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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
8821-XNHVZ	Female	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	80.05	80.05	Yes
2082-OJVTK	Male	0	Yes	Yes	29	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	89.2	2698.35	Yes
9700-ISPUP	Female	0	Yes	Yes	10	Yes	No	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	65.5	616.9	No
9839-ETQOE	Male	0	No	Yes	43	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	40.45	1912.85	No
6078-VESFR	Male	1	Yes	No	13	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70.45	849.1	No
9027-TMATR	Female	0	Yes	No	43	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	78.8	3460.3	No
5940-NFXKV	Male	0	Yes	Yes	19	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.65	1465.75	Yes
1941-HOSAM	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.1	90.1	No
9110-HSGTV	Female	0	No	No	69	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	82.45	5555.3	No
0704-VCUMB	Female	0	Yes	No	61	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	1278.8	No
6171-ZTVYB	Male	0	Yes	No	43	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	66.25	2907.35	No
8053-WWDRO	Female	0	Yes	No	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	No	Bank transfer (automatic)	19.5	146.3	Yes
9564-KCLHR	Male	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	51.25	51.25	Yes
1935-IMVBB	Male	0	Yes	No	56	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	89.7	4952.95	No
2535-PBCGC	Female	0	Yes	No	70	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	64.55	4504.9	No
2082-CEFLT	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.6	45.6	Yes
1470-PSXNM	Male	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	93.65	4520.15	No
1213-NGCUN	Female	0	No	No	6	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.65	267.35	Yes
2498-XLDZR	Female	0	Yes	Yes	32	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Mailed check	73.6	2316.85	No
9866-OCCKE	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	109.75	8075.35	No
5338-YHWYT	Male	0	No	Yes	37	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Credit card (automatic)	61.45	2302.35	No
7718-UPSKJ	Female	0	Yes	No	69	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	106.4	7251.9	No
8731-WBBMB	Female	0	Yes	No	26	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	81.9	2078.55	No
1448-CYWKC	Female	0	Yes	Yes	58	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	105.2	6225.4	No
7901-IIDQV	Male	0	No	No	24	Yes	Yes	DSL	No	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	54.6	1242.25	No
2690-DVRVK	Male	0	Yes	Yes	5	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	20.55	99.45	No
5688-KZTSN	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	Month-to-month	Yes	Electronic check	20	288.05	Yes
1270-XKUCC	Female	0	Yes	Yes	30	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	19.7	599.25	No
0334-ZFJSR	Female	0	Yes	No	55	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	66.05	3462.1	No
2894-QOJRX	Female	0	Yes	No	25	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	34	853	Yes
5747-PMBSQ	Male	1	Yes	No	10	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Mailed check	92.5	934.1	Yes
5583-EJXRD	Male	0	Yes	Yes	44	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	54.05	2375.2	No
4565-EVZMJ	Female	0	No	No	47	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	58.9	2813.05	No
3143-JQEGI	Female	0	Yes	Yes	13	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	88.35	1222.8	Yes
6386-SZZKH	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	107.95	5293.2	Yes
3327-YBAKM	Female	0	Yes	No	64	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	96.9	6314.35	No
9441-QHEVC	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	19.1	19.1	No
6705-LNMDD	Male	0	No	No	20	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	50	1003.05	No
2580-ASVVY	Female	0	Yes	No	37	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Two year	No	Electronic check	45.4	1593.1	No
3370-GQEAL	Male	0	Yes	Yes	30	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	85.45	2509.95	No
5032-USPKF	Female	0	No	No	38	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	84.1	3187.65	No
2982-IHMFT	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.45	74.45	Yes
3521-SYVOR	Female	0	No	No	37	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	64.75	2345.2	Yes
4254-QPEDE	Female	0	Yes	No	52	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	66.25	3330.1	No
6283-GITPX	Male	0	No	Yes	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	76.9	5522.7	No
9526-JAWYF	Male	0	No	No	26	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	No	Electronic check	89.8	2335.3	Yes
0771-CHWSK	Male	0	No	No	66	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	74.6	4798.4	No
9788-HNGUT	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.95	8594.4	No
9495-REDIY	Male	0	No	Yes	25	No	No phone service	DSL	Yes	No	No	No	Yes	No	One year	Yes	Credit card (automatic)	40.65	970.55	No
5375-XLDOF	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.35	7665.8	No
1172-VIYBP	Male	0	Yes	Yes	53	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	Two year	No	Bank transfer (automatic)	69.7	3686.05	No
5649-VUKMC	Female	0	No	No	12	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Mailed check	95.5	1115.15	Yes
6559-PDZLR	Male	0	No	No	26	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	98.65	2537	No
8992-OBVDG	Male	0	No	No	21	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Mailed check	61.65	1393.6	No
4273-MBHYA	Female	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.35	89.35	No
4724-WXVWF	Male	0	No	No	48	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	95.4	4445.3	No
5701-GUXDC	Female	0	Yes	No	26	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	No	Credit card (automatic)	35.4	978.6	No
1460-UZPRJ	Male	0	Yes	No	60	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	19.95	1258.15	No
6082-GLJIX	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	19.25	331.35	No
5143-EGQFK	Female	1	No	No	10	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	29.65	291.4	Yes
4919-IKATY	Male	0	Yes	Yes	5	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.5	453.75	Yes
2495-TTHBQ	Female	0	No	Yes	4	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	20.4	84.75	No
0485-ZBSLN	Male	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)	24.75	1715.1	No
3810-PJUHR	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	Mailed check	25.35	1715.15	No
9050-QLROH	Male	0	No	No	18	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.7	1597.25	Yes
0847-HGRML	Male	0	No	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	1250.1	No
8232-CTLKO	Female	0	Yes	Yes	66	Yes	No	DSL	Yes	No	No	No	Yes	No	Two year	Yes	Electronic check	59.75	3996.8	No
9227-YBAXE	Female	0	Yes	Yes	65	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	82.5	5215.1	No
6168-WFVVF	Female	1	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	235.5	Yes
9860-LISIZ	Female	0	No	No	34	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	20.35	673.2	No
0112-QAWRZ	Male	0	Yes	Yes	16	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	90.8	1442.2	No
0877-SDMBN	Female	0	No	No	54	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.95	5639.05	Yes
2786-GCDPI	Female	1	No	No	50	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.95	5222.35	No
4043-MKDTV	Male	0	Yes	No	71	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	105.25	7291.75	No
8065-YKXKD	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.75	799.65	Yes
9637-EIHEQ	Female	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	50.8	50.8	Yes
9229-RQABD	Male	0	No	No	18	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	23.75	424.5	No
8313-KTIHG	Male	0	No	No	4	Yes	No	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	61.3	249.4	No
5320-BRKGK	Female	0	Yes	Yes	58	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Mailed check	75.8	4415.75	No
6284-KMNUF	Female	0	Yes	No	56	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Electronic check	98	5270.6	No
9689-PTNPG	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.25	144.55	Yes
9465-RWMXL	Male	0	Yes	No	32	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	78.9	2447.95	Yes
6229-UOLQL	Male	0	Yes	Yes	56	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	No	One year	Yes	Mailed check	52	2884.9	No
2362-IBOOY	Male	0	No	No	36	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.75	3050.15	Yes
3137-LUPIX	Female	0	No	No	4	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	64.4	253	No
0843-WTBXE	Male	0	No	No	53	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	85.45	4517.25	Yes
6143-JQKEA	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	45.8	436.2	No
8676-OOQEJ	Male	0	No	No	4	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Electronic check	30.5	118.4	No
5515-IDEJJ	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	Month-to-month	No	Mailed check	19.9	19.9	Yes
9701-CDXHR	Female	0	Yes	No	51	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	69.15	3649.6	No
7450-NWRTR	Male	1	No	No	12	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.45	1200.15	Yes
8124-NZVGJ	Female	0	No	No	6	No	No phone service	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	49.25	255.6	No
2162-FRZAA	Male	0	Yes	Yes	63	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	39.35	2395.05	No
5376-DEQCP	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.6	70.6	Yes
5118-MUEYH	Female	0	Yes	No	48	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	105.1	5083.55	No
9095-HFAFX	Female	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	81	389.6	Yes
5627-TVBPP	Female	0	No	Yes	35	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Credit card (automatic)	20.1	644.5	No
2379-ENZGV	Male	0	No	No	6	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.85	523.5	Yes
3936-QQFLL	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	19.75	39.3	No
2589-AYCRP	Female	0	No	No	50	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)	19.75	989.05	No

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