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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
6050-IJRHS	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.5	7397	No
6202-JVYEU	Male	0	No	No	9	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Electronic check	19.9	164.6	No
8591-TKMZH	Male	0	Yes	Yes	59	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	111.1	6555.2	No
0734-OXWBT	Male	0	No	Yes	3	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Mailed check	70.7	225.65	No
4282-ACRXS	Male	1	Yes	No	38	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.85	955.75	No
0365-TRTPY	Female	0	No	No	37	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	91.2	3382.3	No
7349-ALMUX	Male	0	No	No	37	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	65.6	2313.8	No
9381-NDKME	Female	1	Yes	No	24	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	40.65	933.3	Yes
6502-KUGLL	Female	0	Yes	Yes	14	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	59.45	780.85	No
1841-YSJGV	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	109.95	7852.4	No
2794-XIMMO	Male	0	Yes	No	53	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	60.45	3184.25	Yes
8382-SHQEH	Female	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.9	764.95	Yes
3511-BFTJW	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Credit card (automatic)	38.5	2763	No
7668-XCFYV	Female	1	Yes	No	17	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.55	1614.7	No
2983-ZANRP	Female	0	Yes	Yes	2	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	73.55	145.4	Yes
7845-URHJN	Female	0	Yes	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	Bank transfer (automatic)	20.15	156.25	Yes
3034-ZBEQN	Female	0	Yes	No	48	No	No phone service	DSL	No	Yes	Yes	No	No	No	One year	No	Mailed check	34.7	1604.5	Yes
5018-HEKFO	Female	0	No	No	10	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	24.5	270.15	No
2923-ARZLG	Male	0	Yes	Yes	0	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	19.7		No
3976-NLDEZ	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	No
2282-YGNOR	Female	0	No	No	29	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	58	1734.5	No
5336-UFNZP	Female	1	Yes	Yes	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	107.45	7047.5	No
6854-EXGSF	Female	0	No	No	8	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	65.5	573.15	No
1241-EZFMJ	Male	0	Yes	No	61	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)	25.45	1538.6	No
9233-PSYHO	Female	1	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	100.15	4459.8	No
5376-PCKNB	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	104.45	7459	No
8044-BGWPI	Male	0	Yes	Yes	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	Yes	Electronic check	21.15	306.05	No
4060-LDNLU	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	96.2	639.7	No
3589-PPVKW	Male	0	No	No	9	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.4	348.15	No
8327-LZKAS	Female	1	Yes	No	43	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	107.55	4533.9	Yes
5887-IKKYO	Male	0	Yes	Yes	58	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	94.35	5563.65	No
1075-BGWOH	Male	1	Yes	No	16	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.75	1587.55	Yes
1755-RMCXH	Male	0	Yes	Yes	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	20.3	40.25	No
0302-JOIVN	Female	0	Yes	No	8	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	101.15	842.9	Yes
3858-XHYJO	Female	0	Yes	No	40	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	105.75	4228.55	No
4299-SIMNS	Male	0	No	No	9	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	81.15	784.45	No
7025-IWFHT	Male	0	No	No	41	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	One year	Yes	Electronic check	89.55	3729.75	No
6261-LHRTG	Female	0	No	No	26	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	54.75	1406.9	No
7841-FCRQD	Female	0	Yes	No	33	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	53.75	1857.3	No
2056-EVGZL	Male	0	Yes	Yes	68	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	105.75	7322.5	No
8777-MBMTS	Female	1	Yes	No	65	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	105.85	6725.5	No
7753-USQYQ	Male	0	No	No	55	Yes	No	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Electronic check	64.2	3627.3	No
5366-IJEQJ	Male	0	No	No	20	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	88.7	1761.45	Yes
7661-CPURM	Male	0	No	No	19	Yes	No	Fiber optic	No	No	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	87.7	1725.95	No
6233-HXJMX	Female	0	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	89.3	4192.15	No
5902-WBLSE	Female	0	Yes	Yes	70	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)	20.15	1411.2	No
1981-INRFU	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.75	164.5	Yes
4971-PUYQO	Female	0	No	No	27	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	94.55	2724.6	Yes
3239-TPHPZ	Female	0	Yes	No	12	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Electronic check	20.05	264.55	No
5115-GZDEL	Male	0	No	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	67.2	4671.7	No
3338-CVVEH	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	94.55	1173.55	No
8485-GJCDN	Female	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.05	318.5	Yes
2615-YVMYX	Male	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	107.5	7713.55	No
2851-STERV	Male	1	No	No	35	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	73	2471.25	No
4393-GEADV	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	114.75	7842.3	No
8486-AYEQH	Female	0	No	No	31	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.05	2227.8	No
1527-SXDPN	Male	0	Yes	Yes	52	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	96.25	4990.25	Yes
6029-WTIPC	Male	1	No	No	37	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.1	3744.05	Yes
8634-CILSZ	Male	0	No	No	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.7	7220.35	Yes
5419-JKZNQ	Male	1	Yes	No	30	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	77.9	2351.45	No
2495-KZNFB	Female	0	No	No	33	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.65	2989.6	No
1409-PHXTF	Male	1	Yes	No	54	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.45	6077.75	No
4560-WQAQW	Female	0	No	No	59	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	No	Bank transfer (automatic)	68.7	4070.95	No
9591-YVTEB	Male	1	No	No	55	No	No phone service	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	44.85	2479.05	No
9309-BZGNT	Male	1	Yes	No	69	No	No phone service	DSL	No	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	29.8	2134.3	No
4274-DRSQT	Female	0	No	No	66	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	88.9	6000.1	No
2027-DNKIV	Male	0	Yes	Yes	37	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Mailed check	58.75	2203.1	No
8075-GXIUB	Male	1	Yes	No	9	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)	19.85	183.15	No
2885-HIJDH	Male	0	Yes	Yes	69	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.9	6194.1	No
5424-RLQLC	Male	0	No	No	10	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Mailed check	59.65	638.95	No
6682-QJDGB	Male	0	No	Yes	40	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	55.25	2139.2	Yes
6507-DTJZV	Male	0	No	Yes	13	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	66.4	831.75	No
8780-IXSTS	Female	0	No	No	6	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.1	521.3	Yes
7673-BQGKU	Female	0	Yes	Yes	69	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)	20.15	1337.5	No
6723-WSNTY	Female	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	108.1	7181.95	No
9530-EHPOH	Male	0	No	No	11	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	53.75	608	Yes
2725-IWWBA	Male	0	Yes	Yes	46	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	No	Mailed check	56.9	2560.1	No
0345-HKJVM	Female	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	89.3	577.6	Yes
1061-PNTHC	Female	0	Yes	Yes	56	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	109.6	5953	No
0394-YONDK	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	Credit card (automatic)	25.15	1790.15	No
6574-MCOEH	Female	0	Yes	Yes	33	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	79.15	2531.4	No
7399-QHBJS	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Credit card (automatic)	66.75	4760.3	No
3049-SOLAY	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.2	292.85	Yes
0997-YTLNY	Female	0	No	Yes	19	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	48.8	953.65	No
3317-HRTNN	Female	1	No	No	5	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	45.7	198	Yes
9479-HYNYL	Female	0	Yes	No	71	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	80.7	5705.05	No
3235-ETOOB	Male	0	Yes	No	8	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.5	609.9	Yes
9708-KFDBY	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	Credit card (automatic)	20.55	20.55	No
8058-INTPH	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.65	79.65	Yes
3642-GKTCT	Female	0	No	No	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	115.1	6993.65	No
0774-RMNUW	Female	0	Yes	Yes	71	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	59.7	4122.65	No
1334-PDUKM	Female	0	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Credit card (automatic)	86.45	5762.95	No
0756-MPZRL	Male	0	No	No	46	No	No phone service	DSL	No	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	33.7	1537.85	No
2242-MFOTG	Male	0	No	No	33	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	One year	No	Bank transfer (automatic)	80.1	2603.3	No
2927-CVULT	Female	0	Yes	Yes	53	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	104.05	5566.4	No
2144-BFDSO	Female	1	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	108.75	5431.9	No
8745-PVESG	Female	0	No	No	57	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	41.1	2258.25	No
7647-GYYKX	Female	0	Yes	Yes	54	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)	20.35	1092.35	No
5647-FXOTP	Female	1	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.9	6401.25	No
5569-OUICF	Female	1	Yes	No	28	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	101.3	2812.2	Yes

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