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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
2277-AXSDC	Female	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	Bank transfer (automatic)	19.75	624.15	No
9442-JTWDL	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	Credit card (automatic)	20.05	237.7	No
0979-PHULV	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.45	7007.6	Yes
3067-SVMTC	Female	0	Yes	No	68	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	55.9	3848.8	No
5495-GPSRW	Male	0	No	No	20	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	19.7	419.4	No
7606-BPHHN	Male	0	No	No	72	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)	19.8	1468.75	No
4742-DRORA	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	95.4	5812	No
0111-KLBQG	Male	1	Yes	Yes	32	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	93.95	2861.45	No
4800-VHZKI	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	Yes	Mailed check	19.9	19.9	Yes
7989-CHGTL	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	19.6	19.6	Yes
0334-GDDSO	Male	1	No	No	3	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81.35	233.7	Yes
4163-NCJAK	Female	0	Yes	No	46	Yes	Yes	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)	24.45	1066.15	No
5233-AOZUF	Female	0	Yes	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	2149.05	No
5973-EJGDP	Male	0	No	No	51	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	87.35	4473	No
1996-DBMUS	Female	1	Yes	No	48	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.65	3545.05	No
7916-VCCPB	Female	0	Yes	Yes	16	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	73.25	1195.75	No
4686-GEFRM	Male	0	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	98.7	6858.9	No
5249-QYHEX	Female	0	Yes	Yes	40	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	24.8	1024.7	No
0578-SKVMF	Female	0	Yes	Yes	22	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	83.3	1845.9	Yes
5564-NEMQO	Female	1	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.3	75.3	Yes
2233-FAGXV	Female	0	Yes	Yes	5	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	24.3	132.25	No
5605-IYGFG	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.85	515.45	No
7663-ZTEGJ	Male	0	No	Yes	29	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	100.55	2830.45	No
3935-TBRZZ	Male	0	Yes	Yes	44	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	25.7	1110.5	No
8111-BKVDS	Female	0	No	No	10	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	40.7	449.3	No
2055-SIFSS	Female	1	Yes	No	55	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	51.65	2838.55	No
2806-MLNTI	Male	1	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.1	5376.4	No
8734-DKSTZ	Female	0	Yes	Yes	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.95	858.6	No
4360-PNRQB	Male	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.6	1395.05	No
6152-ONASV	Female	0	Yes	No	68	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	58.25	3975.7	No
9063-ZGTUY	Female	0	Yes	Yes	61	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	19.4	1182.55	Yes
7781-HVGMK	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	65.2	4784.45	No
2181-UAESM	Male	0	No	No	2	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Electronic check	53.45	119.5	No
2957-LOLHO	Male	0	No	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	45.4	518.9	Yes
6048-NJXHX	Male	0	Yes	No	41	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Electronic check	19.75	899.45	No
2320-SLKMB	Female	0	No	No	26	No	No phone service	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	44.45	1183.8	No
4980-URKXC	Male	0	Yes	No	36	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)	20.85	720.05	No
4376-KFVRS	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	114.05	8468.2	No
5886-VLQVU	Male	0	Yes	No	35	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.85	3161.2	No
3577-AMVUX	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	55.05	55.05	No
0771-WLCLA	Female	0	Yes	Yes	16	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	112.95	1882.55	No
5628-RKIFK	Female	1	No	No	49	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	101.55	5070.4	No
0206-TBWLC	Female	0	Yes	No	54	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	114.65	6049.5	No
2937-FTHUR	Female	0	No	Yes	18	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	No	Electronic check	64.8	1166.7	No
1910-FMXJM	Female	0	Yes	No	36	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.4	2937.65	No
7752-XUSCI	Female	0	No	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.9	6396.45	Yes
4110-PFEUZ	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	69.55	69.55	Yes
0732-OCQOC	Female	0	Yes	Yes	52	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Bank transfer (automatic)	25.05	1270.25	No
5168-MSWXT	Male	0	Yes	Yes	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	759.55	No
1090-ESELR	Male	0	Yes	Yes	72	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	105.5	7611.55	No
8592-PLTMQ	Female	0	No	No	64	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	24.7	1642.75	No
5760-WRAHC	Female	1	No	No	22	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Mailed check	69.75	1545.4	No
8847-GEOOQ	Male	0	Yes	No	60	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	60.2	3582.4	No
0256-LTHVJ	Female	0	Yes	Yes	28	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.05	2227.1	Yes
4785-FCIFB	Female	0	Yes	No	61	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	24.4	1417.9	No
8313-NDOIA	Female	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.15	2494.65	No
5149-CUZUJ	Male	0	Yes	Yes	28	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	92.9	2768.35	No
0942-KOWSM	Female	0	Yes	Yes	30	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	80.8	2369.3	No
4237-CLSMM	Male	0	Yes	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	20	38	No
1452-VOQCH	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.1	75.1	No
4719-UMSIY	Male	0	No	Yes	6	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	19.65	100.9	No
6614-VBEGU	Female	0	Yes	No	24	Yes	No	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	69.45	1614.05	No
0880-TKATG	Male	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	101.15	385.9	Yes
3811-VBYBZ	Male	0	No	No	7	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	673.25	Yes
1480-BKXGA	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.05	8404.9	No
2996-XAUVF	Male	0	No	No	70	No	No phone service	DSL	No	No	No	Yes	No	Yes	Two year	Yes	Mailed check	40.05	2799.75	No
9076-AXYIK	Male	1	Yes	No	64	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	102.1	6538.45	No
5968-XQIVE	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	One year	Yes	Electronic check	89.7	6588.95	No
8896-RAZCR	Female	0	No	Yes	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	Mailed check	19.9	868.1	No
4640-UHDOS	Female	0	Yes	Yes	13	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	55.95	734.35	Yes
4933-IKULF	Female	1	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	20.65	330.6	No
3583-EKAPL	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55	55	Yes
1304-BCCFO	Male	0	Yes	No	9	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	70.05	564.4	No
4104-PVRPS	Male	0	Yes	No	24	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	53.6	1315.35	No
9399-APLBT	Female	0	Yes	Yes	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	74.7	Yes
2359-KMGLI	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.25	1861.5	Yes
3780-DDGSE	Male	1	Yes	Yes	35	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	76.05	2747.2	No
4431-EDMIQ	Female	0	Yes	Yes	7	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	75.7	554.05	No
0306-JAELE	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	96.1	453.4	Yes
6227-HWPWX	Female	0	No	Yes	15	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69	994.8	Yes
0486-LGCCH	Male	0	Yes	Yes	11	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	19.65	225.75	No
0447-BEMNG	Female	0	Yes	No	48	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	45.3	2145	Yes
4612-SSVHJ	Female	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.45	1671.6	No
5168-MQQCA	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	108.5	8003.8	No
5949-XIKAE	Female	0	Yes	Yes	8	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.55	680.05	Yes
7971-HLVXI	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Two year	Yes	Credit card (automatic)	84.5	6130.85	No
9094-AZPHK	Female	0	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.15	1415	No
3649-JPUGY	Male	0	No	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	88.6	6201.95	No
4472-LVYGI	Female	0	Yes	Yes	0	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	52.55		No
8372-JUXUI	Male	0	No	Yes	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	74.35	Yes
3552-CTCYF	Male	0	Yes	Yes	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.8	6597.25	No
6778-YSNIH	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	59	114.15	No
0388-EOPEX	Female	0	Yes	No	2	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	139.4	Yes
5756-OZRIO	Male	1	Yes	No	61	Yes	Yes	DSL	No	Yes	No	No	No	Yes	One year	No	Bank transfer (automatic)	64.05	3902.6	No
6579-JPICP	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	No	Mailed check	20.4	20.4	No
8205-OTCHB	Male	0	No	No	22	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	43.75	903.6	Yes
4134-BSXLX	Male	0	Yes	No	28	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	60.9	1785.65	No
0505-SPOOW	Female	0	Yes	No	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	Bank transfer (automatic)	19.8	1397.65	No
6235-VDHOM	Female	1	No	No	5	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	28.45	131.05	Yes
7783-YKGDV	Female	0	No	No	12	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.7	1238.45	Yes