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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
7020-OZKXZ	Female	1	No	No	9	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	75.5	637.4	No
3977-QCRSL	Female	0	No	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	20.15	117.95	No
0017-DINOC	Male	0	No	No	54	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Two year	No	Credit card (automatic)	45.2	2460.55	No
1447-PJGGA	Female	0	No	No	57	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	95.25	5464.65	Yes
8565-CLBZW	Male	0	No	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	89.85	2165.05	Yes
9139-WQQDY	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Mailed check	100.45	4941.8	Yes
0224-HJAPT	Male	0	No	No	5	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	47.15	223.15	Yes
8086-OVPWV	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.2	181.1	Yes
9430-FRQOC	Female	0	No	Yes	4	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	87.1	341.45	Yes
7639-OPLNG	Male	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	79.25	5731.85	No
3074-GQWYX	Male	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.9	357.75	Yes
1492-QGCLU	Male	0	Yes	Yes	53	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	85.7	4616.1	No
6845-RGTYS	Female	0	Yes	No	47	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	98.75	4533.7	Yes
7328-OWMOM	Female	0	No	Yes	31	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)	20.1	589.25	No
4418-LZMSV	Male	0	Yes	Yes	13	Yes	No	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	61.8	750.1	No
5155-AZQPB	Female	0	Yes	Yes	28	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	49.9	1410.25	No
8861-HGGKB	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	86.45	830.85	Yes
1087-GRUYI	Male	0	Yes	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	Bank transfer (automatic)	20.4	743.5	No
7065-YUNRY	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.3	45.3	Yes
7694-VLBWQ	Male	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	104.1	7040.85	Yes
2546-KZAAT	Male	0	Yes	No	52	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Mailed check	75.4	3865.45	No
0181-RITDD	Male	0	Yes	Yes	62	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	108.15	6825.65	No
5989-PGKJB	Female	0	No	No	16	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.25	1340.1	No
4795-KTRTH	Female	1	Yes	No	5	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81	371.65	Yes
8272-ONJLV	Male	0	No	No	12	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Electronic check	95.7	1184	No
1488-PBLJN	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.85	8477.7	No
0308-GIQJT	Male	1	No	No	71	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	105.75	7382.85	No
3778-FOAQW	Female	0	Yes	No	24	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	20.15	456.85	No
4452-ROHMO	Female	0	No	No	15	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	19.6	331.6	No
6481-OGDOO	Male	0	Yes	No	67	Yes	No	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Credit card (automatic)	90.6	6056.15	Yes
3090-LETTY	Male	0	No	Yes	2	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	60.95	134.6	No
5349-AZPEW	Female	0	Yes	Yes	5	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.05	125.5	No
3753-TSEMP	Female	0	Yes	No	15	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	88.15	1390.6	Yes
8305-VHZBZ	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	20.2	20.2	Yes
9720-JJJOR	Male	0	Yes	Yes	41	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	60.3	2511.3	No
8100-HZZLJ	Female	0	No	Yes	43	Yes	No	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	63.95	2737.05	No
8775-ERLNB	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	74.3	74.3	No
8309-IEYJD	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.6	70.6	No
9172-JITSM	Female	0	Yes	Yes	26	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.8	2361.8	Yes
6298-QDFNH	Male	0	No	No	22	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.35	1730.35	Yes
7398-HPYZQ	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	90.55	6404	No
3546-GHEAE	Male	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	Two year	No	Mailed check	19.45	165.35	No
7361-YPXFS	Female	1	No	No	28	Yes	Yes	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	64.45	1867.6	No
6557-BZXLQ	Male	1	No	No	16	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.65	1043.3	No
2550-QHZGP	Male	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	One year	No	Mailed check	19.5	128.6	No
7519-JTWQH	Female	0	No	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.5	7455.45	No
2538-OIMXF	Female	0	No	Yes	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.7	24.7	No
8543-MSDMF	Male	0	No	No	3	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	77.4	206.15	No
9961-JBNMK	Male	1	No	No	21	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	96.8	2030.3	Yes
1170-SASML	Female	0	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	85.4	5869.4	No
4872-JCVCA	Female	0	Yes	No	71	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	47.6	3377.8	No
5346-BZCHP	Female	0	Yes	Yes	69	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	19.4	1346.2	No
2038-LLMLM	Female	0	No	No	48	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	103.85	4946.05	No
6173-ITPWD	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	83.35	4065	Yes
9734-UYXQI	Female	0	No	No	2	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.4	106.55	Yes
1216-BGTSP	Male	0	No	No	45	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	108.45	4964.7	No
4138-NAXED	Male	0	No	No	51	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	81	4085.75	No
2189-UXTKY	Female	0	Yes	No	22	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	79.2	1742.75	Yes
0744-BIKKF	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.65	6224.8	No
7483-IQWIB	Male	0	Yes	Yes	37	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	92.95	3415.25	No
5248-KWLAR	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	90.35	6325.25	No
4958-GZWIY	Male	0	Yes	Yes	7	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	48.7	340.25	Yes
7996-MHXLW	Female	0	No	No	66	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)	25.15	1683.6	No
7833-PKIHD	Male	0	Yes	Yes	51	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	76.4	3966.3	No
7061-OVMIM	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	One year	No	Bank transfer (automatic)	19.55	608.5	No
5153-RTHKF	Female	0	No	No	34	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	85.35	2896.6	No
1852-QSWCD	Male	0	Yes	Yes	64	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	24.8	1514.85	No
4832-VRBMR	Male	1	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.15	6792.45	No
9079-LWTFD	Male	0	No	No	47	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	No	Mailed check	100.75	4669.2	No
6356-ELRKD	Female	0	No	No	1	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.6	95.6	Yes
8624-GIOUT	Female	0	No	No	49	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	59.75	2934.3	Yes
3392-EHMNK	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	94.1	6302.8	No
5986-WWXDV	Male	0	No	Yes	39	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)	19.35	779.2	No
3061-BCKYI	Male	0	No	No	14	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	283.75	No
6179-GJPSO	Female	1	No	No	43	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	108.15	4600.7	Yes
7901-TBKJX	Male	1	No	No	56	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.05	5594	No
7228-PAQPD	Female	0	No	No	14	Yes	No	DSL	No	No	No	Yes	No	Yes	One year	No	Credit card (automatic)	59.1	772.85	No
3177-LASXD	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	71.35	71.35	Yes
7746-QYVCO	Male	0	Yes	Yes	16	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	Yes	Mailed check	55.85	857.8	No
5804-HYIEZ	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.05	7554.05	No
9919-FZDED	Male	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	84.1	5981.65	No
5934-TSSAU	Female	0	Yes	Yes	23	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.3	1702.9	No
3486-KHMLI	Male	0	No	Yes	21	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	24.7	467.15	No
4897-QSUYC	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	Yes	Mailed check	20.15	20.15	Yes
1084-UQCHV	Male	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.75	69.75	Yes
8290-YWKHZ	Female	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.2	2931	Yes
2955-BJZHG	Male	0	Yes	Yes	17	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	80.85	1400.85	Yes
3806-DXQOM	Female	0	No	No	4	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	33.65	137.85	Yes
6784-XYJAE	Female	0	No	No	36	Yes	Yes	DSL	No	No	Yes	No	No	No	One year	No	Electronic check	55.8	1941.5	No
3933-DQPWX	Female	0	No	No	50	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	39.7	1932.75	No
6661-EIPZC	Female	0	Yes	Yes	48	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	29.5	1423.05	No
8957-THMOA	Female	0	No	Yes	50	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)	20.15	970.85	No
2251-PYLPB	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	79.55	5810.9	No
5555-RNPGT	Male	0	No	Yes	10	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	Credit card (automatic)	24.8	223.9	No
1057-FOGLZ	Female	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	19.65	391.7	No
9300-RENDD	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.95	79.95	Yes
0761-AETCS	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	Electronic check	19.3	19.3	Yes
8087-LGYHQ	Male	0	No	No	9	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.05	811.65	No
4137-BTIKL	Male	0	No	No	2	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	No	Mailed check	90.75	174.75	No
2190-BCXEC	Female	0	Yes	No	40	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	78.85	3126.85	No

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