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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
21 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b0cdda27-7860-4300-a284-fc229e2d76a2 | no_churn | 0.122581 | 0 | no_churn | 0.102732 | 0.125144 | 0.057155 | 0.119998 | 0.08525 | 0.117264 | -0.007189 | -0.022713 | Male | 67 | No | No | Unemployed | Urban | Bachelor | 1,673,071,200 |
10 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | feba8be7-3cb3-4ed3-923e-3904a9feccfe | churn | 0.836146 | 1 | churn | 0.130341 | 0.001054 | 0.089928 | -0.000827 | -0.002896 | 0.138326 | 0.143002 | 0.103463 | Male | 31 | No | No | Employed | Suburban | High School or Below | 1,673,071,200 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 36a1626b-24ba-4b92-815e-5e8d55dda38f | no_churn | 0.55615 | 0 | no_churn | -0.001164 | -0.003352 | -0.019597 | 0.003127 | 0.001841 | 0.108102 | 0.085132 | 0.067551 | Male | 78 | No | Yes | Employed | Suburban | Bachelor | 1,673,071,200 |
33 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 73f975c9-bd98-4230-9135-831921b37c8b | no_churn | 0.612274 | 0 | no_churn | -0.147248 | -0.003053 | 0.057071 | -0.042391 | 0.042769 | 0.046715 | -0.020702 | -0.04 | Male | 48 | No | No | Employed | Suburban | Bachelor | 1,673,071,200 |
67 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d5a14509-e80e-4d18-9197-ad7021f929a7 | no_churn | 0.013411 | 0 | no_churn | -0.043235 | -0.003661 | -0.000711 | -0.034279 | -0.001738 | 0.05374 | -0.018172 | -0.01097 | Male | 42 | No | Yes | Unemployed | Suburban | College | 1,673,071,200 |
63 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ee78ffb4-4b34-4b0e-941f-5a2bacfcea3d | no_churn | 0.004834 | 0 | no_churn | -0.090869 | -0.002439 | 0.047397 | -0.013266 | 0.061205 | 0.079151 | -0.016168 | -0.02592 | Male | 57 | No | No | Medical Leave | Urban | College | 1,673,071,200 |
71 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bba40874-30ac-4335-9e58-777f1e6a439e | no_churn | 0.008215 | 0 | no_churn | -0.068576 | -0.00346 | -0.09088 | -0.001634 | -0.003346 | 0.051529 | -0.010401 | -0.032259 | Female | 59 | No | No | Unemployed | Suburban | High School or Below | 1,673,071,200 |
46 | No | No phone service | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 4654fb35-fc29-43fa-b95e-5c7411934a87 | no_churn | 0.012657 | 0 | no_churn | -0.057328 | 0.029009 | 0.011736 | -0.027357 | -0.013853 | -0.190099 | -0.011571 | -0.009564 | Male | 59 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
52 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | d8075505-63b2-49b7-a3bb-689847ded127 | no_churn | 0.005271 | 0 | no_churn | -0.064369 | -0.002973 | 0.000692 | -0.053174 | 0.011983 | -0.109921 | -0.025553 | -0.025711 | Female | 43 | Yes | No | Employed | Suburban | Bachelor | 1,673,071,200 |
11 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8a15d373-e586-4ac2-a266-f2b00dcbc9f4 | churn | 0.382413 | 1 | churn | -0.063772 | -0.096983 | -0.063092 | -0.037015 | 0.035124 | 0.055841 | -0.048411 | -0.040719 | Female | 21 | No | Yes | Unemployed | Suburban | Master | 1,673,071,200 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | 985a26ab-ebeb-455c-a7c5-2621b0ff910b | no_churn | 0.034835 | 0 | no_churn | -0.113517 | -0.00349 | 0.024144 | 0.038461 | -0.134154 | 0.050689 | 0.044509 | 0.045832 | Male | 53 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,071,200 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 48207c91-6987-4558-93af-dfbfb797582b | churn | 0.704294 | 1 | churn | -0.120613 | -0.00179 | 0.013217 | -0.002381 | 0.062425 | 0.021264 | -0.01131 | 0.024162 | Female | 27 | Yes | No | Employed | Suburban | College | 1,673,071,200 |
29 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 94444150-b865-4853-848a-0193ac16f3cf | churn | 0.464291 | 1 | churn | 0.014703 | -0.007793 | -0.015711 | 0.121006 | 0.054778 | 0.105027 | -0.000249 | 0.010097 | Female | 52 | No | Yes | Employed | Rural | Bachelor | 1,673,071,200 |
39 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d45d071c-d7d0-4dbf-8908-9ba0bd78b7d1 | no_churn | 0.02074 | 0 | no_churn | -0.0596 | -0.015967 | -0.01093 | -0.047173 | -0.10385 | 0.035836 | -0.04176 | -0.023082 | Male | 32 | No | Yes | Unemployed | Suburban | College | 1,673,071,200 |
18 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 3dc46a4d-3ac4-48ba-80c0-398ee52bb4a4 | no_churn | 0.495268 | 0 | no_churn | -0.119614 | -0.00632 | 0.066713 | 0.062724 | -0.017455 | 0.084556 | -0.036752 | -0.040047 | Male | 45 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 556cbf62-3f74-40ad-a9a1-9b2088b3bc30 | no_churn | 0.002378 | 0 | no_churn | -0.080753 | -0.003509 | 0.006071 | -0.010925 | 0.007978 | -0.146652 | -0.017508 | -0.023728 | Female | 69 | Yes | Yes | Employed | Rural | College | 1,673,071,200 |
4 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1d27f9a4-e35e-4a7d-9af6-004837a0c0c3 | no_churn | 0.3196 | 0 | no_churn | 0.157525 | 0.066548 | 0.037229 | -0.059335 | -0.025146 | 0.112588 | -0.028306 | 0.004601 | Male | 40 | No | No | Employed | Suburban | College | 1,673,071,200 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 14ce516e-cd0f-479b-9782-2bac6f2e94a1 | churn | 0.655117 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 72 | No | Yes | Unemployed | Urban | Bachelor | 1,673,071,200 |
21 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e04b38cd-4f58-49cb-9b74-77bf0d686d5e | no_churn | 0.122581 | 0 | no_churn | 0.102732 | 0.125144 | 0.057155 | 0.119998 | 0.08525 | 0.117264 | -0.007189 | -0.022713 | Male | 63 | No | No | Employed | Suburban | College | 1,673,071,200 |
5 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6f4077a2-aba1-4db1-a556-e72ce6235083 | no_churn | 0.125643 | 0 | no_churn | 0.049937 | -0.013795 | -0.045202 | -0.00365 | -0.092594 | 0.06246 | -0.035469 | -0.029173 | Female | 72 | No | No | Employed | Urban | Bachelor | 1,673,071,200 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ebe3c793-51a9-4a47-bf86-e0eff5b29404 | no_churn | 0.498625 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 78 | No | No | Employed | Suburban | Bachelor | 1,673,071,200 |
71 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ff5c5d8e-165a-426c-a16b-f08f39b43576 | no_churn | 0.002378 | 0 | no_churn | -0.130325 | -0.002316 | 0.030519 | 0.024619 | 0.053355 | 0.076573 | -0.025408 | -0.047043 | Female | 46 | Yes | Yes | Unemployed | Suburban | College | 1,673,071,200 |
43 | Yes | No | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 8478b665-d39a-4766-bc8a-9f04b2431b51 | no_churn | 0.018113 | 0 | no_churn | 0.099751 | 0.003861 | 0.04791 | 0.123327 | 0.07173 | -0.038659 | -0.022084 | -0.024863 | Female | 51 | No | No | Employed | Rural | Master | 1,673,071,200 |
5 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fe68089f-eac9-4626-b7c8-e7d277102ab3 | no_churn | 0.114973 | 0 | no_churn | 0.035163 | -0.006829 | -0.06307 | -0.150573 | 0.015364 | 0.071643 | -0.054515 | -0.067708 | Female | 51 | No | Yes | Employed | Rural | High School or Below | 1,673,071,200 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 62b89961-d87a-4f76-bf75-2a80aef12a8f | churn | 0.696332 | 1 | churn | 0.115631 | -0.003265 | 0.077652 | 0.160745 | 0.04713 | 0.1505 | -0.02603 | 0.003542 | Female | 28 | No | No | Employed | Suburban | Master | 1,673,071,200 |
46 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 80ba0bf7-41c5-47bf-b74f-232c77efa588 | no_churn | 0.012657 | 0 | no_churn | -0.03696 | 0.153041 | 0.066262 | 0.125239 | 0.034213 | 0.110516 | 0.003837 | 0.014826 | Male | 24 | No | No | Employed | Suburban | High School or Below | 1,673,071,200 |
50 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 51598c97-b22e-4366-b4cd-6118ad0f977b | churn | 0.373131 | 1 | churn | -0.008017 | -0.001233 | 0.051939 | -0.001622 | 0.124401 | 0.103715 | 0.061534 | 0.024733 | Female | 44 | No | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a767a82d-0e24-4cb1-8573-9c53389db4ea | no_churn | 0.498599 | 0 | no_churn | 0.049644 | -0.000795 | 0.027976 | 0.040162 | 0.014262 | 0.130265 | -0.038466 | -0.044443 | Female | 34 | No | No | Medical Leave | Suburban | College | 1,673,071,200 |
37 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | c62e4bd6-04dd-4f1a-b8f2-30c1590a5385 | no_churn | 0.655835 | 0 | no_churn | -0.177695 | -0.00419 | 0.060583 | -0.053527 | 0.005401 | 0.072271 | 0.048324 | 0.022009 | Female | 72 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
62 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 319046ba-e55a-4012-90b9-feb3eb5a0df9 | no_churn | 0.014449 | 0 | no_churn | -0.106853 | -0.004126 | -0.03533 | -0.008115 | 0.005299 | 0.04977 | -0.036429 | -0.053241 | Female | 57 | Yes | No | Employed | Rural | College | 1,673,071,200 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fbdabf42-db27-4d13-b4f5-d5b75cdb8d51 | churn | 0.666026 | 1 | churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 66 | No | No | Disabled | Suburban | Bachelor | 1,673,071,200 |
32 | Yes | No | High Speed | Web_Chat_Support | One year | <50hrs | Active | e55ad878-0b85-45d6-a4d2-3e493fc4024d | no_churn | 0.105358 | 0 | no_churn | -0.05727 | -0.001881 | -0.032009 | -0.018887 | 0.020764 | -0.068347 | 0.034948 | 0.053655 | Male | 66 | Yes | No | Employed | Suburban | College | 1,673,071,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b64247fb-db57-4fe7-9c99-bd350f161cea | churn | 0.848625 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 75 | No | No | Employed | Urban | High School or Below | 1,673,071,200 |
12 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 28eb2adf-a7fb-4a49-869b-b62d3a8d806e | no_churn | 0.053113 | 0 | no_churn | 0.011398 | -0.0053 | -0.030038 | -0.016063 | -0.034266 | -0.097777 | -0.029776 | -0.031538 | Male | 40 | No | Yes | Employed | Suburban | Bachelor | 1,673,071,200 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f10a1e0c-5b61-4b07-b638-8ea266fa848a | no_churn | 0.241472 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 69 | No | No | Disabled | Suburban | High School or Below | 1,673,071,200 |
32 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d21c3acf-6fc6-4b36-ab45-704ae98612ee | no_churn | 0.03905 | 0 | no_churn | -0.075705 | 0.083637 | 0.040031 | -0.157083 | 0.032985 | 0.083253 | -0.004224 | -0.001921 | Female | 47 | No | No | Retired | Suburban | High School or Below | 1,673,071,200 |
43 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7cb60c8a-b4fb-4060-b4b6-156c134eb45b | no_churn | 0.018113 | 0 | no_churn | 0.066922 | 0.000748 | 0.04686 | 0.058626 | 0.089202 | 0.058029 | -0.01202 | -0.014325 | Female | 77 | Yes | Yes | Medical Leave | Suburban | High School or Below | 1,673,071,200 |
30 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | fba22787-fab7-45c0-aa14-11c29921c56d | no_churn | 0.11376 | 0 | no_churn | -0.02673 | 0.041861 | -0.026151 | 0.019696 | 0.057256 | 0.101941 | 0.008884 | -0.000187 | Male | 52 | No | No | Employed | Suburban | Master | 1,673,071,200 |
34 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cd8f6982-821e-4736-a2c7-06ec48de5d52 | no_churn | 0.403769 | 0 | no_churn | 0.001427 | -0.001635 | -0.011011 | 0.130791 | 0.023286 | 0.044821 | 0.000826 | 0.014201 | Male | 39 | Yes | No | Medical Leave | Urban | High School or Below | 1,673,071,200 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7fae4dc3-f9ad-4795-a458-f4742861235b | churn | 0.659005 | 1 | churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 59 | No | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 0597aa50-08c0-4f34-98cf-1212d3b22390 | churn | 0.345919 | 1 | churn | 0.039074 | -0.001977 | 0.0301 | 0.07966 | 0.12771 | 0.132925 | 0.187863 | 0.095619 | Female | 31 | No | Yes | Employed | Rural | Bachelor | 1,673,071,200 |
24 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 9b8af581-5130-4bcf-bae4-63360af916ed | churn | 0.518179 | 1 | churn | -0.163295 | -0.007112 | -0.1358 | -0.01381 | 0.028851 | 0.043013 | -0.01566 | 0.034787 | Female | 45 | Yes | Yes | Employed | Rural | High School or Below | 1,673,071,200 |
71 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | 2bb6e8e9-00aa-49db-bada-8d15da4060ae | no_churn | 0.029585 | 0 | no_churn | -0.063158 | -0.001706 | 0.078168 | 0.103118 | 0.083204 | -0.136818 | 0.08758 | 0.089179 | Male | 32 | No | No | Unemployed | Suburban | Bachelor | 1,673,071,200 |
70 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 066d1e64-8d44-4bbc-80ce-47565b01cc26 | no_churn | 0.233588 | 0 | no_churn | -0.051485 | -0.001507 | 0.107305 | 0.03644 | 0.06028 | 0.126623 | 0.129274 | 0.118806 | Male | 44 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f87025a2-9f1b-48b0-9b2e-9c2ba83da078 | no_churn | 0.498599 | 0 | no_churn | 0.049644 | -0.000795 | 0.027976 | 0.040162 | 0.014262 | 0.130265 | -0.038466 | -0.044443 | Male | 34 | No | No | Disabled | Urban | Bachelor | 1,673,071,200 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a178a482-c6d3-4d98-952e-971f1bd59bf3 | churn | 0.677922 | 1 | churn | 0.045115 | -0.004309 | 0.01049 | 0.152923 | 0.010003 | 0.129236 | -0.046359 | -0.044426 | Male | 71 | Yes | No | Unemployed | Urban | Bachelor | 1,673,071,200 |
72 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d5c7c429-d1fe-43db-ace5-0d93f53af856 | no_churn | 0.005928 | 0 | no_churn | -0.131118 | -0.002279 | 0.030604 | 0.024775 | 0.052951 | 0.076604 | -0.025505 | -0.046058 | Female | 24 | No | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 3a6601ff-a596-4f9e-95e3-516d7faf9748 | churn | 0.630196 | 1 | churn | 0.060678 | -0.00446 | 0.035697 | 0.006216 | 0.058189 | 0.128113 | 0.104341 | 0.035306 | Male | 53 | No | Yes | Unemployed | Suburban | College | 1,673,071,200 |
32 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 0e9325a8-d24d-4944-80fa-5ba40fc381de | no_churn | 0.014217 | 0 | no_churn | -0.001003 | 0.000758 | -0.015829 | 0.001447 | 0.028903 | 0.108622 | 0.144119 | 0.064458 | Female | 46 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 80401eda-7352-48c7-a229-835d30966de8 | churn | 0.630196 | 1 | churn | 0.060678 | -0.00446 | 0.035697 | 0.006216 | 0.058189 | 0.128113 | 0.104341 | 0.035306 | Female | 64 | No | No | Employed | Suburban | High School or Below | 1,673,071,200 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | ad9f70ee-48d6-4cf0-b86a-0e3808f35465 | no_churn | 0.55615 | 0 | no_churn | -0.001164 | -0.003352 | -0.019597 | 0.003127 | 0.001841 | 0.108102 | 0.085132 | 0.067551 | Male | 30 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
29 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 62338d45-40b3-489e-8bec-fa2234d27fed | no_churn | 0.059836 | 0 | no_churn | -0.070244 | 0.054794 | 0.026894 | -0.07377 | -0.162415 | 0.063651 | -0.0125 | -0.015437 | Female | 64 | Yes | No | Employed | Suburban | College | 1,673,071,200 |
23 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 8ad73289-8667-45fa-8b18-860c90a23c37 | no_churn | 0.438003 | 0 | no_churn | -0.214579 | -0.00544 | 0.052916 | -0.025932 | 0.016696 | 0.034307 | -0.118173 | 0.011178 | Male | 24 | No | Yes | Employed | Rural | High School or Below | 1,673,071,200 |
50 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 894a3f9a-cc39-4d0d-9414-78ded523467e | churn | 0.373131 | 1 | churn | -0.008017 | -0.001233 | 0.051939 | -0.001622 | 0.124401 | 0.103715 | 0.061534 | 0.024733 | Male | 66 | No | No | Employed | Rural | College | 1,673,071,200 |
34 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cf0907f7-c1b8-4e46-9fbf-06ee5c57c8fd | no_churn | 0.403769 | 0 | no_churn | 0.001427 | -0.001635 | -0.011011 | 0.130791 | 0.023286 | 0.044821 | 0.000826 | 0.014201 | Female | 80 | No | Yes | Employed | Suburban | Bachelor | 1,673,071,200 |
20 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fff20130-35cb-4b23-b3e6-1c5dbd8645c5 | no_churn | 0.206376 | 0 | no_churn | -0.044882 | 0.067244 | 0.012416 | -0.017549 | -0.024049 | 0.058031 | -0.033795 | -0.059134 | Female | 63 | No | Yes | Employed | Rural | Bachelor | 1,673,071,200 |
69 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a5dea5a5-2a3f-48fe-8d51-2dc5155f132e | no_churn | 0.005637 | 0 | no_churn | -0.07735 | -0.003782 | -0.053574 | -0.014637 | 0.012392 | 0.058125 | -0.033915 | -0.056284 | Female | 63 | No | No | Disabled | Urban | High School or Below | 1,673,071,200 |
53 | Yes | No | Medium Speed | Web_Chat_Support | One year | <50hrs | Active | e5b92efe-29d9-4d27-93ab-6c6f0f5be3f6 | churn | 0.17517 | 1 | churn | -0.012097 | 0.000191 | 0.020049 | 0.055808 | 0.08242 | -0.032709 | 0.003495 | 0.081318 | Female | 63 | No | No | Unemployed | Rural | High School or Below | 1,673,071,200 |
4 | Yes | No | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | c4423e1f-a4ea-49e9-bf58-5381ca633fe2 | churn | 0.83243 | 1 | churn | 0.088331 | -0.010154 | -0.049035 | -0.096988 | -0.039291 | 0.069111 | 0.027966 | 0.017701 | Male | 45 | No | Yes | Unemployed | Suburban | College | 1,673,071,200 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fa4fcd36-d5ce-4d11-9205-0e0b23ed85c5 | churn | 0.468816 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 57 | No | No | Unemployed | Rural | High School or Below | 1,673,071,200 |
4 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0379c0ef-808e-439a-bf74-7cca36e0f934 | no_churn | 0.207677 | 0 | no_churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Female | 56 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cbac5151-f787-4c01-af2a-e01b39ea19ec | no_churn | 0.498599 | 0 | no_churn | 0.049644 | -0.000795 | 0.027976 | 0.040162 | 0.014262 | 0.130265 | -0.038466 | -0.044443 | Female | 32 | No | No | Employed | Urban | Master | 1,673,071,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1534dca0-79b1-49ea-9ba4-e7630b829342 | churn | 0.876786 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 53 | No | Yes | Employed | Suburban | Bachelor | 1,673,071,200 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 40961ecb-5674-4a52-8148-6568f613d54f | churn | 0.666026 | 1 | churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 29 | Yes | Yes | Employed | Rural | Bachelor | 1,673,071,200 |
4 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 656fd8da-c0d3-4fe7-995c-d04c9df88bef | no_churn | 0.207677 | 0 | no_churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Male | 24 | No | Yes | Employed | Suburban | Bachelor | 1,673,071,200 |
32 | No | No phone service | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | c4ea84ef-4a3b-4034-b03d-1fb4a7cf1b85 | no_churn | 0.03905 | 0 | no_churn | -0.074368 | 0.022292 | 0.005959 | -0.065132 | -0.020855 | -0.109886 | -0.012634 | -0.014403 | Female | 70 | No | No | Employed | Urban | College | 1,673,071,200 |
10 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | afb9127c-c04f-4af3-975e-e87ef7d4f536 | churn | 0.836146 | 1 | churn | 0.130341 | 0.001054 | 0.089928 | -0.000827 | -0.002896 | 0.138326 | 0.143002 | 0.103463 | Male | 47 | No | No | Unemployed | Rural | Bachelor | 1,673,071,200 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cc106dc5-74e8-43bc-bc8d-e88954bf344d | churn | 0.314494 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 24 | No | No | Employed | Rural | Bachelor | 1,673,071,200 |
58 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | cfb051fa-a001-4be8-bc46-616989991a96 | no_churn | 0.280318 | 0 | no_churn | -0.19987 | -0.005053 | 0.040603 | -0.003833 | 0.040023 | 0.047758 | -0.053528 | 0.068554 | Female | 28 | No | No | Unemployed | Suburban | College | 1,673,071,200 |
18 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5c435c87-4c78-4e8c-b8cf-ef705b3e44cb | churn | 0.048093 | 1 | churn | -0.111352 | -0.006179 | -0.024757 | -0.058838 | 0.002487 | 0.032894 | -0.04609 | -0.05719 | Female | 77 | No | Yes | Retired | Suburban | High School or Below | 1,673,071,200 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 51c7c6b0-90cd-4db1-91f7-ad09c2cbc4b4 | churn | 0.314494 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 70 | No | No | Employed | Suburban | College | 1,673,071,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f26d05b8-6622-4263-bdcb-4308e37dc257 | churn | 0.874798 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 78 | No | No | Employed | Suburban | Doctor | 1,673,071,200 |
69 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 35f802c2-f023-4b2f-a580-031573649273 | no_churn | 0.114766 | 0 | no_churn | -0.119359 | -0.022801 | -0.017136 | -0.03123 | -0.098993 | 0.05192 | 0.003497 | 0.005076 | Male | 24 | No | No | Employed | Suburban | High School or Below | 1,673,071,200 |
46 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3a4b753c-b7a2-4c2b-b6a3-b48ae79eed49 | no_churn | 0.012657 | 0 | no_churn | -0.03696 | 0.153041 | 0.066262 | 0.125239 | 0.034213 | 0.110516 | 0.003837 | 0.014826 | Female | 41 | Yes | No | Unemployed | Suburban | College | 1,673,071,200 |
67 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 2ead55a5-c2a8-4573-a020-32646fa4ace0 | churn | 0.327862 | 1 | churn | -0.170318 | -0.001433 | 0.015916 | -0.008197 | 0.05367 | 0.04496 | 0.004662 | 0.061713 | Female | 67 | No | No | Unemployed | Urban | Doctor | 1,673,071,200 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3f733379-7035-44d9-853b-d759c2b39578 | churn | 0.778552 | 1 | churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Female | 61 | No | No | Unemployed | Suburban | High School or Below | 1,673,071,200 |
44 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 7ad62a95-8ea8-45f2-a100-0a30203c2771 | churn | 0.66466 | 1 | churn | -0.038129 | -0.002449 | 0.124944 | 0.11173 | 0.052829 | 0.11863 | 0.100252 | 0.072001 | Male | 20 | Yes | No | Employed | Suburban | High School or Below | 1,673,071,200 |
49 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | b3f15600-d439-40a2-a3f8-6635717dfa77 | no_churn | 0.088195 | 0 | no_churn | -0.076812 | -0.001174 | 0.055951 | 0.02363 | 0.040605 | 0.114176 | 0.017626 | 0.026469 | Female | 20 | No | No | Retired | Suburban | Master | 1,673,071,200 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 2dc5c5aa-7e50-43c7-bddd-82aa0b5ec1b2 | churn | 0.786428 | 1 | churn | 0.224491 | -0.002961 | 0.063578 | 0.061611 | 0.116247 | 0.149252 | 0.06073 | 0.058027 | Female | 37 | No | No | Disabled | Suburban | College | 1,673,071,200 |
41 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9392e3c4-db86-470a-9fbf-99b682d7eaed | no_churn | 0.479248 | 0 | no_churn | -0.124319 | -0.007775 | -0.099464 | 0.051821 | 0.039005 | 0.072534 | -0.030871 | -0.051361 | Female | 78 | No | No | Unemployed | Suburban | Bachelor | 1,673,071,200 |
70 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a38825f7-2476-4da5-96e9-c73b69960369 | no_churn | 0.033368 | 0 | no_churn | -0.113116 | -0.001913 | 0.031363 | 0.028168 | 0.053003 | 0.07742 | -0.032954 | -0.051997 | Female | 47 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8aa8e6e6-6fae-48f7-9666-d7c8fbe791dc | churn | 0.700083 | 0 | no_churn | 0.079341 | -0.002149 | -0.022573 | 0.009457 | 0.096633 | 0.116261 | 0.135409 | 0.126428 | Female | 32 | No | No | Medical Leave | Suburban | Bachelor | 1,673,071,200 |
9 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 82bf8c96-587f-473d-807f-6769a4727b11 | no_churn | 0.04811 | 0 | no_churn | 0.008197 | -0.012486 | -0.020049 | -0.068917 | -0.032546 | 0.071056 | -0.045498 | -0.032196 | Female | 31 | Yes | Yes | Employed | Suburban | College | 1,673,071,200 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | efca62a0-bac5-4031-b7f1-567c31628dfb | churn | 0.812514 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 54 | No | Yes | Retired | Suburban | Doctor | 1,673,071,200 |
5 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 2a93de8a-e6a4-4648-9571-e9cf540efbcc | no_churn | 0.672825 | 1 | churn | 0.02532 | -0.004919 | -0.109338 | -0.037425 | 0.023521 | 0.067031 | -0.100423 | 0.048374 | Female | 61 | Yes | No | Employed | Suburban | Doctor | 1,673,071,200 |
11 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c191717e-8aa4-4450-a8b3-aee4ec5d6df9 | churn | 0.382413 | 1 | churn | -0.063772 | -0.096983 | -0.063092 | -0.037015 | 0.035124 | 0.055841 | -0.048411 | -0.040719 | Male | 20 | No | Yes | Employed | Suburban | High School or Below | 1,673,071,200 |
46 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | af76e2b9-7c4b-487a-99c9-02e6910faabf | no_churn | 0.007743 | 0 | no_churn | -0.124765 | -0.005043 | -0.066953 | -0.010158 | 0.030379 | 0.038407 | -0.042939 | -0.052239 | Male | 22 | No | Yes | Employed | Rural | High School or Below | 1,673,071,200 |
71 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 28c69e4c-481d-4c16-a1cf-96d690da1a42 | no_churn | 0.00509 | 0 | no_churn | -0.079101 | -0.001522 | 0.00116 | -0.002684 | -0.031098 | 0.057539 | -0.022987 | -0.040333 | Female | 45 | No | No | Employed | Suburban | Bachelor | 1,673,071,200 |
37 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3b551b4f-77e9-4b2a-a978-6faa5791b43e | churn | 0.126323 | 1 | churn | 0.082205 | 0.200433 | 0.07504 | 0.066815 | 0.069387 | 0.1448 | 0.018859 | 0.013436 | Male | 20 | No | No | Employed | Suburban | Bachelor | 1,673,071,200 |
23 | Yes | Yes | High Speed | Phone_Support | One year | 100hrs+ | Active | 8c320fab-51e7-4233-a80d-04253f26e660 | no_churn | 0.160785 | 0 | no_churn | 0.025886 | -0.000992 | 0.115674 | 0.051533 | 0.127438 | -0.038771 | 0.160691 | 0.103515 | Male | 76 | No | No | Employed | Rural | Doctor | 1,673,071,200 |
57 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 4e7476a3-3539-41b5-a7fb-b29611a30bee | no_churn | 0.02179 | 0 | no_churn | -0.030137 | -0.004085 | -0.006415 | -0.045084 | 0.014131 | -0.112707 | -0.036795 | -0.047934 | Male | 37 | No | No | Unemployed | Rural | High School or Below | 1,673,071,200 |
29 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8e67f750-e9ae-4486-8a5f-6920830f526f | churn | 0.464291 | 1 | churn | 0.014703 | -0.007793 | -0.015711 | 0.121006 | 0.054778 | 0.105027 | -0.000249 | 0.010097 | Male | 25 | Yes | Yes | Employed | Suburban | College | 1,673,071,200 |
12 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 15263333-7ef4-4cdc-8089-c2b0d915505f | churn | 0.336794 | 1 | churn | 0.006125 | -0.004225 | -0.026556 | 0.054522 | -0.126841 | 0.05324 | -0.027931 | -0.052026 | Female | 21 | Yes | Yes | Unemployed | Suburban | Master | 1,673,071,200 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3ea13bf4-7306-4ad3-9dd6-72381cadf95e | no_churn | 0.262445 | 0 | no_churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Female | 24 | No | No | Unemployed | Suburban | Bachelor | 1,673,071,200 |
65 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 26b40d78-6e6a-4627-bfd2-58659221ae74 | no_churn | 0.008302 | 0 | no_churn | -0.069059 | -0.002874 | -0.005329 | -0.073714 | 0.009472 | 0.050082 | -0.041804 | -0.05105 | Female | 39 | No | Yes | Employed | Rural | Bachelor | 1,673,071,200 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | cc58a80c-f56d-4bd9-8d05-521e10e1d3ec | churn | 0.792038 | 1 | churn | 0.196632 | -0.00092 | 0.035647 | 0.050591 | 0.112334 | 0.156604 | 0.11141 | 0.068675 | Female | 25 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
72 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a1916d9a-147e-4d7f-ad11-14cd5b0a4b74 | no_churn | 0.005928 | 0 | no_churn | -0.131118 | -0.002279 | 0.030604 | 0.024775 | 0.052951 | 0.076604 | -0.025505 | -0.046058 | Male | 78 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,071,200 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | f96337cb-26b7-4dfd-84e9-f3d623816341 | no_churn | 0.005928 | 0 | no_churn | -0.083724 | -0.003493 | 0.00578 | -0.008572 | 0.007134 | -0.148799 | -0.016743 | -0.020611 | Female | 24 | No | No | Employed | Urban | High School or Below | 1,673,071,200 |
70 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 07f90828-3e6b-4c66-91c2-feb06aa17005 | no_churn | 0.015991 | 0 | no_churn | -0.104555 | -0.030644 | -0.020943 | 0.037118 | 0.051053 | 0.109925 | 0.0665 | 0.075187 | Female | 36 | No | No | Employed | Suburban | High School or Below | 1,673,071,200 |
33 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 48bd52b7-734f-47c7-b37b-5fcef316ec50 | no_churn | 0.077813 | 0 | no_churn | -0.046111 | -0.004811 | -0.00368 | -0.103317 | 0.041315 | 0.043948 | -0.053808 | -0.057562 | Female | 75 | No | Yes | Employed | Suburban | College | 1,673,071,200 |
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