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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
31 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 0a1c3114-8aa1-4754-8b18-9bb9f257327a | churn | 0.274996 | 1 | churn | -0.082752 | -0.005115 | 0.041376 | 0.089668 | 0.007607 | 0.082758 | -0.039369 | -0.030718 | Male | 62 | Yes | Yes | Disabled | Suburban | College | 1,672,552,800 |
18 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 9457b2c3-a2d0-4110-84af-e165e738c968 | no_churn | 0.275002 | 0 | no_churn | -0.172568 | -0.007962 | -0.067256 | 0.032385 | -0.002002 | 0.049254 | -0.034661 | -0.066216 | Male | 29 | No | Yes | Unemployed | Rural | High School or Below | 1,672,552,800 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 6c6f5b11-2ee7-412b-b4ff-604cd9fc9d40 | no_churn | 0.005613 | 0 | no_churn | -0.17674 | -0.00434 | 0.009904 | 0.053916 | -0.019714 | 0.046872 | -0.002844 | -0.026081 | Male | 46 | No | Yes | Disabled | Suburban | Bachelor | 1,672,552,800 |
71 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | e2abfa46-fb18-427d-aff2-7edd2391aaf1 | no_churn | 0.030469 | 0 | no_churn | -0.180818 | -0.004272 | 0.009833 | 0.051395 | -0.021859 | 0.043661 | -0.002237 | -0.024729 | Male | 75 | No | Yes | Unemployed | Suburban | Doctor | 1,672,552,800 |
17 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | fe8dc63b-020d-4658-bcd0-fb2d6e918af5 | churn | 0.214475 | 1 | churn | -0.046228 | -0.008552 | -0.116385 | -0.023792 | 0.054161 | 0.061365 | -0.048653 | -0.000942 | Female | 26 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
61 | Yes | Yes | Medium Speed | Phone_Support | One year | <80hrs | Active | ef01c938-964f-4b04-880e-62a623124784 | no_churn | 0.071167 | 0 | no_churn | -0.04324 | -0.000599 | -0.029567 | 0.027159 | 0.085205 | -0.098797 | 0.058306 | 0.078006 | Female | 74 | Yes | Yes | Employed | Urban | High School or Below | 1,672,552,800 |
5 | Yes | No | Low Speed | In_Store_Support | One year | <50hrs | Active | bf88f3f4-4953-4154-851c-b5f3d3f1cd67 | churn | 0.255927 | 1 | churn | 0.107877 | 0.000084 | 0.034451 | 0.012694 | 0.021492 | -0.077752 | 0.133307 | 0.098822 | Male | 76 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
19 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | ed40db25-5331-4bf8-8cc2-73f5c99063bb | no_churn | 0.302143 | 0 | no_churn | 0.028339 | -0.007448 | -0.04009 | -0.043422 | 0.139924 | 0.081593 | 0.062177 | 0.104901 | Female | 41 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,552,800 |
6 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 6a8f97e4-1059-4c1e-bddf-b0e2769a448b | churn | 0.655549 | 1 | churn | -0.005435 | -0.026041 | -0.0292 | -0.040343 | -0.136688 | 0.096079 | 0.083107 | 0.029496 | Female | 75 | Yes | Yes | Retired | Suburban | Bachelor | 1,672,552,800 |
15 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 657aead3-d184-48e8-9715-84c05582cb8d | no_churn | 0.197761 | 0 | no_churn | 0.115208 | 0.097045 | 0.052728 | 0.047127 | -0.059567 | 0.133887 | 0.063368 | 0.062013 | Female | 41 | No | Yes | Retired | Suburban | Bachelor | 1,672,552,800 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | e8f3e9ec-22e1-4198-b591-4b8b174305a5 | churn | 0.852719 | 1 | churn | 0.328036 | 0.036368 | 0.017047 | 0.003654 | 0.0366 | 0.187492 | 0.06965 | 0.042128 | Female | 39 | No | Yes | Employed | Suburban | College | 1,672,552,800 |
16 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 2457f549-a1cd-4e41-a3de-f672e88d68d2 | no_churn | 0.019833 | 0 | no_churn | 0.008473 | -0.003888 | -0.011974 | -0.019439 | -0.030736 | -0.169732 | -0.020011 | -0.02172 | Female | 75 | No | Yes | Disabled | Urban | Bachelor | 1,672,552,800 |
17 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 422f3968-a9ad-462d-81e0-e587e86e968e | no_churn | 0.028723 | 0 | no_churn | 0.1445 | -0.000046 | 0.046087 | -0.059079 | 0.047003 | 0.105625 | -0.020075 | -0.003073 | Male | 24 | No | Yes | Employed | Suburban | College | 1,672,552,800 |
66 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 327a8b72-4b71-4ea2-b9d7-e912ca58a5af | no_churn | 0.068241 | 0 | no_churn | -0.097711 | -0.005918 | -0.01365 | -0.025132 | -0.096449 | 0.050648 | -0.024196 | -0.016619 | Female | 54 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,672,552,800 |
2 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e49af2f0-3216-4dfc-b417-00abe848bc9a | churn | 0.471531 | 1 | churn | 0.143067 | -0.007023 | -0.027661 | -0.051391 | 0.051677 | 0.08347 | -0.027797 | -0.054996 | Female | 34 | Yes | No | Employed | Urban | College | 1,672,552,800 |
16 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a7a45a32-6537-4711-a61b-ce296badc1f7 | no_churn | 0.370159 | 0 | no_churn | 0.12452 | -0.005833 | 0.004721 | 0.047309 | -0.098646 | 0.086065 | -0.003588 | -0.001569 | Female | 21 | No | No | Employed | Urban | Bachelor | 1,672,552,800 |
44 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8d18dae7-92ce-42f2-9108-9b2ce893c0c8 | churn | 0.434295 | 1 | churn | -0.202106 | 0.022399 | -0.012821 | -0.005078 | 0.015569 | 0.045472 | -0.025103 | -0.037357 | Female | 44 | Yes | Yes | Unemployed | Rural | College | 1,672,552,800 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6feae190-3fe5-44c1-8cff-d20e00904052 | churn | 0.625544 | 1 | churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Female | 21 | No | No | Employed | Suburban | High School or Below | 1,672,552,800 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 48b461f1-ba96-4c2f-8331-9673f888c95c | no_churn | 0.307148 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 66 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7942c3dd-9b31-466a-8f31-65d08bf6aa7a | no_churn | 0.195574 | 0 | no_churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Male | 60 | Yes | Yes | Unemployed | Suburban | Master | 1,672,552,800 |
72 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 07ae68e9-234b-4c47-a8f4-a4031e5e3b5c | no_churn | 0.001794 | 0 | no_churn | -0.048424 | -0.001008 | 0.019101 | -0.005099 | 0.027143 | 0.066873 | -0.006601 | -0.011013 | Male | 23 | Yes | No | Unemployed | Urban | High School or Below | 1,672,552,800 |
15 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 57cc4828-7036-4cda-81ff-77c75a6956dc | no_churn | 0.28466 | 0 | no_churn | 0.181643 | -0.000755 | -0.053958 | 0.02605 | 0.115959 | 0.125032 | -0.021561 | -0.019042 | Male | 28 | No | Yes | Disabled | Urban | College | 1,672,552,800 |
58 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bf4c0518-c008-4779-8f66-75dc3bfefc46 | no_churn | 0.012332 | 0 | no_churn | -0.122599 | -0.008459 | -0.021789 | -0.029067 | -0.044845 | 0.02813 | -0.02991 | -0.020488 | Female | 65 | No | No | Unemployed | Rural | College | 1,672,552,800 |
23 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | aee71270-2e78-4303-a80e-d1b126105abf | no_churn | 0.009199 | 0 | no_churn | -0.062109 | -0.005031 | 0.043633 | -0.153342 | -0.033113 | 0.057474 | -0.035672 | -0.060868 | Male | 26 | No | Yes | Unemployed | Urban | College | 1,672,552,800 |
39 | No | No phone service | High Speed | Phone_Support | One year | 0hrs | Disabled | 09e56a8c-823b-4ea5-a55c-f09fb34f8c9e | no_churn | 0.091717 | 0 | no_churn | 0.046496 | 0.095713 | 0.039673 | -0.028345 | 0.042586 | -0.18542 | 0.008125 | -0.007855 | Female | 23 | No | No | Employed | Rural | Master | 1,672,552,800 |
32 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8384f03d-859d-4b9d-be33-986363ec9856 | no_churn | 0.005725 | 0 | no_churn | -0.075026 | -0.010697 | -0.01006 | -0.14789 | -0.025335 | 0.041747 | -0.019348 | -0.022417 | Female | 20 | No | No | Employed | Suburban | High School or Below | 1,672,552,800 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cca3cfb4-a220-47ca-998f-325d6e099cd4 | churn | 0.602618 | 1 | churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 20 | No | Yes | Employed | Urban | High School or Below | 1,672,552,800 |
31 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 600ce7fb-90b9-4c54-8e39-d0166ebc87ad | churn | 0.079879 | 1 | churn | 0.052575 | -0.014283 | -0.076556 | -0.08995 | -0.023383 | 0.086616 | -0.013807 | 0.002425 | Male | 45 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
22 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c535efe0-3576-451d-a99e-7d8a9a7cbdfb | no_churn | 0.022853 | 0 | no_churn | 0.030539 | -0.002689 | 0.00169 | -0.015244 | 0.032595 | 0.065294 | -0.023109 | -0.005158 | Male | 49 | No | Yes | Employed | Rural | High School or Below | 1,672,552,800 |
2 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7db8012e-c361-487a-8d00-b5b5c4c504b2 | no_churn | 0.239718 | 0 | no_churn | 0.178469 | -0.009748 | -0.027646 | -0.082014 | -0.076634 | 0.098722 | -0.047539 | -0.040964 | Male | 41 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
39 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 6c048994-27bd-4875-adf3-9d61782a6f61 | no_churn | 0.032255 | 0 | no_churn | -0.016152 | -0.009643 | -0.014016 | -0.088205 | -0.010914 | -0.089616 | -0.010969 | -0.029512 | Male | 61 | No | No | Employed | Suburban | High School or Below | 1,672,552,800 |
16 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6cd834f7-33c1-4758-bca2-fea8065042ae | no_churn | 0.127725 | 0 | no_churn | 0.038047 | -0.015142 | -0.086817 | -0.078046 | -0.048962 | 0.07454 | -0.046398 | -0.054831 | Male | 45 | Yes | Yes | Employed | Urban | College | 1,672,552,800 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4c35fb8d-49ee-465f-b36b-4bf7b4fb9322 | no_churn | 0.561147 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 66 | No | Yes | Unemployed | Rural | High School or Below | 1,672,552,800 |
72 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 94f8fbeb-8ad0-426a-bcea-b810e2bbbf51 | no_churn | 0.004504 | 0 | no_churn | -0.10492 | -0.004708 | -0.052885 | -0.04342 | -0.029613 | 0.034541 | -0.018638 | -0.049383 | Female | 26 | No | Yes | Disabled | Urban | High School or Below | 1,672,552,800 |
46 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0b210a35-c4c2-488a-9f31-28d263c17955 | no_churn | 0.141255 | 0 | no_churn | -0.110422 | -0.006511 | 0.000554 | -0.018362 | 0.032133 | -0.001388 | -0.030319 | -0.034711 | Male | 30 | No | Yes | Employed | Urban | College | 1,672,552,800 |
2 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 00fc2d8c-83a2-4571-ab82-55620d0520e1 | no_churn | 0.500518 | 0 | no_churn | 0.145774 | 0.035093 | 0.0052 | -0.139515 | -0.021924 | 0.098504 | -0.026447 | -0.045224 | Female | 63 | No | No | Employed | Suburban | College | 1,672,552,800 |
27 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | c00a1f0b-2289-4aa3-9cc9-fb74b350fcc5 | no_churn | 0.026201 | 0 | no_churn | -0.065417 | -0.005162 | -0.025089 | -0.028537 | -0.029959 | -0.071002 | -0.020804 | -0.023057 | Male | 41 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
4 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a7bb740a-d814-46d5-b4ec-dab48bf57a61 | no_churn | 0.23008 | 0 | no_churn | 0.127494 | -0.008182 | 0.000709 | -0.063779 | 0.036799 | 0.088141 | -0.031509 | -0.005999 | Male | 40 | Yes | Yes | Employed | Urban | College | 1,672,552,800 |
24 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 5363dd35-d5d4-48fa-b679-266617e8abbe | no_churn | 0.026094 | 0 | no_churn | -0.074948 | -0.006459 | -0.018969 | -0.019981 | -0.029001 | -0.064798 | -0.025412 | -0.029457 | Male | 31 | No | No | Employed | Suburban | High School or Below | 1,672,552,800 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7b613a5f-8970-41db-8b38-0c38aa30c1e9 | no_churn | 0.629838 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 35 | Yes | No | Employed | Suburban | Doctor | 1,672,552,800 |
63 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7d2e7fa4-43d5-49a7-8640-d32d949fa220 | no_churn | 0.013163 | 0 | no_churn | -0.031149 | -0.001191 | 0.014366 | -0.00645 | 0.029714 | 0.067197 | -0.007864 | -0.003649 | Female | 21 | Yes | No | Employed | Urban | High School or Below | 1,672,552,800 |
64 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d8047a57-8a62-48a3-928f-9bc1861a1303 | no_churn | 0.004996 | 0 | no_churn | -0.096997 | -0.006477 | -0.038454 | -0.033816 | -0.063731 | 0.030728 | -0.017771 | -0.012509 | Female | 51 | No | No | Unemployed | Suburban | High School or Below | 1,672,552,800 |
2 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ca9f54c3-39fe-4613-946c-e2dfd93eca01 | no_churn | 0.117447 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 80 | Yes | Yes | Employed | Suburban | Master | 1,672,552,800 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f4187eb8-b6b3-40b1-ad19-c7db9dc2e70e | no_churn | 0.009999 | 0 | no_churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Male | 77 | No | Yes | Employed | Suburban | Master | 1,672,552,800 |
16 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 84b6e863-bb8b-4edd-8827-bcb97e430250 | no_churn | 0.224451 | 0 | no_churn | -0.029285 | -0.007269 | 0.000905 | -0.113549 | -0.066054 | 0.026309 | -0.03889 | -0.033193 | Female | 35 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,672,552,800 |
26 | No | No phone service | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 54ed0e98-2641-4797-8a95-363dfbb0bb1a | no_churn | 0.064572 | 0 | no_churn | -0.120873 | 0.018511 | 0.001478 | -0.036545 | -0.020073 | -0.07559 | -0.015413 | -0.020522 | Female | 61 | No | No | Employed | Suburban | College | 1,672,552,800 |
21 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 85ce71fb-1cd4-40af-bd10-3f157999f612 | no_churn | 0.036366 | 0 | no_churn | 0.18097 | 0.004528 | 0.059156 | 0.089948 | 0.135656 | 0.12415 | -0.005297 | 0.020947 | Female | 32 | No | No | Retired | Suburban | High School or Below | 1,672,552,800 |
26 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 54f10be6-ebbc-40a4-93be-4e8c9f8a0c50 | no_churn | 0.075606 | 0 | no_churn | 0.108659 | -0.004688 | 0.1166 | 0.069698 | 0.077034 | 0.100063 | -0.010907 | 0.014515 | Male | 56 | No | No | Unemployed | Suburban | Master | 1,672,552,800 |
16 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 45c53203-a2c5-454f-9522-d2cca8b7f2f0 | no_churn | 0.00743 | 0 | no_churn | 0.012885 | -0.003424 | -0.020392 | -0.013424 | -0.035116 | -0.176538 | -0.014492 | -0.018525 | Male | 53 | Yes | No | Medical Leave | Urban | Bachelor | 1,672,552,800 |
69 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | f56c2a4e-0a4d-4a06-8bfa-89d054b0b285 | no_churn | 0.006293 | 0 | no_churn | -0.057608 | -0.003558 | -0.021153 | -0.018399 | 0.002759 | -0.127644 | -0.018272 | -0.025151 | Male | 53 | Yes | No | Employed | Suburban | Bachelor | 1,672,552,800 |
1 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f81e6eff-8200-443c-943f-0a270980321b | no_churn | 0.298525 | 0 | no_churn | 0.185379 | -0.011123 | -0.036618 | -0.106532 | -0.075056 | 0.091473 | -0.050013 | -0.038532 | Female | 60 | No | Yes | Employed | Urban | High School or Below | 1,672,552,800 |
56 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | f5d6058b-e8b0-46dd-966b-2526c37b0b39 | no_churn | 0.015285 | 0 | no_churn | -0.036504 | -0.003385 | 0.002785 | -0.088789 | -0.021336 | -0.094787 | -0.014632 | -0.012379 | Female | 41 | No | No | Retired | Suburban | High School or Below | 1,672,552,800 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 46286693-dd28-44b7-85fa-d2e55012b479 | no_churn | 0.358264 | 0 | no_churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Female | 74 | No | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
8 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f0750272-df7a-4cda-84ca-451b9377e23f | no_churn | 0.186677 | 0 | no_churn | 0.092419 | -0.013118 | 0.010424 | -0.037118 | 0.069426 | 0.091397 | -0.041665 | -0.057559 | Male | 53 | Yes | Yes | Medical Leave | Suburban | College | 1,672,552,800 |
2 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fdf2876a-af9d-4677-b335-ec9c7ba8848d | churn | 0.59793 | 1 | churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Female | 62 | No | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
25 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3b2a2d36-2f35-45d9-8fd9-28f6e0c34d08 | no_churn | 0.018694 | 0 | no_churn | -0.087203 | -0.008221 | -0.05927 | -0.034576 | -0.057161 | 0.020112 | -0.023634 | -0.019073 | Male | 24 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,552,800 |
13 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 42a82d1e-ad3d-47c4-b40f-0e811e42db45 | no_churn | 0.171696 | 0 | no_churn | -0.048493 | -0.016487 | -0.076977 | -0.044209 | -0.038674 | 0.042677 | -0.027853 | -0.031921 | Male | 61 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
51 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b799f6c6-0178-4acb-ac86-5eac2c684bd7 | no_churn | 0.009439 | 0 | no_churn | -0.094364 | -0.003612 | -0.11265 | -0.013041 | 0.0345 | 0.05045 | -0.037504 | -0.052805 | Female | 41 | No | Yes | Employed | Urban | High School or Below | 1,672,552,800 |
66 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 31dbaa0e-1d43-4a7d-93f3-be722e462c1a | no_churn | 0.014542 | 0 | no_churn | -0.025586 | -0.00165 | 0.059283 | -0.049882 | 0.065791 | 0.07932 | -0.020625 | -0.033899 | Male | 63 | No | No | Employed | Suburban | Master | 1,672,552,800 |
60 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f7b88f83-8565-4811-b20a-1579b4dce451 | no_churn | 0.006348 | 0 | no_churn | -0.057228 | -0.00207 | 0.002009 | -0.003567 | -0.027611 | 0.051477 | -0.041043 | -0.040993 | Male | 26 | No | Yes | Retired | Suburban | Master | 1,672,552,800 |
53 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 310ed04e-68cc-4256-a05b-e70969fa5f9b | churn | 0.03814 | 1 | churn | -0.109769 | -0.004969 | -0.044453 | -0.061372 | 0.021323 | 0.027352 | -0.045031 | -0.052107 | Female | 71 | No | No | Unemployed | Suburban | High School or Below | 1,672,552,800 |
27 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2459fdcd-6f91-4bd0-9a90-2d62058b1947 | no_churn | 0.077177 | 0 | no_churn | -0.081234 | -0.009735 | -0.032378 | -0.06355 | 0.007915 | 0.041732 | -0.06171 | -0.070065 | Male | 34 | No | Yes | Employed | Urban | Bachelor | 1,672,552,800 |
11 | No | No phone service | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 65f70649-3b99-47dc-87ab-69845a6a1fc2 | no_churn | 0.304488 | 0 | no_churn | 0.001048 | 0.015779 | -0.034395 | -0.039479 | -0.012266 | 0.018496 | -0.033946 | -0.044263 | Male | 25 | Yes | Yes | Employed | Suburban | Master | 1,672,552,800 |
70 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 6e185269-69fa-4903-9ccf-d2cc0544813d | no_churn | 0.00679 | 0 | no_churn | -0.064337 | -0.002939 | -0.00089 | -0.03597 | -0.001191 | -0.117291 | -0.021179 | -0.025229 | Male | 24 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b28be244-69b9-4e5a-b891-7f54257d9d16 | no_churn | 0.411194 | 0 | no_churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Female | 34 | No | No | Unemployed | Rural | Bachelor | 1,672,552,800 |
58 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c58ebf34-3507-47ce-bb26-ed99ddf94fc4 | churn | 0.014449 | 0 | no_churn | -0.103404 | -0.005815 | -0.060948 | -0.013339 | 0.030876 | 0.043452 | -0.040238 | -0.05961 | Male | 74 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
24 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 16741e54-5715-4567-9d40-8fe9e9809a93 | no_churn | 0.012935 | 0 | no_churn | -0.113682 | -0.016114 | -0.106022 | -0.02257 | 0.022523 | 0.041576 | -0.03003 | -0.034708 | Female | 43 | Yes | Yes | Unemployed | Suburban | College | 1,672,552,800 |
37 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fca7da01-733c-43cf-862e-4aa28f340cd0 | churn | 0.20254 | 1 | churn | 0.082205 | 0.200433 | 0.07504 | 0.066815 | 0.069387 | 0.1448 | 0.018859 | 0.013436 | Male | 69 | No | Yes | Employed | Urban | High School or Below | 1,672,552,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d93f2268-d2ca-4c97-bf14-67ce775ffd9d | churn | 0.299386 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 23 | No | No | Employed | Urban | College | 1,672,552,800 |
52 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 8d7ed21e-be5f-4725-a8cb-ae05d5eb62f0 | no_churn | 0.020299 | 0 | no_churn | -0.051554 | -0.007925 | -0.01881 | -0.024395 | 0.013233 | -0.111125 | -0.024865 | -0.043585 | Female | 69 | Yes | No | Employed | Suburban | High School or Below | 1,672,552,800 |
42 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4afb142a-7377-43b3-b10b-87beb40cc268 | churn | 0.250534 | 1 | churn | -0.040067 | -0.005499 | 0.005298 | -0.12244 | 0.018898 | 0.060982 | -0.045836 | -0.065363 | Male | 65 | Yes | Yes | Employed | Rural | High School or Below | 1,672,552,800 |
3 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0371c6e3-db5e-4152-8e0a-55d431bb994b | churn | 0.630672 | 1 | churn | 0.115722 | -0.007106 | -0.035426 | -0.038901 | -0.02605 | 0.09312 | -0.030117 | -0.046174 | Female | 66 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
4 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | bacf91c9-d80c-464a-b699-f104dcec2e22 | no_churn | 0.01032 | 0 | no_churn | 0.017888 | -0.004554 | -0.026551 | -0.051818 | 0.001844 | -0.13504 | -0.033028 | -0.037766 | Male | 55 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
58 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 746ea911-6d8d-4db7-bd86-bbf595ec992a | no_churn | 0.013357 | 0 | no_churn | -0.118245 | -0.006217 | -0.019523 | -0.049789 | 0.007823 | 0.032198 | -0.046476 | -0.048796 | Female | 43 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,552,800 |
35 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3cacb0b9-426b-43fb-9500-6937198493e5 | no_churn | 0.086007 | 0 | no_churn | 0.079569 | 0.001476 | 0.044402 | 0.089058 | 0.111899 | 0.088995 | -0.018167 | -0.016259 | Male | 59 | No | Yes | Unemployed | Suburban | Master | 1,672,552,800 |
59 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | db5a034d-8ac1-4f01-aca1-ba14e2b9e869 | no_churn | 0.012298 | 0 | no_churn | -0.056185 | -0.003649 | -0.016281 | -0.017526 | 0.0072 | -0.117833 | -0.031334 | -0.033418 | Male | 44 | No | No | Medical Leave | Suburban | Bachelor | 1,672,552,800 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 75b59dfc-6a4d-40ca-8f55-454ff6629514 | no_churn | 0.159217 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 59 | No | No | Employed | Suburban | College | 1,672,552,800 |
12 | Yes | No | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | badae4b3-9dfe-4ba4-998f-a656fc759b8f | no_churn | 0.011459 | 0 | no_churn | -0.023062 | -0.005951 | -0.01145 | -0.049322 | 0.00943 | -0.11399 | -0.031883 | -0.042798 | Female | 76 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,552,800 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 62301cc0-3a9f-4cde-95ed-ab477e1f1d28 | 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 | No | Employed | Suburban | High School or Below | 1,672,552,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a45c7b7a-36af-470e-afbd-3f7780a27548 | no_churn | 0.329431 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 43 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
11 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ec734832-139e-41ba-99f9-fd285ff40e5e | no_churn | 0.184155 | 0 | no_churn | 0.198507 | 0.003566 | -0.030134 | 0.060025 | 0.099635 | 0.129396 | -0.020721 | -0.027226 | Male | 77 | No | Yes | Medical Leave | Suburban | Master | 1,672,552,800 |
57 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | ec127b34-2fe5-4374-bc8c-3afb6be91dde | no_churn | 0.010927 | 0 | no_churn | -0.01446 | -0.003692 | -0.011469 | -0.024975 | 0.020083 | -0.132175 | -0.03745 | -0.064887 | Female | 30 | No | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
51 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 8b030934-df92-41f0-b74a-5db4478fa01d | no_churn | 0.009742 | 0 | no_churn | -0.059293 | -0.003904 | -0.02251 | -0.031777 | 0.009609 | -0.095326 | -0.02795 | -0.037875 | Male | 67 | No | No | Unemployed | Suburban | Bachelor | 1,672,552,800 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0e3fe40c-7df0-473a-ad28-6a37ee3820f3 | no_churn | 0.167727 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Female | 25 | Yes | No | Employed | Suburban | College | 1,672,552,800 |
57 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 08692104-52f9-4dce-a349-c50e35b58b37 | no_churn | 0.384693 | 0 | no_churn | -0.156618 | -0.004104 | -0.062597 | 0.000025 | 0.067855 | 0.040881 | -0.023529 | 0.013505 | Male | 56 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
72 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | e209239f-4fdf-4dbd-97f8-4683d990012b | no_churn | 0.006554 | 0 | no_churn | -0.181785 | -0.00395 | 0.009246 | 0.048534 | 0.083728 | 0.084462 | -0.012663 | 0.058163 | Male | 40 | Yes | Yes | Employed | Suburban | College | 1,672,552,800 |
3 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 8f1138ec-3d64-4dd4-9cfe-bd2adfe1a3ef | no_churn | 0.475922 | 0 | no_churn | 0.174616 | -0.004579 | 0.105053 | -0.005715 | 0.064953 | 0.138487 | 0.080464 | 0.103339 | Female | 68 | Yes | Yes | Medical Leave | Rural | High School or Below | 1,672,552,800 |
1 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | cf57b804-21c3-4133-876b-29445773f46c | churn | 0.915427 | 1 | churn | 0.209152 | -0.006388 | 0.105582 | -0.042643 | 0.053126 | 0.152358 | 0.056369 | 0.083419 | Female | 32 | Yes | No | Employed | Suburban | High School or Below | 1,672,552,800 |
39 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e398d3f0-a030-4b7a-ac7c-176a2e761ec4 | no_churn | 0.631806 | 1 | churn | -0.043028 | -0.00334 | 0.105865 | 0.096616 | 0.088291 | 0.13118 | 0.141937 | 0.128454 | Female | 73 | Yes | Yes | Disabled | Urban | College | 1,672,552,800 |
53 | Yes | No | High Speed | Web_Chat_Support | One year | <80hrs | Active | 4c59d15d-6770-4e69-bbcd-97fb4be36cf1 | churn | 0.205725 | 1 | churn | 0.025652 | -0.005059 | -0.06311 | 0.006441 | 0.075152 | -0.102155 | -0.015192 | 0.004245 | Female | 43 | Yes | No | Employed | Suburban | High School or Below | 1,672,552,800 |
56 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 608cff6e-d032-459c-bfe3-1ec1d20792b0 | churn | 0.279932 | 1 | churn | -0.096484 | -0.005724 | -0.01363 | -0.116956 | 0.079801 | 0.02907 | 0.075683 | 0.079214 | Male | 28 | No | Yes | Employed | Suburban | Bachelor | 1,672,552,800 |
48 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 42254d15-0302-4c0b-8739-70859b6f95ad | churn | 0.295059 | 1 | churn | -0.135246 | -0.005007 | -0.009213 | 0.017654 | 0.05459 | 0.043144 | -0.005076 | 0.080129 | Male | 36 | No | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
3 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d9cba380-e562-489c-a9fc-4c38d9949759 | churn | 0.865616 | 1 | churn | 0.174616 | -0.004579 | 0.105053 | -0.005715 | 0.064953 | 0.138487 | 0.080464 | 0.103339 | Female | 38 | No | Yes | Employed | Rural | College | 1,672,552,800 |
9 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 1ab1a50c-501b-4760-89b8-ae6d52f07b6b | no_churn | 0.635889 | 0 | no_churn | 0.018427 | -0.001884 | -0.074153 | -0.049834 | -0.000771 | 0.089324 | -0.035939 | 0.045805 | Male | 49 | Yes | Yes | Employed | Suburban | College | 1,672,552,800 |
4 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 5e2d7812-4e0f-4f7a-abc4-5c644f1cb54c | no_churn | 0.641706 | 0 | no_churn | 0.046229 | -0.000817 | -0.089031 | -0.116128 | 0.024428 | 0.087039 | 0.07039 | 0.086862 | Male | 73 | Yes | Yes | Employed | Urban | High School or Below | 1,672,552,800 |
53 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a12287e5-d75d-4ebb-b321-4e99f3c795be | churn | 0.486128 | 1 | churn | -0.188203 | -0.00297 | -0.034534 | -0.163212 | 0.038111 | 0.039806 | 0.045453 | 0.056525 | Female | 54 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
20 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | de0ed14a-94f7-4113-ad62-ce64376e17d2 | churn | 0.395313 | 1 | churn | -0.037999 | -0.002367 | -0.002428 | -0.118734 | 0.088937 | 0.0776 | 0.089662 | 0.08597 | Female | 28 | No | Yes | Retired | Suburban | College | 1,672,552,800 |
62 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d0e4fbb3-33a9-41a7-83dc-666d5b8688ea | churn | 0.439698 | 1 | churn | -0.020587 | -0.003523 | -0.010088 | 0.070961 | 0.127936 | 0.084626 | 0.103047 | 0.098601 | Female | 55 | Yes | No | Employed | Suburban | Bachelor | 1,672,552,800 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 4a5387c4-4619-47a4-bb65-5f9c6a3559a8 | no_churn | 0.128986 | 0 | no_churn | -0.260575 | -0.003827 | 0.027785 | -0.005687 | 0.024829 | 0.021214 | -0.06854 | 0.05744 | Male | 68 | No | No | Employed | Suburban | College | 1,672,552,800 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | db1b371e-fa5a-4c43-8524-d9abcb007521 | churn | 0.757608 | 1 | churn | -0.001164 | -0.003352 | -0.019597 | 0.003127 | 0.001841 | 0.108102 | 0.085132 | 0.067551 | Male | 38 | No | No | Medical Leave | Suburban | High School or Below | 1,672,552,800 |
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