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
5365-LLFYV	Female	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.85	105.6	No
5956-YHHRX	Male	1	No	No	21	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.35	2271.85	No
6008-NAIXK	Male	1	No	No	54	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	55.45	2966.95	No
2956-GGUCQ	Male	1	Yes	No	24	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	78.85	1772.25	Yes
1928-BXYIV	Male	0	No	No	1	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	61.15	61.15	No
5760-FXFVO	Male	0	No	No	6	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	78.95	494.95	No
6595-COKXZ	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.45	44.45	Yes
0961-ZWLVI	Male	0	No	Yes	49	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	109.2	5290.45	No
5181-OABFK	Female	0	Yes	Yes	56	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	Yes	Credit card (automatic)	61.3	3346.8	No
4007-NHVHI	Female	1	No	No	56	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	96.85	5219.65	No
7816-VGHTO	Female	0	Yes	Yes	6	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	Two year	No	Mailed check	40.55	217.5	No
5871-DGTXZ	Male	0	No	No	32	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	19.8	607.7	No
7550-WIQVA	Male	0	Yes	Yes	50	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	108.25	5431.4	No
7544-ZVIKX	Male	0	Yes	Yes	58	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.05	6004.85	No
0016-QLJIS	Female	0	Yes	Yes	65	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	90.45	5957.9	No
7508-DQAKK	Female	0	No	No	64	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	86.4	5442.05	No
5176-OLSKT	Female	0	Yes	No	66	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Bank transfer (automatic)	66.9	4370.25	No
9356-AXGMP	Male	0	Yes	No	38	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	110.7	4428.6	No
3556-BVQGL	Female	0	Yes	No	20	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	416.45	No
0362-ZBZWJ	Male	0	No	No	36	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.9	3067.2	Yes
8979-CAMGB	Male	1	No	No	64	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	102.1	6688.1	No
4211-MMAZN	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	20.25	20.25	Yes
7581-EBBOU	Female	0	No	No	60	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	70.15	4224.7	No
4274-OWWYO	Male	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	74.35	Yes
5073-RZGBK	Female	0	Yes	Yes	50	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	80.05	4042.2	No
1541-ETJZO	Male	0	No	No	1	Yes	Yes	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	62.05	62.05	Yes
2192-CKRLV	Female	0	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Electronic check	49.2	3580.95	No
3154-HMWUU	Male	0	Yes	No	60	Yes	No	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)	20.5	1198.8	No
6119-SPUDB	Male	0	No	No	46	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	38.25	1755.35	No
6522-OIQSX	Female	0	Yes	Yes	69	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	54.95	3772.5	No
7813-ZGGAW	Male	1	No	No	31	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	96.6	2877.95	No
8748-HFWBO	Male	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	One year	No	Mailed check	19.9	357.7	No
1052-QJIBV	Female	0	Yes	Yes	71	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)	19.9	1397.3	No
1319-YLZJG	Male	0	Yes	No	12	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.6	959.9	No
4106-HADHQ	Male	0	Yes	Yes	39	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	80	3182.95	Yes
0723-FDLAY	Male	0	No	No	44	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	85.25	3704.15	No
3050-RLLXC	Female	0	Yes	Yes	56	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	81.25	4620.4	No
9298-WGMRW	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.5	8312.75	No
2369-UAPKZ	Male	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	104.1	541.9	Yes
3088-LHEFH	Female	0	No	No	11	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79	929.3	No
2778-OCLGR	Male	1	Yes	No	24	No	No phone service	DSL	Yes	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	39.1	971.3	Yes
6583-KQJLK	Female	1	Yes	No	15	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.65	1285.05	No
8544-JNBOX	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	Yes	Mailed check	20.8	1521.2	No
6681-ZSEXG	Male	0	Yes	No	56	Yes	Yes	DSL	No	Yes	Yes	No	No	No	Two year	No	Credit card (automatic)	59.5	3389.25	No
6139-ZZRBQ	Male	1	No	No	64	Yes	No	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)	20.05	1198.05	No
6116-RFVHN	Female	0	Yes	No	34	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.45	3414.65	No
0637-KVDLV	Male	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.5	162.45	Yes
8884-FEEWR	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	One year	No	Bank transfer (automatic)	20.6	754	No
3125-RAHBV	Male	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	Credit card (automatic)	20.3	467.15	No
6633-MPWBS	Male	0	No	No	5	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	49.2	216.9	Yes
0373-AIVNJ	Male	0	No	No	9	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	One year	No	Mailed check	39.55	373	No
8785-EPNCG	Male	0	No	No	11	Yes	Yes	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)	23.15	245.2	Yes
1682-VCOIO	Male	0	No	No	23	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	20.45	481.1	No
5729-KLZAR	Female	0	Yes	Yes	4	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.85	302.75	Yes
2072-ZVJJX	Male	0	Yes	No	68	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)	25.25	1728.2	No
8849-AYPTR	Male	0	Yes	No	33	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	91.25	2964.05	No
9518-IMLHK	Male	0	No	No	31	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	72.45	2156.25	No
1582-RAFML	Male	0	No	No	1	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	60.1	60.1	Yes
3646-ITDGM	Female	0	No	No	56	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)	19.7	1051.9	No
8740-CRYFY	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	78.95	78.95	Yes
3569-VLDHH	Male	0	Yes	Yes	66	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Electronic check	75.1	5013	No
8224-KDLKN	Male	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	Bank transfer (automatic)	25	1738.9	No
7594-LZNWR	Male	1	No	No	34	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	69.15	2275.1	No
4001-TSBTV	Female	0	Yes	Yes	58	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	91.55	5511.65	No
2962-XPMCQ	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.15	98.5	Yes
8727-XDPUD	Male	0	No	No	37	No	No phone service	DSL	No	No	No	No	Yes	No	Two year	No	Credit card (automatic)	35.8	1316.9	No
1043-UXOVO	Female	0	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	113.15	7993.3	No
1064-FBXNK	Male	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	One year	No	Credit card (automatic)	19.85	19.85	No
3996-ZNWYK	Male	1	Yes	Yes	71	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)	19.8	1388.45	No
2878-DHMIN	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	Electronic check	19.9	666	No
7762-ONLJY	Female	0	Yes	Yes	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	19.7	94.45	No
1678-FYZOW	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.4	244.65	Yes
5795-BKOYE	Female	0	Yes	Yes	69	Yes	No	DSL	No	Yes	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	59.1	4134.7	No
8627-EHGIP	Male	0	No	No	44	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	One year	Yes	Mailed check	53.95	2375.4	Yes
7402-PWYJJ	Female	0	Yes	No	53	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	One year	Yes	Electronic check	91.15	4862.5	No
5480-TBGPH	Female	0	Yes	No	24	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.3	2431.35	Yes
0018-NYROU	Female	0	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	68.95	351.5	No
7501-VTYLJ	Female	0	No	Yes	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	51.55	106.2	No
7608-RGIRO	Male	0	No	Yes	62	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	24.4	1413	No
0480-BIXDE	Female	0	Yes	No	19	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.8	1743.05	No
5895-QSXOD	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.05	657.5	No
9814-AOUDH	Male	0	No	No	53	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	1050.5	No
6175-IRFIT	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	78.75	426.35	No
8760-ZRHKE	Female	1	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	No	No	Yes	No	One year	No	Electronic check	69.2	4982.5	No
1622-HSHSF	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	19.55	19.55	No
8854-CCVSQ	Male	0	No	No	18	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.65	1451.9	Yes
6749-UTDVX	Male	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	103.65	7634.8	No
5542-DHSXL	Female	0	Yes	No	4	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Mailed check	54.7	235.05	No
9102-OXKFY	Male	0	No	No	59	Yes	Yes	DSL	No	No	Yes	No	No	No	Two year	No	Credit card (automatic)	54.15	3116.15	No
0511-JTEOY	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	71.1	71.1	Yes
5216-WASFJ	Female	1	Yes	No	31	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.85	2633.4	No
7808-DVWEP	Male	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	No	Bank transfer (automatic)	20	49.65	No
7067-KSAZT	Female	1	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.25	6979.8	Yes
2284-VFLKH	Male	0	Yes	No	49	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	99.25	4920.8	No
0366-NQSHS	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	19.35	46.35	No
6532-YLWSI	Female	0	Yes	No	53	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)	20.8	1021.8	Yes
3807-BPOMJ	Female	0	Yes	No	55	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Electronic check	94.75	5276.1	No
3892-NXAZG	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	114.05	8289.2	No
4948-WBBKL	Female	1	No	No	36	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.9	2659.45	No
4182-BGSIQ	Female	0	Yes	Yes	10	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	Bank transfer (automatic)	19.8	196.75	No

Subsets and Splits