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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
2262-SLNVK	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.1	70.1	No
7730-CLDSV	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	98.65	7129.45	No
1135-HIORI	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.45	7266.95	No
0164-APGRB	Female	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	114.9	8496.7	No
6481-ESCNL	Female	0	No	No	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	100.55	2878.75	No
1790-NESIO	Female	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	Yes	Mailed check	20.4	261.3	No
1550-EENBN	Female	0	No	No	31	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	104.35	3205.6	No
5539-TMZLF	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.75	69.75	Yes
4323-SADQS	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	34.5	279.25	Yes
4446-BZKHU	Male	0	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.55	6281.45	Yes
5202-IVJNU	Female	0	No	Yes	39	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	30.1	1131.3	Yes
5976-JCJRH	Male	0	Yes	No	10	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	738.2	Yes
8198-RKSZG	Female	0	Yes	Yes	14	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Credit card (automatic)	80.45	1137.05	No
0137-OCGAB	Female	0	No	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	80.2	80.2	Yes
3351-NQLDI	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	94.35	6341.45	Yes
9297-EONCV	Female	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	91.35	6697.2	No
7593-JNWRU	Male	0	Yes	Yes	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.6	260.8	Yes
4588-YBNIB	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	Yes	Mailed check	19.6	19.6	Yes
1069-QJOEE	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	One year	No	Electronic check	19.9	505.45	No
3336-JORSO	Female	1	No	No	33	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.45	3655.45	Yes
7799-DSEWS	Male	0	No	No	18	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	68.35	1299.8	No
8766-PAFNE	Male	0	Yes	No	71	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	79.1	5564.85	No
5315-CKEQK	Male	1	Yes	Yes	28	Yes	Yes	DSL	No	No	No	No	No	No	One year	Yes	Electronic check	51	1381.8	No
3130-ICDUP	Female	0	No	Yes	2	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	80.55	188.1	No
0820-FNRNX	Male	0	Yes	Yes	17	Yes	Yes	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	66.7	1077.05	No
0880-FVFWF	Male	0	No	No	56	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	86.4	4922.4	No
4611-ANLQC	Female	0	Yes	No	60	No	No phone service	DSL	Yes	Yes	Yes	No	No	Yes	One year	No	Electronic check	50.05	2911.5	No
4213-HKBJO	Female	0	No	No	33	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)	25.7	826.1	No
2792-LSHWX	Female	0	No	No	1	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	83.4	83.4	No
5028-GZLDO	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	70.7	140.7	Yes
0014-BMAQU	Male	0	Yes	No	63	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Two year	Yes	Credit card (automatic)	84.65	5377.8	No
6861-XWTWQ	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.25	665.45	Yes
9018-PCIOK	Female	0	No	No	55	Yes	No	DSL	No	Yes	Yes	No	No	Yes	Two year	Yes	Mailed check	64.75	3617.1	No
4837-QUSFT	Female	0	Yes	No	65	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	100.15	6643.5	No
6877-TJMBR	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	84.8	84.8	Yes
9953-ZMKSM	Male	0	No	No	63	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	25.25	1559.3	No
0907-HQNTS	Female	1	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	113	7987.6	No
7665-NKLAV	Female	0	Yes	Yes	36	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Credit card (automatic)	40.65	1547.35	No
6769-DCQLI	Male	0	No	No	52	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105	5426.85	Yes
2433-KMEAS	Male	0	No	No	22	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	54.45	1127.35	Yes
4391-LNRXK	Male	0	No	No	22	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.95	2142.8	No
8250-ZNGGW	Female	1	No	No	5	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	59.9	287.85	No
2195-ZRVAX	Female	0	Yes	No	47	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	85.3	4045.65	Yes
3550-SAHFP	Female	0	No	No	33	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.35	2757.85	Yes
2011-TRQYE	Male	0	No	No	18	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	33.5	600	Yes
8562-GHPPI	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	Credit card (automatic)	19.8	19.8	No
5893-PYOLZ	Male	0	No	No	56	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	81.8	4534.45	No
4986-MXSFP	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	40.9	No
6131-FOYAS	Male	0	No	No	35	Yes	Yes	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	59.6	2094.9	No
3027-YNWZU	Female	0	Yes	No	64	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	1584.8	No
5609-IMCGG	Female	0	No	No	15	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	84.35	1302.65	No
4873-ILOLJ	Male	0	No	No	24	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.35	2238.5	Yes
4727-MCYZG	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	55.55	55.55	No
9481-WHGWY	Female	0	Yes	Yes	70	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	75.35	5437.75	No
2725-KXXWT	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.75	90.75	Yes
9565-DJPIB	Female	0	No	Yes	4	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Mailed check	89.6	365.65	Yes
4328-VUFWD	Female	0	No	No	39	Yes	No	DSL	No	No	No	Yes	No	Yes	One year	No	Electronic check	59.3	2209.15	No
3301-LSLWQ	Female	0	No	No	29	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	66.1	1912.15	No
7473-ZBDSN	Female	0	Yes	Yes	14	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	18.8	255.55	No
3166-PNEOF	Female	0	No	No	61	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.45	5175.3	No
5639-NTUPK	Male	0	No	Yes	13	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	52.1	670.65	No
8780-YRMTT	Female	0	No	No	66	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Mailed check	47.4	3177.25	No
8348-HFYIV	Male	0	No	No	2	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	49.25	90.35	Yes
5140-FOMCQ	Female	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	109.15	6557.75	No
6242-SGYTS	Male	0	Yes	Yes	62	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	Yes	Credit card (automatic)	94.95	5791.85	No
8166-ORCHU	Male	1	Yes	No	33	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	One year	Yes	Electronic check	93.55	3055.5	No
8414-OOEEL	Male	0	No	Yes	66	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	79.5	5196.1	No
8454-AATJP	Female	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.05	8405	No
6849-WLEYG	Male	0	No	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	19.75	19.75	Yes
4659-NZRUF	Female	0	No	No	19	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	95.15	1789.25	Yes
4531-AUZNK	Female	0	Yes	Yes	51	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	No	One year	Yes	Mailed check	95.15	5000.05	No
4191-XOVOM	Male	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	105.4	6713.2	No
2150-OEGBV	Male	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	Bank transfer (automatic)	20.1	562.6	No
8429-XIBUM	Male	0	No	No	22	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	101.35	2317.1	Yes
1855-CFULU	Female	1	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	20.05	91.45	No
4878-BUNFV	Male	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	20.7	828.85	No
1872-EBWSC	Female	0	No	No	29	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	20.35	617.35	No
2608-BHKFN	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	70.05	266.9	Yes
7026-YMSBE	Male	0	No	No	30	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	19.7	625.05	No
7341-LXCAF	Male	0	Yes	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.65	301.4	Yes
6997-UVGOX	Male	0	Yes	Yes	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	85.45	6029.9	No
9674-EHPPG	Male	0	Yes	No	46	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Credit card (automatic)	40.4	1842.7	No
9462-MJUAW	Male	0	No	No	4	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	50.4	206.6	Yes
8128-YVJRG	Female	0	No	No	7	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	79.65	604.7	Yes
5440-VHLUL	Male	0	No	No	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.2	7386.05	No
5781-BKHOP	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	No	Bank transfer (automatic)	100.65	7334.05	No
4283-FUTGF	Male	1	No	No	19	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	79.85	1471.75	Yes
5213-TWWJU	Male	0	No	No	28	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	No	Electronic check	91	2626.15	No
1569-TTNYJ	Male	0	Yes	No	5	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	78.75	412.1	Yes
8628-MFKAX	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.75	8277.05	No
2397-BRLOM	Male	1	Yes	Yes	8	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	80.45	583.45	Yes
7629-WIXZF	Female	0	No	No	7	Yes	No	DSL	Yes	No	No	No	No	Yes	One year	Yes	Electronic check	59.1	369.25	No
5445-GLVOT	Female	0	No	No	22	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.8	1049.05	No
3976-HXHCE	Male	0	No	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)	19.3	1414.8	No
2466-NEJOJ	Male	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	Month-to-month	No	Credit card (automatic)	19.65	169.75	No
0254-KCJGT	Male	0	Yes	No	52	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	81.4	4354.45	No
5472-CVMDX	Female	0	No	No	68	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	38.9	2719.2	No
6461-SZMCV	Female	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	87.95	6365.35	No
8150-QUDFX	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	19.85	51.6	No
9508-ILZDG	Female	1	No	No	34	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	96.35	3190.25	No

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