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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
0679-IDSTG	Female	1	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.25	69.25	Yes
7765-LWVVH	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Two year	Yes	Electronic check	95.1	6843.15	No
1658-TJVOA	Female	1	No	No	6	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.1	450.9	No
0953-LGOVU	Male	0	Yes	Yes	12	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	35.5	432.25	No
2115-BFTIW	Male	0	No	No	25	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.95	1767.35	Yes
4692-NNQRU	Female	0	Yes	No	21	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	One year	No	Electronic check	79.2	1742.45	No
7742-MYPGI	Female	0	Yes	Yes	6	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	48.8	297.35	No
0611-DFXKO	Male	0	Yes	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	89	1820.45	Yes
7780-OTDSO	Male	0	Yes	No	18	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.4	1742.95	Yes
9619-GSATL	Female	0	No	No	43	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	No	Electronic check	55.45	2444.25	No
5622-UEJFI	Female	0	Yes	Yes	35	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)	25.4	949.8	No
9747-DDZOS	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	73.5	73.5	Yes
0674-DGMAQ	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	93.5	2970.8	No
6203-HBZPA	Male	0	No	No	52	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	63.9	3334.95	No
0484-FFVBJ	Male	0	No	No	32	Yes	No	DSL	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	64.85	2010.95	No
0301-FIDRB	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	63.8	4684.3	No
4139-JPIAM	Male	0	No	No	51	No	No phone service	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	44.45	2181.55	No
2181-TIDSV	Male	0	Yes	Yes	68	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)	19.95	1303.25	No
2761-XECQW	Male	1	Yes	No	8	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	43.35	371.4	No
1936-CZAKF	Male	0	Yes	No	49	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Two year	No	Credit card (automatic)	49.65	2409.9	No
9453-PATOS	Female	0	Yes	No	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	85.1	6155.4	No
0564-JJHGS	Male	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.5	829.1	Yes
3348-CFRNX	Female	0	Yes	No	28	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	92.35	2602.9	Yes
4402-FTBXC	Male	0	No	No	54	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	No	Mailed check	89.8	4667	No
1428-GTBJJ	Male	0	No	No	11	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.55	824.75	Yes
2931-XIQBR	Female	0	Yes	Yes	50	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	No	Mailed check	103.05	5153.5	No
0106-UGRDO	Female	0	Yes	No	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	116	8182.85	No
5542-TBBWB	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.9	69.9	No
1930-QPBVZ	Male	0	Yes	Yes	68	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	Two year	No	Bank transfer (automatic)	95.1	6683.4	No
2606-PKWJB	Male	0	No	Yes	40	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Mailed check	40.25	1564.05	No
5322-ZSMZY	Male	0	Yes	Yes	31	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	25.75	755.6	No
8059-UDZFY	Female	1	No	Yes	33	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.35	3465.05	No
7740-BTPUX	Male	1	Yes	No	55	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	113.6	6292.7	No
5220-AGAAX	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	Yes	Bank transfer (automatic)	24	1664.3	No
0208-BPQEJ	Female	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	No	Bank transfer (automatic)	19.4	198.1	No
9435-JMLSX	Male	0	Yes	No	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	86.1	6045.9	No
3352-ALMCK	Male	0	No	No	40	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	102.65	4108.15	No
5312-IRCFR	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	92.85	5980.75	No
5294-IMHHT	Male	0	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	One year	No	Bank transfer (automatic)	97.75	5043.2	No
8802-UNOJF	Male	1	No	No	12	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	83.8	1029.75	Yes
6313-GIDIT	Male	1	No	No	53	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	54.45	2854.55	Yes
6176-YJWAS	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	97.95	7114.25	No
5310-NOOVA	Male	0	No	No	46	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Electronic check	19.95	907.05	No
4526-EXKKN	Male	0	No	No	40	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	24.6	973.95	No
5311-IHLEI	Male	0	No	No	12	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	50.95	605.75	No
3987-KQDDU	Male	0	No	No	9	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	75.6	661.55	No
3404-JNXAX	Female	0	Yes	Yes	51	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	80.75	4116.9	No
5131-PONJI	Male	0	Yes	Yes	49	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.4	4494.65	No
2845-AFFTX	Male	1	Yes	No	41	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	4259.3	Yes
3489-VSFRD	Female	0	No	No	56	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	60.25	3282.75	No
3345-JHUEO	Male	0	No	No	4	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	20.2	55.7	No
5815-HGGHV	Male	0	Yes	No	20	Yes	No	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Mailed check	64.15	1274.45	No
5260-UMPWX	Female	0	Yes	Yes	26	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	Credit card (automatic)	20.25	493.95	No
2249-YPRNG	Female	0	Yes	Yes	20	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.85	2239.65	Yes
7410-YTJIK	Female	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	75.45	480.75	Yes
4626-GYCZP	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.85	635.6	Yes
5649-RXQTV	Male	0	No	No	51	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99	5038.15	No
2674-MIAHT	Female	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	80.3	324.2	No
2576-HXMPA	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	Credit card (automatic)	19.55	19.55	No
7587-AOVVU	Male	0	Yes	Yes	27	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	No	Electronic check	100.75	2793.55	No
5590-BYNII	Male	0	No	No	22	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.75	2095	Yes
6898-MDLZW	Male	0	No	No	12	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	53.75	648.65	No
3237-AJGEH	Female	0	Yes	Yes	3	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	31	95.05	Yes
4707-YNOQA	Female	0	Yes	Yes	34	Yes	Yes	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)	25.6	917.15	No
9357-UJRUN	Male	0	Yes	No	24	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	Yes	Electronic check	58.35	1346.9	No
1591-NFNLQ	Male	0	No	No	51	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	80	4242.35	Yes
8648-PFRMP	Female	1	No	No	14	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	46.35	672.7	No
7663-CUXZB	Male	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	113.75	6561.25	No
0258-NOKBL	Male	0	No	No	3	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	No	Electronic check	90.4	268.45	No
1163-VIPRI	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	109.3	7337.55	No
2815-CPTUL	Male	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.25	331.9	Yes
9348-ROUAI	Female	0	Yes	Yes	59	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	90.3	5194.05	No
9443-JUBUO	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	65.25	4478.85	No
0596-BQCEQ	Female	0	Yes	Yes	62	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.15	6283.3	Yes
1481-ZUWZA	Male	0	No	No	28	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.5	2659.4	Yes
3043-TYBNO	Male	0	No	No	3	Yes	No	DSL	No	No	No	Yes	No	Yes	Month-to-month	No	Mailed check	60.65	196.9	No
4830-FAXFM	Male	0	No	Yes	19	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)	24.1	439.2	No
5906-BFOZT	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	19.5	19.5	No
2960-NKRSO	Male	0	No	No	24	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	85.95	2107.15	No
8996-ZROXE	Male	1	No	No	57	Yes	No	DSL	No	No	Yes	Yes	No	No	One year	Yes	Electronic check	53.5	3035.8	No
5598-IKHQQ	Female	0	No	No	72	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)	25.45	1866.45	No
0397-ZXWQF	Male	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	Two year	No	Bank transfer (automatic)	20.5	1430.95	No
5266-PFRQK	Male	0	Yes	Yes	52	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)	20.85	1071.6	No
4674-HGNUA	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.9	6457.15	No
6765-MBQNU	Female	0	Yes	No	26	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	26	684.05	No
9786-IJYDL	Female	0	No	No	35	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	113.2	3914.05	No
1303-SRDOK	Female	0	Yes	Yes	55	Yes	No	Fiber optic	No	No	No	No	No	No	Two year	Yes	Credit card (automatic)	69.05	3842.6	No
3769-MHZNV	Female	0	Yes	Yes	33	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	670.35	No
6295-OSINB	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	109.65	7880.25	No
3308-MHOOC	Male	0	No	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	Yes	Mailed check	19.2	19.2	No
2309-OSFEU	Male	0	No	No	10	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	33.9	298.45	Yes
2207-QPJED	Female	1	Yes	No	37	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Electronic check	90	3371.75	No
4177-JPDFU	Male	0	No	No	12	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	34	442.45	No
2239-CFOUJ	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	One year	No	Mailed check	20.4	20.4	No
8046-DNVTL	Male	0	Yes	No	62	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	38.6	2345.55	No
2209-XADXF	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	25.25	25.25	No
6620-JDYNW	Female	0	No	No	18	Yes	Yes	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	60.6	1156.35	No
1891-FZYSA	Male	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	89.95	6143.15	Yes
4770-UEZOX	Male	0	No	No	2	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.75	144.8	No
1038-RQOST	Male	0	Yes	Yes	19	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	20.6	414.95	No

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