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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
7613-LLQFO	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.45	1059.55	Yes
4568-TTZRT	Male	0	No	No	9	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	20.4	181.8	No
9513-DXHDA	Male	0	No	No	27	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	81.7	2212.55	No
2640-PMGFL	Male	0	No	Yes	27	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	79.5	2180.55	Yes
3801-HMYNL	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	89.15	89.15	Yes
0516-QREYC	Female	1	No	No	24	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	20.3	459.95	No
9685-WKZGT	Male	1	No	No	14	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	1036.75	Yes
6022-UGGSO	Female	1	No	No	32	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	2276.95	Yes
8084-OIVBS	Female	0	No	No	11	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	211.95	No
8896-BQTTI	Male	0	No	No	1	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	25	25	No
3865-QBWSJ	Male	1	No	Yes	38	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	80.45	3162.65	No
3352-RICWQ	Female	0	Yes	Yes	9	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	19.75	210.65	No
2160-GPFXD	Male	0	Yes	Yes	54	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	65.65	3566.7	No
2065-MMKGR	Female	0	No	No	29	Yes	Yes	DSL	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	71	2080.1	No
5857-TYBCJ	Male	1	Yes	No	44	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.2	4040.2	No
1498-NHTLT	Male	0	Yes	Yes	59	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	86.75	5186	No
4484-CGXFK	Female	0	No	No	3	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.3	196.15	Yes
1402-PTHGN	Female	0	Yes	Yes	18	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	61.5	1087.45	No
4176-RELJR	Male	1	No	No	67	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)	25.1	1672.15	No
6214-EDAKZ	Female	0	Yes	Yes	22	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	55.15	1206.05	Yes
5199-FPUSP	Male	0	No	Yes	33	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	No	Credit card (automatic)	34.05	1113.95	No
6377-KSLXC	Male	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	No	Mailed check	19.95	107.05	No
1796-JANOW	Female	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	No	Mailed check	19.95	38.15	No
0238-WHBIQ	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.7	6339.3	No
8735-NBLWT	Male	0	No	Yes	9	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	20.4	184.1	No
6651-RLGGM	Male	0	Yes	Yes	67	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	26.3	1688.9	No
6127-ISGTU	Female	0	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.95	1378.25	Yes
1614-JBEBI	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	Month-to-month	Yes	Mailed check	20.7	137.6	No
8740-XLHDR	Male	0	No	No	5	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	43.25	219	Yes
1208-DNHLN	Male	0	Yes	Yes	23	Yes	Yes	DSL	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	48.35	1067.15	Yes
1761-AEZZR	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.55	79.55	Yes
3923-CSIHK	Female	1	Yes	No	50	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.05	3444.85	Yes
5696-EXCYS	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	Two year	No	Credit card (automatic)	19.45	369.05	No
5795-KTGUD	Female	0	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.8	7553.6	No
7120-RFMVS	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	84.5	84.5	Yes
7924-GJZFI	Female	1	Yes	No	25	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.3	1813.1	No
4702-HDRKD	Male	0	No	No	67	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	49.35	3321.35	No
8512-WIWYV	Male	0	No	No	32	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)	20.35	707.5	No
5897-ZYEKH	Female	1	Yes	No	67	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	105.6	7112.15	No
5456-ITGIC	Male	1	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	64.45	4641.1	No
7317-GGVPB	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.6	7690.9	Yes
1406-PUQVY	Male	0	No	Yes	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	49.9	49.9	No
1322-AGOQM	Male	0	No	No	46	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	30.3	1380.1	Yes
3677-IYRBF	Female	1	No	No	2	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	30.4	78.65	Yes
5692-FPTAH	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.4	45.4	Yes
9114-AAFQH	Female	0	Yes	No	48	Yes	No	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	65.65	3094.65	No
8715-KKTFG	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.3	6518.35	No
1550-LOAHA	Female	0	Yes	No	32	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	84.15	2585.95	Yes
1728-BQDMA	Female	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.45	82.7	No
0268-QKIWO	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	No	Electronic check	19.75	58.85	Yes
0876-WDUUZ	Female	0	No	No	5	Yes	No	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.4	425.9	Yes
5117-ZSMHQ	Female	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	89.9	6342.7	No
5151-HQRDG	Male	0	Yes	No	37	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	55.05	2030.75	No
0960-HUWBM	Male	0	Yes	Yes	65	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.1	6700.05	No
6465-GSRCL	Female	0	No	Yes	67	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.6	7244.7	No
0617-FHSGK	Male	0	No	Yes	49	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	75.2	3678.3	Yes
0263-FJTQO	Male	0	Yes	Yes	50	Yes	Yes	DSL	Yes	No	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	70.5	3486.65	No
7319-ZNRTR	Male	0	Yes	Yes	25	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.6	411.15	No
2858-MOFSQ	Female	0	No	Yes	17	Yes	Yes	DSL	No	No	Yes	No	No	No	One year	Yes	Mailed check	55.85	937.5	Yes
7503-EPSZW	Female	0	Yes	Yes	64	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	24.05	1559.15	No
7089-XXAYG	Male	0	Yes	No	25	No	No phone service	DSL	No	No	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	38.1	970.4	No
8118-LSUEL	Male	1	No	No	23	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.4	2483.5	Yes
8070-AAWZP	Male	1	Yes	No	24	No	No phone service	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	34.25	828.2	No
1666-JXLKU	Female	0	No	No	37	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.05	3810.55	No
7855-DIWPO	Female	0	No	No	21	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	68.65	1493.2	No
5133-POWUA	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.8	45.8	No
5652-MSDEY	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	75.75	777.3	No
7005-CCBKV	Male	0	No	No	6	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.4	556.35	Yes
1810-BOHSY	Male	0	Yes	No	51	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Credit card (automatic)	96.4	4911.05	No
1784-BXEFA	Female	0	No	No	10	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	20.55	187.35	No
7351-MHQVU	Female	0	No	No	6	No	No phone service	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	50.95	307.6	No
9224-VTYID	Male	0	Yes	Yes	47	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	90.5	4318.35	No
9500-IWPXQ	Female	0	Yes	Yes	61	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Electronic check	79.4	4820.55	No
5762-TJXGK	Female	0	No	No	52	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	58.75	3038.55	No
4504-YOULA	Female	0	Yes	Yes	35	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	59.45	2136.9	No
5569-IDSEY	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.7	7472.15	No
4250-FDVOU	Female	0	No	No	6	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	56.25	389.1	Yes
7284-ZZLOH	Male	0	Yes	No	45	Yes	No	DSL	Yes	No	Yes	No	No	No	Two year	No	Credit card (automatic)	53.3	2296.25	No
5277-ZLOOR	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.55	187.45	Yes
2141-RRYGO	Female	0	No	No	4	Yes	No	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	68.65	261.25	Yes
1777-JYQPJ	Male	0	No	No	2	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.3	38.45	No
6376-GAHQE	Male	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	77.85	299.2	Yes
3401-URHDA	Male	0	No	No	51	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	No	Credit card (automatic)	59.9	3043.6	No
1599-EAHXY	Male	0	Yes	Yes	60	Yes	Yes	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)	23.95	1506.4	No
8631-XVRZL	Male	0	No	No	9	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	20.15	163.7	No
5052-PNLOS	Male	0	No	No	3	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.35	323.25	Yes
3853-LYGAM	Male	0	No	No	17	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.65	1640	No
6979-ZNSFF	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	87.05	762.1	Yes
5751-USDBL	Male	0	Yes	Yes	46	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	81	3846.35	No
5680-LQOGP	Female	0	No	No	68	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	82.45	5646.6	No
2386-LAHRK	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	53.5	53.5	Yes
8189-DUKMV	Female	0	Yes	No	4	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)	20.5	79.05	No
6032-IGALN	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.1	25.1	Yes
9931-DCEZH	Male	0	No	Yes	28	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	54.4	1516.6	No
1898-JSNDC	Female	0	No	No	39	Yes	No	DSL	No	Yes	No	No	Yes	No	One year	Yes	Credit card (automatic)	58.6	2224.5	No
0315-LVCRK	Male	0	No	No	11	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	84.8	888.75	No
3911-RSNHI	Female	0	Yes	No	71	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	61.4	4310.35	No
2410-CIYFZ	Male	0	No	Yes	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	No	Mailed check	20.4	42.9	No
4248-HCETZ	Male	1	Yes	No	30	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	79.65	2365.15	Yes
5505-OVWQW	Female	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	No	Mailed check	20.15	353.65	No

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