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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
29 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f0127114-d34e-47cd-86e1-5f679f70da1a | no_churn | 0.039082 | 0 | no_churn | 0.063919 | 0.192646 | 0.090386 | 0.014589 | 0.085263 | 0.136546 | 0.009106 | -0.001482 | Female | 64 | No | No | Employed | Urban | Bachelor | 1,673,244,000 |
9 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 307c2825-5aa3-4d95-ae1b-4dc61ba3986d | no_churn | 0.170321 | 0 | no_churn | 0.142272 | -0.008507 | 0.01509 | 0.082266 | 0.007903 | 0.092885 | -0.018822 | 0.007694 | Female | 73 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
10 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | cf083c22-89a8-4688-9051-53c73958e62b | churn | 0.874535 | 1 | churn | -0.025409 | -0.006929 | -0.061581 | -0.120254 | 0.028094 | 0.065783 | 0.022955 | 0.08185 | Female | 74 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | c38a17cb-cfc7-4db1-b046-0cd58e7131f9 | churn | 0.898137 | 1 | churn | 0.363996 | -0.003773 | -0.023682 | 0.050704 | 0.044275 | 0.157237 | 0.098271 | 0.043945 | Male | 53 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d56b8cf2-8e00-4c37-a0e9-b42ab839aea7 | no_churn | 0.263569 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Male | 26 | No | No | Employed | Suburban | Doctor | 1,673,244,000 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 234b3406-5525-4212-8d66-9fe88be2c30a | churn | 0.437962 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Male | 80 | Yes | Yes | Disabled | Suburban | College | 1,673,244,000 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | df89d900-884b-4fbd-8cf0-ea7977d5dce5 | churn | 0.757179 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Male | 52 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
43 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 89d459d1-580d-47b6-860e-018f44e96c6e | no_churn | 0.096625 | 0 | no_churn | -0.12259 | -0.002476 | 0.027473 | -0.058418 | 0.021246 | 0.072906 | 0.064798 | 0.028035 | Male | 52 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f0627723-c09b-48b0-a557-1f09b354940d | churn | 0.091919 | 1 | churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Male | 24 | Yes | No | Unemployed | Rural | Bachelor | 1,673,244,000 |
62 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | 100hrs+ | Active | 4e2c89a2-a7d9-4a3c-ad22-e47c769ca34e | no_churn | 0.115781 | 0 | no_churn | 0.063728 | 0.001975 | 0.037812 | 0.100777 | 0.131614 | 0.026863 | 0.122693 | 0.115511 | Female | 48 | Yes | Yes | Employed | Rural | High School or Below | 1,673,244,000 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4c496b8c-c919-47e2-af1b-136ddc58e7d1 | no_churn | 0.111168 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 55 | No | Yes | Retired | Urban | High School or Below | 1,673,244,000 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 70cad2cb-6e57-4210-b295-4ae06f68aaa9 | churn | 0.091919 | 1 | churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Male | 31 | Yes | Yes | Unemployed | Suburban | College | 1,673,244,000 |
8 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e89db32e-cc0f-4277-8bf4-3e6b738b50bc | no_churn | 0.069983 | 0 | no_churn | 0.092419 | -0.013118 | 0.010424 | -0.037118 | 0.069426 | 0.091397 | -0.041665 | -0.057559 | Female | 24 | No | No | Unemployed | Suburban | College | 1,673,244,000 |
72 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0f63a771-13cd-462c-b934-46a7d7df9fed | no_churn | 0.002214 | 0 | no_churn | -0.131118 | -0.002279 | 0.030604 | 0.024775 | 0.052951 | 0.076604 | -0.025505 | -0.046058 | Male | 54 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
23 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 18a1d0af-7406-4dfc-9b67-fa2c5946e2b6 | no_churn | 0.128976 | 0 | no_churn | -0.116808 | -0.007133 | -0.034213 | -0.042855 | -0.028061 | 0.041407 | -0.023745 | -0.019283 | Female | 29 | Yes | No | Unemployed | Rural | College | 1,673,244,000 |
27 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 4bddfc98-3ff4-4c1a-9a0a-7c76aff1d063 | no_churn | 0.011754 | 0 | no_churn | -0.054649 | -0.00472 | -0.022262 | -0.026701 | -0.031938 | -0.096839 | -0.01632 | -0.015597 | Male | 29 | No | No | Unemployed | Urban | College | 1,673,244,000 |
68 | Yes | Yes | High Speed | Phone_Support | One year | <50hrs | Active | f097a951-637a-4c20-85e1-eaec2226e004 | no_churn | 0.09002 | 0 | no_churn | -0.03724 | -0.001186 | 0.042764 | -0.070133 | 0.047872 | -0.144693 | 0.049726 | 0.077753 | Female | 71 | No | Yes | Employed | Urban | College | 1,673,244,000 |
61 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | 524ebe88-d090-4556-b3c2-b8ae0bdd63fa | churn | 0.329115 | 1 | churn | -0.133944 | -0.001957 | 0.022487 | 0.025253 | -0.044025 | -0.103496 | -0.023589 | 0.030246 | Female | 62 | No | No | Employed | Suburban | Master | 1,673,244,000 |
17 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 1bc8eda4-2396-4aeb-a236-26ce5f2018e0 | no_churn | 0.007915 | 0 | no_churn | 0.027028 | -0.003389 | 0.002964 | -0.076015 | 0.014523 | -0.160806 | -0.030637 | -0.032695 | Female | 48 | No | No | Employed | Rural | Bachelor | 1,673,244,000 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3a171899-004f-4592-bf1d-e34c1f46da58 | no_churn | 0.366956 | 0 | no_churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Male | 69 | No | Yes | Medical Leave | Suburban | High School or Below | 1,673,244,000 |
43 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 19414967-b605-4e8a-8a9b-3672586dca97 | no_churn | 0.136161 | 0 | no_churn | -0.029283 | -0.01095 | 0.012517 | -0.127813 | -0.043298 | 0.095766 | 0.050938 | 0.068097 | Male | 76 | No | No | Disabled | Suburban | College | 1,673,244,000 |
64 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3c7572ba-86d7-48bf-aec4-1f712138ef0f | no_churn | 0.010812 | 0 | no_churn | -0.116385 | -0.002416 | 0.038117 | 0.018118 | 0.057522 | 0.071926 | -0.021042 | -0.030199 | Female | 68 | No | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | b54edf70-02c6-46cd-8b5a-b442d08bb9d8 | churn | 0.607336 | 1 | churn | 0.193452 | -0.003678 | 0.042168 | 0.067627 | 0.075888 | 0.161454 | 0.113885 | 0.080177 | Female | 22 | No | No | Employed | Suburban | Master | 1,673,244,000 |
49 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | b23d24dd-192e-4b6e-818a-28b106c0d3ba | churn | 0.264656 | 1 | churn | -0.028462 | -0.004213 | 0.105578 | 0.111782 | -0.100373 | 0.06098 | 0.128513 | 0.058336 | Female | 30 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
48 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 3532543f-ce39-4a84-9751-b00512348e75 | no_churn | 0.216314 | 0 | no_churn | -0.061382 | -0.004629 | 0.088327 | 0.111351 | -0.018344 | 0.059903 | 0.094487 | 0.046595 | Male | 68 | Yes | No | Employed | Suburban | Bachelor | 1,673,244,000 |
67 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 72560bdc-6adf-4fb9-9f47-a0248c95474a | no_churn | 0.030434 | 0 | no_churn | -0.055981 | -0.001135 | -0.0047 | -0.005376 | -0.032046 | 0.055445 | -0.026898 | -0.038336 | Female | 41 | No | No | Disabled | Urban | Bachelor | 1,673,244,000 |
3 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 805755ed-e392-47f6-837a-c83cf88dfa2a | no_churn | 0.411109 | 0 | no_churn | 0.115722 | -0.007106 | -0.035426 | -0.038901 | -0.02605 | 0.09312 | -0.030117 | -0.046174 | Male | 37 | No | Yes | Retired | Suburban | College | 1,673,244,000 |
13 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | b560d956-5bc1-4c14-80af-421c40c50351 | churn | 0.771736 | 1 | churn | 0.115684 | -0.002866 | 0.095916 | -0.0073 | 0.16037 | 0.137687 | 0.094215 | 0.113934 | Male | 23 | Yes | Yes | Employed | Suburban | College | 1,673,244,000 |
20 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 743e01d5-e581-4005-9680-21df3cbcd0e4 | no_churn | 0.016505 | 0 | no_churn | -0.067979 | -0.009782 | -0.041635 | -0.07852 | 0.004013 | 0.042364 | -0.045368 | -0.07212 | Male | 31 | No | Yes | Employed | Urban | High School or Below | 1,673,244,000 |
15 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 9530940b-2146-4952-9747-b4ba40521ae7 | no_churn | 0.643482 | 0 | no_churn | 0.046965 | -0.002901 | 0.054055 | 0.114412 | -0.059515 | 0.092503 | 0.081688 | 0.056626 | Female | 50 | No | Yes | Employed | Urban | High School or Below | 1,673,244,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 008d46e3-1b18-4601-bcd9-59ac519b62d1 | churn | 0.834601 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 68 | No | No | Unemployed | Suburban | College | 1,673,244,000 |
18 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 91095a54-f997-446b-a3e5-f29ef2af11db | no_churn | 0.012789 | 0 | no_churn | -0.077048 | -0.010354 | 0.04261 | -0.011353 | 0.056208 | 0.072692 | -0.06083 | -0.060952 | Female | 27 | No | Yes | Employed | Rural | College | 1,673,244,000 |
32 | Yes | No | High Speed | In_Store_Support | One year | <50hrs | Active | f24ee294-a21d-4691-94a2-7c1780e65abc | no_churn | 0.089394 | 0 | no_churn | -0.050117 | -0.001918 | -0.025508 | -0.053933 | -0.038578 | -0.120124 | 0.048194 | 0.042959 | Female | 71 | No | No | Unemployed | Urban | Bachelor | 1,673,244,000 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cd242e0b-9f69-4c0f-a8ad-422c2a707866 | churn | 0.493992 | 1 | churn | 0.039429 | -0.001228 | 0.07312 | 0.060426 | 0.008267 | 0.131609 | -0.013412 | -0.025854 | Female | 43 | No | Yes | Medical Leave | Suburban | Bachelor | 1,673,244,000 |
49 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 827c4a05-449c-46c4-bf9f-c45a6c187aac | churn | 0.264656 | 1 | churn | -0.036286 | -0.00221 | 0.048777 | 0.088344 | -0.041291 | -0.204135 | 0.061807 | 0.038469 | Female | 47 | No | Yes | Employed | Urban | Bachelor | 1,673,244,000 |
71 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 16010c29-7f20-49fd-a09b-952f65b1bbb1 | no_churn | 0.022854 | 0 | no_churn | -0.102362 | -0.00155 | -0.015736 | -0.043891 | -0.060063 | 0.051256 | 0.001504 | -0.031518 | Male | 71 | Yes | No | Employed | Suburban | Master | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fdacabc6-b519-4080-8e00-d986e6029be3 | churn | 0.818933 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 27 | Yes | No | Employed | Suburban | High School or Below | 1,673,244,000 |
71 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | a08f735d-294e-4fd8-8cd5-238095f03aaa | no_churn | 0.004856 | 0 | no_churn | -0.131306 | -0.00498 | -0.004698 | -0.019954 | -0.047605 | 0.052641 | 0.016037 | 0.017505 | Female | 33 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 85fb4b1c-acf3-4d91-a24e-b30c7e2b6d79 | churn | 0.79493 | 1 | churn | 0.245503 | -0.001704 | 0.056161 | 0.068925 | 0.077107 | 0.153726 | 0.063131 | 0.058126 | Female | 21 | No | Yes | Employed | Urban | College | 1,673,244,000 |
20 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | dee4635f-7250-4407-8732-cb52b51d6b31 | no_churn | 0.400729 | 0 | no_churn | 0.099656 | -0.003851 | 0.035037 | 0.00943 | 0.109265 | 0.136634 | 0.214237 | 0.130566 | Female | 36 | Yes | No | Unemployed | Suburban | College | 1,673,244,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 58bfaa2c-3691-4bc4-8ed9-9af191ae61b8 | churn | 0.639085 | 1 | churn | 0.042043 | -0.00701 | -0.115558 | -0.041222 | -0.030965 | 0.095016 | -0.120777 | 0.010368 | Female | 23 | No | Yes | Disabled | Suburban | High School or Below | 1,673,244,000 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1bb30511-dd44-4be6-9b9c-cebb39c554b2 | churn | 0.14352 | 1 | churn | -0.156592 | -0.003387 | 0.062027 | 0.052705 | 0.03964 | 0.042845 | 0.001915 | 0.000223 | Female | 79 | No | Yes | Disabled | Suburban | Bachelor | 1,673,244,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6ad8ae54-3b9a-4835-94d8-65e71eb7430a | churn | 0.863913 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 45 | No | No | Medical Leave | Suburban | College | 1,673,244,000 |
37 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d666fe20-c0e8-4dd5-b89e-b15b7e130438 | no_churn | 0.094678 | 0 | no_churn | -0.128372 | -0.010711 | -0.079002 | 0.070656 | -0.050393 | 0.052284 | -0.010449 | -0.008066 | Female | 29 | Yes | No | Employed | Suburban | College | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 9d64de77-23a0-480f-a9b5-d65f7c133634 | churn | 0.880348 | 1 | churn | 0.220842 | -0.005909 | -0.061361 | 0.083931 | 0.036071 | 0.142791 | 0.000402 | 0.013149 | Female | 38 | No | No | Retired | Suburban | Bachelor | 1,673,244,000 |
52 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b8be4750-ce4e-4792-85b7-38bc60fee23a | churn | 0.026741 | 0 | no_churn | -0.119149 | -0.000037 | 0.055449 | 0.007078 | 0.063993 | 0.132254 | 0.093567 | 0.117818 | Female | 54 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
8 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 122b0d0d-3adc-4f61-9262-86098fc1337c | no_churn | 0.748911 | 0 | no_churn | -0.049999 | -0.008846 | 0.028421 | -0.128072 | -0.073503 | 0.050895 | 0.029307 | 0.04596 | Female | 36 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,244,000 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7ca379f6-8c73-4275-b3c5-e137394d1c60 | no_churn | 0.005546 | 0 | no_churn | -0.105038 | -0.006346 | -0.034191 | -0.032599 | -0.06161 | 0.033616 | -0.017203 | -0.025656 | Male | 43 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
9 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 56b6cc1b-8ed4-425f-a1e7-d3a42cb43b4b | churn | 0.174323 | 1 | churn | 0.120252 | -0.010514 | -0.029916 | 0.020591 | 0.025976 | 0.100657 | -0.030683 | -0.042837 | Female | 21 | No | No | Retired | Suburban | Bachelor | 1,673,244,000 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e1cc2c46-a7d3-4d7b-9206-f08bf82b19c9 | churn | 0.165154 | 0 | no_churn | -0.160391 | 0.000109 | 0.037395 | -0.014807 | 0.031332 | 0.117723 | 0.127899 | 0.123049 | Female | 58 | No | Yes | Employed | Urban | Doctor | 1,673,244,000 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 9abf0ece-bc05-47e6-9e8f-66743992fc41 | no_churn | 0.356223 | 0 | no_churn | 0.045733 | -0.002276 | 0.132004 | 0.098211 | 0.102545 | 0.14405 | 0.091055 | 0.044271 | Female | 54 | No | No | Employed | Urban | College | 1,673,244,000 |
27 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | c41e2247-122f-4aff-85e4-1f5d08ae8297 | no_churn | 0.011754 | 0 | no_churn | -0.054649 | -0.00472 | -0.022262 | -0.026701 | -0.031938 | -0.096839 | -0.01632 | -0.015597 | Male | 41 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
3 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 80fa80fe-1f20-49c7-9536-65c1e36003cb | churn | 0.226404 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 29 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
9 | No | No phone service | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 414aec43-bffd-4297-93de-fccc0ecfb0b8 | churn | 0.599821 | 1 | churn | -0.023097 | 0.027894 | -0.058967 | -0.111367 | -0.027121 | 0.075286 | -0.037271 | 0.035617 | Female | 45 | No | No | Employed | Suburban | Doctor | 1,673,244,000 |
38 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 97743c94-7e3a-427d-abee-209a3cb97f78 | no_churn | 0.016996 | 0 | no_churn | -0.202101 | -0.010064 | -0.024095 | -0.03321 | 0.027502 | 0.015608 | 0.021474 | 0.031383 | Male | 73 | No | Yes | Employed | Urban | High School or Below | 1,673,244,000 |
16 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 6c3cc8c3-f352-4051-a02a-c9054c109262 | no_churn | 0.047698 | 0 | no_churn | 0.002453 | -0.007591 | -0.016334 | -0.016586 | -0.024134 | -0.131166 | -0.034037 | -0.04163 | Male | 47 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
23 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | adb9c5e3-f2a9-4fcf-99e8-9c00a8a51703 | no_churn | 0.69175 | 1 | churn | 0.034154 | -0.005511 | 0.154184 | 0.06377 | 0.159198 | 0.087321 | 0.110086 | 0.072772 | Male | 50 | Yes | No | Medical Leave | Suburban | Master | 1,673,244,000 |
51 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b20ebb90-9b49-4fe1-8a71-a2f71278e7fc | no_churn | 0.035382 | 0 | no_churn | -0.069596 | -0.005393 | 0.026071 | -0.02834 | -0.150461 | 0.039233 | -0.023923 | -0.013284 | Female | 41 | Yes | No | Medical Leave | Rural | High School or Below | 1,673,244,000 |
23 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 72df782d-28fc-4b87-9160-3e3a582aa430 | no_churn | 0.045152 | 0 | no_churn | -0.112887 | -0.011288 | -0.053337 | -0.032245 | -0.001433 | 0.038162 | -0.039693 | -0.056306 | Female | 41 | No | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
2 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 1b815e3e-4953-40ac-9d6c-d6dac1d6d47c | no_churn | 0.396383 | 0 | no_churn | 0.260501 | 0.130281 | 0.035012 | -0.034549 | -0.023817 | 0.146345 | 0.035402 | 0.018466 | Female | 29 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
72 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 689b3e34-07ff-4a41-b09d-c9ac51bdc39a | no_churn | 0.011842 | 0 | no_churn | -0.206349 | -0.001829 | 0.011517 | -0.022532 | 0.050899 | 0.058072 | -0.003576 | 0.064771 | Female | 27 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
72 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 158ff27c-614e-42c5-ac4d-dca39f390795 | no_churn | 0.004429 | 0 | no_churn | -0.214204 | 0.000043 | -0.018506 | -0.017619 | 0.04571 | 0.093497 | 0.052367 | 0.097019 | Female | 80 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
23 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8a9a28ba-952e-4524-b02d-80de509462b1 | no_churn | 0.074924 | 0 | no_churn | -0.116808 | -0.007133 | -0.034213 | -0.042855 | -0.028061 | 0.041407 | -0.023745 | -0.019283 | Female | 76 | Yes | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
9 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c791a996-b3cd-4915-a1ca-7250a960ab9c | churn | 0.174323 | 1 | churn | 0.120252 | -0.010514 | -0.029916 | 0.020591 | 0.025976 | 0.100657 | -0.030683 | -0.042837 | Female | 44 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,244,000 |
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3d0a47e8-d8bb-4fc8-97bc-a87bc9a049f7 | churn | 0.488427 | 1 | churn | -0.085822 | -0.004668 | 0.042738 | 0.047329 | 0.022899 | 0.071658 | -0.046125 | 0.004333 | Female | 32 | No | No | Employed | Suburban | College | 1,673,244,000 |
23 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0a976b06-45c4-480d-8099-3da0108fa4f4 | no_churn | 0.045152 | 0 | no_churn | -0.112887 | -0.011288 | -0.053337 | -0.032245 | -0.001433 | 0.038162 | -0.039693 | -0.056306 | Male | 52 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 970654e9-a51e-4c34-970f-40ce7c65cdfa | no_churn | 0.174058 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Male | 37 | No | Yes | Disabled | Rural | High School or Below | 1,673,244,000 |
3 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | afd0096f-80d5-4465-9e89-5fe995361646 | churn | 0.226404 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Male | 40 | No | No | Employed | Urban | Bachelor | 1,673,244,000 |
27 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | af3c37b2-f65a-4ec9-9504-b55ec702c5bf | no_churn | 0.448763 | 0 | no_churn | -0.158062 | -0.002392 | -0.062916 | -0.132167 | 0.032737 | 0.042658 | -0.036767 | 0.067882 | Male | 31 | Yes | No | Employed | Suburban | Bachelor | 1,673,244,000 |
12 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 73493b2e-53d2-4436-ba47-4f3d5c9afd35 | no_churn | 0.008803 | 0 | no_churn | -0.01684 | -0.004114 | 0.00751 | -0.06001 | -0.025784 | -0.129246 | -0.019904 | -0.020638 | Male | 51 | No | No | Employed | Suburban | College | 1,673,244,000 |
54 | Yes | No | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | c7007808-2ecb-478b-9445-e6398f19081d | no_churn | 0.240337 | 0 | no_churn | -0.149718 | -0.003163 | -0.060774 | 0.016659 | -0.046257 | -0.054327 | 0.006594 | 0.041961 | Female | 27 | Yes | No | Employed | Suburban | College | 1,673,244,000 |
9 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 61aa8237-a0c5-4c47-9d6b-8d50398bc580 | no_churn | 0.170321 | 0 | no_churn | 0.142272 | -0.008507 | 0.01509 | 0.082266 | 0.007903 | 0.092885 | -0.018822 | 0.007694 | Male | 78 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | d8e171ef-e5ec-4f07-b0b5-996908b39c22 | churn | 0.880348 | 1 | churn | 0.220842 | -0.005909 | -0.061361 | 0.083931 | 0.036071 | 0.142791 | 0.000402 | 0.013149 | Female | 66 | No | Yes | Retired | Rural | Doctor | 1,673,244,000 |
72 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 9be3246e-b43a-43b0-8041-d6c8aca5a9dd | no_churn | 0.070068 | 0 | no_churn | -0.16268 | -0.00158 | 0.013659 | -0.007209 | -0.078192 | 0.057456 | 0.019787 | 0.059732 | Female | 23 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
34 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | 3438bcc7-6a6f-433f-ac4b-20100bd3328e | churn | 0.054056 | 1 | churn | 0.015674 | -0.001392 | 0.04259 | -0.002384 | -0.078748 | -0.019642 | -0.009802 | -0.015323 | Male | 66 | Yes | No | Retired | Rural | High School or Below | 1,673,244,000 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0a872bdb-c4e3-42b2-8fc9-2c979402f7a0 | churn | 0.596248 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Female | 46 | No | Yes | Retired | Suburban | College | 1,673,244,000 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 39c338e8-97a4-4b08-a9bb-e959cf65ff7e | no_churn | 0.009548 | 0 | no_churn | -0.058348 | -0.002922 | 0.008997 | -0.01582 | 0.007424 | -0.167728 | -0.019657 | -0.020972 | Male | 78 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
54 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b8753947-2dc0-4527-a1d2-0161283313b5 | no_churn | 0.102913 | 0 | no_churn | -0.195761 | -0.003349 | -0.044283 | -0.155121 | 0.026975 | 0.02969 | 0.044328 | 0.058494 | Male | 73 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,244,000 |
2 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cbd18e36-be84-42f4-9fa9-49969b4fed62 | churn | 0.145214 | 1 | churn | 0.104646 | -0.008306 | -0.020163 | -0.088875 | -0.046848 | 0.082932 | -0.049173 | -0.072328 | Female | 71 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
43 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 199791df-3637-4b01-a097-25fe33410aef | no_churn | 0.136161 | 0 | no_churn | -0.029283 | -0.01095 | 0.012517 | -0.127813 | -0.043298 | 0.095766 | 0.050938 | 0.068097 | Male | 52 | No | No | Unemployed | Urban | High School or Below | 1,673,244,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 5c599d5d-1f82-4c8f-b66c-a0751146e809 | churn | 0.79493 | 1 | churn | 0.245503 | -0.001704 | 0.056161 | 0.068925 | 0.077107 | 0.153726 | 0.063131 | 0.058126 | Male | 20 | No | Yes | Employed | Urban | High School or Below | 1,673,244,000 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 40cb00fb-53bb-407c-b5a1-fdd589e4d24c | no_churn | 0.094552 | 0 | no_churn | -0.168918 | -0.002493 | -0.004575 | 0.008225 | -0.058956 | -0.101205 | 0.013007 | 0.045888 | Female | 45 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
17 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | fc0ef549-656f-4dbd-8d56-71606d7ae1bd | churn | 0.605327 | 1 | churn | 0.172792 | -0.004214 | 0.052199 | 0.060285 | 0.150936 | 0.138472 | 0.07891 | 0.039926 | Female | 46 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,673,244,000 |
58 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 2717af44-98f1-4a34-b426-e493035e898a | no_churn | 0.129183 | 0 | no_churn | -0.068265 | -0.001507 | 0.068456 | 0.058569 | 0.08877 | 0.085654 | -0.02185 | -0.018187 | Female | 59 | No | Yes | Employed | Urban | Master | 1,673,244,000 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | bd675fff-5bc4-42eb-b8fe-611ad90a5abb | no_churn | 0.443983 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 48 | No | No | Unemployed | Suburban | Master | 1,673,244,000 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ecb3f60b-bf21-4c8a-9e0c-466d2da68b45 | no_churn | 0.005546 | 0 | no_churn | -0.105038 | -0.006346 | -0.034191 | -0.032599 | -0.06161 | 0.033616 | -0.017203 | -0.025656 | Female | 74 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
0 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 14c90c61-78dd-45aa-abb4-fb2b108d20ce | no_churn | 0.024674 | 0 | no_churn | 0.246911 | 0.130393 | 0.038797 | 0.040388 | 0.079171 | 0.15313 | -0.013003 | -0.001063 | Female | 49 | No | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
45 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 95c84fdf-8b2e-4081-a146-fa9c669fae17 | no_churn | 0.0148 | 0 | no_churn | -0.131309 | -0.005648 | -0.077247 | -0.014136 | 0.029473 | 0.040995 | -0.031765 | -0.043674 | Female | 77 | No | No | Disabled | Suburban | Master | 1,673,244,000 |
70 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 837a2a36-b6bf-4d67-8a08-51c009542fdc | churn | 0.128913 | 1 | churn | -0.072775 | 0.001658 | 0.032605 | 0.01504 | 0.094817 | 0.106328 | 0.123592 | 0.103042 | Male | 31 | No | Yes | Retired | Urban | College | 1,673,244,000 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 100hrs+ | Active | 6afa5074-a2b7-4519-bbb3-07ea3704556b | no_churn | 0.165154 | 0 | no_churn | -0.128764 | -0.002256 | 0.007667 | -0.050377 | 0.012737 | -0.206143 | 0.049472 | 0.058637 | Female | 61 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 802bf765-ef98-4d44-96af-dd0377ea1719 | churn | 0.653132 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Male | 78 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0169159e-7487-4d72-9b11-76c6bc60f502 | no_churn | 0.239475 | 0 | no_churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Male | 65 | Yes | No | Medical Leave | Suburban | High School or Below | 1,673,244,000 |
72 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2bbf0f09-6c90-432b-8274-880b3209bb9e | no_churn | 0.005511 | 0 | no_churn | -0.10492 | -0.004708 | -0.052885 | -0.04342 | -0.029613 | 0.034541 | -0.018638 | -0.049383 | Female | 41 | No | No | Employed | Urban | College | 1,673,244,000 |
48 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 754b3479-aeba-4988-961f-dfe9a851d05b | no_churn | 0.335144 | 0 | no_churn | 0.051888 | -0.002097 | 0.057914 | 0.11399 | 0.09989 | 0.137499 | 0.114922 | 0.060301 | Female | 53 | No | Yes | Unemployed | Suburban | College | 1,673,244,000 |
8 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 64143f5f-f9ab-4a9c-9659-c5e7015e143a | no_churn | 0.748911 | 0 | no_churn | -0.049999 | -0.008846 | 0.028421 | -0.128072 | -0.073503 | 0.050895 | 0.029307 | 0.04596 | Male | 48 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
22 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b9297600-6ded-4c25-beaa-f33c17ae54fc | churn | 0.207408 | 1 | churn | -0.044529 | -0.008502 | -0.02955 | -0.035377 | -0.050242 | 0.050337 | -0.037508 | -0.069905 | Female | 35 | No | No | Employed | Urban | Bachelor | 1,673,244,000 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e751bdf9-a581-4314-acc0-3ef8f4e0e01d | no_churn | 0.009548 | 0 | no_churn | -0.091878 | -0.001938 | 0.040507 | 0.000776 | 0.060389 | 0.07154 | -0.024347 | -0.031535 | Female | 74 | No | Yes | Unemployed | Suburban | College | 1,673,244,000 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 24d36ef6-0e9c-4cd3-9a50-20a240f9b1c9 | churn | 0.697126 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 20 | No | No | Disabled | Suburban | Bachelor | 1,673,244,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 747e6398-6dac-4d64-9475-dc36d9704563 | no_churn | 0.888535 | 0 | no_churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 62 | Yes | No | Employed | Urban | Master | 1,673,244,000 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 3f7bbffe-8a39-4e2f-8cf6-b8515ba01d50 | churn | 0.607336 | 1 | churn | 0.193452 | -0.003678 | 0.042168 | 0.067627 | 0.075888 | 0.161454 | 0.113885 | 0.080177 | Male | 32 | No | No | Unemployed | Urban | High School or Below | 1,673,244,000 |
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