Tenure
int64 | PhoneService
string | MultipleLines
string | InternetSpeed
string | SupportEligibility
string | Contract
string | MonthlyStreamingTime
string | PremiumHDStreaming
string | prediction_id
string | prediction_label
string | prediction_score
float64 | actual_score
int64 | actual_label
string | shap/Tenure
float64 | shap/PhoneService
float64 | shap/MultipleLines
float64 | shap/InternetSpeed
float64 | shap/SupportEligibility
float64 | shap/Contract
float64 | shap/MonthlyStreamingTime
float64 | shap/PremiumHDStreaming
float64 | Gender
string | Age
int64 | Dependents
string | Partner
string | EmploymentStatus
string | LocationCode
string | Education
string | timestamp
int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
67 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Disabled | ce4495e4-4860-433c-aa71-e9c3ed6ca464 | no_churn | 0.014644 | 0 | no_churn | -0.132479 | -0.002844 | 0.036398 | 0.02693 | 0.070146 | 0.07876 | 0.032477 | -0.021413 | Male | 29 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
39 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | fefad40d-5c7e-471b-94df-74da8842527c | no_churn | 0.608417 | 1 | churn | 0.006867 | -0.003962 | 0.064726 | 0.118387 | 0.029349 | 0.10352 | 0.006005 | -0.023917 | Female | 41 | Yes | No | Employed | Rural | Doctor | 1,670,824,800 |
20 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Disabled | c5cffaf0-37d1-4dd4-9828-ec045c51aeb8 | no_churn | 0.421441 | 1 | churn | -0.090624 | 0.07477 | 0.014756 | -0.02901 | 0.006005 | 0.084088 | 0.086145 | -0.045156 | Male | 28 | No | Yes | Disabled | Urban | Bachelor | 1,670,824,800 |
42 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 06c3e8d6-a266-40f3-ad0f-3daa6d6017bb | no_churn | 0.553319 | 0 | no_churn | 0.030103 | -0.002768 | 0.10706 | 0.21164 | 0.092905 | 0.108431 | 0.001341 | -0.007737 | Male | 39 | No | Yes | Medical Leave | Rural | Bachelor | 1,670,824,800 |
4 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 9a17e272-1ba3-4233-bea6-019345b13ead | no_churn | 0.675014 | 1 | churn | 0.106562 | 0.039238 | -0.011329 | -0.033834 | 0.016604 | 0.128911 | 0.060187 | 0.021052 | Female | 24 | No | No | Employed | Rural | High School or Below | 1,670,824,800 |
18 | Yes | No | Medium Speed | Expired | Month-to-month | 0hrs | Disabled | ed0b94e8-90ea-479d-8019-add1b0add06c | no_churn | 0.073332 | 0 | no_churn | -0.091779 | -0.009211 | -0.060073 | -0.070752 | -0.005798 | 0.032177 | -0.032716 | -0.030872 | Female | 46 | Yes | Yes | Medical Leave | Suburban | College | 1,670,824,800 |
11 | Yes | No | High Speed | Expired | One year | <80hrs | Disabled | e7ea74e4-751f-4e74-adb0-ab5807b65c4c | no_churn | 0.147692 | 0 | no_churn | 0.011833 | -0.004027 | -0.009713 | -0.062379 | 0.007926 | -0.082472 | 0.025038 | -0.025233 | Female | 48 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
41 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 3cba1798-29a9-427a-889f-540a2a4806b7 | no_churn | 0.376466 | 0 | no_churn | -0.049189 | -0.003039 | 0.061827 | 0.095502 | -0.003135 | 0.040493 | 0.043106 | 0.065408 | Female | 79 | No | No | Unemployed | Rural | High School or Below | 1,670,824,800 |
50 | Yes | Yes | Fiber optic | Expired | One year | <80hrs | Active | 05b51e0d-a5a5-40ed-95cd-c535f97f27bb | no_churn | 0.318932 | 0 | no_churn | -0.111282 | -0.002521 | 0.017032 | 0.081865 | -0.022077 | -0.168665 | 0.047665 | 0.039791 | Female | 25 | Yes | No | Employed | Rural | Bachelor | 1,670,824,800 |
70 | Yes | Yes | Fiber optic | Expired | One year | 100hrs+ | Active | e906c4b9-7000-4f02-9274-2620f1efbdd7 | no_churn | 0.349298 | 1 | churn | -0.025905 | 0.000431 | 0.085203 | 0.10783 | 0.112799 | -0.014747 | 0.070198 | 0.115165 | Female | 72 | Yes | No | Unemployed | Urban | Bachelor | 1,670,824,800 |
45 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Disabled | f1b142a4-eb8a-4221-b2c6-c5488b659a1f | no_churn | 0.009062 | 0 | no_churn | -0.051248 | -0.002123 | 0.02622 | -0.019297 | 0.047406 | -0.187459 | 0.062967 | -0.035493 | Female | 31 | No | Yes | Unemployed | Suburban | Master | 1,670,824,800 |
13 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 79352f01-e630-49bc-b369-b16fa316c7e1 | no_churn | 0.706847 | 1 | churn | -0.027973 | -0.016671 | 0.009377 | -0.083961 | -0.150686 | 0.036927 | -0.064682 | 0.038642 | Male | 62 | No | Yes | Medical Leave | Suburban | College | 1,670,824,800 |
29 | No | No phone service | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | b1de4b15-5662-4c07-b2b9-13fcaba91902 | no_churn | 0.179062 | 0 | no_churn | -0.09282 | 0.055444 | 0.015324 | -0.086445 | -0.088893 | 0.064055 | 0.027004 | -0.034694 | Female | 76 | Yes | No | Employed | Suburban | Bachelor | 1,670,824,800 |
44 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 277e37d8-c199-4988-9139-0e01e43981d7 | no_churn | 0.196402 | 0 | no_churn | -0.147455 | -0.006436 | -0.051194 | 0.068868 | -0.01593 | 0.010619 | -0.002959 | 0.025462 | Female | 44 | Yes | No | Employed | Suburban | Master | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 77efe038-fa58-4e16-99c0-99205c50f015 | no_churn | 0.076045 | 0 | no_churn | -0.052895 | -0.004306 | 0.08038 | 0.09936 | 0.034233 | 0.084657 | 0.101964 | 0.089082 | Female | 21 | No | Yes | Employed | Suburban | Master | 1,670,824,800 |
13 | Yes | No | High Speed | Expired | One year | <80hrs | Disabled | 2ef77e27-25a2-4da4-8e69-fff72f20dff9 | no_churn | 0.030233 | 0 | no_churn | 0.004239 | -0.005254 | -0.020034 | -0.07941 | 0.015241 | -0.058515 | 0.034685 | -0.029978 | Male | 78 | No | No | Retired | Rural | High School or Below | 1,670,824,800 |
56 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | d43566fd-16bc-4e07-8e50-a735e1e0e4ec | no_churn | 0.093344 | 0 | no_churn | -0.156767 | -0.005512 | 0.00659 | -0.005637 | -0.074906 | 0.030874 | -0.001187 | 0.030853 | Male | 23 | Yes | No | Medical Leave | Suburban | College | 1,670,824,800 |
59 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Disabled | dd564ae4-264d-401e-a1c2-eacf9eb2a337 | no_churn | 0.007659 | 0 | no_churn | -0.05639 | -0.015023 | 0.039405 | 0.010987 | -0.010999 | 0.070834 | 0.069506 | -0.042347 | Female | 28 | Yes | No | Retired | Suburban | College | 1,670,824,800 |
1 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 1deed2b9-e7f3-4b48-ae03-6f080e652114 | no_churn | 0.288461 | 0 | no_churn | 0.190801 | -0.010232 | -0.072976 | -0.058053 | -0.034925 | 0.081892 | -0.014387 | 0.001797 | Male | 77 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
3 | Yes | Yes | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | ff3bddfc-7801-4b2b-8a1f-e286f4c7507c | no_churn | 0.507173 | 0 | no_churn | 0.097717 | -0.007124 | -0.00743 | -0.135349 | -0.063594 | 0.079357 | 0.064223 | -0.042382 | Female | 50 | Yes | Yes | Medical Leave | Suburban | Bachelor | 1,670,824,800 |
72 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 589965e5-8c6a-47e6-8550-b5209945ff7a | no_churn | 0.001919 | 0 | no_churn | -0.143113 | -0.015326 | 0.011341 | -0.055836 | -0.046606 | 0.042361 | 0.03909 | -0.035938 | Female | 48 | No | No | Unemployed | Urban | Master | 1,670,824,800 |
24 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 38920186-98b5-48ed-92a0-19a95f57e369 | no_churn | 0.008172 | 0 | no_churn | -0.037362 | -0.005764 | 0.011974 | -0.036659 | 0.012683 | -0.129057 | -0.04154 | -0.043301 | Male | 44 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
66 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | aab8ad11-3f96-4e54-ba4f-fef09fbad1e9 | no_churn | 0.125883 | 0 | no_churn | -0.096059 | -0.002798 | 0.033826 | 0.03837 | 0.092893 | 0.085347 | 0.007469 | 0.046175 | Male | 61 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
47 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 38fb8c2b-a282-4930-953f-c7d8cd293153 | no_churn | 0.432192 | 1 | churn | -0.010373 | -0.001448 | 0.101716 | 0.16257 | 0.038312 | 0.098615 | -0.035463 | 0.018199 | Female | 74 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
4 | Yes | No | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 7c85360c-a9f1-4ebd-aed8-42b073a1a07f | no_churn | 0.428144 | 1 | churn | 0.180155 | 0.001727 | -0.038743 | 0.047535 | 0.083854 | 0.139718 | 0.133195 | 0.113532 | Female | 51 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
45 | Yes | Yes | High Speed | Expired | Two year | 100hrs+ | Disabled | 18cf8ce4-57a0-4ad2-9f38-8c1516eaee30 | no_churn | 0.009062 | 0 | no_churn | -0.096053 | -0.003388 | 0.005566 | -0.04073 | -0.024162 | -0.108372 | 0.012802 | -0.014688 | Female | 53 | No | No | Employed | Urban | Bachelor | 1,670,824,800 |
19 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Disabled | 9d82f713-92c3-43c1-bde1-0ed31d3c5da1 | no_churn | 0.187588 | 0 | no_churn | -0.073266 | -0.004814 | -0.076086 | -0.02148 | -0.122251 | 0.03887 | 0.036577 | -0.026576 | Male | 69 | No | Yes | Medical Leave | Rural | Bachelor | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Two year | 100hrs+ | Active | df9c5229-a526-427e-8abf-ad5ba30d35f4 | no_churn | 0.026808 | 0 | no_churn | -0.148708 | -0.00309 | 0.02138 | 0.048559 | 0.005734 | -0.248072 | 0.025762 | 0.029408 | Male | 63 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
4 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Active | 425ad51e-0a34-4518-b78c-26859d6a6cfe | no_churn | 0.675014 | 1 | churn | 0.111892 | 0.08951 | 0.041063 | -0.032206 | -0.02205 | 0.126278 | 0.106245 | 0.050909 | Female | 63 | No | Yes | Employed | Urban | Bachelor | 1,670,824,800 |
34 | Yes | No | Low Speed | Expired | One year | 0hrs | Disabled | dd521057-edcb-4101-ad62-7d5d035ce36d | no_churn | 0.059403 | 0 | no_churn | -0.040737 | -0.003198 | -0.044078 | -0.047676 | -0.00686 | -0.058497 | -0.032646 | -0.035336 | Female | 70 | No | No | Employed | Suburban | Master | 1,670,824,800 |
69 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | a8765d92-17a1-4e94-b3ba-c0b3110133bf | no_churn | 0.012042 | 0 | no_churn | -0.096284 | -0.008433 | -0.027493 | -0.061369 | -0.060531 | 0.031915 | 0.001728 | -0.028559 | Male | 49 | Yes | No | Employed | Rural | Bachelor | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | One year | 100hrs+ | Active | ebcc6e55-b0d4-4d57-9b9b-d73bd5505e4a | no_churn | 0.24426 | 1 | churn | -0.056566 | -0.00032 | 0.065961 | 0.132484 | 0.109341 | -0.011574 | 0.088611 | 0.103038 | Female | 75 | Yes | No | Retired | Rural | College | 1,670,824,800 |
1 | Yes | No | Low Speed | Expired | Month-to-month | 0hrs | Disabled | 9c0ed902-dc5e-4ccb-b57e-d29f33b66d72 | no_churn | 0.620165 | 1 | churn | 0.192447 | -0.014857 | -0.100827 | -0.068217 | -0.033533 | 0.102209 | -0.016407 | -0.020321 | Male | 40 | No | No | Unemployed | Suburban | High School or Below | 1,670,824,800 |
68 | Yes | No | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | ccd34393-1e62-4e0e-a319-bd821baefece | no_churn | 0.012177 | 0 | no_churn | -0.103687 | -0.001044 | -0.050831 | 0.018348 | 0.088288 | 0.092043 | 0.059096 | 0.094905 | Male | 64 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
10 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | ac26ae97-a1c0-415a-953a-5c54c5f05095 | no_churn | 0.636937 | 0 | no_churn | 0.085735 | -0.008043 | -0.021019 | 0.189802 | 0.011984 | 0.081322 | 0.050781 | -0.014036 | Male | 40 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
6 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 93323c75-fe00-4e73-bdcb-5985c85342a2 | no_churn | 0.205652 | 0 | no_churn | 0.131043 | -0.001449 | -0.032824 | -0.0122 | -0.028897 | 0.093162 | 0.136354 | 0.085785 | Male | 43 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
5 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 60e04f84-0f3d-45af-9ec2-8c17b4a52075 | no_churn | 0.126652 | 0 | no_churn | 0.135378 | -0.002656 | -0.024563 | -0.058989 | -0.039185 | 0.068114 | 0.08563 | -0.052732 | Male | 54 | No | No | Employed | Suburban | College | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | c4eb2c3c-c0bc-4e65-b031-a2f50fa6ba76 | no_churn | 0.028361 | 0 | no_churn | -0.089585 | -0.001925 | 0.099771 | 0.041187 | 0.057441 | 0.129126 | 0.13011 | 0.111111 | Female | 43 | Yes | Yes | Unemployed | Suburban | College | 1,670,824,800 |
16 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | bb6b1577-b48d-4894-950b-92cc62878db1 | no_churn | 0.015351 | 0 | no_churn | 0.157134 | -0.001373 | 0.015537 | -0.035549 | 0.042057 | 0.100737 | -0.02187 | 0.009984 | Male | 69 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
29 | No | No phone service | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 7f85841c-44ed-412b-8256-c33a4150c726 | no_churn | 0.179062 | 0 | no_churn | -0.09282 | 0.055444 | 0.015324 | -0.086445 | -0.088893 | 0.064055 | 0.027004 | -0.034694 | Female | 80 | Yes | No | Unemployed | Suburban | College | 1,670,824,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 67c7a867-dbfe-4bf5-ac91-a4560809d12f | no_churn | 0.42675 | 0 | no_churn | 0.205661 | -0.007764 | -0.046779 | 0.111044 | -0.002338 | 0.091911 | -0.005905 | 0.008227 | Female | 49 | Yes | Yes | Retired | Urban | Bachelor | 1,670,824,800 |
10 | No | No phone service | Medium Speed | Expired | Month-to-month | 0hrs | Disabled | 6f747dc4-8aaf-4a65-9396-96b6dcad48b1 | no_churn | 0.25602 | 0 | no_churn | 0.095587 | 0.160597 | 0.054538 | -0.037162 | 0.004686 | 0.125719 | -0.003208 | -0.009783 | Male | 25 | Yes | No | Unemployed | Suburban | Bachelor | 1,670,824,800 |
32 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 273716d2-35b1-4135-ada2-04be22caec8b | no_churn | 0.329634 | 1 | churn | 0.012814 | -0.002789 | 0.103485 | 0.02601 | 0.087342 | 0.067056 | 0.071346 | 0.048847 | Female | 61 | No | Yes | Disabled | Suburban | High School or Below | 1,670,824,800 |
3 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | ff9d3574-e480-41d1-a8f8-1f1b306cf865 | no_churn | 0.545418 | 0 | no_churn | 0.08657 | -0.01326 | -0.069369 | -0.089676 | -0.068191 | 0.05521 | -0.027576 | -0.017556 | Male | 24 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 7481cddc-94a5-461f-8e2e-38f5f1b7e853 | churn | 0.443352 | 1 | churn | -0.063413 | -0.002207 | 0.082672 | 0.032752 | 0.115029 | 0.091129 | 0.068421 | 0.08659 | Male | 58 | No | No | Unemployed | Rural | Bachelor | 1,670,824,800 |
58 | Yes | No | Medium Speed | Expired | One year | 100hrs+ | Disabled | 8cac5951-dbad-470d-8b84-d177a3a84c91 | no_churn | 0.059027 | 0 | no_churn | -0.075351 | -0.003766 | -0.005195 | 0.002955 | -0.053877 | -0.024689 | 0.026852 | -0.025954 | Male | 58 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
62 | No | No phone service | Low Speed | Phone_Support | Two year | 100hrs+ | Disabled | 7e1050c8-235b-4c19-8d36-7cb0a7603ecb | no_churn | 0.009164 | 0 | no_churn | -0.108257 | 0.005603 | -0.003246 | -0.010612 | 0.021317 | -0.131831 | 0.031193 | -0.023193 | Female | 54 | No | Yes | Disabled | Suburban | High School or Below | 1,670,824,800 |
72 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 584fdd33-e5a8-4624-978b-589d071f870f | no_churn | 0.002164 | 0 | no_churn | -0.143113 | -0.015326 | 0.011341 | -0.055836 | -0.046606 | 0.042361 | 0.03909 | -0.035938 | Female | 56 | Yes | No | Disabled | Suburban | High School or Below | 1,670,824,800 |
25 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 87f22ad0-3798-44cc-8ba2-16c6df528772 | no_churn | 0.39287 | 1 | churn | -0.084319 | -0.005082 | -0.092968 | 0.107801 | 0.002701 | 0.047567 | -0.011033 | -0.003336 | Female | 55 | No | No | Employed | Rural | College | 1,670,824,800 |
23 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | dbdc3f24-d411-4336-b119-7765ed42d5d5 | no_churn | 0.4245 | 0 | no_churn | -0.160181 | 0.065473 | 0.021148 | -0.027178 | 0.003196 | 0.055019 | -0.051401 | -0.015101 | Female | 73 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
1 | No | No phone service | High Speed | Expired | Month-to-month | 0hrs | Disabled | 91e69a7b-1910-4637-9270-dac6474238d7 | no_churn | 0.56937 | 0 | no_churn | 0.212382 | 0.106936 | 0.037348 | -0.011588 | -0.025131 | 0.158494 | -0.028461 | -0.006957 | Female | 71 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
26 | Yes | No | High Speed | Expired | Month-to-month | <50hrs | Active | 823f0041-9944-4f93-8cb3-86bf0fbfbeb2 | no_churn | 0.14107 | 0 | no_churn | -0.044857 | -0.008281 | -0.074248 | -0.003846 | -0.038256 | 0.076074 | 0.125777 | 0.061109 | Male | 74 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
6 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | aea94971-610a-4318-9e01-f6bc5b6cadfa | no_churn | 0.160563 | 0 | no_churn | 0.05098 | -0.006939 | -0.035259 | -0.105444 | -0.015021 | 0.063132 | 0.080094 | -0.047237 | Female | 23 | Yes | No | Employed | Rural | College | 1,670,824,800 |
2 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | c159fac4-be60-4df3-a9c9-15c0bac311cf | no_churn | 0.190623 | 0 | no_churn | 0.20585 | -0.012621 | -0.086967 | -0.047225 | -0.029897 | 0.08273 | 0.045627 | -0.030551 | Male | 33 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
69 | Yes | No | Fiber optic | Expired | One year | <50hrs | Active | f3806cbd-886d-453d-9300-7aa8fe951f3b | no_churn | 0.129599 | 0 | no_churn | -0.164447 | -0.003397 | -0.076271 | 0.067139 | 0.00704 | -0.02762 | 0.031752 | 0.049278 | Male | 46 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
17 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | f69d4125-091d-41ee-bab6-97a2303b69cb | no_churn | 0.038392 | 0 | no_churn | 0.04578 | -0.008347 | -0.026489 | -0.13095 | -0.058411 | 0.061396 | 0.024471 | -0.033976 | Male | 32 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
10 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 669505f9-651d-4ce8-bddd-2947e01db50f | no_churn | 0.125389 | 0 | no_churn | 0.02409 | -0.014305 | -0.052216 | -0.063033 | -0.031968 | 0.044817 | 0.044701 | -0.033624 | Male | 36 | No | No | Unemployed | Urban | High School or Below | 1,670,824,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 2a9be61a-8170-4792-ae83-1d93adf556e9 | no_churn | 0.305014 | 0 | no_churn | 0.195451 | -0.012505 | -0.051809 | -0.032142 | -0.061364 | 0.084172 | -0.012665 | -0.018403 | Male | 50 | No | No | Unemployed | Suburban | High School or Below | 1,670,824,800 |
29 | No | No phone service | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 15471967-1336-4ba4-863b-342356bbd162 | no_churn | 0.179062 | 0 | no_churn | -0.09282 | 0.055444 | 0.015324 | -0.086445 | -0.088893 | 0.064055 | 0.027004 | -0.034694 | Male | 77 | No | No | Medical Leave | Suburban | Bachelor | 1,670,824,800 |
65 | Yes | Yes | Medium Speed | Expired | Month-to-month | 100hrs+ | Active | 513ac8c5-d101-42f8-bde0-4cd08947408f | no_churn | 0.441397 | 1 | churn | -0.016175 | -0.004704 | 0.062075 | -0.021362 | -0.004518 | 0.07991 | 0.070771 | 0.074978 | Male | 35 | No | Yes | Retired | Suburban | High School or Below | 1,670,824,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 4d9f7314-dd4f-46a5-a854-5a3bca3f5855 | no_churn | 0.876743 | 1 | churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 77 | Yes | No | Employed | Rural | High School or Below | 1,670,824,800 |
31 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 9c57d1f2-f629-4449-a08a-b5975a0c452f | no_churn | 0.49362 | 0 | no_churn | -0.133486 | -0.011262 | 0.006618 | 0.075392 | -0.031366 | 0.063898 | 0.014232 | -0.056909 | Female | 56 | No | Yes | Unemployed | Rural | College | 1,670,824,800 |
10 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 0e16f56a-e96e-4066-9cfa-80b2d4e14300 | no_churn | 0.25602 | 0 | no_churn | 0.124945 | 0.085211 | 0.030888 | 0.011005 | 0.06041 | 0.104547 | 0.062002 | -0.028033 | Female | 74 | No | No | Employed | Urban | Doctor | 1,670,824,800 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Disabled | 3e049b3a-f5f6-42dc-a1e2-009c71d19bc0 | no_churn | 0.620165 | 1 | churn | 0.275061 | -0.004039 | -0.004572 | -0.077053 | 0.060103 | 0.130569 | 0.091156 | -0.061269 | Male | 51 | Yes | Yes | Disabled | Suburban | High School or Below | 1,670,824,800 |
19 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 7b3658cc-6275-431b-a721-7e683e789450 | no_churn | 0.187588 | 0 | no_churn | -0.042842 | -0.004922 | -0.105846 | 0.102728 | -0.047567 | 0.043208 | 0.040149 | -0.033267 | Female | 56 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
28 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 79fb4890-f64f-418e-9127-5af7d0b39153 | no_churn | 0.487776 | 0 | no_churn | -0.131363 | -0.011396 | -0.134035 | 0.051585 | -0.027006 | 0.017562 | 0.000447 | 0.008513 | Male | 35 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
24 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | baba3116-b9f6-4511-8efe-877fdaa5347a | no_churn | 0.436553 | 0 | no_churn | 0.009218 | -0.006872 | 0.103328 | 0.145728 | 0.014901 | 0.114184 | 0.02743 | 0.068057 | Male | 65 | Yes | No | Unemployed | Suburban | High School or Below | 1,670,824,800 |
67 | Yes | Yes | High Speed | Expired | Two year | 100hrs+ | Disabled | cb53488a-f346-49f4-9c6e-69351699a989 | no_churn | 0.014644 | 0 | no_churn | -0.052136 | -0.003498 | 0.010768 | -0.053436 | -0.005483 | -0.116794 | 0.038032 | -0.02523 | Female | 78 | No | No | Unemployed | Rural | Bachelor | 1,670,824,800 |
29 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 68f05644-c60a-47d9-9ff5-f03adb315035 | no_churn | 0.179062 | 0 | no_churn | -0.033143 | 0.082798 | 0.030487 | 0.040963 | -0.037219 | 0.085819 | -0.00056 | -0.011728 | Male | 50 | Yes | No | Employed | Urban | Bachelor | 1,670,824,800 |
66 | Yes | No | High Speed | Web_Chat_Support | One year | <80hrs | Active | 75598a65-76df-40b8-9309-413fd5ae7c9f | no_churn | 0.217638 | 0 | no_churn | -0.053917 | -0.001146 | -0.014725 | -0.029895 | 0.03527 | -0.126374 | 0.040466 | 0.051294 | Male | 22 | Yes | Yes | Unemployed | Suburban | College | 1,670,824,800 |
44 | Yes | No | Fiber optic | Expired | One year | 100hrs+ | Active | 1505c0e4-93fa-4d3e-a58f-5a5712cd51d0 | no_churn | 0.196402 | 0 | no_churn | -0.059764 | -0.000737 | -0.038722 | 0.138553 | 0.109913 | 0.074016 | 0.075731 | 0.091984 | Male | 72 | No | No | Employed | Rural | Bachelor | 1,670,824,800 |
56 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | fe052084-fc5f-4112-b2f0-ce58b5da5fee | no_churn | 0.093344 | 0 | no_churn | -0.178632 | -0.011341 | 0.021964 | 0.030252 | 0.010993 | 0.024346 | 0.012079 | 0.031312 | Male | 28 | No | Yes | Disabled | Suburban | College | 1,670,824,800 |
11 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | cc34c12f-9a65-42bf-bc12-22c4bca5dc5f | no_churn | 0.088052 | 0 | no_churn | 0.029286 | -0.012667 | -0.025482 | -0.095286 | -0.06354 | 0.050861 | -0.013959 | -0.007182 | Female | 50 | No | Yes | Employed | Urban | High School or Below | 1,670,824,800 |
4 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Active | d5c56f22-3468-4188-ba78-1615eea11e2d | no_churn | 0.428144 | 1 | churn | 0.111176 | -0.011593 | -0.074653 | -0.079088 | -0.065896 | 0.051234 | -0.122813 | 0.032606 | Male | 64 | Yes | No | Employed | Suburban | Master | 1,670,824,800 |
14 | Yes | Yes | High Speed | Expired | Month-to-month | <50hrs | Active | 421915d3-f059-4d0c-899f-131d47894e3d | no_churn | 0.646028 | 1 | churn | -0.037481 | -0.013186 | 0.03401 | -0.093686 | -0.113862 | 0.027572 | -0.002229 | 0.029836 | Female | 80 | No | No | Employed | Rural | Bachelor | 1,670,824,800 |
15 | Yes | No | High Speed | Expired | One year | 100hrs+ | Disabled | ae1b1056-6f51-4c48-a53d-fd49b84040bd | no_churn | 0.034975 | 0 | no_churn | 0.007295 | -0.003999 | -0.047476 | -0.060925 | 0.002353 | -0.088491 | 0.06391 | -0.031694 | Female | 64 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
11 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | a49402aa-2d49-4138-bc06-106e3e59e812 | no_churn | 0.576226 | 0 | no_churn | 0.154132 | -0.004734 | -0.020458 | 0.195981 | 0.120571 | 0.095139 | -0.032882 | 0.017085 | Female | 32 | Yes | No | Disabled | Suburban | College | 1,670,824,800 |
34 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 17ef6715-37fd-40e6-b45d-447ee1b5d097 | no_churn | 0.037298 | 0 | no_churn | -0.123009 | -0.003911 | -0.057727 | -0.099117 | 0.0255 | 0.036546 | 0.033428 | -0.029736 | Female | 68 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | f45cfb6b-e5aa-4571-b7ff-b75162f0c716 | no_churn | 0.620165 | 1 | churn | 0.234565 | -0.004121 | -0.01509 | -0.049517 | 0.076808 | 0.131016 | 0.090659 | -0.061319 | Male | 68 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
40 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 7a8f162b-05eb-4422-9d7a-33627c2e6045 | no_churn | 0.462155 | 1 | churn | -0.10736 | -0.017039 | 0.036005 | -0.067316 | -0.001833 | 0.062458 | -0.007238 | 0.039296 | Female | 65 | No | No | Unemployed | Suburban | High School or Below | 1,670,824,800 |
72 | Yes | Yes | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 4bb20202-da21-4756-91ea-abe60814b821 | no_churn | 0.004809 | 0 | no_churn | -0.130233 | -0.005075 | 0.03442 | -0.007413 | -0.004189 | 0.061305 | 0.096456 | -0.064297 | Male | 76 | Yes | Yes | Employed | Suburban | Master | 1,670,824,800 |
68 | Yes | No | Fiber optic | Expired | One year | 100hrs+ | Active | a5fc3e80-fd52-4c31-8eb1-34c110523221 | no_churn | 0.255059 | 0 | no_churn | -0.195954 | -0.00294 | -0.061729 | 0.038602 | 0.017102 | -0.056638 | 0.027758 | 0.044774 | Male | 44 | No | Yes | Unemployed | Urban | High School or Below | 1,670,824,800 |
11 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | bc4ebde8-d1e5-4146-9c9f-a9b82da3299c | no_churn | 0.207364 | 1 | churn | 0.040961 | -0.011213 | -0.03682 | -0.075649 | -0.077367 | 0.040074 | 0.007974 | -0.007973 | Male | 43 | Yes | Yes | Employed | Urban | College | 1,670,824,800 |
68 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Active | b652efcf-a4a7-41da-a356-b2ee9163f3e8 | no_churn | 0.012177 | 0 | no_churn | -0.095799 | -0.005609 | -0.1223 | 0.009339 | -0.060916 | 0.035412 | 0.042075 | 0.048772 | Female | 56 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
59 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | ac782672-6350-44aa-8829-5c416d0a777a | no_churn | 0.117996 | 0 | no_churn | -0.263122 | -0.011871 | 0.023813 | 0.070561 | -0.015957 | -0.000362 | -0.021316 | -0.030771 | Female | 37 | No | No | Employed | Rural | High School or Below | 1,670,824,800 |
42 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | ca9ae9c8-6cf8-4f81-a6bc-e36e83b2d700 | no_churn | 0.384044 | 0 | no_churn | -0.095774 | -0.006217 | 0.046367 | -0.080376 | -0.003959 | 0.060496 | -0.014264 | 0.040701 | Male | 45 | No | No | Employed | Rural | High School or Below | 1,670,824,800 |
22 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | bbcabc95-0ae7-4e57-a7e9-cecc11bcfe16 | no_churn | 0.286001 | 0 | no_churn | -0.097057 | -0.006663 | -0.114419 | 0.044697 | -0.04891 | 0.001414 | -0.002688 | -0.010401 | Male | 29 | No | No | Retired | Suburban | High School or Below | 1,670,824,800 |
70 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | a205d742-13e9-48d5-bfda-23cf962bf110 | no_churn | 0.088859 | 0 | no_churn | -0.134843 | -0.006459 | 0.001219 | 0.077398 | 0.009774 | 0.028096 | -0.022091 | 0.05788 | Female | 52 | No | No | Unemployed | Suburban | Bachelor | 1,670,824,800 |
53 | Yes | Yes | High Speed | Expired | One year | 100hrs+ | Disabled | 6e3cca67-6b12-4f31-9a8f-f56ec09cd160 | no_churn | 0.058569 | 0 | no_churn | -0.031595 | 0.000021 | 0.039252 | 0.006083 | -0.002862 | -0.0137 | 0.099665 | -0.04589 | Male | 52 | No | Yes | Unemployed | Suburban | High School or Below | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | db6222d4-3e7d-4d6a-b245-8be40c0fb7ef | no_churn | 0.034307 | 0 | no_churn | -0.113517 | -0.00349 | 0.024144 | 0.038461 | -0.134154 | 0.050689 | 0.044509 | 0.045832 | Female | 26 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
65 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 7fda368f-19a0-4053-8487-a2d48321b1ac | no_churn | 0.029972 | 1 | churn | -0.103499 | -0.011962 | -0.040213 | -0.037362 | -0.086307 | 0.031574 | 0.002966 | 0.025776 | Male | 47 | No | Yes | Employed | Rural | Bachelor | 1,670,824,800 |
68 | Yes | No | Fiber optic | Web_Chat_Support | Two year | 100hrs+ | Disabled | 9ba3c336-e3c9-403e-9295-275c58736916 | no_churn | 0.019386 | 0 | no_churn | -0.119353 | -0.003013 | -0.027029 | 0.007518 | -0.002892 | -0.123653 | 0.017482 | -0.018085 | Female | 25 | No | Yes | Unemployed | Urban | College | 1,670,824,800 |
39 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 7c5d071a-a0d4-4fa4-838b-5ef3df8b34ec | no_churn | 0.045157 | 0 | no_churn | 0.043625 | 0.144854 | 0.063924 | 0.005852 | 0.023995 | 0.117064 | -0.028418 | 0.016506 | Female | 53 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
31 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 066937bc-cb4f-4c04-baea-69832ee068b4 | no_churn | 0.151798 | 0 | no_churn | 0.080994 | 0.093683 | 0.048007 | 0.056798 | 0.085574 | 0.15679 | -0.004171 | 0.013299 | Female | 52 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
43 | No | No phone service | Low Speed | Expired | Month-to-month | 100hrs+ | Active | c8a46e67-87a7-4eab-b93d-f21b1b724d77 | no_churn | 0.305899 | 1 | churn | -0.12545 | 0.01851 | -0.019902 | -0.023678 | -0.072332 | 0.046122 | 0.00218 | 0.035525 | Female | 35 | Yes | Yes | Medical Leave | Suburban | Master | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 679965ca-8787-4fa6-83da-92c417eda7fb | no_churn | 0.24426 | 1 | churn | -0.052895 | -0.004306 | 0.08038 | 0.09936 | 0.034233 | 0.084657 | 0.101964 | 0.089082 | Female | 77 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
64 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 3358d1c4-79d2-4bfa-b671-891d99bbda3f | no_churn | 0.13598 | 0 | no_churn | -0.184668 | -0.014801 | -0.027539 | 0.01445 | 0.039363 | 0.074992 | 0.048338 | 0.060838 | Male | 38 | Yes | No | Employed | Suburban | Bachelor | 1,670,824,800 |
38 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 3bd0cba3-deae-44ca-995a-b4c8f1bffcc2 | no_churn | 0.412009 | 0 | no_churn | -0.06027 | -0.004567 | 0.003095 | -0.048641 | -0.014161 | 0.078944 | -0.019003 | 0.028363 | Female | 25 | No | Yes | Employed | Urban | High School or Below | 1,670,824,800 |
13 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | f1ed628d-e7a4-4c19-b913-d274b7944eef | no_churn | 0.706847 | 1 | churn | 0.08889 | -0.011935 | 0.077732 | 0.005735 | -0.028663 | 0.078553 | 0.094451 | 0.08621 | Female | 34 | Yes | Yes | Retired | Urban | College | 1,670,824,800 |
6 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 8bbe19fd-d8d1-41c8-ac7e-71efce974140 | no_churn | 0.103797 | 0 | no_churn | 0.107391 | -0.001759 | -0.01152 | -0.057093 | 0.011798 | 0.068729 | 0.034464 | -0.012835 | Male | 52 | No | Yes | Medical Leave | Suburban | Bachelor | 1,670,824,800 |