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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
0052-YNYOT	Female	0	No	No	67	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	1343.4	No
6304-IJFSQ	Male	0	No	No	3	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	49.9	130.1	Yes
9586-JGQKH	Female	0	Yes	No	64	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.4	6794.75	No
4501-VCPFK	Male	0	No	No	26	No	No phone service	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	35.75	1022.5	No
6075-SLNIL	Male	0	No	No	38	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	95.1	3691.2	No
9347-AERRL	Male	0	Yes	No	23	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)	19.3	486.2	No
0093-XWZFY	Male	0	No	No	40	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	104.5	4036.85	Yes
2274-XUATA	Male	1	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	63.1	4685.55	No
1980-KXVPM	Female	1	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.05	256.25	Yes
7703-ZEKEF	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	81	1917.1	Yes
0723-DRCLG	Female	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.45	74.45	Yes
5482-NUPNA	Female	0	No	No	4	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	60.4	272.15	Yes
6691-CCIHA	Female	0	Yes	No	62	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	84.95	5150.55	No
1685-BQULA	Female	0	No	No	40	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	93.4	3756.4	No
9053-EJUNL	Male	0	No	No	41	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	89.2	3645.75	No
0666-UXTJO	Male	1	Yes	No	34	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.2	2874.45	No
1471-GIQKQ	Female	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	49.95	49.95	No
4807-IZYOZ	Female	0	No	No	51	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)	20.65	1020.75	No
1122-JWTJW	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.65	70.65	Yes
9710-NJERN	Female	0	No	No	39	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	826	No
9837-FWLCH	Male	0	Yes	Yes	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	Yes	Electronic check	19.2	239	No
1699-HPSBG	Male	0	No	No	12	Yes	No	DSL	No	No	No	Yes	Yes	No	One year	Yes	Electronic check	59.8	727.8	Yes
7203-OYKCT	Male	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	104.95	7544.3	No
1035-IPQPU	Female	1	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.5	6479.4	No
7398-LXGYX	Male	0	Yes	No	44	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	84.8	3626.35	No
2823-LKABH	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.05	1679.4	No
8775-CEBBJ	Female	0	No	No	9	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.2	403.35	Yes
0550-DCXLH	Male	0	No	No	13	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Mailed check	73.35	931.55	No
9281-CEDRU	Female	0	Yes	No	68	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Two year	No	Bank transfer (automatic)	64.1	4326.25	No
2235-DWLJU	Female	1	No	No	6	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.4	263.05	No
0871-OPBXW	Female	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	Mailed check	20.05	39.25	No
3605-JISKB	Male	1	Yes	No	55	Yes	Yes	DSL	Yes	Yes	No	No	No	No	One year	No	Credit card (automatic)	60	3316.1	No
6894-LFHLY	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.75	75.75	Yes
9767-FFLEM	Male	0	No	No	38	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.5	2625.25	No
0639-TSIQW	Female	0	No	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	102.95	6886.25	Yes
8456-QDAVC	Male	0	No	No	19	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	78.7	1495.1	No
7750-EYXWZ	Female	0	No	No	12	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	60.65	743.3	No
2569-WGERO	Female	0	No	No	72	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)	21.15	1419.4	No
6840-RESVB	Male	0	Yes	Yes	24	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	84.8	1990.5	No
2234-XADUH	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	103.2	7362.9	No
4801-JZAZL	Female	0	Yes	Yes	11	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	29.6	346.45	No
8361-LTMKD	Male	1	Yes	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.4	306.6	Yes
3186-AJIEK	Male	0	No	No	66	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.65	6844.5	No