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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9ff46084-7c71-4bfc-80a4-3b25c5c6e748 | churn | 0.528835 | 1 | churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 28 | Yes | No | Unemployed | Suburban | Bachelor | 1,671,343,200 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e6120e77-6e17-4f22-b031-f16af498f920 | churn | 0.792562 | 1 | churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 69 | No | Yes | Unemployed | Urban | High School or Below | 1,671,343,200 |
59 | No | No phone service | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 26f6bf3b-5312-4429-b09c-40e57a35fcc5 | no_churn | 0.026989 | 0 | no_churn | -0.083301 | -0.050411 | -0.013823 | -0.003207 | 0.000756 | -0.064955 | -0.020213 | -0.013872 | Female | 40 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7d902123-008d-4783-936b-9a5ff230407a | churn | 0.676284 | 1 | churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Female | 43 | Yes | No | Employed | Suburban | Master | 1,671,343,200 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 38a12cca-6006-41f2-8046-c3f449aba9ff | no_churn | 0.491707 | 0 | no_churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Male | 61 | No | No | Employed | Urban | College | 1,671,343,200 |
35 | Yes | No | Low Speed | In_Store_Support | One year | 100hrs+ | Active | e18067d3-421c-46bf-b3c8-6c83a6a1853a | churn | 0.30658 | 0 | no_churn | -0.023039 | -0.00137 | -0.038386 | 0.038839 | -0.026496 | 0.015219 | 0.055758 | 0.07045 | Female | 61 | No | Yes | Employed | Suburban | High School or Below | 1,671,343,200 |
51 | Yes | No | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | dda7a1d0-5fbc-456b-a953-d652d15ce84b | no_churn | 0.102554 | 0 | no_churn | -0.126509 | -0.005388 | -0.039292 | -0.039001 | -0.020636 | -0.091729 | 0.020478 | 0.033051 | Female | 49 | No | Yes | Employed | Suburban | High School or Below | 1,671,343,200 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fabed715-3919-457c-b31e-93732b5b4fc7 | no_churn | 0.305014 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Male | 63 | No | Yes | Employed | Suburban | Doctor | 1,671,343,200 |
41 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | b224dd16-c441-405f-a8be-4b46a5484973 | no_churn | 0.049689 | 0 | no_churn | -0.037379 | -0.004548 | -0.018324 | -0.046288 | -0.017796 | -0.070552 | -0.020705 | -0.053434 | Female | 26 | No | Yes | Unemployed | Suburban | College | 1,671,343,200 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3454e9c2-6bf8-4f82-8b1c-69429da98ec9 | churn | 0.528835 | 1 | churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 43 | Yes | No | Retired | Suburban | College | 1,671,343,200 |
16 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2575f09e-c4ae-4718-8019-02ab027341cb | churn | 0.142337 | 1 | churn | 0.103155 | -0.004815 | -0.026793 | 0.025393 | -0.062838 | 0.09609 | -0.012781 | -0.023744 | Male | 58 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f5711220-623b-4563-a947-f835d92579af | no_churn | 0.38693 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 63 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,343,200 |
30 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | f19b4d53-b73d-425e-9943-6559b1224b99 | no_churn | 0.253877 | 0 | no_churn | -0.06135 | -0.002862 | 0.014489 | -0.040349 | 0.023492 | 0.096093 | 0.059405 | 0.010246 | Female | 44 | Yes | No | Unemployed | Urban | Bachelor | 1,671,343,200 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | da339d0f-bd07-4a45-aeca-db229a341178 | no_churn | 0.343196 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Female | 43 | No | Yes | Employed | Suburban | Master | 1,671,343,200 |
43 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 58ed3c01-4443-473e-8bc9-9af5bed9c5ea | no_churn | 0.354239 | 0 | no_churn | -0.104973 | -0.002841 | 0.013663 | 0.0601 | 0.030121 | 0.085734 | -0.045485 | -0.054534 | Male | 59 | Yes | Yes | Unemployed | Urban | Bachelor | 1,671,343,200 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 2a524487-8f21-4efc-bf44-fb58663ecd9b | no_churn | 0.004543 | 0 | no_churn | -0.11389 | -0.002714 | 0.001059 | -0.049495 | 0.033472 | -0.221916 | 0.041581 | 0.050876 | Female | 51 | Yes | No | Retired | Rural | College | 1,671,343,200 |
40 | No | No phone service | High Speed | Phone_Support | One year | 100hrs+ | Active | 3a6e7e97-397f-4692-b1f2-071077cfaeaf | no_churn | 0.151245 | 0 | no_churn | -0.057153 | 0.007614 | -0.044867 | 0.005142 | 0.025605 | -0.12931 | 0.023781 | 0.015163 | Male | 61 | No | No | Unemployed | Suburban | Doctor | 1,671,343,200 |
52 | Yes | Yes | High Speed | Phone_Support | One year | 0hrs | Disabled | 491ceb66-0d81-443f-9acf-281aab1ce182 | no_churn | 0.044146 | 0 | no_churn | -0.050998 | -0.006795 | 0.013836 | -0.004209 | 0.017658 | -0.177653 | -0.028123 | -0.032741 | Female | 58 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,343,200 |
65 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | 32874e16-220e-4d02-a75a-b78168bf01e4 | no_churn | 0.075163 | 0 | no_churn | -0.125713 | -0.001773 | -0.022429 | -0.016881 | 0.009058 | -0.108325 | 0.00831 | 0.028727 | Male | 43 | Yes | No | Employed | Suburban | College | 1,671,343,200 |
71 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 9658dcee-73d8-4cbb-ba8f-44949ed9934b | no_churn | 0.002329 | 0 | no_churn | -0.076247 | -0.003737 | -0.016402 | -0.015735 | 0.003698 | -0.119689 | -0.016406 | -0.024508 | Male | 75 | Yes | No | Employed | Urban | High School or Below | 1,671,343,200 |
22 | No | No phone service | High Speed | Phone_Support | Two year | <50hrs | Active | eeb079f7-112b-4281-b965-c8e5ddef6936 | no_churn | 0.02923 | 0 | no_churn | 0.03025 | -0.005658 | -0.007316 | 0.023732 | 0.079861 | -0.191613 | 0.079575 | 0.062142 | Male | 34 | Yes | No | Employed | Urban | Bachelor | 1,671,343,200 |
31 | No | No phone service | Medium Speed | Phone_Support | One year | <80hrs | Active | 60861faf-fa60-40e2-9d88-5de89ba6d97c | no_churn | 0.117986 | 0 | no_churn | -0.075512 | -0.005409 | -0.02167 | -0.003644 | 0.044416 | -0.122912 | 0.009505 | 0.056199 | Male | 30 | Yes | Yes | Employed | Rural | Bachelor | 1,671,343,200 |
52 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 63eb0791-3435-48e6-a066-6aeae3fd2b7c | no_churn | 0.01506 | 0 | no_churn | -0.064691 | -0.003766 | -0.010049 | -0.028015 | -0.032314 | -0.097437 | -0.014116 | -0.018639 | Female | 26 | No | No | Employed | Suburban | Bachelor | 1,671,343,200 |
66 | Yes | Yes | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 744ef81a-5d27-4fe9-88e8-98a756907941 | no_churn | 0.031882 | 0 | no_churn | -0.038602 | -0.006458 | -0.000772 | -0.038568 | -0.030678 | -0.087034 | -0.020732 | -0.026182 | Female | 37 | Yes | Yes | Unemployed | Rural | High School or Below | 1,671,343,200 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 86b7c528-b815-4856-9364-40f62829ca83 | no_churn | 0.326588 | 0 | no_churn | -0.143987 | -0.003221 | 0.002878 | 0.01229 | -0.042057 | -0.122832 | -0.009146 | 0.037048 | Male | 50 | Yes | Yes | Medical Leave | Suburban | Bachelor | 1,671,343,200 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5f94b818-36d9-4f5c-a5a9-ddc3c8b2dede | no_churn | 0.20912 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Male | 46 | No | No | Employed | Urban | Bachelor | 1,671,343,200 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 53edeecb-cbc3-4b2c-87db-bae3262e42cc | no_churn | 0.013261 | 0 | no_churn | -0.157379 | -0.003192 | 0.006919 | 0.03463 | -0.050445 | -0.147903 | 0.023061 | 0.025284 | Female | 41 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
63 | Yes | No | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 8b435843-69c3-43af-9901-48ce3e091380 | no_churn | 0.020365 | 0 | no_churn | -0.049817 | -0.002922 | -0.007758 | -0.018211 | 0.002708 | -0.13358 | -0.028019 | -0.031427 | Male | 64 | No | No | Employed | Suburban | High School or Below | 1,671,343,200 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ec9b85a9-a8fb-4a85-b76f-19357ca9da99 | no_churn | 0.472272 | 0 | no_churn | -0.12524 | -0.004352 | -0.056179 | 0.077847 | 0.028471 | 0.064872 | -0.037299 | -0.024627 | Male | 46 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
7 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | ad0f39f2-dba9-474e-90f9-923873904de1 | churn | 0.864276 | 1 | churn | 0.08416 | -0.000614 | 0.110814 | 0.047668 | 0.1379 | 0.133521 | 0.086385 | 0.121141 | Male | 61 | No | No | Employed | Rural | College | 1,671,343,200 |
50 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | faf5a4a3-50bd-482e-9108-4dbb48eb4179 | no_churn | 0.005677 | 0 | no_churn | -0.011223 | -0.003083 | 0.025899 | -0.021606 | 0.015228 | -0.235522 | -0.016874 | -0.021846 | Female | 36 | No | No | Employed | Urban | Bachelor | 1,671,343,200 |
61 | Yes | Yes | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | 1cf1f7af-041a-4041-8396-47e91329fc47 | no_churn | 0.019781 | 0 | no_churn | -0.098498 | -0.002339 | -0.028993 | -0.040073 | 0.036618 | -0.161633 | 0.032364 | 0.043529 | Female | 44 | No | No | Unemployed | Urban | Bachelor | 1,671,343,200 |
43 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 0332f588-3800-465e-b42c-ca4f377bca7b | no_churn | 0.013121 | 0 | no_churn | -0.029784 | -0.003055 | -0.017556 | -0.039837 | 0.018903 | -0.128984 | -0.036683 | -0.032029 | Male | 63 | No | Yes | Employed | Urban | College | 1,671,343,200 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | cafbe27d-9102-4c9f-8dea-dc1f5c41c61c | no_churn | 0.326588 | 0 | no_churn | -0.143987 | -0.003221 | 0.002878 | 0.01229 | -0.042057 | -0.122832 | -0.009146 | 0.037048 | Female | 46 | No | No | Retired | Urban | College | 1,671,343,200 |
43 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3edb4a73-148d-4750-99e7-791dad4dc83d | churn | 0.645525 | 1 | churn | -0.002031 | -0.00403 | 0.101557 | 0.122464 | 0.081307 | 0.086453 | 0.033419 | 0.083694 | Male | 31 | No | Yes | Employed | Suburban | College | 1,671,343,200 |
10 | No | No phone service | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 663a7b52-b76d-4de5-b2f6-d6d3ef69533c | no_churn | 0.45958 | 0 | no_churn | -0.000016 | 0.020535 | -0.060107 | -0.100365 | -0.019387 | 0.078756 | -0.035775 | 0.055667 | Female | 40 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,343,200 |
43 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | c41f5d76-3043-419d-8d4c-4e10173efa9d | no_churn | 0.013121 | 0 | no_churn | -0.029784 | -0.003055 | -0.017556 | -0.039837 | 0.018903 | -0.128984 | -0.036683 | -0.032029 | Female | 79 | No | No | Unemployed | Suburban | High School or Below | 1,671,343,200 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ea62c74c-a654-4e15-b285-43ea00292adc | churn | 0.467994 | 1 | churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Female | 70 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,343,200 |
32 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | d70fed59-e665-49bc-ab29-a19927856ade | no_churn | 0.418827 | 0 | no_churn | -0.169368 | -0.003125 | -0.065174 | -0.002093 | -0.036628 | 0.054192 | -0.038764 | -0.008066 | Male | 78 | No | No | Unemployed | Suburban | College | 1,671,343,200 |
72 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | 60daf87d-9d50-4308-b16e-0670ca06460a | churn | 0.004848 | 0 | no_churn | -0.098981 | -0.003066 | 0.011121 | -0.002491 | -0.047457 | -0.188772 | 0.027769 | 0.032851 | Female | 75 | No | No | Employed | Urban | High School or Below | 1,671,343,200 |
43 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8c36d08a-5d9f-4ef6-a98a-b99ee75030a9 | churn | 0.645525 | 1 | churn | -0.002031 | -0.00403 | 0.101557 | 0.122464 | 0.081307 | 0.086453 | 0.033419 | 0.083694 | Female | 65 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | e5b6e40b-c7e4-47a5-8d97-69a56f06791b | churn | 0.662159 | 1 | churn | 0.1714 | -0.003215 | -0.058145 | 0.073441 | 0.048309 | 0.133829 | 0.010699 | 0.050413 | Male | 28 | No | No | Unemployed | Suburban | Bachelor | 1,671,343,200 |
30 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 6a5ce027-a745-4b2d-86d4-2aa8910dd959 | no_churn | 0.253877 | 0 | no_churn | -0.06135 | -0.002862 | 0.014489 | -0.040349 | 0.023492 | 0.096093 | 0.059405 | 0.010246 | Male | 36 | No | Yes | Medical Leave | Suburban | College | 1,671,343,200 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 23dd5a79-4866-4c54-90cb-f4847707c406 | no_churn | 0.38693 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 62 | No | Yes | Employed | Urban | Bachelor | 1,671,343,200 |
15 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | e40a2d9d-603c-4dc6-a2b4-6a3d2542ae5a | no_churn | 0.594387 | 0 | no_churn | 0.082692 | -0.000909 | 0.001943 | -0.111665 | 0.100394 | 0.126767 | 0.111224 | 0.100528 | Female | 37 | Yes | Yes | Employed | Rural | Bachelor | 1,671,343,200 |
22 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | f3b323f2-1763-4046-b0d7-c2a833ff2851 | churn | 0.309264 | 1 | churn | -0.023994 | -0.005206 | -0.035798 | 0.001284 | 0.082543 | 0.080542 | 0.036894 | 0.052376 | Male | 58 | Yes | Yes | Unemployed | Rural | Bachelor | 1,671,343,200 |
47 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 765a4820-6cff-4d75-9fa8-2ba9bfa73de2 | no_churn | 0.021741 | 0 | no_churn | -0.042373 | -0.004028 | -0.00588 | -0.037105 | -0.0326 | -0.109791 | -0.017101 | -0.020148 | Male | 43 | No | No | Unemployed | Suburban | Master | 1,671,343,200 |
43 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 0dd1337d-95ff-4a40-b407-0162cc39e9a0 | no_churn | 0.399598 | 0 | no_churn | -0.104973 | -0.002841 | 0.013663 | 0.0601 | 0.030121 | 0.085734 | -0.045485 | -0.054534 | Male | 48 | No | No | Employed | Urban | Bachelor | 1,671,343,200 |
12 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | f6f36951-117f-411f-b3a7-6d6c02248d95 | no_churn | 0.400728 | 0 | no_churn | -0.07559 | -0.001942 | -0.058587 | -0.037416 | 0.001403 | 0.080407 | 0.029289 | 0.05541 | Female | 80 | Yes | No | Unemployed | Suburban | College | 1,671,343,200 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 98592da5-9116-4369-8b32-91b5e2440d62 | churn | 0.845967 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 48 | No | No | Unemployed | Urban | Bachelor | 1,671,343,200 |
67 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 0ce0fc9a-2def-4c92-8716-0a6e4a94fe71 | no_churn | 0.026562 | 0 | no_churn | -0.061921 | -0.004302 | -0.033382 | -0.025523 | 0.005223 | -0.094655 | -0.022227 | -0.028906 | Female | 75 | No | No | Employed | Urban | Bachelor | 1,671,343,200 |
49 | Yes | Yes | Low Speed | In_Store_Support | One year | <80hrs | Active | ea9068d7-2155-4d31-b38a-72e0da369cca | no_churn | 0.268695 | 0 | no_churn | -0.063759 | -0.01562 | 0.006564 | -0.092833 | -0.039617 | -0.103726 | 0.01286 | 0.047105 | Male | 78 | No | No | Disabled | Suburban | High School or Below | 1,671,343,200 |
18 | No | No phone service | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7c4aff4b-a3ae-4848-9e82-c66fbd61b6af | no_churn | 0.146168 | 0 | no_churn | -0.020945 | 0.069731 | 0.024803 | -0.020788 | 0.01628 | 0.06902 | -0.036596 | -0.053793 | Male | 70 | No | No | Unemployed | Suburban | College | 1,671,343,200 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bcc80ce1-5577-41b1-8db3-c8a8b322dd6a | no_churn | 0.601591 | 0 | no_churn | 0.030578 | -0.003541 | 0.020737 | 0.154612 | -0.022964 | 0.121836 | -0.032772 | -0.042072 | Male | 61 | No | No | Medical Leave | Suburban | High School or Below | 1,671,343,200 |
12 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 7c333b3b-662b-4e41-9449-a0fdefffec02 | no_churn | 0.400728 | 0 | no_churn | -0.07559 | -0.001942 | -0.058587 | -0.037416 | 0.001403 | 0.080407 | 0.029289 | 0.05541 | Male | 31 | No | No | Employed | Suburban | High School or Below | 1,671,343,200 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 93d4b472-ed86-4b72-af53-182e89b7e5e3 | no_churn | 0.601591 | 0 | no_churn | 0.030578 | -0.003541 | 0.020737 | 0.154612 | -0.022964 | 0.121836 | -0.032772 | -0.042072 | Female | 67 | No | Yes | Unemployed | Urban | Bachelor | 1,671,343,200 |
67 | Yes | Yes | High Speed | In_Store_Support | One year | <80hrs | Active | a9062775-d4dd-49a9-a2e0-b4951ea91b1c | no_churn | 0.219142 | 0 | no_churn | -0.095354 | -0.00318 | 0.00705 | -0.010114 | -0.054865 | -0.058073 | 0.01682 | 0.038689 | Male | 43 | No | Yes | Unemployed | Urban | College | 1,671,343,200 |
71 | Yes | Yes | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | 204a7aed-296e-42ed-94b8-dd53510e822b | no_churn | 0.002149 | 0 | no_churn | -0.115655 | -0.00245 | -0.016617 | -0.075185 | 0.029761 | -0.165716 | 0.036203 | 0.050631 | Male | 21 | Yes | Yes | Employed | Urban | Bachelor | 1,671,343,200 |
8 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 6797d7b4-156f-4c95-a1df-0b59cde0c4dd | no_churn | 0.710769 | 0 | no_churn | 0.136402 | -0.000876 | 0.036771 | -0.002397 | 0.096391 | 0.162652 | 0.159346 | 0.142684 | Male | 33 | No | Yes | Unemployed | Suburban | College | 1,671,343,200 |
67 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | c70f3a4b-cdbb-4a32-8bde-417b30b4f881 | no_churn | 0.007659 | 0 | no_churn | -0.057532 | -0.003515 | 0.002799 | -0.031321 | -0.000221 | -0.120897 | -0.024906 | -0.033435 | Female | 63 | Yes | No | Employed | Urban | Bachelor | 1,671,343,200 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 35b5f070-eba0-4720-9991-788cf5f91bbd | no_churn | 0.234028 | 0 | no_churn | -0.12524 | -0.004352 | -0.056179 | 0.077847 | 0.028471 | 0.064872 | -0.037299 | -0.024627 | Female | 40 | Yes | Yes | Employed | Urban | High School or Below | 1,671,343,200 |
12 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0d83a652-9443-42d3-9749-57971b02b033 | no_churn | 0.088052 | 0 | no_churn | 0.022361 | -0.004476 | -0.061592 | -0.014264 | -0.035641 | 0.037441 | -0.011759 | -0.009565 | Male | 36 | No | No | Unemployed | Rural | High School or Below | 1,671,343,200 |
71 | Yes | Yes | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | ef88c1ef-ab96-4c21-ada4-4483d2946065 | no_churn | 0.002149 | 0 | no_churn | -0.115655 | -0.00245 | -0.016617 | -0.075185 | 0.029761 | -0.165716 | 0.036203 | 0.050631 | Female | 62 | No | No | Employed | Suburban | Bachelor | 1,671,343,200 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6b564282-a050-43f3-9f68-c0de26c01e59 | churn | 0.359539 | 1 | churn | -0.014631 | -0.003368 | 0.02426 | 0.153154 | 0.064041 | 0.033094 | -0.010592 | -0.024224 | Female | 60 | No | No | Unemployed | Suburban | College | 1,671,343,200 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 446976ba-c288-482c-9d5d-b69619941bb2 | churn | 0.777513 | 1 | churn | 0.274869 | -0.005113 | 0.060597 | 0.076422 | 0.046247 | 0.136682 | 0.066766 | 0.074503 | Male | 56 | No | No | Employed | Suburban | College | 1,671,343,200 |
7 | No | No phone service | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 5634e433-0fc6-4f4a-9db8-c40ba796e1fe | no_churn | 0.11823 | 0 | no_churn | 0.08362 | 0.036864 | 0.027492 | 0.040526 | 0.01824 | -0.13492 | -0.016368 | -0.024481 | Male | 65 | No | No | Employed | Urban | High School or Below | 1,671,343,200 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8203a0ae-75d9-42f3-9238-9f900f99f97c | no_churn | 0.234028 | 0 | no_churn | -0.12524 | -0.004352 | -0.056179 | 0.077847 | 0.028471 | 0.064872 | -0.037299 | -0.024627 | Female | 26 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
48 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 09d40b44-e192-414b-83eb-ad69b863c0ea | no_churn | 0.009223 | 0 | no_churn | -0.041577 | -0.00511 | -0.016853 | -0.031066 | 0.01396 | -0.116932 | -0.022618 | -0.04883 | Female | 26 | No | No | Employed | Suburban | High School or Below | 1,671,343,200 |
71 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 896da14b-dfd4-4e90-9e08-3623dbd766bb | no_churn | 0.002468 | 0 | no_churn | -0.072373 | -0.003802 | -0.00555 | -0.026751 | -0.026511 | -0.108295 | -0.011516 | -0.014228 | Male | 47 | No | No | Employed | Suburban | Bachelor | 1,671,343,200 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a089721f-939c-45c7-8904-9733fe6ac2cc | churn | 0.676284 | 1 | churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Male | 54 | No | No | Disabled | Urban | College | 1,671,343,200 |
63 | Yes | No | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 3daa2847-4325-49db-b261-43ba441f5727 | no_churn | 0.020365 | 0 | no_churn | -0.049817 | -0.002922 | -0.007758 | -0.018211 | 0.002708 | -0.13358 | -0.028019 | -0.031427 | Female | 49 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
42 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 36b9f28e-03f8-4429-98ea-192bd6c86f75 | no_churn | 0.159473 | 0 | no_churn | -0.031392 | -0.006694 | -0.065906 | -0.139986 | 0.021379 | 0.051199 | -0.026409 | -0.025503 | Female | 68 | No | No | Employed | Suburban | High School or Below | 1,671,343,200 |
47 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 4887217e-751e-4cca-8c77-2e2895907036 | no_churn | 0.01231 | 0 | no_churn | -0.024692 | -0.00499 | -0.012256 | -0.035189 | 0.012074 | -0.130155 | -0.025877 | -0.047941 | Female | 68 | No | Yes | Unemployed | Urban | Bachelor | 1,671,343,200 |
43 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 25947666-232a-4527-9c6f-05f1377534aa | no_churn | 0.399598 | 0 | no_churn | -0.104973 | -0.002841 | 0.013663 | 0.0601 | 0.030121 | 0.085734 | -0.045485 | -0.054534 | Male | 39 | Yes | Yes | Unemployed | Suburban | College | 1,671,343,200 |
61 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 79e8f1d5-1e6b-4e87-95cb-4e5c35dc9377 | no_churn | 0.019408 | 0 | no_churn | -0.046802 | -0.003632 | -0.008735 | -0.047937 | -0.017657 | -0.09878 | -0.017734 | -0.017748 | Female | 69 | Yes | No | Unemployed | Urban | High School or Below | 1,671,343,200 |
60 | Yes | No | High Speed | In_Store_Support | Two year | <50hrs | Active | ad55b394-d53f-4021-a471-4cca42f7ac21 | no_churn | 0.012876 | 0 | no_churn | -0.063793 | -0.003136 | -0.01162 | -0.015941 | -0.063105 | -0.162165 | 0.02766 | 0.023074 | Male | 24 | No | No | Disabled | Suburban | College | 1,671,343,200 |
54 | Yes | No | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 48295610-5d53-4b7a-adc7-ca4ee3a63f2b | no_churn | 0.083611 | 0 | no_churn | -0.098115 | -0.003899 | -0.029824 | 0.018517 | -0.043318 | -0.058732 | -0.029158 | -0.024497 | Female | 78 | No | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
71 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 6663ede0-cc70-4c0e-b2bb-34004052beaa | no_churn | 0.002329 | 0 | no_churn | -0.076247 | -0.003737 | -0.016402 | -0.015735 | 0.003698 | -0.119689 | -0.016406 | -0.024508 | Female | 55 | No | No | Employed | Suburban | High School or Below | 1,671,343,200 |
2 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8249d9e4-5247-4edb-a942-1093e03193d7 | no_churn | 0.347262 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 50 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,343,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a5667a41-31a0-4dc8-8b31-f5233122fd61 | churn | 0.821653 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 71 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,343,200 |
46 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | 269919c4-e50a-4d5c-bf47-2eff053c888d | no_churn | 0.090892 | 0 | no_churn | -0.091649 | -0.001528 | -0.023897 | -0.036883 | -0.005977 | -0.127768 | 0.014997 | 0.033679 | Female | 41 | No | No | Medical Leave | Urban | College | 1,671,343,200 |
5 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | bb988ea7-3747-4101-8fe5-50394fad3623 | no_churn | 0.073119 | 0 | no_churn | 0.013379 | -0.010563 | -0.016229 | -0.044498 | -0.038495 | -0.075764 | -0.040683 | -0.041174 | Female | 73 | Yes | No | Employed | Suburban | High School or Below | 1,671,343,200 |
64 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | fa4a7540-6683-4e18-876f-c9781a924132 | no_churn | 0.015854 | 0 | no_churn | -0.098594 | -0.004346 | -0.014907 | -0.014009 | -0.040464 | -0.122729 | 0.009007 | 0.017015 | Male | 47 | Yes | No | Unemployed | Suburban | Master | 1,671,343,200 |
4 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5b705f76-9670-44da-911a-bc6a27adc1f6 | churn | 0.315468 | 1 | churn | 0.127494 | -0.008182 | 0.000709 | -0.063779 | 0.036799 | 0.088141 | -0.031509 | -0.005999 | Male | 60 | No | Yes | Medical Leave | Suburban | College | 1,671,343,200 |
50 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | eb31d27d-1749-457d-a15f-bd53e42ee352 | no_churn | 0.005677 | 0 | no_churn | -0.011223 | -0.003083 | 0.025899 | -0.021606 | 0.015228 | -0.235522 | -0.016874 | -0.021846 | Female | 79 | No | Yes | Unemployed | Rural | High School or Below | 1,671,343,200 |
65 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | 2e4901d8-5a41-4211-b5e8-a9e7a07cc2cb | no_churn | 0.018043 | 0 | no_churn | -0.062589 | -0.000977 | -0.028667 | 0.001124 | -0.057114 | -0.185613 | 0.032892 | 0.041918 | Female | 69 | No | Yes | Medical Leave | Suburban | College | 1,671,429,600 |
7 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 0acb48af-266d-4c11-872c-307d57191838 | churn | 0.253635 | 0 | no_churn | -0.024141 | -0.003484 | -0.111937 | -0.021011 | 0.032276 | 0.055903 | -0.178764 | 0.002132 | Female | 40 | No | No | Employed | Suburban | College | 1,671,429,600 |
22 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 3a51eeeb-800e-4318-b647-5a80af91bd4c | churn | 0.235025 | 1 | churn | -0.122072 | -0.000433 | -0.013447 | -0.132011 | -0.009924 | 0.070365 | -0.012816 | 0.061312 | Female | 31 | Yes | No | Unemployed | Rural | High School or Below | 1,671,429,600 |
57 | Yes | Yes | Medium Speed | Phone_Support | Two year | <50hrs | Active | 0ca26189-41da-4ba3-9368-272003e6e9cb | no_churn | 0.055101 | 0 | no_churn | -0.029052 | -0.000752 | -0.018044 | -0.10784 | 0.072183 | -0.10085 | 0.055777 | 0.059553 | Female | 58 | Yes | No | Employed | Suburban | Master | 1,671,429,600 |
28 | No | No phone service | Low Speed | Phone_Support | One year | <50hrs | Active | 58014dd8-685d-47a0-b817-ee78011d94e9 | no_churn | 0.130351 | 0 | no_churn | 0.01367 | -0.027972 | 0.004622 | 0.019481 | 0.068846 | -0.087002 | 0.069288 | 0.06004 | Female | 61 | No | Yes | Unemployed | Rural | Doctor | 1,671,429,600 |
48 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | f0a469a1-5ccb-4003-a6af-207de724bbb0 | no_churn | 0.037918 | 0 | no_churn | -0.047171 | -0.001816 | -0.042871 | -0.053392 | 0.067061 | -0.174867 | 0.055496 | 0.058532 | Male | 60 | Yes | Yes | Employed | Suburban | College | 1,671,429,600 |
63 | Yes | Yes | High Speed | Phone_Support | Two year | <50hrs | Active | 41f6b023-3f18-4f6b-a635-a8614a539f03 | no_churn | 0.015378 | 0 | no_churn | -0.094019 | -0.001964 | -0.010849 | 0.005862 | 0.049457 | -0.12642 | 0.057084 | 0.045157 | Male | 79 | No | Yes | Employed | Suburban | Bachelor | 1,671,429,600 |
49 | Yes | No | Low Speed | Phone_Support | One year | <50hrs | Active | b36d6870-46b1-4446-955a-3236dee55121 | no_churn | 0.130539 | 0 | no_churn | -0.125147 | -0.003355 | -0.026069 | -0.02523 | 0.021212 | -0.121713 | 0.019383 | 0.051891 | Female | 47 | No | Yes | Disabled | Suburban | College | 1,671,429,600 |
55 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | c5782556-3fdb-4ea5-90cc-8d490928db8a | churn | 0.022121 | 0 | no_churn | -0.071692 | -0.003104 | 0.01447 | -0.013396 | -0.066718 | -0.185554 | 0.020269 | 0.036698 | Female | 22 | No | No | Unemployed | Suburban | Bachelor | 1,671,429,600 |
7 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 6ec5ded5-e783-40a8-b20a-c1bf891ab7e9 | no_churn | 0.286044 | 0 | no_churn | 0.009829 | -0.006626 | -0.081478 | -0.067442 | -0.184662 | 0.039375 | 0.00031 | 0.031668 | Male | 47 | No | No | Employed | Suburban | Bachelor | 1,671,429,600 |
72 | No | No phone service | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | 5affa514-4349-4079-b8b1-f3ad9ce2c214 | no_churn | 0.020021 | 0 | no_churn | -0.13884 | -0.004824 | 0.009292 | 0.008021 | 0.046018 | -0.144425 | 0.037922 | 0.047811 | Male | 42 | No | No | Employed | Suburban | Bachelor | 1,671,429,600 |
12 | No | No phone service | High Speed | Phone_Support | One year | 0hrs | Disabled | 1e7131ea-0026-4f95-8f27-42a7e5f2d583 | no_churn | 0.050242 | 0 | no_churn | -0.006926 | 0.023018 | 0.011707 | -0.040196 | 0.024381 | -0.069115 | -0.016605 | -0.025289 | Male | 39 | No | No | Unemployed | Suburban | Doctor | 1,671,429,600 |
70 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 5418871a-a1fd-4fd5-972b-5617d4bee125 | no_churn | 0.012462 | 0 | no_churn | -0.098382 | 0.008433 | -0.001342 | -0.012579 | 0.001466 | -0.130033 | -0.015259 | -0.021329 | Female | 36 | No | Yes | Employed | Suburban | College | 1,671,429,600 |
3 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3adf96a4-52cb-4d3a-be4a-370c82cc2d65 | no_churn | 0.347968 | 0 | no_churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 55 | No | Yes | Employed | Suburban | College | 1,671,429,600 |
4 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c53d8bab-e686-45a2-8643-afa5628355d5 | no_churn | 0.3344 | 0 | no_churn | 0.078754 | -0.011243 | -0.03788 | -0.109608 | -0.130874 | 0.064211 | -0.03427 | -0.024428 | Female | 58 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,429,600 |
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