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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
778,239,933	Existing Customer	45	F	4	Graduate	Married	Unknown	Blue	35	6	3	0	2,801	2,043	758	0.583	1,241	46	0.643	0.729	0.00007	0.99993
714,893,733	Existing Customer	55	M	1	High School	Married	$80K - $120K	Blue	45	3	3	3	16,794	809	15,985	1.566	1,917	33	0.941	0.048	0.000276	0.99972
754,886,958	Existing Customer	48	F	3	College	Divorced	$40K - $60K	Blue	41	4	1	3	9,336	1,672	7,664	0.696	1,391	39	0.625	0.179	0.000093	0.99991
710,104,908	Existing Customer	56	F	5	College	Single	Less than $40K	Blue	43	4	1	0	2,763	2,517	246	0.938	1,246	31	0.824	0.911	0.00002	0.99998
710,558,883	Existing Customer	41	M	3	Uneducated	Married	$60K - $80K	Blue	36	5	3	2	17,391	1,044	16,347	1.08	1,248	27	0.688	0.06	0.000192	0.99981
713,827,383	Existing Customer	65	F	1	High School	Married	Less than $40K	Blue	36	3	2	0	3,198	2,493	705	0.665	1,936	44	1.316	0.78	0.000038	0.99996
720,267,033	Existing Customer	34	M	4	Post-Graduate	Single	$80K - $120K	Blue	26	3	3	2	5,100	1,786	3,314	1.06	2,375	63	0.575	0.35	0.000222	0.99978
712,049,208	Existing Customer	56	M	3	Post-Graduate	Married	$60K - $80K	Blue	39	3	1	2	3,955	2,517	1,438	0.484	1,238	25	1.083	0.636	0.000067	0.99993
708,688,608	Existing Customer	62	F	1	High School	Married	Less than $40K	Blue	48	5	3	1	3,140	1,985	1,155	1.346	1,626	41	0.864	0.632	0.000099	0.9999
716,223,708	Attrited Customer	45	F	3	Uneducated	Single	Unknown	Blue	36	3	3	3	4,028	710	3,318	0.731	791	22	0.833	0.176	0.99691	0.003088
713,217,858	Existing Customer	38	F	2	Uneducated	Single	Less than $40K	Blue	32	5	3	3	2,264	0	2,264	0.479	1,204	28	0.333	0	0.000311	0.99969
819,352,983	Existing Customer	49	M	3	Unknown	Unknown	$120K +	Blue	44	5	2	2	21,620	2,008	19,612	0.691	1,300	33	0.5	0.093	0.00013	0.99987
711,019,308	Existing Customer	58	M	2	High School	Single	$60K - $80K	Blue	45	3	2	0	6,385	1,535	4,850	1.138	1,612	47	0.88	0.24	0.000041	0.99996
768,600,558	Existing Customer	41	F	4	Graduate	Single	$40K - $60K	Blue	31	4	2	3	2,375	1,658	717	0.638	1,071	28	1	0.698	0.000201	0.9998
710,202,783	Existing Customer	33	M	2	Graduate	Married	$60K - $80K	Blue	13	3	3	3	1,963	1,721	242	0.68	1,378	37	0.762	0.877	0.000303	0.9997
712,899,333	Existing Customer	47	F	4	College	Single	Less than $40K	Blue	37	6	2	2	4,256	1,084	3,172	0.63	1,100	29	0.381	0.255	0.000116	0.99988
767,036,433	Existing Customer	56	F	1	Graduate	Married	Less than $40K	Blue	49	5	1	0	5,097	1,152	3,945	0.94	2,052	45	0.607	0.226	0.000019	0.99998
793,473,033	Existing Customer	51	M	1	Graduate	Single	$60K - $80K	Blue	45	3	2	3	3,228	2,517	711	0.949	1,349	33	1.357	0.78	0.00018	0.99982
721,232,058	Existing Customer	49	M	1	Graduate	Unknown	$40K - $60K	Silver	41	6	1	3	20,231	977	19,254	0.893	1,215	36	0.714	0.048	0.000079	0.99992
719,443,683	Attrited Customer	50	M	1	Unknown	Single	$120K +	Blue	39	3	2	3	27,512	2,137	25,375	1.048	1,149	25	0.562	0.078	0.99496	0.00504
715,449,333	Existing Customer	55	F	3	Unknown	Married	$40K - $60K	Blue	47	5	2	0	1,929	1,540	389	1.142	2,354	50	0.786	0.798	0.000048	0.99995
717,998,058	Existing Customer	26	M	0	Graduate	Single	Less than $40K	Blue	13	6	3	2	2,585	2,019	566	0.525	2,644	40	0.481	0.781	0.000154	0.99985
779,610,033	Attrited Customer	58	M	1	College	Married	$80K - $120K	Blue	47	3	3	3	12,151	1,799	10,352	1.022	918	14	0.556	0.148	0.99639	0.003608
827,332,983	Existing Customer	46	M	3	High School	Single	$80K - $120K	Gold	42	3	2	2	34,516	2,113	32,403	0.618	1,362	31	1.214	0.061	0.000132	0.99987
721,183,983	Existing Customer	48	M	4	High School	Married	$120K +	Blue	31	6	3	1	34,516	1,013	33,503	0.575	1,222	37	0.85	0.029	0.000111	0.99989
718,426,533	Existing Customer	42	M	4	Uneducated	Divorced	$60K - $80K	Blue	32	4	1	2	5,504	0	5,504	0.62	1,364	32	0.684	0	0.000059	0.99994
710,698,233	Existing Customer	37	M	4	Graduate	Married	$80K - $120K	Blue	28	4	1	2	10,021	1,203	8,818	0.93	1,463	40	1	0.12	0.000058	0.99994
780,253,533	Existing Customer	63	F	0	Unknown	Married	Less than $40K	Blue	49	5	3	0	3,558	2,318	1,240	1.265	1,631	31	0.824	0.651	0.000063	0.99994
793,581,933	Existing Customer	50	M	3	High School	Single	$40K - $60K	Silver	44	4	3	4	19,853	1,513	18,340	0.802	1,878	55	0.41	0.076	0.00047	0.99953
719,229,708	Existing Customer	41	F	1	High School	Single	$40K - $60K	Blue	31	6	3	2	4,969	838	4,131	0.591	1,489	32	0.455	0.169	0.000164	0.99984
715,158,483	Existing Customer	48	F	3	Graduate	Divorced	Less than $40K	Blue	40	3	2	3	3,117	1,603	1,514	1.167	1,437	37	0.609	0.514	0.000199	0.9998
809,296,308	Existing Customer	46	M	2	College	Single	$80K - $120K	Blue	41	4	2	0	21,526	2,332	19,194	0.755	1,313	37	0.609	0.108	0.000041	0.99996
778,176,108	Existing Customer	61	M	0	High School	Single	$60K - $80K	Blue	51	4	2	2	5,504	1,412	4,092	0.722	1,290	38	0.462	0.257	0.000095	0.99991
796,532,958	Existing Customer	59	F	0	Unknown	Married	Less than $40K	Blue	53	4	3	2	5,512	1,124	4,388	1.391	1,975	49	1.579	0.204	0.00017	0.99983
709,345,008	Attrited Customer	53	F	2	Doctorate	Married	Unknown	Blue	39	1	2	3	1,438.3	0	1,438.3	0.644	807	22	0.692	0	0.9964	0.003596
717,049,533	Existing Customer	39	F	3	Doctorate	Unknown	$40K - $60K	Blue	28	5	3	0	7,262	1,466	5,796	0.512	1,438	28	0.556	0.202	0.0001	0.9999
719,366,358	Existing Customer	51	M	3	High School	Married	$120K +	Blue	40	6	3	2	7,319	1,692	5,627	0.701	1,233	29	0.611	0.231	0.000181	0.99982
721,417,233	Attrited Customer	45	M	2	Graduate	Married	$60K - $80K	Blue	25	3	5	3	1,438.3	0	1,438.3	0.676	709	27	0.421	0	0.99705	0.00295
711,622,683	Existing Customer	48	M	4	Unknown	Single	$60K - $80K	Blue	30	4	3	3	7,712	1,387	6,325	0.861	1,597	39	0.56	0.18	0.000349	0.99965
714,578,283	Existing Customer	47	M	1	Graduate	Married	$60K - $80K	Blue	37	6	3	0	2,053	0	2,053	0.865	1,283	28	1.154	0	0.000062	0.99994
769,574,883	Existing Customer	41	M	2	High School	Married	$40K - $60K	Blue	32	3	1	3	12,804	2,517	10,287	0.892	1,101	37	0.276	0.197	0.00009	0.99991
717,643,608	Existing Customer	48	M	4	College	Married	$80K - $120K	Blue	36	3	3	2	26,443	1,601	24,842	0.493	1,593	36	0.333	0.061	0.000183	0.99982
709,198,158	Existing Customer	50	F	4	Graduate	Single	Less than $40K	Blue	36	6	2	0	3,125	1,928	1,197	0.412	1,631	46	0.533	0.617	0.000044	0.99996
712,419,708	Existing Customer	56	F	2	Post-Graduate	Married	Less than $40K	Blue	48	6	1	2	4,930	2,259	2,671	1.134	2,194	53	0.606	0.458	0.000065	0.99994
709,103,358	Existing Customer	39	F	2	College	Single	Less than $40K	Blue	36	6	3	3	9,476	0	9,476	0.605	1,128	27	0.929	0	0.000294	0.99971
716,966,808	Existing Customer	47	M	1	Graduate	Married	$80K - $120K	Blue	37	6	3	3	11,722	1,667	10,055	0.566	1,497	35	0.25	0.142	0.000284	0.99972
772,264,383	Existing Customer	44	M	2	Graduate	Single	$120K +	Blue	33	4	1	3	13,301	0	13,301	1.058	1,385	50	0.515	0	0.000093	0.99991
721,057,758	Existing Customer	61	F	1	Unknown	Married	Unknown	Blue	47	4	2	3	1,438.3	0	1,438.3	1.337	1,449	27	1.455	0	0.000198	0.9998
769,137,108	Attrited Customer	43	F	2	Post-Graduate	Married	Less than $40K	Blue	37	3	3	1	1,438.3	0	1,438.3	1.004	974	28	0.273	0	0.99223	0.00777
717,640,083	Attrited Customer	59	M	1	High School	Married	$60K - $80K	Blue	36	3	2	3	6,705	0	6,705	0.749	731	18	0.5	0	0.99431	0.00569
716,445,783	Existing Customer	42	F	2	Uneducated	Married	Unknown	Blue	31	4	2	0	22,718	0	22,718	0.791	1,191	37	1.176	0	0.000043	0.99996
708,579,633	Existing Customer	40	M	4	Unknown	Divorced	$40K - $60K	Gold	28	4	2	2	23,981	1,788	22,193	0.631	1,421	34	0.308	0.075	0.000151	0.99985
718,715,583	Existing Customer	65	M	2	Unknown	Married	Less than $40K	Blue	56	4	2	4	2,318	1,010	1,308	0.81	1,256	35	0.591	0.436	0.000359	0.99964
778,686,408	Existing Customer	48	M	1	College	Married	$60K - $80K	Blue	29	4	3	2	19,324	1,040	18,284	0.904	1,744	50	0.852	0.054	0.000164	0.99984
715,015,683	Existing Customer	44	M	2	Graduate	Single	$40K - $60K	Blue	34	5	3	1	5,331	1,993	3,338	0.777	1,766	39	0.625	0.374	0.000108	0.99989
805,254,708	Existing Customer	36	F	4	Unknown	Married	Unknown	Blue	31	5	2	0	15,700	1,276	14,424	1.389	2,229	48	0.778	0.081	0.000048	0.99995
710,462,433	Existing Customer	45	M	4	Graduate	Single	$60K - $80K	Blue	30	6	2	2	17,625	894	16,731	1.285	1,773	39	1.053	0.051	0.000119	0.99988
721,342,383	Existing Customer	39	M	2	Graduate	Married	$80K - $120K	Blue	34	6	3	2	17,438	0	17,438	1.078	1,860	37	0.85	0	0.00018	0.99982
720,179,883	Existing Customer	40	M	4	College	Unknown	$80K - $120K	Blue	25	3	3	1	1,962	0	1,962	0.684	1,179	27	0.688	0	0.000111	0.99989
794,977,533	Attrited Customer	62	M	0	High School	Married	$60K - $80K	Blue	56	3	3	2	8,077	0	8,077	0.749	906	16	0.333	0	0.99338	0.00662
779,445,108	Existing Customer	26	M	0	Graduate	Single	$40K - $60K	Blue	13	6	1	2	3,290	1,616	1,674	0.466	2,781	54	0.35	0.491	0.000047	0.99995
718,193,958	Existing Customer	60	M	0	Uneducated	Single	Less than $40K	Blue	53	5	3	2	2,402	1,728	674	0.652	1,650	53	0.606	0.719	0.000159	0.99984
710,955,633	Existing Customer	54	F	3	Doctorate	Single	Less than $40K	Blue	42	6	1	0	9,256	1,999	7,257	0.812	1,446	37	0.762	0.216	0.000031	0.99997
716,149,383	Existing Customer	62	M	0	Graduate	Married	$60K - $80K	Blue	36	6	3	3	3,674	895	2,779	0.658	1,703	48	0.371	0.244	0.00026	0.99974
752,604,633	Attrited Customer	57	M	2	College	Married	$40K - $60K	Blue	50	2	5	3	6,462	0	6,462	0.856	761	17	0.214	0	0.99697	0.003034
713,889,933	Existing Customer	59	M	0	Graduate	Single	$40K - $60K	Blue	48	4	2	2	1,638	0	1,638	0.533	1,536	44	0.63	0	0.000098	0.9999
709,446,783	Existing Customer	46	M	4	Graduate	Single	$60K - $80K	Blue	38	3	3	2	4,335	2,480	1,855	0.543	1,373	36	1.118	0.572	0.000189	0.99981
789,115,833	Existing Customer	44	M	4	High School	Single	$60K - $80K	Blue	32	5	3	2	3,233	1,034	2,199	0.759	1,256	29	0.706	0.32	0.000183	0.99982
711,242,058	Attrited Customer	48	M	4	Unknown	Single	$80K - $120K	Blue	36	1	3	1	11,862	2,517	9,345	0.766	643	16	0.231	0.212	0.99207	0.00793
787,623,858	Existing Customer	43	M	2	Uneducated	Divorced	$120K +	Silver	24	4	2	0	34,516	1,938	32,578	0.426	1,215	45	0.406	0.056	0.000039	0.99996
709,040,508	Existing Customer	57	M	4	Uneducated	Married	$120K +	Blue	38	6	6	2	19,802	1,961	17,841	1.125	2,244	58	0.706	0.099	0.000153	0.99985
708,864,708	Existing Customer	46	M	3	College	Unknown	$80K - $120K	Blue	36	4	2	2	24,869	1,729	23,140	0.408	1,409	36	0.5	0.07	0.000115	0.99989
717,758,583	Existing Customer	40	M	3	High School	Unknown	$60K - $80K	Blue	36	4	2	1	3,624	1,975	1,649	0.708	1,469	23	1.091	0.545	0.000069	0.99993
715,416,633	Existing Customer	54	M	1	Unknown	Married	$80K - $120K	Blue	36	4	1	2	6,175	960	5,215	0.709	1,847	59	0.405	0.155	0.000057	0.99994
717,956,283	Existing Customer	57	F	1	Graduate	Single	$40K - $60K	Blue	48	5	1	0	10,953	1,945	9,008	0.886	1,277	29	0.526	0.178	0.000019	0.99998
721,379,433	Existing Customer	44	M	4	Graduate	Married	$60K - $80K	Blue	28	6	2	3	11,338	0	11,338	0.695	1,227	24	0.5	0	0.000201	0.9998
712,027,683	Existing Customer	47	F	2	Doctorate	Married	Less than $40K	Blue	35	3	2	2	5,544	1,184	4,360	0.85	1,336	38	0.652	0.214	0.000165	0.99984
716,027,208	Existing Customer	47	M	4	Doctorate	Married	$60K - $80K	Blue	36	4	1	1	19,665	706	18,959	1.317	1,110	58	0.349	0.036	0.00005	0.99995
720,475,233	Existing Customer	50	F	2	High School	Married	Less than $40K	Blue	43	6	2	3	2,927	1,412	1,515	0.763	1,474	26	0.857	0.482	0.000186	0.99981
712,275,108	Existing Customer	53	F	3	College	Married	$40K - $60K	Blue	33	4	3	3	5,146	1,618	3,528	1.073	1,955	44	0.76	0.314	0.000305	0.99969
718,121,658	Attrited Customer	56	M	1	College	Married	$60K - $80K	Blue	44	5	3	3	1,704	0	1,704	0.701	660	17	0.308	0	0.99639	0.003608
711,593,808	Attrited Customer	55	M	1	High School	Married	$60K - $80K	Blue	46	2	2	3	1,438.3	0	1,438.3	1.037	888	18	1.25	0	0.99431	0.00569
716,222,808	Existing Customer	53	F	4	High School	Married	Less than $40K	Blue	36	6	1	3	2,974	1,170	1,804	1.297	1,785	45	1.143	0.393	0.000094	0.99991
718,731,183	Attrited Customer	61	M	1	Unknown	Married	$40K - $60K	Blue	49	1	2	2	5,472	788	4,684	0.526	705	14	0.273	0.144	0.99156	0.00844
788,779,008	Existing Customer	57	M	2	High School	Married	$60K - $80K	Blue	38	3	1	2	2,736	1,822	914	0.593	1,211	25	0.923	0.666	0.000054	0.99995
710,404,533	Existing Customer	50	M	2	Graduate	Married	$80K - $120K	Blue	37	6	2	1	1,438.3	862	576.3	0.65	1,391	40	0.212	0.599	0.000069	0.99993
711,173,058	Existing Customer	56	F	2	Unknown	Married	Unknown	Blue	45	4	3	0	5,406	1,782	3,624	0.976	1,407	29	0.812	0.33	0.000073	0.99993
715,383,108	Existing Customer	52	M	2	Graduate	Single	$120K +	Blue	44	5	1	1	34,516	2,174	32,342	0.426	1,616	50	0.515	0.063	0.000033	0.99997
711,697,158	Existing Customer	60	M	0	Graduate	Married	Less than $40K	Blue	36	6	2	2	1,976	1,311	665	0.995	1,498	43	0.536	0.663	0.000098	0.9999
709,186,983	Existing Customer	49	M	4	Uneducated	Married	$80K - $120K	Blue	40	3	1	1	8,714	2,252	6,462	0.831	1,536	38	0.652	0.258	0.000036	0.99996
808,964,433	Existing Customer	46	F	4	Doctorate	Divorced	Less than $40K	Blue	41	4	1	1	8,693	1,378	7,315	0.799	1,594	45	0.452	0.159	0.00005	0.99995
711,948,333	Existing Customer	42	M	1	Uneducated	Married	$80K - $120K	Blue	36	6	1	2	9,247	710	8,537	0.735	1,190	30	0.5	0.077	0.000053	0.99995
710,541,858	Existing Customer	45	M	3	High School	Married	Less than $40K	Blue	33	6	5	0	7,717	1,430	6,287	0.822	1,248	37	0.85	0.185	0.000075	0.99993
713,865,333	Attrited Customer	45	F	4	Uneducated	Married	Less than $40K	Blue	38	3	4	3	4,908	0	4,908	0.993	827	21	0.75	0	0.99747	0.002529
797,707,008	Attrited Customer	44	F	3	Doctorate	Married	Less than $40K	Blue	38	6	1	3	7,222	0	7,222	0.685	920	18	0.5	0	0.99286	0.00714
713,490,483	Existing Customer	61	M	0	Uneducated	Single	$80K - $120K	Blue	48	6	2	2	21,740	0	21,740	0.676	1,755	54	0.543	0	0.0001	0.9999
720,370,533	Attrited Customer	55	M	3	Uneducated	Married	$60K - $80K	Blue	44	3	2	2	2,323	0	2,323	0.737	804	15	0.5	0	0.99183	0.00817
779,743,908	Existing Customer	44	M	4	Unknown	Divorced	$60K - $80K	Blue	29	4	2	2	7,788	0	7,788	0.296	1,196	30	0.429	0	0.000131	0.99987
718,675,158	Attrited Customer	55	F	1	Unknown	Married	Less than $40K	Blue	36	4	1	3	1,438.3	361	1,077.3	0.963	850	22	0.692	0.251	0.98965	0.01035
710,784,333	Existing Customer	57	M	2	Unknown	Married	$120K +	Blue	36	3	2	2	23,700	1,314	22,386	1.487	1,644	28	0.647	0.055	0.000125	0.99987