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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
1131-ALZWV	Female	0	No	No	24	Yes	Yes	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)	24.6	605.25	No
7729-XBTWX	Male	0	Yes	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	Yes	Mailed check	19.75	1344.5	No
9134-WYRVP	Male	0	No	No	51	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	One year	No	Mailed check	86.35	4267.15	No
3284-SVCRO	Female	0	Yes	No	45	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	25.5	1121.05	No
9732-OUYRN	Female	0	Yes	No	49	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	918.7	No
0559-CKHUS	Female	0	Yes	No	29	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	19.55	521.8	No
2931-SVLTV	Male	0	Yes	Yes	40	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	110.1	4469.1	No
6899-PPEEA	Female	1	No	No	37	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.55	3580.3	Yes
7504-UWHNB	Male	0	No	No	25	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.75	1729.35	No
2582-FFFZR	Female	0	No	No	22	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.6	1073.3	No
8908-NMQTX	Male	0	No	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	65.6	4566.5	No
2187-LZGPL	Female	0	No	No	7	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	40.1	293.3	Yes
1431-AIDJQ	Male	0	Yes	Yes	33	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	82.1	2603.1	No
6288-LBEAR	Female	0	No	No	23	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	79.1	1783.75	No
4597-NUCQV	Male	1	No	No	24	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.25	2440.15	Yes
9019-QVLZD	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	79.55	79.55	Yes
8413-YNHNV	Male	0	No	No	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	90.65	6322.1	No
5808-TOTXO	Female	0	No	Yes	3	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Credit card (automatic)	20.55	57.4	No
4369-NYSCF	Male	0	No	No	56	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	75.75	4284.65	No
6333-YDVLT	Male	0	No	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	110	7138.65	No
5324-KTGCG	Male	0	Yes	No	71	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	20.85	1539.75	No
5599-HVLTW	Female	1	No	No	14	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.35	1058.1	No
7394-LWLYN	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	123.8	No
3707-LRWZD	Female	0	No	No	32	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	One year	No	Electronic check	84.05	2781.85	Yes
6873-UDNLD	Male	0	No	No	40	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	67.45	2731	No
2700-LUEVA	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	Credit card (automatic)	20.75	20.75	No
1455-ESIQH	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.1	89.1	Yes
0958-YHXGP	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.9	497.3	No
1101-SSWAG	Female	0	Yes	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	51.1	711.15	No
2979-SXESE	Female	0	Yes	Yes	17	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	94.4	1607.2	Yes
4013-TLDHQ	Male	0	No	No	19	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	78.25	1490.95	Yes
5743-KHMNA	Male	0	No	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)	25.55	1898.1	No
4194-FJARJ	Female	0	Yes	Yes	54	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	60	3273.95	No
5325-UWTWJ	Male	0	Yes	No	31	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	90.55	2929.75	No
3969-GYXEL	Female	0	No	No	11	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	76.4	838.7	No
9208-OLGAQ	Female	1	No	No	18	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	84.95	1443.65	No
3244-CQPHU	Female	1	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.1	7746.7	No
2674-MLXMN	Female	1	No	No	71	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.65	6951.15	No
9708-HPXWZ	Male	1	No	No	5	No	No phone service	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	No	Credit card (automatic)	45.4	214.75	No
6992-TKNYO	Male	0	Yes	No	38	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	69	2669.45	No
4468-YDOVK	Male	0	No	Yes	5	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	48.65	235.2	No
3754-DXMRT	Male	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.15	92.65	Yes
5792-JALQC	Female	1	No	No	52	Yes	Yes	DSL	Yes	No	Yes	No	No	No	Two year	No	Bank transfer (automatic)	59.85	3103.25	No
7130-VTEWQ	Female	1	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.75	606.25	Yes
2200-DSAAL	Female	0	No	No	68	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	80.65	5330.2	No
4302-ZYFEL	Male	0	Yes	Yes	69	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Credit card (automatic)	20.55	1403.1	No
9351-LZYGF	Female	0	Yes	No	42	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	66.4	2727.8	No
4366-CTOUZ	Female	0	No	No	50	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	100.2	5038.45	No
6121-VZNQB	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	19.1	19.1	Yes
7903-CMPEY	Male	1	Yes	No	1	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.3	80.3	Yes
1518-OMDIK	Male	0	Yes	No	33	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.55	1462.6	No
6671-NGWON	Female	0	No	No	7	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	20.35	150.6	No
0595-ITUDF	Male	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	91.8	5960.5	No
6996-KNSML	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.9	74.9	Yes
1955-IBMMB	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	Yes	Bank transfer (automatic)	20.2	1192.3	No
0096-BXERS	Female	0	Yes	No	6	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	50.35	314.55	No
3806-YAZOV	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	Mailed check	18.8	56	No
7998-ZLXWN	Female	0	Yes	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	Credit card (automatic)	20.45	330.8	No
6253-WRFHY	Male	0	Yes	Yes	13	Yes	No	DSL	No	No	No	No	Yes	Yes	One year	Yes	Electronic check	64.75	877.35	No
9133-AYJZG	Female	0	No	No	23	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.7	2249.1	No
2675-OTVVJ	Male	1	Yes	No	31	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Electronic check	89.45	2807.65	No
8680-CGLTP	Male	0	No	No	29	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Electronic check	58.75	1696.2	No
8430-TWCBX	Female	0	Yes	No	49	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)	20.7	1032.05	No
5018-GWURO	Female	0	Yes	No	56	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	85.6	4902.8	No
6741-QRLUP	Female	0	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	80.3	4995.35	No
4737-HOBAX	Male	0	Yes	No	63	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	79.8	5034.05	No
0537-QYZZN	Male	1	Yes	Yes	24	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	79.85	1857.75	No
3340-QBBFM	Male	1	Yes	No	36	Yes	No	DSL	No	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	54.1	1992.85	No
1704-NRWYE	Female	1	No	No	9	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.85	751.65	Yes
2592-SEIFQ	Male	0	No	No	3	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	24.75	66.95	Yes
8200-KLNYW	Female	0	Yes	No	21	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Mailed check	80.9	1714.95	No
3372-CDXFJ	Male	0	Yes	Yes	13	Yes	Yes	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)	24.5	343.6	No
4781-ZXYGU	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	Month-to-month	Yes	Bank transfer (automatic)	20.15	20.15	No
7632-YUTXB	Female	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	Mailed check	20.05	520.1	No
2718-YSKCS	Male	0	Yes	Yes	71	Yes	No	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)	19.6	1387.45	No
9896-UYMIE	Male	0	No	No	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	114.3	7383.7	No
0853-NWIFK	Female	0	No	No	45	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	100.3	4483.95	No
8212-CRQXP	Female	0	Yes	No	22	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	80	1706.45	No
6980-CDGFC	Female	0	Yes	No	67	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)	20.85	1327.4	No
7691-XVTZH	Female	0	Yes	No	68	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	89.95	5974.3	No
2520-SGTTA	Female	0	Yes	Yes	0	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	20		No
7481-ATQQS	Female	1	No	No	49	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.85	4515.85	Yes
2277-VWCNI	Female	1	No	No	4	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	48.75	179.85	No
1088-CNNKB	Male	0	Yes	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	80	5040.2	No
8642-GVWRF	Female	0	Yes	No	2	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	79.7	165	Yes
1930-BZLHI	Male	0	No	No	21	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	20.35	422.7	No
3400-ESFUW	Male	0	Yes	Yes	55	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	57.55	3046.4	Yes
5868-YTYKS	Male	0	No	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	20.25	20.25	No
3525-DVKFN	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	Two year	No	Mailed check	19.4	358.05	No
1482-OXZSY	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	100.4	2936.25	No
0377-JBKKT	Male	0	Yes	Yes	22	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	57.95	1271.8	No
5778-BVOFB	Female	0	No	No	9	Yes	No	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	59.5	530.05	No
3373-YZZYM	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	Month-to-month	No	Mailed check	19.2	19.2	No
2057-ZBLPD	Female	0	Yes	No	21	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.5	1808.7	Yes
0228-MAUWC	Male	0	No	No	19	Yes	Yes	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	59.55	1144.6	No
5502-RLUYV	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.95	7446.9	Yes
0023-HGHWL	Male	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.1	25.1	Yes
7663-YJHSN	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	103.95	7556.9	No
4915-BFSXL	Male	0	Yes	Yes	70	Yes	Yes	DSL	Yes	No	Yes	No	Yes	No	Two year	No	Credit card (automatic)	68.95	4858.7	No
3086-RUCRN	Female	0	No	No	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.1	6595	No

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