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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
7137-RYLPP	Male	1	Yes	No	37	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.7	3171.15	Yes
3765-JXVKY	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	74.7	Yes
5092-STPKP	Female	0	No	No	24	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	56.35	1381.2	No
7330-WZLNC	Female	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.8	455.5	Yes
0114-PEGZZ	Female	0	No	No	33	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	107.55	3645.5	No
3359-DSRKA	Female	0	Yes	Yes	58	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	19.85	1158.85	No
8639-NHQEI	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Two year	Yes	Bank transfer (automatic)	95.9	6954.15	No
7161-DFHUF	Female	0	Yes	No	71	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	23.85	1672.1	No
3957-LXOLK	Female	1	No	No	28	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.15	3152.5	Yes
3720-DBRWL	Male	0	Yes	No	51	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	83.85	4307.1	No
6635-MYYYZ	Female	0	No	No	30	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	85.35	2530.4	Yes
8565-WUXZU	Male	1	Yes	No	72	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	84.8	6141.65	No
5281-BUZGT	Male	1	No	No	36	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.85	3186.7	Yes
4994-OBRSZ	Male	0	No	Yes	14	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	76.1	1054.8	No
0562-FGDCR	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Mailed check	74.55	5430.65	No
2436-QBZFP	Female	0	Yes	Yes	22	No	No phone service	DSL	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	39.2	849.9	No
3420-YJLQT	Female	0	No	No	2	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	79.55	151.75	No
6040-CGACY	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	Month-to-month	No	Mailed check	19.6	299.4	No
6582-PLFUU	Male	0	Yes	Yes	51	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)	19.55	1086.75	No
8242-PDSGJ	Male	0	Yes	No	70	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	39.15	2692.75	No
0264-CNITK	Female	0	Yes	Yes	71	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)	20.1	1389.6	No
0089-IIQKO	Female	0	Yes	Yes	39	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.95	3767.4	No
7839-NUIAA	Female	0	Yes	Yes	61	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	59.8	3641.5	No
6075-QMNRR	Female	0	No	No	52	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.75	2535.55	No
5378-IKEEG	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	35.75	35.75	Yes
5966-EMAZU	Male	0	Yes	No	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	108.5	6880.85	No
0440-EKDCF	Male	0	Yes	No	62	Yes	No	DSL	No	Yes	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	60.15	3753.2	No
4774-HHGGS	Male	0	Yes	No	30	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	19.05	637.55	No
2718-GAXQD	Female	1	Yes	Yes	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	46	181.6	Yes
2055-BFOCC	Male	1	Yes	No	63	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	84	5329.55	No
8180-AKMJV	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.55	44.55	No
4298-OYIFC	Male	0	Yes	No	15	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	103.45	1539.8	No
5566-SOEZD	Male	0	Yes	Yes	27	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	80.65	2209.75	No
9842-EFSYY	Female	0	No	Yes	4	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	57.2	223.75	No
2272-WUSPA	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	110.75	7751.7	No
4584-LBNMK	Male	1	Yes	No	45	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)	24.7	1174.35	No
3898-GUYTS	Female	1	No	No	45	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	97.05	4385.05	No
0930-EHUZA	Female	0	No	No	36	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Mailed check	76.35	2606.35	No
6413-XKKPU	Male	0	Yes	Yes	17	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.4	1539.45	Yes
9975-SKRNR	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	18.9	18.9	No
3703-KBKZP	Male	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.45	1261.35	No
1449-XQEMT	Male	0	No	No	3	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	19.8	58.15	Yes
2626-URJFX	Male	0	Yes	Yes	4	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.9	225.6	Yes
4973-MGTON	Female	0	Yes	No	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	84.4	5969.3	No
3682-YEUWS	Male	0	Yes	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	Yes	Mailed check	24.4	253.9	No
1223-UNPKS	Male	0	Yes	Yes	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	20.05	400	No
2612-RRIDN	Male	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	81	340.85	Yes
4735-ASGMA	Male	0	No	No	26	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.35	2515.3	Yes
3446-QDSZF	Female	0	No	No	4	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	55.5	227.35	No
3669-LVWZB	Male	0	No	No	5	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	51	305.95	Yes
6892-EZDTG	Female	0	Yes	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	91.65	365.4	Yes
5117-IFGPS	Male	1	Yes	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.3	2357.75	No
7379-FNIUJ	Male	0	No	No	2	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	100.2	198.5	No
1627-AFWVJ	Female	0	No	No	29	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	554.25	No
9725-SCPZG	Male	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.85	90.85	Yes
5884-GCYMI	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	69.4	69.4	Yes
3217-FZDMN	Female	1	No	No	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.45	742.95	Yes
4486-EFAEB	Male	0	No	No	13	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	20.4	251.65	No
0060-FUALY	Female	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	94.75	5597.65	No
7853-GVUDZ	Female	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	Month-to-month	Yes	Credit card (automatic)	20.15	20.15	Yes
7480-QNVZJ	Male	1	No	No	50	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.7	4816.7	Yes
6954-OOYZZ	Male	0	Yes	No	18	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.35	768.05	No
7088-FBAWU	Female	0	Yes	Yes	17	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	Month-to-month	No	Mailed check	74.55	1215.8	No
8313-AFGBW	Male	0	Yes	No	47	Yes	No	DSL	No	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	73.6	3522.65	No
3943-KDREE	Female	0	No	No	26	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.95	1834.95	Yes
9239-ZBZZV	Female	0	No	No	6	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	47.95	305.1	Yes
3097-IDVPU	Male	0	Yes	Yes	19	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	50.1	910.45	No
4398-HSCJH	Female	0	No	No	3	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	63.6	155.65	Yes
2197-OMWGI	Female	1	Yes	Yes	68	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	53	3656.25	No
2303-PJYHN	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)	19.85	52	No
9795-VOWON	Male	0	No	No	7	No	No phone service	DSL	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	24.35	150.85	No
1237-WIYYZ	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	Yes	Mailed check	19.55	389.25	No
1987-AUELQ	Female	0	Yes	No	71	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)	25.05	1873.7	No
7852-LECYP	Male	1	Yes	No	13	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	93.8	1261	No
4430-UZIPO	Male	0	No	No	3	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	36.85	108.7	Yes
4822-LPTYJ	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	103.75	7346.2	No
8165-CBKXO	Male	0	Yes	Yes	66	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	56.75	3708.4	No
6527-PZFPV	Male	0	Yes	Yes	24	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)	20.8	469.65	No
4855-SNKMY	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.1	44.1	Yes
9593-CVZKR	Female	0	Yes	Yes	56	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	24.45	1385.85	No
8595-SIZNC	Female	1	Yes	No	22	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)	25.6	548.8	No
8008-HAWED	Male	0	No	No	14	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.75	712.75	Yes
7124-UGSUR	Female	1	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	104.4	6405	Yes
1862-SKORY	Female	1	Yes	No	40	No	No phone service	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	39.3	1637.4	Yes
5236-XMZJY	Female	0	No	No	42	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	59.65	2536.55	No
4827-DPADN	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	83.3	6042.7	No
2694-CIUMO	Female	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	79.55	958.25	No
5846-ABOBJ	Male	0	Yes	No	71	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)	24.45	1730.65	No
1439-LCGVL	Female	0	Yes	No	26	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	19.2	459.6	No
0909-SDHNU	Female	0	No	Yes	7	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	29.8	201.95	No
4647-XXZAM	Female	0	Yes	Yes	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.5	285.2	No
1502-XFCVR	Female	0	No	No	58	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.45	6145.85	Yes
7740-KKCXF	Male	0	Yes	No	51	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	30.05	1529.45	No
5360-XGYAZ	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	65.65	4664.5	No
9692-TUSXH	Female	0	No	No	18	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.05	1740.7	Yes
7912-SYRQT	Female	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.1	552.95	Yes
3557-HTYWR	Female	0	No	No	47	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	Two year	No	Mailed check	74.05	3496.3	No
4816-JBHOV	Male	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.7	93.7	Yes
8920-NAVAY	Male	1	No	No	62	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	110.75	7053.35	No
1699-TLDLZ	Female	0	Yes	Yes	16	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	301.55	No

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