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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
3312-ZWLGF	Male	1	Yes	No	29	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	79.3	2414.55	No
6476-YHMGA	Female	0	Yes	Yes	15	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	76.5	1155.6	No
5287-QWLKY	Male	1	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	105.1	7548.1	Yes
0795-XCCTE	Male	1	No	No	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	Bank transfer (automatic)	25.4	1809.35	No
0168-XZKBB	Female	0	Yes	No	19	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.85	1564.4	No
3785-NRHYR	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	19.65	19.65	No
5196-SGOAK	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	75.7	75.7	Yes
4537-DKTAL	Female	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.55	84.4	No
7072-MBHEV	Female	1	Yes	Yes	11	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	78.1	864.85	No
5602-BVFMK	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	No	Mailed check	19.3	228.75	No
6297-NOOPG	Female	0	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.5	7752.05	No
1891-UAWWU	Female	1	Yes	No	20	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	90.8	1951	Yes
8204-TIFGJ	Female	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	Yes	Bank transfer (automatic)	20.3	470.6	No
8050-DVOJX	Male	1	No	No	49	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	81.35	4060.9	No
6108-OQZDQ	Female	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	97.95	384.5	Yes
0363-QJVFX	Male	0	No	No	32	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	108.15	3432.9	Yes
8903-XEBGX	Male	0	No	Yes	2	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.3	108.65	No
8169-SAEJD	Male	1	Yes	No	69	No	No phone service	DSL	Yes	Yes	No	No	Yes	Yes	Two year	No	Credit card (automatic)	56.55	3952.65	No
9840-DVNDC	Male	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	80.5	463.05	Yes
1089-XZWHH	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	Two year	Yes	Mailed check	19.7	494.05	No
2325-WINES	Female	0	No	No	32	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	104.05	3416.85	No
6064-ZATLR	Female	0	No	No	27	Yes	No	DSL	Yes	Yes	No	No	No	No	Two year	No	Bank transfer (automatic)	52.85	1498.65	No
3096-JRDSO	Female	1	Yes	No	27	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.3	2867.75	Yes
7824-PANSQ	Male	0	No	No	58	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	80.65	4807.35	No
8042-JVNFH	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	71.35	71.35	Yes
9648-BCHKM	Female	0	Yes	Yes	18	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)	24.65	471.35	No
2888-ADFAO	Female	0	Yes	Yes	47	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)	21.3	1041.8	No
8707-HOEDG	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.2	7689.8	No
3374-LXDEV	Female	0	No	No	13	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	89.4	1132.35	Yes
4072-IPYLT	Female	0	Yes	Yes	36	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	51.05	1815	No
7167-PCEYD	Male	0	No	No	67	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	19.8	1311.3	No
4936-YPJNK	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	19.9	199.45	No
1580-BMCMR	Male	1	No	No	19	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	87.3	1637.3	No
4817-KEQSP	Female	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	No	Bank transfer (automatic)	19.85	1326.35	No
6408-WHTEF	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	89.4	6376.55	No
9251-AWQGT	Female	0	Yes	Yes	48	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	935.9	No
8749-CLJXC	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	20.05	20.05	No
7989-VCQOH	Male	0	Yes	Yes	18	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	83.25	1611.15	No
5049-GLYVG	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	20.6	20.6	Yes
4199-QHJNM	Male	1	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	102.9	6989.7	No
8882-TLVRW	Male	0	Yes	Yes	69	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	39.1	2779.5	No
5883-GTGVD	Male	0	No	No	19	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.95	1931.75	Yes
5135-GRQJV	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	114.5	8331.95	No
2384-OVPSA	Female	1	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	20.2	735.9	No
1371-WEPDS	Male	1	Yes	No	40	Yes	No	DSL	No	No	No	No	No	Yes	One year	No	Electronic check	55.8	2283.3	No
3580-GICBM	Female	0	Yes	Yes	61	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	24.2	1445.2	No
4817-QRJSX	Female	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	81	818.05	Yes
9730-DRTMJ	Male	0	Yes	No	32	Yes	Yes	DSL	Yes	No	No	Yes	Yes	No	One year	Yes	Credit card (automatic)	72.8	2333.05	No
4686-UXDML	Female	0	No	No	21	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.85	1992.55	No
3349-ANQNH	Female	1	No	No	59	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	99.5	5890	No
2398-YPMUR	Female	1	Yes	No	13	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	916.75	Yes
0932-YIXYU	Female	0	No	No	47	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	1029.8	No
7480-SPLEF	Male	0	Yes	Yes	69	Yes	Yes	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)	26	1796.55	No
7636-XUHWW	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	Yes	Credit card (automatic)	19.9	33.7	No
1431-CYWMH	Female	0	Yes	Yes	22	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)	19.05	454.05	No
5937-EORGB	Male	1	Yes	No	15	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	96.5	1392.25	No
6349-JDHQP	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	Credit card (automatic)	19.85	1049.6	No
5539-HIVAK	Female	1	Yes	No	28	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	25.7	734.6	No
5847-MXBEO	Male	0	No	No	22	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	475.1	No
9985-MWVIX	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.15	70.15	Yes
4583-PARNH	Male	1	Yes	No	16	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	91.55	1540.05	No
1116-FRYVH	Female	0	Yes	Yes	48	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Mailed check	39.4	1978.65	No
1421-HCERK	Male	1	Yes	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	105.7	3181.8	No
9633-XQABV	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.25	229.7	No
0716-BQNDX	Male	1	No	No	57	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	Yes	Two year	No	Electronic check	93.75	5625.55	No
1265-XTECC	Female	1	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Credit card (automatic)	96.55	6581.9	Yes
1183-CANVH	Female	0	Yes	No	23	Yes	No	DSL	No	No	No	Yes	Yes	No	One year	No	Bank transfer (automatic)	60	1347.15	No
1972-XMUWV	Female	0	Yes	No	65	Yes	No	DSL	No	No	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	59.8	3808.2	No
8679-LZBMD	Male	0	Yes	No	44	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	90.65	3974.15	No
3407-JMJQQ	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109	7661.8	No
6252-DFGTK	Female	0	Yes	No	37	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	68.1	2479.25	No
1539-LNKHM	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	20.4	266.6	No
8645-KOMJQ	Male	0	Yes	Yes	69	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	81.95	5601.4	No
0289-IVARM	Female	0	No	No	35	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	60.55	1982.6	No
9761-XUJWD	Male	0	No	No	5	Yes	No	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	65.6	339.9	No
4057-FKCZK	Male	0	Yes	Yes	58	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Two year	No	Bank transfer (automatic)	82.5	4828.05	No
4291-TPNFG	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	82.3	5980.55	No
6087-YPWHO	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Mailed check	68.15	4808.7	No
3090-QFUVD	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	Credit card (automatic)	20.3	20.3	No
2237-ZFSMY	Female	0	No	No	39	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	No	One year	Yes	Electronic check	95.55	3692.85	Yes
1722-LDZJS	Male	0	Yes	Yes	53	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)	20.2	1068.15	No
1818-ESQMW	Female	0	No	No	27	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.2	2383.6	No
4871-JTKJF	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.65	69.65	Yes
1415-YFWLT	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.3	89.3	Yes
7401-RUBNK	Female	0	Yes	No	18	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	74.8	1438.05	No
0506-YLVKJ	Male	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	20.2	917.45	No
8661-BOYNW	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	84.4	6096.45	No
6711-VTNRE	Female	0	No	No	36	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	87.55	3078.1	Yes
4815-GBTCD	Female	0	Yes	No	4	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.15	99.95	No
2805-AUFQN	Female	0	No	No	25	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)	19.8	475.2	No
0980-PVMRC	Female	0	Yes	Yes	40	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.85	2036.55	No
7233-DRTRF	Male	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.4	6444.05	No
3500-RMZLT	Female	1	No	No	15	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Mailed check	96.3	1426.75	Yes
3873-NFTGI	Male	0	No	No	14	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	55.5	767.55	No
1162-ECVII	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.75	7932.5	No
7048-GXDAY	Male	0	No	No	39	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.4	4040.65	No
8571-ZCMCX	Female	0	Yes	Yes	47	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	60	2768.65	No
1169-WCVAK	Male	0	Yes	No	19	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	88.8	1672.35	No
4548-SDBKE	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.2	474.8	Yes
8066-POXGX	Female	0	No	No	13	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.1	446.1	Yes

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