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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
51 | Yes | Yes | Low Speed | Phone_Support | One year | <80hrs | Active | c973baca-ca4a-42ed-9476-e2ad8ef70678 | no_churn | 0.100544 | 0 | no_churn | -0.024323 | -0.006579 | 0.003972 | -0.036736 | 0.065068 | -0.198816 | 0.087865 | 0.067355 | Female | 33 | Yes | Yes | Employed | Suburban | Master | 1,671,516,000 |
47 | Yes | No | High Speed | In_Store_Support | One year | 100hrs+ | Active | 40e08269-b0af-4764-9e2b-1e5288049e2c | no_churn | 0.123755 | 0 | no_churn | -0.07722 | -0.003941 | -0.01794 | -0.011881 | -0.073212 | -0.047151 | 0.017359 | 0.04496 | Female | 22 | No | No | Employed | Rural | Bachelor | 1,671,516,000 |
72 | No | No phone service | Medium Speed | Phone_Support | Two year | <80hrs | Active | 11124da7-3535-4fc2-9af6-610c22a04d0d | no_churn | 0.00627 | 0 | no_churn | -0.122927 | -0.00075 | 0.004273 | -0.000096 | 0.034228 | -0.121657 | 0.027836 | 0.040067 | Female | 70 | Yes | No | Employed | Suburban | College | 1,671,516,000 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | ab37be5d-0ae4-4b00-884a-9e9aee4e9760 | no_churn | 0.002643 | 0 | no_churn | -0.11389 | -0.002714 | 0.001059 | -0.049495 | 0.033472 | -0.221916 | 0.041581 | 0.050876 | Male | 67 | No | No | Unemployed | Suburban | College | 1,671,516,000 |
63 | Yes | Yes | High Speed | In_Store_Support | Two year | <50hrs | Active | 24dca78e-7e06-424e-86e6-24090dd69e13 | no_churn | 0.018409 | 0 | no_churn | -0.097823 | -0.002846 | -0.005356 | -0.016938 | -0.051907 | -0.141739 | 0.024966 | 0.022616 | Female | 25 | Yes | Yes | Unemployed | Urban | College | 1,671,516,000 |
53 | No | No phone service | Low Speed | Phone_Support | One year | <80hrs | Active | 0d260c71-9ced-46b7-a60a-9a38c2381e30 | no_churn | 0.113851 | 0 | no_churn | 0.007202 | 0.030722 | 0.005336 | 0.037875 | 0.043518 | -0.047131 | 0.143824 | 0.079628 | Female | 66 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
71 | Yes | No | Medium Speed | Phone_Support | Two year | <50hrs | Active | 45ff11bc-3434-4892-9ff2-002e64d8749a | no_churn | 0.003912 | 0 | no_churn | -0.109193 | -0.002051 | -0.001791 | 0.001686 | 0.03954 | -0.183783 | 0.020638 | 0.045927 | Female | 50 | No | Yes | Unemployed | Rural | High School or Below | 1,671,516,000 |
72 | No | No phone service | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 9c28f1ef-e374-408a-9e4f-d6306830d948 | no_churn | 0.005419 | 0 | no_churn | -0.098048 | 0.002195 | -0.003539 | -0.013001 | -0.050829 | -0.137602 | 0.011723 | 0.020074 | Male | 32 | No | No | Employed | Urban | College | 1,671,516,000 |
72 | Yes | Yes | Medium Speed | Phone_Support | Two year | <80hrs | Active | 2d205c2f-5659-4e35-8018-b83202d94889 | no_churn | 0.004153 | 0 | no_churn | -0.165987 | -0.002319 | -0.006609 | -0.040773 | 0.035133 | -0.137707 | 0.034889 | 0.044347 | Female | 60 | Yes | No | Employed | Rural | High School or Below | 1,671,516,000 |
57 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 262841d2-2fdd-4af9-b705-c89c79c52683 | no_churn | 0.034381 | 0 | no_churn | -0.037675 | -0.003973 | -0.043541 | -0.019566 | -0.036504 | -0.097274 | -0.012571 | -0.017922 | Male | 66 | No | No | Employed | Suburban | College | 1,671,516,000 |
46 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 1f3e3ff6-25c3-41dc-85f9-680d282ff10a | no_churn | 0.027081 | 0 | no_churn | -0.058347 | -0.00493 | -0.010333 | -0.01688 | -0.001355 | -0.100685 | -0.02932 | -0.047176 | Female | 80 | No | Yes | Employed | Rural | College | 1,671,516,000 |
12 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 11ce1a90-ff01-4b88-8762-0980bd4db08e | no_churn | 0.164199 | 0 | no_churn | 0.169594 | 0.000405 | 0.123258 | 0.006386 | 0.10097 | 0.135947 | -0.034491 | -0.046263 | Male | 23 | No | No | Employed | Rural | Bachelor | 1,671,516,000 |
12 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 83e513f0-f931-4920-a9dd-4a8e7dd09985 | no_churn | 0.279137 | 0 | no_churn | -0.056453 | -0.007658 | -0.028512 | -0.10258 | 0.011337 | 0.048558 | -0.063801 | -0.069917 | Male | 62 | Yes | No | Unemployed | Suburban | College | 1,671,516,000 |
34 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 70b89fcb-931f-4bbc-9364-09b368ea4f1c | no_churn | 0.073587 | 0 | no_churn | -0.050231 | 0.002762 | -0.023953 | -0.035676 | 0.027966 | -0.114185 | -0.018027 | -0.027683 | Male | 79 | Yes | No | Employed | Suburban | High School or Below | 1,671,516,000 |
8 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4a9ab8ea-4f1e-4f07-9061-60fec3b4ea29 | no_churn | 0.37554 | 0 | no_churn | 0.017089 | -0.011454 | -0.026559 | -0.134057 | 0.023193 | 0.043788 | -0.053568 | -0.069958 | Female | 27 | No | No | Unemployed | Suburban | College | 1,671,516,000 |
5 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f27ef062-fdb9-4987-aeae-98820d653a1b | churn | 0.293539 | 1 | churn | 0.162232 | 0.121039 | 0.036528 | 0.012706 | -0.029495 | 0.115664 | -0.022835 | 0.00184 | Female | 55 | No | No | Employed | Rural | College | 1,671,516,000 |
26 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b07ac04a-0678-411e-96f0-bdd8dbab149a | no_churn | 0.072149 | 0 | no_churn | -0.123166 | -0.007269 | -0.044438 | -0.049972 | 0.0128 | 0.03554 | -0.047972 | -0.044549 | Female | 39 | No | No | Unemployed | Suburban | College | 1,671,516,000 |
2 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c4cddbd5-d1e0-40cf-b2de-94775a8b994a | churn | 0.232082 | 1 | churn | 0.221831 | 0.153175 | 0.072152 | 0.027431 | 0.030538 | 0.16135 | -0.025251 | -0.030838 | Female | 79 | No | No | Employed | Rural | Bachelor | 1,671,516,000 |
9 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0b844fd7-3041-4681-8e70-9acd06019f6e | churn | 0.387407 | 1 | churn | 0.217119 | 0.098488 | 0.040658 | 0.02866 | 0.043821 | 0.122286 | -0.007573 | -0.00939 | Female | 46 | No | No | Employed | Suburban | Master | 1,671,516,000 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fd7551ce-d863-4e92-b67e-6985e22c2509 | no_churn | 0.372101 | 0 | no_churn | 0.178229 | -0.007471 | -0.063379 | 0.015039 | 0.092223 | 0.120913 | -0.028936 | -0.048381 | Male | 70 | No | No | Employed | Rural | College | 1,671,516,000 |
5 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6b7a1542-ad5b-41e8-9f00-4095195deec3 | no_churn | 0.323318 | 0 | no_churn | 0.13856 | -0.004215 | -0.015113 | -0.046239 | 0.057747 | 0.101414 | -0.029596 | -0.059099 | Female | 63 | No | No | Employed | Urban | Bachelor | 1,671,516,000 |
70 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | d35d9634-895d-4e71-b775-816695b9d576 | no_churn | 0.011492 | 0 | no_churn | -0.098382 | 0.008433 | -0.001342 | -0.012579 | 0.001466 | -0.130033 | -0.015259 | -0.021329 | Female | 29 | Yes | Yes | Employed | Rural | High School or Below | 1,671,516,000 |
34 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f7f03833-97f8-423e-b6f0-142c41108806 | no_churn | 0.118584 | 0 | no_churn | -0.055501 | -0.005861 | 0.001961 | -0.035676 | -0.118489 | 0.043786 | -0.0335 | -0.035745 | Male | 45 | No | No | Unemployed | Rural | Bachelor | 1,671,516,000 |
49 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 38b8445e-380b-4997-a61f-820e00bb8217 | no_churn | 0.024306 | 0 | no_churn | -0.051484 | -0.003636 | 0.008063 | -0.038769 | -0.032087 | -0.11251 | -0.016747 | -0.021856 | Male | 73 | Yes | No | Unemployed | Suburban | College | 1,671,516,000 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3c5c9a89-3319-4280-a03c-43cc723e120f | no_churn | 0.136268 | 0 | no_churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Female | 30 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
0 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | f09fff9b-b442-4758-b4c5-b80059d777bd | no_churn | 0.019052 | 0 | no_churn | 0.084653 | -0.004512 | 0.01421 | -0.066571 | 0.007408 | -0.208487 | -0.034496 | -0.033849 | Female | 62 | No | Yes | Unemployed | Urban | High School or Below | 1,671,516,000 |
54 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | a2272f7d-24ca-4ec7-9c92-831efed99397 | no_churn | 0.284753 | 0 | no_churn | -0.070662 | -0.002952 | 0.010984 | -0.05188 | -0.04329 | -0.145756 | 0.030294 | 0.034236 | Male | 68 | No | No | Medical Leave | Suburban | High School or Below | 1,671,516,000 |
16 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | a70e654b-68ad-46ac-b0c5-d5b982cdcd56 | churn | 0.675104 | 1 | churn | 0.01123 | -0.005434 | -0.044943 | -0.102899 | 0.011398 | 0.080351 | -0.012235 | 0.062745 | Male | 47 | No | Yes | Disabled | Suburban | Master | 1,671,516,000 |
51 | Yes | Yes | High Speed | Phone_Support | One year | <80hrs | Active | 87c0f578-0097-4cbd-bb3b-ca3101c1d7b8 | no_churn | 0.183459 | 0 | no_churn | 0.035092 | -0.004781 | 0.066227 | 0.049048 | 0.103686 | -0.084932 | 0.129512 | 0.077122 | Female | 21 | No | No | Employed | Urban | College | 1,671,516,000 |
37 | Yes | Yes | Low Speed | In_Store_Support | One year | <50hrs | Active | 3d5b056e-572b-4217-9c98-1afd407b5119 | churn | 0.259105 | 1 | churn | -0.023626 | 0.001544 | -0.030005 | 0.021312 | -0.02756 | -0.058999 | 0.025259 | 0.083049 | Female | 22 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
62 | Yes | Yes | Low Speed | In_Store_Support | One year | 100hrs+ | Active | 545834df-168a-45e8-9cc8-137b2a0dffaa | churn | 0.061908 | 0 | no_churn | -0.115083 | -0.003375 | 0.021309 | 0.023398 | -0.138143 | -0.099933 | 0.039274 | 0.043527 | Female | 48 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
72 | Yes | Yes | Low Speed | In_Store_Support | Two year | <50hrs | Active | e07d6983-12ed-4252-8b5f-7a53dd2c1f71 | no_churn | 0.019057 | 0 | no_churn | -0.107999 | -0.00264 | 0.002656 | -0.01522 | -0.040442 | -0.156611 | 0.021508 | 0.029722 | Female | 22 | No | Yes | Employed | Suburban | Master | 1,671,516,000 |
63 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 23198e35-b523-4c4f-a149-90afb59bf2e8 | no_churn | 0.267783 | 0 | no_churn | -0.163091 | -0.003828 | 0.018554 | -0.000503 | -0.06504 | 0.048056 | 0.01243 | 0.044395 | Male | 79 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,516,000 |
57 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | d083c270-c159-46ad-ab71-13cacc8da987 | no_churn | 0.276276 | 0 | no_churn | -0.09255 | -0.004351 | 0.052867 | 0.044547 | 0.082524 | 0.080907 | 0.119208 | 0.065402 | Female | 53 | Yes | Yes | Medical Leave | Suburban | Bachelor | 1,671,516,000 |
19 | Yes | No | Fiber optic | In_Store_Support | One year | <80hrs | Active | a3b0ad41-1989-4512-a967-03f9e0215396 | churn | 0.488053 | 1 | churn | -0.045668 | -0.00678 | -0.023484 | 0.066224 | -0.016141 | -0.019786 | 0.045906 | 0.067204 | Female | 47 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
67 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 8820a8fd-73e5-4058-b7d3-e1b6fcd7352c | churn | 0.218352 | 0 | no_churn | -0.122395 | -0.002031 | 0.025509 | 0.01525 | 0.009495 | -0.129137 | 0.000865 | 0.033416 | Female | 64 | No | Yes | Retired | Suburban | Bachelor | 1,671,516,000 |
60 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | 16382bad-ca98-4e67-94b7-fd4d3834b56a | no_churn | 0.04807 | 0 | no_churn | -0.09565 | -0.002138 | 0.058401 | 0.089943 | 0.025531 | -0.03559 | 0.076083 | 0.054393 | Female | 42 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,516,000 |
64 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | d472502c-6913-4b98-a1b9-6ae9cc2437fd | no_churn | 0.060959 | 0 | no_churn | -0.217357 | -0.002625 | 0.01649 | 0.007979 | 0.001302 | -0.117088 | 0.021404 | 0.030867 | Female | 44 | Yes | No | Unemployed | Urban | Bachelor | 1,671,516,000 |
71 | Yes | Yes | Fiber optic | In_Store_Support | One year | <80hrs | Active | 3c7781d0-c1a5-4cf6-a5c1-e3fda62c6e12 | no_churn | 0.087886 | 0 | no_churn | -0.176865 | -0.002836 | -0.045061 | 0.047768 | -0.01476 | -0.047397 | 0.01522 | 0.044903 | Male | 66 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
30 | Yes | No | Fiber optic | Phone_Support | One year | <50hrs | Active | f2a16e97-d1d7-4117-8c17-b5445a4f201c | no_churn | 0.230935 | 0 | no_churn | -0.053228 | -0.002074 | -0.039999 | -0.062833 | -0.044037 | -0.08761 | 0.033913 | 0.036842 | Female | 76 | No | Yes | Employed | Rural | Master | 1,671,516,000 |
19 | Yes | No | Fiber optic | Phone_Support | One year | <80hrs | Active | e2893ff6-24f4-4835-8547-619224d2bbd3 | no_churn | 0.204792 | 0 | no_churn | -0.022678 | -0.00529 | -0.027411 | 0.008729 | -0.036005 | -0.140394 | 0.003967 | 0.041556 | Female | 59 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | 47cbcb57-0ad8-4b77-a86f-2b106c0a7bee | no_churn | 0.008902 | 0 | no_churn | -0.111906 | -0.002109 | 0.042073 | 0.049363 | 0.04703 | -0.079431 | 0.064395 | 0.054154 | Male | 77 | No | Yes | Unemployed | Suburban | College | 1,671,516,000 |
60 | Yes | No | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 4b2896fc-f412-4157-a332-845399be4a36 | no_churn | 0.073418 | 0 | no_churn | -0.111077 | -0.003489 | -0.074675 | 0.040887 | -0.012973 | -0.120049 | 0.025573 | 0.016777 | Male | 24 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
65 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 100hrs+ | Active | 470c1ebc-8794-46de-bc5c-e42f449715fc | no_churn | 0.070792 | 0 | no_churn | -0.110695 | -0.001742 | -0.015672 | 0.015154 | -0.061382 | -0.116632 | 0.006817 | 0.025127 | Male | 30 | No | No | Disabled | Rural | High School or Below | 1,671,516,000 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | 0b2d0583-bbbf-4d80-bc2f-0f59c1460f3c | no_churn | 0.005038 | 0 | no_churn | -0.124393 | -0.003124 | 0.003071 | 0.033903 | -0.022606 | -0.131677 | -0.010369 | -0.01383 | Male | 62 | No | Yes | Employed | Rural | High School or Below | 1,671,516,000 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | 0hrs | Disabled | 6184bdc8-def9-40a7-b4ec-44f2caf399a8 | no_churn | 0.015974 | 0 | no_churn | -0.099256 | -0.002655 | 0.01554 | 0.041088 | -0.056391 | -0.111002 | -0.022895 | -0.028454 | Female | 74 | No | Yes | Unemployed | Rural | Bachelor | 1,671,516,000 |
23 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 05271c18-3cfc-4a4f-a194-f3a6c439b5f4 | churn | 0.445321 | 1 | churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Female | 23 | No | No | Unemployed | Rural | High School or Below | 1,671,516,000 |
39 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 4609dd49-fac6-48e7-a44f-ffde77eefb05 | no_churn | 0.210763 | 0 | no_churn | -0.017926 | -0.010363 | -0.023386 | 0.077053 | -0.218636 | 0.022028 | -0.017461 | -0.030334 | Female | 57 | Yes | Yes | Medical Leave | Suburban | Master | 1,671,516,000 |
71 | Yes | Yes | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | d34c92ed-fd7a-4f27-b0eb-b40676aad87a | no_churn | 0.015222 | 0 | no_churn | -0.146405 | -0.003212 | 0.006823 | 0.032288 | -0.016163 | -0.097748 | -0.014923 | -0.029686 | Female | 45 | Yes | Yes | Employed | Rural | Bachelor | 1,671,516,000 |
65 | Yes | Yes | Fiber optic | Phone_Support | One year | 0hrs | Disabled | 53e0163b-9c34-4dd0-ab81-415f5112a07a | no_churn | 0.081821 | 0 | no_churn | 0.079373 | -0.00035 | 0.102263 | 0.113986 | 0.085336 | 0.00342 | -0.00061 | 0.010485 | Male | 67 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
12 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 70598e98-a4e9-4b7b-8dac-855e4f501509 | no_churn | 0.532974 | 1 | churn | 0.006125 | -0.004225 | -0.026556 | 0.054522 | -0.126841 | 0.05324 | -0.027931 | -0.052026 | Female | 80 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
61 | Yes | Yes | Fiber optic | Phone_Support | One year | 0hrs | Disabled | 1a4f056a-1d5c-4066-82b0-632d314e8751 | no_churn | 0.052607 | 0 | no_churn | -0.095055 | -0.003186 | -0.061392 | 0.038961 | -0.002586 | -0.086573 | -0.018356 | -0.040839 | Female | 76 | Yes | No | Medical Leave | Suburban | College | 1,671,516,000 |
70 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | 6c106960-d153-4c8b-b392-eab7479f19a4 | churn | 0.229899 | 1 | churn | 0.066299 | -0.000046 | 0.079933 | 0.127532 | 0.083645 | -0.006622 | -0.000632 | 0.018452 | Male | 73 | No | No | Employed | Suburban | Master | 1,671,516,000 |
56 | Yes | No | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 1dcd4dac-2062-4562-bd16-d39660d19c97 | no_churn | 0.03388 | 0 | no_churn | -0.064137 | -0.003635 | -0.011669 | 0.014104 | -0.06242 | -0.08492 | -0.032781 | -0.023568 | Male | 28 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
31 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 4a5dacbc-0d1a-4461-8f01-c263d4b4783b | no_churn | 0.255994 | 0 | no_churn | 0.216375 | -0.005591 | 0.030074 | 0.158873 | 0.143866 | 0.149098 | 0.008396 | 0.00474 | Female | 38 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
30 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | f4bce81c-df54-4391-a232-8fdeecf107c6 | no_churn | 0.173724 | 0 | no_churn | -0.041973 | -0.002872 | -0.02293 | -0.013535 | -0.020412 | 0.087732 | 0.071178 | 0.016786 | Male | 80 | Yes | Yes | Employed | Rural | Doctor | 1,671,516,000 |
25 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | dfb9cd29-4d74-49da-9505-76dbe081cddc | churn | 0.268165 | 1 | churn | -0.085789 | 0.004207 | -0.007064 | -0.053893 | -0.13409 | 0.060296 | 0.02391 | 0.043398 | Female | 24 | Yes | No | Employed | Rural | Bachelor | 1,671,516,000 |
58 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | be031601-d6e4-4f40-84f2-8158c53efc82 | churn | 0.421051 | 1 | churn | -0.156963 | -0.025505 | -0.023751 | -0.005081 | -0.106946 | 0.056034 | 0.029284 | 0.033902 | Female | 37 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
18 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | 45b32a13-798e-4366-b8b1-45d01e5bc006 | no_churn | 0.228862 | 0 | no_churn | -0.033813 | -0.001489 | -0.035584 | -0.078412 | -0.06281 | 0.060468 | 0.11122 | 0.071392 | Female | 55 | No | No | Unemployed | Rural | Master | 1,671,516,000 |
57 | No | No phone service | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 908a9bbd-c097-497a-af8b-9d117d47abd9 | no_churn | 0.189017 | 0 | no_churn | -0.073192 | -0.018885 | -0.035225 | 0.011959 | 0.05329 | 0.073839 | 0.041084 | 0.068104 | Female | 67 | No | Yes | Employed | Rural | College | 1,671,516,000 |
7 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 6a112829-f0e9-48e8-9cc4-8a0452ca758d | no_churn | 0.190714 | 0 | no_churn | -0.042903 | 0.007108 | -0.039919 | -0.007264 | 0.026214 | 0.101162 | -0.023242 | 0.063365 | Male | 66 | No | No | Unemployed | Rural | College | 1,671,516,000 |
8 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | 43c84d3c-3981-4c3b-8800-62c9aa1037a3 | no_churn | 0.438044 | 0 | no_churn | 0.035377 | -0.043567 | -0.036773 | -0.054516 | -0.0755 | 0.078224 | 0.036319 | -0.003923 | Male | 77 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
54 | No | No phone service | High Speed | Phone_Support | Two year | <50hrs | Active | 2ad045ad-1521-43ae-9a68-4cbe80abb764 | no_churn | 0.024315 | 0 | no_churn | -0.059309 | -0.011114 | 0.006604 | -0.00418 | 0.054869 | -0.145577 | 0.000735 | 0.053946 | Male | 56 | No | No | Medical Leave | Rural | Bachelor | 1,671,516,000 |
55 | Yes | Yes | High Speed | In_Store_Support | Two year | <50hrs | Active | 89200364-ffd4-4b75-99c2-5de156f21fb3 | no_churn | 0.025967 | 0 | no_churn | -0.050129 | -0.002585 | 0.009038 | -0.019449 | -0.044172 | -0.223326 | 0.036684 | 0.024912 | Female | 68 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 70d43140-15b0-4e7d-9da1-554d947dfacf | churn | 0.597262 | 1 | churn | 0.273244 | -0.006688 | -0.033203 | 0.005085 | 0.167522 | 0.145772 | 0.094387 | 0.084855 | Male | 51 | No | No | Unemployed | Suburban | College | 1,671,516,000 |
2 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 6661c8c6-c0bd-4c9f-a54a-af50adda6a15 | churn | 0.759112 | 1 | churn | 0.271522 | 0.124747 | 0.03899 | 0.001265 | -0.041549 | 0.168939 | 0.077766 | 0.06596 | Female | 44 | No | No | Employed | Suburban | College | 1,671,516,000 |
30 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 160f0c6b-9574-4070-849b-d3426c47e6a9 | no_churn | 0.265149 | 0 | no_churn | -0.088578 | 0.005135 | -0.01017 | -0.103577 | -0.097822 | 0.057807 | -0.018023 | 0.006203 | Male | 32 | Yes | No | Unemployed | Rural | Bachelor | 1,671,516,000 |
20 | Yes | Yes | High Speed | Phone_Support | One year | <50hrs | Active | 17b73261-f035-4357-89b3-bbe7dd37af06 | no_churn | 0.098861 | 0 | no_churn | 0.045746 | -0.003021 | 0.006638 | 0.016741 | 0.04717 | -0.167366 | 0.056671 | 0.078228 | Female | 57 | No | No | Retired | Urban | High School or Below | 1,671,516,000 |
34 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | dcb76b02-4a85-4683-b26c-08215cc0d883 | no_churn | 0.034166 | 0 | no_churn | -0.043949 | -0.003987 | -0.009448 | -0.042047 | -0.036304 | -0.072664 | -0.022566 | -0.03806 | Male | 67 | No | Yes | Retired | Urban | College | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e466aabf-af96-4e3f-b888-1399261770cc | churn | 0.464516 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 71 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 84f31649-15c6-4aac-b897-357987f15795 | churn | 0.546045 | 1 | churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Male | 41 | No | Yes | Employed | Urban | Bachelor | 1,671,516,000 |
35 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | c1868ecb-787d-4e61-8d81-f01988f896cb | no_churn | 0.039937 | 0 | no_churn | -0.042166 | -0.0054 | -0.014485 | -0.116817 | 0.012765 | -0.054686 | -0.014619 | -0.033617 | Female | 59 | Yes | No | Employed | Rural | Bachelor | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f3f34333-32f3-4a33-be35-93164e059d6b | no_churn | 0.339249 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 40 | No | No | Employed | Suburban | College | 1,671,516,000 |
66 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c87ebcbb-c392-46bb-9e97-25b7d5003669 | no_churn | 0.069692 | 0 | no_churn | -0.033899 | -0.005592 | -0.020208 | -0.051476 | -0.083163 | 0.00149 | -0.016014 | -0.017642 | Female | 80 | No | No | Employed | Suburban | Master | 1,671,516,000 |
61 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 1428d8de-cac6-439c-bed8-627c6acc416e | no_churn | 0.005886 | 0 | no_churn | -0.073609 | -0.003527 | 0.003766 | -0.019467 | 0.004953 | -0.141726 | -0.021021 | -0.018395 | Female | 58 | Yes | No | Medical Leave | Urban | Bachelor | 1,671,516,000 |
66 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 81ca4d0c-9b52-4c88-80e8-8ff8e660f7c0 | no_churn | 0.027566 | 0 | no_churn | -0.01488 | -0.002719 | 0.009196 | -0.056552 | 0.002224 | -0.149736 | -0.026289 | -0.025272 | Female | 34 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
58 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 7233e06d-904e-41ef-9d97-df53947cd9b0 | no_churn | 0.0141 | 0 | no_churn | -0.069103 | -0.004255 | -0.000156 | -0.020383 | -0.042194 | -0.102033 | -0.01541 | -0.015493 | Female | 69 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 7078a576-c970-4a9b-891b-3892a5be0832 | no_churn | 0.006839 | 0 | no_churn | -0.083724 | -0.003493 | 0.00578 | -0.008572 | 0.007134 | -0.148799 | -0.016743 | -0.020611 | Male | 35 | No | No | Unemployed | Suburban | Bachelor | 1,671,516,000 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6c0bc4a6-5aba-4901-949a-1e16f69ec3f6 | churn | 0.620165 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 20 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
15 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 05a22f29-b17e-42d4-8d32-718fd71a363b | no_churn | 0.105503 | 0 | no_churn | 0.166007 | -0.010052 | 0.080176 | -0.056205 | 0.082931 | 0.122025 | -0.029709 | -0.045743 | Male | 51 | No | No | Unemployed | Urban | College | 1,671,516,000 |
60 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 673a4873-24fc-441a-8dd5-586ee7fe3f3f | no_churn | 0.01312 | 0 | no_churn | -0.089383 | 0.008703 | 0.002318 | -0.0162 | 0.00512 | -0.133461 | -0.024728 | -0.021394 | Female | 64 | No | Yes | Unemployed | Urban | College | 1,671,516,000 |
64 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | f4b9d4f7-9912-49e6-b7ff-e6ea1a777dc5 | no_churn | 0.012967 | 0 | no_churn | -0.058966 | -0.00299 | -0.012016 | -0.01071 | -0.018521 | -0.113897 | -0.021472 | -0.028456 | Female | 56 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
72 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 91d42ef8-c97b-4b67-ab68-c5fedc8e7e3a | no_churn | 0.002892 | 0 | no_churn | -0.059993 | -0.003276 | -0.008105 | -0.017223 | -0.011626 | -0.143358 | -0.011162 | -0.014282 | Male | 64 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
39 | Yes | No | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | cfa63994-80cc-40f9-935d-f0629fc9c42e | no_churn | 0.012483 | 0 | no_churn | -0.024649 | -0.005096 | -0.005018 | -0.070543 | -0.037921 | -0.099372 | -0.012336 | -0.01409 | Female | 71 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
13 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | b0e9120c-742b-4f2b-b8d7-52848eab0306 | no_churn | 0.010051 | 0 | no_churn | -0.016162 | -0.005595 | -0.021038 | -0.036738 | 0.008904 | -0.120726 | -0.036111 | -0.041561 | Female | 73 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | eda6cc83-138a-4dcc-b21f-82bc5bf222d6 | no_churn | 0.043429 | 0 | no_churn | 0.09574 | -0.008126 | -0.033208 | -0.031106 | -0.043656 | -0.110901 | -0.019139 | -0.019631 | Female | 49 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
30 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8d459bd7-725b-4ff0-80df-75b12fc2b02d | no_churn | 0.191798 | 0 | no_churn | -0.000326 | -0.015849 | -0.081221 | -0.107433 | -0.024182 | 0.053217 | -0.026281 | -0.026953 | Male | 21 | No | Yes | Disabled | Urban | Master | 1,671,516,000 |
57 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 6b8e0c09-6bb9-4b62-98ed-e708555ad676 | no_churn | 0.014734 | 0 | no_churn | -0.030137 | -0.004085 | -0.006415 | -0.045084 | 0.014131 | -0.112707 | -0.036795 | -0.047934 | Male | 55 | Yes | Yes | Employed | Urban | Bachelor | 1,671,516,000 |
30 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 71ae5737-1859-433a-a510-3b1f3ec6b754 | no_churn | 0.016865 | 0 | no_churn | -0.028328 | -0.005731 | -0.026595 | -0.030747 | 0.010374 | -0.115316 | -0.031844 | -0.040839 | Female | 52 | No | No | Employed | Urban | High School or Below | 1,671,516,000 |
69 | No | No phone service | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | fedd054b-754b-4233-96e9-f7ae1e29f241 | no_churn | 0.048872 | 0 | no_churn | -0.104369 | 0.002686 | -0.004103 | -0.016425 | -0.012984 | -0.099169 | -0.017215 | -0.017447 | Female | 27 | No | Yes | Employed | Suburban | Doctor | 1,671,516,000 |
69 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 4e4e4dbe-f044-4877-bc0a-bdd8504553fe | no_churn | 0.006109 | 0 | no_churn | -0.048035 | -0.002887 | -0.009995 | -0.0218 | 0.002063 | -0.13404 | -0.024659 | -0.029674 | Male | 67 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
5 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cb1952b3-7f20-486f-98d0-096bedcfb772 | churn | 0.540574 | 1 | churn | 0.197811 | -0.012486 | 0.116927 | 0.031746 | -0.02256 | 0.109993 | -0.024301 | -0.009584 | Male | 35 | Yes | No | Unemployed | Urban | Master | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 29e74d1d-2f0b-4edf-9820-ff6c8c241144 | no_churn | 0.366319 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 36 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
30 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | a10f898e-5bf9-4e44-96d5-650348146e99 | no_churn | 0.022254 | 0 | no_churn | -0.056241 | -0.00424 | -0.008473 | -0.056178 | -0.020193 | -0.086596 | -0.016106 | -0.020998 | Male | 50 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,516,000 |
47 | Yes | No | Medium Speed | Phone_Support | One year | 0hrs | Disabled | ae2a49cf-7d70-4527-b08a-fb5e3e88d9df | no_churn | 0.048031 | 0 | no_churn | 0.009286 | -0.001093 | 0.022877 | 0.017226 | 0.036716 | -0.016272 | -0.032835 | -0.04493 | Male | 52 | No | Yes | Unemployed | Suburban | Master | 1,671,516,000 |
55 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | b030148a-767d-4f3d-96eb-07ebf0f1a051 | no_churn | 0.058624 | 0 | no_churn | 0.054913 | -0.003486 | -0.000868 | 0.040493 | 0.071454 | -0.009944 | -0.014534 | -0.017055 | Female | 53 | No | Yes | Unemployed | Urban | Bachelor | 1,671,516,000 |
1 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 26691d93-a386-405f-b16e-6a74fe5fb07d | no_churn | 0.491353 | 0 | no_churn | 0.160266 | -0.012807 | -0.009924 | -0.069849 | 0.040472 | 0.123714 | -0.046721 | -0.058441 | Male | 61 | No | No | Unemployed | Suburban | High School or Below | 1,671,516,000 |
47 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8d2d67c4-ede0-4174-a728-539d518b06db | no_churn | 0.135876 | 0 | no_churn | -0.046141 | -0.004098 | -0.064355 | -0.065505 | 0.041294 | 0.053906 | -0.037401 | -0.056012 | Female | 51 | No | Yes | Unemployed | Urban | College | 1,671,516,000 |
71 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 7d502cdd-1a78-41e8-9286-04a0793fd8df | no_churn | 0.0057 | 0 | no_churn | -0.072373 | -0.003802 | -0.00555 | -0.026751 | -0.026511 | -0.108295 | -0.011516 | -0.014228 | Male | 20 | Yes | No | Employed | Suburban | College | 1,671,516,000 |
71 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 63fed608-f394-41f8-bc64-f7e80764131a | no_churn | 0.00465 | 0 | no_churn | -0.072373 | -0.003802 | -0.00555 | -0.026751 | -0.026511 | -0.108295 | -0.011516 | -0.014228 | Male | 50 | Yes | Yes | Employed | Urban | Bachelor | 1,671,516,000 |
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