Datasets:

scikit-learn
/

churn-prediction

Dataset card Data Studio Files Files and versions Community

Split (1)

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
7328-ZJAJO	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	Credit card (automatic)	19.5	1222.65	No
6458-CYIDZ	Female	1	No	No	5	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	80.7	374.8	No
8559-CIZFV	Male	0	Yes	Yes	21	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	One year	No	Mailed check	77.5	1625	Yes
1090-PYKCI	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	105.1	7234.8	No
3058-WQDRE	Male	0	No	No	13	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	25.15	331.85	No
7547-EKNFS	Male	0	Yes	No	42	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	95.25	3959.35	Yes
2279-AXJJK	Male	0	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	95.65	5088.4	No
6769-DYBQN	Male	1	No	No	46	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	No	Electronic check	85	3969.4	Yes
0909-SELIE	Male	0	Yes	No	61	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	80.8	4860.85	No
3417-TSCIC	Male	0	No	No	29	No	No phone service	DSL	No	No	No	No	No	No	One year	Yes	Mailed check	24.85	788.05	No
1042-HFUCW	Female	0	No	Yes	25	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	54.75	1266.35	No
4439-JMPMT	Female	0	Yes	Yes	5	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	85.75	470.95	Yes
6537-OTKMY	Male	0	No	No	15	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	No	Electronic check	50.75	688.2	No
8999-EXMNO	Female	0	Yes	Yes	19	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	387.7	No
6725-TPKJO	Male	0	No	No	44	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	20.05	845.25	No
2446-BEGGB	Female	1	No	No	6	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.25	560.6	Yes
7162-WPHPM	Male	0	Yes	Yes	58	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	71.6	4230.25	No
1599-MMYRQ	Male	0	Yes	Yes	62	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	81.45	4983.05	No
8821-KVZKQ	Female	0	Yes	Yes	70	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	58.4	4113.15	No
1496-GGSUK	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.7	25.7	Yes
6434-TTGJP	Male	0	Yes	Yes	10	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	53.7	521	No
0042-JVWOJ	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	Yes	Bank transfer (automatic)	19.6	471.85	No
0130-SXOUN	Male	0	No	No	66	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	89.4	5976.9	No
2575-GFSOE	Female	0	Yes	Yes	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69	506.9	Yes
2330-PQGDQ	Male	0	Yes	Yes	51	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	One year	No	Bank transfer (automatic)	84.2	4299.75	No
1452-UZOSF	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	106.1	7548.6	No
2097-YVPKN	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	Two year	No	Mailed check	25.75	1654.75	No
2842-JTCCU	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	46.05	80.35	Yes
8597-CTXVJ	Male	0	No	Yes	70	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	No	Bank transfer (automatic)	64.95	4551.5	No
6631-HMANX	Male	0	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.45	6227.5	No
9962-BFPDU	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	20.05	20.05	No
3296-SILRA	Female	1	Yes	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	76.4	76.4	Yes
9681-OXGVC	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.5	514	Yes
6394-HHHZM	Male	0	No	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	No	Mailed check	20.7	57.5	No
5995-LFTLE	Male	0	No	No	58	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	1474.35	No
5180-UCIIQ	Male	1	Yes	Yes	22	No	No phone service	DSL	Yes	No	No	No	No	Yes	Month-to-month	No	Mailed check	40.05	880.2	Yes
1932-UEDCX	Male	1	Yes	No	33	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	100.6	3270.25	No
7153-OANIO	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.95	69.95	Yes
5188-HGMLP	Male	1	Yes	No	54	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	74	3919.15	No
0665-XHDJU	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Electronic check	99.4	7285.7	No
6521-YYTYI	Male	0	No	Yes	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.3	93.3	Yes
8878-HMWBV	Male	0	No	No	3	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	49.15	169.05	Yes
8265-HKSOW	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	107.45	7658.3	No
3544-FBCAS	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	83.6	5959.3	No
5331-RGMTT	Male	1	Yes	No	54	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.05	5295.7	No
4759-PXTAN	Female	0	Yes	No	59	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	80.1	4693.2	No
7054-DMVAS	Male	0	No	No	54	Yes	No	DSL	Yes	Yes	No	No	Yes	No	Two year	Yes	Bank transfer (automatic)	65.3	3512.9	No
3428-MMGUB	Male	0	No	No	60	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Two year	Yes	Electronic check	89.55	5231.2	No
6549-BTYPG	Female	0	Yes	No	60	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	60.8	3603.45	No
7823-JSOAG	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	74.5	217.45	No
3705-RHRFR	Female	0	Yes	No	69	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Two year	No	Bank transfer (automatic)	99.15	6875.35	No
9374-YOLBJ	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	Electronic check	19.25	19.25	No
9074-KGVOX	Male	0	Yes	Yes	50	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	39.45	2021.35	No
6128-DAFVY	Female	0	No	No	56	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	44.85	2564.95	No
9933-QRGTX	Female	0	Yes	No	60	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Electronic check	97.2	5611.75	No
4476-OSWTN	Male	1	Yes	No	69	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	110.55	7610.1	No
3751-KTZEL	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	35.05	35.05	Yes
1977-STDKI	Female	1	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	73	73	Yes
5066-GFJMM	Female	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	Mailed check	19.9	45.75	No
2661-GKBTK	Male	0	Yes	Yes	60	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	76.95	4543.95	No
0458-HEUZG	Female	0	No	No	13	No	No phone service	DSL	No	No	Yes	Yes	No	No	Two year	No	Mailed check	35.4	450.4	No
7268-WNTCP	Male	0	Yes	Yes	62	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)	20.45	1297.35	No
0824-VWDPO	Female	0	No	No	45	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	No	Bank transfer (automatic)	96.75	4442.75	No
8409-WQJUX	Female	0	No	No	25	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	54.2	1423.15	No
2578-JQPHZ	Male	0	No	No	44	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	100.1	4378.35	No
3278-FSIXX	Female	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.25	74.2	No
5813-UECBU	Male	1	No	No	33	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	83.85	2716.3	Yes
0328-GRPMV	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.1	70.1	Yes
9746-UGFAC	Female	0	No	No	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)	20.85	450.65	No
2946-KIQSP	Female	0	No	No	35	No	No phone service	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	33.45	1175.85	No
0625-AFOHS	Female	0	Yes	Yes	29	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	20.2	558.8	No
6726-WEXXK	Male	1	Yes	No	27	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	One year	Yes	Electronic check	85.9	2220.1	No
4636-OLWOE	Male	0	No	Yes	54	Yes	No	DSL	No	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	61	3283.05	No
4342-HENTK	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.65	142.35	Yes
4685-ERGHK	Male	0	No	No	57	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	One year	Yes	Electronic check	86.9	4939.25	No
0885-HMGPY	Male	0	No	No	62	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	69.4	4237.5	No
5003-OKNNK	Female	0	Yes	Yes	15	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)	20.35	335.95	No
4195-SMMNX	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	20.35	33.2	Yes
7208-PSIHR	Female	0	Yes	No	70	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.3	7188.5	No
4012-ZTHBR	Female	0	Yes	Yes	21	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.95	926.25	No
0489-WMEMG	Female	0	No	Yes	23	Yes	No	DSL	No	No	No	Yes	No	No	One year	Yes	Electronic check	49.45	1119.35	No
7435-ZNUYY	Male	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	One year	No	Mailed check	20.6	116.6	No
1354-YZFNB	Male	0	Yes	Yes	4	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	68.8	No
6956-SMUCM	Female	0	No	No	3	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99	287.4	Yes
2985-FMWYF	Female	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.5	2341.55	No
2812-ENYMO	Male	0	No	No	26	No	No phone service	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	54.55	1362.85	No
2717-HVIZY	Female	0	No	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	Mailed check	20.05	163.6	No
3223-WZWJM	Male	0	No	No	26	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.95	2254.2	Yes
3422-GALYP	Male	0	No	No	2	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.45	145.15	No
9053-JZFKV	Male	0	No	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	116.2	7752.3	Yes
2530-ENDWQ	Female	0	Yes	No	71	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	93.7	6585.35	Yes
2890-WFBHU	Female	0	No	No	59	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	79.85	4786.1	No
0327-WFZSY	Male	0	Yes	Yes	39	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Electronic check	100	3835.55	No
7977-HXJKU	Male	0	No	Yes	21	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	19.6	397	No
6615-ZGEDR	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	19.7	19.7	Yes
7033-CLAMM	Female	0	Yes	Yes	48	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)	20.2	1027.25	No
4023-RTIQM	Female	1	Yes	No	31	No	No phone service	DSL	Yes	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	50.4	1580.1	No
0864-FVJNJ	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	113.35	7222.75	No
7356-IWLFW	Male	0	Yes	Yes	46	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80	3769.7	No
9541-PWTWO	Female	0	No	No	52	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.95	4233.95	No

Subsets and Splits