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churn-prediction

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train · 7.04k rows

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
9578-FOMUK	Male	0	No	Yes	15	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	Electronic check	24.8	324.15	No
4712-UYOOI	Female	0	Yes	Yes	20	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	417.65	No
8824-RWFXJ	Male	0	Yes	Yes	3	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	56.15	168.15	Yes
7722-CVFXN	Male	0	Yes	Yes	54	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	105.2	5637.85	No
8717-VCTXJ	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	Yes	Mailed check	19.55	839.4	No
7363-QTBIW	Female	0	Yes	No	9	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.75	769.1	No
4159-NAAIX	Female	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	No	Bank transfer (automatic)	97.45	6253	No
0971-QIFJK	Female	0	Yes	No	69	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)	24.25	1641.8	No
9397-TZSHA	Female	0	No	No	69	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)	24.6	1678.05	No
3391-JSQEW	Male	0	Yes	No	40	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	50.15	2058.5	No
0343-QLUZP	Male	0	No	No	60	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Bank transfer (automatic)	39.6	2424.5	No
9763-PDTKK	Female	0	No	No	4	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.4	387.2	Yes
2176-LVPNX	Female	1	No	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	89.85	6293.45	No
7627-JKIAZ	Female	0	Yes	No	37	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	78.95	2839.65	Yes
3312-UUMZW	Male	0	Yes	No	32	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.85	3145.9	No
1271-UODNO	Male	0	No	No	39	Yes	Yes	DSL	No	No	No	Yes	No	No	Two year	Yes	Credit card (automatic)	53.85	2200.7	No
8461-EFQYM	Female	0	No	No	38	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Electronic check	24.25	914.4	No
6900-RBKER	Male	0	No	No	52	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	89.45	4577.75	No
6891-JPYFF	Female	0	Yes	Yes	48	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	105.25	4997.5	No
1459-QNFQT	Male	0	Yes	Yes	70	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	59.5	4144.8	No
1047-NNCBF	Male	0	No	No	20	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	70.55	1493.55	No
3696-XRIEN	Female	0	No	No	50	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	82.5	4179.1	No
4081-DYXAV	Female	0	No	No	19	No	No phone service	DSL	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	44.85	893.55	Yes
0074-HDKDG	Male	0	Yes	Yes	25	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	61.6	1611	No
8791-GFXLZ	Male	0	No	No	12	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.05	593.05	No
8111-SLLHI	Male	1	Yes	No	39	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.65	4284.8	Yes
0927-LCSMG	Male	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	74.65	544.55	Yes
9330-DHBFL	Female	0	Yes	Yes	23	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Mailed check	66.25	1533.8	No
0098-BOWSO	Male	0	No	No	27	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	19.4	529.8	No
3452-ABWRL	Male	1	No	No	47	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	86.05	3865.6	No
5859-HZYLF	Male	0	Yes	Yes	26	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)	19.15	515.75	No
8257-RZAHR	Female	0	Yes	No	14	Yes	Yes	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	64.7	941	Yes
5293-WXJAK	Female	1	Yes	No	11	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.05	1133.65	Yes
3156-QLHBO	Male	0	No	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	19.25	48.35	No
2208-NQBCT	Female	0	Yes	Yes	26	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	81.95	2070.05	No
1779-PWPMG	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.65	8333.95	No
6621-NRZAK	Female	0	Yes	Yes	63	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	1209.25	No
0831-JNISG	Male	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	Mailed check	19.8	1396.25	No
0774-IFUVM	Male	0	Yes	Yes	11	Yes	Yes	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	65.15	723.35	No
3082-WQRVY	Male	1	Yes	No	14	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	19.65	228.65	No
9553-DLCLU	Female	0	No	Yes	13	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88.95	1161.75	No
1641-BYBTK	Male	0	No	Yes	6	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	98.35	No
2460-NGXBJ	Male	1	Yes	Yes	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.2	775.3	No
2446-ZKVAF	Male	0	Yes	No	18	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	56.8	1074.65	No
0841-NULXI	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.55	35.55	Yes
3522-CDKHF	Female	0	Yes	No	32	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.5	2324.7	No
1430-SFQSA	Male	0	No	No	29	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	35.6	1072.6	No
0411-EZJZE	Female	0	No	No	3	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	60.25	170.5	No
7851-WZEKY	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.15	196.9	Yes
8844-TONUD	Male	0	Yes	Yes	13	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	96.65	1162.85	Yes
8807-ARQET	Female	0	No	No	41	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	40.35	1677.85	No
8992-CEUEN	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	Electronic check	18.85	18.85	No
4320-QMLLA	Male	0	No	No	7	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	54.85	370.4	No
8777-PVYGU	Female	0	Yes	No	52	Yes	No	DSL	Yes	No	Yes	No	Yes	No	One year	Yes	Mailed check	64.3	3410.6	No
8292-ITGYJ	Female	0	Yes	Yes	45	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)	24.65	1138.8	No
6870-ZWMNX	Male	0	Yes	No	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	76.1	5264.25	No
0621-CXBKL	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	Mailed check	18.7	1005.7	No
5268-DSMNQ	Female	1	Yes	No	62	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	97.95	5936.55	No
5334-JLAXU	Female	0	Yes	No	60	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.1	5475.9	No
4086-YQSNZ	Female	1	Yes	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.4	224.05	Yes
6242-MBHPK	Female	1	Yes	No	23	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	2326.05	No
5868-CZJDR	Male	0	No	Yes	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	31.35	31.35	Yes
9359-UGBTK	Female	0	No	No	67	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	72.35	4991.5	No
0135-NMXAP	Female	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.75	1052.4	Yes
4782-OSFXZ	Female	1	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	82.7	5831.2	No
6479-OAUSD	Male	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	One year	No	Credit card (automatic)	19.9	510.8	No
7129-ACFOG	Female	0	No	No	5	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	53.8	283.95	No
4189-NAKJS	Male	0	No	No	26	Yes	Yes	DSL	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	51.55	1295.4	No
5562-BETPV	Male	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	One year	No	Mailed check	19.65	19.65	No
1282-IHQAC	Male	1	No	No	70	No	No phone service	DSL	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	44.05	3011.65	No
9127-FHJBZ	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	114	8093.15	No
6270-OMFIW	Male	0	Yes	No	60	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	94.4	5610.25	Yes
1641-RQDAY	Female	1	Yes	Yes	32	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.4	3217.65	No
0107-WESLM	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	Electronic check	19.85	19.85	Yes
6994-ORCWG	Female	0	No	No	14	Yes	Yes	DSL	No	Yes	No	No	No	No	One year	Yes	Mailed check	54.25	773.2	No
1346-UFHAX	Female	0	No	No	13	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	80	1029.35	No
3992-YWPKO	Female	0	No	No	6	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	109.9	669.45	Yes
2933-XEUJM	Female	0	No	No	46	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Mailed check	79.2	3593.8	No
0125-LZQXK	Male	0	No	No	15	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	101.35	1553.95	Yes
5461-QKNTN	Male	1	Yes	No	43	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	94.3	3953.15	No
4835-YSJMR	Male	0	No	No	39	Yes	No	DSL	No	No	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	49.8	1971.15	No
8399-YNDCH	Male	1	No	No	21	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	60.05	1236.15	Yes
3164-YAXFY	Male	0	No	No	57	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	53.75	3196	No
0887-WBJVH	Female	0	Yes	No	53	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	93.45	4872.2	No
4660-IRIBM	Male	0	Yes	Yes	18	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	87.9	1500.5	No
5673-FSSMF	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	60.15	60.15	Yes
7670-ZBPOQ	Female	0	Yes	No	58	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	61.05	3478.75	No
8089-UZWLX	Female	1	No	No	71	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	104.05	7413.55	No
0080-OROZO	Female	0	No	No	35	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	99.25	3532	No
3916-NRPAP	Male	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	85.7	256.75	No
6807-SIWJI	Male	0	No	No	38	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	104.85	3887.25	No
8221-HVAYI	Male	0	Yes	Yes	35	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	69.15	2490.15	No
1579-KLYDT	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	90.45	593.45	Yes
5232-NXPAY	Female	0	No	No	47	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	74.45	3510.3	No
8967-SZQAS	Female	0	No	No	14	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	50.45	765.45	No
4468-KAZHE	Female	1	Yes	No	20	Yes	No	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	60	1259.35	No
0455-ENTCR	Male	0	Yes	No	66	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Electronic check	85.25	5538.35	No
8944-AILEF	Male	0	Yes	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	Yes	Credit card (automatic)	19.45	340.85	No
5542-NKVRU	Female	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	Two year	Yes	Bank transfer (automatic)	20.75	844.45	No
7126-RBHSD	Female	0	Yes	No	17	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	78.9	1348.95	No

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