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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
720,707,283	Existing Customer	48	M	4	Unknown	Married	$80K - $120K	Blue	36	5	3	0	5,288	866	4,422	0.869	1,777	42	0.75	0.164	0.000076	0.99992
771,698,658	Existing Customer	44	M	5	Graduate	Married	$60K - $80K	Blue	32	4	5	3	11,376	2,006	9,370	0.619	1,302	27	0.8	0.176	0.000349	0.99965
748,326,258	Existing Customer	48	M	3	College	Married	$80K - $120K	Blue	41	4	5	3	12,302	1,632	10,670	1.509	1,483	41	0.519	0.133	0.000341	0.99966
770,817,783	Existing Customer	47	M	4	Graduate	Married	$60K - $80K	Silver	33	3	2	1	34,516	1,679	32,837	0.623	1,060	27	0.5	0.049	0.000065	0.99993
779,353,083	Existing Customer	47	M	2	Graduate	Married	$60K - $80K	Silver	32	4	2	2	34,516	1,468	33,048	0.505	1,330	32	0.684	0.043	0.000103	0.9999
711,441,333	Existing Customer	43	F	1	High School	Divorced	Less than $40K	Silver	35	3	2	2	10,514	1,580	8,934	0.504	1,229	27	0.8	0.15	0.000094	0.99991
719,808,558	Attrited Customer	55	F	2	Graduate	Married	Less than $40K	Blue	43	2	4	3	1,438.3	0	1,438.3	0.707	886	27	0.421	0	0.99727	0.002727
711,551,958	Attrited Customer	59	M	2	Post-Graduate	Married	$60K - $80K	Blue	46	3	3	3	1,438.3	0	1,438.3	0.688	844	24	0.5	0	0.9972	0.002801
809,164,083	Existing Customer	63	M	1	Graduate	Married	$40K - $60K	Blue	56	2	1	2	2,619	1,779	840	1.259	1,450	37	0.947	0.679	0.000052	0.99995
820,596,183	Existing Customer	58	M	2	College	Married	$120K +	Blue	53	2	3	0	24,407	2,395	22,012	1.071	2,311	48	0.714	0.098	0.000065	0.99994
715,999,608	Existing Customer	53	F	2	High School	Married	Less than $40K	Blue	36	4	1	2	2,377	1,649	728	0.93	1,378	26	1.167	0.694	0.000054	0.99995
710,565,408	Existing Customer	59	M	0	Unknown	Unknown	$80K - $120K	Silver	40	3	2	3	34,516	1,359	33,157	1.327	1,033	26	1.364	0.039	0.000163	0.99984
805,543,158	Existing Customer	52	M	3	Graduate	Married	$120K +	Blue	47	5	3	3	11,086	2,207	8,879	0.869	1,523	40	1.105	0.199	0.000314	0.99969
709,752,183	Existing Customer	48	M	3	High School	Single	$60K - $80K	Blue	36	4	2	2	11,432	2,517	8,915	0.615	1,374	37	0.762	0.22	0.000115	0.99989
716,479,233	Existing Customer	43	M	4	High School	Married	$40K - $60K	Blue	36	5	3	2	13,258	1,721	11,537	0.908	1,080	21	1.333	0.13	0.000183	0.99982
713,837,058	Existing Customer	48	M	2	College	Single	Less than $40K	Blue	36	3	2	3	2,571	1,955	616	0.531	1,234	24	0.714	0.76	0.000186	0.99981
718,876,683	Existing Customer	43	F	4	Graduate	Single	Less than $40K	Blue	31	5	2	0	5,781	1,168	4,613	0.638	1,600	32	0.455	0.202	0.000044	0.99996
770,746,908	Existing Customer	44	M	4	Unknown	Married	$60K - $80K	Blue	30	5	1	2	7,872	2,509	5,363	0.971	1,155	32	0.882	0.319	0.000063	0.99994
794,843,883	Existing Customer	41	M	3	High School	Married	$80K - $120K	Blue	35	6	1	2	34,516	1,202	33,314	0.603	1,353	33	0.737	0.035	0.000056	0.99994
803,043,933	Existing Customer	44	F	3	Uneducated	Divorced	Less than $40K	Silver	38	4	1	3	11,127	1,835	9,292	2.368	1,546	25	1.273	0.165	0.000089	0.99991
758,076,408	Existing Customer	50	M	2	Unknown	Single	$40K - $60K	Blue	43	2	1	3	1,857	1,603	254	0.579	1,590	43	1.263	0.863	0.000102	0.9999
714,606,558	Existing Customer	60	F	1	Uneducated	Married	Less than $40K	Blue	36	5	1	0	1,913	1,272	641	1.008	1,448	22	1	0.665	0.00002	0.99998
778,425,408	Existing Customer	44	M	4	Graduate	Single	$80K - $120K	Blue	24	5	3	0	3,839	2,295	1,544	0.569	1,271	24	0.714	0.598	0.00007	0.99993
714,171,108	Existing Customer	48	F	3	Graduate	Divorced	$40K - $60K	Blue	39	6	2	3	2,115	1,141	974	0.616	1,223	20	0.538	0.539	0.000199	0.9998
719,662,458	Existing Customer	44	F	2	Graduate	Divorced	Less than $40K	Blue	27	5	2	2	1,438.3	679	759.3	0.859	1,117	29	1.071	0.472	0.000114	0.99989
713,137,233	Existing Customer	41	M	2	High School	Single	$80K - $120K	Blue	28	4	3	0	27,756	1,789	25,967	0.75	994	24	0.846	0.064	0.000065	0.99994
769,425,858	Existing Customer	45	M	3	College	Single	$60K - $80K	Blue	32	4	1	2	1,438.3	0	1,438.3	0.81	1,468	26	0.625	0	0.000056	0.99994
711,297,483	Existing Customer	47	F	2	Uneducated	Divorced	Less than $40K	Silver	34	6	4	2	13,878	2,222	11,656	0.853	1,658	38	0.357	0.16	0.000202	0.9998
788,900,883	Existing Customer	51	F	2	Graduate	Married	Less than $40K	Blue	36	3	1	3	3,106	1,304	1,802	0.604	1,368	38	0.407	0.42	0.000093	0.99991
758,348,808	Existing Customer	51	M	2	Graduate	Married	$120K +	Blue	44	4	3	3	34,516	1,666	32,850	0.613	1,218	18	0.8	0.048	0.000303	0.9997
772,336,458	Attrited Customer	60	F	1	Uneducated	Married	$40K - $60K	Blue	50	4	4	3	1,438.3	1,025	413.3	0.838	702	12	0.714	0.713	0.99717	0.002825
708,711,483	Existing Customer	57	M	2	Unknown	Married	$80K - $120K	Blue	46	2	3	0	18,871	1,740	17,131	1.727	1,516	21	2	0.092	0.000073	0.99993
717,906,783	Existing Customer	41	M	5	Graduate	Single	$120K +	Blue	29	5	2	2	5,207	1,748	3,459	1.073	1,310	26	1	0.336	0.000118	0.99988
719,437,908	Existing Customer	44	M	3	Post-Graduate	Divorced	$80K - $120K	Blue	36	6	2	2	17,965	1,644	16,321	0.921	1,767	50	0.923	0.092	0.000139	0.99986
769,433,508	Existing Customer	43	M	1	College	Single	$60K - $80K	Blue	37	6	3	3	2,733	1,819	914	0.767	933	25	0.923	0.666	0.000276	0.99972
790,096,533	Existing Customer	55	M	2	College	Married	$60K - $80K	Blue	48	4	3	2	8,863	1,301	7,562	1.207	1,512	27	1.455	0.147	0.000175	0.99983
720,997,383	Attrited Customer	52	M	1	Uneducated	Married	$80K - $120K	Blue	36	2	3	3	1,857	1,833	24	0.723	829	17	0.7	0.987	0.99659	0.003412
787,541,883	Existing Customer	44	M	3	Graduate	Unknown	$80K - $120K	Blue	33	3	3	3	34,516	0	34,516	0.483	1,120	27	0.35	0	0.000314	0.99969
709,930,758	Existing Customer	41	M	2	Uneducated	Married	$40K - $60K	Blue	30	5	3	3	11,107	1,222	9,885	0.538	1,506	33	0.941	0.11	0.000311	0.99969
789,830,058	Existing Customer	44	M	4	Unknown	Single	$80K - $120K	Blue	34	4	1	2	21,573	1,585	19,988	0.621	1,384	36	2.273	0.073	0.000063	0.99994
710,299,608	Attrited Customer	53	F	2	Unknown	Married	Less than $40K	Blue	33	2	3	3	2,859	2,517	342	0.993	817	30	0.667	0.88	0.997	0.002997
710,741,208	Existing Customer	39	M	2	High School	Single	$80K - $120K	Blue	36	4	2	2	5,269	1,475	3,794	1.148	2,094	25	0.667	0.28	0.000111	0.99989
821,797,008	Attrited Customer	49	M	5	College	Married	$40K - $60K	Blue	45	2	2	3	1,438.3	0	1,438.3	0.734	815	21	0.615	0	0.99482	0.00518
708,874,533	Attrited Customer	45	F	2	College	Married	Less than $40K	Blue	36	1	3	2	3,387	0	3,387	0.789	510	24	0.6	0	0.99432	0.00568
715,341,858	Existing Customer	54	M	2	Graduate	Married	$80K - $120K	Blue	46	6	2	3	1,982	1,289	693	0.939	1,377	49	0.69	0.65	0.000191	0.99981
793,636,308	Existing Customer	49	M	3	Uneducated	Single	$80K - $120K	Blue	43	2	2	2	4,645	1,650	2,995	0.912	1,193	33	0.65	0.355	0.000121	0.99988
713,779,908	Existing Customer	46	F	3	Doctorate	Single	Unknown	Blue	36	6	3	2	2,189	1,666	523	0.343	1,287	36	0.636	0.761	0.00027	0.99973
712,125,258	Attrited Customer	46	M	4	High School	Married	$120K +	Blue	30	3	3	3	2,442	0	2,442	0.98	701	19	0.727	0	0.99677	0.003231
709,703,433	Existing Customer	47	M	3	Graduate	Married	$60K - $80K	Blue	38	4	1	2	21,304	1,532	19,772	1.018	1,770	25	0.923	0.072	0.000057	0.99994
721,022,433	Existing Customer	44	M	2	Doctorate	Single	$60K - $80K	Blue	36	5	1	2	7,577	2,480	5,097	0.435	1,409	35	0.167	0.327	0.00008	0.99992
710,103,558	Existing Customer	50	M	3	Post-Graduate	Single	$120K +	Blue	31	4	1	2	3,234	1,486	1,748	0.868	1,354	28	0.647	0.459	0.000067	0.99993
715,952,883	Existing Customer	73	M	0	High School	Married	$40K - $60K	Blue	36	5	3	2	4,469	1,125	3,344	1.363	1,765	34	1.615	0.252	0.00015	0.99985
719,731,458	Existing Customer	56	M	3	Unknown	Unknown	$40K - $60K	Blue	46	6	3	4	2,910	709	2,201	0.538	1,192	27	0.588	0.244	0.000589	0.99941
772,390,908	Attrited Customer	59	M	0	High School	Single	$40K - $60K	Blue	48	2	4	3	3,616	1,054	2,562	0.616	687	17	0.545	0.291	0.99673	0.003267
787,348,608	Existing Customer	70	M	0	High School	Married	Less than $40K	Blue	56	3	2	3	3,252	1,495	1,757	0.581	1,227	15	0.875	0.46	0.00016	0.99984
709,485,033	Existing Customer	55	F	2	High School	Married	Less than $40K	Blue	36	4	3	3	2,358	1,152	1,206	0.969	1,737	26	1.6	0.489	0.000294	0.99971
715,432,608	Existing Customer	43	M	4	Unknown	Single	$60K - $80K	Blue	36	4	1	0	22,322	953	21,369	0.769	1,348	34	1.125	0.043	0.000023	0.99998
799,471,833	Existing Customer	45	M	1	Uneducated	Single	$120K +	Blue	39	4	2	2	3,133	1,510	1,623	0.609	1,435	38	0.462	0.482	0.00011	0.99989
714,187,533	Existing Customer	45	F	2	Uneducated	Single	$40K - $60K	Blue	35	2	3	0	3,540	849	2,691	0.456	1,321	28	0.75	0.24	0.000068	0.99993
779,656,908	Existing Customer	40	M	1	Graduate	Married	$40K - $60K	Blue	23	6	3	2	6,990	1,378	5,612	0.73	1,479	29	0.611	0.197	0.000169	0.99983
788,950,158	Existing Customer	36	M	2	College	Unknown	$80K - $120K	Blue	22	2	2	3	34,516	1,652	32,864	0.854	1,283	39	1.294	0.048	0.000186	0.99981
778,867,533	Attrited Customer	59	F	0	Post-Graduate	Married	$40K - $60K	Blue	40	1	4	1	1,438.3	0	1,438.3	1.038	689	23	0.353	0	0.9925	0.0075
710,620,383	Existing Customer	43	M	4	Unknown	Married	$60K - $80K	Blue	35	6	3	2	24,396	1,171	23,225	0.655	965	17	1.125	0.048	0.000207	0.99979
778,661,358	Existing Customer	46	F	1	Unknown	Married	Less than $40K	Blue	36	2	3	2	2,474	2,143	331	1.53	1,541	40	1	0.866	0.000186	0.99981
789,483,333	Existing Customer	41	M	2	Uneducated	Married	$40K - $60K	Blue	32	5	1	3	5,214	795	4,419	0.707	1,258	23	1.3	0.152	0.000095	0.9999
809,855,808	Existing Customer	51	F	2	Graduate	Married	Less than $40K	Blue	46	5	2	2	5,207	1,650	3,557	0.708	1,339	20	0.538	0.317	0.000114	0.99989
718,464,258	Existing Customer	51	F	3	Unknown	Unknown	Less than $40K	Blue	25	2	2	2	9,512	1,082	8,430	0.701	1,007	22	1.444	0.114	0.00013	0.99987
708,528,483	Existing Customer	43	F	4	Graduate	Divorced	Unknown	Blue	23	6	3	2	3,187	2,430	757	0.617	1,387	33	1.357	0.762	0.000189	0.99981
771,809,733	Attrited Customer	64	F	0	High School	Married	$40K - $60K	Blue	53	1	3	3	3,353	0	3,353	1.021	960	18	0.385	0	0.99605	0.003946
719,942,883	Existing Customer	54	M	5	Graduate	Married	$60K - $80K	Blue	38	3	3	3	2,290	1,434	856	0.923	1,119	18	3.5	0.626	0.000312	0.99969
807,226,683	Existing Customer	48	M	3	Unknown	Single	$40K - $60K	Blue	43	6	1	3	5,279	1,115	4,164	0.549	1,642	41	0.519	0.211	0.000106	0.99989
717,806,133	Existing Customer	40	M	2	Uneducated	Divorced	$60K - $80K	Blue	29	5	3	0	23,603	0	23,603	0.795	1,382	31	1.067	0	0.000068	0.99993
720,615,708	Existing Customer	57	M	0	Uneducated	Married	$40K - $60K	Blue	45	6	2	2	2,601	0	2,601	0.814	1,232	32	0.684	0	0.0001	0.9999
714,511,758	Existing Customer	45	M	4	Graduate	Single	$80K - $120K	Blue	40	4	3	0	6,363	1,029	5,334	0.838	1,542	16	1.286	0.162	0.00007	0.99993
715,050,408	Existing Customer	41	M	3	High School	Single	$80K - $120K	Blue	36	4	3	3	8,029	1,576	6,453	0.826	1,094	32	0.524	0.196	0.000305	0.99969
721,132,233	Existing Customer	42	F	4	Uneducated	Married	Less than $40K	Blue	31	2	2	2	2,410	1,769	641	0.759	1,217	30	1.143	0.734	0.000123	0.99988
719,211,558	Attrited Customer	45	M	2	Graduate	Single	$60K - $80K	Blue	36	1	1	2	3,401	0	3,401	0.898	744	18	1	0	0.98217	0.01783
712,069,008	Existing Customer	42	F	4	Uneducated	Married	Less than $40K	Blue	23	4	2	0	2,260	1,007	1,253	0.84	1,614	33	0.737	0.446	0.000045	0.99995
715,996,983	Existing Customer	47	M	4	Uneducated	Divorced	$80K - $120K	Blue	30	5	2	2	17,682	2,481	15,201	1.302	1,747	31	1.214	0.14	0.000123	0.99988
773,466,258	Existing Customer	48	F	4	High School	Married	$40K - $60K	Blue	42	3	1	3	4,206	1,100	3,106	0.587	1,144	22	1	0.262	0.000094	0.99991
798,983,508	Existing Customer	43	M	1	Graduate	Single	$80K - $120K	Silver	37	4	3	2	34,516	1,440	33,076	1.117	1,575	34	2.4	0.042	0.000153	0.99985
719,117,433	Existing Customer	41	M	4	High School	Unknown	$80K - $120K	Blue	36	4	3	0	23,018	2,168	20,850	0.859	1,463	24	1.667	0.094	0.000068	0.99993
716,451,183	Existing Customer	54	F	1	Uneducated	Married	$40K - $60K	Blue	44	5	2	3	5,556	1,711	3,845	1.434	1,706	21	1.625	0.308	0.000185	0.99982
718,621,608	Attrited Customer	54	F	2	High School	Married	Unknown	Blue	44	3	3	1	6,094	0	6,094	1.129	909	14	0.273	0	0.99061	0.00939
715,085,733	Existing Customer	61	M	0	Graduate	Married	$40K - $60K	Blue	52	3	1	2	2,939	1,999	940	2.145	2,434	33	1.538	0.68	0.000047	0.99995
788,977,833	Existing Customer	61	M	0	Uneducated	Married	$80K - $120K	Blue	48	2	1	0	5,362	1,274	4,088	1.015	1,876	41	0.783	0.238	0.000018	0.99998
720,272,958	Attrited Customer	48	M	2	High School	Married	$120K +	Blue	36	3	3	3	27,126	0	27,126	0.953	1,000	25	0.786	0	0.99661	0.003388
708,421,833	Existing Customer	45	F	4	Graduate	Single	Less than $40K	Blue	36	6	3	2	3,342	2,517	825	0.771	1,139	30	0.765	0.753	0.000189	0.99981
709,173,108	Attrited Customer	54	F	4	Graduate	Married	Unknown	Blue	40	6	2	2	2,532	2,221	311	0.491	799	21	0.235	0.877	0.99169	0.00831
709,879,458	Existing Customer	54	F	3	Doctorate	Married	Unknown	Blue	46	2	2	3	1,900	1,376	524	0.89	1,881	45	0.607	0.724	0.000287	0.99971
715,120,608	Existing Customer	44	M	3	Graduate	Single	$60K - $80K	Blue	37	2	3	2	14,546	1,703	12,843	0.955	1,273	27	0.588	0.117	0.000187	0.99981
770,632,758	Existing Customer	50	F	4	Doctorate	Single	Unknown	Blue	36	2	3	2	2,521	1,608	913	0.587	1,328	33	0.571	0.638	0.000273	0.99973
779,078,733	Existing Customer	55	M	2	Doctorate	Married	$60K - $80K	Blue	36	3	4	3	16,427	1,682	14,745	0.631	1,579	36	1.118	0.102	0.000529	0.99947
771,742,533	Existing Customer	48	M	2	Graduate	Unknown	$40K - $60K	Blue	36	5	1	2	13,068	1,718	11,350	0.607	937	28	0.556	0.131	0.000055	0.99994
720,250,158	Existing Customer	45	M	2	College	Single	$60K - $80K	Blue	33	6	3	0	23,218	1,814	21,404	1.178	1,749	37	2.083	0.078	0.000065	0.99994
716,458,983	Existing Customer	60	M	0	High School	Married	$40K - $60K	Blue	36	5	1	3	3,281	837	2,444	1.859	1,424	29	1.417	0.255	0.000077	0.99992
713,747,733	Existing Customer	55	M	2	High School	Married	$40K - $60K	Blue	47	5	3	2	3,096	2,217	879	0.799	2,011	41	0.783	0.716	0.000175	0.99983
712,270,158	Existing Customer	62	F	0	High School	Married	$40K - $60K	Blue	52	5	2	3	2,052	1,250	802	0.728	1,208	31	0.632	0.609	0.00016	0.99984
789,562,383	Existing Customer	38	F	1	High School	Unknown	Less than $40K	Blue	30	2	3	0	1,438.3	583	855.3	0.888	1,259	24	1	0.405	0.000061	0.99994
754,897,008	Existing Customer	46	M	3	High School	Single	$40K - $60K	Blue	39	2	3	2	9,432	1,418	8,014	0.612	1,319	26	0.368	0.15	0.000181	0.99982