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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
8008-OTEZX	Female	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	One year	No	Mailed check	19.65	708.8	No
2773-OVBPK	Male	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.3	7567.2	No
5999-LCXAO	Female	0	No	No	1	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	29.9	29.9	No
5206-XZZQI	Male	0	No	No	53	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	80.6	4348.1	No
4803-LBYPN	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	Month-to-month	No	Mailed check	20.8	635.9	No
5759-RCVCB	Female	0	No	No	3	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	35.2	108.95	Yes
6372-RFVNS	Female	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	78.8	78.8	Yes
2139-FQHLM	Male	0	No	No	19	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Mailed check	89.95	1682.4	No
8261-GWDBQ	Female	1	Yes	No	60	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.05	6925.9	No
1093-YSWCA	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	Two year	No	Credit card (automatic)	19.55	223.15	No
8938-UMKPI	Female	0	No	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.4	5127.95	Yes
0991-BRRFB	Male	0	No	No	18	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	49.4	874.8	Yes
3882-IYOIJ	Female	0	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.25	6758.45	No
8749-TZYEC	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	Credit card (automatic)	24.8	1874.3	No
1755-FZQEC	Male	0	No	No	39	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	19.9	791.15	No
3115-JPJDD	Female	0	Yes	No	59	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	81.25	4639.45	No
5600-KTXFM	Male	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	69.95	143.9	No
3871-IKPYH	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.1	69.1	Yes
6319-IEJWJ	Male	0	Yes	Yes	20	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.2	1776.55	Yes
9025-AOMKI	Female	0	No	No	6	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.55	536.4	Yes
6339-TBELP	Male	0	No	No	71	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	86.4	6172	No
7964-YESJC	Female	0	Yes	No	24	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Mailed check	66.3	1559.45	No
6173-GOLSU	Male	1	Yes	No	67	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.65	6079	No
5275-SQEIZ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	80.85	80.85	Yes
7716-YTYHG	Female	0	Yes	Yes	48	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	One year	Yes	Mailed check	82.05	4029.95	Yes
9938-ZREHM	Female	0	Yes	No	37	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	One year	No	Mailed check	72.1	2658.4	No
7950-XWOVN	Male	0	No	No	11	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	No	Mailed check	34.7	383.55	No
4390-KYULV	Male	0	Yes	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	Credit card (automatic)	20.55	51.15	Yes
4647-MUZON	Female	0	Yes	No	18	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	95.95	1745.5	No
9702-AIUJO	Male	0	Yes	Yes	50	Yes	No	DSL	No	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	44.8	2230.85	No
8849-PRIQJ	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	109.4	7281.6	No
8851-RAGOV	Female	0	Yes	No	25	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	71.05	1837.7	No
1304-NECVQ	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	78.55	149.55	Yes
5396-IZEPB	Male	0	No	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	No	Credit card (automatic)	19.7	180.7	No
1729-VLAZJ	Female	0	No	Yes	10	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Mailed check	40.25	411.45	No
8285-ABVLB	Female	0	Yes	No	70	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)	19.85	1328.35	No
0701-TJSEF	Male	0	No	No	9	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	68.25	576.95	No
5712-VBOXD	Female	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	Credit card (automatic)	20.15	68.45	No
6629-LADHQ	Female	0	No	No	2	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	50.95	123.05	No
8945-GRKHX	Female	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	78.65	78.65	Yes
1559-DTODC	Male	0	No	No	19	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	25.15	468.35	No
4797-MIWUM	Male	0	Yes	Yes	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	Yes	Bank transfer (automatic)	20.25	174.7	No
6959-UWKHF	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	42.9	42.9	Yes
8720-RQSBJ	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44	44	No
4537-CIBHB	Female	0	Yes	Yes	9	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	20.25	172.35	No
3815-SLMEF	Female	0	No	No	3	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	34.25	139.35	Yes
5154-VEKBL	Female	0	No	No	9	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Mailed check	58.5	539.85	Yes
4324-AHJKS	Female	0	No	No	5	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	55.8	300.4	No
4355-CVPVS	Female	0	Yes	Yes	56	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	88.9	4968	No
4495-LHSSK	Female	0	No	Yes	18	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	57.65	992.7	No
5655-JSMZM	Male	1	No	No	49	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.2	4718.25	Yes
5915-ANOEI	Male	0	Yes	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	79.15	5536.5	No
9861-PDSZP	Female	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.05	7806.6	No
4505-EXZHB	Female	1	No	No	6	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	74.4	434.1	Yes
7225-CBZPL	Male	1	Yes	No	17	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.8	1563.9	No
6704-UTUKK	Male	0	Yes	No	29	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	45.9	1332.4	No
4587-VVTOX	Female	0	Yes	No	6	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.3	545.2	Yes
2019-HDCZY	Male	0	Yes	No	63	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Electronic check	102.6	6296.75	No
4652-NNHNY	Male	0	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	73.85	1284.2	Yes
8788-DOXSU	Male	0	No	No	59	Yes	No	DSL	No	No	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	61.35	3645.5	No
7404-JLKQG	Female	0	No	No	3	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	57.55	161.45	No
7421-ZLUPA	Female	0	No	No	8	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	29.25	226.95	No
8972-HJWNV	Female	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.55	646.85	Yes
3274-NSDWE	Female	0	No	No	68	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)	19.6	1441.65	No
2632-IVXVF	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	111.75	7511.3	No
3692-JHONH	Female	1	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.5	5621.85	No
8915-NNTRC	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	107.7	7919.8	No
5914-GXMDA	Female	0	Yes	No	32	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	19.3	593.2	No
7463-IFMQU	Female	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)	20.05	1423.65	No
2920-RNCEZ	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.95	69.95	No
2541-YGPKE	Male	0	Yes	Yes	42	Yes	No	DSL	Yes	No	No	Yes	No	Yes	One year	No	Credit card (automatic)	63.7	2763.35	No
8515-OCTJS	Female	0	No	No	25	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)	24.75	692.1	Yes
5382-TEMLV	Male	0	No	No	45	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	50.9	2298.55	No
3441-CGZJH	Female	0	Yes	Yes	43	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	60.4	2640.55	No
9592-ERDKV	Male	0	Yes	No	37	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	No	Mailed check	79.25	2911.8	No
2860-RANUS	Female	1	No	No	20	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.8	1727.5	Yes
5261-QSHQM	Female	0	No	No	4	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.45	86.6	Yes
4778-IZARL	Male	0	Yes	No	63	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.1	6705.7	No
0432-CAJZV	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	90.7	237.65	No
7008-LZVOZ	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	Two year	Yes	Credit card (automatic)	25.3	1672.35	No
8868-WOZGU	Male	0	No	No	28	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.7	2979.5	Yes
1200-TUZHR	Female	1	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.2	695.75	No
9365-CSLBQ	Male	0	No	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	Mailed check	24.35	1654.6	No
1334-FJSVR	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.25	24.25	Yes
5884-FBCTL	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)	25.1	1857.85	No
7130-CTCUS	Male	1	Yes	No	16	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	54.55	825.1	No
6242-FEGFD	Male	0	Yes	No	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	No	Mailed check	96.6	6424.25	No
7625-XCQRH	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.5	837.95	Yes
6194-HBGQN	Male	0	No	No	51	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	81.15	4126.2	No
7634-WSWDB	Female	0	No	Yes	8	No	No phone service	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	38.5	330.8	No
6986-IXNDM	Male	0	No	No	14	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.9	1337.45	No
1731-TVIUK	Female	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	93.5	362.2	Yes
2987-BJXIK	Female	0	No	No	70	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Mailed check	84.7	5991.05	No
9769-TSBZE	Female	0	No	Yes	70	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Electronic check	66	4891.5	No
0406-BPDVR	Female	1	Yes	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	101.5	5373.1	Yes
0618-XWMSS	Male	0	No	Yes	28	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.9	2068.55	Yes
1395-WSWXR	Male	0	No	No	24	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	20.75	487.05	No
6023-GSSXW	Female	0	Yes	No	69	Yes	No	DSL	No	Yes	No	No	No	Yes	Two year	Yes	Credit card (automatic)	61.45	4131.2	No
6752-APNJL	Male	0	Yes	Yes	42	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Mailed check	54.5	2301.15	No
5276-KQWHG	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.6	131.65	Yes

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