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customerID (string)gender (string)SeniorCitizen (int64)Partner (string)Dependents (string)tenure (int64)PhoneService (string)MultipleLines (string)InternetService (string)OnlineSecurity (string)OnlineBackup (string)DeviceProtection (string)TechSupport (string)StreamingTV (string)StreamingMovies (string)Contract (string)PaperlessBilling (string)PaymentMethod (string)MonthlyCharges (float64)TotalCharges (string)Churn (string)
"7590-VHVEG"
"Female"
0
"Yes"
"No"
1
"No"
"No phone service"
"DSL"
"No"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Electronic check"
29.85
"29.85"
"No"
"5575-GNVDE"
"Male"
0
"No"
"No"
34
"Yes"
"No"
"DSL"
"Yes"
"No"
"Yes"
"No"
"No"
"No"
"One year"
"No"
"Mailed check"
56.95
"1889.5"
"No"
"3668-QPYBK"
"Male"
0
"No"
"No"
2
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Mailed check"
53.85
"108.15"
"Yes"
"7795-CFOCW"
"Male"
0
"No"
"No"
45
"No"
"No phone service"
"DSL"
"Yes"
"No"
"Yes"
"Yes"
"No"
"No"
"One year"
"No"
"Bank transfer (automatic)"
42.3
"1840.75"
"No"
"9237-HQITU"
"Female"
0
"No"
"No"
2
"Yes"
"No"
"Fiber optic"
"No"
"No"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Electronic check"
70.7
"151.65"
"Yes"
"9305-CDSKC"
"Female"
0
"No"
"No"
8
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
99.65
"820.5"
"Yes"
"1452-KIOVK"
"Male"
0
"No"
"Yes"
22
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"Yes"
"No"
"Month-to-month"
"Yes"
"Credit card (automatic)"
89.1
"1949.4"
"No"
"6713-OKOMC"
"Female"
0
"No"
"No"
10
"No"
"No phone service"
"DSL"
"Yes"
"No"
"No"
"No"
"No"
"No"
"Month-to-month"
"No"
"Mailed check"
29.75
"301.9"
"No"
"7892-POOKP"
"Female"
0
"Yes"
"No"
28
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
104.8
"3046.05"
"Yes"
"6388-TABGU"
"Male"
0
"No"
"Yes"
62
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"No"
"No"
"No"
"No"
"One year"
"No"
"Bank transfer (automatic)"
56.15
"3487.95"
"No"
"9763-GRSKD"
"Male"
0
"Yes"
"Yes"
13
"Yes"
"No"
"DSL"
"Yes"
"No"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Mailed check"
49.95
"587.45"
"No"
"7469-LKBCI"
"Male"
0
"No"
"No"
16
"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)"
18.95
"326.8"
"No"
"8091-TTVAX"
"Male"
0
"Yes"
"No"
58
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"Yes"
"Yes"
"One year"
"No"
"Credit card (automatic)"
100.35
"5681.1"
"No"
"0280-XJGEX"
"Male"
0
"No"
"No"
49
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
103.7
"5036.3"
"Yes"
"5129-JLPIS"
"Male"
0
"No"
"No"
25
"Yes"
"No"
"Fiber optic"
"Yes"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
105.5
"2686.05"
"No"
"3655-SNQYZ"
"Female"
0
"Yes"
"Yes"
69
"Yes"
"Yes"
"Fiber optic"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"Two year"
"No"
"Credit card (automatic)"
113.25
"7895.15"
"No"
"8191-XWSZG"
"Female"
0
"No"
"No"
52
"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"
20.65
"1022.95"
"No"
"9959-WOFKT"
"Male"
0
"No"
"Yes"
71
"Yes"
"Yes"
"Fiber optic"
"Yes"
"No"
"Yes"
"No"
"Yes"
"Yes"
"Two year"
"No"
"Bank transfer (automatic)"
106.7
"7382.25"
"No"
"4190-MFLUW"
"Female"
0
"Yes"
"Yes"
10
"Yes"
"No"
"DSL"
"No"
"No"
"Yes"
"Yes"
"No"
"No"
"Month-to-month"
"No"
"Credit card (automatic)"
55.2
"528.35"
"Yes"
"4183-MYFRB"
"Female"
0
"No"
"No"
21
"Yes"
"No"
"Fiber optic"
"No"
"Yes"
"Yes"
"No"
"No"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
90.05
"1862.9"
"No"
"8779-QRDMV"
"Male"
1
"No"
"No"
1
"No"
"No phone service"
"DSL"
"No"
"No"
"Yes"
"No"
"No"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
39.65
"39.65"
"Yes"
"1680-VDCWW"
"Male"
0
"Yes"
"No"
12
"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)"
19.8
"202.25"
"No"
"1066-JKSGK"
"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"
20.15
"20.15"
"Yes"
"3638-WEABW"
"Female"
0
"Yes"
"No"
58
"Yes"
"Yes"
"DSL"
"No"
"Yes"
"No"
"Yes"
"No"
"No"
"Two year"
"Yes"
"Credit card (automatic)"
59.9
"3505.1"
"No"
"6322-HRPFA"
"Male"
0
"Yes"
"Yes"
49
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"No"
"Yes"
"No"
"No"
"Month-to-month"
"No"
"Credit card (automatic)"
59.6
"2970.3"
"No"
"6865-JZNKO"
"Female"
0
"No"
"No"
30
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
55.3
"1530.6"
"No"
"6467-CHFZW"
"Male"
0
"Yes"
"Yes"
47
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
99.35
"4749.15"
"Yes"
"8665-UTDHZ"
"Male"
0
"Yes"
"Yes"
1
"No"
"No phone service"
"DSL"
"No"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"No"
"Electronic check"
30.2
"30.2"
"Yes"
"5248-YGIJN"
"Male"
0
"Yes"
"No"
72
"Yes"
"Yes"
"DSL"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"Two year"
"Yes"
"Credit card (automatic)"
90.25
"6369.45"
"No"
"8773-HHUOZ"
"Female"
0
"No"
"Yes"
17
"Yes"
"No"
"DSL"
"No"
"No"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Mailed check"
64.7
"1093.1"
"Yes"
"3841-NFECX"
"Female"
1
"Yes"
"No"
71
"Yes"
"Yes"
"Fiber optic"
"Yes"
"Yes"
"Yes"
"Yes"
"No"
"No"
"Two year"
"Yes"
"Credit card (automatic)"
96.35
"6766.95"
"No"
"4929-XIHVW"
"Male"
1
"Yes"
"No"
2
"Yes"
"No"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Credit card (automatic)"
95.5
"181.65"
"No"
"6827-IEAUQ"
"Female"
0
"Yes"
"Yes"
27
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"Yes"
"Yes"
"No"
"No"
"One year"
"No"
"Mailed check"
66.15
"1874.45"
"No"
"7310-EGVHZ"
"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"
"Bank transfer (automatic)"
20.2
"20.2"
"No"
"3413-BMNZE"
"Male"
1
"No"
"No"
1
"Yes"
"No"
"DSL"
"No"
"No"
"No"
"No"
"No"
"No"
"Month-to-month"
"No"
"Bank transfer (automatic)"
45.25
"45.25"
"No"
"6234-RAAPL"
"Female"
0
"Yes"
"Yes"
72
"Yes"
"Yes"
"Fiber optic"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"No"
"Two year"
"No"
"Bank transfer (automatic)"
99.9
"7251.7"
"No"
"6047-YHPVI"
"Male"
0
"No"
"No"
5
"Yes"
"No"
"Fiber optic"
"No"
"No"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Electronic check"
69.7
"316.9"
"Yes"
"6572-ADKRS"
"Female"
0
"No"
"No"
46
"Yes"
"No"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Credit card (automatic)"
74.8
"3548.3"
"No"
"5380-WJKOV"
"Male"
0
"No"
"No"
34
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
106.35
"3549.25"
"Yes"
"8168-UQWWF"
"Female"
0
"No"
"No"
11
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
97.85
"1105.4"
"Yes"
"8865-TNMNX"
"Male"
0
"Yes"
"Yes"
10
"Yes"
"No"
"DSL"
"No"
"Yes"
"No"
"No"
"No"
"No"
"One year"
"No"
"Mailed check"
49.55
"475.7"
"No"
"9489-DEDVP"
"Female"
0
"Yes"
"Yes"
70
"Yes"
"Yes"
"DSL"
"Yes"
"Yes"
"No"
"No"
"Yes"
"No"
"Two year"
"Yes"
"Credit card (automatic)"
69.2
"4872.35"
"No"
"9867-JCZSP"
"Female"
0
"Yes"
"Yes"
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"
"Mailed check"
20.75
"418.25"
"No"
"4671-VJLCL"
"Female"
0
"No"
"No"
63
"Yes"
"Yes"
"DSL"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"No"
"Two year"
"Yes"
"Credit card (automatic)"
79.85
"4861.45"
"No"
"4080-IIARD"
"Female"
0
"Yes"
"No"
13
"Yes"
"Yes"
"DSL"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"No"
"Month-to-month"
"Yes"
"Electronic check"
76.2
"981.45"
"No"
"3714-NTNFO"
"Female"
0
"No"
"No"
49
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"No"
"No"
"No"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
84.5
"3906.7"
"No"
"5948-UJZLF"
"Male"
0
"No"
"No"
2
"Yes"
"No"
"DSL"
"No"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"No"
"Mailed check"
49.25
"97"
"No"
"7760-OYPDY"
"Female"
0
"No"
"No"
2
"Yes"
"No"
"Fiber optic"
"No"
"No"
"No"
"No"
"Yes"
"No"
"Month-to-month"
"Yes"
"Electronic check"
80.65
"144.15"
"Yes"
"7639-LIAYI"
"Male"
0
"No"
"No"
52
"Yes"
"Yes"
"DSL"
"Yes"
"No"
"No"
"Yes"
"Yes"
"Yes"
"Two year"
"Yes"
"Credit card (automatic)"
79.75
"4217.8"
"No"
"2954-PIBKO"
"Female"
0
"Yes"
"Yes"
69
"Yes"
"Yes"
"DSL"
"Yes"
"No"
"Yes"
"Yes"
"No"
"No"
"Two year"
"Yes"
"Credit card (automatic)"
64.15
"4254.1"
"No"
"8012-SOUDQ"
"Female"
1
"No"
"No"
43
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"Yes"
"No"
"Month-to-month"
"Yes"
"Electronic check"
90.25
"3838.75"
"No"
"9420-LOJKX"
"Female"
0
"No"
"No"
15
"Yes"
"No"
"Fiber optic"
"Yes"
"Yes"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Credit card (automatic)"
99.1
"1426.4"
"Yes"
"6575-SUVOI"
"Female"
1
"Yes"
"No"
25
"Yes"
"Yes"
"DSL"
"Yes"
"No"
"No"
"Yes"
"Yes"
"No"
"Month-to-month"
"Yes"
"Credit card (automatic)"
69.5
"1752.65"
"No"
"7495-OOKFY"
"Female"
1
"Yes"
"No"
8
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Credit card (automatic)"
80.65
"633.3"
"Yes"
"4667-QONEA"
"Female"
1
"Yes"
"Yes"
60
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"Yes"
"Yes"
"No"
"Yes"
"One year"
"Yes"
"Credit card (automatic)"
74.85
"4456.35"
"No"
"1658-BYGOY"
"Male"
1
"No"
"No"
18
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
95.45
"1752.55"
"Yes"
"8769-KKTPH"
"Female"
0
"Yes"
"Yes"
63
"Yes"
"Yes"
"Fiber optic"
"Yes"
"No"
"No"
"No"
"Yes"
"Yes"
"One year"
"Yes"
"Credit card (automatic)"
99.65
"6311.2"
"No"
"5067-XJQFU"
"Male"
1
"Yes"
"Yes"
66
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"One year"
"Yes"
"Electronic check"
108.45
"7076.35"
"No"
"3957-SQXML"
"Female"
0
"Yes"
"Yes"
34
"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)"
24.95
"894.3"
"No"
"5954-BDFSG"
"Female"
0
"No"
"No"
72
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Two year"
"Yes"
"Credit card (automatic)"
107.5
"7853.7"
"No"
"0434-CSFON"
"Female"
0
"Yes"
"No"
47
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
100.5
"4707.1"
"No"
"1215-FIGMP"
"Male"
0
"No"
"No"
60
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"Yes"
"No"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
89.9
"5450.7"
"No"
"0526-SXDJP"
"Male"
0
"Yes"
"No"
72
"No"
"No phone service"
"DSL"
"Yes"
"Yes"
"Yes"
"No"
"No"
"No"
"Two year"
"No"
"Bank transfer (automatic)"
42.1
"2962"
"No"
"0557-ASKVU"
"Female"
0
"Yes"
"Yes"
18
"Yes"
"No"
"DSL"
"No"
"No"
"Yes"
"Yes"
"No"
"No"
"One year"
"Yes"
"Credit card (automatic)"
54.4
"957.1"
"No"
"5698-BQJOH"
"Female"
0
"No"
"No"
9
"Yes"
"Yes"
"Fiber optic"
"No"
"No"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"No"
"Electronic check"
94.4
"857.25"
"Yes"
"5122-CYFXA"
"Female"
0
"No"
"No"
3
"Yes"
"No"
"DSL"
"No"
"Yes"
"No"
"Yes"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
75.3
"244.1"
"No"
"8627-ZYGSZ"
"Male"
0
"Yes"
"No"
47
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"No"
"No"
"One year"
"Yes"
"Electronic check"
78.9
"3650.35"
"No"
"3410-YOQBQ"
"Female"
0
"No"
"No"
31
"Yes"
"No"
"DSL"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"Two year"
"No"
"Mailed check"
79.2
"2497.2"
"No"
"3170-NMYVV"
"Female"
0
"Yes"
"Yes"
50
"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)"
20.15
"930.9"
"No"
"7410-OIEDU"
"Male"
0
"No"
"No"
10
"Yes"
"No"
"Fiber optic"
"Yes"
"No"
"Yes"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Mailed check"
79.85
"887.35"
"No"
"2273-QCKXA"
"Male"
0
"No"
"No"
1
"Yes"
"No"
"DSL"
"No"
"No"
"No"
"Yes"
"No"
"No"
"Month-to-month"
"No"
"Mailed check"
49.05
"49.05"
"No"
"0731-EBJQB"
"Female"
0
"Yes"
"Yes"
52
"Yes"
"No"
"No"
"No internet service"
"No internet service"
"No internet service"
"No internet service"
"No internet service"
"No internet service"
"One year"
"Yes"
"Electronic check"
20.4
"1090.65"
"No"
"1891-QRQSA"
"Male"
1
"Yes"
"Yes"
64
"Yes"
"Yes"
"Fiber optic"
"Yes"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Two year"
"Yes"
"Bank transfer (automatic)"
111.6
"7099"
"No"
"8028-PNXHQ"
"Male"
0
"Yes"
"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"
"Bank transfer (automatic)"
24.25
"1424.6"
"No"
"5630-AHZIL"
"Female"
0
"No"
"Yes"
3
"Yes"
"No"
"DSL"
"Yes"
"No"
"No"
"Yes"
"No"
"Yes"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
64.5
"177.4"
"No"
"2673-CXQEU"
"Female"
1
"No"
"No"
56
"Yes"
"Yes"
"Fiber optic"
"Yes"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"One year"
"No"
"Electronic check"
110.5
"6139.5"
"No"
"6416-JNVRK"
"Female"
0
"No"
"No"
46
"Yes"
"No"
"DSL"
"No"
"No"
"No"
"No"
"No"
"Yes"
"One year"
"No"
"Credit card (automatic)"
55.65
"2688.85"
"No"
"5590-ZSKRV"
"Female"
0
"Yes"
"Yes"
8
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"No"
"No"
"No"
"No"
"Month-to-month"
"No"
"Mailed check"
54.65
"482.25"
"No"
"0191-ZHSKZ"
"Male"
1
"No"
"No"
30
"Yes"
"No"
"DSL"
"Yes"
"Yes"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
74.75
"2111.3"
"No"
"3887-PBQAO"
"Female"
0
"Yes"
"Yes"
45
"Yes"
"Yes"
"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)"
25.9
"1216.6"
"No"
"5919-TMRGD"
"Female"
0
"No"
"Yes"
1
"Yes"
"No"
"Fiber optic"
"No"
"No"
"No"
"No"
"Yes"
"No"
"Month-to-month"
"Yes"
"Electronic check"
79.35
"79.35"
"Yes"
"8108-UXRQN"
"Female"
0
"Yes"
"Yes"
11
"No"
"No phone service"
"DSL"
"Yes"
"No"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"No"
"Electronic check"
50.55
"565.35"
"No"
"9191-MYQKX"
"Female"
0
"Yes"
"No"
7
"Yes"
"No"
"Fiber optic"
"No"
"No"
"Yes"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
75.15
"496.9"
"Yes"
"9919-YLNNG"
"Female"
0
"No"
"No"
42
"Yes"
"No"
"Fiber optic"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Bank transfer (automatic)"
103.8
"4327.5"
"No"
"0318-ZOPWS"
"Female"
0
"Yes"
"No"
49
"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)"
20.15
"973.35"
"No"
"4445-ZJNMU"
"Male"
0
"No"
"No"
9
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"No"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Credit card (automatic)"
99.3
"918.75"
"No"
"4808-YNLEU"
"Female"
0
"Yes"
"No"
35
"Yes"
"No"
"DSL"
"Yes"
"No"
"No"
"No"
"Yes"
"No"
"One year"
"Yes"
"Bank transfer (automatic)"
62.15
"2215.45"
"No"
"1862-QRWPE"
"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)"
20.65
"1057"
"No"
"2796-NNUFI"
"Female"
0
"Yes"
"Yes"
46
"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"
19.95
"927.1"
"No"
"3016-KSVCP"
"Male"
0
"Yes"
"No"
29
"No"
"No phone service"
"DSL"
"No"
"No"
"No"
"No"
"Yes"
"No"
"Month-to-month"
"No"
"Mailed check"
33.75
"1009.25"
"No"
"4767-HZZHQ"
"Male"
0
"Yes"
"Yes"
30
"Yes"
"No"
"Fiber optic"
"No"
"Yes"
"Yes"
"No"
"No"
"No"
"Month-to-month"
"No"
"Bank transfer (automatic)"
82.05
"2570.2"
"No"
"2424-WVHPL"
"Male"
1
"No"
"No"
1
"Yes"
"No"
"Fiber optic"
"No"
"No"
"No"
"Yes"
"No"
"No"
"Month-to-month"
"No"
"Electronic check"
74.7
"74.7"
"No"
"7233-PAHHL"
"Male"
0
"Yes"
"Yes"
66
"Yes"
"Yes"
"DSL"
"Yes"
"No"
"Yes"
"Yes"
"Yes"
"Yes"
"Two year"
"Yes"
"Mailed check"
84
"5714.25"
"No"
"6067-NGCEU"
"Female"
0
"No"
"No"
65
"Yes"
"Yes"
"Fiber optic"
"Yes"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Credit card (automatic)"
111.05
"7107"
"No"
"9848-JQJTX"
"Male"
0
"No"
"No"
72
"Yes"
"Yes"
"Fiber optic"
"No"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"Two year"
"Yes"
"Bank transfer (automatic)"
100.9
"7459.05"
"No"
"8637-XJIVR"
"Female"
0
"No"
"No"
12
"Yes"
"Yes"
"Fiber optic"
"Yes"
"No"
"No"
"No"
"No"
"No"
"Month-to-month"
"Yes"
"Electronic check"
78.95
"927.35"
"Yes"
"9803-FTJCG"
"Male"
0
"Yes"
"Yes"
71
"Yes"
"Yes"
"DSL"
"Yes"
"Yes"
"No"
"Yes"
"No"
"No"
"One year"
"Yes"
"Credit card (automatic)"
66.85
"4748.7"
"No"
"0278-YXOOG"
"Male"
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"
"No"
"Mailed check"
21.05
"113.85"
"Yes"
"3212-KXOCR"
"Male"
0
"No"
"No"
52
"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)"
21
"1107.2"
"No"
"4598-XLKNJ"
"Female"
1
"Yes"
"No"
25
"Yes"
"No"
"Fiber optic"
"No"
"Yes"
"Yes"
"No"
"Yes"
"Yes"
"Month-to-month"
"Yes"
"Electronic check"
98.5
"2514.5"
"Yes"
End of preview (truncated to 100 rows)

Customer churn prediction dataset of a fictional telecommunication company made by IBM Sample Datasets. Context Predict behavior to retain customers. You can analyze all relevant customer data and develop focused customer retention programs.

Content Each row represents a customer, each column contains customer’s attributes described on the column metadata.

The data set includes information about:

  • Customers who left within the last month: the column is called Churn
  • Services that each customer has signed up for: phone, multiple lines, internet, online security, online backup, device protection, tech support, and streaming TV and movies
  • Customer account information: how long they’ve been a customer, contract, payment method, paperless billing, monthly charges, and total charges
  • Demographic info about customers: gender, age range, and if they have partners and dependents

Credits for the dataset and the card:

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