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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
0420-HLGXF	Female	1	No	No	39	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.75	4036	No
7446-KQISO	Male	0	Yes	Yes	45	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.75	4900.65	No
9823-EALYC	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	80.85	5727.45	No
0582-AVCLN	Female	0	No	No	38	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	20.3	743.05	No
5803-NQJZO	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	67.8	4804.65	No
2565-JSLRY	Male	0	No	No	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	Yes	Mailed check	24.05	24.05	Yes
2607-DHDAK	Male	0	Yes	Yes	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	1414.65	No
1073-XXCZD	Male	0	Yes	No	55	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)	25.7	1443.65	No
0743-HRVFF	Female	0	Yes	Yes	51	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	56.15	2898.95	No
4006-HKYHO	Male	0	No	No	63	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	86.7	5309.5	No
3727-JEZTU	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	20.4	20.4	No
8143-ETQTI	Female	0	Yes	Yes	23	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	19.65	451.55	No
6689-KXGBO	Female	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	50.55	50.55	Yes
9667-TKTVZ	Female	0	No	No	2	Yes	Yes	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	54.35	117.05	No
3657-COGMW	Female	1	No	No	52	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	108.1	5839.3	No
8570-KLJYJ	Female	0	No	No	36	Yes	Yes	DSL	Yes	No	No	No	No	No	One year	No	Mailed check	54.45	1893.5	No
7754-IXRMC	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.35	45.35	No
9473-CBZOP	Female	0	No	No	28	Yes	Yes	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	59	1654.45	No
2969-WGHQO	Female	0	Yes	Yes	7	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	One year	No	Electronic check	69.45	477.05	No
6615-NGGZJ	Male	0	No	No	14	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.55	1415.55	Yes
4334-HOWRP	Male	1	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	64.95	4546	No
4255-DDUOU	Female	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	Mailed check	20.5	20.5	Yes
5863-OOKCL	Female	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	No	Mailed check	18.85	163.2	No
1686-STUHN	Male	0	No	No	42	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)	19.8	849.9	No
1329-VHWNP	Female	0	No	No	7	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	25.05	189.95	No
2984-MIIZL	Male	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.8	321.9	Yes
0266-GMEAO	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	114.3	8058.55	No
5590-YRFJT	Female	0	Yes	No	20	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.45	482.8	Yes
5574-NXZIU	Male	0	No	No	63	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	109.2	7049.75	No
0019-GFNTW	Female	0	No	No	56	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	45.05	2560.1	No
4256-ZWTZI	Female	0	No	Yes	5	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	51	286.8	No
8309-PPCED	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.45	7982.5	No
4098-NAUKP	Male	1	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.65	5683.6	No
5196-WPYOW	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	No	Mailed check	60.05	3994.05	No
4608-LCIMN	Male	0	Yes	Yes	8	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	44.65	369.15	No
1485-YDHMM	Male	0	Yes	Yes	52	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.25	4631.7	No
4054-CUMIA	Female	0	Yes	Yes	18	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	401.95	No
0603-TPMIB	Female	0	Yes	Yes	59	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	25.45	1534.05	No
2525-GVKQU	Female	0	No	No	60	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	20.6	1093	No
8161-QYMTT	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.1	701.3	No
9581-GVBXT	Male	0	Yes	Yes	59	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	34.8	1980.3	No
5862-BRIXZ	Male	0	No	No	46	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	60.75	2893.4	No
5404-GGUKR	Male	0	No	No	5	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	51.35	262.3	No
3308-JSGML	Male	1	Yes	No	59	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	64.05	3886.85	No
2126-GSEGL	Female	0	Yes	No	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.8	5917.55	No
3677-TNKIO	Female	0	No	No	14	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	71	914	Yes
0440-QEXBZ	Female	0	No	No	44	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.15	2139.1	No
2434-EEVDB	Female	0	Yes	No	64	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	94.6	5948.7	No
6762-QVYJO	Female	0	Yes	Yes	58	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	59.75	3624.35	No
6199-IWKGC	Female	1	Yes	No	46	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	No	Electronic check	100.25	4753.85	No
2675-DHUTR	Male	1	Yes	No	58	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.9	5780.7	No
8152-VETUR	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Credit card (automatic)	97.7	6869.7	No
9667-EQRXU	Female	1	No	No	30	No	No phone service	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	40.3	1172.95	Yes
7446-YPODE	Male	1	No	No	11	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	60.25	662.95	No
9522-BNTHX	Female	1	No	No	34	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	56.25	1765.95	No
4676-WLUHT	Male	0	No	No	54	No	No phone service	DSL	Yes	Yes	No	No	No	Yes	Two year	No	Bank transfer (automatic)	46.2	2431.95	No
3329-WDIOK	Female	0	No	No	3	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.6	155.35	Yes
7980-MHFLQ	Female	0	Yes	Yes	72	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	24.9	1859.2	No
2873-ZLIWT	Female	0	Yes	Yes	40	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	84.85	3303.05	Yes
3415-TAILE	Female	0	Yes	Yes	2	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	65.7	134.35	Yes
0757-WCUUZ	Male	0	Yes	Yes	54	Yes	Yes	DSL	No	No	Yes	No	No	Yes	Two year	No	Credit card (automatic)	63.35	3409.1	No
1629-DQQVB	Female	0	No	No	14	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	50.1	709.5	No
1915-IOFGU	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.5	70.5	Yes
3045-XETSH	Female	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.85	953.45	Yes
0374-AACSZ	Female	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	50.15	50.15	No
7239-HZZCX	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	19.75	19.75	Yes
4872-VXRIL	Male	0	No	No	56	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	64.65	3665.55	No
9140-CZQZZ	Female	0	Yes	No	68	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	79.6	5515.8	No
3423-HHXAO	Female	0	Yes	Yes	14	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	19.5	272	No
9938-TKDGL	Male	0	Yes	Yes	68	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Electronic check	99.55	6668	No
0531-ZZJWQ	Male	1	Yes	No	55	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74	4052.4	No
6537-QLGEX	Female	0	No	No	16	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	38.9	664.4	No
2688-BHGOG	Male	1	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.55	718.55	No
7683-CBDKJ	Male	0	Yes	Yes	14	Yes	No	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	65.45	937.6	Yes
0946-CLJTI	Male	1	Yes	No	58	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.7	5812.6	Yes
3160-TYXLT	Male	0	No	No	53	No	No phone service	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	46.3	2546.85	No
1325-USMEC	Male	0	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	99.35	6944.5	No
0916-QOFDP	Female	1	Yes	Yes	14	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.8	1346.3	No
0628-CNQRM	Male	0	Yes	Yes	22	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	67.5	1544.05	Yes
5606-AMZBO	Female	0	Yes	No	10	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	78.15	765.15	No
6199-IPCAO	Female	0	Yes	Yes	29	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	26.1	692.55	No
7665-TOALD	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.6	69.6	Yes
0112-QWPNC	Male	0	Yes	No	49	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	84.35	4059.35	Yes
0324-BRPCJ	Female	1	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.2	6851.65	Yes
2777-PHDEI	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	78.05	78.05	Yes
5640-CAXOA	Female	0	No	No	30	No	No phone service	DSL	No	No	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	40.35	1187.05	No
2235-EZAIK	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	79.2	5401.9	No
3847-BAERP	Female	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	20.9	247	No
1196-AMORA	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	73.6	520	Yes
4282-YMKNA	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.75	706.6	Yes
1453-RZFON	Female	0	No	Yes	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	49.9	49.9	No
8263-OKETD	Female	0	No	No	20	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	68.9	1370.35	No
0670-KDOMA	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	20.25	20.25	No
2476-YGEFM	Female	0	No	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	76	2215.25	No
8687-BAFGU	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Electronic check	74	74	No
0641-EVBOJ	Male	0	No	No	3	Yes	No	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	82.3	214.4	No
0829-XXPLX	Female	0	No	No	20	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.4	1871.15	No
9974-JFBHQ	Male	0	No	Yes	64	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.15	6171.2	No
5356-RHIPP	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	20.2	20.2	Yes
6624-JDRDS	Female	0	No	No	6	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	29.45	161.45	No

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