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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
7521-YXVZY	Male	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	Month-to-month	No	Mailed check	19.95	58.3	No
5419-CONWX	Female	1	No	No	4	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.8	442.85	Yes
6240-EURKS	Female	0	No	Yes	18	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35	553	Yes
2373-NTKOD	Male	0	No	No	8	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	66.25	546.45	No
1970-KKFWL	Female	0	No	No	35	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)	23.3	797.1	No
6960-HVYXR	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	76	76	Yes
9337-SRRNI	Male	0	No	Yes	66	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)	25.3	1673.8	No
0895-UADGO	Male	0	No	Yes	8	No	No phone service	DSL	Yes	No	No	Yes	No	Yes	Two year	Yes	Mailed check	44.55	343.45	No
5678-VFNEQ	Female	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	104.1	7412.25	No
5977-CKHON	Female	0	Yes	Yes	43	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	92.55	4039	No
7024-OHCCK	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.85	170.85	Yes
2692-BUCFV	Male	1	No	No	29	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	101.45	2948.6	No
7861-UVUFT	Female	0	Yes	No	15	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	84.3	1308.4	Yes
1830-GGFNM	Male	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	94.55	6078.75	No
5302-BDJNT	Male	0	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Electronic check	95.5	3418.2	No
5223-UZAVK	Male	0	No	No	64	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.3	6603.8	No
4859-ZSRDZ	Female	0	Yes	Yes	58	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	55.5	3166.9	No
5651-WYIPH	Female	1	No	No	18	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.85	865.75	No
9350-VLHMB	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.55	6373.1	No
3498-LZGQZ	Male	0	Yes	Yes	63	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	19.15	1177.05	No
8785-CJSHH	Female	0	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	5985.75	No
5357-TZHPP	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	84.4	732.5	Yes
3870-SPZSI	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	113.05	7869.05	No
0680-DFNNY	Male	0	Yes	No	15	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.1	1504.05	Yes
7560-QRBXH	Female	0	No	Yes	48	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	19.95	936.7	No
7077-XJMET	Male	0	Yes	No	12	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	74.15	741.4	No
8752-GHJFU	Male	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	92	6585.2	No
6896-SRVYQ	Male	1	No	No	44	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	73.85	3122.4	No
7767-UXAGJ	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.45	50.45	Yes
4652-ODEVH	Male	0	Yes	Yes	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	24.45	1088.25	No
6510-UPNKS	Female	0	No	No	23	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)	24.8	615.35	No
6718-BDGHG	Female	0	Yes	No	43	Yes	Yes	DSL	No	No	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	64.85	2908.2	No
9046-DQMTP	Male	0	No	No	35	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)	20.75	739.9	No
6439-LAJXL	Male	0	Yes	No	9	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	68.95	593.85	No
1571-SAVHK	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	99.95	1132.75	Yes
9052-VKDUW	Female	1	Yes	No	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	109.4	7227.45	No
9546-CQJSU	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	91.4	193.6	Yes
1666-JZPZT	Male	0	No	No	27	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	49	1291.35	No
5777-KJIRB	Female	0	No	No	40	Yes	No	DSL	No	No	Yes	No	No	No	One year	Yes	Mailed check	50.25	2023.55	No
0506-LVNGN	Female	1	No	No	5	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.55	349.65	Yes
7677-SJJJK	Male	0	Yes	Yes	8	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)	19.9	153.95	No
2480-EJWYP	Female	1	Yes	No	58	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	97.8	5458.8	No
3253-HKOKL	Female	0	Yes	Yes	52	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	No	Electronic check	100.3	5244.45	No
7055-HNEOJ	Male	0	Yes	No	3	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	55.8	154.55	No
5514-YQENT	Male	0	No	Yes	41	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	111.15	4507.15	No
3211-AAPKX	Male	0	No	No	20	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	98.55	2031.95	No
8445-DNBAE	Male	0	No	Yes	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.05	50.05	No
2951-QOQTK	Male	0	No	Yes	4	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	80.8	332.45	Yes
2958-NHPPS	Male	0	No	No	23	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	20.85	473.9	No
6806-YDEUL	Female	1	No	No	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	Bank transfer (automatic)	19.5	106.8	No
1735-XMJVH	Male	0	Yes	Yes	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	19.35	152.6	No
6890-PFRQX	Male	0	No	No	18	Yes	Yes	DSL	Yes	No	Yes	No	Yes	No	Month-to-month	No	Mailed check	69.5	1199.4	No
0222-CNVPT	Male	1	No	No	52	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	48.8	2555.05	No
5899-OUVKV	Male	0	No	No	31	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.5	2979.2	No
8681-ICONS	Male	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	Month-to-month	Yes	Mailed check	20.65	654.85	No
1621-YNCJH	Female	0	Yes	No	36	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	106.05	3834.4	No
3473-XIIIT	Female	0	Yes	No	16	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100	1534.75	Yes
6362-QHAFM	Male	0	Yes	No	42	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	108.3	4586.15	No
7893-IXHRQ	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	Electronic check	20.55	20.55	Yes
3070-BDOQC	Female	0	No	No	60	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	99.65	5941.05	No
2952-QAYZF	Male	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	85.3	424.15	Yes
6234-PFPXL	Male	0	Yes	No	22	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	No	Month-to-month	No	Credit card (automatic)	95.9	2234.95	No
9824-QCJPK	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	Mailed check	20	666.75	No
4763-PGDPO	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.4	281	Yes
4283-IVYCI	Male	0	No	No	9	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Mailed check	64.95	547.8	No
1866-OBPNR	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	74.6	74.6	No
8205-MQUGY	Male	0	Yes	Yes	12	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.2	571.15	No
8970-ANWXO	Female	0	No	No	23	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	73.75	1756.6	No
9480-BQJEI	Male	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Bank transfer (automatic)	92.3	5731.45	No
5394-SVGJV	Male	0	No	No	37	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	98.8	3475.55	Yes
6979-TNDEU	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	No	Mailed check	19.2	156.85	No
9777-WJJPR	Male	0	Yes	No	31	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Credit card (automatic)	88.65	2683.2	No
9283-LZQOH	Male	0	Yes	Yes	13	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.4	896.75	Yes
7079-QRCBC	Female	0	No	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.75	2407.3	Yes
9495-SKLKD	Male	0	Yes	Yes	45	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.95	4456.65	No
6048-UWKAL	Female	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	105.4	6998.95	No
5067-DGXLL	Male	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	20.25	36.8	No
5469-CTCWN	Male	0	Yes	Yes	61	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	106	6547.7	Yes
9851-QXEEQ	Male	0	No	No	41	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.7	4346.4	Yes
6281-FKEWS	Female	0	No	No	44	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	49.05	2265	No
8898-KASCD	Male	0	No	No	39	No	No phone service	DSL	No	No	Yes	Yes	No	No	One year	No	Mailed check	35.55	1309.15	No
9242-TKFSV	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	65.1	4754.3	No
9290-SHCMB	Female	1	No	No	13	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.85	1235.55	No
0743-HNPFG	Female	0	Yes	Yes	51	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	69.75	3562.5	No
2277-BKJKN	Female	1	Yes	No	71	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	99.2	7213.75	No
9809-IMGCQ	Male	1	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.7	2082.95	Yes
5208-HFSBT	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	55.05	102.75	Yes
5035-PGZXH	Female	0	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.8	5914.4	No
8695-WDYEA	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	51.25	51.25	No
6543-JXSOO	Female	0	Yes	Yes	23	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	57.75	1282.85	No
8016-ZMGMO	Female	1	Yes	No	66	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	70.85	4738.85	No
8605-ITULD	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	No	Mailed check	19.55	19.55	No
3254-YRILK	Male	1	No	No	19	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	88.2	1775.8	Yes
6416-YJTTB	Male	0	No	No	11	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.5	795.65	No
2667-WYLWJ	Female	0	Yes	Yes	8	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	19.75	145	Yes
4472-VESGY	Female	0	Yes	Yes	52	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	98.15	4993.4	No
3195-TQDZX	Male	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	Yes	Electronic check	20.25	61.45	No
3128-YOVTD	Female	0	Yes	Yes	51	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.15	4018.55	No
0529-ONKER	Male	1	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.65	1146.65	Yes
1728-CXQBE	Male	1	Yes	No	64	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.25	6081.4	No

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