Datasets:
scikit-learn
/
churn-prediction

Dataset card Data Studio Files
xet
Community
1
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
8821-XNHVZ
Female
0
Yes
Yes
1
Yes
No
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Mailed check
80.05
80.05
Yes
2082-OJVTK
Male
0
Yes
Yes
29
Yes
Yes
Fiber optic
No
No
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
89.2
2698.35
Yes
9700-ISPUP
Female
0
Yes
Yes
10
Yes
No
DSL
No
Yes
No
Yes
No
Yes
Month-to-month
Yes
Electronic check
65.5
616.9
No
9839-ETQOE
Male
0
No
Yes
43
No
No phone service
DSL
Yes
Yes
Yes
No
No
No
Month-to-month
Yes
Electronic check
40.45
1912.85
No
6078-VESFR
Male
1
Yes
No
13
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Bank transfer (automatic)
70.45
849.1
No
9027-TMATR
Female
0
Yes
No
43
Yes
No
DSL
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Electronic check
78.8
3460.3
No
5940-NFXKV
Male
0
Yes
Yes
19
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
83.65
1465.75
Yes
1941-HOSAM
Male
0
Yes
Yes
1
Yes
No
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
90.1
90.1
No
9110-HSGTV
Female
0
No
No
69
Yes
No
DSL
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
82.45
5555.3
No
0704-VCUMB
Female
0
Yes
No
61
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)
20.25
1278.8
No
6171-ZTVYB
Male
0
Yes
No
43
Yes
Yes
DSL
Yes
Yes
No
Yes
No
No
Month-to-month
No
Bank transfer (automatic)
66.25
2907.35
No
8053-WWDRO
Female
0
Yes
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
Bank transfer (automatic)
19.5
146.3
Yes
9564-KCLHR
Male
0
No
No
1
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
No
Mailed check
51.25
51.25
Yes
1935-IMVBB
Male
0
Yes
No
56
Yes
No
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
No
Mailed check
89.7
4952.95
No
2535-PBCGC
Female
0
Yes
No
70
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Bank transfer (automatic)
64.55
4504.9
No
2082-CEFLT
Male
0
No
No
1
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
45.6
45.6
Yes
1470-PSXNM
Male
0
Yes
Yes
49
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
No
One year
Yes
Electronic check
93.65
4520.15
No
1213-NGCUN
Female
0
No
No
6
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
Yes
Bank transfer (automatic)
49.65
267.35
Yes
2498-XLDZR
Female
0
Yes
Yes
32
Yes
No
DSL
Yes
Yes
Yes
Yes
No
Yes
Two year
No
Mailed check
73.6
2316.85
No
9866-OCCKE
Female
1
Yes
No
72
Yes
Yes
Fiber optic
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Mailed check
109.75
8075.35
No
5338-YHWYT
Male
0
No
Yes
37
Yes
No
DSL
Yes
Yes
No
Yes
No
No
Two year
No
Credit card (automatic)
61.45
2302.35
No
7718-UPSKJ
Female
0
Yes
No
69
Yes
No
Fiber optic
Yes
Yes
No
Yes
Yes
Yes
One year
Yes
Credit card (automatic)
106.4
7251.9
No
8731-WBBMB
Female
0
Yes
No
26
Yes
No
DSL
No
Yes
Yes
Yes
Yes
Yes
Month-to-month
No
Bank transfer (automatic)
81.9
2078.55
No
1448-CYWKC
Female
0
Yes
Yes
58
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
Yes
Credit card (automatic)
105.2
6225.4
No
7901-IIDQV
Male
0
No
No
24
Yes
Yes
DSL
No
No
No
Yes
No
No
One year
No
Bank transfer (automatic)
54.6
1242.25
No
2690-DVRVK
Male
0
Yes
Yes
5
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
20.55
99.45
No
5688-KZTSN
Male
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
Month-to-month
Yes
Electronic check
20
288.05
Yes
1270-XKUCC
Female
0
Yes
Yes
30
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
599.25
No
0334-ZFJSR
Female
0
Yes
No
55
Yes
Yes
DSL
Yes
Yes
No
Yes
No
No
One year
Yes
Credit card (automatic)
66.05
3462.1
No
2894-QOJRX
Female
0
Yes
No
25
No
No phone service
DSL
No
No
No
No
Yes
No
Month-to-month
Yes
Bank transfer (automatic)
34
853
Yes
5747-PMBSQ
Male
1
Yes
No
10
Yes
No
Fiber optic
No
Yes
Yes
Yes
Yes
No
Month-to-month
Yes
Mailed check
92.5
934.1
Yes
5583-EJXRD
Male
0
Yes
Yes
44
No
No phone service
DSL
Yes
Yes
Yes
Yes
No
Yes
Two year
Yes
Credit card (automatic)
54.05
2375.2
No
4565-EVZMJ
Female
0
No
No
47
Yes
No
DSL
Yes
Yes
No
Yes
No
No
One year
Yes
Mailed check
58.9
2813.05
No
3143-JQEGI
Female
0
Yes
Yes
13
Yes
No
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
No
Electronic check
88.35
1222.8
Yes
6386-SZZKH
Female
0
Yes
Yes
49
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
107.95
5293.2
Yes
3327-YBAKM
Female
0
Yes
No
64
Yes
No
Fiber optic
Yes
No
No
Yes
Yes
Yes
One year
Yes
Mailed check
96.9
6314.35
No
9441-QHEVC
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
19.1
19.1
No
6705-LNMDD
Male
0
No
No
20
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
No
Mailed check
50
1003.05
No
2580-ASVVY
Female
0
Yes
No
37
No
No phone service
DSL
Yes
No
No
Yes
Yes
No
Two year
No
Electronic check
45.4
1593.1
No
3370-GQEAL
Male
0
Yes
Yes
30
Yes
Yes
Fiber optic
No
No
No
No
Yes
No
Month-to-month
No
Electronic check
85.45
2509.95
No
5032-USPKF
Female
0
No
No
38
Yes
Yes
DSL
Yes
Yes
Yes
No
Yes
Yes
One year
No
Bank transfer (automatic)
84.1
3187.65
No
2982-IHMFT
Female
1
No
No
1
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Mailed check
74.45
74.45
Yes
3521-SYVOR
Female
0
No
No
37
Yes
No
DSL
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
64.75
2345.2
Yes
4254-QPEDE
Female
0
Yes
No
52
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Credit card (automatic)
66.25
3330.1
No
6283-GITPX
Male
0
No
Yes
71
Yes
No
DSL
Yes
Yes
Yes
Yes
Yes
No
Two year
Yes
Credit card (automatic)
76.9
5522.7
No
9526-JAWYF
Male
0
No
No
26
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
No
Month-to-month
No
Electronic check
89.8
2335.3
Yes
0771-CHWSK
Male
0
No
No
66
Yes
Yes
DSL
Yes
Yes
Yes
No
No
Yes
Two year
Yes
Credit card (automatic)
74.6
4798.4
No
9788-HNGUT
Male
0
Yes
No
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
116.95
8594.4
No
9495-REDIY
Male
0
No
Yes
25
No
No phone service
DSL
Yes
No
No
No
Yes
No
One year
Yes
Credit card (automatic)
40.65
970.55
No
5375-XLDOF
Male
0
Yes
Yes
69
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
114.35
7665.8
No
1172-VIYBP
Male
0
Yes
Yes
53
Yes
Yes
DSL
Yes
Yes
No
No
No
Yes
Two year
No
Bank transfer (automatic)
69.7
3686.05
No
5649-VUKMC
Female
0
No
No
12
Yes
No
Fiber optic
No
No
Yes
No
Yes
Yes
One year
No
Mailed check
95.5
1115.15
Yes
6559-PDZLR
Male
0
No
No
26
Yes
No
Fiber optic
No
No
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
98.65
2537
No
8992-OBVDG
Male
0
No
No
21
Yes
No
DSL
No
No
Yes
No
No
Yes
Month-to-month
No
Mailed check
61.65
1393.6
No
4273-MBHYA
Female
0
No
Yes
1
Yes
No
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
89.35
89.35
No
4724-WXVWF
Male
0
No
No
48
Yes
Yes
Fiber optic
Yes
No
No
Yes
No
Yes
Month-to-month
Yes
Electronic check
95.4
4445.3
No
5701-GUXDC
Female
0
Yes
No
26
No
No phone service
DSL
Yes
No
Yes
No
No
No
One year
No
Credit card (automatic)
35.4
978.6
No
1460-UZPRJ
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
No
Mailed check
19.95
1258.15
No
6082-GLJIX
Male
0
No
No
18
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
19.25
331.35
No
5143-EGQFK
Female
1
No
No
10
No
No phone service
DSL
No
No
No
Yes
No
No
Month-to-month
Yes
Electronic check
29.65
291.4
Yes
4919-IKATY
Male
0
Yes
Yes
5
Yes
Yes
Fiber optic
Yes
No
Yes
No
No
No
Month-to-month
Yes
Electronic check
84.5
453.75
Yes
2495-TTHBQ
Female
0
No
Yes
4
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
20.4
84.75
No
0485-ZBSLN
Male
0
Yes
Yes
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
Credit card (automatic)
24.75
1715.1
No
3810-PJUHR
Male
0
Yes
Yes
70
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
25.35
1715.15
No
9050-QLROH
Male
0
No
No
18
Yes
Yes
Fiber optic
No
No
Yes
No
No
Yes
Month-to-month
Yes
Credit card (automatic)
90.7
1597.25
Yes
0847-HGRML
Male
0
No
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
1250.1
No
8232-CTLKO
Female
0
Yes
Yes
66
Yes
No
DSL
Yes
No
No
No
Yes
No
Two year
Yes
Electronic check
59.75
3996.8
No
9227-YBAXE
Female
0
Yes
Yes
65
Yes
Yes
DSL
Yes
Yes
No
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
82.5
5215.1
No
6168-WFVVF
Female
1
No
No
3
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
70.3
235.5
Yes
9860-LISIZ
Female
0
No
No
34
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
673.2
No
0112-QAWRZ
Male
0
Yes
Yes
16
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Bank transfer (automatic)
90.8
1442.2
No
0877-SDMBN
Female
0
No
No
54
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
One year
Yes
Bank transfer (automatic)
103.95
5639.05
Yes
2786-GCDPI
Female
1
No
No
50
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
104.95
5222.35
No
4043-MKDTV
Male
0
Yes
No
71
Yes
No
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Electronic check
105.25
7291.75
No
8065-YKXKD
Female
0
No
No
10
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
74.75
799.65
Yes
9637-EIHEQ
Female
0
No
No
1
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
Yes
Electronic check
50.8
50.8
Yes
9229-RQABD
Male
0
No
No
18
Yes
Yes
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Mailed check
23.75
424.5
No
8313-KTIHG
Male
0
No
No
4
Yes
No
DSL
No
No
No
Yes
Yes
No
Month-to-month
Yes
Electronic check
61.3
249.4
No
5320-BRKGK
Female
0
Yes
Yes
58
Yes
Yes
DSL
Yes
No
Yes
Yes
Yes
No
Two year
No
Mailed check
75.8
4415.75
No
6284-KMNUF
Female
0
Yes
No
56
Yes
Yes
Fiber optic
Yes
No
No
No
Yes
Yes
One year
Yes
Electronic check
98
5270.6
No
9689-PTNPG
Male
0
No
No
2
Yes
No
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Electronic check
80.25
144.55
Yes
9465-RWMXL
Male
0
Yes
No
32
Yes
Yes
Fiber optic
No
No
Yes
No
No
No
Month-to-month
Yes
Electronic check
78.9
2447.95
Yes
6229-UOLQL
Male
0
Yes
Yes
56
No
No phone service
DSL
Yes
Yes
No
Yes
Yes
No
One year
Yes
Mailed check
52
2884.9
No
2362-IBOOY
Male
0
No
No
36
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
84.75
3050.15
Yes
3137-LUPIX
Female
0
No
No
4
Yes
Yes
DSL
No
No
No
Yes
Yes
No
Month-to-month
Yes
Mailed check
64.4
253
No
0843-WTBXE
Male
0
No
No
53
Yes
Yes
Fiber optic
No
No
No
No
Yes
No
Month-to-month
No
Bank transfer (automatic)
85.45
4517.25
Yes
6143-JQKEA
Male
0
No
No
10
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
45.8
436.2
No
8676-OOQEJ
Male
0
No
No
4
No
No phone service
DSL
No
No
No
Yes
No
No
Month-to-month
No
Electronic check
30.5
118.4
No
5515-IDEJJ
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
Month-to-month
No
Mailed check
19.9
19.9
Yes
9701-CDXHR
Female
0
Yes
No
51
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Mailed check
69.15
3649.6
No
7450-NWRTR
Male
1
No
No
12
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
99.45
1200.15
Yes
8124-NZVGJ
Female
0
No
No
6
No
No phone service
DSL
No
No
No
Yes
Yes
Yes
One year
Yes
Mailed check
49.25
255.6
No
2162-FRZAA
Male
0
Yes
Yes
63
No
No phone service
DSL
No
Yes
Yes
Yes
No
No
Two year
No
Bank transfer (automatic)
39.35
2395.05
No
5376-DEQCP
Female
0
No
No
1
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
70.6
70.6
Yes
5118-MUEYH
Female
0
Yes
No
48
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
Yes
Month-to-month
Yes
Credit card (automatic)
105.1
5083.55
No
9095-HFAFX
Female
0
No
No
5
Yes
No
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Credit card (automatic)
81
389.6
Yes
5627-TVBPP
Female
0
No
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
Yes
Credit card (automatic)
20.1
644.5
No
2379-ENZGV
Male
0
No
No
6
Yes
No
Fiber optic
No
Yes
No
No
Yes
No
Month-to-month
Yes
Electronic check
84.85
523.5
Yes
3936-QQFLL
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
19.75
39.3
No
2589-AYCRP
Female
0
No
No
50
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)
19.75
989.05
No