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churn-prediction

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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
5839-SUYVZ	Male	0	No	No	16	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	74.55	1170.5	No
5173-ZXXXL	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	One year	No	Mailed check	19.95	47.7	No
1096-ADRUX	Female	0	Yes	Yes	66	Yes	Yes	Fiber optic	No	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	74.25	4859.25	No
2001-MCUUW	Male	0	No	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	108.65	4903.2	No
2731-GJRDG	Female	0	No	No	32	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	109.55	3608	No
4723-BEGSG	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.65	6094.25	No
6516-NKQBO	Male	0	Yes	Yes	38	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	81	3084.9	No
8672-OAUPW	Male	0	No	Yes	51	Yes	No	DSL	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	47.85	2356.75	No
8207-DMRVL	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	114.55	8306.05	No
3419-SNJJD	Female	1	Yes	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	105.25	6786.4	Yes
6543-CPZMK	Male	0	Yes	Yes	9	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	29.95	248.95	Yes
4765-OXPPD	Female	0	Yes	Yes	9	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	No	Mailed check	65	663.05	Yes
2804-ETQDK	Male	0	No	Yes	66	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	20.55	1357.1	No
6689-VRRTK	Female	1	No	No	44	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	109.8	4860.35	No
7138-GIRSH	Male	0	No	No	50	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	69.5	3418.2	No
9396-ZSFLL	Female	0	No	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	48.85	631.4	No
6464-KEXXH	Male	0	No	No	8	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	25.25	186.3	No
7134-MJPDY	Female	1	No	No	66	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	102.85	6976.75	No
5240-CAOYT	Female	0	No	No	57	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	87.55	4884.85	No
4059-IIEBK	Female	0	No	No	7	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	78.55	522.95	No
4881-JVQOD	Male	1	Yes	Yes	10	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	34.55	362.6	No
0516-UXRMT	Female	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Electronic check	92.05	5755.8	No
4851-BQDNX	Male	0	Yes	Yes	40	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	85.05	3355.65	No
5148-HKFIR	Female	0	No	No	20	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	406.95	No
1009-IRMNA	Female	0	No	No	7	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	137.6	Yes
3003-CMDUU	Female	0	Yes	No	25	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	95.15	2395.7	No
5016-IBERQ	Male	0	Yes	No	23	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	84.25	1968.1	No
6797-UCJHZ	Female	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	104.6	6819.45	No
2469-DTSGX	Female	1	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	111.65	7943.45	No
4554-YGZIH	Male	1	Yes	No	49	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	90.05	4547.25	Yes
5099-BAILX	Male	1	Yes	Yes	43	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	110.75	4687.9	Yes
9931-KGHOA	Female	0	Yes	No	46	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	55	2473.95	No
1775-KWJKQ	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.85	6562.9	No
7665-VIGUD	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	One year	No	Mailed check	20.35	176.3	No
9411-TPQQV	Female	0	No	No	40	No	No phone service	DSL	Yes	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	54.55	2236.2	No
7207-RMRDB	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.5	6985.65	Yes
7954-MLBUN	Male	0	No	No	31	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	99.45	3109.9	No
2077-DDHJK	Female	0	Yes	No	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	70.9	4911.35	No
4913-EHYUI	Male	1	Yes	Yes	56	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.55	5794.65	Yes
0195-IESCP	Male	0	Yes	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.25	855.3	Yes
9574-BOSMD	Male	0	Yes	Yes	68	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)	25.4	1620.2	No
4580-TMHJU	Female	0	Yes	Yes	43	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	56.15	2499.3	Yes
0970-ETWGE	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.55	89.55	Yes
4908-XAXAY	Female	1	No	No	49	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	89.85	4287.2	No
8404-VLQFB	Female	0	Yes	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	25.25	394.85	No
1626-ERCMM	Male	1	Yes	No	20	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.55	1899.65	Yes
0887-HJGAR	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.7	45.7	Yes
2391-IPLOP	Male	0	Yes	Yes	50	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	One year	Yes	Electronic check	69.65	3442.15	No
5644-PDMZC	Female	1	No	No	2	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	89.5	161.5	Yes
3509-GWQGF	Male	1	No	No	24	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	70	1732.6	No
9576-ANLXO	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.55	222.3	Yes
2024-BASKD	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	74.6	74.6	Yes
5845-BZZIB	Male	0	Yes	Yes	35	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	20.1	655.3	No
1140-UKVZG	Female	0	No	No	17	Yes	Yes	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	24.8	475.25	No
4160-AMJTL	Female	1	No	No	8	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	19.65	164.3	Yes
5183-SNMJQ	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	95.1	865.1	No
8100-PNJMH	Male	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	88.85	6132.7	No
7838-LAZFO	Male	0	Yes	No	45	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	78.8	3597.5	No
4464-JCOLN	Male	0	Yes	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	Mailed check	19.85	35.9	Yes
2085-JVGAD	Male	0	Yes	No	37	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)	20.35	697.65	No
5650-VDUDS	Female	0	No	No	4	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.25	96.05	Yes
8095-WANWK	Female	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.25	428.7	No
3030-ZKIWL	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	20.05	20.05	No
9565-FLVCG	Male	0	Yes	Yes	65	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	Two year	Yes	Mailed check	69.55	4459.15	No
8755-OGKNA	Female	0	Yes	Yes	57	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	1167.6	No
2800-VEQXM	Female	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	74.75	238.1	No
7538-GWHML	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.65	145.15	Yes
5533-RJFTJ	Male	0	No	No	49	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	30.2	1453.1	No
3859-CVCET	Female	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.65	191.05	Yes
0214-JHPFW	Female	0	Yes	No	70	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	57.8	4039.3	No
5642-MHDQT	Female	0	Yes	Yes	53	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)	19.85	1039.45	No
3088-FVYWK	Male	0	Yes	Yes	53	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)	25.55	1336.1	No
3276-HDUEG	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	75.05	75.05	Yes
9092-GDZKO	Male	0	No	No	22	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	Credit card (automatic)	24.85	493.4	No
0823-HSCDJ	Male	1	No	No	52	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	49.15	2550.9	Yes
3729-OWRVL	Male	1	No	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.35	7246.15	No
2324-AALNO	Female	0	No	No	48	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)	24.55	1203.95	No
0822-GAVAP	Female	0	No	No	2	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	34.7	62.25	Yes
5760-IFJOZ	Male	0	No	No	3	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	107.95	313.6	No
2826-UWHIS	Male	0	Yes	No	45	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	81.4	3775.85	No
1448-PWKYE	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80	80	Yes
7501-IWUNG	Female	0	Yes	Yes	61	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	73.8	4616.05	No
4957-TREIR	Male	0	No	No	3	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	64.4	195.65	No
7251-LJBQN	Female	1	No	No	40	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	103.75	4188.4	No
8040-MNRTF	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	71.1	71.1	No
1536-HBSWP	Female	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	49.9	49.9	No
5313-FPXWG	Male	0	No	No	51	Yes	Yes	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)	24.6	1266.4	No
0067-DKWBL	Male	1	No	No	2	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.25	91.1	Yes
0946-FKYTX	Male	0	No	No	52	No	No phone service	DSL	No	Yes	No	No	No	No	One year	No	Mailed check	30.1	1623.4	No
5076-YVXCM	Male	0	No	No	51	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	83.4	4149.45	No
8262-COGGB	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	Mailed check	20.45	20.45	No
6663-JOCQO	Male	0	Yes	Yes	31	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	75.25	2344.5	No
9620-QJREV	Male	0	No	Yes	47	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)	20.55	1013.05	No
2276-YDAVZ	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.1	270.7	Yes
2682-KEVRP	Female	1	No	No	22	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	20.05	417	No
2480-JZOSN	Female	0	Yes	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	Mailed check	20.65	20.65	No
0078-XZMHT	Male	0	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.15	6316.2	No
5896-NPFWW	Male	0	Yes	Yes	3	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	50.15	168.15	Yes
9978-HYCIN	Male	1	Yes	Yes	47	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	84.95	4018.05	No
8338-QIUNR	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	66.5	4811.6	No