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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
42 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7a388a97-c9bc-4d13-8343-f2edb22038bc | no_churn | 0.263202 | 0 | no_churn | -0.040067 | -0.005499 | 0.005298 | -0.12244 | 0.018898 | 0.060982 | -0.045836 | -0.065363 | Female | 42 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1831052c-f654-4156-ab22-7f1c0a1777bc | churn | 0.592976 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Female | 48 | No | Yes | Retired | Suburban | College | 1,672,207,200 |
2 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5d4a97fb-a0f2-4cdf-a1a5-e272917e3abb | churn | 0.723101 | 1 | churn | 0.188002 | -0.00563 | 0.036776 | -0.048192 | -0.000087 | 0.107963 | -0.031529 | -0.047151 | Male | 71 | No | Yes | Employed | Urban | Bachelor | 1,672,207,200 |
71 | Yes | No | Fiber optic | Web_Chat_Support | Two year | 0hrs | Disabled | d1d4a8fa-d380-4974-ac94-9af504bad706 | no_churn | 0.049192 | 0 | no_churn | -0.122373 | -0.003267 | -0.01944 | 0.02539 | -0.006384 | -0.106579 | -0.014247 | -0.022125 | Male | 63 | No | No | Retired | Suburban | College | 1,672,207,200 |
9 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 096675ae-fa1d-4e1a-b20f-155776ffb4be | churn | 0.20097 | 1 | churn | 0.046516 | -0.003222 | -0.059524 | -0.019067 | 0.015876 | 0.095204 | 0.11361 | 0.061581 | Female | 68 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,207,200 |
52 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 9743d29b-c319-40c9-b8cf-4d1ffd3d3424 | no_churn | 0.409866 | 1 | churn | -0.125908 | -0.001696 | -0.056537 | -0.039709 | 0.107739 | 0.07572 | 0.051878 | 0.084487 | Female | 31 | Yes | Yes | Employed | Suburban | Master | 1,672,207,200 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d672d70e-9c1f-4fac-9394-6c4e651b225c | churn | 0.246299 | 1 | churn | -0.014652 | -0.010705 | -0.081772 | -0.093879 | 0.008817 | 0.054348 | -0.058874 | -0.072308 | Male | 33 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,207,200 |
27 | Yes | No | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 56314f50-343a-43ec-b08f-71fd987ae13a | no_churn | 0.059392 | 0 | no_churn | -0.068785 | -0.002964 | -0.005239 | -0.025311 | 0.01702 | -0.069282 | -0.041452 | -0.063013 | Female | 26 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,207,200 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fe7886d1-c3eb-4120-84c4-823e1d31cff0 | churn | 0.911562 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 42 | No | Yes | Unemployed | Rural | High School or Below | 1,672,207,200 |
67 | Yes | Yes | Low Speed | In_Store_Support | One year | 100hrs+ | Active | c7b27b62-d930-4bb4-8e88-f0b73bdd3cbb | no_churn | 0.070858 | 0 | no_churn | -0.089582 | -0.002138 | 0.023613 | 0.026389 | -0.143299 | -0.121637 | 0.03649 | 0.051138 | Male | 69 | No | Yes | Employed | Suburban | Doctor | 1,672,207,200 |
4 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f5025f91-a0f0-47e1-a516-ac2d6944e549 | no_churn | 0.180295 | 0 | no_churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Female | 41 | Yes | No | Employed | Urban | Bachelor | 1,672,207,200 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | be938255-64a1-41cc-8465-74b650e71d6c | no_churn | 0.777751 | 0 | no_churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Female | 25 | No | Yes | Employed | Urban | College | 1,672,207,200 |
67 | Yes | Yes | Low Speed | In_Store_Support | One year | 100hrs+ | Active | af593d90-95d7-4dba-acf7-c591e18224c4 | churn | 0.070858 | 0 | no_churn | -0.089582 | -0.002138 | 0.023613 | 0.026389 | -0.143299 | -0.121637 | 0.03649 | 0.051138 | Male | 61 | Yes | No | Employed | Suburban | Bachelor | 1,672,207,200 |
4 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | be8ce87c-0c33-4d27-8b01-3938bbfa3441 | no_churn | 0.25487 | 0 | no_churn | 0.104052 | -0.041685 | -0.056096 | 0.003982 | 0.087494 | 0.121773 | 0.094292 | 0.084663 | Female | 20 | No | Yes | Employed | Urban | College | 1,672,207,200 |
68 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 343810e0-447c-4df7-a6e1-313145cfe5ae | no_churn | 0.021132 | 0 | no_churn | -0.081749 | -0.003652 | 0.003658 | -0.066664 | -0.039266 | -0.126838 | 0.017731 | 0.027753 | Male | 56 | Yes | No | Employed | Suburban | College | 1,672,207,200 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cce7570a-6bc7-48eb-8add-cd36d43e0ecf | churn | 0.476879 | 1 | churn | 0.039429 | -0.001228 | 0.07312 | 0.060426 | 0.008267 | 0.131609 | -0.013412 | -0.025854 | Female | 36 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e66b6fcb-36e8-497b-9ad1-2e7e4ca70b71 | churn | 0.677125 | 1 | churn | 0.025472 | -0.002201 | 0.036609 | 0.006741 | 0.02662 | 0.121255 | -0.038868 | -0.041914 | Female | 76 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
20 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 04d6384d-dfee-455a-800c-b6839685bf88 | no_churn | 0.068274 | 0 | no_churn | -0.076832 | -0.00615 | -0.033818 | -0.065764 | -0.002446 | 0.043324 | -0.062069 | -0.06527 | Male | 45 | No | Yes | Employed | Rural | College | 1,672,207,200 |
67 | Yes | Yes | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 31f3b732-b4a8-491d-87d0-f63b8ee7b367 | churn | 0.017333 | 0 | no_churn | -0.077879 | -0.001049 | 0.014914 | 0.022087 | -0.032912 | -0.218436 | 0.048639 | 0.063943 | Female | 28 | No | Yes | Medical Leave | Rural | College | 1,672,207,200 |
8 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 03ef267e-f7bb-4f22-b169-0f01e15eb7ff | churn | 0.756883 | 1 | churn | 0.145752 | -0.002237 | 0.0179 | -0.022266 | 0.109668 | 0.149395 | 0.166963 | 0.132464 | Male | 35 | No | No | Employed | Rural | High School or Below | 1,672,207,200 |
58 | Yes | No | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | 7b1101e7-2945-4447-84f8-da55a0c86c1a | churn | 0.313423 | 1 | churn | -0.136324 | -0.00252 | -0.023965 | 0.045567 | -0.011716 | -0.026904 | 0.001673 | 0.047663 | Female | 37 | No | Yes | Unemployed | Urban | College | 1,672,207,200 |
12 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | ebde1ffa-9e88-4c2a-9947-fa138d27b637 | no_churn | 0.034963 | 0 | no_churn | 0.134032 | 0.001856 | 0.014452 | 0.027186 | 0.058943 | 0.00336 | -0.004226 | -0.012834 | Female | 51 | No | Yes | Unemployed | Suburban | College | 1,672,207,200 |
29 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 7950698e-63d1-4c72-be8f-b6e2bae90ab9 | no_churn | 0.431964 | 0 | no_churn | -0.061684 | -0.00402 | -0.042809 | 0.115052 | -0.042702 | 0.071527 | -0.032012 | -0.035348 | Male | 77 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
13 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | e1ef0245-8c19-411a-92d4-e0ce8a694a07 | no_churn | 0.70797 | 0 | no_churn | 0.132136 | -0.003359 | 0.096229 | 0.014547 | 0.11568 | 0.156763 | 0.091159 | 0.09782 | Female | 54 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | d421cd2a-0db7-483b-8fa4-57fc99dd3e3c | churn | 0.422948 | 1 | churn | -0.122148 | -0.002068 | 0.008139 | 0.023131 | -0.109415 | -0.132098 | 0.014124 | 0.051309 | Male | 39 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
52 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 8f524e5b-0bb8-483a-9d40-1f60a9c32f29 | no_churn | 0.020892 | 0 | no_churn | -0.061914 | -0.001315 | -0.056238 | -0.039392 | 0.057446 | -0.204853 | 0.055071 | 0.055502 | Female | 71 | Yes | Yes | Unemployed | Suburban | Master | 1,672,207,200 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | c96215dd-4bbd-4096-bb9c-bf31d8bde46f | no_churn | 0.221707 | 0 | no_churn | -0.020371 | -0.004471 | 0.004944 | 0.041826 | -0.029959 | -0.185803 | -0.024977 | -0.050215 | Male | 20 | No | Yes | Employed | Suburban | Doctor | 1,672,207,200 |
47 | Yes | No | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | d253dda8-969c-433e-8d2e-e0f09fa0a629 | no_churn | 0.279064 | 0 | no_churn | -0.127163 | -0.003619 | -0.034482 | 0.030319 | -0.090762 | -0.088532 | 0.006958 | 0.038255 | Female | 21 | Yes | No | Employed | Suburban | College | 1,672,207,200 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 433a8e62-e9ac-4d8c-9aea-926d65479739 | churn | 0.566766 | 1 | churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 24 | No | Yes | Employed | Suburban | Master | 1,672,207,200 |
2 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 05ae18dd-8e3f-4bde-9742-a0e4eefa521d | no_churn | 0.610051 | 0 | no_churn | 0.084363 | -0.008383 | 0.007867 | -0.122084 | -0.037907 | 0.086481 | -0.065684 | -0.078895 | Male | 52 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
26 | Yes | No | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 7258f9c6-3e41-4ed9-b4fb-4a4babec8c0d | no_churn | 0.02941 | 0 | no_churn | -0.078408 | -0.00288 | -0.005932 | -0.020801 | 0.015969 | -0.063959 | -0.038827 | -0.064187 | Female | 20 | Yes | No | Unemployed | Rural | College | 1,672,207,200 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | fb670e11-2c8e-4fe6-9692-1a1b8fc55586 | no_churn | 0.263623 | 0 | no_churn | -0.055045 | -0.001668 | 0.111147 | 0.060476 | 0.079377 | 0.108836 | 0.147857 | 0.121255 | Female | 79 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
26 | Yes | No | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 0c6f1bc7-bfcd-441c-9f2e-27bca3fbd6bf | no_churn | 0.02941 | 0 | no_churn | -0.078408 | -0.00288 | -0.005932 | -0.020801 | 0.015969 | -0.063959 | -0.038827 | -0.064187 | Male | 31 | Yes | Yes | Employed | Rural | Bachelor | 1,672,207,200 |
12 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 169c4732-7931-4c5f-b0e6-b67dcabc2aaa | no_churn | 0.196732 | 0 | no_churn | -0.030794 | 0.018437 | -0.03079 | -0.018679 | -0.010733 | 0.027488 | -0.028856 | -0.045099 | Male | 39 | No | No | Employed | Urban | Bachelor | 1,672,207,200 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ad822768-cece-475d-83a9-0778b72bbc0b | churn | 0.314494 | 1 | churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 50 | No | Yes | Unemployed | Urban | College | 1,672,207,200 |
67 | Yes | Yes | Low Speed | In_Store_Support | One year | 100hrs+ | Active | da06ce42-3107-4eee-bade-6e09831cdb24 | churn | 0.070858 | 0 | no_churn | -0.089582 | -0.002138 | 0.023613 | 0.026389 | -0.143299 | -0.121637 | 0.03649 | 0.051138 | Male | 49 | No | Yes | Disabled | Urban | Master | 1,672,207,200 |
70 | Yes | No | Fiber optic | Phone_Support | One year | <50hrs | Active | 0483d89a-c143-4255-967a-41b0abc69429 | no_churn | 0.185178 | 0 | no_churn | -0.090012 | -0.00259 | -0.003669 | 0.01478 | -0.014808 | -0.11722 | 0.057487 | 0.051674 | Female | 49 | No | No | Employed | Urban | College | 1,672,207,200 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 4cb32b62-4599-43d6-9d90-ceccf8dddb80 | no_churn | 0.008456 | 0 | no_churn | -0.084165 | -0.003952 | 0.002304 | -0.019774 | -0.056281 | -0.143697 | 0.012268 | 0.02427 | Male | 41 | No | No | Employed | Suburban | College | 1,672,207,200 |
52 | Yes | No | Medium Speed | Web_Chat_Support | One year | 100hrs+ | Active | 08d6678d-9b67-4e13-8610-d19e78bc31bb | no_churn | 0.135279 | 0 | no_churn | -0.022589 | 0.001697 | 0.043192 | 0.094349 | 0.123481 | -0.025397 | 0.085099 | 0.111141 | Male | 64 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
21 | No | No phone service | Low Speed | Phone_Support | Two year | 0hrs | Disabled | d06c3e67-1f55-4c9d-8416-18cdf51fab27 | no_churn | 0.023696 | 0 | no_churn | -0.023153 | 0.04727 | 0.007503 | 0.003811 | 0.018066 | -0.135516 | -0.028402 | -0.033105 | Female | 46 | Yes | Yes | Unemployed | Suburban | College | 1,672,207,200 |
27 | Yes | No | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 1a7f7706-4ea6-408e-b194-289e8f1aba97 | no_churn | 0.059392 | 0 | no_churn | -0.068785 | -0.002964 | -0.005239 | -0.025311 | 0.01702 | -0.069282 | -0.041452 | -0.063013 | Male | 27 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 2c03a715-6507-46b7-a3f8-f8f4fc81df8f | no_churn | 0.008456 | 0 | no_churn | -0.084165 | -0.003952 | 0.002304 | -0.019774 | -0.056281 | -0.143697 | 0.012268 | 0.02427 | Female | 79 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
8 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8914dd30-a557-4a4d-8f5d-14838ad2bcf6 | no_churn | 0.218927 | 0 | no_churn | 0.039831 | -0.013864 | 0.031138 | -0.021994 | -0.007479 | 0.055944 | -0.046644 | -0.039957 | Male | 44 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c5ac1a54-9fb1-4bc5-a3f7-b970cb6dc95f | no_churn | 0.745826 | 0 | no_churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 23 | No | Yes | Disabled | Rural | High School or Below | 1,672,207,200 |
41 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | fc13ab06-e3c9-4d4a-9a90-25eaa832cb29 | no_churn | 0.093635 | 0 | no_churn | -0.043776 | -0.004813 | -0.00051 | -0.07115 | -0.019787 | -0.065496 | -0.019596 | -0.043897 | Female | 33 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
72 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 5fb2f3fa-e90b-40de-8b59-81be2e75202a | no_churn | 0.022674 | 0 | no_churn | -0.095219 | -0.002537 | 0.001226 | -0.023505 | -0.036815 | -0.157925 | 0.022617 | 0.023132 | Male | 44 | No | No | Employed | Rural | Bachelor | 1,672,207,200 |
26 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 866ceaee-e3a4-4dde-bb94-e51098f6d582 | churn | 0.543156 | 1 | churn | -0.089947 | -0.00289 | 0.060129 | 0.112927 | 0.005376 | 0.093745 | -0.009021 | -0.048384 | Female | 77 | Yes | No | Disabled | Rural | Bachelor | 1,672,207,200 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c0d18f9c-1fdd-4c5d-9c08-8ec91f35aba5 | churn | 0.246299 | 1 | churn | -0.014652 | -0.010705 | -0.081772 | -0.093879 | 0.008817 | 0.054348 | -0.058874 | -0.072308 | Male | 80 | No | Yes | Employed | Suburban | College | 1,672,207,200 |
47 | Yes | No | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | 65cd4999-34bc-4463-8808-2741d573ae1e | no_churn | 0.279064 | 0 | no_churn | -0.127163 | -0.003619 | -0.034482 | 0.030319 | -0.090762 | -0.088532 | 0.006958 | 0.038255 | Female | 58 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 100hrs+ | Active | bc7b5632-f0e9-4be9-a489-782379c29258 | churn | 0.041773 | 0 | no_churn | -0.128764 | -0.002256 | 0.007667 | -0.050377 | 0.012737 | -0.206143 | 0.049472 | 0.058637 | Female | 56 | Yes | Yes | Employed | Rural | College | 1,672,207,200 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 100hrs+ | Active | f303ba61-373c-4b42-a0f8-ff58375dbb7b | no_churn | 0.017116 | 0 | no_churn | -0.149279 | -0.002464 | 0.002065 | -0.013213 | 0.019094 | -0.218137 | 0.040921 | 0.051988 | Male | 55 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
14 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | be00a9a4-0f41-4cc2-adce-e8883e65c576 | churn | 0.655434 | 1 | churn | 0.006216 | -0.004063 | 0.050267 | 0.113125 | 0.020646 | 0.118432 | -0.027742 | -0.036109 | Male | 42 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
46 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | a018dbcb-b4cc-451f-a0b3-92d1449ab69c | no_churn | 0.010293 | 0 | no_churn | -0.058347 | -0.00493 | -0.010333 | -0.01688 | -0.001355 | -0.100685 | -0.02932 | -0.047176 | Male | 20 | No | No | Employed | Suburban | College | 1,672,207,200 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2df7bf0e-25e6-43e0-9e6b-6aa2b4ff7e31 | churn | 0.592976 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 78 | No | Yes | Employed | Suburban | College | 1,672,207,200 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 100hrs+ | Active | 9bafdc5a-46a7-40a6-b4e6-59a8016e3028 | churn | 0.041773 | 0 | no_churn | -0.128764 | -0.002256 | 0.007667 | -0.050377 | 0.012737 | -0.206143 | 0.049472 | 0.058637 | Female | 32 | Yes | No | Employed | Suburban | Bachelor | 1,672,207,200 |
14 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e27226e1-4441-4bee-836d-e8744d7fa470 | churn | 0.655434 | 1 | churn | 0.006216 | -0.004063 | 0.050267 | 0.113125 | 0.020646 | 0.118432 | -0.027742 | -0.036109 | Female | 26 | No | Yes | Employed | Urban | College | 1,672,207,200 |
60 | Yes | Yes | High Speed | Phone_Support | One year | <80hrs | Active | 9a795a1f-5795-415d-8faa-275eca2f1a70 | no_churn | 0.057576 | 0 | no_churn | -0.046125 | -0.002431 | 0.015393 | 0.019685 | 0.083149 | -0.013697 | 0.063922 | 0.058791 | Male | 45 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
29 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | c1122a2e-d5f1-446d-bc45-6569428dd946 | no_churn | 0.577855 | 0 | no_churn | 0.045309 | -0.002493 | 0.131343 | 0.118339 | 0.046064 | 0.145513 | 0.138861 | 0.065419 | Male | 77 | No | Yes | Unemployed | Urban | Doctor | 1,672,207,200 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 34093912-8e1f-47fa-af86-2e2e51203d7e | churn | 0.788275 | 1 | churn | 0.063445 | -0.002287 | -0.021486 | -0.134733 | 0.048792 | 0.123842 | 0.103273 | 0.119115 | Female | 24 | No | No | Medical Leave | Rural | College | 1,672,207,200 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | ed597ca7-3fcb-450b-9cdc-c002aeb3e1f2 | no_churn | 0.046949 | 0 | no_churn | 0.031972 | -0.000691 | 0.084679 | 0.084574 | 0.042654 | -0.025169 | 0.122177 | 0.060778 | Male | 49 | Yes | Yes | Employed | Suburban | College | 1,672,207,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 41edf6df-2815-4e56-901c-b5c576b27db3 | churn | 0.767261 | 0 | no_churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 26 | No | No | Retired | Suburban | College | 1,672,207,200 |
32 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | d824279b-40fb-40ac-80e4-1bcdc5aa0d71 | churn | 0.42658 | 1 | churn | -0.046235 | -0.003265 | -0.046887 | 0.076107 | -0.014535 | 0.067711 | -0.084793 | -0.028797 | Female | 43 | 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 | fc38a7e3-15c8-44e9-b587-2547777f1524 | no_churn | 0.166021 | 0 | no_churn | 0.037796 | -0.004469 | 0.032004 | 0.06329 | 0.066394 | 0.085047 | -0.026425 | -0.009303 | Male | 53 | Yes | No | Unemployed | Suburban | College | 1,672,207,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c1796f3d-b543-4afb-b6e6-00bb8ce6b790 | churn | 0.896318 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 35 | No | No | Employed | Urban | High School or Below | 1,672,207,200 |
53 | Yes | No | Medium Speed | In_Store_Support | One year | <80hrs | Active | b8ffb9d1-bb48-4f82-8449-f62124f21a28 | no_churn | 0.146581 | 0 | no_churn | -0.029016 | -0.006024 | 0.014379 | 0.014984 | -0.047996 | -0.010991 | 0.093168 | 0.052471 | Male | 58 | Yes | No | Employed | Rural | High School or Below | 1,672,207,200 |
53 | Yes | No | Medium Speed | In_Store_Support | One year | <80hrs | Active | fe88cc11-acea-43c1-97e2-2426b6a69f86 | no_churn | 0.146581 | 0 | no_churn | -0.029016 | -0.006024 | 0.014379 | 0.014984 | -0.047996 | -0.010991 | 0.093168 | 0.052471 | Female | 22 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
71 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 98e51e26-4042-4760-b1ec-d8035e756c0a | no_churn | 0.003328 | 0 | no_churn | -0.076247 | -0.003737 | -0.016402 | -0.015735 | 0.003698 | -0.119689 | -0.016406 | -0.024508 | Female | 71 | Yes | Yes | Employed | Suburban | College | 1,672,207,200 |
7 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 3fbee826-e185-42cd-968e-41cf05a3a021 | churn | 0.774294 | 1 | churn | 0.128592 | -0.00084 | 0.121351 | 0.072435 | 0.09439 | 0.134297 | 0.058851 | 0.121897 | Male | 49 | No | No | Disabled | Suburban | Master | 1,672,207,200 |
54 | Yes | No | High Speed | Phone_Support | Two year | <50hrs | Active | 537e2e13-d7b8-4412-8ceb-1f25c0092e36 | no_churn | 0.017789 | 0 | no_churn | -0.034588 | -0.001106 | 0.014097 | 0.000963 | 0.077347 | -0.134981 | -0.003176 | 0.077417 | Female | 47 | No | No | Employed | Suburban | College | 1,672,207,200 |
29 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 1f126186-f6dd-403e-93bc-fcd7a4aff9d7 | churn | 0.644123 | 1 | churn | 0.001088 | -0.002155 | 0.111315 | 0.088973 | 0.048708 | 0.122046 | 0.076029 | 0.051633 | Male | 69 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
12 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6c96062d-66bd-4183-bb65-4184d9d0cc4f | no_churn | 0.196732 | 0 | no_churn | -0.030794 | 0.018437 | -0.03079 | -0.018679 | -0.010733 | 0.027488 | -0.028856 | -0.045099 | Male | 75 | No | Yes | Employed | Suburban | Master | 1,672,207,200 |
25 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 27b45d45-08fd-496f-8344-e5421ef690dd | no_churn | 0.010329 | 0 | no_churn | -0.00976 | -0.004987 | -0.034064 | -0.030276 | -0.001885 | -0.113655 | -0.032792 | -0.041608 | Female | 36 | No | No | Employed | Suburban | Bachelor | 1,672,207,200 |
14 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b6b781b8-b4b6-46f2-8c6f-fb2fe7e55b20 | no_churn | 0.114928 | 0 | no_churn | -0.029515 | -0.018736 | -0.084562 | -0.052175 | -0.004623 | 0.056748 | -0.046984 | -0.072347 | Female | 62 | Yes | Yes | Unemployed | Urban | Bachelor | 1,672,207,200 |
52 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 3e608c49-a90d-447d-a3df-90220d92b2dc | no_churn | 0.020892 | 0 | no_churn | -0.061914 | -0.001315 | -0.056238 | -0.039392 | 0.057446 | -0.204853 | 0.055071 | 0.055502 | Female | 46 | No | No | Employed | Suburban | High School or Below | 1,672,207,200 |
47 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 310763c3-8516-48c5-9fff-42fe02b8bebc | no_churn | 0.007359 | 0 | no_churn | -0.03205 | -0.004982 | -0.010815 | -0.04698 | 0.007455 | -0.115299 | -0.027441 | -0.038914 | Female | 42 | No | No | Unemployed | Rural | High School or Below | 1,672,207,200 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 32275850-fc61-424f-a7c6-46695504db41 | no_churn | 0.451417 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Male | 69 | Yes | Yes | Employed | Suburban | College | 1,672,207,200 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | 66dfe6e2-c6c6-4955-be6e-12b2cb6ac3ed | no_churn | 0.046949 | 0 | no_churn | 0.031972 | -0.000691 | 0.084679 | 0.084574 | 0.042654 | -0.025169 | 0.122177 | 0.060778 | Female | 35 | No | No | Employed | Rural | Bachelor | 1,672,207,200 |
59 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | 3b8959f4-763f-4b14-9f30-0bb8e1dd5cff | no_churn | 0.028182 | 0 | no_churn | -0.065508 | -0.004419 | 0.000615 | -0.033274 | -0.036719 | -0.085873 | -0.022046 | -0.021803 | Female | 63 | Yes | Yes | Retired | Suburban | College | 1,672,207,200 |
52 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a615a1b8-bf60-4774-aaad-c3e40e1f30d6 | no_churn | 0.409866 | 1 | churn | -0.125908 | -0.001696 | -0.056537 | -0.039709 | 0.107739 | 0.07572 | 0.051878 | 0.084487 | Male | 28 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | b0aafebf-752e-45c6-9efd-b0adededd4b2 | no_churn | 0.308794 | 0 | no_churn | 0.032376 | -0.004318 | -0.075589 | -0.029198 | -0.138899 | 0.075184 | 0.083071 | 0.058346 | Female | 26 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,207,200 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 71718bb4-321b-4379-82e4-eff7ee97104a | no_churn | 0.004235 | 0 | no_churn | -0.058348 | -0.002922 | 0.008997 | -0.01582 | 0.007424 | -0.167728 | -0.019657 | -0.020972 | Male | 56 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
21 | No | No phone service | Low Speed | Phone_Support | Two year | 0hrs | Disabled | a6656e47-80b4-421e-b126-d6d4c1292f37 | no_churn | 0.023696 | 0 | no_churn | -0.023153 | 0.04727 | 0.007503 | 0.003811 | 0.018066 | -0.135516 | -0.028402 | -0.033105 | Male | 44 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 77951995-83f6-4814-ae8e-7500aec02baf | no_churn | 0.105263 | 0 | no_churn | -0.005542 | -0.00086 | 0.075334 | 0.09784 | 0.046201 | -0.034255 | 0.118652 | 0.078604 | Male | 41 | Yes | Yes | Unemployed | Urban | High School or Below | 1,672,207,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e1a6ab0a-354a-4621-b025-349baf8bd405 | churn | 0.767261 | 0 | no_churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 56 | Yes | No | Employed | Urban | College | 1,672,207,200 |
9 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 90fea616-db9b-46c4-ba37-06eae0b98db5 | churn | 0.20097 | 1 | churn | 0.046516 | -0.003222 | -0.059524 | -0.019067 | 0.015876 | 0.095204 | 0.11361 | 0.061581 | Female | 23 | Yes | No | Employed | Suburban | High School or Below | 1,672,207,200 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ac183dda-ee00-49b4-b3bd-e157763ed441 | no_churn | 0.132606 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Female | 53 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
65 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | c5793f1d-f75b-4167-bfdb-34d7f1429840 | no_churn | 0.122136 | 0 | no_churn | -0.10446 | -0.001181 | -0.026881 | -0.001467 | 0.016475 | -0.220725 | 0.033658 | 0.045556 | Male | 59 | Yes | Yes | Employed | Suburban | College | 1,672,207,200 |
54 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 3be9fae2-8ecd-4d7e-9dfb-2717421e28ce | no_churn | 0.029534 | 0 | no_churn | -0.063194 | 0.016432 | 0.001417 | -0.004589 | 0.026064 | -0.136081 | -0.021048 | -0.038027 | Female | 40 | No | Yes | Employed | Urban | Doctor | 1,672,207,200 |
26 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4d50eb5b-dfc6-4287-a7a1-8e05080035d9 | churn | 0.543156 | 1 | churn | -0.089947 | -0.00289 | 0.060129 | 0.112927 | 0.005376 | 0.093745 | -0.009021 | -0.048384 | Male | 79 | Yes | No | Unemployed | Suburban | Master | 1,672,207,200 |
15 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1b6422c2-d99b-4654-a205-6f1339ef9cde | no_churn | 0.149254 | 0 | no_churn | 0.005461 | -0.014441 | -0.091413 | -0.02923 | -0.116748 | 0.056074 | -0.017182 | -0.04238 | Male | 56 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
61 | Yes | No | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | cfd4ac0d-705d-4be8-bf53-34b70f364375 | no_churn | 0.062944 | 0 | no_churn | -0.210913 | -0.004621 | -0.017849 | -0.092556 | 0.002953 | 0.037727 | 0.011211 | 0.025022 | Male | 80 | No | No | Employed | Rural | Bachelor | 1,672,207,200 |
69 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | a9b37a6f-272d-473e-9348-086eeb9d6c0b | no_churn | 0.00749 | 0 | no_churn | -0.057619 | -0.003452 | 0.003754 | -0.031171 | 0.000221 | -0.124991 | -0.022259 | -0.033511 | Male | 62 | Yes | No | Employed | Suburban | Bachelor | 1,672,207,200 |
71 | Yes | No | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | 0b2f46b4-0944-43c8-a10b-3afa715d6606 | no_churn | 0.06478 | 0 | no_churn | -0.132886 | -0.00311 | -0.057679 | -0.006708 | 0.01875 | -0.167305 | 0.042991 | 0.05192 | Male | 23 | Yes | No | Employed | Rural | College | 1,672,207,200 |
70 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | c7565861-6cf1-4aba-8063-de1469836fc4 | churn | 0.422948 | 1 | churn | -0.122148 | -0.002068 | 0.008139 | 0.023131 | -0.109415 | -0.132098 | 0.014124 | 0.051309 | Male | 47 | No | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
68 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 8f5f7f4b-12fb-4252-8345-d89b4f632a0d | no_churn | 0.008874 | 0 | no_churn | -0.06142 | -0.003706 | -0.014377 | -0.018269 | -0.000219 | -0.11634 | -0.024979 | -0.029715 | Female | 35 | Yes | No | Employed | Suburban | High School or Below | 1,672,207,200 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ec0694cc-a16f-4d08-af19-391c5c9d273b | churn | 0.566766 | 1 | churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 57 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,207,200 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | c1bab37c-39d4-489d-8694-05b3e3391b77 | no_churn | 0.004235 | 0 | no_churn | -0.058348 | -0.002922 | 0.008997 | -0.01582 | 0.007424 | -0.167728 | -0.019657 | -0.020972 | Male | 60 | Yes | Yes | Employed | Suburban | Master | 1,672,207,200 |
41 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | f22964fa-ce18-4811-940b-659ff2b34344 | no_churn | 0.009075 | 0 | no_churn | -0.036411 | -0.004287 | -0.011275 | -0.0509 | -0.028496 | -0.10619 | -0.012929 | -0.018538 | Male | 32 | No | Yes | Employed | Suburban | Bachelor | 1,672,207,200 |
23 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d8b4f518-9ade-4827-b17a-40b99f19460a | churn | 0.7675 | 1 | churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Male | 60 | No | No | Employed | Rural | Bachelor | 1,672,207,200 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | 770863fc-8b8d-46ca-a8d1-d34b0e779712 | no_churn | 0.046949 | 0 | no_churn | 0.031972 | -0.000691 | 0.084679 | 0.084574 | 0.042654 | -0.025169 | 0.122177 | 0.060778 | Male | 62 | No | No | Unemployed | Urban | High School or Below | 1,672,207,200 |
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