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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
714,778,833	Existing Customer	49	F	3	College	Single	Unknown	Blue	43	4	4	0	23,032	1,960	21,072	0.619	1,289	22	1	0.085	0.000081	0.99992
713,843,283	Existing Customer	41	F	3	Unknown	Married	Unknown	Silver	34	5	3	3	34,516	2,053	32,463	1.034	1,487	26	0.733	0.059	0.000312	0.99969
779,155,158	Existing Customer	53	M	3	Graduate	Married	$120K +	Blue	34	6	2	2	2,940	1,264	1,676	0.562	1,259	33	0.5	0.43	0.000118	0.99988
721,091,583	Existing Customer	44	F	2	Graduate	Single	Less than $40K	Blue	32	3	3	3	3,031	1,879	1,152	0.788	1,298	15	1.5	0.62	0.000303	0.9997
713,572,683	Existing Customer	44	M	3	High School	Unknown	$60K - $80K	Blue	25	3	3	0	1,862	0	1,862	0.883	1,226	34	0.789	0	0.000067	0.99993
716,657,058	Existing Customer	43	F	4	Post-Graduate	Married	Less than $40K	Blue	33	2	3	3	8,358	926	7,432	0.762	1,566	37	0.542	0.111	0.000373	0.99963
779,509,983	Existing Customer	53	M	2	Post-Graduate	Single	$120K +	Blue	36	6	1	2	34,516	931	33,585	0.828	1,022	21	1.1	0.027	0.000065	0.99994
717,929,133	Existing Customer	44	M	1	Uneducated	Married	$60K - $80K	Blue	36	5	2	3	14,450	2,440	12,010	1.283	1,235	30	0.667	0.169	0.000185	0.99982
808,284,783	Existing Customer	62	F	1	Unknown	Married	Less than $40K	Blue	56	6	0	0	1,438.3	0	1,438.3	0.813	1,951	44	1.095	0	0.000008	0.99999
708,476,808	Existing Customer	54	M	4	Unknown	Divorced	$120K +	Blue	36	6	3	2	33,791	1,960	31,831	0.618	1,047	31	0.824	0.058	0.000207	0.99979
710,916,408	Existing Customer	57	M	4	Graduate	Married	$60K - $80K	Blue	39	4	3	0	8,466	1,886	6,580	0.56	1,342	32	0.391	0.223	0.00007	0.99993
708,492,558	Existing Customer	42	M	3	Unknown	Married	$60K - $80K	Blue	36	5	3	3	15,088	865	14,223	0.939	1,107	21	1.625	0.057	0.000345	0.99965
799,825,758	Existing Customer	42	M	4	High School	Divorced	$60K - $80K	Blue	36	5	1	2	3,263	1,674	1,589	0.588	1,251	35	0.346	0.513	0.000056	0.99994
718,619,883	Existing Customer	54	F	0	Uneducated	Married	Less than $40K	Blue	36	2	2	2	1,494	706	788	1.674	1,305	24	3	0.473	0.0001	0.9999
711,844,758	Existing Customer	48	M	3	Graduate	Single	$80K - $120K	Blue	35	6	1	0	13,551	1,294	12,257	0.791	1,388	37	1.056	0.095	0.000021	0.99998
714,798,783	Existing Customer	49	M	1	Graduate	Single	$80K - $120K	Blue	36	6	2	2	18,886	895	17,991	1.826	1,235	18	1.571	0.047	0.000107	0.99989
826,762,908	Existing Customer	52	M	3	High School	Unknown	$80K - $120K	Blue	48	3	2	0	11,976	1,273	10,703	1.024	2,089	36	1.118	0.106	0.000042	0.99996
771,894,558	Existing Customer	50	M	3	High School	Single	$80K - $120K	Blue	39	4	1	4	9,964	1,559	8,405	1.873	1,626	25	0.786	0.156	0.000159	0.99984
721,074,183	Existing Customer	49	M	1	Doctorate	Married	$60K - $80K	Blue	36	4	6	3	24,159	1,196	22,963	0.712	1,111	24	1	0.05	0.000324	0.99968
715,259,583	Existing Customer	53	F	2	High School	Married	Less than $40K	Blue	44	3	2	3	5,362	1,901	3,461	0.816	1,553	38	1	0.355	0.000186	0.99981
718,414,008	Existing Customer	50	M	2	Graduate	Single	$120K +	Blue	36	3	2	2	34,516	1,023	33,493	1.004	1,064	13	0.625	0.03	0.000114	0.99989
719,666,283	Existing Customer	55	F	1	Doctorate	Married	Less than $40K	Blue	36	4	1	0	3,174	1,951	1,223	0.766	1,243	29	0.611	0.615	0.000028	0.99997
714,877,233	Existing Customer	53	M	1	High School	Married	$80K - $120K	Blue	47	3	2	2	12,262	1,836	10,426	1.584	1,659	38	1.533	0.15	0.000104	0.9999
785,387,883	Existing Customer	47	F	3	High School	Single	$40K - $60K	Blue	41	4	3	3	3,788	1,540	2,248	0.566	1,594	47	0.382	0.407	0.000305	0.99969
771,075,258	Existing Customer	55	M	2	College	Single	$120K +	Silver	42	2	3	2	34,516	1,527	32,989	0.526	1,268	42	0.355	0.044	0.000158	0.99984
711,318,033	Existing Customer	47	M	3	Graduate	Single	$60K - $80K	Blue	36	4	2	2	2,926	0	2,926	0.676	1,304	24	0.846	0	0.000118	0.99988
783,554,958	Existing Customer	58	M	4	Graduate	Single	$120K +	Blue	52	6	1	0	32,090	0	32,090	0.567	1,368	30	0.364	0	0.000021	0.99998
720,201,033	Attrited Customer	53	M	2	Graduate	Married	$80K - $120K	Blue	41	3	3	2	11,669	2,227	9,442	0.622	720	23	0.353	0.191	0.99447	0.00553
718,039,683	Existing Customer	52	M	2	High School	Single	$40K - $60K	Blue	45	3	1	2	13,532	1,300	12,232	0.846	1,521	29	1.417	0.096	0.000054	0.99995
710,806,083	Existing Customer	50	F	1	Uneducated	Unknown	Less than $40K	Silver	36	4	2	2	11,888	2,090	9,798	0.7	1,137	30	0.765	0.176	0.000099	0.9999
714,752,208	Existing Customer	42	F	1	Graduate	Married	Less than $40K	Blue	36	5	1	2	2,393	1,985	408	0.788	978	16	0.778	0.83	0.000052	0.99995
822,063,408	Existing Customer	43	M	4	Unknown	Married	$40K - $60K	Blue	39	5	1	2	6,111	2,517	3,594	0.632	1,221	16	2.2	0.412	0.000063	0.99994
714,490,308	Existing Customer	57	M	4	Graduate	Married	$80K - $120K	Blue	46	3	2	3	19,270	1,662	17,608	1.186	1,565	28	1.545	0.086	0.000201	0.9998
713,356,833	Existing Customer	52	M	1	Graduate	Married	$80K - $120K	Blue	43	3	1	4	3,710	2,517	1,193	1.541	1,578	34	0.7	0.678	0.000148	0.99985
711,402,333	Existing Customer	47	M	2	Doctorate	Single	Less than $40K	Blue	37	2	1	3	3,235	797	2,438	0.541	1,493	32	1	0.246	0.000134	0.99987
708,296,883	Existing Customer	44	F	3	Graduate	Single	$40K - $60K	Blue	38	3	1	0	11,749	788	10,961	0.688	1,178	27	0.929	0.067	0.000021	0.99998
719,154,483	Existing Customer	53	M	2	High School	Divorced	$60K - $80K	Blue	36	5	3	2	7,753	2,100	5,653	0.839	991	26	0.733	0.271	0.000175	0.99983
717,721,458	Existing Customer	45	M	4	College	Divorced	$60K - $80K	Blue	40	5	1	0	10,408	1,186	9,222	1.689	2,560	42	1.211	0.114	0.000021	0.99998
711,112,683	Existing Customer	63	F	1	College	Married	Unknown	Blue	36	6	2	3	3,967	1,568	2,399	1.236	1,657	29	1.231	0.395	0.000175	0.99983
715,674,483	Existing Customer	39	F	2	Post-Graduate	Single	Less than $40K	Blue	27	4	2	2	6,205	2,517	3,688	0.939	1,204	19	0.727	0.406	0.000134	0.99987
789,322,833	Attrited Customer	48	F	5	High School	Married	Less than $40K	Blue	38	1	3	3	8,025	0	8,025	0.654	673	18	0.8	0	0.99672	0.003282
789,968,058	Existing Customer	51	M	1	Unknown	Single	$120K +	Blue	42	6	2	3	9,036	2,327	6,709	0.649	1,131	18	0.636	0.258	0.000198	0.9998
709,919,283	Existing Customer	54	M	4	Graduate	Married	$80K - $120K	Blue	34	2	3	2	14,926	2,517	12,409	1.996	1,576	25	1.5	0.169	0.000189	0.99981
718,744,008	Existing Customer	59	F	1	Graduate	Single	Less than $40K	Blue	36	3	2	3	6,335	1,128	5,207	0.397	1,217	20	0.667	0.178	0.00018	0.99982
767,712,558	Attrited Customer	59	M	1	College	Single	$60K - $80K	Blue	53	2	3	3	14,979	0	14,979	0.71	530	10	1	0	0.99639	0.003608
712,950,783	Attrited Customer	48	F	4	Uneducated	Married	Less than $40K	Blue	38	3	2	3	2,732	0	2,732	0.76	739	16	0.455	0	0.99518	0.00482
716,104,983	Existing Customer	41	F	2	Graduate	Single	Less than $40K	Blue	32	6	3	2	2,250	2,117	133	1.162	1,617	31	2.875	0.941	0.00018	0.99982
818,839,983	Existing Customer	55	M	2	Graduate	Married	$120K +	Blue	50	3	2	0	10,916	1,536	9,380	1.317	1,592	34	1	0.141	0.000042	0.99996
772,288,758	Existing Customer	47	F	4	Graduate	Married	Unknown	Blue	36	4	1	3	5,349	1,228	4,121	0.728	1,343	30	1.308	0.23	0.000097	0.9999
712,350,858	Existing Customer	41	M	2	High School	Married	$80K - $120K	Blue	24	4	1	3	9,366	1,104	8,262	0.572	1,303	39	0.625	0.118	0.00009	0.99991
711,009,708	Existing Customer	40	M	3	High School	Single	$80K - $120K	Blue	28	5	1	0	21,617	0	21,617	1.047	1,351	22	0.467	0	0.00002	0.99998
712,720,158	Existing Customer	68	M	1	Graduate	Married	Unknown	Blue	56	5	2	3	13,860	1,652	12,208	1.255	1,910	32	1.909	0.119	0.00018	0.99982
712,215,258	Existing Customer	50	F	1	Graduate	Single	$40K - $60K	Silver	31	2	2	3	18,386	0	18,386	0.868	1,298	22	0.571	0	0.000162	0.99984
773,827,008	Existing Customer	47	M	4	Uneducated	Single	$60K - $80K	Blue	41	6	2	2	2,405	1,540	865	0.469	1,087	29	1.231	0.64	0.000123	0.99988
795,232,683	Existing Customer	53	F	1	College	Married	Less than $40K	Blue	47	4	2	3	2,154	930	1,224	2.121	1,439	26	1.364	0.432	0.000175	0.99983
713,786,508	Existing Customer	42	F	5	Unknown	Married	$40K - $60K	Blue	36	3	3	3	2,038	0	2,038	0.786	1,238	28	0.75	0	0.000343	0.99966
713,539,833	Existing Customer	48	F	4	High School	Single	$40K - $60K	Blue	38	6	1	3	8,135	0	8,135	1.373	1,716	29	0.812	0	0.000094	0.99991
712,454,058	Existing Customer	49	M	1	Doctorate	Married	$120K +	Blue	38	6	1	3	9,364	618	8,746	0.554	1,099	27	0.8	0.066	0.000126	0.99987
718,759,833	Existing Customer	44	F	2	Uneducated	Married	Unknown	Silver	35	4	3	2	32,643	0	32,643	1.3	1,058	24	2.429	0	0.000167	0.99983
718,803,333	Existing Customer	43	F	4	Graduate	Divorced	Less than $40K	Blue	34	2	3	1	3,195	1,954	1,241	0.971	1,285	29	0.706	0.612	0.000114	0.99989
720,253,908	Existing Customer	56	M	0	High School	Married	$80K - $120K	Blue	43	5	2	1	2,852	1,024	1,828	1.009	1,651	28	1	0.359	0.000057	0.99994
714,133,158	Existing Customer	59	F	1	College	Single	Unknown	Blue	36	2	3	3	4,224	1,305	2,919	0.852	1,152	31	0.824	0.309	0.000276	0.99972
713,187,033	Existing Customer	46	M	1	Uneducated	Married	$60K - $80K	Blue	36	3	2	2	20,459	2,071	18,388	1.248	1,767	38	2.167	0.101	0.00011	0.99989
714,791,208	Existing Customer	47	F	4	Unknown	Divorced	Less than $40K	Blue	41	6	5	3	3,482	2,114	1,368	0.508	1,039	24	0.263	0.607	0.000389	0.99961
772,426,383	Existing Customer	50	F	4	Uneducated	Married	$40K - $60K	Blue	40	5	2	3	3,065	1,570	1,495	1.077	1,130	28	1.333	0.512	0.000206	0.99979
710,975,883	Existing Customer	51	F	3	Uneducated	Married	Less than $40K	Blue	43	3	1	2	2,185	1,761	424	0.682	1,645	30	0.429	0.806	0.000059	0.99994
714,264,408	Existing Customer	47	F	3	Uneducated	Married	Less than $40K	Blue	36	4	1	0	1,611	746	865	0.993	1,413	29	0.706	0.463	0.000022	0.99998
715,827,858	Existing Customer	58	F	4	Uneducated	Married	Less than $40K	Blue	47	3	3	3	2,822	2,173	649	1.456	1,218	23	2.286	0.77	0.000326	0.99967
713,741,358	Attrited Customer	46	M	5	Graduate	Single	$80K - $120K	Blue	33	6	3	3	32,975	2,517	30,458	0.658	597	17	0.7	0.076	0.99681	0.003191
709,531,908	Existing Customer	53	M	3	High School	Married	$60K - $80K	Blue	47	5	2	2	1,438.3	0	1,438.3	0.776	2,184	53	0.828	0	0.000115	0.99989
716,493,408	Existing Customer	45	F	4	Uneducated	Divorced	Unknown	Blue	36	4	3	3	15,875	1,719	14,156	0.86	1,592	37	1.467	0.108	0.000326	0.99967
714,141,108	Existing Customer	52	F	1	High School	Married	Less than $40K	Blue	45	6	3	3	6,703	893	5,810	0.567	1,388	28	0.75	0.133	0.000276	0.99972
708,953,883	Attrited Customer	53	M	2	Unknown	Married	$80K - $120K	Blue	36	2	2	1	3,212	0	3,212	0.713	757	20	0.25	0	0.98692	0.01308
712,608,783	Existing Customer	50	M	2	High School	Married	$80K - $120K	Silver	45	3	1	3	34,516	1,260	33,256	0.588	1,504	34	0.789	0.037	0.000081	0.99992
820,353,558	Existing Customer	41	F	3	High School	Married	$40K - $60K	Blue	36	4	1	2	9,797	1,434	8,363	0.644	1,503	34	0.478	0.146	0.000056	0.99994
714,964,758	Existing Customer	45	F	5	Graduate	Divorced	$40K - $60K	Blue	36	5	2	2	10,400	1,777	8,623	0.791	1,105	28	0.867	0.171	0.000118	0.99988
716,264,358	Existing Customer	53	M	3	Uneducated	Married	$80K - $120K	Blue	42	2	1	2	26,792	1,836	24,956	1.432	2,398	47	0.88	0.069	0.000059	0.99994
717,296,808	Existing Customer	67	F	1	Graduate	Married	Less than $40K	Blue	56	4	3	2	3,006	2,517	489	2.053	1,661	32	1	0.837	0.000169	0.99983
712,977,183	Existing Customer	57	F	2	Uneducated	Single	$40K - $60K	Silver	36	6	3	0	19,482	1,072	18,410	0.706	1,421	22	1.444	0.055	0.000062	0.99994
710,829,108	Existing Customer	59	F	1	Uneducated	Married	$40K - $60K	Blue	36	4	2	3	3,356	985	2,371	0.35	999	28	0.556	0.294	0.000185	0.99982
779,562,633	Existing Customer	45	M	2	Uneducated	Married	$40K - $60K	Blue	34	3	2	1	5,771	2,248	3,523	1.791	1,387	18	0.8	0.39	0.000071	0.99993
715,315,833	Existing Customer	51	M	3	Graduate	Married	$80K - $120K	Blue	36	6	2	3	11,106	2,107	8,999	0.948	1,243	24	1	0.19	0.000199	0.9998
815,500,983	Existing Customer	59	F	1	Uneducated	Married	Less than $40K	Blue	54	5	3	0	2,890	2,001	889	1.334	1,860	36	1	0.692	0.000064	0.99994
719,360,583	Existing Customer	53	M	1	Graduate	Married	$60K - $80K	Blue	45	6	2	2	3,380	1,701	1,679	0.747	1,502	25	1.273	0.503	0.000107	0.99989
709,701,558	Existing Customer	47	M	3	Graduate	Married	$60K - $80K	Blue	36	2	1	2	21,331	1,251	20,080	0.949	1,460	50	1.083	0.059	0.000057	0.99994
721,148,358	Existing Customer	49	F	3	Uneducated	Single	Unknown	Blue	38	6	2	1	12,860	0	12,860	0.646	1,348	27	0.286	0	0.000073	0.99993
779,862,408	Existing Customer	49	M	3	Post-Graduate	Single	$80K - $120K	Blue	33	3	1	0	6,278	462	5,816	1.161	1,087	33	0.941	0.074	0.000025	0.99998
812,627,208	Existing Customer	60	F	0	College	Single	Less than $40K	Blue	55	5	1	3	1,438.3	738	700.3	0.782	1,226	33	0.571	0.513	0.000077	0.99992
711,033,408	Existing Customer	50	F	2	High School	Married	Less than $40K	Blue	36	5	1	2	9,355	1,626	7,729	0.701	1,230	28	0.867	0.174	0.000054	0.99995
779,956,608	Existing Customer	41	F	2	Post-Graduate	Married	Unknown	Blue	31	6	1	3	20,758	0	20,758	0.688	1,555	32	0.684	0	0.000109	0.99989
780,376,683	Existing Customer	57	M	1	Graduate	Married	$80K - $120K	Blue	47	5	3	1	14,612	1,976	12,636	1.768	1,827	24	3	0.135	0.000102	0.9999
717,912,483	Existing Customer	43	M	4	Graduate	Unknown	$80K - $120K	Blue	27	5	2	0	27,259	0	27,259	0.731	1,376	35	0.591	0	0.000044	0.99996
714,454,758	Existing Customer	57	F	3	Graduate	Married	Less than $40K	Blue	47	4	2	3	6,347	1,594	4,753	0.896	1,771	37	0.762	0.251	0.000199	0.9998
780,466,533	Existing Customer	54	M	3	Doctorate	Married	$120K +	Blue	41	3	3	0	21,592	1,676	19,916	1.097	1,873	52	0.529	0.078	0.0001	0.9999
715,735,233	Existing Customer	51	F	5	Post-Graduate	Married	Less than $40K	Blue	44	5	1	1	3,449	1,598	1,851	0.971	1,679	42	0.556	0.463	0.00004	0.99996
720,476,733	Existing Customer	47	F	3	High School	Married	Less than $40K	Blue	34	2	1	2	6,028	799	5,229	0.819	1,002	22	0.571	0.133	0.000056	0.99994
715,872,333	Existing Customer	41	M	0	High School	Unknown	$120K +	Blue	36	3	2	3	18,214	1,998	16,216	0.829	1,344	21	1.1	0.11	0.00016	0.99984
712,375,758	Existing Customer	53	M	3	Uneducated	Married	$80K - $120K	Blue	43	3	3	1	16,393	1,423	14,970	1.642	1,461	42	0.75	0.087	0.000116	0.99988
708,868,233	Attrited Customer	68	M	0	High School	Married	Less than $40K	Blue	52	1	3	2	1,438.3	900	538.3	0.743	760	21	0.615	0.626	0.99338	0.00662
718,030,083	Existing Customer	59	M	1	College	Married	$60K - $80K	Blue	36	4	1	2	7,871	1,687	6,184	1.242	1,428	22	1.444	0.214	0.00005	0.99995