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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
788,780,958	Existing Customer	46	M	1	Uneducated	Unknown	$40K - $60K	Blue	27	6	3	3	12,781	1,253	11,528	0.638	1,073	21	0.4	0.098	0.000292	0.99971
717,354,558	Attrited Customer	57	M	2	Uneducated	Married	$120K +	Blue	40	3	3	3	3,106	1,120	1,986	1.045	683	17	0.7	0.361	0.9968	0.003204
798,473,808	Existing Customer	48	M	3	College	Married	$80K - $120K	Blue	42	3	3	0	7,477	0	7,477	0.511	1,159	32	0.684	0	0.000067	0.99993
712,372,158	Existing Customer	45	M	4	Unknown	Married	$120K +	Blue	33	6	1	3	34,516	2,086	32,430	0.986	1,859	47	0.958	0.06	0.000107	0.99989
715,192,308	Existing Customer	48	M	2	High School	Married	$120K +	Blue	36	6	5	2	29,963	2,094	27,869	0.648	1,205	28	0.867	0.07	0.000195	0.9998
708,813,033	Existing Customer	47	M	1	Graduate	Single	$40K - $60K	Blue	36	5	3	0	6,509	2,033	4,476	0.83	1,409	37	0.37	0.312	0.000062	0.99994
714,639,783	Attrited Customer	42	M	3	College	Married	$60K - $80K	Blue	34	3	3	3	13,450	0	13,450	0.742	1,000	18	0.059	0	0.99674	0.003265
709,311,633	Existing Customer	41	M	2	Graduate	Unknown	$60K - $80K	Silver	36	6	2	0	27,000	0	27,000	0.61	1,209	39	0.3	0	0.000038	0.99996
709,470,858	Existing Customer	51	M	4	College	Married	$120K +	Silver	31	5	2	1	34,516	1,254	33,262	0.869	1,366	25	0.786	0.036	0.000063	0.99994
717,292,758	Existing Customer	55	F	2	Graduate	Single	Less than $40K	Blue	47	5	3	2	6,347	0	6,347	0.466	1,161	44	0.375	0	0.00018	0.99982
779,241,783	Existing Customer	67	M	1	Uneducated	Married	$40K - $60K	Blue	49	4	3	2	3,106	1,675	1,431	0.781	1,512	38	0.407	0.539	0.000174	0.99983
715,205,358	Existing Customer	39	M	1	Graduate	Married	$60K - $80K	Blue	31	4	1	1	2,536	913	1,623	1.059	1,750	35	1.333	0.36	0.000031	0.99997
778,871,508	Existing Customer	54	M	3	Post-Graduate	Single	$60K - $80K	Blue	35	6	3	0	13,048	1,954	11,094	1.139	1,170	24	0.846	0.15	0.000081	0.99992
779,462,433	Existing Customer	55	F	2	Unknown	Married	Less than $40K	Blue	37	3	3	1	2,453	968	1,485	1.081	2,218	50	0.613	0.395	0.000119	0.99988
710,147,958	Existing Customer	47	M	3	High School	Married	$40K - $60K	Silver	36	3	2	2	16,138	1,249	14,889	1.01	1,198	33	0.833	0.077	0.000104	0.9999
709,864,833	Existing Customer	49	M	2	Post-Graduate	Married	$60K - $80K	Blue	38	3	2	0	8,077	1,965	6,112	0.637	1,329	26	0.444	0.243	0.000049	0.99995
778,868,958	Attrited Customer	42	F	2	Graduate	Married	Less than $40K	Blue	23	3	3	3	1,929	1,673	256	0.835	857	36	1.118	0.867	0.99671	0.003294
717,276,708	Existing Customer	57	M	2	Unknown	Single	$80K - $120K	Blue	36	3	3	2	3,127	2,517	610	0.589	1,470	30	1.143	0.805	0.000198	0.9998
710,004,933	Existing Customer	44	M	5	Uneducated	Married	$60K - $80K	Blue	36	3	3	2	8,645	1,454	7,191	0.708	1,435	25	1.778	0.168	0.000191	0.99981
753,606,108	Existing Customer	56	M	3	Unknown	Single	$60K - $80K	Blue	49	3	1	3	1,438.3	0	1,438.3	0.503	1,093	22	0.833	0	0.000106	0.99989
710,940,183	Attrited Customer	49	F	3	Graduate	Married	Less than $40K	Blue	38	6	3	2	2,185	0	2,185	0.727	715	20	0.818	0	0.99467	0.00533
718,927,533	Existing Customer	45	M	3	Graduate	Single	$80K - $120K	Blue	32	5	2	2	24,487	2,517	21,970	0.912	1,512	42	0.909	0.103	0.000118	0.99988
719,337,408	Existing Customer	63	M	0	High School	Married	$60K - $80K	Blue	36	6	2	3	2,567	0	2,567	1.636	2,399	43	0.955	0	0.00016	0.99984
772,308,408	Existing Customer	44	M	3	Graduate	Single	$80K - $120K	Blue	33	6	3	3	4,131	785	3,346	0.543	906	22	1.2	0.19	0.000314	0.99969
712,981,383	Existing Customer	44	F	4	College	Married	Less than $40K	Silver	37	3	2	2	10,790	1,930	8,860	0.75	1,052	16	1.286	0.179	0.000105	0.9999
790,099,758	Existing Customer	40	M	3	High School	Married	$40K - $60K	Blue	33	4	3	3	6,884	1,001	5,883	0.786	975	11	0.833	0.145	0.000305	0.99969
709,547,658	Attrited Customer	39	M	2	Uneducated	Single	$60K - $80K	Blue	36	5	3	3	13,961	1,299	12,662	0.842	783	20	0.667	0.093	0.9968	0.003204
778,770,783	Existing Customer	42	M	4	High School	Married	$80K - $120K	Blue	30	6	1	0	29,801	1,916	27,885	0.781	990	21	0.909	0.064	0.000021	0.99998
713,134,458	Existing Customer	54	M	3	High School	Married	$120K +	Blue	43	4	1	1	13,219	0	13,219	0.576	1,097	24	0.5	0	0.000034	0.99997
712,159,083	Attrited Customer	58	F	4	Unknown	Married	Less than $40K	Blue	46	2	3	3	2,536	0	2,536	0.917	901	35	0.522	0	0.99714	0.002858
713,639,958	Existing Customer	46	F	4	Graduate	Divorced	Less than $40K	Blue	36	5	3	1	9,478	820	8,658	0.64	1,327	41	0.864	0.087	0.000114	0.99989
771,180,033	Existing Customer	47	F	4	Unknown	Divorced	$40K - $60K	Blue	34	6	1	2	3,502	1,851	1,651	2.023	1,814	31	0.722	0.529	0.000063	0.99994
717,916,758	Existing Customer	67	F	0	Unknown	Married	Unknown	Blue	56	4	3	3	10,509	2,388	8,121	0.777	1,365	34	1.429	0.227	0.000285	0.99971
711,089,733	Existing Customer	50	F	2	College	Divorced	Less than $40K	Blue	36	3	3	0	1,491	0	1,491	0.876	1,058	34	0.889	0	0.000065	0.99994
716,988,633	Existing Customer	55	M	0	High School	Divorced	$60K - $80K	Blue	46	6	1	2	9,734	0	9,734	0.785	1,476	38	0.9	0	0.000046	0.99995
779,031,033	Existing Customer	46	F	2	Graduate	Married	$40K - $60K	Blue	22	6	1	3	2,305	1,627	678	0.747	1,230	36	0.565	0.706	0.000093	0.99991
716,302,383	Existing Customer	47	F	4	Uneducated	Married	$40K - $60K	Blue	36	3	1	3	14,241	2,081	12,160	0.909	1,581	44	0.833	0.146	0.0001	0.9999
718,281,408	Existing Customer	36	F	2	Unknown	Married	$40K - $60K	Blue	25	3	1	2	4,789	1,257	3,532	1.134	1,534	29	0.933	0.262	0.000061	0.99994
721,333,233	Existing Customer	40	M	4	Doctorate	Divorced	$60K - $80K	Blue	34	4	2	3	23,138	1,727	21,411	0.693	1,612	39	1.438	0.075	0.000291	0.99971
794,496,033	Existing Customer	57	M	2	Unknown	Single	$80K - $120K	Blue	38	6	1	3	23,008	2,280	20,728	0.674	1,302	36	0.636	0.099	0.000102	0.9999
710,519,433	Existing Customer	48	M	1	Unknown	Divorced	$80K - $120K	Blue	36	3	1	0	3,131	2,517	614	0.602	1,439	40	0.481	0.804	0.000021	0.99998
814,995,933	Existing Customer	58	F	3	Graduate	Married	Less than $40K	Blue	53	5	3	2	5,798	1,794	4,004	0.564	1,724	45	0.452	0.309	0.000187	0.99981
721,469,433	Existing Customer	48	M	3	Graduate	Single	$40K - $60K	Blue	36	5	2	3	6,880	1,390	5,490	1.205	1,784	35	0.944	0.202	0.000199	0.9998
788,386,908	Existing Customer	48	M	3	Graduate	Unknown	$80K - $120K	Platinum	41	3	2	2	34,516	1,531	32,985	0.862	1,156	29	1.071	0.044	0.000205	0.99979
717,198,633	Existing Customer	53	F	2	College	Married	$40K - $60K	Blue	34	6	2	1	2,075	1,469	606	1.322	2,556	49	1.13	0.708	0.000067	0.99993
767,695,083	Existing Customer	50	M	2	Graduate	Married	$80K - $120K	Blue	44	3	3	0	4,589	0	4,589	0.845	1,590	37	0.37	0	0.000066	0.99993
711,791,583	Attrited Customer	52	F	1	Graduate	Single	Less than $40K	Blue	40	1	2	2	2,317	0	2,317	1.005	884	19	0.727	0	0.99073	0.00927
712,315,683	Attrited Customer	53	F	2	Uneducated	Single	Less than $40K	Blue	45	1	1	1	1,981	1,518	463	1.019	973	25	0.923	0.766	0.97155	0.02845
710,038,008	Existing Customer	56	F	1	Graduate	Single	$40K - $60K	Blue	47	3	2	1	6,038	0	6,038	0.741	1,447	30	0.875	0	0.000064	0.99994
789,129,033	Existing Customer	44	M	5	Unknown	Single	$80K - $120K	Blue	32	5	3	2	14,910	877	14,033	0.772	1,150	26	0.625	0.059	0.000204	0.9998
718,349,058	Existing Customer	49	M	3	High School	Married	$80K - $120K	Blue	39	3	3	2	29,659	1,143	28,516	0.512	1,193	21	0.615	0.039	0.000181	0.99982
789,842,283	Attrited Customer	54	M	2	Graduate	Married	$60K - $80K	Blue	42	3	3	2	4,320	0	4,320	0.967	706	21	0.5	0	0.99447	0.00553
714,513,033	Existing Customer	39	F	1	Unknown	Single	$40K - $60K	Blue	36	6	1	3	11,213	0	11,213	0.563	1,257	23	0.643	0	0.000096	0.9999
714,717,483	Existing Customer	39	F	3	Uneducated	Divorced	Unknown	Blue	29	5	1	2	26,181	0	26,181	0.913	1,303	35	0.75	0	0.000059	0.99994
714,900,408	Existing Customer	41	F	4	High School	Single	Less than $40K	Blue	31	3	1	0	5,773	0	5,773	0.67	1,306	39	0.5	0	0.000021	0.99998
719,418,933	Attrited Customer	53	M	2	Uneducated	Married	$80K - $120K	Blue	36	1	3	3	4,503	0	4,503	0.659	748	20	0.429	0	0.9968	0.003204
720,115,683	Existing Customer	47	M	3	Uneducated	Married	$80K - $120K	Blue	36	6	2	2	29,770	1,565	28,205	0.674	1,774	42	2	0.053	0.000121	0.99988
779,504,058	Existing Customer	46	F	2	Post-Graduate	Married	Less than $40K	Blue	28	5	1	1	5,014	1,910	3,104	0.863	1,209	25	1.5	0.381	0.000039	0.99996
795,979,833	Existing Customer	53	F	1	High School	Married	Less than $40K	Blue	47	6	1	2	3,445	1,074	2,371	0.67	1,074	31	0.632	0.312	0.00005	0.99995
717,392,358	Existing Customer	60	M	1	Graduate	Married	$80K - $120K	Blue	50	6	2	2	23,412	1,078	22,334	0.79	1,786	50	0.786	0.046	0.000107	0.99989
718,640,508	Existing Customer	59	F	0	Graduate	Single	Less than $40K	Blue	46	4	1	2	3,044	1,611	1,433	0.74	1,456	36	0.714	0.529	0.000047	0.99995
803,366,358	Existing Customer	38	M	1	Unknown	Single	$60K - $80K	Blue	29	5	2	1	14,596	2,192	12,404	0.898	1,300	25	1.083	0.15	0.000071	0.99993
709,230,708	Existing Customer	56	M	4	Uneducated	Single	Less than $40K	Blue	36	3	2	2	3,864	1,654	2,210	0.491	1,470	42	0.235	0.428	0.000123	0.99988
781,794,708	Attrited Customer	35	M	3	Post-Graduate	Unknown	$80K - $120K	Blue	29	2	1	3	17,030	1,911	15,119	0.528	715	25	0.562	0.112	0.99124	0.00876
801,383,808	Existing Customer	50	M	3	Graduate	Single	$60K - $80K	Blue	44	4	2	3	23,090	839	22,251	1.326	1,198	24	1	0.036	0.000199	0.9998
710,677,608	Existing Customer	53	M	2	Post-Graduate	Unknown	$80K - $120K	Blue	36	4	2	0	29,205	1,208	27,997	0.957	1,556	43	1.048	0.041	0.000049	0.99995
708,217,758	Existing Customer	63	M	2	Graduate	Married	$60K - $80K	Blue	49	5	2	3	14,035	2,061	11,974	2.271	1,606	30	1.5	0.147	0.000191	0.99981
714,272,658	Attrited Customer	43	F	2	Uneducated	Single	Less than $40K	Blue	24	2	3	2	2,962	2,517	445	1.046	929	31	0.409	0.85	0.99462	0.00538
717,469,158	Existing Customer	46	M	2	Unknown	Married	$80K - $120K	Blue	30	6	3	0	18,578	1,385	17,193	0.565	1,606	54	0.421	0.075	0.000073	0.99993
711,864,783	Existing Customer	61	M	1	Uneducated	Single	$60K - $80K	Blue	46	5	3	2	2,201	1,138	1,063	0.675	1,199	32	0.6	0.517	0.000174	0.99983
719,407,983	Existing Customer	37	F	0	Post-Graduate	Married	Less than $40K	Blue	25	4	3	2	2,061	1,483	578	1.362	2,400	60	0.622	0.72	0.000182	0.99982
710,665,533	Existing Customer	42	F	5	Doctorate	Married	Unknown	Blue	23	4	2	2	24,602	1,660	22,942	0.588	1,337	44	0.76	0.067	0.00017	0.99983
716,804,283	Existing Customer	41	M	2	Uneducated	Divorced	$120K +	Blue	29	3	2	2	15,911	896	15,015	0.954	1,270	33	0.833	0.056	0.000117	0.99988
767,294,658	Attrited Customer	56	M	2	College	Single	$120K +	Blue	50	2	2	3	16,867	0	16,867	0.885	654	14	0.4	0	0.99466	0.00534
709,122,483	Existing Customer	56	M	3	Graduate	Married	$60K - $80K	Blue	37	3	3	0	2,783	1,526	1,257	0.942	1,909	54	0.688	0.548	0.000069	0.99993
708,241,233	Attrited Customer	52	F	3	Post-Graduate	Single	Less than $40K	Blue	47	3	3	2	2,972	0	2,972	1.035	922	25	0.562	0	0.99547	0.004532
717,860,358	Existing Customer	40	F	3	High School	Single	$40K - $60K	Blue	36	5	3	2	5,124	2,235	2,889	0.542	1,158	42	0.355	0.436	0.000181	0.99982
789,337,233	Existing Customer	63	M	1	Graduate	Married	$40K - $60K	Blue	53	6	6	2	2,880	2,362	518	0.89	1,323	26	0.444	0.82	0.000133	0.99987
720,902,133	Existing Customer	58	M	1	High School	Single	$40K - $60K	Blue	46	4	1	0	5,579	0	5,579	0.481	1,025	35	0.667	0	0.000019	0.99998
721,043,058	Existing Customer	58	M	4	Unknown	Married	$60K - $80K	Blue	44	5	1	3	12,010	2,149	9,861	0.801	1,700	35	1.5	0.179	0.000107	0.99989
711,870,333	Existing Customer	46	M	2	Uneducated	Divorced	$80K - $120K	Blue	36	6	3	3	34,516	1,597	32,919	0.858	1,628	51	1.217	0.046	0.000311	0.99969
708,398,283	Existing Customer	37	F	1	Graduate	Married	$40K - $60K	Blue	29	5	2	2	4,394	885	3,509	1.04	1,377	32	0.684	0.201	0.000107	0.99989
715,878,183	Existing Customer	46	M	4	Graduate	Single	$80K - $120K	Blue	35	4	3	3	18,325	723	17,602	0.815	1,517	33	0.65	0.039	0.000317	0.99968
719,451,483	Existing Customer	46	F	4	Post-Graduate	Married	Less than $40K	Blue	37	5	3	2	3,773	1,972	1,801	0.783	1,528	25	1.083	0.523	0.000222	0.99978
709,110,633	Existing Customer	41	M	1	Graduate	Single	$80K - $120K	Blue	29	5	1	3	21,684	1,748	19,936	0.715	1,329	24	0.6	0.081	0.000087	0.99991
721,059,033	Existing Customer	48	F	3	High School	Divorced	$40K - $60K	Blue	40	4	1	2	1,919	774	1,145	0.965	1,505	33	0.737	0.403	0.000056	0.99994
779,912,283	Existing Customer	49	F	3	Graduate	Single	$40K - $60K	Blue	33	5	3	2	9,995	1,713	8,282	0.96	1,172	38	0.462	0.171	0.000187	0.99981
717,701,733	Existing Customer	44	M	2	Graduate	Married	$80K - $120K	Blue	35	3	2	2	11,910	2,098	9,812	1.16	1,646	39	1.294	0.176	0.000114	0.99989
709,913,733	Existing Customer	39	F	3	College	Married	Less than $40K	Blue	36	4	2	0	2,279	1,529	750	1.26	1,693	32	1.286	0.671	0.000042	0.99996
718,768,158	Existing Customer	57	M	1	College	Single	$40K - $60K	Blue	48	3	1	2	3,539	0	3,539	0.781	1,336	23	0.211	0	0.00005	0.99995
721,375,308	Existing Customer	48	M	3	High School	Married	$80K - $120K	Blue	36	5	1	3	30,579	1,351	29,228	0.759	1,289	19	0.727	0.044	0.000093	0.99991
711,374,283	Existing Customer	47	M	3	High School	Single	$80K - $120K	Blue	42	4	1	0	24,480	1,923	22,557	0.505	1,416	32	0.778	0.079	0.00002	0.99998
822,893,133	Existing Customer	56	F	1	Uneducated	Divorced	Unknown	Blue	52	6	1	2	17,561	0	17,561	0.94	1,608	33	1.2	0	0.000053	0.99995
778,465,533	Existing Customer	54	F	0	College	Married	Less than $40K	Blue	40	3	1	2	1,638	0	1,638	0.75	1,885	51	0.545	0	0.000046	0.99995
712,138,983	Existing Customer	54	M	1	Graduate	Married	$60K - $80K	Blue	36	3	3	2	2,947	2,216	731	0.76	1,744	53	0.606	0.752	0.000169	0.99983
716,920,908	Existing Customer	52	M	4	High School	Married	$80K - $120K	Blue	42	6	1	0	5,738	1,112	4,626	1.519	1,922	48	0.655	0.194	0.000021	0.99998
708,095,133	Existing Customer	43	M	4	Unknown	Unknown	$120K +	Blue	34	5	2	2	33,304	1,833	31,471	0.428	1,448	29	0.381	0.055	0.000131	0.99987
711,195,558	Existing Customer	59	M	1	College	Single	$40K - $60K	Blue	48	6	3	3	7,251	1,603	5,648	0.591	1,300	36	0.8	0.221	0.000276	0.99972
772,735,758	Existing Customer	44	M	1	Unknown	Married	Unknown	Blue	34	6	2	0	2,885	1,895	990	0.387	1,366	31	0.632	0.657	0.000043	0.99996
712,024,908	Existing Customer	56	F	1	College	Married	Less than $40K	Blue	36	6	2	3	2,641	1,257	1,384	0.891	1,439	39	1.053	0.476	0.000175	0.99983