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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
7921-BEPCI	Female	0	No	No	72	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Two year	No	Bank transfer (automatic)	59.75	4265	No
0807-ZABDG	Female	0	No	Yes	3	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	55.1	154.65	Yes
8510-TMWYB	Female	0	Yes	Yes	54	Yes	Yes	DSL	No	Yes	Yes	No	No	No	Two year	Yes	Bank transfer (automatic)	59.8	3246.45	No
3258-ZKPAI	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.6	8337.45	No
1428-IEDPR	Male	0	No	No	52	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	109.3	5731.4	No
5298-GSTLM	Female	1	No	No	60	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	101.4	6176.6	No
4450-YOOHP	Female	0	No	No	39	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	50.65	1905.4	No
6728-CZFEI	Female	0	No	No	15	Yes	No	DSL	No	No	No	No	Yes	No	One year	No	Mailed check	56.15	931.9	No
5748-RNCJT	Male	0	No	No	69	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	106.5	7348.8	Yes
3653-NCRDJ	Male	0	Yes	Yes	43	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	19.2	776.25	No
6121-TNHBO	Female	1	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	83	5243.05	No
5119-NZPTV	Male	1	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.1	141.65	No
6519-ZHPXP	Female	0	Yes	Yes	72	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.3	7679.65	No
7739-LAXOG	Female	0	Yes	Yes	32	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	91.05	2954.5	Yes
3472-QPRCH	Male	0	Yes	Yes	40	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	1006.9	No
8224-UAXBZ	Female	0	Yes	No	58	No	No phone service	DSL	Yes	Yes	No	No	Yes	No	One year	Yes	Electronic check	45.35	2540.1	No
9610-WCESF	Male	0	No	No	67	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Two year	No	Electronic check	43.9	3097.2	No
9776-CLUJA	Female	1	Yes	No	51	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	77.5	3807.35	Yes
2486-WYVVE	Male	0	Yes	No	31	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	79.3	2484	No
3865-ZYKAD	Male	1	Yes	No	69	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	84.9	5785.65	No
1422-DGUBX	Male	0	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	One year	Yes	Electronic check	79.25	2619.15	No
2999-AANRQ	Female	0	No	No	21	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	71.05	1524.85	No
8668-KNZTI	Male	0	No	No	52	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	No	Electronic check	53.75	2790.65	No
0480-KYJVA	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	Credit card (automatic)	24.25	1784.5	No
6034-ZRYCV	Female	0	Yes	No	72	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	54.2	3937.45	Yes
9746-YKGXB	Male	0	Yes	Yes	52	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	44.25	2276.1	No
3926-YZVVX	Female	0	No	No	41	Yes	No	DSL	No	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	50.05	2029.05	No
6000-UKLWI	Male	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	Two year	No	Mailed check	20.15	802.35	No
2079-FBMZK	Female	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.25	418.4	Yes
6332-FBZRI	Male	0	Yes	Yes	67	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	69.35	4653.25	No
2096-XOTMO	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	Month-to-month	No	Mailed check	19.35	275.9	No
3266-FTKHB	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	Two year	No	Mailed check	19.15	343.45	No
8221-EQDGL	Male	0	Yes	No	35	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Mailed check	61	2130.45	No
2346-LOCWC	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	No	Credit card (automatic)	20.5	1191.4	No
6608-QQLVK	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	50.5	50.5	Yes
0298-XACET	Male	0	Yes	Yes	52	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	50.2	2554	No
7560-QJAVJ	Female	0	No	No	70	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	79.6	5589.45	No
2995-YWTCD	Female	0	Yes	Yes	19	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)	24.9	467.7	No
3551-HUAZH	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	74.4	Yes
9137-UIYPG	Female	0	Yes	Yes	35	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	106.9	3756.45	No
2809-ZMYOQ	Female	0	No	No	32	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.35	3334.9	No
5084-OOVCJ	Female	0	Yes	Yes	17	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	55.35	920.5	No
0254-WWRKD	Female	0	Yes	Yes	67	Yes	No	DSL	No	Yes	No	No	No	No	One year	No	Credit card (automatic)	50.55	3431.75	No
7727-SHVZV	Female	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	Bank transfer (automatic)	19.5	150.35	No
6302-JGYRJ	Male	0	No	Yes	31	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	One year	Yes	Mailed check	79.45	2587.7	Yes
5339-PXDVH	Male	0	No	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Electronic check	90.65	367.95	No
2205-LPVGL	Male	1	Yes	Yes	58	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	89.85	5125.75	No
8782-NUUOL	Male	0	No	No	60	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Mailed check	79	4801.1	No
3685-YLCMQ	Male	0	No	No	58	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	104.65	6219.6	Yes
7601-WFVZV	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	No
4609-KNNWG	Female	0	Yes	Yes	27	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	550.1	No
4868-AADLV	Male	1	Yes	Yes	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	116.25	7862.25	No
9529-OFXHY	Male	0	No	No	15	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	87.75	1242.2	No
8634-MPHTR	Male	1	Yes	No	47	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.05	4871.05	Yes
2669-QVCRG	Female	0	No	No	41	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	81.3	3190.65	No
2478-EEWWM	Male	0	Yes	No	59	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.3	2666.75	No
9174-IHETN	Female	0	No	Yes	50	Yes	No	Fiber optic	No	No	No	No	No	No	Two year	No	Credit card (automatic)	70.35	3533.6	No
2233-TXSIU	Male	0	Yes	Yes	17	No	No phone service	DSL	Yes	No	Yes	No	Yes	No	One year	No	Credit card (automatic)	44.45	792.15	No
9644-UMGQA	Male	0	Yes	Yes	6	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.15	295.65	No
3256-EZDBI	Male	1	Yes	No	51	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	29.45	1459.35	No
8761-NSOBC	Male	0	No	No	44	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	100.55	4398.15	Yes
0419-YAAPX	Male	0	Yes	No	49	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.3	4297.95	No
8413-VONUO	Male	0	No	No	2	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	95.65	167.3	Yes
0872-CASZJ	Male	0	Yes	No	59	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Mailed check	69.1	4096.9	No
4726-DLWQN	Male	1	No	No	50	Yes	Yes	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	70.35	3454.6	No
8164-OCKUJ	Female	0	Yes	Yes	59	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	20.6	1286	No
3094-JOJAI	Male	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	74.15	1387	No
9494-MRNYX	Male	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.05	786.3	No
2599-CZABP	Male	0	Yes	No	14	Yes	No	DSL	No	No	No	No	No	No	One year	No	Electronic check	44.6	641.25	No
7945-PRBVF	Male	0	No	No	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)	21.45	705.45	No
4544-RXFMG	Male	0	Yes	Yes	8	Yes	No	DSL	No	No	No	No	No	No	One year	Yes	Mailed check	43.45	345.5	No
0859-YGKFW	Male	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	One year	No	Bank transfer (automatic)	20.05	345.9	No
1150-FTQGN	Female	0	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	No	Bank transfer (automatic)	94.15	5811.8	No
9223-UCPVT	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	94.4	94.4	Yes
7196-LIWRH	Female	0	No	No	6	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	19.55	124.45	No
5448-VWNAM	Female	0	No	Yes	19	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	75.9	1375.6	No
1177-XZBJL	Male	0	Yes	Yes	53	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	No	Bank transfer (automatic)	64.15	3491.55	No
3518-FSTWG	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.55	7920.7	No
9330-VOFSZ	Female	0	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.8	6640.7	No
4351-QLCSU	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	55	55	Yes
0939-EREMR	Female	0	No	Yes	13	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	53.45	718.1	No
9389-ACWBI	Female	0	Yes	Yes	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	69.95	320.4	No
5419-JPRRN	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.45	101.45	Yes
3644-QXEHN	Male	0	Yes	Yes	13	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	97	1334.45	No
2911-IJORQ	Male	0	No	No	37	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	90.6	3358.65	No
5921-NGYRH	Male	0	Yes	No	64	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	73.55	4764	No
2100-BDNSN	Female	0	Yes	No	5	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	67.95	350.3	Yes
5998-DZLYR	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	94.35	5703	No
0488-GSLFR	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.5	69.5	Yes
9318-NKNFC	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	18.85	18.85	Yes
3985-HOYPM	Male	0	No	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	19.4	525.55	No
9728-FTTVZ	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.2	69.2	Yes
9548-LERKT	Male	0	Yes	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	19.75	483.15	No
6576-FBXOJ	Male	0	Yes	No	17	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	54.6	934.8	No
4310-KEDTB	Female	0	No	Yes	26	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	29.8	786.5	No
7254-IQWOZ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.65	69.65	Yes
2474-BRUCM	Male	1	Yes	No	40	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	101.85	4086.3	Yes
4062-HBMOS	Male	0	No	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.05	5364.8	No
0742-NXBGR	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	82.3	82.3	Yes
2676-ISHSF	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	20.3	20.3	No

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