Datasets:

scikit-learn
/

churn-prediction

Dataset card Viewer Files Files and versions Community

Split (1)

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
3565-UNOCC	Female	1	Yes	No	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.05	2952.85	Yes
4627-MIHJH	Female	1	No	No	69	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	110.25	7467.55	No
9795-NREXC	Female	0	Yes	No	64	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85	5484.4	No
8573-CGOCC	Male	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	Month-to-month	No	Credit card (automatic)	19.75	294.9	No
7356-AYNJP	Female	0	No	No	4	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	23.9	97.5	No
9249-FXSCK	Female	0	No	No	52	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	111.25	5916.45	Yes
5493-SDRDQ	Male	0	No	No	2	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	55.1	113.35	Yes
6286-SUUWT	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	19.95	19.95	No
4819-HJPIW	Male	0	No	No	18	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.15	476.8	No
8654-DHAOW	Female	0	No	No	2	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	54.15	101.65	No
5438-QMDDL	Female	0	Yes	No	19	Yes	No	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Mailed check	59.8	1130.85	No
9812-GHVRI	Female	0	No	No	40	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	83.85	3532.25	No
5553-AOINX	Female	1	Yes	Yes	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	104.9	6891.45	No
1228-ZLNBX	Male	0	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	75.3	1570.7	No
4226-KKDON	Male	0	No	No	8	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	66.65	520.95	No
3831-YCPUO	Female	0	Yes	Yes	72	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	109.5	7854.9	No
7445-WMRBW	Female	0	No	No	48	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	73.85	3581.4	No
3308-DGHKL	Male	0	No	No	69	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)	19.3	1447.9	No
9924-JPRMC	Male	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	118.2	8547.15	No
0080-EMYVY	Female	0	No	No	14	Yes	No	DSL	No	Yes	No	No	No	No	One year	No	Credit card (automatic)	51.45	727.85	No
6218-KNUBD	Male	0	No	No	6	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	59.45	357.6	No
7337-CINUD	Female	0	Yes	Yes	8	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)	19.5	159.35	No
7609-NRNCA	Female	0	No	No	17	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	19.55	280.85	No
0623-EJQEG	Male	0	No	No	65	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	Yes	One year	No	Electronic check	93.55	6069.25	No
7153-CHRBV	Female	0	Yes	Yes	57	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Mailed check	59.3	3274.35	No
0871-URUWO	Male	0	Yes	No	13	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.25	1359	Yes
9190-MFJLN	Male	1	No	No	19	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	95.9	1777.9	Yes
6198-PNNSZ	Female	0	Yes	No	56	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	109.8	6109.65	No
3317-VLGQT	Female	0	Yes	No	14	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	78.1	1122.4	No
4132-POCZS	Male	0	Yes	No	52	No	No phone service	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	39.9	2020.9	No
5614-DNZCE	Female	0	No	No	58	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	64.9	3795.45	No
1095-JUDTC	Female	1	No	No	47	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	95.05	4504.55	Yes
3896-RCYYE	Female	0	No	No	67	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	53.4	3579.15	No
9638-JIQYA	Male	0	No	No	2	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	24.9	49.7	No
3258-SANFR	Male	1	No	No	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	44.7	276.5	No
3726-TBHQT	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114	8175.9	No
3190-ITQXP	Female	0	Yes	Yes	46	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)	20.25	890.35	No
0870-VEMYL	Female	0	No	No	5	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	53.85	259.8	Yes
4833-QTJNO	Male	1	Yes	No	67	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	83.85	5588.8	No
3039-MJSLN	Male	0	No	Yes	3	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)	20.2	50.6	No
0178-CIIKR	Female	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	Month-to-month	No	Mailed check	19.95	58	No
5385-SUIRI	Male	1	Yes	No	52	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.2	5568.35	Yes
3982-XWFZQ	Female	0	Yes	No	42	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.25	2203.65	Yes
5774-QPLTF	Male	0	Yes	Yes	50	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	20.35	938.95	No
2322-VCZHZ	Male	1	Yes	No	23	Yes	No	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90	2024.1	No
5010-IPEAQ	Female	0	Yes	Yes	67	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	54.2	3623.95	No
4009-ALQFH	Female	0	No	No	25	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.5	2369.05	Yes
6383-ZTSIW	Female	1	Yes	No	39	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	No	Mailed check	99.1	3877.95	No
8990-YOZLV	Female	0	No	No	69	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Mailed check	66.9	4577.9	No
3069-SSVSN	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	One year	No	Mailed check	25.85	25.85	No
5222-IMUKT	Male	0	No	No	32	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	91.05	2871.5	No
3627-FCRDW	Female	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	71	672.55	Yes
7562-GSUHK	Female	0	No	No	16	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	93.2	1573.7	Yes
6685-XSHHU	Male	0	Yes	Yes	60	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)	20.95	1270.55	No
8901-UPRHR	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.2	7711.45	No
4903-UYAVB	Male	0	Yes	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	19.35	126.05	Yes
0118-JPNOY	Female	1	No	No	26	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.8	2193.65	No
6776-TLWOI	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	Month-to-month	No	Mailed check	19.85	64.55	Yes
3845-FXCYS	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	Yes	Electronic check	19.65	31.2	No
5857-XRECV	Female	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	One year	No	Bank transfer (automatic)	20.5	38.25	No
0725-CXOTM	Female	0	No	No	36	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	89.65	3348.1	No
4343-EJVQB	Male	0	No	No	7	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	74.35	533.6	No
9000-PLFUZ	Female	1	Yes	No	60	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Two year	Yes	Credit card (automatic)	49.45	2907.55	No
3427-GGZZI	Female	0	Yes	No	19	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.1	1620.8	No
7779-ORAEL	Male	1	Yes	No	45	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	75.15	3480.35	No
0644-OQMDK	Male	1	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.65	293.85	No
4077-CROMM	Female	0	Yes	Yes	31	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.2	3243.45	Yes
3154-CFSZG	Male	0	Yes	Yes	47	Yes	No	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	90.05	4137.2	No
2868-MZAGQ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.25	79.25	Yes
4847-QNOKA	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.9	44.9	Yes
2220-IAHLS	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	Credit card (automatic)	19.4	19.4	No
1658-XUHBX	Female	1	Yes	Yes	59	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	88.75	5348.65	No
6379-RXJRQ	Male	0	Yes	No	10	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.1	659.65	Yes
2378-HTWFW	Male	1	No	No	35	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	91	3180.5	No
8650-RHRKE	Male	0	No	No	4	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	29.65	118.5	Yes
4377-VDHYI	Male	0	Yes	Yes	32	Yes	No	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Electronic check	90.8	3023.85	No
0475-RIJEP	Male	0	No	No	43	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	77.85	3365.85	Yes
1260-TTRXI	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	54.3	195.3	Yes
3719-TDVQB	Female	1	Yes	No	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	Mailed check	18.95	1031.1	No
6328-ZPBGN	Female	1	No	No	11	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.15	997.65	Yes
0201-MIBOL	Female	1	No	No	66	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	102.4	6471.85	No
4937-QPZPO	Male	0	Yes	Yes	61	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	99.9	6241.35	No
2925-VDZHY	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88.7	6501.35	No
6981-TDRFT	Male	0	Yes	Yes	44	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	54.3	2317.1	No
3413-CSSTH	Male	0	No	No	41	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	55.7	2237.55	No
8033-VCZGH	Male	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.95	5231.3	No
4789-KWMXN	Male	0	Yes	No	47	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	110.85	5275.8	Yes
0224-NIJLP	Male	0	Yes	Yes	8	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	20.15	165.5	No
7542-CYDDM	Male	0	No	No	18	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	358.5	No
4718-WXBGI	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	91.95	6614.9	No
2867-UIMSS	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.5	80.5	Yes
8495-PRWFH	Female	1	No	No	42	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	55.65	2421.75	No
0439-IFYUN	Female	1	No	No	18	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	1294.6	No
5716-LIBJC	Female	0	No	Yes	13	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	104.15	1299.1	No
2868-LLSKM	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	83.65	5733.4	No
8111-RKSPX	Male	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	72.2	305.55	Yes
2988-QRAJY	Male	0	No	No	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	110.05	7430.75	No
1585-MQSSU	Male	0	No	No	17	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	51.5	900.5	Yes
0071-NDAFP	Male	0	Yes	Yes	25	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)	25.5	630.6	No
2856-NNASM	Male	1	No	No	43	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	89.55	3856.75	Yes