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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
9323-HGFWY	Female	0	Yes	No	27	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	101.9	2681.15	No
8544-GOQSH	Female	0	No	No	14	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	80.05	1112.3	No
3363-DTIVD	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	No	Electronic check	105.55	7405.5	No
7018-WBJNK	Male	0	No	Yes	13	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	78.3	1033.95	No
9142-KZXOP	Male	0	No	No	44	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	68.85	2958.95	No
7674-YTAFD	Female	0	No	No	33	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	79.95	2684.85	No
6348-SNFUS	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	55.45	4179.2	No
1285-OKIPP	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	79.9	79.9	Yes
7825-ECJRF	Female	0	No	No	19	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	106.6	1934.45	Yes
1347-KTTTA	Male	0	Yes	No	64	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	102.45	6654.1	No
7841-TZDMQ	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	46	84.5	Yes
4195-NZGTA	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.25	25.25	No
7157-SMCFK	Male	0	No	Yes	61	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	1124.2	No
4709-LKHYG	Female	0	Yes	Yes	29	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	20	540.05	No
2504-DSHIH	Male	1	Yes	No	23	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	86.8	1975.85	No
0699-NDKJM	Female	0	Yes	No	57	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	58.75	3437.45	No
9286-BHDQG	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	45.25	3139.8	No
0230-WEQUW	Male	0	Yes	No	66	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	56.6	3789.2	No
2040-LDIWQ	Male	0	Yes	Yes	65	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.2	5324.5	No
6496-JDSSB	Female	0	No	No	8	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	80	624.6	No
9408-SSNVZ	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	268.35	Yes
4443-EMBNA	Female	0	Yes	No	71	Yes	Yes	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)	24.75	1836.9	No
6469-MRVET	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	Yes	Electronic check	20.2	20.2	No
0742-MOABM	Male	0	Yes	No	4	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	50.05	179.35	Yes
5961-VUSRV	Female	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	One year	Yes	Bank transfer (automatic)	19.35	219.35	No
6778-JFCMK	Male	0	No	No	24	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	One year	Yes	Mailed check	50.6	1288.75	No
6341-JVQGF	Female	0	Yes	Yes	31	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	81.15	2545.75	No
2232-DMLXU	Female	0	Yes	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	55.2	55.2	Yes
4811-JBUVU	Male	0	No	No	30	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	89.9	2723.15	No
0945-TSONX	Female	0	Yes	Yes	47	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.3	4107.25	No
2651-ZCBXV	Male	0	No	No	54	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108	5760.65	No
3316-UWXUY	Male	0	No	No	50	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	93.5	4747.5	No
8937-RDTHP	Male	0	No	No	1	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	84.6	84.6	Yes
7083-MIOPC	Female	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	No	Credit card (automatic)	20.25	1566.9	No
1984-GPTEH	Female	0	No	No	29	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	25.15	702	No
1251-KRREG	Male	0	No	No	2	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	54.4	114.1	Yes
0621-JFHOL	Female	0	No	No	10	No	No phone service	DSL	No	No	No	Yes	No	No	Two year	Yes	Mailed check	29.6	299.05	No
9903-LYSAB	Male	0	Yes	No	18	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.15	1305.95	No
0094-OIFMO	Female	1	No	No	11	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95	1120.3	Yes
9227-UAQFT	Male	0	No	No	16	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	284.35	No
7301-ABVAD	Female	0	No	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.6	6350.5	No
6614-FHDBO	Male	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	109.2	7878.3	No
7576-ASEJU	Female	0	Yes	Yes	41	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	74.7	3187.65	No
9058-HRZSV	Female	1	Yes	No	65	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	No	Electronic check	94.4	6126.15	No
4522-AKYLR	Female	1	No	No	13	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	54.8	731.3	No
0221-WMXNQ	Male	1	No	No	4	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	75.35	273.4	No
0303-UNCIP	Male	0	No	No	41	Yes	Yes	DSL	No	No	Yes	No	No	Yes	One year	No	Mailed check	65	2531.8	No
9947-OTFQU	Male	1	No	No	15	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	1074.3	Yes
0322-YINQP	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	48.55	48.55	Yes
0959-WHOKV	Male	0	No	No	42	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	99	4298.45	No
4075-JFPGR	Female	0	Yes	No	51	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	93.5	4619.55	No
4629-NRXKX	Female	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.4	147.15	Yes
9514-JDSKI	Male	1	Yes	No	1	No	No phone service	DSL	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	40.2	40.2	Yes
3282-ZISZV	Male	0	No	Yes	32	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	83.7	2633.3	No
3675-YDUPJ	Male	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	19.85	193.05	No
4111-BNXIF	Female	0	Yes	Yes	67	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	59.55	4103.9	No
7017-VFHAY	Female	0	Yes	Yes	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.1	7008.15	No
6655-LHBYW	Male	0	No	No	50	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	114.35	5791.1	No
4959-JOSRX	Female	0	Yes	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.6	80.55	Yes
5046-NUHWD	Female	1	Yes	No	29	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	45	1228.65	No
7273-TEFQD	Male	1	No	No	3	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	41.15	132.2	Yes
3606-TWKGI	Male	1	No	No	13	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.9	1364.3	Yes
7529-ZDFXI	Male	1	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.85	4925.35	No
7605-BDWDC	Female	0	No	No	31	No	No phone service	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	49.85	1520.1	No
1950-KSVVJ	Female	0	Yes	No	45	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Mailed check	113.3	5032.25	No
0123-CRBRT	Female	0	Yes	Yes	61	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	88.1	5526.75	No
6292-TOSSS	Male	0	No	No	50	Yes	Yes	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)	24.9	1195.25	No
3197-ARFOY	Female	1	No	No	19	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	105	2007.25	No
6323-AYBRX	Male	0	No	No	59	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	19.35	1099.6	Yes
7014-ZZXAW	Female	0	Yes	No	71	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)	24.25	1732.95	No
4385-GZQXV	Female	1	No	No	16	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	94.45	1511.2	Yes
7633-MVPUY	Male	0	Yes	No	57	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Electronic check	59.75	3450.15	No
6366-ZGQGL	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	24.8	24.8	Yes
4716-HHKQH	Male	1	Yes	No	20	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	107.05	2172.05	No
5940-AHUHD	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.6	70.6	Yes
6432-TWQLB	Male	0	Yes	No	5	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	85.4	401.1	Yes
4484-GLZOU	Female	0	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.05	5624.85	Yes
3179-GBRWV	Male	1	Yes	No	21	Yes	No	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	64.95	1339.8	No
8645-KWHJO	Male	0	No	No	14	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	55	771.95	No
4130-MZLCC	Female	0	No	No	5	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	50.55	244.75	No
0314-TKOSI	Female	0	No	No	6	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Mailed check	55.15	322.9	No
8229-MYEJZ	Female	0	No	No	10	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	51.2	498.25	No
2080-SRCDE	Female	0	No	Yes	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	No	Mailed check	25.4	25.4	No
9577-WJVCQ	Female	0	No	No	68	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	54.45	3687.75	No
9512-UIBFX	Male	0	Yes	Yes	18	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	95.15	1779.95	Yes
6202-DYYFX	Female	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	76	1783.6	No
3808-HFKDE	Female	0	No	No	20	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.35	927.15	No
5583-SXDAG	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70	70	Yes
3488-PGMQJ	Male	1	No	No	8	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.5	606.55	Yes
3580-REOAC	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.85	435.4	Yes
7534-BFESC	Male	1	No	No	24	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.1	1712.7	Yes
3727-OWVYD	Male	0	No	No	35	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	No	Mailed check	61.2	2021.2	No
2294-SALNE	Male	0	Yes	Yes	23	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	One year	No	Mailed check	86.8	1940.8	No
4847-TAJYI	Female	1	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.35	567.8	No
1563-IWQEX	Female	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	Mailed check	19.7	220.35	No
8203-XJZRC	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	20.25	20.25	No
6556-DBKZF	Female	0	Yes	Yes	71	Yes	No	Fiber optic	No	No	Yes	No	No	No	Two year	No	Electronic check	76.05	5436.45	No
6851-WEFYX	Male	1	Yes	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	3437.5	No
2985-JUUBZ	Male	0	Yes	Yes	40	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	74.55	3015.75	No
6390-DSAZX	Female	0	No	Yes	1	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	73.6	73.6	Yes