| A | B | C | D | E | F | G | H | I | J | K | L | M | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | customerID | tenure | PhoneService | MultipleLines | InternetService | Contract | PaymentMethod | MonthlyCharges | TotalCharges | # of Admin ticket | # of Tech Tickets | Churn | Loyalty |
2 | ABC1 | 1 | No | No phone service | DSL | Month-to-month | Electronic check | 29.85 | 29.85 | 0 | 0 | No | < 1 year |
3 | ABC2 | 34 | Yes | No | DSL | One year | Mailed check | 56.95 | 1889.5 | 0 | 0 | No | < 3 years |
4 | ABC3 | 2 | Yes | No | DSL | Month-to-month | Mailed check | 53.85 | 108.15 | 0 | 0 | Yes | < 1 year |
5 | ABC4 | 45 | No | No phone service | DSL | One year | Bank transfer (automatic) | 42.3 | 1840.75 | 0 | 3 | No | < 4 years |
6 | ABC5 | 2 | Yes | No | Fiber optic | Month-to-month | Electronic check | 70.7 | 151.65 | 0 | 0 | Yes | < 1 year |
7 | ABC6 | 8 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 99.65 | 820.5 | 0 | 0 | Yes | < 1 year |
8 | ABC7 | 22 | Yes | Yes | Fiber optic | Month-to-month | Credit card (automatic) | 89.1 | 1949.4 | 0 | 0 | No | < 2 years |
9 | ABC8 | 10 | No | No phone service | DSL | Month-to-month | Mailed check | 29.75 | 301.9 | 0 | 0 | No | < 1 year |
10 | ABC9 | 28 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 104.8 | 3046.05 | 0 | 2 | Yes | < 3 years |
11 | ABC10 | 62 | Yes | No | DSL | One year | Bank transfer (automatic) | 56.15 | 3487.95 | 0 | 0 | No | < 6 years |
12 | ABC11 | 13 | Yes | No | DSL | Month-to-month | Mailed check | 49.95 | 587.45 | 1 | 0 | No | < 2 years |
13 | ABC12 | 16 | Yes | No | No | Two year | Credit card (automatic) | 18.95 | 326.8 | 0 | 0 | No | < 2 years |
14 | ABC13 | 58 | Yes | Yes | Fiber optic | One year | Credit card (automatic) | 100.35 | 5681.1 | 0 | 0 | No | < 5 years |
15 | ABC14 | 49 | Yes | Yes | Fiber optic | Month-to-month | Bank transfer (automatic) | 103.7 | 5036.3 | 5 | 4 | Yes | < 5 years |
16 | ABC15 | 25 | Yes | No | Fiber optic | Month-to-month | Electronic check | 105.5 | 2686.05 | 0 | 0 | No | < 3 years |
17 | ABC16 | 69 | Yes | Yes | Fiber optic | Two year | Credit card (automatic) | 113.25 | 7895.15 | 0 | 0 | No | < 6 years |
18 | ABC17 | 52 | Yes | No | No | One year | Mailed check | 20.65 | 1022.95 | 0 | 0 | No | < 5 years |
19 | ABC18 | 71 | Yes | Yes | Fiber optic | Two year | Bank transfer (automatic) | 106.7 | 7382.25 | 0 | 4 | No | < 6 years |
20 | ABC19 | 10 | Yes | No | DSL | Month-to-month | Credit card (automatic) | 55.2 | 528.35 | 0 | 0 | Yes | < 1 year |
21 | ABC20 | 21 | Yes | No | Fiber optic | Month-to-month | Electronic check | 90.05 | 1862.9 | 0 | 0 | No | < 2 years |
22 | ABC21 | 1 | No | No phone service | DSL | Month-to-month | Electronic check | 39.65 | 39.65 | 0 | 0 | Yes | < 1 year |
23 | ABC22 | 12 | Yes | No | No | One year | Bank transfer (automatic) | 19.8 | 202.25 | 2 | 0 | No | < 2 years |
24 | ABC23 | 1 | Yes | No | No | Month-to-month | Mailed check | 20.15 | 20.15 | 4 | 0 | Yes | < 1 year |
25 | ABC24 | 58 | Yes | Yes | DSL | Two year | Credit card (automatic) | 59.9 | 3505.1 | 1 | 0 | No | < 5 years |
26 | ABC25 | 49 | Yes | No | DSL | Month-to-month | Credit card (automatic) | 59.6 | 2970.3 | 0 | 3 | No | < 5 years |
27 | ABC26 | 30 | Yes | No | DSL | Month-to-month | Bank transfer (automatic) | 55.3 | 1530.6 | 0 | 0 | No | < 3 years |
28 | ABC27 | 47 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 99.35 | 4749.15 | 0 | 4 | Yes | < 4 years |
29 | ABC28 | 1 | No | No phone service | DSL | Month-to-month | Electronic check | 30.2 | 30.2 | 0 | 0 | Yes | < 1 year |
30 | ABC29 | 72 | Yes | Yes | DSL | Two year | Credit card (automatic) | 90.25 | 6369.45 | 1 | 0 | No | < 6 years |
31 | ABC30 | 17 | Yes | No | DSL | Month-to-month | Mailed check | 64.7 | 1093.1 | 0 | 0 | Yes | < 2 years |
32 | ABC31 | 71 | Yes | Yes | Fiber optic | Two year | Credit card (automatic) | 96.35 | 6766.95 | 0 | 0 | No | < 6 years |
33 | ABC32 | 2 | Yes | No | Fiber optic | Month-to-month | Credit card (automatic) | 95.5 | 181.65 | 0 | 0 | No | < 1 year |
34 | ABC33 | 27 | Yes | No | DSL | One year | Mailed check | 66.15 | 1874.45 | 0 | 0 | No | < 3 years |
35 | ABC34 | 1 | Yes | No | No | Month-to-month | Bank transfer (automatic) | 20.2 | 20.2 | 0 | 0 | No | < 1 year |
36 | ABC35 | 1 | Yes | No | DSL | Month-to-month | Bank transfer (automatic) | 45.25 | 45.25 | 0 | 0 | No | < 1 year |
37 | ABC36 | 72 | Yes | Yes | Fiber optic | Two year | Bank transfer (automatic) | 99.9 | 7251.7 | 0 | 0 | No | < 6 years |
38 | ABC37 | 5 | Yes | No | Fiber optic | Month-to-month | Electronic check | 69.7 | 316.9 | 0 | 0 | Yes | < 1 year |
39 | ABC38 | 46 | Yes | No | Fiber optic | Month-to-month | Credit card (automatic) | 74.8 | 3548.3 | 3 | 0 | No | < 4 years |
40 | ABC39 | 34 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 106.35 | 3549.25 | 0 | 4 | Yes | < 3 years |
41 | ABC40 | 11 | Yes | Yes | Fiber optic | Month-to-month | Bank transfer (automatic) | 97.85 | 1105.4 | 0 | 2 | Yes | < 1 year |
42 | ABC41 | 10 | Yes | No | DSL | One year | Mailed check | 49.55 | 475.7 | 5 | 0 | No | < 1 year |
43 | ABC42 | 70 | Yes | Yes | DSL | Two year | Credit card (automatic) | 69.2 | 4872.35 | 0 | 0 | No | < 6 years |
44 | ABC43 | 17 | Yes | No | No | One year | Mailed check | 20.75 | 418.25 | 0 | 0 | No | < 2 years |
45 | ABC44 | 63 | Yes | Yes | DSL | Two year | Credit card (automatic) | 79.85 | 4861.45 | 0 | 0 | No | < 6 years |
46 | ABC45 | 13 | Yes | Yes | DSL | Month-to-month | Electronic check | 76.2 | 981.45 | 4 | 0 | No | < 2 years |
47 | ABC46 | 49 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 84.5 | 3906.7 | 0 | 3 | No | < 5 years |
48 | ABC47 | 2 | Yes | No | DSL | Month-to-month | Mailed check | 49.25 | 97 | 0 | 0 | No | < 1 year |
49 | ABC48 | 2 | Yes | No | Fiber optic | Month-to-month | Electronic check | 80.65 | 144.15 | 0 | 0 | Yes | < 1 year |
50 | ABC49 | 52 | Yes | Yes | DSL | Two year | Credit card (automatic) | 79.75 | 4217.8 | 1 | 0 | No | < 5 years |
51 | ABC50 | 69 | Yes | Yes | DSL | Two year | Credit card (automatic) | 64.15 | 4254.1 | 0 | 0 | No | < 6 years |
52 | ABC51 | 43 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 90.25 | 3838.75 | 0 | 0 | No | < 4 years |
53 | ABC52 | 15 | Yes | No | Fiber optic | Month-to-month | Credit card (automatic) | 99.1 | 1426.4 | 0 | 1 | Yes | < 2 years |
54 | ABC53 | 25 | Yes | Yes | DSL | Month-to-month | Credit card (automatic) | 69.5 | 1752.65 | 4 | 0 | No | < 3 years |
55 | ABC54 | 8 | Yes | Yes | Fiber optic | Month-to-month | Credit card (automatic) | 80.65 | 633.3 | 0 | 0 | Yes | < 1 year |
56 | ABC55 | 60 | Yes | No | DSL | One year | Credit card (automatic) | 74.85 | 4456.35 | 0 | 0 | No | < 6 years |
57 | ABC56 | 18 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 95.45 | 1752.55 | 0 | 1 | Yes | < 2 years |
58 | ABC57 | 63 | Yes | Yes | Fiber optic | One year | Credit card (automatic) | 99.65 | 6311.2 | 0 | 0 | No | < 6 years |
59 | ABC58 | 66 | Yes | Yes | Fiber optic | One year | Electronic check | 108.45 | 7076.35 | 3 | 0 | No | < 6 years |
60 | ABC59 | 34 | Yes | Yes | No | Two year | Credit card (automatic) | 24.95 | 894.3 | 0 | 0 | No | < 3 years |
61 | ABC60 | 72 | Yes | Yes | Fiber optic | Two year | Credit card (automatic) | 107.5 | 7853.7 | 0 | 0 | No | < 6 years |
62 | ABC61 | 47 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 100.5 | 4707.1 | 0 | 0 | No | < 4 years |
63 | ABC62 | 60 | Yes | Yes | Fiber optic | Month-to-month | Bank transfer (automatic) | 89.9 | 5450.7 | 0 | 0 | No | < 6 years |
64 | ABC63 | 72 | No | No phone service | DSL | Two year | Bank transfer (automatic) | 42.1 | 2962 | 0 | 0 | No | < 6 years |
65 | ABC64 | 18 | Yes | No | DSL | One year | Credit card (automatic) | 54.4 | 957.1 | 0 | 0 | No | < 2 years |
66 | ABC65 | 9 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 94.4 | 857.25 | 0 | 0 | Yes | < 1 year |
67 | ABC66 | 3 | Yes | No | DSL | Month-to-month | Electronic check | 75.3 | 244.1 | 0 | 0 | No | < 1 year |
68 | ABC67 | 47 | Yes | Yes | Fiber optic | One year | Electronic check | 78.9 | 3650.35 | 0 | 3 | No | < 4 years |
69 | ABC68 | 31 | Yes | No | DSL | Two year | Mailed check | 79.2 | 2497.2 | 3 | 0 | No | < 3 years |
70 | ABC69 | 50 | Yes | No | No | Two year | Bank transfer (automatic) | 20.15 | 930.9 | 0 | 0 | No | < 5 years |
71 | ABC70 | 10 | Yes | No | Fiber optic | Month-to-month | Mailed check | 79.85 | 887.35 | 0 | 0 | No | < 1 year |
72 | ABC71 | 1 | Yes | No | DSL | Month-to-month | Mailed check | 49.05 | 49.05 | 0 | 0 | No | < 1 year |
73 | ABC72 | 52 | Yes | No | No | One year | Electronic check | 20.4 | 1090.65 | 0 | 0 | No | < 5 years |
74 | ABC73 | 64 | Yes | Yes | Fiber optic | Two year | Bank transfer (automatic) | 111.6 | 7099 | 0 | 0 | No | < 6 years |
75 | ABC74 | 62 | Yes | Yes | No | Two year | Bank transfer (automatic) | 24.25 | 1424.6 | 0 | 0 | No | < 6 years |
76 | ABC75 | 3 | Yes | No | DSL | Month-to-month | Bank transfer (automatic) | 64.5 | 177.4 | 0 | 0 | No | < 1 year |
77 | ABC76 | 56 | Yes | Yes | Fiber optic | One year | Electronic check | 110.5 | 6139.5 | 0 | 0 | No | < 5 years |
78 | ABC77 | 46 | Yes | No | DSL | One year | Credit card (automatic) | 55.65 | 2688.85 | 1 | 0 | No | < 4 years |
79 | ABC78 | 8 | Yes | No | DSL | Month-to-month | Mailed check | 54.65 | 482.25 | 0 | 0 | No | < 1 year |
80 | ABC79 | 30 | Yes | No | DSL | Month-to-month | Electronic check | 74.75 | 2111.3 | 0 | 0 | No | < 3 years |
81 | ABC80 | 45 | Yes | Yes | No | One year | Credit card (automatic) | 25.9 | 1216.6 | 0 | 0 | No | < 4 years |
82 | ABC81 | 1 | Yes | No | Fiber optic | Month-to-month | Electronic check | 79.35 | 79.35 | 2 | 0 | Yes | < 1 year |
83 | ABC82 | 11 | No | No phone service | DSL | Month-to-month | Electronic check | 50.55 | 565.35 | 0 | 0 | No | < 1 year |
84 | ABC83 | 7 | Yes | No | Fiber optic | Month-to-month | Bank transfer (automatic) | 75.15 | 496.9 | 5 | 0 | Yes | < 1 year |
85 | ABC84 | 42 | Yes | No | Fiber optic | Month-to-month | Bank transfer (automatic) | 103.8 | 4327.5 | 0 | 0 | No | < 4 years |
86 | ABC85 | 49 | Yes | No | No | Two year | Bank transfer (automatic) | 20.15 | 973.35 | 0 | 0 | No | < 5 years |
87 | ABC86 | 9 | Yes | Yes | Fiber optic | Month-to-month | Credit card (automatic) | 99.3 | 918.75 | 0 | 0 | No | < 1 year |
88 | ABC87 | 35 | Yes | No | DSL | One year | Bank transfer (automatic) | 62.15 | 2215.45 | 0 | 0 | No | < 3 years |
89 | ABC88 | 48 | Yes | No | No | Two year | Bank transfer (automatic) | 20.65 | 1057 | 0 | 0 | No | < 5 years |
90 | ABC89 | 46 | Yes | No | No | Two year | Mailed check | 19.95 | 927.1 | 0 | 0 | No | < 4 years |
91 | ABC90 | 29 | No | No phone service | DSL | Month-to-month | Mailed check | 33.75 | 1009.25 | 0 | 0 | No | < 3 years |
92 | ABC91 | 30 | Yes | No | Fiber optic | Month-to-month | Bank transfer (automatic) | 82.05 | 2570.2 | 0 | 0 | No | < 3 years |
93 | ABC92 | 1 | Yes | No | Fiber optic | Month-to-month | Electronic check | 74.7 | 74.7 | 0 | 0 | No | < 1 year |
94 | ABC93 | 66 | Yes | Yes | DSL | Two year | Mailed check | 84 | 5714.25 | 0 | 0 | No | < 6 years |
95 | ABC94 | 65 | Yes | Yes | Fiber optic | Month-to-month | Credit card (automatic) | 111.05 | 7107 | 0 | 0 | No | < 6 years |
96 | ABC95 | 72 | Yes | Yes | Fiber optic | Two year | Bank transfer (automatic) | 100.9 | 7459.05 | 0 | 0 | No | < 6 years |
97 | ABC96 | 12 | Yes | Yes | Fiber optic | Month-to-month | Electronic check | 78.95 | 927.35 | 0 | 0 | Yes | < 2 years |
98 | ABC97 | 71 | Yes | Yes | DSL | One year | Credit card (automatic) | 66.85 | 4748.7 | 0 | 0 | No | < 6 years |
99 | ABC98 | 5 | Yes | No | No | Month-to-month | Mailed check | 21.05 | 113.85 | 5 | 0 | Yes | < 1 year |
100 | ABC99 | 52 | Yes | No | No | Two year | Bank transfer (automatic) | 21 | 1107.2 | 0 | 0 | No | < 5 years |