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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
819,700,533	Existing Customer	50	M	0	High School	Single	$120K +	Silver	45	5	2	3	14,938	2,303	12,635	0.804	949	27	2	0.154	0.000144	0.99986
712,890,408	Existing Customer	45	M	2	Uneducated	Married	$60K - $80K	Blue	36	5	3	2	2,221	1,343	878	0.869	1,338	30	1.308	0.605	0.000185	0.99982
720,248,208	Existing Customer	47	M	3	Post-Graduate	Divorced	$60K - $80K	Blue	37	6	3	0	5,731	1,577	4,154	0.657	1,554	26	0.444	0.275	0.000081	0.99992
779,749,908	Existing Customer	48	M	4	College	Married	$60K - $80K	Gold	33	2	2	3	34,516	2,061	32,455	0.722	1,350	32	0.455	0.06	0.000225	0.99978
717,401,883	Existing Customer	35	M	3	Uneducated	Married	$60K - $80K	Blue	22	5	2	2	6,985	1,130	5,855	0.963	1,694	44	0.76	0.162	0.000121	0.99988
721,509,558	Existing Customer	51	M	2	Graduate	Married	$120K +	Blue	42	3	3	0	24,221	1,707	22,514	0.816	1,678	40	0.538	0.07	0.000066	0.99993
710,572,458	Existing Customer	36	F	3	High School	Married	Unknown	Blue	24	4	1	1	15,439	0	15,439	0.742	2,069	43	0.536	0	0.000034	0.99997
714,576,183	Existing Customer	47	M	4	Graduate	Single	$80K - $120K	Blue	36	6	3	2	21,637	2,030	19,607	0.776	1,222	23	0.438	0.094	0.000189	0.99981
721,425,558	Existing Customer	52	M	2	Graduate	Single	$120K +	Blue	37	2	3	2	14,543	0	14,543	0.788	1,536	37	0.423	0	0.00018	0.99982
711,109,908	Existing Customer	43	F	4	Uneducated	Married	Less than $40K	Blue	36	2	1	1	9,684	2,475	7,209	0.697	1,400	31	2.1	0.256	0.000036	0.99996
715,203,108	Existing Customer	63	M	2	High School	Married	$40K - $60K	Blue	36	2	2	2	5,007	930	4,077	0.885	1,050	28	1.154	0.186	0.000111	0.99989
710,027,508	Existing Customer	61	M	0	Graduate	Married	$60K - $80K	Blue	54	3	2	0	1,616	1,047	569	0.984	1,389	33	1.2	0.648	0.000036	0.99996
787,464,408	Existing Customer	53	M	2	Uneducated	Single	$60K - $80K	Blue	40	5	2	2	19,116	0	19,116	0.656	1,184	29	0.611	0	0.000117	0.99988
783,542,133	Existing Customer	53	F	3	Graduate	Married	Less than $40K	Blue	47	5	6	2	2,759	2,223	536	1.32	2,093	42	1	0.806	0.000147	0.99985
708,330,858	Attrited Customer	57	M	3	Graduate	Married	$120K +	Blue	38	2	3	3	8,249	1,381	6,868	0.798	678	11	0.833	0.167	0.99683	0.003175
714,426,783	Existing Customer	38	F	2	Graduate	Single	Unknown	Blue	31	2	3	2	14,041	2,154	11,887	1.084	1,467	29	1.417	0.153	0.00018	0.99982
712,701,333	Existing Customer	53	M	3	High School	Married	$60K - $80K	Blue	43	5	3	2	5,264	2,169	3,095	0.374	1,219	27	0.5	0.412	0.000181	0.99982
709,494,483	Existing Customer	63	F	0	Unknown	Married	Less than $40K	Blue	54	4	2	1	2,420	1,912	508	1.256	1,730	36	0.565	0.79	0.000065	0.99994
773,373,108	Existing Customer	49	F	4	High School	Married	Less than $40K	Blue	43	4	2	0	2,826	2,070	756	0.541	1,025	28	0.647	0.732	0.000043	0.99996
715,812,258	Existing Customer	45	M	2	High School	Married	$80K - $120K	Blue	34	5	5	2	12,518	1,539	10,979	0.645	1,165	33	0.833	0.123	0.000195	0.9998
778,286,433	Existing Customer	67	M	0	Graduate	Married	$40K - $60K	Blue	56	4	2	1	5,876	1,297	4,579	1.012	2,133	55	0.719	0.221	0.000059	0.99994
789,270,033	Existing Customer	48	M	3	Graduate	Single	$80K - $120K	Silver	37	3	2	3	34,516	0	34,516	0.448	1,122	13	0.182	0	0.000179	0.99982
711,569,433	Existing Customer	51	F	2	Uneducated	Divorced	Less than $40K	Blue	38	4	1	2	9,648	1,926	7,722	0.549	1,083	22	1.75	0.2	0.000057	0.99994
720,214,833	Existing Customer	52	M	2	High School	Single	$80K - $120K	Silver	40	3	3	3	34,516	2,177	32,339	1.32	1,234	23	1.875	0.063	0.000266	0.99973
709,346,133	Existing Customer	55	F	2	Uneducated	Married	Unknown	Blue	35	3	3	0	3,025	2,376	649	1.252	1,277	23	1.875	0.785	0.000068	0.99993
788,194,458	Existing Customer	34	M	3	High School	Married	$60K - $80K	Blue	26	4	3	3	3,265	2,517	748	0.952	1,843	35	0.944	0.771	0.000305	0.99969
720,779,733	Existing Customer	56	M	1	Uneducated	Married	$120K +	Blue	36	3	2	2	6,041	1,355	4,686	0.685	1,747	49	0.581	0.224	0.00011	0.99989
717,424,458	Existing Customer	44	F	2	Post-Graduate	Married	Less than $40K	Blue	36	3	3	2	2,293	1,823	470	0.617	1,166	22	1.444	0.795	0.000212	0.99979
708,820,308	Existing Customer	47	M	3	Post-Graduate	Unknown	$80K - $120K	Blue	36	6	2	2	13,399	2,505	10,894	0.627	1,326	31	0.824	0.187	0.000139	0.99986
710,558,058	Existing Customer	46	F	3	Unknown	Married	Less than $40K	Blue	38	4	3	3	4,317	2,517	1,800	0.944	1,619	36	1	0.583	0.000345	0.99965
770,590,758	Existing Customer	43	F	3	Graduate	Single	$40K - $60K	Blue	29	5	2	0	3,378	1,069	2,309	0.581	1,285	16	0.333	0.316	0.000044	0.99996
718,490,658	Existing Customer	50	F	1	Graduate	Single	Less than $40K	Blue	36	4	1	3	5,012	2,242	2,770	0.816	1,142	28	1	0.447	0.000087	0.99991
711,985,833	Existing Customer	38	F	4	Uneducated	Single	Less than $40K	Blue	30	4	1	0	2,569	1,605	964	0.574	1,190	46	0.643	0.625	0.000022	0.99998
708,967,608	Existing Customer	53	F	1	Graduate	Single	Less than $40K	Blue	45	3	1	2	3,471	1,785	1,686	1.051	1,052	24	0.714	0.514	0.000052	0.99995
718,505,958	Existing Customer	43	M	5	Graduate	Divorced	$120K +	Silver	31	5	3	3	34,516	1,699	32,817	0.771	1,628	38	0.727	0.049	0.000282	0.99972
715,024,233	Existing Customer	53	M	1	High School	Married	$120K +	Blue	36	6	3	2	3,312	1,844	1,468	0.986	1,740	32	0.882	0.557	0.000164	0.99984
779,249,583	Existing Customer	56	F	1	Graduate	Married	Less than $40K	Blue	38	4	3	3	2,578	2,462	116	1.707	1,378	29	0.812	0.955	0.000284	0.99972
709,278,258	Attrited Customer	54	M	2	Unknown	Married	$40K - $60K	Blue	44	4	3	2	2,902	2,517	385	0.821	996	26	0.444	0.867	0.99497	0.00503
778,928,283	Existing Customer	57	F	3	High School	Married	Less than $40K	Blue	39	3	2	1	2,742	2,321	421	1.315	1,389	32	0.6	0.846	0.000069	0.99993
712,299,858	Existing Customer	62	M	1	High School	Married	Less than $40K	Blue	53	5	3	3	2,077	1,571	506	1.031	1,365	38	1	0.756	0.000276	0.99972
799,224,108	Existing Customer	46	F	4	Graduate	Single	Less than $40K	Blue	40	5	1	2	6,265	1,942	4,323	1.027	1,715	43	0.87	0.31	0.000058	0.99994
809,976,033	Existing Customer	49	M	2	Uneducated	Married	$60K - $80K	Blue	44	6	3	0	7,819	1,560	6,259	0.827	1,582	25	0.786	0.2	0.000068	0.99993
716,203,308	Existing Customer	52	M	3	Graduate	Single	$80K - $120K	Blue	42	6	3	3	2,731	1,692	1,039	0.62	1,220	22	0.692	0.62	0.000314	0.99969
714,871,683	Attrited Customer	58	M	1	Uneducated	Married	$40K - $60K	Blue	36	2	4	3	1,438.3	537	901.3	0.819	715	13	0.182	0.373	0.99717	0.002825
716,139,933	Existing Customer	54	M	0	High School	Married	$80K - $120K	Blue	36	3	1	2	16,286	1,710	14,576	1.223	2,552	49	1.227	0.105	0.000046	0.99995
716,984,658	Existing Customer	49	M	1	Graduate	Married	$120K +	Blue	39	3	2	3	34,516	0	34,516	0.507	1,106	31	0.938	0	0.00018	0.99982
713,086,008	Existing Customer	58	F	3	High School	Married	Less than $40K	Blue	47	6	1	0	2,609	2,439	170	1.269	1,731	34	1.833	0.935	0.00002	0.99998
713,773,458	Existing Customer	52	M	2	High School	Single	$60K - $80K	Blue	45	5	3	2	7,567	1,173	6,394	0.541	1,435	32	0.6	0.155	0.000175	0.99983
719,242,533	Existing Customer	41	M	5	High School	Married	$60K - $80K	Blue	33	5	3	3	22,770	2,517	20,253	0.994	1,882	38	0.652	0.111	0.000304	0.9997
772,712,658	Existing Customer	62	F	0	Uneducated	Married	Less than $40K	Blue	50	5	1	2	3,791	1,648	2,143	1.227	2,058	34	0.789	0.435	0.000049	0.99995
788,868,858	Existing Customer	54	M	2	Graduate	Married	Less than $40K	Blue	39	4	4	2	2,702	2,517	185	1.019	1,658	32	1.462	0.932	0.000217	0.99978
811,898,133	Existing Customer	40	F	3	High School	Divorced	Less than $40K	Blue	35	3	1	3	2,555	2,117	438	1.049	1,334	32	0.6	0.829	0.000093	0.99991
788,808,633	Existing Customer	43	M	3	Graduate	Married	$80K - $120K	Blue	26	5	3	2	2,355	1,090	1,265	0.751	1,441	29	0.812	0.463	0.000187	0.99981
779,804,208	Existing Customer	53	F	2	Graduate	Single	$40K - $60K	Blue	42	6	2	0	5,332	0	5,332	0.939	1,371	39	1.167	0	0.000042	0.99996
781,391,058	Existing Customer	55	M	1	Uneducated	Single	$40K - $60K	Blue	49	6	3	2	1,443	1,375	68	0.683	1,991	38	0.583	0.953	0.000174	0.99983
790,134,408	Existing Customer	46	M	4	Graduate	Single	$60K - $80K	Blue	39	6	2	3	10,741	755	9,986	1.166	1,278	22	1.444	0.07	0.000201	0.9998
788,853,258	Existing Customer	41	M	1	Uneducated	Married	$60K - $80K	Blue	25	3	2	0	7,984	1,503	6,481	0.797	1,734	39	1.167	0.188	0.000041	0.99996
711,857,733	Existing Customer	49	M	3	Uneducated	Single	$60K - $80K	Blue	32	3	2	2	18,584	2,517	16,067	0.703	1,330	34	1.125	0.135	0.000121	0.99988
822,969,858	Existing Customer	61	F	0	Graduate	Married	Unknown	Blue	56	4	1	3	5,585	1,465	4,120	1.503	1,787	31	0.722	0.262	0.000079	0.99992
719,554,758	Existing Customer	46	M	2	Uneducated	Married	$80K - $120K	Blue	38	6	3	2	34,516	2,165	32,351	0.837	1,672	32	0.524	0.063	0.000185	0.99982
711,643,458	Existing Customer	50	F	1	Uneducated	Married	Less than $40K	Blue	43	6	3	4	1,438.3	0	1,438.3	1.068	1,439	41	1.05	0	0.000498	0.9995
788,830,683	Existing Customer	40	M	2	Graduate	Single	$80K - $120K	Blue	24	5	1	0	2,478	2,031	447	1.284	1,558	31	0.938	0.82	0.00002	0.99998
807,030,858	Existing Customer	51	M	4	High School	Single	$120K +	Blue	46	6	3	3	34,516	2,274	32,242	0.788	1,795	47	0.679	0.066	0.000308	0.99969
793,059,108	Existing Customer	50	F	2	Graduate	Married	$40K - $60K	Blue	44	6	2	3	2,339	1,440	899	0.431	893	22	0.375	0.616	0.000191	0.99981
716,568,708	Existing Customer	47	F	2	Graduate	Married	Less than $40K	Blue	36	6	3	2	2,726	0	2,726	0.844	1,099	27	0.588	0	0.00018	0.99982
828,281,733	Existing Customer	43	M	4	Unknown	Married	$120K +	Blue	39	3	3	3	14,881	848	14,033	0.762	1,408	23	1.091	0.057	0.000349	0.99965
717,229,158	Existing Customer	36	F	4	Graduate	Married	$40K - $60K	Blue	36	6	3	3	1,628	969	659	0.999	1,893	15	2.75	0.595	0.000317	0.99968
715,915,458	Existing Customer	47	F	2	Graduate	Married	Less than $40K	Blue	34	5	2	2	3,156	1,644	1,512	1.052	1,151	31	1.385	0.521	0.000114	0.99989
819,129,858	Existing Customer	46	F	2	Graduate	Single	Less than $40K	Blue	41	5	3	0	4,745	1,270	3,475	0.93	1,519	31	0.938	0.268	0.000066	0.99993
713,441,958	Existing Customer	46	M	2	High School	Married	$120K +	Blue	36	5	3	2	19,727	1,785	17,942	0.572	1,245	25	0.786	0.09	0.000175	0.99983
719,091,333	Existing Customer	52	M	0	Uneducated	Married	$60K - $80K	Blue	36	3	3	2	22,720	793	21,927	0.685	1,102	27	0.286	0.035	0.000159	0.99984
708,666,258	Existing Customer	43	M	4	Unknown	Married	$40K - $60K	Blue	36	5	3	0	8,129	1,799	6,330	0.566	1,402	33	0.737	0.221	0.000076	0.99992
714,914,583	Existing Customer	40	F	4	Graduate	Single	Less than $40K	Blue	27	6	2	3	3,751	1,521	2,230	0.974	1,060	30	1.308	0.405	0.000201	0.9998
714,363,858	Existing Customer	54	F	4	High School	Married	Less than $40K	Blue	36	3	5	3	1,594	1,411	183	0.817	1,459	35	1.188	0.885	0.000344	0.99966
721,347,408	Existing Customer	55	F	1	High School	Single	Less than $40K	Blue	43	4	2	0	2,569	1,403	1,166	0.886	1,456	39	0.444	0.546	0.000038	0.99996
809,608,533	Existing Customer	49	F	4	Post-Graduate	Single	Unknown	Blue	44	6	3	2	18,206	1,586	16,620	0.921	1,439	48	1	0.087	0.000222	0.99978
772,047,183	Existing Customer	45	M	4	High School	Married	$40K - $60K	Blue	34	6	3	3	3,104	1,766	1,338	0.828	1,353	24	1.182	0.569	0.000308	0.99969
714,217,908	Existing Customer	49	M	3	Graduate	Married	$40K - $60K	Blue	41	5	3	2	2,406	1,560	846	0.751	1,173	32	0.391	0.648	0.000187	0.99981
714,819,183	Existing Customer	63	M	1	Uneducated	Married	$80K - $120K	Blue	36	5	2	3	24,571	1,955	22,616	1.174	1,746	28	1	0.08	0.000185	0.99982
716,455,683	Existing Customer	40	F	3	High School	Single	Less than $40K	Gold	36	3	2	3	15,534	726	14,808	0.556	1,279	28	0.867	0.047	0.000222	0.99978
710,865,633	Existing Customer	41	F	2	Graduate	Married	Less than $40K	Silver	33	4	2	0	12,301	2,250	10,051	0.484	1,307	29	0.261	0.183	0.000038	0.99996
752,952,108	Existing Customer	37	M	4	Graduate	Married	$80K - $120K	Blue	26	6	2	3	2,846	1,818	1,028	0.711	1,473	37	1.176	0.639	0.000201	0.9998
712,595,433	Existing Customer	58	M	2	Uneducated	Unknown	$120K +	Blue	49	6	2	3	9,788	1,794	7,994	0.778	1,805	37	0.762	0.183	0.000197	0.9998
714,982,383	Existing Customer	55	M	2	High School	Married	$60K - $80K	Blue	36	4	3	3	7,231	2,381	4,850	0.996	1,421	23	1.3	0.329	0.000294	0.99971
813,814,008	Existing Customer	53	F	1	High School	Married	Less than $40K	Blue	48	6	3	2	2,324	1,576	748	0.728	1,272	37	1.312	0.678	0.000164	0.99984
794,545,983	Existing Customer	57	M	2	Graduate	Married	$80K - $120K	Blue	40	3	2	3	12,208	1,980	10,228	0.616	1,409	34	0.619	0.162	0.000191	0.99981
708,288,108	Attrited Customer	43	M	4	Post-Graduate	Unknown	$80K - $120K	Blue	30	2	5	3	5,639	1,547	4,092	1.087	647	15	0.364	0.274	0.99761	0.002392
715,585,158	Existing Customer	58	M	1	Graduate	Married	$60K - $80K	Blue	46	3	3	2	10,021	1,617	8,404	0.578	1,275	25	0.667	0.161	0.000169	0.99983
810,449,883	Existing Customer	64	M	0	Unknown	Married	Less than $40K	Blue	56	6	1	0	2,215	1,915	300	0.794	1,270	27	0.588	0.865	0.000019	0.99998
789,863,208	Existing Customer	54	F	2	Graduate	Married	Less than $40K	Blue	44	3	2	3	2,027	1,480	547	0.979	1,702	37	0.947	0.73	0.000191	0.99981
715,022,133	Existing Customer	53	M	2	Graduate	Married	$60K - $80K	Blue	47	6	2	2	6,363	1,162	5,201	0.644	1,256	26	1	0.183	0.000114	0.99989
712,506,708	Existing Customer	39	F	3	College	Single	Less than $40K	Blue	25	6	1	2	3,920	2,008	1,912	0.944	3,178	53	0.656	0.512	0.000056	0.99994
715,699,983	Existing Customer	56	M	3	High School	Married	$60K - $80K	Blue	36	5	1	3	9,226	1,233	7,993	1.521	1,626	29	1.636	0.134	0.000093	0.99991
818,942,433	Existing Customer	54	F	4	Unknown	Divorced	Less than $40K	Blue	49	6	1	1	9,376	1,288	8,088	0.597	1,562	33	0.5	0.137	0.000038	0.99996
712,459,233	Existing Customer	59	F	1	Post-Graduate	Married	$40K - $60K	Blue	46	5	3	3	1,944	1,346	598	1.052	1,960	57	0.727	0.692	0.000334	0.99967
716,545,383	Existing Customer	42	M	3	Uneducated	Single	$40K - $60K	Blue	36	3	1	0	9,599	1,554	8,045	1.087	1,154	38	1.235	0.162	0.000022	0.99998
721,144,383	Existing Customer	42	M	4	Graduate	Married	$60K - $80K	Silver	28	5	1	2	28,202	843	27,359	0.637	1,629	38	0.727	0.03	0.000052	0.99995
821,837,958	Existing Customer	43	M	3	College	Unknown	$80K - $120K	Blue	39	3	3	1	24,850	1,662	23,188	0.693	1,226	25	0.923	0.067	0.000109	0.99989
804,359,133	Existing Customer	55	M	0	High School	Married	$120K +	Blue	49	5	3	3	3,805	2,233	1,572	1.095	1,743	27	0.929	0.587	0.000252	0.99975
713,308,683	Existing Customer	52	M	1	Uneducated	Single	$80K - $120K	Blue	37	5	2	2	2,733	1,306	1,427	0.791	1,139	39	0.444	0.478	0.00011	0.99989