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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
7973-DZRKH	Female	0	No	Yes	66	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	90.95	5930.05	No
5914-DVBWJ	Female	1	No	No	18	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	85.45	1505.85	Yes
7698-YFGEZ	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	20	No
2533-QVMSK	Male	0	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Two year	Yes	Electronic check	94.1	5638.3	Yes
9773-PEQBZ	Male	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	79.85	797.25	No
8644-XLFBW	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.65	71.65	Yes
0650-BWOZN	Female	1	No	No	18	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	73.55	1359.45	No
8625-AZYZY	Male	0	Yes	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.65	2542.45	Yes
7785-RDVIG	Female	0	Yes	Yes	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	19.3	54.7	No
9602-WCXPI	Male	0	No	No	50	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)	20.15	989.05	No
2903-YYTBW	Male	0	Yes	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.55	44.55	No
3620-MWJNE	Male	0	No	No	2	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	54.45	87.3	No
8573-JGCZW	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	One year	Yes	Bank transfer (automatic)	19.65	351.55	No
6837-HAEVO	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	105	7297.75	No
6701-YVNQG	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	88.7	6301.7	No
9306-CPCBC	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.25	210.3	Yes
4304-XUMGI	Male	1	Yes	Yes	50	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Bank transfer (automatic)	75.15	3822.45	No
9504-YAZWB	Female	0	No	No	53	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	20.25	1048.45	No
8819-ZBYNA	Female	0	Yes	No	58	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	109.1	6393.65	No
6174-NRBTZ	Male	0	No	No	46	No	No phone service	DSL	Yes	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	30.75	1489.3	No
9481-IEBZY	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	112.9	8061.5	No
1833-VGRUM	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.2	74.2	Yes
6137-NICCO	Female	0	Yes	Yes	6	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	94.05	518.75	No
9065-ZCPQX	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	78.85	5763.15	No
6402-EJMWF	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	55.3	238.5	No
3620-EHIMZ	Female	0	Yes	Yes	52	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	1031.7	No
3213-VVOLG	Male	0	Yes	Yes	0	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	25.35		No
6870-ECSHE	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	One year	No	Mailed check	20.45	34.8	No
8747-UDCOI	Female	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	No	Bank transfer (automatic)	19.35	1319.95	No
8374-XGEJJ	Male	1	Yes	No	43	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101	4388.4	Yes
2656-TABEH	Male	0	Yes	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.2	420.2	Yes
6946-LMSQS	Male	1	Yes	No	25	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	One year	Yes	Electronic check	89.05	2177.45	Yes
4626-OZDTJ	Female	0	Yes	No	51	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	78.65	3950.85	No
9169-BSVIN	Male	0	No	No	12	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	74.75	827.05	No
2325-ZUSFD	Female	0	Yes	Yes	57	Yes	No	DSL	Yes	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	70.1	3913.3	Yes
8194-PEEBY	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	One year	No	Mailed check	19.9	533.5	No
6872-HXFNF	Female	0	Yes	No	64	Yes	Yes	DSL	No	No	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	58.35	3756.45	No
3932-CMDTD	Female	0	No	No	4	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	105.65	443.9	Yes
7714-YXSMB	Female	0	No	No	26	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	100.5	2599.95	No
8387-UGUSU	Female	0	Yes	Yes	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	20.05	284.3	No
1080-BWSYE	Male	1	Yes	No	64	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)	25.65	1740.8	No
4039-HEUNW	Male	1	Yes	No	36	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.5	3436.1	Yes
1194-HVAIF	Female	0	Yes	No	27	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	95	2462.55	No
0812-WUPTB	Male	1	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.85	70.85	Yes
3594-UVONA	Female	0	No	No	35	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	85.95	3110.1	Yes
0004-TLHLJ	Male	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	73.9	280.85	Yes
1767-TGTKO	Female	0	Yes	Yes	8	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.45	411.75	No
8439-LTUGF	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	Credit card (automatic)	20	198.6	No
8805-JNRAZ	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	49.2	103.7	No
5089-IFSDP	Female	0	Yes	No	58	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.45	6144.55	Yes
6418-HNFED	Male	0	Yes	No	51	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	83.25	4089.45	No
0206-OYVOC	Female	0	Yes	Yes	46	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	19.25	864.2	No
7291-CDTMJ	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	Bank transfer (automatic)	19.65	19.65	No
7128-GGCNO	Male	0	No	No	46	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	72.8	3249.4	No
0237-YFUTL	Female	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	109.65	5405.8	No
7691-KGKGP	Male	0	Yes	Yes	53	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	No	Credit card (automatic)	65	3363.8	No
6710-HSJRD	Male	0	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	114.1	7132.15	No
3675-EQOZA	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	Bank transfer (automatic)	20.65	93.55	No
0840-DCNZE	Male	0	No	No	47	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	86.95	4138.9	No
1732-FEKLD	Female	0	No	No	54	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	94.75	5121.75	No
9862-KJTYK	Male	0	No	Yes	19	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	25.35	566.1	No
0479-HMSWA	Female	0	No	Yes	26	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	105.45	2715.3	No
5854-KSRBJ	Male	0	Yes	Yes	70	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	25.4	1782.05	No
0365-BZUWY	Male	0	Yes	No	17	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.55	1742.5	No
4817-VYYWS	Female	0	No	No	30	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.2	2983.8	Yes
5701-SVCWR	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	24	24	No
3129-AAQOU	Female	0	Yes	Yes	19	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	25.6	485.9	No
4922-CVPDX	Female	0	Yes	No	26	Yes	No	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	73.5	1905.7	No
1396-QWFBJ	Female	0	Yes	Yes	21	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.05	1565.7	Yes
1357-BIJKI	Male	0	Yes	No	50	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	98.25	4858.7	No
1099-BTKWT	Female	0	Yes	No	68	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	54.4	3723.65	No
5299-SJCZT	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	101.55	298.35	Yes
2018-PZKMU	Male	0	Yes	Yes	9	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	103.1	970.45	No
7340-KEFQE	Female	0	Yes	Yes	51	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	34.2	1782	No
4570-QHXHL	Female	0	No	No	9	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	43.75	405.7	No
2403-BCASL	Male	1	Yes	Yes	41	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.95	4534.9	Yes
7392-YYPYJ	Male	0	No	No	22	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.65	2415.95	No
2898-LSJGD	Female	0	Yes	Yes	21	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	55.95	1157.05	Yes
2223-GDSHL	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.05	8297.5	No
7359-PTSXY	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.75	45.75	Yes
9470-RTWDV	Male	0	Yes	Yes	26	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	82	2083.1	No
2176-OSJUV	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	65.15	4681.75	No
9348-YVOMK	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.8	176.2	No
8104-OSKWT	Female	0	No	No	12	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	79.8	1001.2	No
4521-YEEHE	Female	0	Yes	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	88.85	1594.75	No
4090-KPJIP	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	212.4	No
3786-WOVKF	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.85	7677.4	No
4503-BDXBD	Male	0	No	No	11	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	74.95	815.5	Yes
6086-ESGRL	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	80.15	80.15	Yes
2592-HODOV	Male	0	No	No	13	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)	19.3	259.65	No
3886-CERTZ	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	109.25	8109.8	Yes
7995-ZHHNZ	Male	0	Yes	No	42	Yes	Yes	DSL	Yes	No	No	No	No	No	One year	No	Credit card (automatic)	56.1	2386.85	No
3824-RHKVR	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	Month-to-month	No	Credit card (automatic)	19.7	340.35	No
5816-SCGFC	Female	1	No	No	7	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	51.3	419.35	No
5989-AXPUC	Female	0	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	118.6	7990.05	No
4979-HPRFL	Male	0	Yes	Yes	56	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)	24.15	1402.25	No
8590-OHDIW	Female	0	Yes	Yes	38	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	20.3	749.35	No
8015-IHCGW	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	115.5	8425.15	No
2332-TODQS	Female	0	No	No	48	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)	25.05	1171.5	No
9278-VZKCD	Female	1	Yes	No	52	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	109.1	5647.95	No

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