Existing Customer	45	M	1	Graduate	Single	$40K - $60K	Blue	36	4	4	3	6,576	0	6,576	0.579	1,465	34	0.619	0	0.000343	0.99966
789,140,283	Existing Customer	53	M	0	Graduate	Single	$80K - $120K	Blue	42	5	4	1	2,664	2,037	627	0.85	1,286	29	0.933	0.765	0.000113	0.99989
715,550,508	Existing Customer	45	F	3	Unknown	Married	Unknown	Blue	28	5	1	2	2,535	2,440	95	1.705	1,312	20	1.222	0.963	0.000063	0.99994
719,712,633	Existing Customer	64	M	1	Graduate	Married	Less than $40K	Blue	52	6	4	3	1,709	895	814	1.656	1,673	32	0.882	0.524	0.000343	0.99966
772,629,333	Existing Customer	45	M	3	Graduate	Married	$40K - $60K	Blue	35	5	4	2	3,454	1,200	2,254	0.597	1,313	30	0.304	0.347	0.000226	0.99977
720,336,708	Existing Customer	53	M	3	Doctorate	Married	$40K - $60K	Blue	35	5	3	2	3,789	1,706	2,083	1.047	1,609	42	0.68	0.45	0.00027	0.99973
802,013,583	Existing Customer	56	M	3	College	Married	$120K +	Blue	50	3	2	0	9,689	2,250	7,439	0.576	1,158	19	0.727	0.232	0.000042	0.99996
711,887,583	Attrited Customer	47	M	2	Unknown	Married	$80K - $120K	Blue	37	2	3	3	5,449	1,628	3,821	0.696	836	18	0.385	0.299	0.997	0.002997