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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
9940-RHLFB	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	75.3	75.3	Yes
6591-QGOYB	Male	0	No	No	17	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	106.65	1672.1	No
9070-BCKQP	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.15	7881.2	No
6421-SZVEM	Female	0	Yes	Yes	28	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	One year	Yes	Bank transfer (automatic)	82.85	2320.8	No
1328-EUZHC	Female	0	Yes	No	18	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	370.5	No
2995-UPRYS	Female	1	Yes	No	40	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	99.2	4062.2	Yes
8878-RYUKI	Female	0	No	No	52	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	59.45	3043.7	No
9633-DENPU	Female	0	Yes	No	47	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	58.6	2723.4	No
7811-JIVPF	Female	0	No	No	23	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	49.7	1081.25	No
7113-HIPFI	Male	0	Yes	Yes	66	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Mailed check	65.85	4097.05	No
8541-QVFKM	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.5	632.2	No
6686-YPGHK	Male	1	No	No	47	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	No	Mailed check	85.5	4042.3	Yes
1383-EZRWL	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	Mailed check	20.05	164.85	Yes
9258-CNWAC	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	113.65	8166.8	No
5371-VYLSX	Female	1	No	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	83.4	4113.7	No
6374-AFWOX	Male	0	Yes	No	46	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Mailed check	65.65	3047.15	No
4759-TRPLW	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.4	70.4	Yes
5317-FLPJF	Female	0	No	No	66	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	61.35	4193.4	No
7621-VPNET	Female	0	Yes	No	42	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	85.9	3729.75	No
6034-YMTOB	Female	0	No	No	5	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	75.65	399.45	No
8563-IIOXK	Male	0	Yes	Yes	7	Yes	No	DSL	Yes	No	No	No	No	No	One year	Yes	Electronic check	49.75	331.3	Yes
4903-CNOZC	Male	0	No	No	29	Yes	Yes	DSL	No	Yes	Yes	No	No	Yes	One year	No	Credit card (automatic)	70.9	1964.6	No
4353-HYOJD	Female	0	Yes	Yes	27	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	49.85	1336.15	No
8020-BWHYL	Female	1	No	No	15	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.3	1147.45	Yes
7267-FRMJW	Female	0	Yes	Yes	25	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	486.05	No
2982-VPSGI	Female	0	Yes	No	11	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94	1078.9	Yes
4188-FRABG	Male	0	Yes	No	57	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	103.05	5925.75	No
8199-ZLLSA	Male	0	No	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	118.35	7804.15	Yes
4128-ETESU	Female	1	Yes	No	47	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	99.7	4747.2	No
0620-DLSLK	Female	0	No	No	13	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	81.9	1028.9	No
4625-EWPTF	Male	0	No	No	8	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	30.45	226.45	Yes
5980-NOPLP	Female	0	Yes	No	44	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.1	4364.1	Yes
3850-OKINF	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	No	No	No	Yes	No	One year	Yes	Electronic check	66.2	4692.55	No
6892-XPFPU	Male	1	Yes	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.25	2433.9	Yes
8010-EZLOU	Male	1	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.2	1217.25	Yes
1156-ZFYDO	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	19.75	19.75	No
3295-YVUSR	Male	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	72.6	154.3	No
8016-NCFVO	Male	1	No	No	55	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	116.5	6382.55	No
4119-ZYPZY	Male	1	No	No	71	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	106.8	7623.2	No
5549-ZGHFB	Male	0	Yes	Yes	50	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	24.95	1261.45	No
7577-SWIFR	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.25	89.25	No
0303-WMMRN	Male	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	Yes	Mailed check	19.25	86.05	No
6408-OTUBZ	Female	0	No	No	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	104.55	6779.05	No
5204-HMGYF	Female	0	Yes	Yes	49	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	87.2	4345	No
1078-TDCRN	Female	1	Yes	No	3	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	30.75	82.85	No
3727-OVPRY	Male	0	Yes	Yes	66	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)	25.7	1714.55	No
3797-FKOGQ	Male	0	No	Yes	11	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	86.2	893.2	No
7622-NXQZR	Male	0	No	No	28	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	30.1	810.85	No
6196-HBOBZ	Male	0	Yes	No	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Electronic check	99.35	6347.55	No
3970-XGJDU	Female	0	No	No	62	Yes	No	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)	19.2	1123.65	No
7017-VFULY	Female	0	Yes	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	No	Bank transfer (automatic)	20.1	43.15	No
5562-YJQGT	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	No	Credit card (automatic)	20.35	35.1	No
8807-OPMBM	Female	0	Yes	Yes	55	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)	25.65	1388	No
5439-WIKXB	Male	1	Yes	No	41	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.55	3851.45	No
9874-QLCLH	Female	0	Yes	Yes	17	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.2	1743.5	Yes
8294-UIMBA	Female	0	No	No	30	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	94.4	2638.1	No
8109-YUOHE	Male	0	No	No	17	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Mailed check	56.1	946.95	No
5840-NVDCG	Female	0	Yes	Yes	16	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Two year	No	Bank transfer (automatic)	68.25	1114.85	No
8092-NLTGF	Male	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	Bank transfer (automatic)	24.75	1777.6	No
5928-QLDHB	Male	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.25	684.85	No
9840-EFJQB	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	74.35	74.35	No
0696-UKTOX	Male	0	No	Yes	23	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	54.15	1312.45	No
4801-KFYKL	Male	0	No	Yes	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	Bank transfer (automatic)	19.45	159.2	No
3472-OAOOR	Male	0	Yes	Yes	19	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	34.95	610.2	No
6135-OZQVA	Female	0	No	No	7	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	53.65	404.35	No
8062-YBDOE	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.65	69.65	Yes
2252-JHJGE	Male	0	No	No	61	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	No	Electronic check	104	6363.45	No
4188-PCPIG	Female	0	Yes	No	57	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	70.35	4124.65	No
6000-APYLU	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.8	713.1	Yes
7105-BENQF	Male	0	No	Yes	15	Yes	No	DSL	Yes	No	Yes	No	No	Yes	One year	No	Mailed check	64.85	950.75	No
7721-DVEKZ	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	Mailed check	19.65	19.65	No
3566-VVORZ	Female	0	Yes	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	45.9	505.95	No
9507-HSMMZ	Male	0	No	No	54	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	1149.65	No
2480-SQIOB	Male	0	Yes	Yes	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.8	169.65	No
0947-IDHRQ	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	80.3	526.7	Yes
7813-TKCVO	Female	0	Yes	No	20	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	393.15	No
0128-MKWSG	Female	0	No	Yes	26	No	No phone service	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Mailed check	45.8	1147	No
3672-YITQD	Male	1	Yes	No	36	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.1	3021.6	Yes
4350-ZTLPI	Female	0	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	108.95	5718.2	No
9048-JVYVF	Male	0	No	No	3	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	69.35	191.35	Yes
0361-HJRDX	Female	0	No	No	68	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	64.35	4539.6	No
5727-MYATE	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.8	6397.6	No
3823-KYNQY	Male	0	No	No	12	Yes	Yes	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)	24.95	280.4	No
8988-ECPJR	Female	1	Yes	Yes	34	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	79.6	2718.3	Yes
7570-WELNY	Female	0	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Two year	Yes	Bank transfer (automatic)	84.7	5711.05	No
3021-VLNRJ	Female	0	No	Yes	50	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	70.8	3478.15	No
3776-EKTKM	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	36.45	36.45	Yes
2080-CAZNM	Female	1	No	No	41	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.4	4133.95	No
1028-FFNJK	Male	1	Yes	No	30	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	101.5	2917.65	No
6907-FLBER	Male	0	No	No	1	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	54.3	54.3	No
3001-UNBTL	Male	1	Yes	Yes	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.95	2964.8	No
5982-PSMKW	Female	0	Yes	Yes	23	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	91.1	2198.3	No
3507-GASNP	Male	0	No	Yes	60	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	19.95	1189.9	No
7096-ZNBZI	Female	0	Yes	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)	26.45	1914.5	No
1902-XBTFB	Male	0	No	Yes	22	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.4	2001.5	Yes
1676-MQAOA	Male	0	No	No	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	75.1	5336.35	No
0786-IVLAW	Female	1	No	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	108.1	7238.6	No
7566-DSRLQ	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.15	7998.8	No
0643-OKLRP	Female	1	Yes	No	47	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	80.35	3825.85	Yes
7245-JMTTQ	Female	0	No	No	51	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.5	5703.25	No

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