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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
1051-GEJLJ	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	Mailed check	19.5	27.55	No
9734-YWGEX	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	98.3	923.5	Yes
2719-BDAQO	Male	0	No	No	17	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	93.85	1625.65	Yes
5285-MVEHD	Female	0	Yes	No	56	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	105.6	6068.65	No
0379-DJQHR	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	81.35	5398.6	No
0781-LKXBR	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.5	918.6	Yes
5543-QDCRY	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	56.4	234.85	No
0297-RBCSG	Male	0	No	No	19	Yes	No	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	65.35	1231.85	No
4694-PHWFW	Female	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	Mailed check	19.95	170.9	No
0835-JKADZ	Female	0	No	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	111.25	7984.15	No
1907-UBQFC	Male	1	No	No	10	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	72.85	688.65	Yes
7508-SMHXL	Female	1	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	89	1288.3	No
3865-YIOTT	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.1	7848.5	No
5993-BQHEA	Male	0	No	No	12	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)	20.05	267	No
6024-RUGGH	Male	0	Yes	Yes	72	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)	25.2	1798.9	No
6513-EECDB	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.55	73.55	Yes
3956-CJUST	Female	1	No	No	23	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.4	1643.55	No
4079-WWQQQ	Male	0	No	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	65.55	4807.45	No
6103-BOCOU	Female	0	No	No	26	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.7	2193	No
5149-TGWDZ	Female	0	No	No	21	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	104.55	2239.4	No
7471-WNSUF	Male	0	Yes	No	60	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)	24.15	1505.9	No
8942-DBMHZ	Male	0	No	No	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	Mailed check	20.45	255.35	No
4301-VVZKA	Male	0	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.4	1189.4	No
9199-PWQVC	Female	0	Yes	No	63	Yes	Yes	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	79.7	4786.15	No
4824-GUCBY	Female	1	No	No	22	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	81.7	1820.9	No
5393-HJZSM	Female	0	Yes	Yes	32	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	76.3	2404.15	No
7074-IEVOJ	Female	1	No	No	3	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.4	205.05	Yes
9625-QSTYE	Female	0	No	No	13	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.15	952.3	Yes
0862-PRCBS	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	103.75	7039.45	No
8812-ZRHFP	Female	0	Yes	Yes	30	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	One year	No	Electronic check	86.45	2538.05	No
5146-CBVOE	Female	0	No	No	16	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75.1	1212.85	No
0454-OKRCT	Male	0	No	No	33	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	80.6	2651.1	No
5787-KXGIY	Male	0	Yes	No	72	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)	19.3	1304.8	No
4750-ZRXIU	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.6	360.1	Yes
4198-VFOEA	Female	0	No	No	12	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	33.6	435.45	No
6630-UJZMY	Female	1	Yes	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.25	308.05	No
5709-LVOEQ	Female	0	Yes	Yes	0	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Mailed check	80.85		No
6400-BWQKW	Female	0	No	No	6	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	79.05	434.5	Yes
2692-AQCPF	Female	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	108.05	7118.9	No
0347-UBKUZ	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	19.9	320.45	No
0835-DUUIQ	Female	0	No	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	No	Bank transfer (automatic)	21.05	531.55	No
0811-GSDTP	Female	0	No	Yes	13	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	30.15	382.2	No
7567-ECMCM	Male	0	No	No	24	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	79.85	2001	No
6115-ZTBFQ	Female	0	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	65.5	4919.7	No
6353-BRMMA	Female	0	Yes	Yes	54	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.1	5645.8	No
6680-WKXRZ	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	74.4	215.8	Yes
6231-WFGFH	Male	0	Yes	Yes	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	Mailed check	20.5	77.6	No
9904-EHEVJ	Female	1	Yes	Yes	32	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	91.35	2896.55	No
7028-DVOIQ	Male	1	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.05	3395.8	Yes
6169-PPETC	Male	0	Yes	Yes	35	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	759.35	No
4208-UFFGW	Male	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.95	85.15	Yes
8584-KMVXD	Female	0	No	No	8	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	75.6	535.55	No
8467-WYNSR	Male	0	No	No	22	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	55.1	1253.15	No
0851-DFJKB	Female	0	No	No	15	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	58.95	955.15	No
5382-SOYZL	Male	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	2162.6	No
9448-REEVD	Male	0	Yes	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	44.7	44.7	Yes
3261-CQXOL	Female	0	Yes	Yes	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)	25.45	1813.35	No
8388-FYNPZ	Male	0	No	No	4	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Electronic check	56.75	245.15	No
4002-BQWPQ	Male	0	No	No	25	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	81.75	2028.8	No
5651-YLPRD	Female	0	Yes	Yes	32	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.1	2723.75	No
2826-DXLQO	Male	1	Yes	No	7	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	29.8	220.45	No
4378-BZYFP	Male	0	No	No	17	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	20.5	365.8	No
9489-UTFKA	Male	1	Yes	No	8	Yes	No	DSL	Yes	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	60.9	551.95	No
4849-PYRLQ	Female	1	No	No	56	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	73.25	4054.2	No
9117-SHLZX	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.7	45.7	Yes
9889-TMAHG	Male	1	No	No	8	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	No	Credit card (automatic)	100.3	832.35	Yes
4541-RMRLG	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	Month-to-month	No	Electronic check	19.25	112.3	Yes
7764-BDPEE	Male	0	No	Yes	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	20.85	60.65	No
3429-IFLEM	Female	0	No	No	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	77.35	5550.1	No
3158-MOERK	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96	174.8	Yes
7294-TMAOP	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	90.55	90.55	Yes
5002-GCQFH	Male	0	Yes	No	49	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	93.85	4733.1	No
0556-FJEGU	Male	0	No	No	58	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	70.1	4048.95	No
8919-FYFQZ	Male	1	Yes	No	44	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	30.35	1359.7	Yes
0604-THJFP	Female	0	Yes	Yes	59	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	75.95	4542.35	No
2834-JRTUA	Male	0	No	No	71	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	108.05	7532.15	Yes
5875-YPQFJ	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	Yes
5879-SESNB	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.25	888.65	No
6646-QVXLR	Male	1	Yes	No	62	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.75	6383.35	Yes
6461-PPAXN	Female	0	Yes	Yes	35	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	54.95	1916	No
3318-ISQFQ	Female	0	No	No	20	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	Bank transfer (automatic)	19.5	413	No
1106-HRLKZ	Male	0	Yes	Yes	40	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	808.95	No
2483-XSSMZ	Female	0	No	No	39	Yes	No	DSL	Yes	No	No	No	No	No	One year	Yes	Electronic check	47.85	1886.4	No
8603-IJWDN	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.6	86.6	Yes
8165-ZJRNM	Female	0	Yes	Yes	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)	23.75	1679.25	No
9369-XFEHK	Female	1	Yes	No	33	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.6	2656.5	Yes
2604-XVDAM	Female	0	No	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	43.8	540.95	No
3717-OFRTN	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	Bank transfer (automatic)	19.75	19.75	No
9046-JBFWA	Male	0	No	Yes	27	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	19.15	537.35	No
3280-NMUVX	Male	0	Yes	Yes	34	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)	19.6	678.8	No
1206-EHBDD	Female	0	Yes	No	56	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Two year	No	Bank transfer (automatic)	80.3	4513.65	No
8361-LBRDI	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	No	Credit card (automatic)	24.35	1423.85	No
4883-KCPZJ	Female	0	Yes	Yes	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	Credit card (automatic)	25.25	555.4	No
9108-EQPNQ	Female	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	Two year	No	Credit card (automatic)	26.1	225.55	No
7277-KAMWT	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	Two year	No	Credit card (automatic)	20	268.45	No
3842-IYKUE	Female	0	No	No	35	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	85.3	2917.5	Yes
6641-XRPSU	Female	0	No	No	34	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	70	2416.1	Yes
1374-DMZUI	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.3	424.45	Yes
2545-LXYVJ	Male	0	Yes	No	72	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)	20.7	1492.1	No
3234-VKACU	Male	0	No	No	2	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	70.3	132.4	No

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