Tenure int64 0 72 | PhoneService stringclasses 2
values | MultipleLines stringclasses 3
values | InternetSpeed stringclasses 4
values | SupportEligibility stringclasses 4
values | Contract stringclasses 3
values | MonthlyStreamingTime stringclasses 4
values | PremiumHDStreaming stringclasses 2
values | prediction_id stringlengths 36 36 | prediction_label stringclasses 2
values | prediction_score float64 0 0.95 | actual_score int64 0 1 | actual_label stringclasses 2
values | shap/Tenure float64 -0.3 0.39 | shap/PhoneService float64 -0.11 0.2 | shap/MultipleLines float64 -0.15 0.17 | shap/InternetSpeed float64 -0.22 0.25 | shap/SupportEligibility float64 -0.22 0.2 | shap/Contract float64 -0.28 0.19 | shap/MonthlyStreamingTime float64 -0.18 0.23 | shap/PremiumHDStreaming float64 -0.09 0.14 | Gender stringclasses 2
values | Age int64 20 80 | Dependents stringclasses 2
values | Partner stringclasses 2
values | EmploymentStatus stringclasses 5
values | LocationCode stringclasses 3
values | Education stringclasses 5
values | timestamp int64 1.67B 1.67B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6c3f0f68-f507-4652-b28a-f29607173570 | no_churn | 0.239888 | 0 | no_churn | 0.149099 | -0.005565 | -0.016556 | -0.148578 | -0.067371 | 0.099205 | -0.062406 | -0.077296 | Female | 24 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
72 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | c5bf68d7-78a0-4d39-b5ed-53354513c43a | no_churn | 0.002747 | 0 | no_churn | -0.059993 | -0.003276 | -0.008105 | -0.017223 | -0.011626 | -0.143358 | -0.011162 | -0.014282 | Female | 68 | No | No | Disabled | Suburban | High School or Below | 1,671,516,000 |
30 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | cd0d6bc1-6676-4e15-9873-4d62274dd9ea | no_churn | 0.265149 | 0 | no_churn | -0.088578 | 0.005135 | -0.01017 | -0.103577 | -0.097822 | 0.057807 | -0.018023 | 0.006203 | Male | 56 | No | No | Employed | Suburban | College | 1,671,516,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cae7f609-53fa-471f-acbe-8fedcf1e2975 | no_churn | 0.544022 | 0 | no_churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 51 | No | Yes | Employed | Urban | High School or Below | 1,671,516,000 |
47 | Yes | No | High Speed | In_Store_Support | One year | 100hrs+ | Active | cee61fcb-2011-4e59-9687-4763028944f0 | no_churn | 0.123755 | 0 | no_churn | -0.07722 | -0.003941 | -0.01794 | -0.011881 | -0.073212 | -0.047151 | 0.017359 | 0.04496 | Female | 45 | Yes | Yes | Medical Leave | Suburban | College | 1,671,516,000 |
42 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | c863ffc9-cc82-4e81-b557-17165906cc85 | no_churn | 0.006603 | 0 | no_churn | 0.012853 | -0.003838 | -0.003488 | -0.022312 | -0.009653 | -0.210819 | -0.014043 | -0.017728 | Female | 37 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ab0d8cea-07e1-429e-9a17-0dd19df3ca30 | no_churn | 0.544022 | 0 | no_churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 60 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
58 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | f6fc523b-5f1e-489b-871f-cd48f6dc62eb | no_churn | 0.0141 | 0 | no_churn | -0.069103 | -0.004255 | -0.000156 | -0.020383 | -0.042194 | -0.102033 | -0.01541 | -0.015493 | Female | 27 | No | Yes | Employed | Rural | High School or Below | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c9aa8643-ea58-47b6-a9d9-6422df804ee0 | no_churn | 0.339249 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 46 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,516,000 |
37 | Yes | Yes | Low Speed | In_Store_Support | One year | <50hrs | Active | f3e46c90-b927-4870-acfc-d46314740b5e | churn | 0.259105 | 1 | churn | -0.023626 | 0.001544 | -0.030005 | 0.021312 | -0.02756 | -0.058999 | 0.025259 | 0.083049 | Male | 20 | Yes | No | Employed | Suburban | Bachelor | 1,671,516,000 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 52e63caa-08b9-4b86-b6d3-0015ee2f8ee2 | churn | 0.817293 | 1 | churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Male | 61 | No | No | Unemployed | Rural | Bachelor | 1,671,516,000 |
58 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 8805e2d5-3832-4e97-9cc8-fea2bc26b906 | churn | 0.421051 | 1 | churn | -0.156963 | -0.025505 | -0.023751 | -0.005081 | -0.106946 | 0.056034 | 0.029284 | 0.033902 | Female | 26 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | bde6a331-f1a0-448d-b913-b9f43c7292b2 | churn | 0.464516 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 73 | No | No | Employed | Suburban | College | 1,671,516,000 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3a1e6e6f-9174-445f-90ad-612e732c7404 | churn | 0.667696 | 1 | churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Male | 55 | Yes | No | Unemployed | Suburban | College | 1,671,516,000 |
72 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | d75679cb-8592-42ea-9bc8-32ef0f0a151d | no_churn | 0.002747 | 0 | no_churn | -0.059993 | -0.003276 | -0.008105 | -0.017223 | -0.011626 | -0.143358 | -0.011162 | -0.014282 | Female | 69 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
27 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | c25dc295-1db3-47fb-a692-f95b4f6ceb37 | no_churn | 0.017381 | 0 | no_churn | -0.056681 | -0.007206 | -0.01678 | -0.030889 | 0.008514 | -0.081852 | -0.04294 | -0.041192 | Male | 64 | Yes | Yes | Employed | Urban | Master | 1,671,516,000 |
16 | No | No phone service | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a2768f6a-a084-4fff-b565-d4c15390873a | churn | 0.494325 | 1 | churn | 0.18257 | 0.132669 | 0.037019 | 0.112274 | 0.104573 | 0.119956 | -0.007838 | -0.018999 | Male | 30 | No | No | Unemployed | Suburban | Bachelor | 1,671,516,000 |
59 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8db3db95-b0e6-4e39-878d-02a7ce9569fd | no_churn | 0.246034 | 0 | no_churn | -0.234705 | -0.004425 | 0.010455 | 0.005393 | -0.026825 | 0.04493 | -0.04196 | -0.02189 | Male | 69 | No | Yes | Medical Leave | Suburban | College | 1,671,516,000 |
17 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 12cf39a6-0a86-4af2-b853-5a649d3c8e96 | no_churn | 0.197814 | 0 | no_churn | -0.007411 | -0.006081 | -0.016091 | -0.195347 | 0.014932 | 0.062222 | -0.032699 | -0.038552 | Male | 59 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b2c3c292-a64c-49b7-bcbf-7a4a090327c5 | no_churn | 0.466918 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 52 | No | No | Unemployed | Suburban | High School or Below | 1,671,516,000 |
9 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b4e73b10-8b43-442f-9d77-2fbf66775b70 | no_churn | 0.245607 | 0 | no_churn | 0.147207 | -0.009477 | 0.016542 | 0.04551 | 0.073725 | 0.110002 | -0.034174 | -0.043361 | Female | 35 | No | No | Unemployed | Urban | College | 1,671,516,000 |
4 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 59b8b5a0-f138-4eb7-bda2-bfe6c2126f92 | no_churn | 0.049314 | 0 | no_churn | 0.043621 | -0.005131 | -0.019301 | -0.062923 | -0.004449 | -0.141484 | -0.034963 | -0.033731 | Male | 80 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
72 | No | No phone service | Medium Speed | Phone_Support | Two year | <80hrs | Active | 0b6ae911-e914-4af3-9df3-58609c320eef | no_churn | 0.00627 | 0 | no_churn | -0.122927 | -0.00075 | 0.004273 | -0.000096 | 0.034228 | -0.121657 | 0.027836 | 0.040067 | Male | 61 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d1289770-3f6e-4f5b-b04b-e7c34e3f332f | churn | 0.546045 | 1 | churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Male | 27 | No | Yes | Unemployed | Rural | Bachelor | 1,671,516,000 |
4 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a2f8ff6e-3e44-4900-91a4-de3293d651fd | churn | 0.459217 | 1 | churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Male | 28 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
4 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 065b2410-54b2-430a-b086-64bf8821f478 | churn | 0.459217 | 1 | churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Male | 52 | Yes | Yes | Disabled | Urban | College | 1,671,516,000 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0eabd5d8-9ede-4234-b0c9-3bc1fe6c040c | no_churn | 0.136268 | 0 | no_churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Female | 48 | No | No | Employed | Urban | College | 1,671,516,000 |
37 | Yes | Yes | Low Speed | In_Store_Support | One year | <50hrs | Active | 17776c27-dc0d-49df-aec8-3db61f7835c0 | churn | 0.259105 | 1 | churn | -0.023626 | 0.001544 | -0.030005 | 0.021312 | -0.02756 | -0.058999 | 0.025259 | 0.083049 | Female | 50 | Yes | No | Unemployed | Urban | College | 1,671,516,000 |
70 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | d4a3c036-13c5-4049-90db-3059e906f92e | no_churn | 0.00953 | 0 | no_churn | -0.066831 | -0.003569 | -0.018886 | -0.015846 | 0.001311 | -0.122538 | -0.017805 | -0.024863 | Male | 63 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
4 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8dcdd008-760b-4bbc-9efe-9321942a10a3 | no_churn | 0.227653 | 0 | no_churn | 0.027794 | -0.011964 | -0.016636 | -0.148777 | -0.094111 | 0.058259 | -0.044004 | -0.039589 | Male | 33 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
5 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0180e138-da53-4e25-aced-25e648b6ec85 | churn | 0.540574 | 1 | churn | 0.197811 | -0.012486 | 0.116927 | 0.031746 | -0.02256 | 0.109993 | -0.024301 | -0.009584 | Male | 31 | No | No | Unemployed | Urban | High School or Below | 1,671,516,000 |
33 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 15633848-5478-4e38-9fb2-0194341d8377 | churn | 0.007876 | 1 | churn | 0.0309 | -0.002474 | 0.031694 | -0.068041 | 0.043763 | -0.093146 | -0.034367 | -0.027356 | Female | 37 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,516,000 |
4 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c0cb41c0-168f-4da0-9c28-fec07e341a4b | no_churn | 0.14909 | 0 | no_churn | 0.0925 | -0.01456 | -0.001608 | -0.104887 | -0.116356 | 0.073357 | -0.032269 | -0.02286 | Female | 61 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
5 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0ba2346d-c8dc-42c8-9ecd-d4e1906e16ac | churn | 0.293539 | 1 | churn | 0.162232 | 0.121039 | 0.036528 | 0.012706 | -0.029495 | 0.115664 | -0.022835 | 0.00184 | Female | 44 | Yes | No | Medical Leave | Urban | College | 1,671,516,000 |
34 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 262508f5-f8cc-4efa-b9b0-4eca3503e5a8 | no_churn | 0.030301 | 0 | no_churn | -0.102314 | -0.005923 | -0.041145 | -0.102844 | 0.020749 | 0.032249 | -0.026364 | -0.043434 | Female | 54 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
16 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b0a7e6a5-3a6a-4c95-8cc9-db783dbae6a6 | no_churn | 0.089081 | 0 | no_churn | 0.038047 | -0.015142 | -0.086817 | -0.078046 | -0.048962 | 0.07454 | -0.046398 | -0.054831 | Female | 71 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
47 | Yes | No | Low Speed | Phone_Support | Two year | <80hrs | Active | 18d5fdd7-58c0-4614-9b7e-fbbc949ff9c7 | churn | 0.020496 | 0 | no_churn | -0.000356 | -0.000818 | -0.019476 | 0.016 | 0.095254 | -0.15133 | 0.063986 | 0.077714 | Male | 48 | Yes | No | Employed | Urban | High School or Below | 1,671,516,000 |
32 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | b57341d3-ee36-4243-ba7c-3bc1a9763297 | no_churn | 0.019245 | 0 | no_churn | -0.007406 | -0.004484 | -0.043566 | -0.107257 | 0.018062 | -0.056628 | -0.019329 | -0.028418 | Male | 30 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,516,000 |
32 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | f8e3b2cc-b62a-4981-92c4-9ad1b617960a | no_churn | 0.019245 | 0 | no_churn | -0.007406 | -0.004484 | -0.043566 | -0.107257 | 0.018062 | -0.056628 | -0.019329 | -0.028418 | Female | 24 | No | Yes | Employed | Urban | High School or Below | 1,671,516,000 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | be869620-01db-4cd6-8c44-5043b92d413d | churn | 0.542283 | 1 | churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Female | 59 | No | No | Employed | Urban | Master | 1,671,516,000 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d8e75f6e-d0be-4917-886b-580d7d8fcd08 | no_churn | 0.466918 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 36 | Yes | No | Employed | Urban | Bachelor | 1,671,516,000 |
42 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 3e5c78c4-74e2-45f6-bca7-05f92c01e204 | no_churn | 0.006603 | 0 | no_churn | 0.012853 | -0.003838 | -0.003488 | -0.022312 | -0.009653 | -0.210819 | -0.014043 | -0.017728 | Male | 73 | No | Yes | Employed | Rural | College | 1,671,516,000 |
22 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 32b33cd4-c17b-40d7-9878-065a4e782a1f | no_churn | 0.350701 | 0 | no_churn | -0.088734 | -0.002508 | 0.040564 | 0.065374 | -0.054627 | 0.091821 | -0.003613 | -0.030724 | Male | 40 | No | No | Employed | Urban | College | 1,671,516,000 |
30 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | fd38b4cd-d95c-4445-bd42-2be3a9e3daf4 | no_churn | 0.022254 | 0 | no_churn | -0.056241 | -0.00424 | -0.008473 | -0.056178 | -0.020193 | -0.086596 | -0.016106 | -0.020998 | Female | 34 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ef4c3eb4-75a1-4af7-b6b2-64ff9c30decb | no_churn | 0.239888 | 0 | no_churn | 0.149099 | -0.005565 | -0.016556 | -0.148578 | -0.067371 | 0.099205 | -0.062406 | -0.077296 | Male | 71 | No | No | Employed | Urban | Doctor | 1,671,516,000 |
16 | No | No phone service | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ca519348-f9b8-4a37-a3fb-8d2cd4a96637 | churn | 0.494325 | 1 | churn | 0.18257 | 0.132669 | 0.037019 | 0.112274 | 0.104573 | 0.119956 | -0.007838 | -0.018999 | Male | 42 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 00bbcba7-e190-42c2-9ad9-b8f4d73341d7 | no_churn | 0.491353 | 0 | no_churn | 0.160266 | -0.012807 | -0.009924 | -0.069849 | 0.040472 | 0.123714 | -0.046721 | -0.058441 | Female | 75 | No | No | Unemployed | Rural | Bachelor | 1,671,516,000 |
20 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1ba113cb-5484-4666-a75e-d8811df5822e | no_churn | 0.308795 | 0 | no_churn | -0.067979 | -0.009782 | -0.041635 | -0.07852 | 0.004013 | 0.042364 | -0.045368 | -0.07212 | Male | 61 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
4 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 2b5b934c-f798-443e-bf7d-4aae8ee29248 | no_churn | 0.049314 | 0 | no_churn | 0.043621 | -0.005131 | -0.019301 | -0.062923 | -0.004449 | -0.141484 | -0.034963 | -0.033731 | Female | 68 | No | No | Unemployed | Rural | Doctor | 1,671,516,000 |
3 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 98577fae-0ca0-4ac0-ab44-26c8f036a1d8 | no_churn | 0.051596 | 0 | no_churn | 0.039204 | -0.005722 | -0.023647 | -0.065945 | -0.016343 | -0.127023 | -0.032069 | -0.037482 | Female | 54 | No | No | Unemployed | Suburban | Bachelor | 1,671,516,000 |
8 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b191e8f3-4255-4283-af66-e115213222fb | no_churn | 0.163858 | 0 | no_churn | -0.020989 | -0.016975 | -0.038892 | -0.055839 | -0.105274 | 0.024341 | -0.033806 | -0.021592 | Male | 78 | No | No | Employed | Rural | College | 1,671,516,000 |
24 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 15772b1c-1c6c-4889-8a94-25dbb966a0df | no_churn | 0.084943 | 0 | no_churn | 0.00048 | -0.001753 | -0.015566 | 0.046162 | 0.002492 | 0.117843 | 0.200696 | 0.098119 | Male | 57 | No | No | Medical Leave | Suburban | High School or Below | 1,671,516,000 |
72 | Yes | Yes | Low Speed | In_Store_Support | Two year | <50hrs | Active | a543d307-1f5b-428b-88f4-7b60d8fddd04 | no_churn | 0.019057 | 0 | no_churn | -0.107999 | -0.00264 | 0.002656 | -0.01522 | -0.040442 | -0.156611 | 0.021508 | 0.029722 | Female | 44 | Yes | No | Employed | Suburban | Bachelor | 1,671,516,000 |
23 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 6aa59916-e14d-4e57-9ecb-6e27852e4b6f | churn | 0.445321 | 1 | churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Male | 31 | Yes | No | Employed | Suburban | College | 1,671,516,000 |
62 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 1fdb278b-b85d-4376-9bdb-90651f1a8b42 | no_churn | 0.249844 | 0 | no_churn | -0.295324 | -0.004873 | 0.009169 | -0.079744 | 0.013463 | 0.038323 | 0.019856 | 0.030104 | Male | 41 | Yes | No | Employed | Suburban | Bachelor | 1,671,516,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ad34c604-6fb2-4d4b-a238-b8d9a238b837 | churn | 0.675594 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 80 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
27 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 2e104478-07c0-4dd3-a0d5-7928ffa4f261 | no_churn | 0.017381 | 0 | no_churn | -0.056681 | -0.007206 | -0.01678 | -0.030889 | 0.008514 | -0.081852 | -0.04294 | -0.041192 | Male | 47 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
33 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | cf8200dd-bc9f-4b69-ab24-2772cdf5de3b | no_churn | 0.358075 | 0 | no_churn | -0.19041 | -0.00241 | 0.042783 | -0.060887 | 0.005791 | 0.048265 | -0.05612 | -0.043183 | Male | 45 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
71 | Yes | Yes | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 0f34941d-76a6-462e-99a7-2b49e6207423 | no_churn | 0.015222 | 0 | no_churn | -0.146405 | -0.003212 | 0.006823 | 0.032288 | -0.016163 | -0.097748 | -0.014923 | -0.029686 | Male | 44 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,516,000 |
35 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 6487fdb2-2fea-4439-85fe-f1364b8a7d52 | no_churn | 0.039937 | 0 | no_churn | -0.042166 | -0.0054 | -0.014485 | -0.116817 | 0.012765 | -0.054686 | -0.014619 | -0.033617 | Female | 55 | Yes | Yes | Disabled | Suburban | Bachelor | 1,671,516,000 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4953ea12-b2bb-435c-b443-b8ad91b5643c | no_churn | 0.572095 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 60 | No | Yes | Employed | Rural | Master | 1,671,516,000 |
60 | Yes | No | Fiber optic | In_Store_Support | Two year | <80hrs | Active | ac0ccb61-7209-4581-81a3-193186984929 | no_churn | 0.073418 | 0 | no_churn | -0.111077 | -0.003489 | -0.074675 | 0.040887 | -0.012973 | -0.120049 | 0.025573 | 0.016777 | Female | 51 | Yes | Yes | Employed | Urban | High School or Below | 1,671,516,000 |
21 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | eabe62aa-9fea-4514-a50c-47eb6ca3e515 | churn | 0.348101 | 1 | churn | -0.004141 | -0.00256 | -0.007087 | 0.122983 | 0.060045 | 0.096059 | -0.01971 | -0.022515 | Female | 76 | No | Yes | Disabled | Suburban | College | 1,671,516,000 |
30 | Yes | No | Fiber optic | Phone_Support | One year | <50hrs | Active | 63eda548-048e-43cf-8a56-8d6996c81fa1 | no_churn | 0.230935 | 0 | no_churn | -0.053228 | -0.002074 | -0.039999 | -0.062833 | -0.044037 | -0.08761 | 0.033913 | 0.036842 | Male | 53 | Yes | No | Employed | Suburban | Bachelor | 1,671,516,000 |
65 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 100hrs+ | Active | b76aceea-4a7e-4591-9ec3-6b563975d89a | no_churn | 0.070792 | 0 | no_churn | -0.110695 | -0.001742 | -0.015672 | 0.015154 | -0.061382 | -0.116632 | 0.006817 | 0.025127 | Female | 75 | Yes | No | Employed | Suburban | College | 1,671,516,000 |
54 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 9b19809a-cc41-4a35-b4ec-f0b12c91bcef | no_churn | 0.455818 | 0 | no_churn | -0.156533 | -0.002762 | -0.018766 | -0.113903 | 0.083552 | -0.000785 | 0.07603 | 0.06414 | Female | 23 | No | Yes | Employed | Suburban | Master | 1,671,516,000 |
8 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5fea2fc2-98b7-41b1-af96-0850698c0948 | no_churn | 0.37554 | 0 | no_churn | 0.017089 | -0.011454 | -0.026559 | -0.134057 | 0.023193 | 0.043788 | -0.053568 | -0.069958 | Male | 52 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,516,000 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 194275e3-4ace-42d5-8a44-87a368588961 | no_churn | 0.559158 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Female | 39 | Yes | Yes | Unemployed | Suburban | College | 1,671,516,000 |
39 | Yes | No | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 550cef1b-cd25-4690-b86e-14b4e979b862 | no_churn | 0.012483 | 0 | no_churn | -0.024649 | -0.005096 | -0.005018 | -0.070543 | -0.037921 | -0.099372 | -0.012336 | -0.01409 | Male | 68 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0b758a33-73ae-48aa-8fb2-c85b64f7cb3c | no_churn | 0.522347 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 61 | No | Yes | Disabled | Suburban | Bachelor | 1,671,516,000 |
17 | Yes | Yes | Low Speed | Phone_Support | One year | 0hrs | Disabled | 04408772-e6dc-4dab-9b26-68eaccdd0afe | churn | 0.130447 | 1 | churn | 0.046755 | -0.008368 | 0.020783 | -0.040589 | 0.017018 | -0.170796 | -0.024219 | -0.039611 | Male | 57 | No | No | Employed | Rural | Master | 1,671,516,000 |
59 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5113c1f9-1f5f-46a2-8d93-4e80bd70719a | no_churn | 0.246034 | 0 | no_churn | -0.234705 | -0.004425 | 0.010455 | 0.005393 | -0.026825 | 0.04493 | -0.04196 | -0.02189 | Male | 60 | Yes | No | Medical Leave | Suburban | High School or Below | 1,671,516,000 |
16 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 846acfe5-d52b-4578-8a64-a888c3576be7 | no_churn | 0.089081 | 0 | no_churn | 0.038047 | -0.015142 | -0.086817 | -0.078046 | -0.048962 | 0.07454 | -0.046398 | -0.054831 | Female | 38 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
38 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b9d428e0-0a03-4df3-9c7f-283b25f96564 | no_churn | 0.034158 | 0 | no_churn | -0.069155 | -0.011839 | -0.030281 | -0.114873 | -0.014857 | 0.038313 | -0.030718 | -0.035617 | Male | 39 | No | No | Employed | Urban | Bachelor | 1,671,516,000 |
53 | No | No phone service | Low Speed | Phone_Support | One year | <80hrs | Active | cbe71b1d-d729-4825-abe8-923780f508ab | no_churn | 0.113851 | 0 | no_churn | 0.007202 | 0.030722 | 0.005336 | 0.037875 | 0.043518 | -0.047131 | 0.143824 | 0.079628 | Female | 46 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 9076046d-7d69-4a3c-9f96-1918670aa858 | no_churn | 0.119264 | 0 | no_churn | -0.235353 | -0.003445 | -0.050027 | 0.020409 | 0.015361 | 0.044748 | -0.095774 | 0.035056 | Male | 40 | Yes | Yes | Employed | Rural | College | 1,671,516,000 |
17 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fea923e2-c54c-421a-b435-a403853322b6 | no_churn | 0.197814 | 0 | no_churn | -0.007411 | -0.006081 | -0.016091 | -0.195347 | 0.014932 | 0.062222 | -0.032699 | -0.038552 | Female | 46 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 7d6bb9ed-c99b-489d-b5f9-0f7853bb9948 | churn | 0.881945 | 1 | churn | 0.050797 | -0.005066 | -0.068169 | -0.045174 | -0.036705 | 0.090762 | -0.122333 | 0.016861 | Male | 63 | No | No | Employed | Urban | Bachelor | 1,671,516,000 |
47 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 64f798ad-d75d-4b10-933f-26ab356f7d90 | no_churn | 0.135876 | 0 | no_churn | -0.046141 | -0.004098 | -0.064355 | -0.065505 | 0.041294 | 0.053906 | -0.037401 | -0.056012 | Male | 40 | No | No | Unemployed | Suburban | College | 1,671,516,000 |
71 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 48e15b2c-5484-4878-82ef-fa643baa1e0e | no_churn | 0.00166 | 0 | no_churn | -0.080753 | -0.003509 | 0.006071 | -0.010925 | 0.007978 | -0.146652 | -0.017508 | -0.023728 | Female | 76 | Yes | No | Employed | Rural | Bachelor | 1,671,516,000 |
68 | Yes | No | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 381ee801-0188-46b6-841f-2a46dc3eb0c4 | no_churn | 0.006293 | 0 | no_churn | -0.018021 | -0.002678 | -0.005804 | -0.007474 | -0.003085 | -0.205499 | -0.011559 | -0.014906 | Female | 76 | Yes | Yes | Employed | Urban | High School or Below | 1,671,516,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b74cbf78-cfff-4b73-b17e-1fd150d2dd32 | churn | 0.728922 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 55 | Yes | No | Unemployed | Urban | College | 1,671,516,000 |
27 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | e21f6793-c666-4947-988e-b12c569c7c7b | no_churn | 0.037769 | 0 | no_churn | -0.054386 | -0.004594 | -0.023988 | -0.031702 | 0.010497 | -0.081132 | -0.042175 | -0.041547 | Female | 72 | No | Yes | Employed | Rural | Bachelor | 1,671,516,000 |
63 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | b6845d3f-ecaf-4a9a-a566-b0e97a0d54b0 | churn | 0.007792 | 0 | no_churn | -0.086084 | -0.002499 | -0.008419 | 0.002088 | -0.050667 | -0.180714 | 0.027492 | 0.029776 | Female | 71 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
22 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c509b5c8-4c24-4482-997a-30e0cd8ec872 | no_churn | 0.350701 | 0 | no_churn | -0.088734 | -0.002508 | 0.040564 | 0.065374 | -0.054627 | 0.091821 | -0.003613 | -0.030724 | Male | 44 | No | No | Employed | Urban | College | 1,671,516,000 |
71 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 61d225ed-ee4b-4ca4-a320-32a818dd94e5 | no_churn | 0.00166 | 0 | no_churn | -0.080753 | -0.003509 | 0.006071 | -0.010925 | 0.007978 | -0.146652 | -0.017508 | -0.023728 | Female | 73 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 403d2b12-5c20-4a1c-b22b-ee2139260a08 | churn | 0.675594 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 68 | No | Yes | Employed | Urban | High School or Below | 1,671,516,000 |
67 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 114c753a-66f1-4f6f-9de6-334cd4a30630 | churn | 0.218352 | 0 | no_churn | -0.122395 | -0.002031 | 0.025509 | 0.01525 | 0.009495 | -0.129137 | 0.000865 | 0.033416 | Male | 25 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
64 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | 7aedae68-fc20-47b4-bc47-5af7437e0a62 | no_churn | 0.060959 | 0 | no_churn | -0.217357 | -0.002625 | 0.01649 | 0.007979 | 0.001302 | -0.117088 | 0.021404 | 0.030867 | Female | 32 | No | Yes | Employed | Rural | High School or Below | 1,671,516,000 |
34 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 30ce8a50-b11a-410d-9c89-85685818e8c9 | no_churn | 0.034166 | 0 | no_churn | -0.043949 | -0.003987 | -0.009448 | -0.042047 | -0.036304 | -0.072664 | -0.022566 | -0.03806 | Male | 41 | No | Yes | Disabled | Suburban | Bachelor | 1,671,516,000 |
7 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | ac1f8e60-3252-4d68-b661-bb75dd38f414 | no_churn | 0.804716 | 1 | churn | 0.151464 | 0.00007 | 0.026852 | 0.002329 | 0.101153 | 0.160402 | 0.147205 | 0.141499 | Male | 63 | No | Yes | Unemployed | Rural | Bachelor | 1,671,516,000 |
56 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 63716a10-f26a-4ac7-a658-f6032a5d5c2a | no_churn | 0.008006 | 0 | no_churn | -0.036504 | -0.003385 | 0.002785 | -0.088789 | -0.021336 | -0.094787 | -0.014632 | -0.012379 | Male | 29 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
72 | Yes | Yes | Medium Speed | Phone_Support | Two year | <80hrs | Active | e56fd38e-04a4-4032-9473-ab2e17c97bad | no_churn | 0.004153 | 0 | no_churn | -0.165987 | -0.002319 | -0.006609 | -0.040773 | 0.035133 | -0.137707 | 0.034889 | 0.044347 | Female | 60 | Yes | No | Employed | Urban | College | 1,671,516,000 |
25 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | e8c6747f-0604-4f60-89ba-a252f749c94f | churn | 0.268165 | 1 | churn | -0.085789 | 0.004207 | -0.007064 | -0.053893 | -0.13409 | 0.060296 | 0.02391 | 0.043398 | Female | 21 | No | No | Medical Leave | Suburban | Bachelor | 1,671,516,000 |
55 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 6f30c682-d188-42db-8a73-87417319d686 | no_churn | 0.058624 | 0 | no_churn | 0.054913 | -0.003486 | -0.000868 | 0.040493 | 0.071454 | -0.009944 | -0.014534 | -0.017055 | Female | 74 | Yes | No | Unemployed | Rural | College | 1,671,516,000 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Active | 82b3f213-c2b9-413f-b326-e60d2e75df41 | no_churn | 0.182676 | 0 | no_churn | -0.186873 | -0.002189 | 0.035642 | -0.003324 | -0.061899 | -0.161553 | 0.052862 | 0.058308 | Male | 25 | No | No | Employed | Suburban | College | 1,671,516,000 |
18 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4409a1df-2a35-47fa-8955-18c455c371cd | no_churn | 0.385821 | 0 | no_churn | -0.077048 | -0.010354 | 0.04261 | -0.011353 | 0.056208 | 0.072692 | -0.06083 | -0.060952 | Male | 54 | No | No | Employed | Suburban | College | 1,671,516,000 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | bd97c197-931c-4ff1-bd0d-8f1a8f9b9848 | no_churn | 0.157892 | 0 | no_churn | -0.143987 | -0.003221 | 0.002878 | 0.01229 | -0.042057 | -0.122832 | -0.009146 | 0.037048 | Male | 70 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 842c1813-3da8-413f-8756-4fbfb1056be4 | no_churn | 0.043429 | 0 | no_churn | 0.09574 | -0.008126 | -0.033208 | -0.031106 | -0.043656 | -0.110901 | -0.019139 | -0.019631 | Male | 49 | No | No | Employed | Urban | College | 1,671,516,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f52d5505-644b-4c38-8819-985c5cd2e13c | churn | 0.512535 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 80 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
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