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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
20 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4b91312d-63cc-44bf-8e9d-204dfc320bf3 | no_churn | 0.016505 | 0 | no_churn | -0.067979 | -0.009782 | -0.041635 | -0.07852 | 0.004013 | 0.042364 | -0.045368 | -0.07212 | Male | 74 | Yes | Yes | Employed | Urban | Bachelor | 1,673,244,000 |
72 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c7296f9a-faee-4a3f-a703-c67fead6c61b | no_churn | 0.001926 | 0 | no_churn | -0.059845 | -0.00361 | 0.000853 | -0.031221 | 0.000365 | 0.054503 | -0.016787 | -0.013285 | Male | 46 | No | Yes | Employed | Rural | Master | 1,673,244,000 |
15 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | daa7dd06-c157-4e5b-a0ad-9f005340ccca | no_churn | 0.103395 | 0 | no_churn | -0.037359 | -0.009558 | -0.011984 | -0.078164 | -0.072579 | 0.050141 | -0.034257 | -0.037489 | Male | 73 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,673,244,000 |
7 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5232b886-7d09-4381-ba51-456b655a1fae | no_churn | 0.233561 | 0 | no_churn | -0.089431 | 0.026451 | 0.015172 | -0.094989 | 0.033558 | 0.069854 | -0.043586 | -0.056056 | Female | 45 | No | No | Employed | Urban | Bachelor | 1,673,244,000 |
41 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7c796487-2ba8-4a35-bb2d-f487cf8ecb51 | no_churn | 0.060845 | 0 | no_churn | -0.044587 | -0.006366 | -0.085844 | -0.082399 | 0.046862 | 0.05246 | -0.043224 | -0.070927 | Female | 62 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
63 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d8458a0d-f3ab-4c2c-9576-7aef057699c6 | no_churn | 0.0071 | 0 | no_churn | -0.094675 | -0.004104 | -0.050675 | -0.014591 | 0.008711 | 0.051536 | -0.03511 | -0.050119 | Male | 65 | Yes | Yes | Employed | Suburban | College | 1,673,244,000 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b9681906-0826-4345-8cb3-4b2d05913775 | no_churn | 0.111168 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 31 | Yes | No | Employed | Suburban | College | 1,673,244,000 |
52 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5c7d6aa0-9ab9-49d8-b0ae-b7603bd0e9d6 | no_churn | 0.027288 | 0 | no_churn | -0.055615 | -0.00274 | -0.071078 | -0.049366 | 0.047246 | 0.057668 | -0.036647 | -0.058495 | Male | 51 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
3 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e958bce4-9afb-4b5f-ae1f-8a36296a223c | no_churn | 0.411109 | 0 | no_churn | 0.115722 | -0.007106 | -0.035426 | -0.038901 | -0.02605 | 0.09312 | -0.030117 | -0.046174 | Male | 78 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
27 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f2dc6296-2ff3-403c-93b3-4a5e341b8918 | no_churn | 0.011754 | 0 | no_churn | -0.105218 | -0.014443 | -0.058307 | -0.035389 | -0.036635 | 0.03495 | -0.035247 | -0.018737 | Male | 60 | No | Yes | Retired | Suburban | Bachelor | 1,673,244,000 |
58 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0ccd8b52-084c-47bc-844b-3f6eb8b005ff | no_churn | 0.129183 | 0 | no_churn | -0.068265 | -0.001507 | 0.068456 | 0.058569 | 0.08877 | 0.085654 | -0.02185 | -0.018187 | Male | 46 | Yes | No | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0fb475e0-78df-41ec-a762-54c65014db89 | churn | 0.800569 | 1 | churn | 0.259567 | -0.006477 | 0.002146 | -0.043283 | -0.040921 | 0.122598 | -0.036798 | -0.036824 | Male | 44 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
36 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1a8103cb-74fe-4628-b0f0-3df7658a4c4a | no_churn | 0.015695 | 0 | no_churn | -0.085304 | -0.016103 | -0.018746 | -0.028698 | -0.097734 | 0.042942 | -0.019733 | -0.01565 | Male | 42 | Yes | No | Retired | Urban | College | 1,673,244,000 |
23 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | fac21e57-9c09-49e7-ae00-f131196d718f | no_churn | 0.009749 | 0 | no_churn | -0.056629 | -0.006283 | -0.023674 | -0.021521 | 0.009589 | -0.093913 | -0.034273 | -0.042322 | Male | 67 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,244,000 |
15 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 389b7f4a-b635-46c9-872c-2eb72d5a6b58 | no_churn | 0.036185 | 0 | no_churn | -0.037359 | -0.009558 | -0.011984 | -0.078164 | -0.072579 | 0.050141 | -0.034257 | -0.037489 | Female | 72 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
62 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 0b9020c1-0f76-4cb0-b601-e6a974c33e52 | no_churn | 0.008597 | 0 | no_churn | -0.063108 | -0.00368 | -0.010492 | -0.029893 | -0.022386 | -0.10885 | -0.013491 | -0.017128 | Female | 72 | No | Yes | Employed | Rural | College | 1,673,244,000 |
48 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4fea04a3-7514-46e5-885d-53725731d1dd | no_churn | 0.031041 | 0 | no_churn | -0.078882 | -0.005436 | 0.014569 | -0.053199 | -0.117968 | 0.035345 | -0.025447 | -0.022008 | Male | 28 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
71 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 461b1d52-0def-4f29-bc54-9a510918fadf | no_churn | 0.002468 | 0 | no_churn | -0.069939 | -0.003422 | -0.009148 | -0.03056 | -0.018557 | -0.101298 | -0.010926 | -0.025176 | Male | 31 | No | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fad1a08b-91d4-4596-adff-e4d5edf06552 | churn | 0.596248 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Female | 53 | Yes | No | Employed | Suburban | High School or Below | 1,673,244,000 |
23 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 28ba5653-e934-43a6-bdfe-b00422f6df9d | no_churn | 0.074924 | 0 | no_churn | -0.091336 | -0.004822 | -0.022839 | -0.030628 | -0.021707 | -0.0522 | -0.017202 | -0.023292 | Female | 61 | Yes | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
12 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | ee47551a-f30c-4697-a989-091ba79b2f04 | no_churn | 0.008803 | 0 | no_churn | -0.01684 | -0.004114 | 0.00751 | -0.06001 | -0.025784 | -0.129246 | -0.019904 | -0.020638 | Male | 55 | No | No | Employed | Rural | College | 1,673,244,000 |
8 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 51e122b5-ed08-4c2f-9d68-885abe3e73fe | no_churn | 0.069983 | 0 | no_churn | 0.020413 | -0.006177 | -0.01304 | -0.049148 | 0.014696 | -0.153462 | -0.033106 | -0.037537 | Female | 76 | Yes | No | Employed | Rural | Bachelor | 1,673,244,000 |
8 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 48922e4a-7bc2-4f8f-9ef6-27e8a2c4ea8c | no_churn | 0.114673 | 0 | no_churn | -0.020989 | -0.016975 | -0.038892 | -0.055839 | -0.105274 | 0.024341 | -0.033806 | -0.021592 | Female | 78 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
64 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0e6a793c-0059-4137-b3f3-2370d3e3b9d0 | no_churn | 0.010812 | 0 | no_churn | -0.116385 | -0.002416 | 0.038117 | 0.018118 | 0.057522 | 0.071926 | -0.021042 | -0.030199 | Female | 58 | Yes | Yes | Employed | Urban | Bachelor | 1,673,244,000 |
24 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0de296c6-5570-4ded-b77f-9da076eeb950 | no_churn | 0.242063 | 0 | no_churn | 0.030811 | 0.154007 | 0.054922 | 0.116051 | 0.027951 | 0.107795 | -0.008182 | -0.02838 | Male | 76 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,244,000 |
1 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0ca9b257-cea8-45b6-9990-b604027745eb | no_churn | 0.540308 | 0 | no_churn | 0.192319 | 0.022556 | -0.002802 | -0.086548 | -0.036245 | 0.106385 | -0.043964 | -0.037035 | Female | 26 | No | Yes | Unemployed | Urban | Master | 1,673,244,000 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | dd9209c3-6ce4-400c-b301-9f33a354ca98 | churn | 0.247719 | 1 | churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Female | 20 | Yes | Yes | Unemployed | Suburban | College | 1,673,244,000 |
44 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 0f13fef9-6271-4f45-90f7-2a09df6a0268 | no_churn | 0.022 | 0 | no_churn | -0.073553 | -0.005508 | -0.017422 | -0.026387 | -0.011084 | -0.061144 | -0.034108 | -0.039821 | Male | 52 | No | Yes | Unemployed | Suburban | Master | 1,673,244,000 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7147bb03-f1f0-4e42-af9e-b4937feeebea | churn | 0.314282 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 49 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
47 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 289dd71d-5001-4e25-99fa-947a235fe830 | no_churn | 0.015929 | 0 | no_churn | -0.091481 | -0.006764 | -0.027165 | -0.041546 | -0.060571 | 0.02771 | -0.03307 | -0.026139 | Female | 34 | No | Yes | Unemployed | Suburban | College | 1,673,244,000 |
58 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 9e579a87-0a2b-47da-afd1-d5e132d5a3dd | no_churn | 0.033357 | 0 | no_churn | -0.069547 | -0.004385 | -0.016569 | -0.046735 | -0.023949 | -0.06457 | -0.021343 | -0.021927 | Female | 53 | No | No | Employed | Rural | Master | 1,673,244,000 |
51 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 835e507e-4639-4e60-864a-4c04df73d9b1 | no_churn | 0.035382 | 0 | no_churn | -0.069596 | -0.005393 | 0.026071 | -0.02834 | -0.150461 | 0.039233 | -0.023923 | -0.013284 | Male | 27 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
5 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 78b3dd83-c3b4-47e7-a662-0eacabe6663f | churn | 0.499247 | 1 | churn | 0.049937 | -0.013795 | -0.045202 | -0.00365 | -0.092594 | 0.06246 | -0.035469 | -0.029173 | Female | 40 | No | No | Employed | Urban | College | 1,673,244,000 |
16 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 836eef75-256e-4eb7-920f-bf0adba38014 | no_churn | 0.047698 | 0 | no_churn | 0.002453 | -0.007591 | -0.016334 | -0.016586 | -0.024134 | -0.131166 | -0.034037 | -0.04163 | Male | 43 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
17 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e83865d8-fc5c-46e6-8d61-86408f3f3b4d | no_churn | 0.007915 | 0 | no_churn | 0.050478 | -0.003983 | -0.006386 | -0.215927 | 0.034278 | 0.065114 | -0.025308 | -0.053959 | Female | 51 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2a8b8887-a2d0-4b08-ae50-a5ea017fc555 | churn | 0.091919 | 1 | churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Female | 52 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
27 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | c7484389-a02e-43a2-a972-a8a432cd28b1 | no_churn | 0.013705 | 0 | no_churn | -0.045637 | -0.004088 | 0.009565 | -0.048979 | -0.035888 | -0.099966 | -0.01723 | -0.016803 | Male | 23 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
29 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c7d184e2-799c-4d3f-94d1-fa5f3fef8406 | no_churn | 0.014559 | 0 | no_churn | -0.091788 | -0.017439 | -0.027365 | -0.115378 | 0.028091 | 0.042683 | -0.031386 | -0.046445 | Male | 53 | No | No | Unemployed | Suburban | College | 1,673,244,000 |
39 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d7e32eac-bdb1-4b76-8d39-a385292caced | no_churn | 0.00814 | 0 | no_churn | -0.0596 | -0.015967 | -0.01093 | -0.047173 | -0.10385 | 0.035836 | -0.04176 | -0.023082 | Female | 44 | Yes | No | Employed | Suburban | Bachelor | 1,673,244,000 |
7 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | cd8bb824-abf6-45a8-8cb9-2c0b10388de7 | no_churn | 0.032448 | 0 | no_churn | 0.203779 | -0.003254 | 0.046293 | 0.11418 | 0.103819 | -0.093662 | -0.006829 | -0.014805 | Female | 22 | No | Yes | Employed | Rural | College | 1,673,244,000 |
8 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 89970a3a-4459-475f-b969-b75fbf03abf0 | no_churn | 0.091919 | 0 | no_churn | -0.005851 | -0.006915 | -0.006939 | -0.034587 | -0.085369 | 0.048977 | -0.019102 | -0.016818 | Female | 62 | Yes | No | Employed | Rural | Bachelor | 1,673,244,000 |
6 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 1904f897-de46-4c66-b308-f9eab532ed8c | no_churn | 0.094697 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Male | 72 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
33 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e5de0e8c-2367-4358-9008-5e8bfbaf538c | no_churn | 0.11783 | 0 | no_churn | -0.108957 | -0.005929 | -0.049956 | -0.079534 | 0.021578 | 0.028969 | -0.028539 | -0.046657 | Female | 32 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
18 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 6c69cce3-f3b8-465b-b7dd-1a4276b3f4f7 | no_churn | 0.012789 | 0 | no_churn | -0.028179 | -0.005091 | 0.012357 | -0.013632 | 0.00312 | -0.151235 | -0.041385 | -0.044981 | Male | 39 | No | Yes | Employed | Suburban | Master | 1,673,244,000 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5eea8d25-28a3-415a-aa72-65fadf10f305 | no_churn | 0.002019 | 0 | no_churn | -0.105038 | -0.006346 | -0.034191 | -0.032599 | -0.06161 | 0.033616 | -0.017203 | -0.025656 | Male | 29 | Yes | Yes | Employed | Urban | College | 1,673,244,000 |
68 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 55e8555f-e92b-4b8b-b2ad-99812f1dbdc8 | no_churn | 0.008531 | 0 | no_churn | -0.114526 | -0.002158 | 0.029878 | 0.022158 | 0.054087 | 0.072311 | -0.035068 | -0.041709 | Female | 42 | No | No | Unemployed | Suburban | College | 1,673,244,000 |
3 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bd84f946-e886-47cf-88d3-cc5497e0a82e | churn | 0.226404 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 74 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
51 | No | No phone service | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d714db79-534f-4a96-9496-5e40ab569d60 | no_churn | 0.252634 | 0 | no_churn | -0.148103 | 0.020522 | -0.013332 | -0.064496 | -0.036947 | 0.039378 | -0.030398 | -0.03565 | Female | 37 | No | No | Employed | Suburban | College | 1,673,244,000 |
72 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | fa27bb0a-ee8b-454b-905f-f35964ca610e | no_churn | 0.002214 | 0 | no_churn | -0.083724 | -0.003493 | 0.00578 | -0.008572 | 0.007134 | -0.148799 | -0.016743 | -0.020611 | Female | 38 | Yes | No | Unemployed | Urban | College | 1,673,244,000 |
4 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 36bb20f0-7f62-4a60-83c9-ec5802c150e1 | no_churn | 0.411685 | 0 | no_churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Male | 34 | No | Yes | Retired | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 825dcfbf-f467-4e60-a947-3161273e7583 | no_churn | 0.544243 | 0 | no_churn | 0.160266 | -0.012807 | -0.009924 | -0.069849 | 0.040472 | 0.123714 | -0.046721 | -0.058441 | Male | 43 | No | No | Employed | Suburban | Master | 1,673,244,000 |
12 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 85e703bf-608e-485a-956e-2e586cded486 | no_churn | 0.019544 | 0 | no_churn | -0.009997 | -0.008541 | -0.028118 | -0.027716 | -0.000445 | -0.124929 | -0.030081 | -0.039199 | Female | 44 | No | No | Employed | Suburban | Doctor | 1,673,244,000 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3e9a1904-f18a-4d51-bff5-0b0ff2095a76 | 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 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
45 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d2f175f4-b324-4923-865c-8a11e3d423ff | no_churn | 0.0148 | 0 | no_churn | -0.131309 | -0.005648 | -0.077247 | -0.014136 | 0.029473 | 0.040995 | -0.031765 | -0.043674 | Male | 63 | No | Yes | Employed | Suburban | Doctor | 1,673,244,000 |
23 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a1053a28-ccc1-4143-aa34-9885b0f5d884 | no_churn | 0.045152 | 0 | no_churn | -0.112887 | -0.011288 | -0.053337 | -0.032245 | -0.001433 | 0.038162 | -0.039693 | -0.056306 | Male | 27 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,244,000 |
38 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 08a85b7d-06ed-4a00-bc39-43a52e38e307 | no_churn | 0.015391 | 0 | no_churn | -0.023643 | -0.005233 | -0.009765 | -0.066511 | 0.004594 | -0.104509 | -0.026202 | -0.037757 | Female | 30 | No | Yes | Unemployed | Suburban | Doctor | 1,673,244,000 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bdd4af7d-c9db-47c5-aba3-6b0b499eb86b | no_churn | 0.263569 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Male | 69 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
64 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 25acf999-deee-412c-8db1-d56331c22d49 | no_churn | 0.009997 | 0 | no_churn | -0.070696 | -0.003004 | -0.002132 | -0.02858 | 0.007122 | -0.08159 | -0.034656 | -0.055491 | Male | 40 | No | No | Disabled | Suburban | College | 1,673,244,000 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ebceb183-32d0-4d5b-a61c-bd00c5e3e5bb | churn | 0.507345 | 1 | churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 62 | Yes | No | Employed | Suburban | Bachelor | 1,673,244,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 34462301-2523-40d8-a874-f221b54656c0 | no_churn | 0.299099 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Female | 25 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
2 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3c9ce776-feaa-4e5f-b93f-1176daab1b5c | churn | 0.145214 | 1 | churn | 0.104646 | -0.008306 | -0.020163 | -0.088875 | -0.046848 | 0.082932 | -0.049173 | -0.072328 | Female | 56 | Yes | No | Employed | Urban | College | 1,673,244,000 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c1874ee1-eac6-44b1-8fe8-6a0c05c689c6 | no_churn | 0.305014 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 61 | Yes | Yes | Medical Leave | Suburban | College | 1,673,244,000 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c5839734-5bac-4eee-97c1-2e9fdaf1befa | no_churn | 0.001951 | 0 | no_churn | -0.148464 | -0.004226 | -0.0045 | -0.060132 | 0.010861 | 0.046719 | -0.022025 | -0.062259 | Female | 50 | No | Yes | Employed | Urban | Bachelor | 1,673,244,000 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f192f6a3-d11a-417a-811f-e02262187880 | no_churn | 0.677425 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 37 | No | Yes | Disabled | Suburban | Bachelor | 1,673,244,000 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 5f3a8e39-e302-4c25-a24b-5587b0baa323 | churn | 0.165154 | 0 | no_churn | -0.160391 | 0.000109 | 0.037395 | -0.014807 | 0.031332 | 0.117723 | 0.127899 | 0.123049 | Male | 37 | No | No | Employed | Suburban | College | 1,673,244,000 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 37f61ce5-93ec-4002-b23d-9161ee435fb5 | no_churn | 0.76735 | 0 | no_churn | 0.218512 | -0.007112 | -0.015082 | -0.014567 | 0.093425 | 0.135641 | 0.061242 | 0.105581 | Male | 71 | Yes | No | Employed | Urban | High School or Below | 1,673,244,000 |
56 | Yes | Yes | Low Speed | Web_Chat_Support | One year | <50hrs | Active | 5d364d1f-580f-49f9-9d21-253ba80adb5a | no_churn | 0.199831 | 0 | no_churn | 0.056972 | 0.001004 | 0.071786 | 0.031338 | 0.098071 | 0.01996 | 0.135149 | 0.072694 | Female | 73 | No | Yes | Disabled | Rural | Bachelor | 1,673,244,000 |
13 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 5c27d5e9-dea1-4149-b291-4624c54199c7 | churn | 0.771736 | 1 | churn | 0.115684 | -0.002866 | 0.095916 | -0.0073 | 0.16037 | 0.137687 | 0.094215 | 0.113934 | Female | 24 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
63 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 076672ea-84a4-436e-93d2-5fa182ea38bc | no_churn | 0.509473 | 1 | churn | -0.161367 | -0.000829 | 0.044884 | 0.067514 | 0.052765 | 0.071686 | 0.120224 | 0.098216 | Male | 41 | Yes | No | Disabled | Suburban | High School or Below | 1,673,244,000 |
27 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 8d34988c-0f14-49cc-a838-34d3c718cf89 | no_churn | 0.448763 | 0 | no_churn | -0.158062 | -0.002392 | -0.062916 | -0.132167 | 0.032737 | 0.042658 | -0.036767 | 0.067882 | Male | 37 | Yes | No | Disabled | Urban | College | 1,673,244,000 |
40 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 31c04189-5951-46e5-a8c1-5d59b75591dc | no_churn | 0.622487 | 1 | churn | -0.049897 | -0.004229 | 0.116521 | 0.110771 | 0.106433 | 0.14101 | 0.14262 | 0.137745 | Female | 79 | No | Yes | Unemployed | Suburban | Master | 1,673,244,000 |
52 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 880a7f19-36a8-45e3-a002-32a903769451 | churn | 0.026741 | 0 | no_churn | -0.119149 | -0.000037 | 0.055449 | 0.007078 | 0.063993 | 0.132254 | 0.093567 | 0.117818 | Female | 50 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
71 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 7f596621-805f-4d1d-bad5-9725e383828c | no_churn | 0.054984 | 0 | no_churn | -0.201039 | -0.001914 | 0.01314 | -0.02295 | 0.052093 | 0.056364 | -0.001737 | 0.067016 | Female | 29 | No | No | Medical Leave | Rural | Master | 1,673,244,000 |
62 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 4bb5a624-bb3b-4577-bbbf-a2ccc94e427b | churn | 0.115781 | 0 | no_churn | -0.113692 | -0.001733 | -0.001715 | 0.026866 | 0.071204 | 0.050296 | 0.043222 | 0.087144 | Male | 40 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
24 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 25fb05f2-0bcd-45f4-92d1-cf1c843cfbcc | churn | 0.746831 | 1 | churn | -0.178395 | -0.005525 | 0.038622 | -0.089614 | 0.029278 | 0.04305 | -0.118375 | 0.021933 | Male | 53 | No | Yes | Medical Leave | Suburban | High School or Below | 1,673,244,000 |
54 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | de3f9cb6-6c19-4244-a799-6e8a420f6769 | churn | 0.102913 | 0 | no_churn | -0.060715 | -0.002052 | -0.056103 | -0.101128 | 0.056516 | -0.118471 | 0.042602 | 0.060324 | Male | 22 | No | No | Employed | Rural | College | 1,673,244,000 |
58 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 73a9fe83-a4d9-4c39-bb39-39512ec534ce | no_churn | 0.251627 | 0 | no_churn | -0.151626 | -0.005688 | -0.020033 | -0.005552 | 0.054289 | 0.040976 | 0.032412 | 0.092194 | Male | 26 | Yes | No | Disabled | Suburban | Master | 1,673,244,000 |
10 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8ab37a68-9a52-4047-ab75-27b9cb06ad30 | churn | 0.874535 | 1 | churn | -0.025409 | -0.006929 | -0.061581 | -0.120254 | 0.028094 | 0.065783 | 0.022955 | 0.08185 | Female | 27 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
2 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 24314db6-9c09-44db-a27b-44f0365d1c51 | no_churn | 0.71539 | 1 | churn | 0.232207 | -0.003599 | -0.031704 | -0.00851 | 0.098544 | 0.148439 | 0.153725 | 0.136872 | Male | 59 | Yes | Yes | Medical Leave | Rural | Bachelor | 1,673,244,000 |
22 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 53d7ec66-0c57-4f38-8e1b-a8b8516336d4 | no_churn | 0.498122 | 0 | no_churn | -0.06502 | -0.006883 | -0.010277 | -0.034213 | 0.097946 | 0.049802 | 0.054927 | 0.07969 | Female | 71 | No | Yes | Medical Leave | Suburban | High School or Below | 1,673,244,000 |
16 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | e2dff8c8-3fdd-4bea-bcc0-7fc38e87b61b | churn | 0.799914 | 1 | churn | 0.054476 | -0.000832 | -0.012392 | -0.111403 | 0.054945 | 0.094007 | 0.058116 | 0.087724 | Female | 54 | Yes | Yes | Unemployed | Urban | College | 1,673,244,000 |
17 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 84d82053-ba19-4661-bd11-b3576038fa05 | churn | 0.605327 | 1 | churn | 0.172792 | -0.004214 | 0.052199 | 0.060285 | 0.150936 | 0.138472 | 0.07891 | 0.039926 | Female | 79 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
12 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | abd37fc2-d99e-4877-90b8-8c938fcf36d6 | no_churn | 0.494606 | 0 | no_churn | 0.084354 | 0.000475 | 0.027115 | 0.127318 | 0.081015 | 0.127384 | 0.088231 | 0.125083 | Male | 67 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | ee6cd1e9-68f1-432b-9d0a-b4ec96ace80f | churn | 0.89976 | 1 | churn | 0.234158 | -0.004922 | -0.042139 | 0.062038 | 0.126801 | 0.139963 | 0.055458 | 0.088784 | Female | 45 | No | No | Employed | Suburban | Master | 1,673,244,000 |
64 | Yes | Yes | High Speed | Web_Chat_Support | One year | <80hrs | Active | a83e68fa-c0ca-42f4-a74c-2e3e3790fa1f | no_churn | 0.113384 | 0 | no_churn | 0.036617 | 0.000445 | 0.073657 | 0.0438 | 0.10113 | 0.01117 | 0.099068 | 0.08842 | Male | 52 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
23 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3d276baf-df8f-4396-bbe4-07f3f2232886 | churn | 0.69175 | 1 | churn | 0.034154 | -0.005511 | 0.154184 | 0.06377 | 0.159198 | 0.087321 | 0.110086 | 0.072772 | Male | 60 | No | Yes | Medical Leave | Suburban | College | 1,673,244,000 |
51 | Yes | Yes | High Speed | Web_Chat_Support | One year | <50hrs | Active | 62971804-8ed6-4d56-9b85-8d47ac5341ae | no_churn | 0.188855 | 0 | no_churn | -0.135931 | -0.004228 | 0.008671 | -0.040316 | 0.012509 | -0.116276 | -0.0279 | 0.034445 | Female | 68 | No | No | Employed | Suburban | College | 1,673,244,000 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 0e3d302e-f3a6-4ae0-8ca8-ee74fd623a3c | churn | 0.499485 | 1 | churn | -0.072089 | -0.003022 | 0.099141 | 0.082377 | 0.042086 | 0.107919 | 0.015812 | 0.030176 | Male | 70 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 560b6748-8f0d-4f3a-b000-bfb68da23763 | churn | 0.79493 | 1 | churn | 0.245503 | -0.001704 | 0.056161 | 0.068925 | 0.077107 | 0.153726 | 0.063131 | 0.058126 | Male | 50 | No | No | Unemployed | Urban | Doctor | 1,673,244,000 |
50 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | ff21de65-e4cb-40dd-8167-c735d91c6ecc | churn | 0.580559 | 0 | no_churn | -0.116173 | -0.001662 | 0.046675 | -0.01412 | 0.078521 | 0.064739 | -0.037823 | -0.03085 | Female | 36 | No | No | Unemployed | Suburban | Master | 1,673,244,000 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 8de57127-5e98-46ad-b9e9-699729c173da | no_churn | 0.519632 | 0 | no_churn | -0.02484 | -0.001374 | 0.061216 | 0.070497 | 0.033173 | 0.098593 | 0.022827 | 0.036739 | Male | 74 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 81c6e508-27c5-4cc5-ad7b-5133c0e31399 | no_churn | 0.094552 | 0 | no_churn | -0.168918 | -0.002493 | -0.004575 | 0.008225 | -0.058956 | -0.101205 | 0.013007 | 0.045888 | Female | 69 | No | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 428a00ca-f265-4334-b381-754c5169efe4 | churn | 0.607336 | 1 | churn | 0.193452 | -0.003678 | 0.042168 | 0.067627 | 0.075888 | 0.161454 | 0.113885 | 0.080177 | Female | 36 | No | Yes | Employed | Suburban | Master | 1,673,244,000 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 37d87ece-d670-4f13-a21d-d80205b8938f | churn | 0.59831 | 1 | churn | 0.006605 | -0.003307 | 0.146481 | 0.119195 | 0.075384 | 0.144175 | 0.113117 | 0.057887 | Male | 33 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | c4be76aa-fe07-489c-b536-6e6748694320 | no_churn | 0.023343 | 0 | no_churn | -0.260575 | -0.003827 | 0.027785 | -0.005687 | 0.024829 | 0.021214 | -0.06854 | 0.05744 | Male | 32 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
8 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | bd940a21-954c-4a2f-a9db-8a5a4f57bd47 | no_churn | 0.750578 | 1 | churn | 0.029955 | -0.004419 | 0.035016 | -0.039545 | 0.076129 | 0.07991 | -0.010803 | 0.022638 | Female | 59 | No | No | Unemployed | Suburban | College | 1,673,244,000 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | b0c37f7f-a629-4b0d-929f-044b0cfcb375 | no_churn | 0.356223 | 0 | no_churn | 0.045733 | -0.002276 | 0.132004 | 0.098211 | 0.102545 | 0.14405 | 0.091055 | 0.044271 | Male | 46 | Yes | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 60cbd4c0-533b-46db-9779-68659f066bf5 | churn | 0.898137 | 1 | churn | 0.363996 | -0.003773 | -0.023682 | 0.050704 | 0.044275 | 0.157237 | 0.098271 | 0.043945 | Female | 58 | No | No | Unemployed | Rural | College | 1,673,244,000 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Active | 4658f36c-bb2d-430a-8b43-e3d86e7992f4 | no_churn | 0.315191 | 0 | no_churn | 0.068886 | -0.001798 | 0.017352 | 0.039358 | 0.00362 | -0.027898 | 0.103911 | 0.087543 | Male | 30 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 1c6a6adc-3bcc-4aa2-9132-bcee57db1258 | churn | 0.639085 | 1 | churn | 0.042043 | -0.00701 | -0.115558 | -0.041222 | -0.030965 | 0.095016 | -0.120777 | 0.010368 | Male | 32 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,244,000 |
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