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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
4374-YMUSQ	Male	0	No	No	34	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	116.25	3899.05	No
4513-CXYIX	Female	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Two year	Yes	Credit card (automatic)	80.7	5676	No
3957-HHLMR	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	No	No	No	No	Yes	One year	No	Bank transfer (automatic)	65.2	4543.15	No
7803-XOCCZ	Female	0	Yes	Yes	52	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.05	4326.8	No
5736-YEJAX	Male	0	No	Yes	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	79.45	5502.55	No
5609-CEBID	Female	1	No	No	20	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.1	1782.4	Yes
8981-FJGLA	Male	0	No	Yes	11	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	78	851.8	No
7218-HKQFK	Male	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	167.5	Yes
4636-QRJKY	Female	0	Yes	Yes	6	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	80.5	502.85	Yes
1135-LMECX	Female	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	No	Mailed check	19.85	19.85	No
4332-MUOEZ	Male	1	Yes	Yes	20	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	94.3	1818.3	No
8535-SFUTN	Male	0	No	No	61	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.45	6300.15	No
5956-VKDTT	Female	1	Yes	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	334.8	Yes
8677-HDZEE	Female	0	No	No	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.45	5916.95	No
2475-MROZF	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	95	2852.4	No
9412-GHEEC	Male	0	No	No	40	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	104.8	4131.95	Yes
3482-ABPKK	Female	0	No	No	28	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	54.3	1546.3	No
6705-LXORM	Female	1	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.05	302.6	No
0257-ZESQC	Female	1	Yes	No	27	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.2	1929.35	Yes
7531-GQHME	Male	0	No	No	12	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	Credit card (automatic)	20.05	265.45	No
5174-ITUMV	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	105.4	6989.45	No
4109-CYRBD	Male	1	Yes	No	29	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	51.6	1442	No
0913-XWSCN	Male	0	Yes	Yes	55	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	85.5	4713.4	No
6825-UYPFK	Female	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75.6	1758.6	Yes
8397-MVTAZ	Male	0	Yes	No	34	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.05	3480	Yes
0750-EBAIU	Male	0	No	No	52	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	One year	No	Electronic check	91.25	4738.3	No
8606-CIQUL	Male	1	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	115.75	8399.15	No
3571-DPYUH	Male	0	Yes	Yes	58	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	One year	Yes	Credit card (automatic)	94.7	5430.35	No
7601-GNDYK	Male	0	Yes	Yes	35	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	19.6	686.95	No
0356-OBMAC	Female	1	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	99.9	5706.3	No
8067-NIOYM	Female	0	Yes	Yes	24	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)	21.1	490.65	No
1403-GYAFU	Male	0	Yes	Yes	70	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)	20.05	1360.25	No
4234-XTNEA	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.95	174.45	No
1297-VQDRP	Male	1	Yes	Yes	68	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	107.15	7379.8	No
9282-IZGQK	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85	85	Yes
5348-CAGXB	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.55	1021.75	No
0621-HJWXJ	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	81.55	5029.05	No
5844-QVTAT	Female	0	Yes	Yes	33	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Mailed check	58.45	1955.4	No
8905-IAZPF	Female	0	Yes	No	69	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	95.65	6744.2	No
5394-MEITZ	Female	0	Yes	Yes	60	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.6	4946.7	No
6859-QNXIQ	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	113.1	8248.5	No
2782-LFZVW	Female	0	No	No	11	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	58.95	601.6	No
2866-IKBTM	Female	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	No	Mailed check	19.55	19.55	No
1342-JPNKI	Male	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	86.05	834.1	Yes
2817-NTQDO	Male	0	No	No	13	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	45.55	597	Yes
7129-AZJDE	Male	0	Yes	Yes	34	Yes	No	Fiber optic	No	No	No	No	No	Yes	One year	Yes	Bank transfer (automatic)	78.95	2647.2	No
6986-IJDHX	Male	0	Yes	Yes	39	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Mailed check	86.3	3266	Yes
2560-PPCHE	Female	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.05	6744.25	No
4676-MQUEA	Male	1	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	101.9	5265.5	No
8138-EALND	Male	0	No	No	15	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	19.75	311.6	No
3580-HYCSP	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.3	7966.9	No
1352-HNSAW	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.6	8220.4	No
2075-PUEPR	Male	0	Yes	Yes	55	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Bank transfer (automatic)	19.35	1153.25	No
1982-FEBTD	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	Yes	Credit card (automatic)	25.6	514.75	No
5301-GAUUY	Male	0	No	No	32	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.35	2596.15	Yes
5791-KAJFD	Female	0	Yes	Yes	56	Yes	Yes	DSL	Yes	No	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	68.75	3808	No
2654-VBVPB	Female	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	No	Bank transfer (automatic)	19.9	19.9	No
1154-HYWWO	Male	0	No	No	38	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	One year	No	Mailed check	70.6	2708.2	No
2501-XWWTZ	Male	0	No	No	11	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.2	760.05	No
3716-UVSPD	Male	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	49.3	49.3	No
6815-ABQFQ	Male	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	107.25	6033.3	No
7343-EOBEU	Male	0	Yes	No	3	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	Mailed check	23.6	89.05	No
3701-SFMUH	Male	0	Yes	Yes	7	Yes	No	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	69.7	516.15	No
6103-LIANB	Male	0	Yes	Yes	59	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	99.5	5861.75	No
7319-VENRZ	Male	0	No	No	7	Yes	No	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	64.3	445.95	No
5846-NEQVZ	Male	0	Yes	Yes	71	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	70.85	4973.4	No
6967-QIQRV	Male	0	Yes	Yes	15	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	No	Electronic check	101.9	1667.25	No
5781-RFZRP	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	73.5	5357.75	No
0939-YAPAF	Female	0	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.25	3527.6	Yes
0308-IVGOK	Female	0	No	No	11	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	40.4	422.6	No
7293-LSCDV	Female	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	Yes	Credit card (automatic)	19.25	1103.25	No
7025-WCBNE	Male	1	No	No	47	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	59.6	2754	No
5756-JYOJT	Female	0	No	No	11	Yes	No	DSL	No	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	64.9	697.25	No
4710-FDUIZ	Male	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Credit card (automatic)	100.3	5614.45	Yes
6030-REHUX	Female	1	Yes	No	28	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.85	3204.4	No
9548-LIGTA	Male	0	Yes	No	61	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	81.05	4747.65	No
5150-LJNSR	Male	0	Yes	Yes	31	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	98.05	3082.1	No
8270-RKSAP	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.5	597.9	No
6522-YRBXD	Male	1	Yes	No	35	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	94.55	3365.4	No
2640-LYMOV	Male	0	No	No	2	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	19.65	38.8	No
1218-VKFPE	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	Month-to-month	No	Mailed check	19	233.55	Yes
3627-FHKBK	Female	0	No	No	1	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	75.3	75.3	Yes
2865-TCHJW	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.2	346.2	Yes
1423-BMPBQ	Female	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	Month-to-month	Yes	Mailed check	19	19	No
2393-DIVAI	Female	0	No	No	3	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	61.7	No
5192-EBGOV	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.7	85.7	Yes
4568-KNYWR	Male	0	No	No	52	Yes	No	DSL	Yes	Yes	No	No	Yes	No	Two year	Yes	Credit card (automatic)	63.25	3342.45	No
8752-IMQOS	Male	0	Yes	Yes	5	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	20.1	85.1	No
0742-LAFQK	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Electronic check	99.15	7422.1	No
0795-LAFGP	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	90.4	6668.05	No
0619-OLYUR	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	111.9	8071.05	No
5512-IDZEI	Male	0	Yes	Yes	46	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	24.9	1174.8	No
0459-SPZHJ	Male	0	Yes	Yes	63	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	83.5	5435	No
0215-BQKGS	Male	0	No	No	30	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	84.3	2438.6	No
9244-ZVAPM	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.6	45.6	No
0719-SYFRB	Female	0	No	No	12	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	61.65	713.75	Yes
8208-EUMTE	Male	0	No	No	16	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	54.85	916.15	No
5172-MIGPM	Male	0	No	No	4	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	No	Mailed check	65.55	237.2	No
1710-RCXUS	Male	0	Yes	No	51	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	One year	Yes	Credit card (automatic)	90.35	4614.55	No
0374-FIUCA	Male	0	Yes	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)	20.4	1414.45	No

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