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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
4067-HLYQI	Female	0	No	No	33	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.4	2406.1	No
5124-EOGYE	Male	0	No	No	31	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	20.45	638.55	No
5057-RKGLH	Female	0	Yes	Yes	9	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	20.35	191.1	No
0292-WEGCH	Female	0	Yes	Yes	54	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	86.2	4524.05	No
8910-ICHIU	Female	0	No	No	46	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	95.65	4664.2	No
4097-YODCF	Male	0	No	Yes	34	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	103.8	3470.8	No
9715-WZCLW	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Two year	Yes	Electronic check	97.2	6910.3	No
9786-YWNHU	Female	0	Yes	Yes	63	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Mailed check	63.55	4014.2	No
6407-GSJNL	Female	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	Two year	No	Bank transfer (automatic)	24.95	1288	No
6005-OBZPH	Female	1	No	No	26	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	89.15	2277.65	Yes
4049-ZPALD	Female	0	Yes	No	64	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	99	6375.8	No
7932-WPTDS	Female	1	Yes	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.8	24.8	Yes
3733-UOCWF	Male	1	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	85.55	5251.75	No
6833-JMZYP	Female	0	No	No	15	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94	1505.45	No
2722-VOJQL	Male	0	No	No	64	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	105.65	6903.1	Yes
1310-QRITU	Female	0	No	No	18	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.3	913.3	No
8961-QDZZJ	Female	0	Yes	Yes	57	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	95	5535.8	No
9715-SBVSU	Male	0	Yes	Yes	14	Yes	No	DSL	Yes	Yes	No	No	No	Yes	Two year	Yes	Bank transfer (automatic)	61.4	815.55	No
8490-BXHEO	Male	1	No	No	18	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.55	1411.65	No
7173-TETGO	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	78.5	5602.25	No
7929-SKFGK	Male	0	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	114.3	8244.3	No
2300-RQGOI	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	Two year	No	Mailed check	20.05	741.5	No
3563-SVYLG	Male	0	Yes	Yes	68	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	62.65	4375.8	No
5228-EXCET	Male	0	No	No	13	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.85	1008.7	Yes
6435-VWCCY	Male	1	Yes	No	65	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Two year	Yes	Credit card (automatic)	92.7	5968.4	No
4998-IKFSE	Female	0	No	No	30	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	100.45	3096.9	No
8630-QSGXK	Male	0	Yes	No	51	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	75.2	3901.25	No
2455-USLMV	Female	0	No	No	31	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	84.75	2613.4	No
7394-FKDNK	Female	0	Yes	No	9	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	89.45	853.1	Yes
9488-FVZCC	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	79.5	5661.7	No
6331-LWDTQ	Male	0	No	No	10	Yes	Yes	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	72.15	794.25	Yes
5995-WWKKG	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	One year	Yes	Electronic check	19.8	695.05	No
1597-FZREH	Female	0	No	No	2	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	76.4	160.8	Yes
7879-CGSFV	Male	0	No	No	55	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Mailed check	100.9	5552.05	No
9921-EZKBY	Male	0	No	Yes	33	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.3	3275.15	No
7432-FFVAR	Female	0	Yes	Yes	46	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	One year	No	Bank transfer (automatic)	90.95	4236.6	No
7246-ZGQDF	Female	0	No	Yes	1	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Electronic check	54.5	54.5	No
7000-WCEVQ	Female	1	No	No	20	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	61.6	1174.35	Yes
0727-IWKVK	Male	0	Yes	No	9	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	79.9	741.7	Yes
5959-BELXA	Male	1	No	No	32	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	96.15	3019.25	Yes
4456-RHSNB	Female	0	Yes	Yes	19	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.6	962.9	No
3512-IZIKN	Female	0	Yes	No	70	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Credit card (automatic)	65.3	4759.75	Yes
2481-SBOYW	Female	0	No	Yes	61	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)	25	1498.35	No
7109-MFBYV	Male	0	No	No	26	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.45	1233.15	No
1833-TCXKK	Male	0	Yes	No	45	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	107.75	4882.8	No
1832-PEUTS	Male	0	Yes	Yes	62	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	89.1	5411.65	No
6141-OOXUQ	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	19.65	19.65	Yes
8660-BUETV	Female	0	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.75	148.05	No
0580-PIQHM	Female	0	Yes	Yes	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	101.6	3930.55	No
5696-CEIQJ	Male	0	Yes	Yes	67	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	103.15	6895.5	No
7503-ZGUZJ	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	84.65	84.65	Yes
1696-HXOWK	Female	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	No	Mailed check	95.65	6856.95	No
3026-ATZYV	Female	0	Yes	Yes	37	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	75.1	2658.8	No
4012-YCFAI	Male	0	Yes	No	60	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Mailed check	61.35	3766.2	No
2506-TNFCO	Female	1	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	69.55	Yes
9970-QBCDA	Female	0	No	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	Credit card (automatic)	19.7	129.55	No
8718-PTMEZ	Female	0	No	No	13	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	31.05	347.25	Yes
9496-IVVRP	Female	0	Yes	Yes	11	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	51	581.7	No
2207-OBZNX	Male	0	No	No	7	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	51	354.05	Yes
2657-VPXTA	Female	0	Yes	Yes	10	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	88.85	929.45	No
6551-VLJMV	Male	0	Yes	No	34	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)	20.05	679	No
1221-GHZEP	Female	0	No	No	62	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Two year	Yes	Mailed check	65.1	3846.75	No
9289-LBQVU	Male	0	Yes	No	64	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Mailed check	70.15	4480.7	No
6142-VSJQO	Female	0	Yes	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.35	44.35	Yes
3458-IDMFK	Male	0	No	No	25	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	20.75	499.4	No
6933-FHBZC	Female	0	No	No	26	Yes	No	DSL	No	Yes	Yes	No	No	No	One year	Yes	Mailed check	56.05	1553.2	No
0221-NAUXK	Male	0	No	Yes	10	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)	19.95	219.5	No
9770-KXGQU	Female	0	No	No	53	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	No	Mailed check	98.6	5311.85	No
6437-UKHMV	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.7	586.05	Yes
6538-POCHL	Male	0	No	No	33	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	79	2576.8	No
6726-NNFWD	Female	1	Yes	No	71	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Two year	No	Credit card (automatic)	89.45	6435.25	No
3002-WQZWT	Female	0	No	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.2	1993.25	No
4277-UDIEF	Male	0	Yes	Yes	24	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	81	1923.85	No
1208-NBVFH	Male	0	Yes	Yes	20	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	49.6	939.8	No
4912-PIGUY	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.6	84.6	No
1114-CENIM	Male	0	No	Yes	54	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	55	3092.65	Yes
6060-DRTNL	Female	1	No	No	5	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	84.85	415.55	Yes
2725-TTRIQ	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.2	5986.55	No
3374-TTZTK	Male	0	Yes	No	52	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	106.3	5487	No
8990-ZXLSU	Female	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.05	651.5	No
2275-RBYQS	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.4	45.4	No
8473-VUVJN	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.65	73.65	Yes
6289-CPNLD	Male	0	Yes	Yes	33	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	73.9	2405.05	Yes
5536-SLHPM	Female	0	Yes	No	55	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	77.75	4458.15	Yes
4419-UJMUS	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Two year	Yes	Electronic check	99.35	6856.45	No
7794-JASDG	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.75	50.75	No
7609-YBPXG	Male	0	No	No	54	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	87.1	4735.2	No
5519-TEEUH	Male	0	No	Yes	33	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	20.15	682.15	No
7856-GANIL	Male	1	Yes	No	45	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	98.7	4525.8	No
0804-XBFBV	Female	0	No	Yes	11	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.2	321.05	No
2676-OXPPQ	Male	0	No	No	6	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	55.7	335.65	No
3703-TTEPD	Male	0	No	No	21	Yes	No	DSL	Yes	No	Yes	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	65.35	1424.4	No
2799-TSLAG	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	Yes	Bank transfer (automatic)	25.3	1748.55	No
0196-VULGZ	Female	1	Yes	No	6	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.35	474.9	Yes
8837-VVWLQ	Female	0	No	No	8	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Electronic check	84.95	668.4	Yes
2696-NARTR	Male	0	No	No	11	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	73.85	926.25	Yes
2208-NKVVH	Male	0	Yes	Yes	43	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	24.25	1077.95	No
7614-QVWQL	Male	0	Yes	Yes	49	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	51.8	2541.25	Yes
1976-CFOCS	Female	1	Yes	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	46	46	Yes
4631-OACRM	Male	1	No	No	15	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.4	1156.1	Yes

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