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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
0679-TDGAK	Male	0	Yes	Yes	50	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Electronic check	75.5	4025.6	No
6585-WCEWR	Male	0	Yes	Yes	72	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Electronic check	20.35	1354.4	No
9067-YGSCA	Female	0	No	No	70	Yes	Yes	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)	26.05	1856.4	No
9067-SQTNS	Male	0	Yes	Yes	44	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)	20.6	926	No
8433-WXGNA	Male	0	No	No	2	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.7	189.2	Yes
1776-SPBWV	Female	0	Yes	Yes	34	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Bank transfer (automatic)	20.1	682.1	No
8735-SDUFN	Female	1	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)	24.3	1778.7	No
9668-PUGNU	Male	0	Yes	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	Electronic check	24.5	1816.2	No
9405-GPBBG	Female	0	No	No	64	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.5	7069.25	No
1926-QUZNN	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	Yes	Bank transfer (automatic)	25.25	1841.2	No
3707-GNWHM	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.25	74.25	Yes
7016-NVRIC	Male	1	Yes	No	29	Yes	No	Fiber optic	Yes	No	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	90.1	2656.7	No
5829-NVSQN	Female	0	Yes	No	23	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	68.75	1689.45	No
9565-AXSMR	Male	0	Yes	Yes	52	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	19.2	1054.75	No
8922-LIEGH	Female	1	No	No	25	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.7	2187.55	Yes
8869-LIHMK	Female	0	No	No	64	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.1	7334.05	No
8245-UMPYT	Female	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.4	1581.2	Yes
5186-SAMNZ	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.5	69.5	Yes
0447-RXSGD	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.65	2404.85	No
4927-WWOOZ	Male	0	Yes	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	91.45	171.45	No
5788-YPOEG	Female	0	Yes	Yes	34	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	84.75	2839.45	No
5373-SFODM	Male	1	Yes	No	36	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.25	3132.75	Yes
0661-KBKPA	Male	0	Yes	Yes	53	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	78.75	3942.45	No
9081-WWXKP	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	No	Credit card (automatic)	20.25	873.4	No
0784-ZQJZX	Male	0	No	Yes	72	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)	19.9	1529.65	No
3133-PZNSR	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Credit card (automatic)	97.75	6991.6	No
5766-ZJYBB	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	19.4	19.4	Yes
8931-GJJIQ	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.3	803.3	Yes
4277-PVRAN	Female	0	No	No	8	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	80.1	679.3	Yes
0022-TCJCI	Male	1	No	No	45	Yes	No	DSL	Yes	No	Yes	No	No	Yes	One year	No	Credit card (automatic)	62.7	2791.5	Yes
0722-SVSFK	Female	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	100.4	715	No
3612-YVGSJ	Female	0	Yes	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	Credit card (automatic)	24.45	1681.6	No
9825-YCXWZ	Female	1	No	No	41	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	101.1	4016.2	No
5397-NSKQG	Male	0	Yes	Yes	67	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	Two year	No	Credit card (automatic)	50.9	3281.65	No
8565-HBFNN	Male	0	Yes	No	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	107.2	7317.1	No
2000-DHJUY	Female	1	Yes	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	92.2	6474.45	No
0203-HHYIJ	Male	0	No	No	25	Yes	Yes	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)	25.3	676.35	Yes
8670-ERCJH	Male	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	113.4	8164.1	No
7758-UJWYS	Male	0	Yes	Yes	34	No	No phone service	DSL	No	No	No	Yes	Yes	No	Two year	Yes	Electronic check	40.55	1325.85	No
2050-ONYDQ	Female	0	Yes	Yes	65	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)	26	1654.85	No
7055-JCGNI	Female	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	111.95	7795.95	No
0739-UUAJR	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	53.8	3952.45	No
4826-DXMUP	Male	0	No	Yes	35	Yes	No	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	72.1	2495.15	No
0952-KMEEH	Male	0	No	No	13	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	98.15	1230.25	Yes
7285-KLOTR	Female	0	Yes	No	12	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	No	Electronic check	78.85	876.75	No
0654-PQKDW	Female	0	Yes	Yes	62	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	70.75	4263.45	No
7175-NTIXE	Female	0	No	No	25	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	76.15	1992.95	No
7963-SHNDT	Female	0	No	No	52	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Mailed check	39.1	1982.1	No
9796-BPKIW	Male	1	No	No	8	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.95	562.7	No
0188-GWFLE	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	No	Mailed check	20.05	33.7	No
8129-GMVGI	Female	0	Yes	Yes	56	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	20.05	1090.1	No
2882-DDZPG	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	Bank transfer (automatic)	19.45	227.45	No
3547-LQRIK	Female	0	Yes	No	47	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	26.9	1250.85	No
9137-NOQKA	Male	1	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	No	Electronic check	19.2	37.2	No
5843-TTHGI	Female	0	No	No	18	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	50	892.7	No
1849-RJYIG	Female	0	No	No	8	Yes	No	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	60	487.75	No
8868-GAGIO	Male	0	Yes	No	45	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	84.55	3713.95	No
4061-UKJWL	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.45	141.7	No
5380-XPJNZ	Female	0	No	No	38	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	20.05	678.2	No
8263-QMNTJ	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	115.55	8425.3	No
8178-EYZUO	Male	0	No	No	46	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	93.7	4154.8	Yes
3230-JCNZS	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	99	7061.65	No
0277-ORXQS	Male	0	Yes	Yes	66	No	No phone service	DSL	No	No	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	50.55	3364.55	No
5130-IEKQT	Male	1	No	No	25	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	105.95	2655.25	Yes
3230-WYKIR	Male	0	No	No	18	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	82	1425.45	Yes
7996-BPXHY	Female	0	Yes	Yes	13	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)	25	332.5	No
3227-WLKLI	Female	0	Yes	Yes	65	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	91.55	5963.95	No
0407-BDJKB	Male	0	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	95.75	5742.9	Yes
2266-FUBDZ	Male	0	Yes	Yes	15	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	19.35	278.85	No
8237-ULIXL	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	Credit card (automatic)	24.85	1871.85	No
9600-UDOPK	Male	0	Yes	No	30	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.05	2866.45	Yes
8216-AZUUZ	Female	0	Yes	Yes	42	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	100.4	4303.65	No
9153-BTBVV	Female	0	Yes	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	No	Bank transfer (automatic)	25	1753	No
4074-SJFFA	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	54.75	54.75	Yes
3269-ATYWD	Male	1	No	No	39	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.65	3759.05	Yes
5186-PEIZU	Female	0	No	No	35	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)	19.25	617.65	No
1074-AMIOH	Female	0	Yes	Yes	53	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	108.25	5935.1	No
4910-GMJOT	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.6	94.6	Yes
0354-WYROK	Female	1	Yes	Yes	31	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	98.9	2911.3	Yes
4361-FEBGN	Male	0	No	No	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	Credit card (automatic)	20.15	982.95	No
7748-UMTRK	Female	1	No	Yes	30	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	101.3	2974.5	No
0380-ZCSBI	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	Credit card (automatic)	20	198.7	No
7145-FEJWU	Female	0	No	Yes	12	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.3	1275.65	No
6463-MVYRY	Female	1	No	No	57	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	69.85	4003	No
3969-JQABI	Female	0	Yes	No	58	Yes	No	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	65.25	3791.6	No
9624-EGDEQ	Female	0	No	No	37	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	813.3	No
1051-EQPZR	Female	0	Yes	Yes	44	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	19.6	780.25	No
5849-ASHZJ	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	One year	No	Credit card (automatic)	20.05	552.9	No
5780-INQIK	Female	0	No	No	8	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Electronic check	49.4	408.25	No
7576-OYWBN	Male	1	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.05	231.8	Yes
4526-ZJJTM	Female	1	Yes	No	25	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	88.4	2191.15	No
8384-FZBJK	Female	0	Yes	Yes	57	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.6	5611.7	No
3750-RNQKR	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	19.45	246.25	No
0962-CQPWQ	Female	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	Two year	No	Bank transfer (automatic)	20.3	1296.15	No
3096-YXENJ	Female	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	107.65	7082.85	No
1265-BCFEO	Female	0	Yes	No	71	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.45	5662.25	No
5837-LXSDN	Female	0	Yes	Yes	21	Yes	No	DSL	No	Yes	No	No	Yes	No	One year	Yes	Credit card (automatic)	58.85	1215.45	No
5945-AZYHT	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	109.6	7854.15	No
8325-QRPZR	Female	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	75.15	525	No
6384-VMJHP	Female	0	No	No	72	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	73	5265.2	No

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