Tenure int64 0 72 | PhoneService stringclasses 2
values | MultipleLines stringclasses 3
values | InternetSpeed stringclasses 4
values | SupportEligibility stringclasses 4
values | Contract stringclasses 3
values | MonthlyStreamingTime stringclasses 4
values | PremiumHDStreaming stringclasses 2
values | prediction_id stringlengths 36 36 | prediction_label stringclasses 2
values | prediction_score float64 0 0.95 | actual_score int64 0 1 | actual_label stringclasses 2
values | shap/Tenure float64 -0.3 0.39 | shap/PhoneService float64 -0.11 0.2 | shap/MultipleLines float64 -0.15 0.17 | shap/InternetSpeed float64 -0.22 0.25 | shap/SupportEligibility float64 -0.22 0.2 | shap/Contract float64 -0.28 0.19 | shap/MonthlyStreamingTime float64 -0.18 0.23 | shap/PremiumHDStreaming float64 -0.09 0.14 | Gender stringclasses 2
values | Age int64 20 80 | Dependents stringclasses 2
values | Partner stringclasses 2
values | EmploymentStatus stringclasses 5
values | LocationCode stringclasses 3
values | Education stringclasses 5
values | timestamp int64 1.67B 1.67B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5c07c1d5-014b-4143-b80a-c1cd256c03f9 | churn | 0.767261 | 0 | no_churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 50 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,207,200 |
54 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | a3e99919-37ea-4c26-a0ee-488cd5ef2c1c | no_churn | 0.01137 | 0 | no_churn | -0.067561 | -0.003812 | -0.017649 | -0.02337 | -0.027537 | -0.09496 | -0.016188 | -0.017948 | Female | 59 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
12 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 898e47d4-1afd-465b-a11b-28637b83d4af | no_churn | 0.074365 | 0 | no_churn | 0.022361 | -0.004476 | -0.061592 | -0.014264 | -0.035641 | 0.037441 | -0.011759 | -0.009565 | Male | 72 | No | Yes | Unemployed | Suburban | College | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 60d8ea27-24bd-4f59-a6e3-b601e74fdf51 | no_churn | 0.105263 | 0 | no_churn | -0.005542 | -0.00086 | 0.075334 | 0.09784 | 0.046201 | -0.034255 | 0.118652 | 0.078604 | Male | 47 | No | No | Employed | Rural | Bachelor | 1,672,207,200 |
44 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 331bb197-18e6-43ca-b215-fe34fb8ac5f5 | no_churn | 0.339018 | 0 | no_churn | -0.22839 | -0.006748 | -0.000377 | -0.07388 | 0.046597 | 0.01075 | -0.007629 | 0.005651 | Female | 58 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 44bef528-c4b0-4f1f-bcde-da15e0a76e4a | no_churn | 0.22032 | 0 | no_churn | -0.114245 | -0.001906 | 0.011655 | -0.050194 | -0.040708 | -0.090504 | 0.004955 | 0.011921 | Female | 34 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
70 | Yes | No | Low Speed | In_Store_Support | Two year | <50hrs | Active | 8c46173a-4623-4218-bd70-dcb6ffe924b9 | no_churn | 0.017194 | 0 | no_churn | -0.06272 | -0.002312 | -0.032582 | -0.021476 | -0.036375 | -0.14669 | 0.007332 | 0.025797 | Male | 27 | No | No | Employed | Suburban | Doctor | 1,672,207,200 |
4 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5cce60c5-77c3-49ef-8c6b-cbd91b67d7db | no_churn | 0.180295 | 0 | no_churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Male | 26 | No | No | Employed | Rural | High School or Below | 1,672,207,200 |
40 | No | No phone service | High Speed | Phone_Support | One year | 0hrs | Disabled | 0b25e931-963d-4525-88d9-e9523a62af60 | churn | 0.166536 | 1 | churn | 0.025092 | 0.112799 | 0.039548 | 0.018085 | 0.018017 | -0.171779 | 0.005851 | -0.006641 | Female | 48 | No | No | Unemployed | Rural | High School or Below | 1,672,207,200 |
3 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 859dc4d8-93ec-42b3-80a1-fb5d496bf885 | no_churn | 0.384927 | 0 | no_churn | 0.11719 | -0.006858 | 0.014355 | -0.144648 | 0.036822 | 0.099394 | -0.04708 | -0.061053 | Female | 32 | Yes | Yes | Employed | Urban | High School or Below | 1,672,207,200 |
14 | Yes | No | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 38682a7a-30bf-4ced-87fd-7dce6d2bc75d | no_churn | 0.015647 | 0 | no_churn | -0.03169 | -0.004937 | -0.012133 | -0.051209 | -0.029617 | -0.100055 | -0.01751 | -0.021876 | Male | 61 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
5 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2298d37c-7369-42f6-a05b-d3fe60bca165 | no_churn | 0.2515 | 0 | no_churn | 0.12293 | -0.011953 | 0.037941 | -0.036081 | -0.111749 | 0.079813 | -0.023867 | -0.011107 | Female | 60 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | b1575e2d-37e3-4d26-985b-6b30ecd50865 | no_churn | 0.105263 | 0 | no_churn | -0.005542 | -0.00086 | 0.075334 | 0.09784 | 0.046201 | -0.034255 | 0.118652 | 0.078604 | Male | 52 | No | No | Medical Leave | Urban | Bachelor | 1,672,207,200 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 488a90aa-f987-4108-8019-3607203c94a6 | churn | 0.246299 | 1 | churn | -0.014652 | -0.010705 | -0.081772 | -0.093879 | 0.008817 | 0.054348 | -0.058874 | -0.072308 | Male | 60 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | c4e93e16-2974-4d2b-b3a6-2c9f076be9e5 | churn | 0.422948 | 1 | churn | -0.122148 | -0.002068 | 0.008139 | 0.023131 | -0.109415 | -0.132098 | 0.014124 | 0.051309 | Male | 56 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
12 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 23ef9848-9738-4cfa-954b-ddcd71d518e1 | no_churn | 0.196732 | 0 | no_churn | -0.030794 | 0.018437 | -0.03079 | -0.018679 | -0.010733 | 0.027488 | -0.028856 | -0.045099 | Female | 66 | No | No | Employed | Rural | Master | 1,672,207,200 |
8 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 3b3510d7-8f72-4c37-a9df-12524128e13e | churn | 0.756883 | 1 | churn | 0.145752 | -0.002237 | 0.0179 | -0.022266 | 0.109668 | 0.149395 | 0.166963 | 0.132464 | Male | 62 | No | No | Employed | Suburban | Master | 1,672,207,200 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 5666b407-22bb-42cc-a1ae-5c660377000a | no_churn | 0.592167 | 0 | no_churn | 0.081935 | -0.002454 | -0.01706 | -0.03141 | 0.089861 | 0.125164 | 0.106231 | 0.127458 | Male | 50 | No | Yes | Employed | Rural | College | 1,672,207,200 |
25 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 336b89e4-fc76-43bf-b6c5-0f2183869a37 | no_churn | 0.031871 | 0 | no_churn | -0.05265 | -0.011653 | -0.044723 | -0.088565 | 0.008013 | 0.040448 | -0.054341 | -0.065556 | Female | 56 | Yes | No | Employed | Suburban | College | 1,672,207,200 |
12 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | aea7ff8f-d98c-4478-859c-03b1dced9d00 | no_churn | 0.074365 | 0 | no_churn | 0.022361 | -0.004476 | -0.061592 | -0.014264 | -0.035641 | 0.037441 | -0.011759 | -0.009565 | Male | 78 | No | Yes | Employed | Suburban | College | 1,672,207,200 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 04b7002d-aec3-4d38-8cb7-510ea45c9c4d | no_churn | 0.004235 | 0 | no_churn | -0.058348 | -0.002922 | 0.008997 | -0.01582 | 0.007424 | -0.167728 | -0.019657 | -0.020972 | Male | 58 | Yes | No | Employed | Suburban | Bachelor | 1,672,207,200 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 5ce7aa43-2022-4749-997d-61c725f89871 | no_churn | 0.254913 | 0 | no_churn | 0.146121 | -0.003461 | -0.046824 | -0.023244 | 0.129934 | 0.133821 | 0.157759 | 0.129416 | Female | 20 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
38 | Yes | No | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 30a24427-09ba-48ca-bc60-55ac3a2a0e22 | no_churn | 0.008693 | 0 | no_churn | -0.019178 | -0.003711 | 0.001998 | -0.070588 | 0.014074 | -0.125871 | -0.025045 | -0.040705 | Female | 53 | No | No | Employed | Rural | College | 1,672,207,200 |
68 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | e5764418-304d-4160-a356-8715e3c36fde | no_churn | 0.021132 | 0 | no_churn | -0.081749 | -0.003652 | 0.003658 | -0.066664 | -0.039266 | -0.126838 | 0.017731 | 0.027753 | Male | 43 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 07fe5357-6a52-40c7-a471-2dedf97536cc | churn | 0.161767 | 1 | churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Male | 76 | No | Yes | Employed | Urban | College | 1,672,207,200 |
72 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 88a0829b-bff6-464c-ac87-80adbf480cdc | no_churn | 0.022674 | 0 | no_churn | -0.095219 | -0.002537 | 0.001226 | -0.023505 | -0.036815 | -0.157925 | 0.022617 | 0.023132 | Male | 71 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 6e6ca270-9d2d-4a4b-a4a6-84abc13f4272 | no_churn | 0.105263 | 0 | no_churn | -0.005542 | -0.00086 | 0.075334 | 0.09784 | 0.046201 | -0.034255 | 0.118652 | 0.078604 | Female | 56 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
68 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 510d5003-beac-469a-b7c7-5976559f10ed | no_churn | 0.036377 | 0 | no_churn | -0.050971 | -0.002623 | -0.009147 | 0.001973 | -0.004227 | -0.161681 | -0.018504 | -0.023847 | Male | 66 | No | Yes | Disabled | Urban | Bachelor | 1,672,207,200 |
70 | No | No phone service | Low Speed | In_Store_Support | Two year | <50hrs | Active | fb3099b4-f98e-41f9-8a4a-8c3241a7fede | no_churn | 0.023998 | 0 | no_churn | -0.082781 | -0.005789 | -0.018945 | -0.023074 | -0.036474 | -0.137541 | 0.012216 | 0.023362 | Female | 25 | Yes | Yes | Unemployed | Rural | College | 1,672,207,200 |
18 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e7cffdd1-232d-4f5d-ac19-3ebd9d809528 | no_churn | 0.125931 | 0 | no_churn | -0.088074 | -0.011849 | -0.06268 | -0.013014 | -0.002826 | 0.045992 | -0.059558 | -0.052473 | Female | 66 | Yes | No | Employed | Suburban | College | 1,672,207,200 |
54 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 4813b204-d4a6-4926-8aee-1a29ac98a15e | no_churn | 0.029534 | 0 | no_churn | -0.063194 | 0.016432 | 0.001417 | -0.004589 | 0.026064 | -0.136081 | -0.021048 | -0.038027 | Male | 34 | No | Yes | Unemployed | Rural | Bachelor | 1,672,207,200 |
67 | Yes | No | High Speed | Web_Chat_Support | One year | <50hrs | Active | c4ae5daa-06fa-4ea1-9094-c5052c07ef62 | no_churn | 0.195266 | 0 | no_churn | -0.099276 | -0.002559 | -0.038188 | -0.023882 | 0.024817 | -0.137118 | 0.044675 | 0.052504 | Male | 24 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
28 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | 100hrs+ | Active | 17a8c9c7-6697-4641-9bbd-47091ceb6301 | no_churn | 0.27323 | 0 | no_churn | -0.028152 | -0.001596 | -0.048724 | -0.124021 | 0.075287 | -0.169645 | 0.075394 | 0.08243 | Male | 33 | No | Yes | Employed | Suburban | College | 1,672,207,200 |
27 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2905abe3-c835-46ab-989d-284f675ddec8 | no_churn | 0.21611 | 0 | no_churn | -0.066414 | -0.004155 | -0.061019 | 0.102772 | 0.051561 | 0.080675 | -0.043375 | -0.0167 | Female | 65 | Yes | No | Employed | Urban | High School or Below | 1,672,207,200 |
72 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 5044bdc0-9a96-4540-9cd8-f844f394f0db | no_churn | 0.022674 | 0 | no_churn | -0.095219 | -0.002537 | 0.001226 | -0.023505 | -0.036815 | -0.157925 | 0.022617 | 0.023132 | Female | 55 | No | Yes | Employed | Suburban | Master | 1,672,207,200 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a9bc086d-9520-42e1-9793-1be5fd7a12aa | churn | 0.246299 | 1 | churn | -0.014652 | -0.010705 | -0.081772 | -0.093879 | 0.008817 | 0.054348 | -0.058874 | -0.072308 | Female | 21 | Yes | No | Retired | Suburban | Bachelor | 1,672,207,200 |
12 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 9681c9db-ed57-4bf2-b37d-c88691960a2b | no_churn | 0.034963 | 0 | no_churn | 0.134032 | 0.001856 | 0.014452 | 0.027186 | 0.058943 | 0.00336 | -0.004226 | -0.012834 | Male | 35 | Yes | Yes | Employed | Suburban | Doctor | 1,672,207,200 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 84120f6e-44b5-4d0e-a441-97c937d0412b | no_churn | 0.745826 | 0 | no_churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 54 | No | No | Unemployed | Suburban | High School or Below | 1,672,207,200 |
44 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b0874dc7-555b-4be4-b5b4-9f7679ea75c0 | no_churn | 0.287906 | 0 | no_churn | -0.195704 | -0.006199 | -0.091709 | -0.008241 | -0.005789 | 0.040497 | 0.015979 | 0.04814 | Male | 47 | Yes | No | Employed | Urban | Bachelor | 1,672,207,200 |
54 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ac508cfb-479f-4ae6-a3b4-1781664cf47b | no_churn | 0.245666 | 0 | no_churn | -0.176573 | -0.012314 | -0.026297 | 0.006416 | -0.012906 | 0.036439 | -0.037323 | -0.044467 | Female | 37 | No | Yes | Disabled | Suburban | Bachelor | 1,672,207,200 |
59 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | 511782c4-7382-42f4-9ee4-f7b43ebe9e43 | no_churn | 0.028182 | 0 | no_churn | -0.065508 | -0.004419 | 0.000615 | -0.033274 | -0.036719 | -0.085873 | -0.022046 | -0.021803 | Female | 39 | Yes | No | Unemployed | Urban | High School or Below | 1,672,207,200 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 54a5893e-f031-4ce6-a504-14886c5069c7 | no_churn | 0.592167 | 0 | no_churn | 0.081935 | -0.002454 | -0.01706 | -0.03141 | 0.089861 | 0.125164 | 0.106231 | 0.127458 | Female | 45 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 82f63e0f-45b4-46cb-9473-82b097f0fcf2 | no_churn | 0.308794 | 0 | no_churn | 0.032376 | -0.004318 | -0.075589 | -0.029198 | -0.138899 | 0.075184 | 0.083071 | 0.058346 | Male | 30 | No | No | Employed | Suburban | College | 1,672,207,200 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | 625b1e0f-9944-4f7f-af3f-d76211c6b35a | no_churn | 0.046949 | 0 | no_churn | 0.031972 | -0.000691 | 0.084679 | 0.084574 | 0.042654 | -0.025169 | 0.122177 | 0.060778 | Male | 39 | No | Yes | Employed | Rural | High School or Below | 1,672,207,200 |
2 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 86812f4f-c6a9-4ec6-81ed-cd868e3ab4b2 | no_churn | 0.610051 | 0 | no_churn | 0.084363 | -0.008383 | 0.007867 | -0.122084 | -0.037907 | 0.086481 | -0.065684 | -0.078895 | Female | 52 | No | No | Retired | Suburban | Bachelor | 1,672,207,200 |
52 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | c28eab62-7d78-474c-8284-0bb1ddc8e287 | no_churn | 0.020892 | 0 | no_churn | -0.061914 | -0.001315 | -0.056238 | -0.039392 | 0.057446 | -0.204853 | 0.055071 | 0.055502 | Male | 21 | No | Yes | Employed | Rural | Bachelor | 1,672,207,200 |
60 | Yes | Yes | High Speed | Phone_Support | One year | <80hrs | Active | 24e0d3f6-0671-41d4-82d6-9a1c4fcd0ce0 | no_churn | 0.057576 | 0 | no_churn | -0.046125 | -0.002431 | 0.015393 | 0.019685 | 0.083149 | -0.013697 | 0.063922 | 0.058791 | Female | 48 | Yes | Yes | Employed | Urban | College | 1,672,207,200 |
68 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | cc344cd3-cba1-4ce7-b4e5-5386815eb175 | no_churn | 0.008874 | 0 | no_churn | -0.06142 | -0.003706 | -0.014377 | -0.018269 | -0.000219 | -0.11634 | -0.024979 | -0.029715 | Female | 66 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,207,200 |
2 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4dfad4f1-7e62-43b9-a1fd-569625df854d | no_churn | 0.461326 | 0 | no_churn | 0.071702 | -0.019281 | -0.065203 | -0.179436 | -0.059781 | 0.054184 | -0.04089 | -0.030322 | Female | 69 | No | Yes | Employed | Rural | Master | 1,672,207,200 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 58d13d6f-5330-4dd0-9b22-c854935d694e | no_churn | 0.107069 | 0 | no_churn | -0.040062 | -0.007996 | -0.015717 | -0.089856 | -0.034019 | 0.05376 | -0.041631 | -0.0266 | Male | 51 | No | No | Disabled | Suburban | Bachelor | 1,672,207,200 |
4 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4abc5f40-001d-43f9-9b89-142fcbad22c9 | no_churn | 0.513162 | 0 | no_churn | 0.085727 | -0.008205 | 0.081313 | -0.049327 | 0.016739 | 0.11838 | -0.047178 | -0.055787 | Male | 32 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,207,200 |
49 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | b5dd208a-bbc5-4a3e-8674-074f1a675939 | no_churn | 0.007467 | 0 | no_churn | -0.051065 | -0.004848 | -0.023345 | -0.017386 | 0.014031 | -0.110216 | -0.024116 | -0.052081 | Male | 36 | No | Yes | Employed | Rural | Bachelor | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | a6d6da75-e2dc-461d-8af5-91c9983b86fd | no_churn | 0.105263 | 0 | no_churn | -0.005542 | -0.00086 | 0.075334 | 0.09784 | 0.046201 | -0.034255 | 0.118652 | 0.078604 | Female | 64 | No | No | Employed | Rural | Bachelor | 1,672,207,200 |
58 | Yes | No | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | fe513e35-aefa-4907-af3a-d1946926ac4c | churn | 0.313423 | 1 | churn | -0.136324 | -0.00252 | -0.023965 | 0.045567 | -0.011716 | -0.026904 | 0.001673 | 0.047663 | Male | 70 | No | Yes | Employed | Rural | College | 1,672,207,200 |
43 | Yes | No | Low Speed | Phone_Support | Two year | <80hrs | Active | 8e64de9f-ddbe-49de-a3be-d41f347e185a | no_churn | 0.062738 | 0 | no_churn | 0.012811 | -0.000517 | -0.063913 | 0.037099 | 0.091879 | -0.098321 | 0.072743 | 0.079193 | Female | 74 | Yes | Yes | Unemployed | Urban | College | 1,672,207,200 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 99e2c153-fbaf-4f05-8ee5-bb5201d899ab | no_churn | 0.308794 | 0 | no_churn | 0.032376 | -0.004318 | -0.075589 | -0.029198 | -0.138899 | 0.075184 | 0.083071 | 0.058346 | Male | 78 | No | No | Unemployed | Suburban | College | 1,672,207,200 |
71 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 6dd151bb-f409-4289-bb3a-89b3fa734c82 | no_churn | 0.003328 | 0 | no_churn | -0.076247 | -0.003737 | -0.016402 | -0.015735 | 0.003698 | -0.119689 | -0.016406 | -0.024508 | Female | 56 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
15 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c07a6b35-0936-402c-970d-690c01850a72 | churn | 0.157854 | 1 | churn | 0.193083 | -0.007261 | 0.106359 | 0.060902 | -0.077051 | 0.115182 | 0.008062 | 0.007603 | Female | 38 | No | Yes | Retired | Suburban | Bachelor | 1,672,207,200 |
12 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ce5fc9cc-ad84-4a74-8916-21081b3c2655 | no_churn | 0.074365 | 0 | no_churn | 0.022361 | -0.004476 | -0.061592 | -0.014264 | -0.035641 | 0.037441 | -0.011759 | -0.009565 | Male | 45 | Yes | No | Employed | Suburban | Bachelor | 1,672,207,200 |
24 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2b5093c3-5bac-4f86-a639-3f00599afb1e | no_churn | 0.25467 | 0 | no_churn | -0.112462 | -0.006351 | -0.043099 | -0.043896 | 0.003937 | 0.039785 | -0.053268 | -0.043675 | Female | 44 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
14 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 420ebf5a-0696-4425-839a-54cd353ac08d | churn | 0.674849 | 1 | churn | 0.006216 | -0.004063 | 0.050267 | 0.113125 | 0.020646 | 0.118432 | -0.027742 | -0.036109 | Female | 72 | Yes | Yes | Unemployed | Suburban | College | 1,672,207,200 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b705c176-3223-4a59-8196-3feceaebf306 | no_churn | 0.451417 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 47 | Yes | No | Employed | Suburban | Bachelor | 1,672,207,200 |
36 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | da9479ed-8cf4-4429-af2e-4aeb0a86406a | no_churn | 0.328705 | 0 | no_churn | -0.183184 | -0.00541 | -0.087403 | -0.068074 | 0.021683 | 0.047045 | 0.028644 | 0.038672 | Female | 28 | No | No | Unemployed | Suburban | College | 1,672,207,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a1d76dc6-ec2b-451b-bb8c-6f2475219d73 | churn | 0.86904 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 68 | No | Yes | Unemployed | Rural | College | 1,672,207,200 |
3 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8bb94a6f-b420-4d7f-adb5-5cb27c8c37ae | no_churn | 0.384927 | 0 | no_churn | 0.11719 | -0.006858 | 0.014355 | -0.144648 | 0.036822 | 0.099394 | -0.04708 | -0.061053 | Male | 36 | No | Yes | Medical Leave | Suburban | Bachelor | 1,672,207,200 |
12 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 1eaae2ca-a6df-43b2-963d-43b0e20f2d7f | no_churn | 0.034963 | 0 | no_churn | 0.134032 | 0.001856 | 0.014452 | 0.027186 | 0.058943 | 0.00336 | -0.004226 | -0.012834 | Male | 72 | No | Yes | Employed | Rural | College | 1,672,207,200 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 100hrs+ | Active | 8dda6167-e87b-4767-bd4f-bfc197078716 | no_churn | 0.041773 | 0 | no_churn | -0.128764 | -0.002256 | 0.007667 | -0.050377 | 0.012737 | -0.206143 | 0.049472 | 0.058637 | Male | 38 | No | Yes | Employed | Urban | Bachelor | 1,672,207,200 |
72 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 6bcad0ab-1470-4fbf-b427-8f40115de435 | no_churn | 0.022674 | 0 | no_churn | -0.095219 | -0.002537 | 0.001226 | -0.023505 | -0.036815 | -0.157925 | 0.022617 | 0.023132 | Female | 77 | No | No | Unemployed | Suburban | College | 1,672,207,200 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a794ec11-763d-4b39-8e7e-c3bb6483438d | churn | 0.566766 | 1 | churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 60 | No | No | Medical Leave | Urban | College | 1,672,207,200 |
72 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 4aed5668-4105-4806-a290-afe9eee39372 | no_churn | 0.022674 | 0 | no_churn | -0.095219 | -0.002537 | 0.001226 | -0.023505 | -0.036815 | -0.157925 | 0.022617 | 0.023132 | Male | 79 | No | Yes | Employed | Urban | College | 1,672,207,200 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5a1fc509-948b-48b1-a3e1-5392d044ce17 | churn | 0.697488 | 1 | churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Female | 56 | Yes | Yes | Unemployed | Suburban | College | 1,672,207,200 |
18 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 611add20-08ea-44c3-92ec-578d76f1404c | no_churn | 0.125931 | 0 | no_churn | -0.088074 | -0.011849 | -0.06268 | -0.013014 | -0.002826 | 0.045992 | -0.059558 | -0.052473 | Female | 67 | No | No | Employed | Suburban | College | 1,672,207,200 |
52 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | f25e6406-24bb-4afd-9b9e-a0b89c2e1020 | no_churn | 0.020892 | 0 | no_churn | -0.061914 | -0.001315 | -0.056238 | -0.039392 | 0.057446 | -0.204853 | 0.055071 | 0.055502 | Male | 20 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
64 | Yes | Yes | High Speed | In_Store_Support | One year | <80hrs | Active | 7ca4d86e-c3b2-4a52-adf1-2884b005a100 | no_churn | 0.11162 | 0 | no_churn | -0.115666 | -0.004465 | 0.000822 | -0.008363 | -0.124769 | -0.051373 | 0.032158 | 0.03263 | Female | 52 | Yes | Yes | Unemployed | Urban | Bachelor | 1,672,207,200 |
54 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e2026047-ef3c-4714-b0f5-f7afec49cca6 | no_churn | 0.245666 | 0 | no_churn | -0.176573 | -0.012314 | -0.026297 | 0.006416 | -0.012906 | 0.036439 | -0.037323 | -0.044467 | Male | 21 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
70 | No | No phone service | High Speed | Phone_Support | Two year | 100hrs+ | Active | 410d5e78-6651-4b10-a1df-a36659f2998b | no_churn | 0.019845 | 0 | no_churn | -0.120138 | -0.007824 | -0.007375 | -0.000664 | 0.034125 | -0.182334 | 0.039477 | 0.043707 | Male | 43 | No | No | Unemployed | Suburban | Bachelor | 1,672,207,200 |
19 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fdcd9557-40fd-4ef7-ab67-6e4fc5a128be | no_churn | 0.211453 | 0 | no_churn | -0.034546 | -0.013416 | 0.012813 | -0.086038 | 0.030836 | 0.054188 | -0.054115 | -0.078749 | Female | 44 | No | Yes | Unemployed | Urban | Doctor | 1,672,207,200 |
42 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8fcd5f71-8fae-4a43-a044-5100278a73c4 | churn | 0.274548 | 1 | churn | 0.182047 | -0.000331 | 0.03598 | 0.203345 | 0.134195 | 0.137896 | 0.006987 | 0.030855 | Male | 36 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | c622be48-306f-4c38-bf80-39067d7a9547 | no_churn | 0.105263 | 0 | no_churn | -0.005542 | -0.00086 | 0.075334 | 0.09784 | 0.046201 | -0.034255 | 0.118652 | 0.078604 | Male | 67 | No | No | Medical Leave | Suburban | Bachelor | 1,672,207,200 |
7 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ca71fe96-caee-4aa4-90bb-8dd8df0a5032 | churn | 0.298943 | 1 | churn | -0.023164 | 0.042785 | 0.009862 | -0.026699 | -0.069863 | 0.033734 | -0.025286 | -0.023729 | Male | 70 | Yes | No | Unemployed | Suburban | College | 1,672,207,200 |
9 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | d499d1d8-12f3-4b90-a6c7-8d843fc39dd9 | churn | 0.20097 | 1 | churn | 0.046516 | -0.003222 | -0.059524 | -0.019067 | 0.015876 | 0.095204 | 0.11361 | 0.061581 | Male | 26 | Yes | Yes | Medical Leave | Urban | College | 1,672,207,200 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bb3fc128-702d-43af-a25b-d867d86056c0 | churn | 0.592976 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 46 | Yes | Yes | Unemployed | Suburban | Master | 1,672,207,200 |
7 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 58a775d4-2f7b-4f85-aa21-46546ee76971 | churn | 0.65145 | 1 | churn | -0.02747 | -0.002827 | -0.100455 | -0.023757 | 0.078611 | 0.071994 | -0.069028 | 0.06762 | Male | 28 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5d5719ae-22db-49fc-acf4-423f66040caf | churn | 0.86904 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 40 | No | No | Employed | Urban | College | 1,672,207,200 |
1 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 677b60f8-1bfb-47a9-9ba9-4a3102838562 | no_churn | 0.570836 | 0 | no_churn | 0.160266 | -0.012807 | -0.009924 | -0.069849 | 0.040472 | 0.123714 | -0.046721 | -0.058441 | Male | 31 | No | No | Unemployed | Urban | Bachelor | 1,672,207,200 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | a8161c0a-3e16-4f20-9396-552ba763d184 | churn | 0.785354 | 1 | churn | 0.02548 | -0.002215 | 0.102443 | -0.003895 | 0.03161 | 0.114669 | 0.009265 | 0.03559 | Female | 39 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
60 | Yes | Yes | High Speed | Phone_Support | One year | <80hrs | Active | bf717655-fc1f-4d47-8808-0c1cfdeab050 | no_churn | 0.057576 | 0 | no_churn | -0.046125 | -0.002431 | 0.015393 | 0.019685 | 0.083149 | -0.013697 | 0.063922 | 0.058791 | Female | 42 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | d25d5393-4a11-446c-bf0d-8c54a2a8f5c6 | churn | 0.606871 | 1 | churn | 0.102516 | -0.004564 | 0.019903 | -0.014732 | 0.081907 | 0.119982 | 0.058602 | 0.007956 | Female | 77 | Yes | No | Unemployed | Suburban | College | 1,672,207,200 |
14 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d5376927-6730-428f-b457-8e1b73f6927c | no_churn | 0.114928 | 0 | no_churn | -0.029515 | -0.018736 | -0.084562 | -0.052175 | -0.004623 | 0.056748 | -0.046984 | -0.072347 | Female | 27 | No | Yes | Unemployed | Suburban | College | 1,672,207,200 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4b50cd36-4546-43bf-bc51-72ab2cd3d53c | no_churn | 0.132606 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 22 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
18 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bd34be32-6056-4df0-af51-45a70448d5f4 | no_churn | 0.228715 | 0 | no_churn | 0.037796 | -0.004469 | 0.032004 | 0.06329 | 0.066394 | 0.085047 | -0.026425 | -0.009303 | Male | 47 | No | Yes | Retired | Urban | Bachelor | 1,672,207,200 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 100hrs+ | Active | 8477076b-8e87-413f-b02c-ee6d5e6791be | churn | 0.041773 | 0 | no_churn | -0.128764 | -0.002256 | 0.007667 | -0.050377 | 0.012737 | -0.206143 | 0.049472 | 0.058637 | Male | 65 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | 38739f21-cb36-423a-8924-8d30fab79d0c | no_churn | 0.046949 | 0 | no_churn | 0.031972 | -0.000691 | 0.084679 | 0.084574 | 0.042654 | -0.025169 | 0.122177 | 0.060778 | Male | 51 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 83e72f68-e328-4f75-b9e7-3b915d5dae25 | churn | 0.008456 | 0 | no_churn | -0.084165 | -0.003952 | 0.002304 | -0.019774 | -0.056281 | -0.143697 | 0.012268 | 0.02427 | Female | 65 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,207,200 |
15 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | d6bd7bb0-ef59-40ab-84bb-db193eb28c76 | no_churn | 0.212661 | 0 | no_churn | 0.168759 | -0.011469 | 0.027251 | -0.009588 | -0.033632 | 0.103267 | 0.102855 | 0.09353 | Female | 29 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
9 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | a3783822-235f-478e-b55f-aeaaf434c4ec | churn | 0.20097 | 1 | churn | 0.046516 | -0.003222 | -0.059524 | -0.019067 | 0.015876 | 0.095204 | 0.11361 | 0.061581 | Male | 33 | No | No | Unemployed | Suburban | Master | 1,672,207,200 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c5f936fb-9b83-4867-9ebb-815049f8f520 | no_churn | 0.299386 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 71 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,207,200 |
49 | No | No phone service | High Speed | In_Store_Support | Two year | <80hrs | Active | ad7a40dc-61cd-4fc4-9c91-7b50a4c4882a | no_churn | 0.031586 | 0 | no_churn | -0.048755 | 0.023152 | -0.001667 | -0.022498 | -0.03897 | -0.174713 | 0.043639 | 0.030786 | Male | 43 | No | Yes | Retired | Urban | High School or Below | 1,672,207,200 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | f0d7de8d-7cf6-4a3d-bb68-f37ac65cd3ad | no_churn | 0.661182 | 0 | no_churn | -0.078532 | -0.004572 | -0.034881 | -0.084526 | -0.019656 | 0.081436 | -0.08475 | 0.023122 | Male | 62 | No | Yes | Medical Leave | Suburban | High School or Below | 1,672,207,200 |
60 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 724d997d-574b-433e-b2e5-b24902b6347b | no_churn | 0.061839 | 0 | no_churn | -0.047751 | -0.003947 | -0.01459 | -0.054723 | -0.024262 | -0.08532 | -0.018767 | -0.019667 | Female | 21 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
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