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churn-prediction

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customerID stringlengths 10 10	gender stringclasses 2 values	SeniorCitizen int64 0 1	Partner stringclasses 2 values	Dependents stringclasses 2 values	tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetService stringclasses 3 values	OnlineSecurity stringclasses 3 values	OnlineBackup stringclasses 3 values	DeviceProtection stringclasses 3 values	TechSupport stringclasses 3 values	StreamingTV stringclasses 3 values	StreamingMovies stringclasses 3 values	Contract stringclasses 3 values	PaperlessBilling stringclasses 2 values	PaymentMethod stringclasses 4 values	MonthlyCharges float64 18.3 119	TotalCharges stringlengths 1 7	Churn stringclasses 2 values
3068-OMWZA	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	88.8	88.8	Yes
2927-QRRQV	Male	0	Yes	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	94.65	4312.5	No
6032-KRXXO	Male	0	No	No	30	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.25	2755.35	Yes
7459-RRWQZ	Female	0	No	No	15	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	64.65	994.55	Yes
6265-SXWBU	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	95.75	6511.25	No
7941-RCJOW	Male	0	No	No	65	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Credit card (automatic)	19.55	1218.65	No
6374-NTQLP	Male	1	Yes	Yes	72	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104.1	7447.7	No
4154-AQUGT	Male	1	Yes	No	13	Yes	No	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.05	1169.35	Yes
2387-KDZQY	Male	0	No	No	17	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	20.1	279.5	No
3584-WKTTW	Male	0	Yes	No	51	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.55	5720.35	No
3399-BMLVW	Male	0	Yes	Yes	51	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Credit card (automatic)	60.5	3121.45	No
1971-DTCZB	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	90.95	6468.6	No
3092-IGHWF	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Electronic check	87.4	5918.8	Yes
3374-PZLXD	Male	0	No	No	34	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Mailed check	19.7	675.6	No
3813-DHBBB	Male	0	Yes	No	67	No	No phone service	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	50.95	3521.7	No
2812-REYAT	Female	0	Yes	No	49	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Bank transfer (automatic)	20.05	923.1	No
6518-PPLMZ	Male	0	Yes	Yes	53	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	19.4	1110.35	No
4939-KYYPY	Male	0	No	No	27	Yes	Yes	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	59.45	1611.65	No
8017-LXHFA	Female	1	No	No	23	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	2293.6	Yes
5930-GBIWP	Male	0	No	No	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	81.5	5553.25	No
6022-KOUQO	Female	0	Yes	Yes	2	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	29.05	44.75	No
6352-TWCAU	Female	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.45	3029.1	Yes
2361-UPSND	Female	0	Yes	No	46	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	One year	No	Mailed check	70.6	3231.05	No
6035-RIIOM	Female	0	No	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	97.2	5129.45	No
2929-QNSRW	Female	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	98.25	5508.35	Yes
1262-OPMFY	Female	0	Yes	No	9	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.75	655.9	Yes
9504-DSHWM	Male	0	No	No	20	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	59.2	1191.2	No
5035-BVCXS	Male	0	No	No	11	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	75.9	866.4	No
6267-DCFFZ	Female	1	Yes	No	30	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.05	2627.2	No
3533-UVMOM	Male	0	Yes	No	68	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Two year	No	Bank transfer (automatic)	70.95	4741.45	No
2439-LYPMQ	Male	1	Yes	No	38	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.6	4009.2	No
4248-QPAVC	Female	1	Yes	No	17	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	85.35	1463.45	Yes
1899-VXWXM	Male	0	No	No	48	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	106.1	5082.8	Yes
1478-VPOAD	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	43.8	43.8	No
9995-HOTOH	Male	0	Yes	Yes	63	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	59	3707.6	No
2988-PLAHS	Female	0	No	No	3	Yes	No	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	69.95	220.45	No
1371-OJCEK	Female	0	No	No	48	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Bank transfer (automatic)	24.35	1133.7	No
4999-IEZLT	Male	0	No	No	66	No	No phone service	DSL	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	29.45	1983.15	No
8883-ANODQ	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Two year	Yes	Credit card (automatic)	84.4	5746.75	No
4690-LLKUA	Male	1	No	No	17	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.05	770.6	Yes
2351-RRBUE	Female	0	Yes	Yes	7	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	20.65	134.05	No
5980-BDHPY	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	87.1	6230.1	No
1498-DQNRX	Female	0	Yes	No	29	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Mailed check	19.85	573.05	No
9469-WEJBT	Male	0	Yes	No	37	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.35	3419.3	No
3331-HQDTW	Female	0	No	No	34	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	109.8	3587.25	Yes
9490-DFPMD	Female	1	No	No	42	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.65	3541.35	Yes
2581-VKIRT	Female	0	Yes	Yes	59	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	No	Mailed check	65.5	3801.3	No
5442-XSDCW	Male	0	Yes	Yes	11	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	79.5	868.5	Yes
7426-WEIJX	Male	1	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.95	4859.1	No
2851-MMUTZ	Female	0	No	No	27	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	56.15	1439.35	No
3049-NDXFL	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	85.8	85.8	Yes
8580-AECUZ	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.1	79.1	Yes
3307-TLCUD	Male	0	Yes	No	17	No	No phone service	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Mailed check	34.4	592.75	No
6625-FLENO	Male	0	Yes	No	58	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	20.75	1185.95	No
2967-MXRAV	Male	0	Yes	Yes	1	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	18.8	18.8	No
7963-GQRMY	Female	0	Yes	Yes	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.3	134.5	Yes
8189-HBVRW	Female	0	No	No	53	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	90.8	4921.2	No
4163-KIUHY	Male	0	No	No	35	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Electronic check	25.6	901.25	No
1228-FZFRV	Male	0	Yes	Yes	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	105.95	5341.8	Yes
3500-NSDOA	Male	0	Yes	Yes	68	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	Two year	No	Credit card (automatic)	70.8	4859.95	No
1171-TYKUR	Male	0	Yes	No	47	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Electronic check	25.4	1139.2	No
3761-FLYZI	Female	1	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	108.8	7082.45	No
2058-DCJBE	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.75	324.6	Yes
5364-XYIRR	Male	0	Yes	No	51	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.65	4812.75	Yes
4829-AUOAX	Female	0	No	No	46	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	96.05	4399.5	Yes
1219-NNDDO	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.85	663.55	No
8388-DMKAE	Female	0	No	No	8	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	20.25	174.65	No
4403-BWPAY	Male	0	No	No	14	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Credit card (automatic)	24.8	321.7	No
9659-QEQSY	Female	0	No	No	45	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	115.65	5125.5	No
5405-ZMYXQ	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.6	548.9	No
5047-LHVLY	Male	1	No	Yes	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	50.15	50.15	Yes
1442-OKRJE	Male	0	Yes	Yes	66	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.15	7031.3	No
4737-AQCPU	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	72.1	5016.65	No
9158-VCTQB	Female	0	Yes	No	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	113.6	4594.95	Yes
2808-CHTDM	Female	0	Yes	Yes	23	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	25.1	611.45	No
6311-UEUME	Female	0	No	No	29	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	78.9	2384.15	Yes
0793-TWELN	Female	0	No	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.15	319.85	No
3283-WCWXT	Male	0	Yes	Yes	6	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	25.4	153.3	No
1060-ENTOF	Female	1	Yes	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	105.4	7035.6	No
0999-QXNSA	Male	1	No	Yes	7	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.75	344.2	No
5451-MHQOF	Male	0	Yes	Yes	56	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	24.45	1431.65	No
4836-WNFNO	Female	0	Yes	No	72	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Credit card (automatic)	25	1849.2	No
9225-BZLNZ	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	85.25	6083.1	No
0354-VXMJC	Male	0	Yes	Yes	23	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Credit card (automatic)	19.6	426.65	No
4422-QVIJA	Female	0	No	Yes	35	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	50.15	1655.35	No
9365-SRSZE	Male	1	Yes	No	27	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.55	1943.9	No
6839-ITVZJ	Female	0	Yes	Yes	26	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	60.05	1616.15	Yes
8332-OSJDW	Male	0	Yes	Yes	12	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	26.4	314.95	No
4735-BJKOU	Female	0	No	No	40	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	20.15	804.85	No
0274-JKUJR	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	58.85	465.7	No
5740-YHGTW	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	97.55	6669.05	No
8917-SZTTJ	Male	0	Yes	Yes	60	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Credit card (automatic)	19.65	1161.75	No
1696-MZVAU	Male	0	Yes	Yes	39	No	No phone service	DSL	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	25.25	947.75	No
7359-WWYJV	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	114.45	8375.05	No
0375-HVGXO	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	34.7	34.7	Yes
4906-ZHGPK	Male	0	Yes	Yes	54	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	One year	Yes	Electronic check	70.7	3770	No
8593-WHYHV	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.3	264.8	Yes
3795-GWTRD	Female	0	Yes	Yes	63	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	75.55	4707.85	No
1298-PHBTI	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Two year	Yes	Electronic check	84.8	6152.4	No
6223-DHJGV	Female	0	No	No	42	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	20.65	958.1	No

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