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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
2346-DJQTB	Female	0	No	No	35	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	24.15	812.5	No
1697-LYYYX	Female	0	Yes	Yes	61	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)	19.1	1143.8	No
1942-OQFRW	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44	44	No
4749-VFKVB	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.1	50.1	Yes
9640-ZSLDC	Female	0	Yes	Yes	53	Yes	No	DSL	No	No	Yes	No	No	Yes	One year	No	Credit card (automatic)	60.6	3297	No
4231-LZUYM	Female	0	Yes	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)	25.65	1887	No
7598-UAASY	Male	0	Yes	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	76.4	151.8	Yes
7938-OUHIO	Male	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	98.7	293.65	Yes
8510-AWCXC	Female	1	No	No	13	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	1308.1	Yes
6128-AQBMT	Male	1	Yes	No	41	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	53.95	2215.4	No
3594-BDSOA	Female	0	Yes	No	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	Credit card (automatic)	20.4	482.8	No
0431-APWVY	Female	0	Yes	Yes	28	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	90.1	2598.95	Yes
5133-VRSAB	Male	0	No	No	8	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	29.35	216.45	No
5996-DAOQL	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	20.45	20.45	No
6838-YAUVY	Female	0	No	No	54	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	95.1	5064.85	No
0484-JPBRU	Male	0	No	No	41	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	Bank transfer (automatic)	25.25	996.45	No
7883-ROJOC	Female	0	Yes	No	19	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.9	839.65	No
0244-LGNFY	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	92.65	6733	No
7274-CGTOD	Male	0	No	No	62	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	43.7	2618.3	No
4295-YURET	Female	1	Yes	Yes	56	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	72.6	4084.35	No
3426-NIYYL	Male	0	No	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	51.55	765.5	Yes
8225-BTJAU	Male	1	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.25	793.55	Yes
4635-EJYPD	Male	0	Yes	Yes	32	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	18.95	613.95	No
1866-ZSLJM	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	Month-to-month	No	Credit card (automatic)	20.5	402.85	No
4636-TVXVG	Male	0	Yes	Yes	62	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)	19.95	1244.8	No
4236-UJPWO	Female	0	No	No	2	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	24.5	46.4	No
9392-XBGTD	Male	0	No	Yes	27	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	581.85	No
3387-VATUS	Male	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.85	462.8	Yes
6402-SSEJG	Female	0	No	No	25	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	61.05	1540.2	No
1143-NMNQJ	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.7	169.8	Yes
1169-SAOCL	Male	0	No	No	49	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.65	5168.1	No
1110-KYLGQ	Female	0	No	No	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	108.25	6780.1	No
9929-PLVPA	Female	0	No	Yes	4	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)	20.4	94.5	No
3518-PZXZQ	Female	0	Yes	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	55.3	55.3	No
2371-JUNGC	Male	0	No	No	11	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	208	No
7693-QPEFS	Male	1	No	No	52	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	72.95	3829.75	No
0924-BJCRC	Female	1	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	89.45	5294.6	No
5074-FBGHB	Male	0	No	No	64	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	104.65	6889.8	No
2351-BKRZW	Female	0	Yes	Yes	43	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	75.2	3254.35	No
4455-BFSPD	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	101.15	6383.9	No
0415-MOSGF	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.4	44.4	Yes
1724-BQUHA	Male	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.5	477.7	Yes
3948-KXDUF	Male	0	No	No	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	68.75	4447.55	No
2323-ARSVR	Male	0	Yes	No	67	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	111.05	7321.05	No
0815-MFZGM	Female	0	Yes	No	42	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	99	4135	No
4826-XTSOH	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.05	86.05	Yes
5480-XTFFL	Female	0	Yes	Yes	31	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	21	697.7	No
8295-FHIVV	Male	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	Yes	Mailed check	19.4	168.65	No
2495-INZWQ	Male	0	No	No	4	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.55	174.3	Yes
9086-YJYXS	Male	0	Yes	Yes	34	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	77.2	2753.8	No
1179-INLAT	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	One year	Yes	Mailed check	19.45	69.25	No
7909-FIOIY	Female	0	Yes	Yes	19	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.85	434.8	No
4139-SUGLD	Male	0	Yes	Yes	31	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	35.4	1077.5	Yes
6857-VWJDT	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	95.65	95.65	Yes
6351-SCJKT	Male	0	No	No	3	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	41.35	107.25	No
5468-BPMMO	Male	0	Yes	No	46	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	19.6	851.2	No
5624-BQSSA	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	20.95	20.95	Yes
0197-PNKNK	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	One year	No	Bank transfer (automatic)	84.45	5848.6	No
2439-QKJUL	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	Mailed check	20.25	109.8	No
1194-SPVSP	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	Bank transfer (automatic)	19.65	19.65	No
9534-NSXEM	Male	0	No	No	26	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)	20.65	595.5	No
2408-WITXK	Female	1	No	No	10	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	34.7	329.8	Yes
8929-KSWIH	Male	0	No	No	25	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	99.3	2513.5	No
2250-IVBWA	Male	0	Yes	Yes	64	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	81.05	5135.35	No
1810-MVMAI	Male	0	Yes	Yes	30	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	67.6	2000.2	No
9506-UXUSK	Male	0	No	No	13	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	931.75	No
1229-RCALF	Female	0	Yes	No	64	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	115	7396.15	No
3572-UOLYZ	Female	0	No	Yes	46	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.8	3958.85	No
1429-UYJSV	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	19.7	260.9	No
5577-OTWWW	Female	0	No	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	Bank transfer (automatic)	19.75	297.3	Yes
6100-QQHEB	Male	0	Yes	Yes	17	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.55	1515.1	Yes
6366-XIVKZ	Female	0	Yes	Yes	13	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	63.15	816.8	No
3470-OBUET	Female	0	Yes	Yes	67	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	74	4868.4	No
2770-NSVDG	Male	0	Yes	No	24	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	29.1	688	No
9375-MHRRS	Male	0	No	No	6	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	50.05	288.35	No
2634-HCZGT	Male	1	Yes	No	53	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	Yes	Electronic check	60.05	3229.65	Yes
7503-QQRVF	Male	1	Yes	No	16	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.3	1178.25	Yes
4860-YZGZM	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	No	Electronic check	20	185.4	No
6599-GZWCM	Female	0	No	No	13	Yes	No	Fiber optic	No	Yes	No	No	No	No	One year	Yes	Mailed check	74.65	966.25	No
2691-NZETQ	Male	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.35	758.6	Yes
4404-HIBDJ	Female	0	No	No	25	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	No	Mailed check	74.3	1863.8	Yes
5533-NHFRF	Male	1	No	No	7	No	No phone service	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	44.4	265.8	No
7037-MTYVW	Male	0	Yes	Yes	38	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.4	3297	No
4760-THGOT	Female	0	Yes	No	43	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	94.1	4107.3	No
7295-JOMMD	Female	0	No	Yes	4	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.1	396.3	Yes
4016-BJKTZ	Female	0	No	No	25	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	108.9	2809.05	No
6584-VQMYT	Male	0	No	Yes	27	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Mailed check	56.2	1567.55	No
9838-BFCQT	Male	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	26.1	1851.45	No
2790-XUYMV	Male	0	No	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	85.45	6028.95	No
0581-MDMPW	Female	0	No	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	88.95	2072.75	No
5013-SBUIH	Female	0	No	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	109.65	5551.15	Yes
1023-BQXZE	Male	0	No	No	57	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	74.35	4317.35	No
9163-GHAYE	Female	0	No	No	15	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	48.85	736.8	No
3904-UKFRE	Male	0	No	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.1	336.15	No
5353-WILCI	Female	0	No	No	28	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	56.05	1522.65	No
0709-TVGUR	Female	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.55	622.9	Yes
0058-EVZWM	Female	0	Yes	No	55	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.8	4959.6	No
6023-YEBUP	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.95	329.95	Yes
7209-JCUDS	Male	0	No	No	10	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.9	1048.85	Yes
7009-PCARS	Male	0	No	Yes	55	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)	19.1	1001.5	No

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