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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
7139-JZFVG	Male	0	Yes	Yes	60	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Bank transfer (automatic)	60.5	3694.45	No
4987-GQWPO	Male	0	No	No	17	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	25.1	382.8	No
3755-JBMNH	Male	1	Yes	No	16	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	71.8	1167.8	Yes
1757-TCATG	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	One year	No	Bank transfer (automatic)	20.05	746.75	No
6345-ULYRW	Male	1	Yes	No	44	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	One year	No	Mailed check	88.4	3912.9	Yes
4776-XSKYQ	Female	0	Yes	Yes	12	No	No phone service	DSL	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	30.25	368.85	No
8048-DSDFQ	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	20.2	20.2	No
5753-QQWPW	Female	0	No	No	28	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Electronic check	59.9	1654.7	No
6010-DDPPW	Male	0	Yes	No	70	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)	25.15	1940.85	No
1809-DMJHQ	Female	0	No	Yes	5	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	46	221.7	Yes
6693-FRIRW	Male	0	No	No	18	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	101.3	1794.65	No
6586-MYGKD	Male	0	Yes	No	70	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	76.95	5289.8	No
3173-NVMPX	Female	0	Yes	Yes	9	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	55.3	501.2	No
0248-PGHBZ	Female	1	No	No	67	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	92.45	6140.85	No
0623-GDISB	Female	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	48.45	48.45	No
2892-GESUL	Female	0	Yes	Yes	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	19.35	309.25	No
6923-EFPNL	Male	0	No	No	4	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	51.75	201.1	Yes
7472-EQOAV	Male	1	Yes	Yes	71	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	86.7	6179.35	No
9574-RKJIF	Male	0	Yes	Yes	30	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	94.4	2838.7	Yes
2043-WVTQJ	Male	0	Yes	No	1	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Mailed check	55.7	55.7	No
8034-RYTVV	Female	0	No	No	55	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	84.25	4589.85	No
3863-QSTYI	Male	0	No	No	59	Yes	No	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	64.65	3735.45	No
2619-WFQWU	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.15	70.15	Yes
5044-LRQAQ	Female	0	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.2	477.55	No
1716-LSAMB	Male	0	Yes	Yes	45	Yes	No	DSL	Yes	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	54.65	2553.7	No
1333-PBMXB	Female	0	Yes	Yes	54	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Bank transfer (automatic)	24.75	1342.15	No
6546-OPBBH	Male	0	Yes	Yes	51	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	23.95	1216.35	No
5985-BEHZK	Female	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	105	7578.05	No
9127-QRZMH	Male	0	Yes	No	44	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	59.85	2603.95	No
5919-VCZYM	Male	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	20.05	42.7	No
9644-KVCNC	Female	0	No	No	66	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	92.15	6056.9	No
2137-DQMEV	Male	0	Yes	Yes	68	No	No phone service	DSL	Yes	Yes	No	No	Yes	No	One year	No	Mailed check	44.8	2983.65	No
8174-LNWMW	Female	0	No	No	31	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)	20.9	689.35	No
9279-CJEOJ	Female	1	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.4	2025.1	No
7964-VEXDG	Male	0	No	Yes	21	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	80.35	1747.2	No
2404-JIBFC	Female	0	Yes	Yes	55	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.1	4657.95	No
0778-NELLA	Male	0	No	No	9	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	34.7	296.1	Yes
8029-XYPWT	Male	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.05	8016.6	No
4614-NUVZD	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.1	81.1	Yes
4632-PAOYU	Male	0	Yes	Yes	22	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	19.95	433.5	No
3803-KMQFW	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	Mailed check	20.55	20.55	Yes
6804-GDMOI	Female	0	No	No	61	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	106.6	6428.4	Yes
2990-OGYTD	Female	0	Yes	No	67	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.15	5883.85	No
6646-JPPHA	Female	1	No	No	14	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	78.85	1043.8	No
9572-MTILT	Male	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	106.75	6252.9	Yes
7658-UYUQS	Male	1	Yes	No	21	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	86.55	1857.25	No
7880-XSOJX	Male	0	No	No	4	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	42.4	146.4	No
9611-CTWIH	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.45	240.45	Yes
4589-IUAJB	Male	0	Yes	No	70	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)	24.25	1724.15	No
0329-GTIAJ	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	97.9	315.3	Yes
8746-BFOAJ	Male	1	No	No	21	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)	20.5	429.55	No
8457-XIGKN	Male	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	Credit card (automatic)	19.6	356.15	No
6072-NUQCB	Male	0	Yes	Yes	22	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)	20.25	488.25	No
6629-CZTTH	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	55.7	55.7	Yes
8838-GPHZP	Female	0	No	No	63	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	20.6	1298.7	No
8750-QWZAJ	Female	0	Yes	Yes	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	Bank transfer (automatic)	19.8	1378.75	No
5364-EVNIB	Male	0	No	No	13	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	79.8	973.45	Yes
6918-UMQCG	Female	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	80.2	384.25	No
0675-NCDYU	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.4	8543.25	No
6339-DKLMK	Female	0	No	No	13	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	31.65	389.95	No
1346-PJWTK	Male	0	Yes	No	61	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	94.15	5731.85	No
5088-QZLRL	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	Electronic check	20.65	20.65	No
8023-QHAIO	Female	1	Yes	No	56	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	76.85	4275.75	No
4397-FRLTA	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	No	Mailed check	20.15	84.5	No
3057-VJJQE	Male	0	No	No	35	Yes	Yes	DSL	Yes	No	No	No	No	No	Two year	No	Mailed check	55.25	1924.1	No
5087-SUURX	Female	0	Yes	No	18	No	No phone service	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	39.05	669.85	Yes
2302-OUZXB	Male	0	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	82.15	5784.3	No
8133-ANHHJ	Female	1	No	No	49	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	No	Bank transfer (automatic)	103	5166.2	No
2270-CHBFN	Female	0	Yes	No	44	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	95.1	4060.55	No
0013-EXCHZ	Female	1	Yes	No	3	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	83.9	267.4	Yes
5982-FPVQN	Female	0	Yes	Yes	37	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	95.15	3532.85	No
9107-UKCKY	Male	0	Yes	No	61	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	79.8	4914.8	No
4654-ULTTN	Male	0	Yes	No	70	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	74.8	5315.8	No
5550-VFRLC	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.85	69.85	Yes
5546-BYZSM	Female	0	No	No	41	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	20.45	775.6	No
1492-KGETH	Male	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	No	Bank transfer (automatic)	78.35	5445.95	No
4929-BSTRX	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	53.55	53.55	Yes
4163-HFTUK	Male	0	No	No	51	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.1	1007.8	No
8215-NGSPE	Female	0	Yes	Yes	42	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	833.55	No
2225-ZRGSG	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	93.9	6579.05	Yes
8859-YSTWS	Male	0	No	No	48	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)	19.95	1004.5	No
5271-YNWVR	Male	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	113.15	7856	Yes
7601-DHFWZ	Female	0	No	No	48	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	1183.05	No
2657-ALMWY	Female	1	Yes	No	26	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	84.95	2169.75	Yes
6330-JKLPC	Male	0	Yes	No	11	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.5	896.9	Yes
4667-OHGKG	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	Yes	Mailed check	19.3	19.3	Yes
1998-VHJHK	Female	0	No	No	27	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	19.15	501.35	No
1707-HABPF	Female	1	No	No	46	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	91.3	4126.35	No
1660-HSOOQ	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	49.65	49.65	Yes
7253-UVNDW	Female	0	No	No	46	Yes	No	DSL	No	No	Yes	Yes	No	No	Two year	No	Credit card (automatic)	54.35	2460.15	Yes
0487-VVUVK	Male	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	Month-to-month	Yes	Mailed check	19.15	477.6	No
7228-OMTPN	Male	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	88.45	370.65	Yes
5063-IUOKK	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	Mailed check	19.75	265.75	No
4508-OEBEY	Male	0	Yes	No	31	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	75.5	2424.45	No
0027-KWYKW	Female	0	Yes	Yes	23	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.75	1849.95	No
2308-STERM	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	19.4	61.05	No
5982-XMDEX	Female	0	No	No	65	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)	26.5	1698.55	No
6284-AHOOQ	Male	1	No	No	22	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	90.5	1910.6	Yes
6051-PTVNS	Female	0	Yes	Yes	55	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)	19.15	998.1	No
2344-JMOGN	Male	0	Yes	No	9	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Mailed check	94.85	890.6	Yes

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