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 | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 22154176-23e1-4b7c-a3af-29104e7c35b1 | no_churn | 0.374212 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 30 | No | No | Unemployed | Suburban | High School or Below | 1,671,948,000 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c4d0e753-418e-4136-b2e5-049009a25f5d | no_churn | 0.420126 | 0 | no_churn | 0.083975 | -0.002869 | -0.012624 | 0.031522 | 0.05483 | 0.129538 | -0.011127 | -0.026977 | Male | 65 | No | Yes | Retired | Suburban | Bachelor | 1,671,948,000 |
11 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | d98d788b-017e-4167-bcef-452aea325f11 | no_churn | 0.014139 | 0 | no_churn | 0.015701 | -0.008861 | -0.031321 | -0.037587 | 0.019967 | -0.13115 | -0.030648 | -0.035126 | Female | 30 | No | Yes | Employed | Suburban | Master | 1,671,948,000 |
4 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 449b8387-a3e4-4953-bdfb-8f470c938ef1 | no_churn | 0.163759 | 0 | no_churn | 0.0925 | -0.01456 | -0.001608 | -0.104887 | -0.116356 | 0.073357 | -0.032269 | -0.02286 | Male | 50 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,948,000 |
35 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | c02cd073-d41d-4f18-bc17-35a30d84d927 | churn | 0.587997 | 1 | churn | -0.212378 | -0.003474 | 0.043703 | -0.003954 | 0.005787 | 0.0565 | -0.090956 | -0.015922 | Female | 64 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,948,000 |
71 | Yes | Yes | Low Speed | Phone_Support | One year | <50hrs | Active | 20ac9c4d-0c81-4f5a-a58a-289b4b836be2 | no_churn | 0.054587 | 0 | no_churn | -0.161716 | -0.00229 | 0.000788 | -0.004062 | 0.002802 | -0.131676 | 0.035716 | 0.061412 | Female | 31 | No | No | Employed | Suburban | College | 1,671,948,000 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b3542a51-1461-4bb2-9d3e-383aef33aaca | no_churn | 0.12168 | 0 | no_churn | -0.049522 | -0.008992 | -0.056611 | -0.082804 | 0.016822 | 0.051425 | -0.062422 | -0.072922 | Female | 55 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9cc51cb4-ff66-4011-a004-763c223e3380 | churn | 0.438159 | 1 | churn | 0.030882 | -0.001331 | 0.04395 | 0.134151 | 0.043117 | 0.12672 | -0.00966 | -0.017157 | Female | 80 | Yes | No | Employed | Urban | College | 1,671,948,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0d350dde-4595-48ea-b378-43985fff6c59 | churn | 0.872029 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 33 | No | No | Employed | Rural | High School or Below | 1,671,948,000 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8ece5ccc-9e95-4e62-9872-4916b50cc22b | no_churn | 0.356437 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Female | 67 | No | Yes | Unemployed | Suburban | College | 1,671,948,000 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0af4502e-1e61-4931-a70d-8e0fdb458860 | churn | 0.582889 | 1 | churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Female | 49 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
42 | Yes | No | Low Speed | In_Store_Support | One year | 100hrs+ | Active | 4dbbe25d-d80c-4f5f-a1f7-a938817b8991 | no_churn | 0.137473 | 0 | no_churn | 0.068914 | 0.000447 | -0.001131 | -0.001832 | 0.054587 | 0.024419 | 0.070326 | 0.075245 | Female | 60 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,948,000 |
55 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 49ee04dc-ebc5-4094-b411-a07d1f08430c | no_churn | 0.023912 | 0 | no_churn | -0.051328 | -0.003152 | -0.012838 | -0.05756 | -0.018465 | -0.083116 | -0.014211 | -0.016689 | Female | 58 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
30 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 4dc84e45-ea12-4906-a066-41d5c0a6add4 | churn | 0.636544 | 1 | churn | 0.04701 | -0.002928 | 0.13093 | 0.120321 | 0.04833 | 0.134388 | 0.170545 | 0.062377 | Female | 26 | Yes | Yes | Disabled | Urban | College | 1,671,948,000 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 900d79ee-2b75-4d18-8e4c-093e20c4849e | no_churn | 0.018246 | 0 | no_churn | -0.131928 | -0.002706 | -0.003185 | -0.009854 | 0.030912 | -0.232194 | 0.03476 | 0.045168 | Female | 70 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
41 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d551bee3-9b86-4856-9ec3-5c8f87d956d6 | no_churn | 0.067293 | 0 | no_churn | -0.069487 | -0.017533 | -0.064943 | -0.13142 | 0.023349 | 0.044739 | -0.026379 | -0.027352 | Male | 65 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
18 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fa6568ec-276d-4c44-a1d9-e931fb7a3805 | no_churn | 0.099608 | 0 | no_churn | -0.111352 | -0.006179 | -0.024757 | -0.058838 | 0.002487 | 0.032894 | -0.04609 | -0.05719 | Male | 75 | No | No | Employed | Suburban | Master | 1,671,948,000 |
35 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 606b63a0-a7fb-4f7d-ad28-6ed6203d43e5 | no_churn | 0.010266 | 0 | no_churn | -0.052039 | -0.004151 | -0.011382 | -0.060805 | 0.016323 | -0.097216 | -0.02202 | -0.037738 | Female | 32 | Yes | No | Unemployed | Urban | College | 1,671,948,000 |
69 | Yes | No | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | 7fbc4939-f622-4983-9134-4d21e612acaa | no_churn | 0.188147 | 0 | no_churn | -0.104079 | -0.002474 | -0.085084 | -0.008612 | 0.01936 | -0.167601 | 0.04277 | 0.051692 | Male | 24 | Yes | Yes | Employed | Rural | College | 1,671,948,000 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 5b932807-976d-4e75-82dc-c44caac40f48 | no_churn | 0.569831 | 0 | no_churn | 0.156586 | -0.002524 | 0.11328 | 0.015258 | 0.064215 | 0.138337 | 0.094062 | 0.018379 | Male | 36 | No | Yes | Medical Leave | Urban | High School or Below | 1,671,948,000 |
22 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d905a1d6-d605-4bb9-8de3-2652ab6856c7 | churn | 0.718043 | 1 | churn | -0.093013 | -0.005891 | 0.004991 | -0.064422 | 0.074264 | 0.034799 | -0.009259 | 0.039504 | Male | 39 | No | Yes | Employed | Suburban | College | 1,671,948,000 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 32c1c476-2341-48e4-9b34-64ada32e4aad | no_churn | 0.276122 | 0 | no_churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Male | 47 | No | Yes | Employed | Rural | Bachelor | 1,671,948,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 402ec651-6e43-4df7-9153-760536d1d1de | churn | 0.872029 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 48 | No | No | Employed | Suburban | High School or Below | 1,671,948,000 |
72 | Yes | Yes | Low Speed | Phone_Support | One year | <80hrs | Active | a9ce54b6-f6ed-4c24-8b77-202a7ff93e54 | no_churn | 0.115263 | 0 | no_churn | -0.155012 | -0.004455 | -0.03772 | -0.0227 | 0.007526 | -0.099558 | -0.002656 | 0.049993 | Female | 33 | No | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
21 | Yes | Yes | Low Speed | Phone_Support | One year | 0hrs | Disabled | 951879b0-6cbf-4281-b933-41e1eee9623d | churn | 0.071313 | 1 | churn | -0.024338 | -0.007771 | 0.014609 | -0.048243 | -0.020301 | -0.08207 | -0.029745 | -0.041166 | Female | 69 | No | No | Employed | Rural | Master | 1,671,948,000 |
41 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 605a398e-ac54-478a-9ab9-59bd1df584cd | no_churn | 0.067293 | 0 | no_churn | -0.069487 | -0.017533 | -0.064943 | -0.13142 | 0.023349 | 0.044739 | -0.026379 | -0.027352 | Male | 30 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 19d37c85-243e-4306-b199-3d2f98aa906c | churn | 0.713435 | 1 | churn | 0.174437 | -0.004066 | 0.063083 | 0.059942 | 0.065388 | 0.151696 | 0.148992 | 0.043502 | Male | 29 | No | Yes | Employed | Rural | Bachelor | 1,671,948,000 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 95099e7e-6601-48b3-aad3-62e9ab072dd0 | no_churn | 0.25624 | 0 | no_churn | -0.079704 | -0.002784 | -0.001635 | 0.113437 | -0.016702 | 0.087664 | -0.021592 | -0.039723 | Male | 26 | Yes | Yes | Unemployed | Urban | Bachelor | 1,671,948,000 |
22 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | fcd7817d-f644-4e86-97fc-029da7c773e5 | churn | 0.718043 | 1 | churn | -0.093013 | -0.005891 | 0.004991 | -0.064422 | 0.074264 | 0.034799 | -0.009259 | 0.039504 | Male | 80 | No | No | Unemployed | Suburban | Bachelor | 1,671,948,000 |
7 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | fd7d043e-1844-495e-b38b-e1db302485e3 | churn | 0.128036 | 1 | churn | 0.203779 | -0.003254 | 0.046293 | 0.11418 | 0.103819 | -0.093662 | -0.006829 | -0.014805 | Male | 64 | No | Yes | Medical Leave | Urban | Master | 1,671,948,000 |
48 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | 96e81b62-72cc-44d0-ac89-adeaa294b1b3 | no_churn | 0.242774 | 0 | no_churn | -0.073303 | -0.002087 | -0.049157 | -0.103448 | 0.048468 | -0.125827 | 0.032679 | 0.053648 | Female | 66 | Yes | No | Unemployed | Suburban | High School or Below | 1,671,948,000 |
63 | Yes | No | Low Speed | Phone_Support | One year | <50hrs | Active | c4e6025b-82ac-4b8e-9199-a2541a190453 | no_churn | 0.071073 | 0 | no_churn | -0.062817 | -0.001202 | -0.074391 | -0.019616 | 0.05145 | -0.116346 | 0.060683 | 0.063213 | Male | 62 | No | No | Employed | Suburban | College | 1,671,948,000 |
66 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | 01da6276-3d9b-468e-9610-2dd3ed74fb05 | no_churn | 0.01979 | 0 | no_churn | -0.050267 | -0.004594 | -0.026969 | -0.022538 | 0.001415 | -0.094567 | -0.038184 | -0.033322 | Female | 70 | No | No | Employed | Suburban | High School or Below | 1,671,948,000 |
40 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | f9e57c14-4789-427b-bb19-b507702d2801 | churn | 0.389581 | 1 | churn | -0.131485 | -0.010516 | 0.026307 | 0.087243 | -0.081392 | 0.025516 | -0.031374 | -0.016281 | Female | 25 | Yes | No | Retired | Suburban | College | 1,671,948,000 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | df87b356-a0e2-45a4-8028-cda1dd0d74ee | churn | 0.713435 | 1 | churn | 0.174437 | -0.004066 | 0.063083 | 0.059942 | 0.065388 | 0.151696 | 0.148992 | 0.043502 | Male | 52 | Yes | No | Employed | Suburban | High School or Below | 1,671,948,000 |
10 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ad2eae5f-e6ca-44f3-b5da-04d644d9884b | no_churn | 0.313181 | 0 | no_churn | -0.045762 | -0.010829 | -0.03072 | -0.068255 | -0.042507 | 0.048107 | -0.036037 | -0.029023 | Female | 42 | No | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
63 | Yes | No | Low Speed | Phone_Support | One year | <50hrs | Active | f3cf255f-4de4-4539-bc16-c47f8325b926 | no_churn | 0.071073 | 0 | no_churn | -0.062817 | -0.001202 | -0.074391 | -0.019616 | 0.05145 | -0.116346 | 0.060683 | 0.063213 | Male | 61 | Yes | No | Unemployed | Rural | College | 1,671,948,000 |
28 | No | No phone service | Medium Speed | In_Store_Support | One year | 100hrs+ | Active | 821f9873-b0c0-4cf9-87da-77883e53f285 | no_churn | 0.108066 | 0 | no_churn | -0.098308 | 0.003918 | -0.004114 | -0.027546 | -0.098645 | -0.090525 | 0.021263 | 0.03493 | Female | 37 | Yes | No | Employed | Rural | Master | 1,671,948,000 |
20 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | f7283301-15e2-478b-b98c-7d1534759d96 | no_churn | 0.0073 | 0 | no_churn | -0.026 | -0.003964 | -0.021802 | -0.029426 | 0.006218 | -0.111355 | -0.039216 | -0.04348 | Female | 50 | No | No | Employed | Suburban | Master | 1,671,948,000 |
21 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | b4904520-0128-4c2c-8cc3-793cbd261f07 | no_churn | 0.607546 | 0 | no_churn | 0.026191 | -0.002824 | 0.090934 | 0.027389 | 0.103528 | 0.127824 | 0.137102 | 0.137496 | Female | 51 | No | Yes | Employed | Rural | Bachelor | 1,671,948,000 |
14 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0313c334-0ca3-444e-8a02-e86c51e9274c | no_churn | 0.325534 | 0 | no_churn | -0.119022 | 0.063893 | 0.018578 | -0.094935 | -0.056144 | 0.058615 | -0.016892 | -0.036453 | Male | 28 | No | No | Unemployed | Suburban | College | 1,671,948,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c5a6ccf7-1e47-46af-8ce8-0171eeca8d3f | churn | 0.788966 | 1 | churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 53 | No | No | Unemployed | Suburban | Bachelor | 1,671,948,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 43df8644-ce1f-473b-a007-f49ac5ace503 | churn | 0.524546 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 46 | No | No | Employed | Rural | Master | 1,671,948,000 |
40 | Yes | No | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | 2cfa5c65-b0cf-4cb6-bcc7-60f920af6dac | no_churn | 0.166222 | 0 | no_churn | 0.025706 | 0.000585 | 0.020786 | 0.049427 | 0.038626 | 0.012445 | 0.093123 | 0.100276 | Female | 28 | No | No | Employed | Suburban | High School or Below | 1,671,948,000 |
15 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6749961f-1b8d-4967-9382-2baf178157f4 | no_churn | 0.16163 | 0 | no_churn | 0.202516 | 0.003267 | 0.061181 | 0.047866 | 0.073023 | 0.151073 | -0.025377 | -0.015549 | Male | 78 | No | Yes | Unemployed | Urban | High School or Below | 1,671,948,000 |
64 | Yes | Yes | Low Speed | In_Store_Support | One year | 0hrs | Disabled | b4adaf61-03f2-44bd-ac69-4938db66fe9a | no_churn | 0.03106 | 0 | no_churn | -0.072735 | -0.006891 | -0.012813 | -0.022518 | -0.022343 | -0.068014 | -0.019272 | -0.024441 | Female | 46 | Yes | Yes | Retired | Suburban | High School or Below | 1,671,948,000 |
33 | Yes | No | Medium Speed | Phone_Support | One year | 100hrs+ | Active | 628febfa-ac41-4fae-8013-8a64398bad75 | no_churn | 0.105703 | 0 | no_churn | 0.00085 | 0.001023 | 0.034659 | 0.060677 | 0.129138 | -0.051314 | 0.097625 | 0.098315 | Female | 33 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
56 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | bc38b883-973b-44f5-a3ea-52829a425f3e | no_churn | 0.196844 | 0 | no_churn | -0.175056 | -0.00355 | -0.112115 | 0.001653 | 0.044002 | 0.044287 | -0.033891 | -0.02531 | Male | 28 | No | No | Retired | Urban | High School or Below | 1,671,948,000 |
34 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 80d665d6-48e5-4778-87db-e0938676e3b2 | no_churn | 0.323609 | 0 | no_churn | 0.001427 | -0.001635 | -0.011011 | 0.130791 | 0.023286 | 0.044821 | 0.000826 | 0.014201 | Male | 27 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,948,000 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6c3713a1-433a-46a7-b430-8407644e31f0 | churn | 0.186991 | 1 | churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 79 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,948,000 |
11 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 10cc1ac9-940f-479c-b640-d6bcbf9b44a1 | no_churn | 0.086253 | 0 | no_churn | -0.039498 | -0.007018 | -0.036313 | -0.041988 | -0.033254 | -0.064756 | -0.021342 | -0.024856 | Male | 62 | No | Yes | Unemployed | Urban | High School or Below | 1,671,948,000 |
63 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | b0e17c46-5b38-44d8-941f-f8943c10d982 | no_churn | 0.078439 | 0 | no_churn | -0.135714 | -0.002264 | -0.020569 | -0.025844 | 0.008129 | -0.129988 | 0.014182 | 0.023042 | Female | 27 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,948,000 |
71 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | a31b8fe0-6e27-45fb-9966-174fe1252a99 | no_churn | 0.002468 | 0 | no_churn | -0.077137 | -0.003992 | -0.011924 | -0.021057 | 0.000876 | -0.111252 | -0.019695 | -0.024845 | Female | 23 | Yes | No | Employed | Suburban | High School or Below | 1,671,948,000 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 42e61dc0-b033-4699-8005-868c257f5838 | churn | 0.591543 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 69 | No | Yes | Retired | Suburban | High School or Below | 1,671,948,000 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 911a34d3-8d14-41bf-954c-e16e3a537105 | no_churn | 0.350276 | 0 | no_churn | 0.069318 | -0.004734 | -0.099925 | 0.007156 | 0.077804 | 0.082659 | -0.091335 | 0.039364 | Female | 43 | No | Yes | Disabled | Urban | Doctor | 1,671,948,000 |
42 | Yes | No | Medium Speed | In_Store_Support | One year | 100hrs+ | Active | 66e04806-e069-47e3-9c48-d272f0d7ff02 | no_churn | 0.076455 | 0 | no_churn | 0.016502 | -0.001396 | -0.000255 | -0.105126 | -0.067555 | -0.009494 | 0.01028 | 0.048019 | Male | 66 | Yes | Yes | Unemployed | Urban | High School or Below | 1,671,948,000 |
29 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 586d7fea-4bf0-423e-9e71-f8a8a42e4402 | no_churn | 0.312647 | 0 | no_churn | -0.0678 | -0.01516 | -0.018134 | -0.06022 | -0.055897 | 0.037969 | -0.033056 | -0.036728 | Male | 37 | No | No | Unemployed | Rural | High School or Below | 1,671,948,000 |
4 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | f2722dac-3470-4c2a-9b6c-9d93a9606f4e | churn | 0.785636 | 1 | churn | 0.199603 | -0.001471 | 0.106908 | -0.026938 | 0.086269 | 0.147701 | 0.081426 | 0.124975 | Female | 71 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7da54bc0-226a-4cd2-a918-f2332b6b1b2b | no_churn | 0.165108 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 54 | No | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 508d32bd-04de-4e71-90d8-673807f67aea | churn | 0.681011 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 71 | No | No | Employed | Urban | High School or Below | 1,671,948,000 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e454457b-92a9-410d-b913-30e582e7e177 | no_churn | 0.451764 | 0 | no_churn | 0.065413 | -0.003302 | -0.025443 | 0.102843 | -0.006661 | 0.114229 | -0.037738 | -0.044144 | Female | 44 | Yes | Yes | Retired | Suburban | College | 1,671,948,000 |
58 | Yes | Yes | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 9d34c000-3ba8-4cf5-b840-80d1143d2273 | no_churn | 0.055426 | 0 | no_churn | -0.135029 | -0.003722 | 0.005967 | 0.0305 | -0.022609 | -0.076225 | -0.033939 | -0.033968 | Male | 43 | No | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
48 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | c5feb4b6-2ab8-4734-abf2-2cee997ec741 | no_churn | 0.242774 | 0 | no_churn | -0.073303 | -0.002087 | -0.049157 | -0.103448 | 0.048468 | -0.125827 | 0.032679 | 0.053648 | Male | 79 | Yes | No | Employed | Urban | High School or Below | 1,671,948,000 |
35 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a5b0be27-d225-4477-a146-fd6e26db1497 | churn | 0.287869 | 1 | churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Male | 26 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,948,000 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 3bcbeeac-7468-4786-a347-efbccd6995ed | no_churn | 0.350276 | 0 | no_churn | 0.069318 | -0.004734 | -0.099925 | 0.007156 | 0.077804 | 0.082659 | -0.091335 | 0.039364 | Male | 56 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
64 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 4d3d2dd4-8243-4078-9ee2-c9b03cb983a9 | no_churn | 0.005851 | 0 | no_churn | -0.055655 | -0.00276 | -0.045234 | -0.016044 | -0.022404 | -0.102954 | -0.011994 | -0.011982 | Female | 79 | No | No | Employed | Suburban | High School or Below | 1,671,948,000 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b48c8db1-8ef5-42c6-bbcb-4ef01cd04190 | churn | 0.283128 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Female | 46 | No | No | Employed | Urban | High School or Below | 1,671,948,000 |
48 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | cf8c4a12-6a5b-4389-8166-7eb34cd06bad | no_churn | 0.242774 | 0 | no_churn | -0.073303 | -0.002087 | -0.049157 | -0.103448 | 0.048468 | -0.125827 | 0.032679 | 0.053648 | Male | 32 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
70 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | c1532a0d-51c0-4842-82b2-bc5d0d98101e | no_churn | 0.046857 | 0 | no_churn | 0.132874 | 0.007111 | 0.097361 | 0.122172 | 0.051204 | -0.076168 | 0.130929 | 0.093823 | Female | 63 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
56 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 7c5959ee-aacd-4040-a918-e44879bf89de | churn | 0.016238 | 1 | churn | -0.034895 | -0.003784 | -0.000755 | -0.041099 | 0.010771 | -0.130532 | -0.036625 | -0.032108 | Male | 71 | No | No | Disabled | Suburban | High School or Below | 1,671,948,000 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | 0hrs | Disabled | 0c959798-9344-4e94-a591-548be6245095 | no_churn | 0.015144 | 0 | no_churn | -0.13182 | -0.003114 | 0.00609 | 0.028328 | -0.004514 | -0.125093 | -0.017985 | -0.020918 | Male | 27 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,948,000 |
71 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 80d4573d-e36b-4afc-81ce-580e0216ec54 | no_churn | 0.002468 | 0 | no_churn | -0.077137 | -0.003992 | -0.011924 | -0.021057 | 0.000876 | -0.111252 | -0.019695 | -0.024845 | Male | 29 | No | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
32 | Yes | No | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 7c102d47-eb2b-498e-9936-f7d58849db97 | no_churn | 0.126788 | 0 | no_churn | -0.032759 | -0.001714 | -0.022422 | 0.018078 | -0.056745 | -0.050252 | -0.080497 | -0.032715 | Male | 63 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
2 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 1268616a-8028-4e2b-b740-c9bbad164def | no_churn | 0.082267 | 0 | no_churn | 0.081817 | -0.006487 | -0.020009 | -0.055236 | -0.030155 | -0.161326 | -0.028802 | -0.035494 | Female | 66 | Yes | Yes | Unemployed | Rural | Master | 1,671,948,000 |
7 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 28dfcb16-53dd-40d8-a84f-dcea9495ff12 | no_churn | 0.651008 | 1 | churn | 0.105707 | 0.000057 | 0.006032 | 0.024622 | 0.102135 | 0.153404 | 0.12686 | 0.142157 | Female | 52 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,948,000 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c8cba49d-d0a9-406f-b9c2-a7d7ae7834e6 | no_churn | 0.25624 | 0 | no_churn | -0.079704 | -0.002784 | -0.001635 | 0.113437 | -0.016702 | 0.087664 | -0.021592 | -0.039723 | Female | 35 | No | Yes | Employed | Suburban | High School or Below | 1,671,948,000 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9ed3b18e-1634-4b28-b32e-e7efde0f2a64 | churn | 0.283128 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Male | 33 | No | Yes | Unemployed | Suburban | College | 1,671,948,000 |
41 | No | No phone service | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 80b1c876-e8ea-4c89-96d3-9e29e5babf3f | no_churn | 0.060351 | 0 | no_churn | -0.023736 | -0.008471 | 0.015996 | -0.064678 | 0.019115 | -0.112195 | -0.021316 | -0.03374 | Male | 41 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,948,000 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0c8681da-790f-4355-88d5-452f4ec6c0fe | no_churn | 0.470148 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 80 | No | No | Unemployed | Rural | College | 1,671,948,000 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 34d0b173-b3cf-4b93-9154-6dc59b9f1583 | churn | 0.667018 | 1 | churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 20 | No | Yes | Employed | Rural | Bachelor | 1,671,948,000 |
20 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 23861dbe-e2fe-4fe7-a6a7-b6f00d3d82be | no_churn | 0.023989 | 0 | no_churn | -0.043937 | -0.008496 | -0.024801 | -0.038225 | 0.001274 | -0.081731 | -0.034203 | -0.038908 | Female | 55 | No | No | Employed | Suburban | College | 1,671,948,000 |
35 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8e624dcf-d4ab-4719-8a84-7dd4715460f6 | churn | 0.287869 | 1 | churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Female | 51 | Yes | No | Employed | Suburban | Bachelor | 1,671,948,000 |
63 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 63680bdf-94f7-41c3-a414-d080a5afb8a4 | no_churn | 0.008206 | 0 | no_churn | -0.045753 | -0.002835 | -0.008615 | -0.02022 | -0.012133 | -0.146069 | -0.012974 | -0.020426 | Male | 55 | No | Yes | Employed | Suburban | Bachelor | 1,671,948,000 |
24 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 627c3267-5504-4f4b-a6cd-f7d516f97b58 | no_churn | 0.525674 | 1 | churn | 0.041208 | 0.140656 | 0.063238 | 0.047974 | -0.024609 | 0.122663 | 0.056755 | 0.043089 | Female | 50 | Yes | Yes | Disabled | Suburban | High School or Below | 1,671,948,000 |
24 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | edfe0633-a8e0-4928-817a-517abcfbb3bb | no_churn | 0.008512 | 0 | no_churn | -0.052036 | -0.00537 | -0.030194 | -0.017659 | 0.012853 | -0.102288 | -0.033495 | -0.040837 | Male | 45 | Yes | No | Employed | Rural | Bachelor | 1,671,948,000 |
68 | Yes | Yes | High Speed | In_Store_Support | One year | <50hrs | Active | 5bece36b-d861-45c4-bf57-acdbedfd9943 | no_churn | 0.171799 | 0 | no_churn | -0.086654 | -0.001339 | 0.033874 | -0.017239 | -0.036597 | -0.053299 | 0.072808 | 0.059421 | Male | 71 | No | No | Unemployed | Urban | Bachelor | 1,671,948,000 |
42 | No | No phone service | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 1abb90ea-8e30-4998-b20a-712efd8df836 | no_churn | 0.031364 | 0 | no_churn | -0.00503 | 0.017707 | 0.003345 | -0.016656 | -0.013718 | -0.159658 | -0.01103 | -0.013985 | Female | 52 | No | No | Employed | Rural | Bachelor | 1,671,948,000 |
64 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | e44828a1-dadd-41e8-9c41-599a234307db | no_churn | 0.066089 | 0 | no_churn | -0.164859 | -0.003414 | -0.002343 | 0.030287 | -0.026577 | -0.114507 | 0.015512 | 0.016873 | Male | 41 | Yes | No | Employed | Suburban | Master | 1,671,948,000 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f974cb74-d98c-4866-8e00-8bb7d18978c3 | no_churn | 0.415259 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 38 | No | No | Unemployed | Suburban | College | 1,671,948,000 |
72 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 21d57716-7964-4f3d-a19a-34f1d096d352 | no_churn | 0.001754 | 0 | no_churn | -0.059993 | -0.003276 | -0.008105 | -0.017223 | -0.011626 | -0.143358 | -0.011162 | -0.014282 | Female | 65 | No | No | Employed | Suburban | Bachelor | 1,671,948,000 |
22 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 65546b99-4b62-4f38-b0ae-08c4117c906a | no_churn | 0.010034 | 0 | no_churn | -0.021188 | -0.002879 | 0.014791 | -0.04319 | -0.005006 | -0.132926 | -0.032327 | -0.035635 | Male | 55 | Yes | Yes | Unemployed | Urban | Bachelor | 1,671,948,000 |
30 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | af8e66de-04ac-4ef6-91e9-50a2e1342cdc | churn | 0.636544 | 1 | churn | 0.04701 | -0.002928 | 0.13093 | 0.120321 | 0.04833 | 0.134388 | 0.170545 | 0.062377 | Male | 21 | No | Yes | Unemployed | Suburban | College | 1,671,948,000 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9bfd297c-1c37-4eae-9fbc-34aa966fadf4 | churn | 0.478714 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Female | 37 | No | Yes | Employed | Suburban | College | 1,671,948,000 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 87b52adb-1701-42ba-930f-2a083dd82e83 | churn | 0.734812 | 1 | churn | 0.17226 | -0.007192 | -0.050385 | 0.047243 | 0.048837 | 0.126232 | 0.053153 | 0.099158 | Male | 75 | Yes | No | Employed | Suburban | College | 1,671,948,000 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 115c9e8d-e7d0-4750-b3c5-6fd20899e71c | no_churn | 0.12168 | 0 | no_churn | -0.049522 | -0.008992 | -0.056611 | -0.082804 | 0.016822 | 0.051425 | -0.062422 | -0.072922 | Female | 71 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,948,000 |
2 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | b3ab081b-0ca2-496f-b7ad-83d9e8615b53 | churn | 0.853412 | 1 | churn | 0.155679 | -0.005681 | 0.021724 | 0.02941 | 0.033836 | 0.142106 | 0.045445 | 0.09736 | Female | 66 | Yes | No | Employed | Urban | High School or Below | 1,671,948,000 |
46 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | db0f5419-a5b0-440c-aa2d-5d125d3ece2f | no_churn | 0.161945 | 0 | no_churn | -0.108612 | -0.006323 | 0.008706 | -0.046251 | -0.081489 | 0.032538 | -0.040032 | -0.020897 | Female | 40 | Yes | Yes | Employed | Suburban | Master | 1,671,948,000 |
6 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 618ec98b-ddf3-4c02-8b0e-5177a46b7475 | no_churn | 0.074185 | 0 | no_churn | 0.026644 | -0.015828 | -0.027155 | -0.041663 | -0.012496 | 0.060492 | -0.036129 | -0.020594 | Female | 21 | Yes | No | Employed | Rural | Bachelor | 1,671,948,000 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 01c79446-c3f1-4660-bae5-02ae6f1c4fc3 | no_churn | 0.06571 | 0 | no_churn | -0.168918 | -0.002493 | -0.004575 | 0.008225 | -0.058956 | -0.101205 | 0.013007 | 0.045888 | Female | 50 | No | Yes | Employed | Rural | Master | 1,671,948,000 |
56 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | e95ca491-c330-4ffd-9f37-a4435ba90420 | no_churn | 0.041352 | 0 | no_churn | -0.030503 | -0.003502 | 0.005971 | -0.0096 | -0.083607 | -0.117996 | -0.017082 | -0.012707 | Female | 29 | No | No | Unemployed | Suburban | High School or Below | 1,671,948,000 |
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