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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
0895-DQHEW	Male	0	Yes	No	54	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.3	5278.15	Yes
4717-GHADL	Female	0	No	No	50	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	79.6	4024.2	No
5501-TVMGM	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.25	55.25	No
5879-HMFFH	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	88.05	6520.8	No
6772-WFQRD	Male	0	No	Yes	40	Yes	No	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)	20.4	854.9	No
3810-DVDQQ	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	117.6	8308.9	No
6972-SNKKW	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	Month-to-month	No	Mailed check	20	109.2	No
3694-GLTJM	Female	0	No	No	5	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)	19.65	92.05	No
8550-XSXUQ	Male	0	Yes	No	48	Yes	Yes	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	70.55	3420.5	No
8149-RSOUN	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.85	93.85	Yes
9055-MOJJJ	Female	0	Yes	Yes	64	Yes	No	DSL	Yes	No	No	Yes	Yes	No	One year	No	Mailed check	65.8	4068	No
4359-INNWN	Female	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	No	Credit card (automatic)	20.05	337.9	No
0585-EGDDA	Male	0	Yes	No	40	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	80	3168.75	No
4032-RMHCI	Female	0	Yes	Yes	41	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	No	Credit card (automatic)	35.4	1412.4	No
0549-CYCQN	Male	1	No	No	51	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	One year	Yes	Bank transfer (automatic)	79.6	3974.7	No
3481-JHUZH	Male	0	Yes	No	41	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.25	3439	No
7250-EQKIY	Female	0	Yes	Yes	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	50.45	50.45	Yes
3594-IVHJZ	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	20.45	42.45	No
6869-FGJJC	Male	0	No	No	68	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Credit card (automatic)	79.6	5461.45	No
3896-ZVNET	Female	0	Yes	Yes	24	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	24.7	571.75	No
8205-VSLRB	Male	0	Yes	No	70	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	77.3	5498.2	No
5960-MVTUK	Male	0	No	No	3	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	29.75	96.85	No
6817-WTYHE	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	44.9	111.05	No
3082-VQXNH	Male	0	Yes	No	3	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	29.8	94.4	No
4013-UBXWQ	Female	0	No	No	7	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	74.65	521.1	Yes
4931-TRZWN	Female	0	No	No	13	Yes	No	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	71.95	923.85	No
0750-EKNGL	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	Mailed check	20.75	141.1	No
7669-LCRSD	Male	0	Yes	Yes	12	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	56.3	628.65	No
3567-PQTSO	Male	0	Yes	Yes	53	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	105.25	5576.3	No
5519-NPHVG	Female	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	1046.1	Yes
8043-PNYSD	Male	0	Yes	Yes	63	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	1245.6	No
9938-EKRGF	Female	0	No	No	15	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	No	Mailed check	84.45	1287.85	No
2703-AMTUL	Male	0	Yes	Yes	36	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Mailed check	53.65	1939.35	No
0928-JMXNP	Male	1	Yes	No	4	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	29.9	118.25	No
8173-RXAYP	Female	0	Yes	Yes	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	19.7	452.55	No
4825-XJGDM	Female	0	No	No	61	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Credit card (automatic)	43.7	2696.55	No
5402-HTOTQ	Male	0	No	No	16	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	55.3	875.35	No
6734-JDTTV	Male	0	Yes	Yes	65	Yes	No	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)	19.85	1267.05	No
7850-THJMU	Female	0	Yes	Yes	26	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)	19.65	494.9	No
3890-RTCMS	Male	0	No	No	16	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	49.45	799	No
8849-GYOKR	Female	0	Yes	No	54	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	106.55	5763.3	Yes
3148-BLQJT	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	20.1	20.1	Yes
3717-FDJFU	Male	0	No	Yes	5	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	20.45	106.9	No
3665-JATSN	Female	0	No	No	19	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	39.7	710.05	No
7966-YOTQW	Male	0	No	No	10	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	54.5	568.2	No
0461-CVKMU	Female	0	Yes	Yes	23	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	83.8	1900.25	Yes
8806-EAGWC	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	55.15	159.15	Yes
8853-TZDGH	Female	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.6	8012.75	No
7779-LGOVN	Male	1	Yes	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.65	856.65	Yes
4324-BZCKL	Female	0	Yes	Yes	10	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	55.55	551.3	No
6924-TDGMT	Male	0	Yes	No	11	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	20.55	184.95	No
9710-ZUSHQ	Female	1	No	No	37	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	106.75	4056.75	Yes
1536-YHDOE	Male	0	Yes	Yes	17	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	62.1	1096.65	No
8123-QBNAZ	Female	0	Yes	Yes	36	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	104.5	3684.95	No
3629-ZNKXA	Male	1	No	No	17	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.8	1752.45	No
4827-LTQRJ	Female	1	Yes	Yes	66	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	110.6	7210.85	No
7711-YIJWC	Male	0	Yes	Yes	61	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	84.9	5264.5	No
5482-VXSXJ	Male	0	No	No	22	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	93.2	2157.3	No
7365-BVCJH	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.4	24.4	No
9620-ENEJV	Female	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	70.55	433.95	No
4183-WCSEP	Male	0	No	No	31	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	78.45	2435.15	Yes
2378-YIZKA	Female	0	Yes	Yes	68	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85	5607.75	No
5498-TXHLF	Female	0	Yes	Yes	34	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	87.45	2874.15	Yes
0689-DSXGL	Female	0	Yes	Yes	52	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	85.8	4433.3	No
6818-DJXAA	Female	0	No	Yes	10	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	91.1	964.35	No
9722-UJOJR	Male	0	Yes	Yes	29	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.75	1974.8	Yes
0464-WJTKO	Female	0	Yes	Yes	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)	20.1	1460.85	No
8902-ZEOVF	Male	0	Yes	Yes	47	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	20.05	951.55	No
6778-EICRF	Male	0	Yes	Yes	24	Yes	Yes	DSL	Yes	No	No	No	Yes	Yes	One year	No	Mailed check	74.8	1821.2	No
2662-NNTDK	Male	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	One year	No	Credit card (automatic)	24.8	1600.95	No
4132-KALRO	Female	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	100.85	399.25	No
3902-FOIGH	Male	1	Yes	No	12	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.35	1218.55	Yes
6772-KSATR	Male	0	No	No	1	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	81.7	81.7	Yes
7112-OPOTK	Male	0	No	No	33	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	68.25	2171.15	Yes
2874-YXVVA	Female	0	No	No	34	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	105.1	3634.8	No
1245-HARPS	Female	0	Yes	No	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	20.4	292.4	No
4210-QFJMF	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.15	317.25	Yes
4323-ELYYB	Male	0	Yes	Yes	13	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	218.55	No
4293-ETKAP	Female	0	Yes	Yes	65	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	79.4	5071.9	No
6064-PUPMC	Male	0	Yes	Yes	23	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Credit card (automatic)	57.2	1423.35	No
6504-VBLFL	Male	0	Yes	No	55	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Electronic check	58.6	3068.6	No
6322-PJJDJ	Male	0	Yes	No	49	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Electronic check	94.8	4690.65	No
0330-BGYZE	Male	0	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	102.5	6157.6	No
1085-LDWAM	Female	0	Yes	Yes	69	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Credit card (automatic)	20.35	1442.65	No
7586-ZATGZ	Male	0	No	No	40	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.9	3369.05	No
7197-VOJMM	Male	0	Yes	No	67	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Credit card (automatic)	69.2	4671.65	No
3318-OSATS	Male	1	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.45	3474.05	Yes
5828-AVIPD	Male	0	Yes	Yes	19	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	100.95	1875.55	Yes
1843-TLSGD	Female	0	Yes	Yes	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	20.85	272.35	No
9626-VFRGG	Female	0	No	Yes	41	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	88.5	3645.05	No
7075-BNDVQ	Female	0	No	No	4	No	No phone service	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Mailed check	35	135.75	No
9143-CANJF	Female	0	Yes	Yes	24	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Electronic check	55.15	1319.85	No
7284-BUYEC	Female	0	No	No	5	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	50.95	229.4	No
2041-JIJCI	Female	0	No	No	5	Yes	Yes	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	64	370.25	No
1086-LXKFY	Female	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.1	69.1	Yes
4900-MSOMT	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	80.2	5714.2	No
2229-VWQJH	Female	0	No	No	24	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.3	1233.25	No
9194-GFVOI	Female	0	Yes	No	42	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	84.35	3571.6	No
1336-EZFZY	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	20.05	83.3	No
4282-MSACW	Male	0	No	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	117.2	8035.95	No

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