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churn-prediction

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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
8623-TMRBY	Male	1	Yes	Yes	51	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.2	4146.05	Yes
1552-CZCLL	Female	0	Yes	Yes	55	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	1087.25	No
3038-PQIUY	Female	0	No	No	38	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	66.15	2522.4	No
1501-SGHBW	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.85	81	Yes
9313-CDOGY	Male	0	Yes	Yes	38	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	717.3	No
8148-BPLZQ	Male	0	No	No	34	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	49.8	1734.2	No
2623-DRYAM	Female	0	Yes	No	70	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	101.75	7069.3	No
9987-LUTYD	Female	0	No	No	13	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	55.15	742.9	No
3208-YPIOE	Male	0	No	No	39	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.25	3017.65	Yes
4488-KQFDT	Female	0	No	No	61	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.95	6423	No
2612-RANWT	Female	0	No	No	12	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	100.15	1164.3	Yes
5693-PIPCS	Male	0	No	No	41	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	99.65	4220.35	No
0491-KAPQG	Male	0	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.7	1558.7	No
1925-LFCZZ	Male	1	No	No	55	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	50.05	2743.45	No
8039-EQPIM	Male	0	Yes	No	69	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	60.25	4055.5	No
6900-PXRMS	Male	1	Yes	Yes	26	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	105.75	2710.25	Yes
8707-RMEZH	Female	1	Yes	No	69	Yes	No	Fiber optic	Yes	Yes	No	No	No	Yes	One year	No	Credit card (automatic)	87.3	6055.55	No
3346-BRMIS	Female	1	Yes	No	18	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	48.35	810.7	Yes
3209-ZPKFI	Male	0	Yes	Yes	47	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	54.25	2538.2	No
6479-VDGRK	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	85.3	6129.2	No
9373-WSLOY	Male	1	Yes	No	33	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	50	1750.85	No
2933-FILNV	Female	0	Yes	Yes	2	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.4	36.55	Yes
3569-JFODW	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	90.95	6652.45	No
9819-FBNSV	Male	1	Yes	No	37	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	72.25	2575.45	No
9544-PYPSJ	Female	1	Yes	Yes	62	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	96.1	6019.35	No
1591-XWLGB	Female	0	Yes	No	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	Credit card (automatic)	19.85	1379.6	No
0396-UKGAI	Male	0	No	Yes	23	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	55.3	1284.2	No
3243-ZHOHY	Female	0	No	No	16	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	20.1	296.15	No
5186-EJEGL	Male	0	No	No	9	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Month-to-month	Yes	Mailed check	69.5	653.25	No
7527-QNRUS	Male	0	Yes	Yes	17	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	25.15	412.6	No
9986-BONCE	Female	0	No	No	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	Bank transfer (automatic)	20.95	85.5	Yes
2722-JMONI	Female	1	Yes	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.55	49.55	Yes
2203-GHNWN	Female	0	Yes	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	79.65	1928.7	No
3878-AVSOQ	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.25	71.25	No
3258-SYSWS	Male	1	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	113.8	7845.8	No
5296-PSYVW	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	Electronic check	24.55	1750.7	No
6319-QSUSR	Female	0	No	Yes	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	Credit card (automatic)	19.7	216.2	No
4083-EUGRJ	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	Month-to-month	No	Mailed check	20.25	178.5	Yes
7579-OOPEC	Female	1	Yes	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	50.15	115.1	Yes
0512-FLFDW	Female	1	Yes	No	60	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.5	6029	No
1771-OADNZ	Male	1	Yes	No	29	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	95.9	2745.2	Yes
0487-CRLZF	Female	0	No	No	49	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	74.45	3721.9	No
2107-FBPTK	Female	1	No	No	30	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.1	3121.1	No
9451-WLYRI	Female	0	Yes	No	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)	19.05	990.45	No
8219-VYBVI	Male	0	No	Yes	39	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	1004.35	No
1991-VOPLL	Female	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	Month-to-month	No	Mailed check	19.05	157.65	No
9738-QLWTP	Male	0	No	No	39	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	One year	No	Electronic check	81.9	3219.75	No
1016-DJTSV	Male	1	No	No	8	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.7	572.85	No
9419-IPPBE	Female	0	Yes	Yes	51	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	One year	Yes	Electronic check	90.15	4554.85	No
0174-QRVVY	Male	0	Yes	Yes	71	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)	25.35	1847.55	No
5699-BNCAS	Male	1	No	No	71	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	24.65	1766.75	No
2900-PHPLN	Female	1	Yes	No	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)	19.55	1462.05	No
0612-RTZZA	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.25	25.25	Yes
8106-GWQOK	Male	0	Yes	No	38	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	60	2193.2	No
8751-EDEKA	Female	0	Yes	No	28	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	89.9	2433.5	No
6878-GGDWG	Female	0	Yes	No	32	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)	19.4	641.15	No
4039-PIMHX	Male	1	Yes	No	49	Yes	No	DSL	No	Yes	No	No	No	No	Two year	No	Mailed check	49.8	2398.4	No
8450-LUGUK	Female	0	Yes	Yes	37	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)	24.1	861.85	No
3604-WLABM	Female	0	No	No	10	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	54.25	583	No
0795-GMVQO	Male	0	Yes	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	109.9	7332.4	No
2259-OUUSZ	Male	0	No	No	7	No	No phone service	DSL	No	No	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	35.5	249.55	No
1142-IHLOO	Female	0	No	No	51	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Credit card (automatic)	87.55	4475.9	No
6410-LEFEN	Female	0	No	No	9	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.15	416.45	Yes
4633-MKHYU	Female	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	88.4	788.6	No
6257-RJOHI	Male	0	No	No	4	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.8	202.3	No
1545-JFUML	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Electronic check	99	6994.6	No
3194-ORPIK	Female	0	Yes	Yes	50	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	84.4	4116.15	Yes
7826-VVKWT	Female	1	Yes	Yes	24	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	96.55	2263.45	No
1353-GHZOS	Male	0	Yes	No	22	Yes	No	DSL	Yes	No	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	59.75	1374.35	No
2587-EKXTS	Male	0	No	No	44	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	111.5	4915.15	No
5442-BXVND	Female	0	Yes	Yes	33	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	Bank transfer (automatic)	24.25	838.5	No
8816-VXNZD	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.1	75.1	Yes
9378-FXTIZ	Female	0	Yes	No	54	Yes	Yes	DSL	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	70.15	3715.65	Yes
1723-HKXJQ	Male	0	No	No	42	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.75	4273.45	Yes
7825-GKXMW	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.8	45.8	Yes
9753-OYLBX	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	20.5	20.5	No
2364-UFROM	Male	0	No	No	30	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	One year	No	Electronic check	70.4	2044.75	No
6656-JWRQX	Female	0	No	No	1	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	30.55	30.55	No
6473-ULUHT	Male	0	Yes	Yes	16	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	84.9	1398.25	No
1240-KNSEZ	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	20.1	20.1	Yes
0836-SEYLU	Male	0	Yes	No	9	No	No phone service	DSL	No	No	No	Yes	Yes	No	Month-to-month	No	Mailed check	40.65	328.95	Yes
4433-JCGCG	Male	1	Yes	No	46	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101	4680.05	Yes
3716-BDVDB	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.1	69.1	Yes
7688-AWMDX	Male	0	Yes	No	71	Yes	No	DSL	Yes	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	54.5	3778.2	No
2842-BCQGE	Male	0	No	No	43	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.35	3161.4	No
7244-QWYHG	Male	0	Yes	No	50	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	44.45	2188.45	No
5899-MQZZL	Female	0	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	75	999.45	Yes
6849-OYAMU	Male	0	Yes	Yes	19	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	100	1888.65	Yes
5312-UXESG	Female	0	No	No	41	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	98.05	3990.6	No
9488-HGMJH	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.15	71.15	Yes
6038-GCYEC	Female	0	No	No	24	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	54.15	1240.25	Yes
2150-WLKUW	Female	0	Yes	No	40	Yes	Yes	DSL	No	Yes	No	No	Yes	No	One year	No	Bank transfer (automatic)	63.9	2635	No
7159-FVYPK	Female	0	Yes	Yes	3	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	69.15	235	No
7032-LMBHI	Female	0	No	No	37	Yes	Yes	DSL	Yes	No	No	No	Yes	No	One year	No	Bank transfer (automatic)	64.65	2347.85	No
1150-WFARN	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.75	7156.2	Yes
6088-BXMRG	Female	0	Yes	Yes	32	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.85	3089.6	No
3144-AUDBS	Female	0	Yes	No	6	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	49.15	270.8	Yes
4821-SJHJV	Female	0	Yes	Yes	32	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Electronic check	89.6	2901.8	No
7346-MEDWM	Female	0	No	No	59	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	83.25	4949.1	No
1137-DGOWI	Female	0	Yes	No	30	Yes	No	DSL	No	Yes	Yes	Yes	No	Yes	One year	No	Bank transfer (automatic)	70.25	2198.9	No

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