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Carson-Shively
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telco-churn

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train · 2.82k rows

customer_id string	senior_citizen int32	tenure int32	monthly_charges float64	total_charges float64	gender_id int32	partner_id int32	dependents_id int32	phone_service_id int32	multiple_lines_id int32	internet_service_id int32	online_security_id int32	online_backup_id int32	device_protection_id int32	tech_support_id int32	streaming_tv_id int32	streaming_movies_id int32	contract_term_months int32	paperless_billing_id int32	payment_method_id int32	num_services int32	num_addon_services int32	security_bundle int32	tech_bundle int32	charges_per_month float64	charges_ratio float64	addon_service_ratio float64	tenure_bucket_id int32	short_tenure int32	long_tenure int32	is_month_to_month int32	has_fiber int32	no_internet int32	high_monthly_charges int32	churn int32
0011-IGKFF	1	13	98	1,237.85	1	1	0	1	1	2	1	2	2	1	2	2	1	1	0	5	4	1	0	95.219231	12.631122	0.666667	2	0	0	1	1	0	1	1
0071-NDAFP	0	25	25.5	630.6	1	1	1	1	2	0	0	0	0	0	0	0	24	0	3	2	0	0	0	25.224	24.729412	0	3	0	1	0	0	1	0	0
0361-HJRDX	0	68	64.35	4,539.6	0	0	0	0	0	1	2	2	2	2	2	2	24	0	3	6	6	1	1	66.758824	70.545455	1	4	0	1	0	0	0	0	0
0489-WMEMG	0	23	49.45	1,119.35	0	0	1	1	1	1	1	1	1	2	1	1	12	1	0	2	1	0	1	48.667391	22.635996	0.166667	2	0	0	0	0	0	0	0
0515-YPMCW	0	1	70.45	70.45	1	0	1	1	1	2	1	1	1	1	1	1	1	1	1	1	0	0	0	70.45	1	0	0	1	0	1	1	0	0	1
0603-OLQDC	0	12	69.85	837.5	1	0	1	1	1	1	2	1	1	1	2	2	1	1	1	4	3	1	0	69.791667	11.989979	0.5	2	0	0	1	0	0	0	0
0607-MVMGC	0	45	78.75	3,600.65	1	1	1	1	2	1	1	2	2	1	2	2	12	0	3	6	4	1	0	80.014444	45.72254	0.666667	3	0	1	0	0	0	0	0
0620-XEFWH	0	4	18.85	84.2	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	21.05	4.466844	0	0	1	0	1	0	1	0	0
0675-NCDYU	0	72	116.4	8,543.25	0	1	1	1	2	2	2	2	2	2	2	2	24	1	3	8	6	1	1	118.65625	73.395619	1	4	0	1	0	1	0	1	0
0701-RFGFI	0	49	95.4	4,613.95	0	1	1	1	2	2	1	1	1	1	2	2	1	1	2	4	2	0	0	94.162245	48.364256	0.333333	4	0	1	1	1	0	1	0
0723-VSOBE	1	45	34.2	1,596.6	0	0	0	0	0	1	1	1	1	1	1	2	12	0	0	1	1	0	0	35.48	46.684211	0.166667	3	0	1	0	0	0	0	0
0742-NXBGR	0	1	82.3	82.3	0	0	0	1	1	2	1	2	2	1	1	1	1	1	0	3	2	1	0	82.3	1	0.333333	0	1	0	1	1	0	1	1
0859-YGKFW	0	18	20.05	345.9	1	1	1	1	1	0	0	0	0	0	0	0	12	0	2	1	0	0	0	19.216667	17.25187	0	2	0	0	0	0	1	0	0
0939-YAPAF	0	35	100.25	3,527.6	0	0	0	1	2	2	1	1	2	1	2	2	1	1	0	5	3	1	0	100.788571	35.18803	0.5	3	0	1	1	1	0	1	1
0943-ZQPXH	0	44	92.95	4,122.9	1	1	1	1	1	2	1	1	2	1	2	2	1	1	2	4	3	1	0	93.702273	44.356105	0.5	3	0	1	1	1	0	1	0
1087-GRUYI	0	38	20.4	743.5	1	1	0	1	1	0	0	0	0	0	0	0	24	0	2	1	0	0	0	19.565789	36.446078	0	3	0	1	0	0	1	0	0
1212-GLHMD	0	3	86.05	244.85	1	0	0	1	1	2	2	1	1	1	1	2	1	1	1	3	2	1	0	81.616667	2.845439	0.333333	0	1	0	1	1	0	1	0
1307-TVUFB	1	42	79.35	3,344.1	1	0	0	1	2	2	1	2	1	1	1	1	1	1	2	3	1	0	0	79.621429	42.143667	0.166667	3	0	1	1	1	0	0	0
1353-LJWEM	0	11	60.9	688.5	1	0	0	1	1	1	1	2	2	2	1	1	1	1	0	4	3	1	1	62.590909	11.305419	0.5	1	0	0	1	0	0	0	0
1373-ORVIZ	0	11	66.35	740.8	0	1	1	1	2	1	1	1	1	2	1	2	1	1	0	4	2	0	1	67.345455	11.165034	0.333333	1	0	0	1	0	0	0	1
1480-IVEVR	1	35	81.6	2,815.25	1	1	0	1	2	2	1	1	2	1	1	1	12	1	2	3	1	1	0	80.435714	34.500613	0.166667	3	0	1	0	1	0	1	0
1625-JAIIY	0	68	83	5,685.8	0	1	1	1	2	2	1	1	1	1	2	1	12	1	0	3	1	0	0	83.614706	68.503614	0.166667	4	0	1	0	1	0	1	1
1732-VHUBQ	1	47	70.55	3,309.25	0	1	1	1	1	2	1	1	1	1	1	1	1	0	2	1	0	0	0	70.409574	46.906449	0	3	0	1	1	1	0	0	1
1767-TGTKO	0	8	45.45	411.75	0	1	1	1	1	1	1	1	1	1	1	1	1	1	0	1	0	0	0	51.46875	9.059406	0	1	0	0	1	0	0	0	0
1897-RCFUM	0	39	24.2	914.6	0	1	1	1	2	0	0	0	0	0	0	0	12	1	1	2	0	0	0	23.451282	37.793388	0	3	0	1	0	0	1	0	0
1918-ZBFQJ	0	13	79.25	1,111.65	0	0	0	1	1	2	1	2	2	1	1	1	1	1	0	3	2	1	0	85.511538	14.027129	0.333333	2	0	0	1	1	0	0	1
1941-HOSAM	0	1	90.1	90.1	1	1	1	1	1	2	1	1	1	1	2	2	1	1	0	3	2	0	0	90.1	1	0.333333	0	1	0	1	1	0	1	0
1984-FCOWB	0	70	109.5	7,674.55	0	1	0	1	2	2	1	2	2	2	2	2	12	1	0	7	5	1	1	109.636429	70.087215	0.833333	4	0	1	0	1	0	1	1
2180-DXNEG	0	12	96	1,062.1	0	0	0	1	1	2	1	1	2	1	2	2	1	1	0	4	3	1	0	88.508333	11.063542	0.5	2	0	0	1	1	0	1	1
2192-CKRLV	0	72	49.2	3,580.95	0	1	0	0	0	1	2	2	2	1	1	2	24	1	0	4	4	1	0	49.735417	72.783537	0.666667	4	0	1	0	0	0	0	0
2361-FJWNO	0	40	36	1,382.9	1	0	0	0	0	1	1	2	1	2	1	1	12	0	3	2	2	0	1	34.5725	38.413889	0.333333	3	0	1	0	0	0	0	0
2371-JQHZZ	0	24	93	2,248.05	1	1	0	1	2	2	1	1	1	1	2	2	1	1	0	4	2	0	0	93.66875	24.172581	0.333333	3	0	0	1	1	0	1	0
2430-USGXP	0	24	101.05	2,391.8	1	1	0	1	2	2	1	1	2	1	2	2	1	1	0	5	3	1	0	99.658333	23.669471	0.5	3	0	0	1	1	0	1	1
2621-UDNLU	0	3	20.85	72	0	1	0	1	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	24	3.453237	0	0	1	0	1	0	1	0	0
2626-URJFX	0	4	50.9	225.6	1	1	1	1	2	1	1	1	1	1	1	1	1	1	0	2	0	0	0	56.4	4.43222	0	0	1	0	1	0	0	0	1
2656-TABEH	0	4	100.2	420.2	1	1	0	1	2	2	1	2	1	1	2	2	1	1	0	5	3	0	0	105.05	4.193613	0.5	0	1	0	1	1	0	1	1
2801-NISEI	0	24	54.95	1,348.5	1	0	0	1	1	1	2	1	1	2	1	1	1	0	0	3	2	1	1	56.1875	24.540491	0.333333	3	0	0	1	0	0	0	0
2826-DXLQO	1	7	29.8	220.45	1	1	0	0	0	1	2	1	1	1	1	1	1	0	2	1	1	1	0	31.492857	7.397651	0.166667	1	0	0	1	0	0	0	0
2830-LEWOA	0	61	103.9	6,449.15	1	1	1	1	1	2	1	2	2	2	2	2	12	0	3	6	5	1	1	105.72377	62.070741	0.833333	4	0	1	0	1	0	1	0
2851-MMUTZ	0	27	56.15	1,439.35	0	0	0	1	1	1	1	2	1	2	1	1	1	1	1	3	2	0	1	53.309259	25.634016	0.333333	3	0	1	1	0	0	0	0
2990-OGYTD	0	67	86.15	5,883.85	0	1	0	1	2	1	1	2	2	2	2	2	24	0	2	7	5	1	1	87.818657	68.297737	0.833333	4	0	1	0	0	0	1	0
3007-FDPEA	0	2	20.7	39.85	0	0	0	1	1	0	0	0	0	0	0	0	1	1	2	1	0	0	0	19.925	1.925121	0	0	1	0	1	0	1	0	0
3058-WQDRE	0	13	25.15	331.85	1	0	0	0	0	1	1	1	1	1	1	1	1	1	2	0	0	0	0	25.526923	13.194831	0	2	0	0	1	0	0	0	0
3129-AAQOU	0	19	25.6	485.9	0	1	1	1	2	0	0	0	0	0	0	0	24	0	1	2	0	0	0	25.573684	18.980469	0	2	0	0	0	0	1	0	0
3160-TYXLT	0	53	46.3	2,546.85	1	0	0	0	0	1	2	2	1	1	1	2	1	1	2	3	3	1	0	48.053774	55.007559	0.5	4	0	1	1	0	0	0	0
3384-CTMSF	0	47	104.1	5,135.15	1	1	0	1	2	2	1	2	2	1	2	2	1	1	0	6	4	1	0	109.258511	49.329011	0.666667	3	0	1	1	1	0	1	0
3389-KTRXV	0	23	23.85	625.65	0	1	1	1	2	0	0	0	0	0	0	0	24	0	1	2	0	0	0	27.202174	26.232704	0	2	0	0	0	0	1	0	0
3398-FSHON	1	12	91.3	1,094.5	0	0	0	1	2	2	1	2	1	1	2	1	1	1	0	4	2	0	0	91.208333	11.987952	0.333333	2	0	0	1	1	0	1	1
3398-ZOUAA	1	21	69.1	1,474.75	1	1	0	1	1	2	1	1	1	1	1	1	1	1	0	1	0	0	0	70.22619	21.342258	0	2	0	0	1	1	0	0	1
3486-HOOGQ	0	70	79.7	5,743.3	0	1	1	1	2	1	2	2	2	2	2	1	24	0	2	7	5	1	1	82.047143	72.061481	0.833333	4	0	1	0	0	0	0	0
3507-GASNP	0	60	19.95	1,189.9	1	0	1	1	1	0	0	0	0	0	0	0	24	0	1	1	0	0	0	19.831667	59.64411	0	4	0	1	0	0	1	0	0
3551-HUAZH	1	1	74.4	74.4	1	0	0	1	2	2	1	1	1	1	1	1	1	1	0	2	0	0	0	74.4	1	0	0	1	0	1	1	0	0	1
3566-HJGPK	0	1	45.55	45.55	1	0	0	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	45.55	1	0	0	1	0	1	0	0	0	0
3657-COGMW	1	52	108.1	5,839.3	0	0	0	1	2	2	2	2	2	1	2	2	1	0	3	7	5	1	0	112.294231	54.017576	0.833333	4	0	1	1	1	0	1	0
3662-FXJFO	0	54	20.5	1,035.7	0	0	0	1	1	0	0	0	0	0	0	0	24	1	1	1	0	0	0	19.17963	50.521951	0	4	0	1	0	0	1	0	0
3727-RJMEO	0	6	82.85	460.25	1	1	0	1	2	2	1	1	1	1	2	1	1	1	0	3	1	0	0	76.708333	5.55522	0.166667	1	0	0	1	1	0	1	1
3752-CQSJI	0	13	20.45	254.5	0	1	1	1	1	0	0	0	0	0	0	0	1	1	1	1	0	0	0	19.576923	12.444988	0	2	0	0	1	0	1	0	0
3795-CAWEX	0	70	116.55	8,152.3	1	1	1	1	2	2	2	2	2	2	2	2	24	1	3	8	6	1	1	116.461429	69.946804	1	4	0	1	0	1	0	1	0
3814-MLAXC	0	31	79.85	2,404.15	0	0	0	1	2	2	1	1	1	2	1	1	1	1	3	3	1	0	1	77.553226	30.108328	0.166667	3	0	1	1	1	0	0	1
3870-SPZSI	0	70	113.05	7,869.05	0	1	1	1	2	2	2	2	2	2	2	2	24	1	3	8	6	1	1	112.415	69.606811	1	4	0	1	0	1	0	1	0
3896-ZVNET	0	24	24.7	571.75	0	1	1	1	2	0	0	0	0	0	0	0	24	0	1	2	0	0	0	23.822917	23.147773	0	3	0	0	0	0	1	0	0
3911-RSNHI	0	71	61.4	4,310.35	0	1	0	0	0	1	1	2	2	2	2	2	24	1	3	5	5	1	1	60.709155	70.20114	0.833333	4	0	1	0	0	0	0	0
4116-IQRFR	0	4	24.1	73.1	1	1	1	1	2	0	0	0	0	0	0	0	12	0	3	2	0	0	0	18.275	3.033195	0	0	1	0	0	0	1	0	0
4139-DETXS	0	72	64.45	4,528	0	1	1	0	0	1	2	2	2	2	2	2	24	0	2	6	6	1	1	62.888889	70.256012	1	4	0	1	0	0	0	0	0
4250-ZBWLV	0	68	108.45	7,176.55	1	0	0	1	2	2	1	2	2	2	2	2	12	0	0	7	5	1	1	105.5375	66.173813	0.833333	4	0	1	0	1	0	1	1
4282-MSACW	0	68	117.2	8,035.95	1	0	0	1	2	2	2	2	2	2	2	2	12	1	3	8	6	1	1	118.175735	68.566126	1	4	0	1	0	1	0	1	0
4291-YZODP	0	7	20.05	96.8	0	0	1	1	1	0	0	0	0	0	0	0	12	0	1	1	0	0	0	13.828571	4.82793	0	1	0	0	0	0	1	0	0
4312-GVYNH	0	70	49.85	3,370.2	0	1	0	0	0	1	2	1	2	2	1	2	24	1	2	4	4	1	1	48.145714	67.60682	0.666667	4	0	1	0	0	0	0	0
4328-VUFWD	0	39	59.3	2,209.15	0	0	0	1	1	1	1	1	1	2	1	2	12	0	0	3	2	0	1	56.644872	37.253794	0.333333	3	0	1	0	0	0	0	0
4355-CVPVS	0	56	88.9	4,968	0	1	1	1	1	2	1	1	1	1	2	2	12	0	2	3	2	0	0	88.714286	55.883015	0.333333	4	0	1	0	1	0	1	0
4503-BDXBD	0	11	74.95	815.5	1	0	0	1	1	2	1	2	1	1	1	1	1	0	0	2	1	0	0	74.136364	10.880587	0.166667	1	0	0	1	1	0	0	1
4566-QVRRW	0	11	44.05	483.7	0	1	0	1	1	1	1	1	1	1	1	1	1	1	0	1	0	0	0	43.972727	10.980704	0	1	0	0	1	0	0	0	1
4598-ZADCK	0	53	53.6	2,879.2	0	0	0	0	0	1	2	2	2	2	2	1	12	1	0	5	5	1	1	54.324528	53.716418	0.833333	4	0	1	0	0	0	0	0
4625-EWPTF	0	8	30.45	226.45	1	0	0	0	0	1	2	1	1	1	1	1	1	1	0	1	1	1	0	28.30625	7.436782	0.166667	1	0	0	1	0	0	0	1
4654-DLAMQ	1	64	97	6,430.9	0	1	0	1	1	2	2	2	2	1	1	2	12	0	2	5	4	1	0	100.482813	66.297938	0.666667	4	0	1	0	1	0	1	0
4694-PHWFW	0	8	19.95	170.9	0	0	1	1	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	21.3625	8.566416	0	1	0	0	1	0	1	0	0
4716-HHKQH	1	20	107.05	2,172.05	1	1	0	1	2	2	1	2	1	2	2	2	1	0	0	6	4	0	1	108.6025	20.290051	0.666667	2	0	0	1	1	0	1	0
4836-WNFNO	0	72	25	1,849.2	0	1	0	1	2	0	0	0	0	0	0	0	24	0	3	2	0	0	0	25.683333	73.968	0	4	0	1	0	0	1	0	0
4879-GZLFH	0	42	92.15	3,875.4	0	1	1	1	1	2	1	1	2	1	2	2	1	1	0	4	3	1	0	92.271429	42.055345	0.5	3	0	1	1	1	0	1	0
4911-BANWH	0	31	86.55	2,697.4	0	0	1	1	2	2	1	1	1	1	2	1	1	1	3	3	1	0	0	87.012903	31.1658	0.166667	3	0	1	1	1	0	1	1
5003-XZWWO	0	71	84.2	5,956.85	1	1	0	1	2	1	1	2	2	2	2	2	24	0	3	7	5	1	1	83.899296	70.746437	0.833333	4	0	1	0	0	0	1	0
5087-SUURX	0	18	39.05	669.85	0	1	0	0	0	1	1	1	2	1	2	1	1	1	0	2	2	1	0	37.213889	17.153649	0.333333	2	0	0	1	0	0	0	1
5167-GBFRE	1	4	25.2	102.5	1	0	0	0	0	1	1	1	1	1	1	1	1	1	2	0	0	0	0	25.625	4.06746	0	0	1	0	1	0	0	0	1
5320-BRKGK	0	58	75.8	4,415.75	0	1	1	1	2	1	2	1	2	2	2	1	24	0	1	6	4	1	1	76.133621	58.255277	0.666667	4	0	1	0	0	0	0	0
5322-TEUJK	0	71	114.6	8,100.25	0	1	1	1	2	2	2	2	2	2	2	2	24	0	2	8	6	1	1	114.088028	70.68281	1	4	0	1	0	1	0	1	0
5345-BMKWB	0	8	20.25	158.35	1	1	0	1	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	19.79375	7.819753	0	1	0	0	1	0	1	0	0
5448-VWNAM	0	19	75.9	1,375.6	0	0	1	1	2	1	2	2	1	2	2	1	1	1	1	6	4	1	1	72.4	18.123847	0.666667	2	0	0	1	0	0	0	0
5562-BETPV	0	1	19.65	19.65	1	1	1	1	1	0	0	0	0	0	0	0	12	0	1	1	0	0	0	19.65	1	0	0	1	0	0	0	1	0	0
5945-AZYHT	0	71	109.6	7,854.15	1	1	0	1	2	2	2	2	2	1	2	2	12	1	0	7	5	1	0	110.621831	71.661953	0.833333	4	0	1	0	1	0	1	0
5995-OIGLP	0	12	56.65	654.85	1	0	0	1	1	1	2	1	1	2	1	1	1	0	1	3	2	1	1	54.570833	11.559576	0.333333	2	0	0	1	0	0	0	1
5995-WWKKG	0	37	19.8	695.05	0	0	0	1	1	0	0	0	0	0	0	0	12	1	0	1	0	0	0	18.785135	35.103535	0	3	0	1	0	0	1	0	0
6064-PUPMC	0	23	57.2	1,423.35	1	1	1	1	1	1	2	1	1	2	1	1	12	0	3	3	2	1	1	61.884783	24.883741	0.333333	2	0	0	0	0	0	0	0
6115-ZTBFQ	0	72	65.5	4,919.7	0	1	0	0	0	1	2	2	2	2	2	2	24	0	2	6	6	1	1	68.329167	75.109924	1	4	0	1	0	0	0	0	0
6261-RCVNS	0	42	73.9	3,160.55	0	0	0	1	1	1	2	2	2	2	1	2	12	0	3	6	5	1	1	75.25119	42.76793	0.833333	3	0	1	0	0	0	0	1
6281-FKEWS	0	44	49.05	2,265	0	0	0	0	0	1	1	1	2	1	2	2	12	1	0	3	3	1	0	51.477273	46.17737	0.5	3	0	1	0	0	0	0	0
6352-GIGGQ	0	67	88.8	5,903.15	1	0	0	1	2	1	2	2	2	2	2	2	12	1	2	8	6	1	1	88.106716	66.476914	1	4	0	1	0	0	0	1	0
6353-BRMMA	0	54	104.1	5,645.8	0	1	1	1	2	2	2	2	1	1	2	2	1	1	2	6	4	1	0	104.551852	54.23439	0.666667	4	0	1	1	1	0	1	0
6413-XKKPU	0	17	89.4	1,539.45	1	1	1	1	1	2	2	1	2	1	2	1	1	1	0	4	3	1	0	90.555882	17.219799	0.5	2	0	0	1	1	0	1	1
6484-LATFU	0	68	24.55	1,657.4	1	0	0	1	2	0	0	0	0	0	0	0	24	0	1	2	0	0	0	24.373529	67.511202	0	4	0	1	0	0	1	0	0
6586-MYGKD	0	70	76.95	5,289.8	1	1	0	1	2	1	2	1	1	2	2	2	24	1	3	6	4	1	1	75.568571	68.74334	0.666667	4	0	1	0	0	0	0	0

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