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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
5671-RQRLP	Female	1	Yes	No	70	Yes	Yes	Fiber optic	No	No	No	No	No	No	Two year	Yes	Credit card (automatic)	75.65	5411.4	No
1450-GALXR	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	98.5	1058.25	Yes
8859-AXJZP	Male	0	Yes	Yes	39	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	23.8	903.8	No
3174-AKMAS	Female	0	Yes	No	46	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	64.2	3009.5	No
3138-BKYAV	Male	0	No	No	6	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.35	489.45	Yes
9926-PJHDQ	Female	0	Yes	Yes	72	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	76.8	5468.45	No
7382-DFJTU	Male	0	No	No	18	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	55.2	1058.1	No
2798-NYLMZ	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.55	7616	No
4289-DTDKW	Male	0	Yes	No	40	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.3	4113.1	Yes
1820-TQVEV	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	69.55	Yes
2239-JALAW	Male	0	No	No	58	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.25	6017.65	Yes
4853-RULSV	Male	0	No	No	70	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104	7250.15	Yes
8098-TDCBU	Female	0	Yes	No	42	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Electronic check	25.25	1108.2	No
3551-GAEGL	Male	0	Yes	Yes	34	No	No phone service	DSL	Yes	No	No	No	No	No	One year	No	Bank transfer (automatic)	30.4	938.65	No
4785-NKHCX	Male	1	No	No	5	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	Bank transfer (automatic)	20.05	94.15	No
3196-NVXLZ	Female	0	No	No	25	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	84.6	2088.05	No
6275-YDUVO	Female	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	86.2	178.7	Yes
0036-IHMOT	Female	0	Yes	Yes	55	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.7	5656.75	No
0115-TFERT	Male	0	Yes	No	21	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.2	2317.1	Yes
4178-EGMON	Male	0	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	88	5986.45	No
4220-TINQT	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	106.35	6751.35	No
5318-YKDPV	Male	0	Yes	Yes	43	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	79.15	3566.6	No
7975-TZMLR	Male	0	No	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.1	4889.3	No
0295-QVKPB	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	63.95	318.1	No
4335-BSMJS	Female	0	No	No	62	Yes	Yes	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)	25.8	1563.95	No
2311-QYMUQ	Female	0	Yes	Yes	16	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.45	1430.25	Yes
3643-AHCFP	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.6	644.35	Yes
9146-JRIOX	Female	0	Yes	Yes	14	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	Mailed check	25.55	372.45	No
3104-OWCGK	Male	0	Yes	Yes	60	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	One year	No	Electronic check	90.95	5453.4	Yes
5337-IIWKZ	Male	0	Yes	Yes	34	No	No phone service	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	44.85	1442.6	No
9101-BWFSS	Female	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	No	Electronic check	108.55	5610.7	Yes
9650-VBUOG	Male	0	Yes	Yes	38	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)	25.05	963.95	No
3487-EARAT	Female	0	Yes	Yes	70	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	74.1	5222.3	No
2672-TGEFF	Female	0	Yes	Yes	37	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	88.8	3340.55	No
9231-ZJYAM	Female	1	No	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	78.85	292.8	Yes
4250-WAROZ	Male	1	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	93.25	5774.55	No
8184-WMOFI	Male	0	Yes	Yes	62	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	71.4	4487.3	No
6982-SSHFK	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.4	44.4	Yes
6092-QZVPP	Male	0	No	No	36	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	79.2	2854.95	No
4625-LAMOB	Male	0	No	No	44	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)	20.4	905.55	No
0727-BMPLR	Female	1	No	No	55	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	100	5509.3	Yes
0392-BZIUW	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	105	7589.8	No
1038-ZAGBI	Female	0	Yes	Yes	12	Yes	No	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)	19.8	229.6	Yes
6549-NNDYT	Female	0	No	No	13	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	30.85	394.1	No
3027-ZTDHO	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.9	89.9	Yes
0422-OHQHQ	Female	0	Yes	Yes	15	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	20.55	295.95	No
6916-HIJSE	Female	0	No	No	65	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.85	5459.2	No
2316-ESMLS	Female	0	Yes	Yes	12	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	No	Credit card (automatic)	33.15	444.75	No
9778-OGKQZ	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	92	6782.15	No
7408-OFWXJ	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.8	6510.45	No
6007-TCTST	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.8	8476.5	No
2252-NKNSI	Male	0	No	Yes	52	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	85.15	4461.85	No
8713-IGZSO	Male	0	No	No	2	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	Mailed check	24.85	62	No
7905-TVXTA	Female	0	No	No	5	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	64.35	352.65	No
7695-PKLCZ	Female	0	No	No	68	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)	20.5	1424.9	No
2382-BCKQJ	Female	0	No	Yes	62	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	100.15	6413.65	Yes
8374-UULRV	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.05	6309.65	No
2207-NHRJK	Male	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	50.8	50.8	Yes
3224-DFQNQ	Female	0	Yes	No	66	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	One year	No	Electronic check	89	5898.6	No
5275-PMFUT	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	64.8	4719.75	No
4795-UXVCJ	Male	0	No	No	26	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Credit card (automatic)	19.8	457.3	No
9777-IQHWP	Male	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	Two year	No	Bank transfer (automatic)	93.4	5822.3	No
0947-MUGVO	Male	1	Yes	No	20	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	73.65	1463.5	Yes
9944-HKVVB	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	307.4	Yes
4124-MMETB	Male	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.65	2104.55	Yes
3671-SHRSP	Male	0	Yes	No	4	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	80.6	319.15	Yes
0979-MOZQI	Male	0	Yes	No	62	No	No phone service	DSL	No	No	No	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	39	2337.45	No
2732-ISEZX	Female	0	No	No	5	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Mailed check	20.5	104.3	No
3313-QKNKB	Male	0	Yes	No	59	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	One year	No	Electronic check	85.55	5084.65	Yes
0323-XWWTN	Male	0	No	Yes	3	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	26.4	121.25	No
1937-OTUKY	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	98.2	7015.9	No
1573-LGXBA	Male	0	Yes	Yes	57	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	97.55	5598	No
1764-VUUMT	Male	0	No	Yes	66	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)	19.95	1269.1	No
5073-WXOYN	Female	0	No	No	60	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.8	3027.4	Yes
4713-ZBURT	Male	0	No	Yes	45	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	99.7	4634.35	No
3050-GBUSH	Female	0	No	No	3	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	34.8	113.95	No
0207-MDKNV	Female	0	No	No	15	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	105.1	1582.75	Yes
7876-AEHIG	Female	0	No	Yes	51	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	60.15	3077	No
7945-HLKEA	Female	0	No	No	60	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	One year	No	Electronic check	64.75	4039.5	No
9342-VNIMQ	Male	0	No	No	33	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	54.65	1665.2	No
9851-KIELU	Male	0	No	No	10	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.1	1043.3	Yes
3523-BRGUW	Male	1	No	No	26	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Credit card (automatic)	19.3	504.2	No
3908-BLSYF	Female	0	No	No	6	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	83.9	497.55	Yes
3199-NPKCN	Female	0	Yes	No	67	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.25	7511.65	No
5170-PTRKA	Female	0	Yes	Yes	49	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	35.8	1782	No
4661-NJEUX	Male	0	No	No	1	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Mailed check	20.05	20.05	No
2123-AGEEN	Female	1	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	84.35	609.65	No
1258-YMZNM	Female	1	No	No	27	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	110.5	2857.6	No
0048-LUMLS	Male	0	Yes	Yes	37	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Credit card (automatic)	91.2	3247.55	No
7549-MYGPK	Female	0	Yes	Yes	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	100.55	6215.35	Yes
5898-IGSLP	Male	0	Yes	Yes	31	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	89.3	2823	No
3804-RVTGV	Male	0	Yes	Yes	50	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.85	5017.9	Yes
6259-WJQLC	Male	1	No	No	32	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	81.1	2619.25	No
9227-LUNBG	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	24.6	24.6	Yes
7997-EASSD	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	81.2	4965.1	No
0730-KOAVE	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.3	2679.7	No
8975-SKGRX	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.1	8310.55	No
0678-RLHVP	Female	0	No	No	53	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	105.55	5682.25	No
4315-MURBD	Female	0	No	No	12	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.9	1120.95	Yes
2267-FPIMA	Male	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.4	4914.9	No

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