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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
1525-LNLOJ	Male	0	Yes	Yes	66	Yes	Yes	DSL	No	No	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	63.3	4189.7	No
9450-TRJUU	Male	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	83.15	2848.45	No
1766-GKNMI	Male	0	No	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.9	2516.2	No
6942-LBFDP	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	Yes	Mailed check	20.55	33.6	No
1456-TWCGB	Male	0	No	No	4	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	49.25	208.45	No
7133-VBDCG	Female	0	No	No	25	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.85	2015.35	Yes
7596-ZYWBB	Female	0	No	No	65	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Mailed check	59.6	3739.8	No
8329-UTMVM	Male	1	No	No	27	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.65	2964	No
3014-WJKSM	Male	0	Yes	No	29	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.3	2263.4	No
3347-YJZZE	Male	0	Yes	Yes	29	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	80.1	2211.8	No
1029-QFBEN	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	19.55	19.55	Yes
7929-DMBCV	Female	0	Yes	No	20	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	81	1683.7	No
9661-JALZV	Female	0	No	No	58	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)	24.7	1519	No
5433-KYGHE	Female	0	No	Yes	14	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	86	1164.05	No
4312-KFRXN	Male	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	Mailed check	25.4	1710.9	No
5575-TPIZQ	Male	0	No	No	46	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.15	4245.55	No
0114-IGABW	Female	0	Yes	No	71	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	58.25	4145.9	No
9944-AEXBM	Male	0	No	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.65	2664.3	No
1853-ARAAQ	Female	0	No	No	26	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	50.35	1277.5	No
6952-OMNWB	Male	1	Yes	No	68	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.35	5589.3	No
4697-LUPSU	Male	0	Yes	Yes	2	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	20.2	34.75	No
8434-VGEQQ	Male	0	Yes	Yes	61	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)	20.55	1305.95	No
4952-YSOGZ	Female	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.95	381.3	Yes
1589-AGTLK	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.35	141.5	Yes
5244-IRFIH	Male	1	Yes	No	33	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.5	3105.55	Yes
6549-YMFAW	Male	1	Yes	No	9	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	21.25	204.55	No
4950-HKQTE	Female	0	No	No	22	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	26.25	605.9	No
6786-OBWQR	Female	0	Yes	Yes	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.85	356.1	No
2684-EIWEO	Female	1	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	91.7	2758.15	Yes
2753-JMMCV	Male	0	No	No	65	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	74.2	4805.65	No
6439-GTPCA	Female	0	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	87.25	3941.7	Yes
6621-YOBKI	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	No	Mailed check	20.35	92.75	No
1216-JWVUX	Male	0	Yes	Yes	25	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	75.5	1901.05	No
7564-GHCVB	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	79.05	5730.7	No
1173-NOEYG	Female	0	Yes	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	90.15	2423.4	No
7595-EHCDL	Male	0	Yes	Yes	32	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	50.6	1653.45	No
6647-ZEDXT	Female	0	No	No	30	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	110.45	3327.05	No
2521-NPUZR	Male	0	Yes	No	70	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	101	7085.5	No
1307-TVUFB	Male	1	No	No	42	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.35	3344.1	No
7503-MIOGA	Female	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	89.85	6697.35	No
4381-MHQDC	Female	0	No	No	47	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Mailed check	65	2879.9	No
6923-JHPMP	Female	0	No	No	2	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.45	137.1	No
5138-WVKYJ	Male	0	No	No	10	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	98.55	1008.55	Yes
4018-PPNDW	Female	0	Yes	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	Mailed check	24.1	1551.6	No
1635-FJFCC	Female	0	No	No	5	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.05	202.15	No
2499-AJYUA	Female	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.8	7882.25	No
6919-ELBGL	Male	1	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.95	8196.4	No
3966-HRMZA	Female	1	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	75.05	202.9	No
6425-JWTDV	Male	0	Yes	No	48	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	19.25	855.1	No
8405-IGQFX	Female	0	No	No	63	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	90.05	5817	No
8224-IVVPA	Female	0	No	No	27	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	56.7	1652.95	No
9477-LGWQI	Male	0	Yes	Yes	70	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	80.15	5600.15	No
1410-RSCMR	Male	0	Yes	Yes	7	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	71.35	515.75	No
3115-CZMZD	Male	0	No	Yes	0	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	20.25		No
0139-IVFJG	Female	0	Yes	No	2	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	90.35	190.5	No
6683-VLCTZ	Male	1	No	No	20	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.55	1842.8	Yes
5730-DBDSI	Male	0	No	No	66	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)	19.7	1253.8	No
0030-FNXPP	Female	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	No	Mailed check	19.85	57.2	No
2189-WWOEW	Female	0	No	Yes	15	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.9	1269.55	Yes
5684-FJVYR	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	90.35	6563.4	No
4013-GUXND	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	20.8	20.8	No
1894-IGFSG	Female	0	No	No	22	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	89.25	1907.85	Yes
7379-POKDZ	Male	0	Yes	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	208.85	Yes
1266-NZYUI	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	66.85	4758.8	No
7969-FFOWG	Male	0	Yes	Yes	65	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	19.9	1292.6	No
4718-DHSMV	Female	0	No	No	11	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	35.8	363.15	No
5175-WLYXL	Male	0	No	No	22	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	78.85	1600.25	No
7817-OMJNA	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	One year	No	Bank transfer (automatic)	20.4	275.7	No
8728-SKJLR	Male	0	No	No	41	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	74.25	3089.1	No
3137-NYQQI	Male	0	Yes	No	17	Yes	No	DSL	Yes	Yes	No	No	No	Yes	One year	No	Mailed check	64.8	1175.6	No
7706-DZNKK	Male	0	No	No	11	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)	20.45	237.3	No
0236-HFWSV	Male	0	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.35	1444.65	Yes
3900-AQPHZ	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	19.9	19.9	Yes
5842-POCOP	Female	0	Yes	No	5	Yes	No	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	88.9	454.15	Yes
2037-XJFUP	Male	0	Yes	No	33	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	95.8	3036.75	Yes
8823-RLPWL	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	110.65	8065.65	No
9505-SQFSW	Female	0	Yes	Yes	3	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	No	Mailed check	40.3	92.5	No
7314-OXENN	Male	0	No	No	2	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	82	184.65	Yes
3758-CKOQL	Female	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	107	6152.3	No
0322-CHQRU	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.35	89.5	Yes
5676-CFLYY	Male	0	Yes	Yes	71	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	73.35	5154.5	No
7521-AFHAB	Female	0	Yes	Yes	5	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.8	220.45	No
0285-INHLN	Male	0	Yes	Yes	27	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	54.75	1510.3	No
4678-DVQEO	Female	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	52.2	52.2	Yes
5125-CNDSP	Male	0	No	Yes	63	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	40.6	2588.95	No
0691-IFBQW	Female	1	No	No	46	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	110	4874.8	Yes
4992-LTJNE	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	55.3	3983.6	No
2202-OUTMO	Female	0	Yes	No	34	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	60.85	2003.6	No
0810-BDHAW	Female	0	Yes	Yes	24	Yes	Yes	DSL	Yes	Yes	No	No	Yes	Yes	One year	No	Electronic check	78.4	1832.4	No
0229-LFJAF	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	69.65	4908.25	No
7131-ZQZNK	Female	0	Yes	Yes	60	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	59.85	3590.2	No
3442-ZHHCC	Male	0	No	No	68	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	76.9	5023	No
5726-CVNYA	Female	0	Yes	Yes	8	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	146.6	No
9871-ELEYA	Female	0	No	Yes	34	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	67.65	2339.3	No
4257-GAESD	Female	0	No	No	6	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	45	298.7	No
5173-WXOQV	Male	0	Yes	No	2	Yes	No	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	64.2	143.65	No
2040-OBMLJ	Male	0	No	No	31	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	81.7	2548.65	No
6286-ZHAOK	Female	0	Yes	Yes	20	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	Bank transfer (automatic)	25.55	507.4	No
3807-XHCJH	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	No	Electronic check	20	20	No
3009-JWMPU	Male	0	No	No	62	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	96.75	6125.4	Yes

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