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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | aec85f20-d72a-4f53-8e74-0d6cf26ea5ad | churn | 0.626541 | 1 | churn | 0.047111 | -0.006663 | -0.029302 | 0.099889 | -0.013837 | 0.108065 | -0.031034 | -0.003728 | Male | 24 | No | No | Unemployed | Suburban | College | 1,671,688,800 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 81a22946-5c37-482a-b0d1-d54c7ee659dc | no_churn | 0.143856 | 0 | no_churn | -0.062152 | -0.004364 | 0.023945 | 0.027035 | -0.024541 | -0.133373 | -0.028432 | -0.064227 | Male | 23 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,688,800 |
14 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b436db54-7f84-4679-b5b6-c1ac7fbfaecb | no_churn | 0.295385 | 0 | no_churn | -0.012974 | -0.005695 | -0.049938 | 0.115868 | -0.007404 | 0.089365 | -0.02844 | -0.024107 | Male | 67 | Yes | Yes | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | df7634bc-f807-4c94-b6b2-1498b010e9cf | churn | 0.876786 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 29 | No | Yes | Employed | Suburban | Master | 1,671,688,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 14ec57d9-ec56-4154-add3-e5127618a9a6 | churn | 0.775758 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 29 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,688,800 |
62 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | e6cd616d-a031-4315-8d49-b919964790a4 | no_churn | 0.117685 | 0 | no_churn | -0.127528 | -0.003379 | -0.007804 | 0.018648 | -0.011082 | -0.095474 | -0.017112 | -0.025296 | Female | 56 | No | No | Employed | Suburban | College | 1,671,688,800 |
60 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | 0hrs | Disabled | 7b5ecf2c-642a-4019-9da0-6259f6a8d8a5 | no_churn | 0.142796 | 0 | no_churn | -0.082237 | -0.002739 | 0.005407 | 0.051684 | -0.057327 | -0.135207 | -0.017696 | -0.030912 | Male | 53 | No | No | Employed | Suburban | College | 1,671,688,800 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0ef60b6f-19b1-42ac-bbc1-de81a2710e39 | no_churn | 0.614814 | 0 | no_churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Male | 32 | No | Yes | Disabled | Rural | Bachelor | 1,671,688,800 |
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0110da7c-3809-4763-b99d-2197f58af6d0 | no_churn | 0.401322 | 0 | no_churn | 0.002064 | -0.002232 | -0.062988 | 0.103895 | 0.025581 | 0.110937 | -0.035344 | -0.015785 | Female | 24 | Yes | Yes | Employed | Urban | High School or Below | 1,671,688,800 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7ba45d59-0614-46f6-a807-e72b100d0acc | no_churn | 0.214455 | 0 | no_churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Female | 26 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
27 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3acbe622-f10b-432e-90e1-73f81a63164b | no_churn | 0.543229 | 0 | no_churn | -0.024032 | -0.002928 | 0.062378 | 0.151789 | 0.061167 | 0.113578 | -0.03438 | -0.021931 | Male | 27 | No | No | Retired | Suburban | Master | 1,671,688,800 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c9deeadd-e7d5-4124-b0df-1e299266f6f0 | no_churn | 0.086333 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Female | 36 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
16 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 5520b90d-4657-4f2a-81bb-35b9932f79b7 | no_churn | 0.053539 | 0 | no_churn | 0.009115 | -0.004192 | -0.030909 | -0.016301 | -0.031971 | -0.143702 | -0.022294 | -0.028773 | Female | 33 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
3 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b37bfc28-36dc-4a12-b274-c6de6795a111 | churn | 0.419491 | 1 | churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Female | 41 | Yes | Yes | Employed | Rural | Bachelor | 1,671,688,800 |
72 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | d9f7c9b3-97d9-4008-ac63-2ab121da09ed | churn | 0.004994 | 0 | no_churn | -0.098981 | -0.003066 | 0.011121 | -0.002491 | -0.047457 | -0.188772 | 0.027769 | 0.032851 | Female | 24 | No | No | Unemployed | Suburban | College | 1,671,688,800 |
37 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 35833342-c36d-422c-8541-897aad1fb59a | no_churn | 0.038968 | 0 | no_churn | -0.073498 | -0.01161 | 0.001874 | -0.065737 | -0.084887 | 0.043354 | -0.047338 | -0.024685 | Male | 66 | No | Yes | Medical Leave | Rural | Master | 1,671,688,800 |
57 | Yes | No | High Speed | Web_Chat_Support | Two year | <80hrs | Active | c0acb075-a564-4ed5-b434-066ba8e2db8d | churn | 0.186469 | 1 | churn | 0.02068 | -0.000198 | -0.004412 | 0.004532 | 0.09401 | -0.143908 | -0.031021 | 0.071291 | Female | 71 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,688,800 |
8 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 8a556ea9-1582-4392-a0fc-6587fff456c1 | no_churn | 0.010162 | 0 | no_churn | 0.018492 | -0.005406 | -0.009643 | -0.030451 | 0.017852 | -0.188041 | -0.032872 | -0.038958 | Male | 52 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
56 | Yes | Yes | Medium Speed | Phone_Support | One year | <80hrs | Active | d8ef3188-e4e1-4aae-904e-246402c9dfbc | no_churn | 0.103073 | 0 | no_churn | 0.10589 | 0.000777 | 0.014447 | 0.061556 | 0.153516 | 0.03745 | 0.17584 | 0.091497 | Male | 47 | No | No | Unemployed | Suburban | College | 1,671,688,800 |
67 | Yes | No | High Speed | Phone_Support | Two year | 100hrs+ | Active | 73df725f-39e4-456e-9bdd-c8635e592f6f | no_churn | 0.008062 | 0 | no_churn | -0.119839 | -0.002103 | -0.013151 | 0.003021 | 0.033572 | -0.183819 | 0.041834 | 0.051458 | Male | 30 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
47 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | bb5b8fc7-723e-4c17-bbb6-f212789f02d5 | no_churn | 0.009796 | 0 | no_churn | -0.03205 | -0.004982 | -0.010815 | -0.04698 | 0.007455 | -0.115299 | -0.027441 | -0.038914 | Male | 60 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
29 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 4ef2180f-8a89-44f6-9f8d-668da8130933 | no_churn | 0.007525 | 0 | no_churn | -0.024132 | -0.005062 | -0.008484 | -0.021672 | 0.022825 | -0.130719 | -0.043028 | -0.038753 | Female | 66 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 86f28e9e-33e6-4272-b424-5033e05257cf | no_churn | 0.214455 | 0 | no_churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Female | 56 | No | No | Unemployed | Suburban | College | 1,671,688,800 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d808807b-d2e4-4d58-b51e-6ef296ff3647 | churn | 0.113075 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Female | 53 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
3 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 843bb38b-73a3-49ed-ab27-358fcf6be9ae | no_churn | 0.123762 | 0 | no_churn | 0.115722 | -0.007106 | -0.035426 | -0.038901 | -0.02605 | 0.09312 | -0.030117 | -0.046174 | Male | 65 | Yes | No | Medical Leave | Rural | High School or Below | 1,671,688,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9f93849d-0a85-46aa-bb87-337d4a078aef | churn | 0.396786 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 57 | No | No | Disabled | Rural | Bachelor | 1,671,688,800 |
57 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | efc6bf1d-5ae5-442b-a19e-7d2463e07d1d | no_churn | 0.032755 | 0 | no_churn | -0.026424 | -0.003082 | 0.002696 | -0.049914 | 0.016533 | -0.122605 | -0.036948 | -0.049282 | Female | 71 | Yes | Yes | Employed | Suburban | College | 1,671,688,800 |
50 | Yes | No | Medium Speed | In_Store_Support | One year | 100hrs+ | Active | 092ac73b-cda5-4357-9b66-5bebfe2fafae | no_churn | 0.098526 | 0 | no_churn | -0.071995 | -0.003392 | -0.043027 | -0.016304 | -0.098747 | -0.034095 | 0.008617 | 0.029917 | Female | 68 | No | No | Employed | Urban | Bachelor | 1,671,688,800 |
53 | Yes | Yes | Low Speed | In_Store_Support | One year | <50hrs | Active | f15d4f03-f822-4891-80f5-d399f56d5b27 | no_churn | 0.230578 | 0 | no_churn | -0.040781 | -0.000291 | 0.031455 | -0.018687 | 0.017294 | -0.023648 | 0.033994 | 0.021637 | Male | 78 | Yes | Yes | Unemployed | Urban | High School or Below | 1,671,688,800 |
15 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f476ab01-51a7-4294-b790-ca66f637ec35 | churn | 0.520128 | 1 | churn | 0.084784 | -0.00214 | 0.032851 | 0.046777 | 0.015984 | 0.13707 | -0.027881 | -0.0102 | Female | 34 | No | No | Employed | Rural | Bachelor | 1,671,688,800 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 6cdefb4d-e89f-42c9-957c-e935ed6e31cb | no_churn | 0.241217 | 0 | no_churn | -0.114245 | -0.001906 | 0.011655 | -0.050194 | -0.040708 | -0.090504 | 0.004955 | 0.011921 | Female | 54 | No | No | Employed | Suburban | College | 1,671,688,800 |
15 | No | No phone service | High Speed | In_Store_Support | One year | 0hrs | Disabled | b3d1dee3-f7a5-443d-8f59-5e1b46b8ac42 | no_churn | 0.055357 | 0 | no_churn | -0.003321 | 0.021949 | -0.005029 | -0.03742 | -0.028896 | -0.147553 | -0.027873 | -0.029882 | Female | 55 | No | No | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
6 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fe0930e7-ea80-4544-8655-3d33aabfc7e1 | no_churn | 0.129405 | 0 | no_churn | -0.017305 | -0.009564 | -0.01666 | -0.132313 | -0.016353 | 0.058111 | -0.066538 | -0.068404 | Female | 20 | Yes | Yes | Unemployed | Suburban | College | 1,671,688,800 |
2 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 10bf6106-6010-4de7-97a8-94918f1b2adf | churn | 0.159217 | 1 | churn | 0.179694 | -0.015275 | -0.013266 | -0.050628 | 0.007986 | 0.110382 | -0.014215 | -0.017062 | Male | 65 | No | Yes | Unemployed | Suburban | College | 1,671,688,800 |
14 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f95199a3-3f33-4e05-b97d-576e2229f210 | no_churn | 0.077255 | 0 | no_churn | -0.018983 | -0.007168 | -0.015551 | 0.018069 | -0.014305 | 0.064894 | -0.022685 | -0.035939 | Male | 35 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5da34133-488c-4691-8540-7d0f967df259 | churn | 0.775758 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 75 | Yes | No | Unemployed | Urban | Bachelor | 1,671,688,800 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | e58a398a-f515-4796-9cc9-31f5cc9ca660 | no_churn | 0.191717 | 0 | no_churn | -0.033047 | -0.003896 | 0.056752 | -0.03598 | -0.031065 | -0.207069 | -0.018612 | 0.063891 | Male | 68 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | c51fd877-bc55-4371-bf56-ec0dda6f433e | no_churn | 0.010934 | 0 | no_churn | -0.111906 | -0.002109 | 0.042073 | 0.049363 | 0.04703 | -0.079431 | 0.064395 | 0.054154 | Female | 58 | No | No | Employed | Rural | College | 1,671,688,800 |
71 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | d5b80cae-f3a9-484b-a982-9318efe227f6 | no_churn | 0.00194 | 0 | no_churn | -0.077137 | -0.003992 | -0.011924 | -0.021057 | 0.000876 | -0.111252 | -0.019695 | -0.024845 | Male | 58 | No | No | Employed | Rural | College | 1,671,688,800 |
12 | No | No phone service | High Speed | Phone_Support | One year | 0hrs | Disabled | 316a495c-64e2-4748-82fb-036a26c1ecd1 | no_churn | 0.130379 | 0 | no_churn | -0.006926 | 0.023018 | 0.011707 | -0.040196 | 0.024381 | -0.069115 | -0.016605 | -0.025289 | Female | 32 | Yes | Yes | Employed | Urban | College | 1,671,688,800 |
69 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 77621809-76f5-4137-bb43-f0dd0e1e830b | no_churn | 0.013982 | 0 | no_churn | -0.089366 | 0.008464 | -0.003883 | -0.014955 | 0.003122 | -0.135179 | -0.016312 | -0.020917 | Male | 52 | No | No | Unemployed | Rural | College | 1,671,688,800 |
33 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b9eed879-5e1f-4da8-aca1-b5edce011c31 | no_churn | 0.035042 | 0 | no_churn | -0.108957 | -0.005929 | -0.049956 | -0.079534 | 0.021578 | 0.028969 | -0.028539 | -0.046657 | Female | 50 | No | No | Employed | Suburban | College | 1,671,688,800 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4307c3bb-9991-4b62-aacb-86bf4ea1be62 | no_churn | 0.668147 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Male | 22 | No | No | Employed | Suburban | College | 1,671,688,800 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 3e2c05e6-862a-44cb-883e-7df39a12136a | no_churn | 0.143856 | 0 | no_churn | -0.062152 | -0.004364 | 0.023945 | 0.027035 | -0.024541 | -0.133373 | -0.028432 | -0.064227 | Female | 75 | No | Yes | Disabled | Rural | College | 1,671,688,800 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 99596bb6-e947-416e-9ecc-50aaf50c2a13 | no_churn | 0.198281 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Male | 52 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,688,800 |
61 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 186bf938-3e42-4cbc-9585-2eef555f1059 | no_churn | 0.093133 | 0 | no_churn | -0.288451 | -0.003907 | 0.014791 | -0.013934 | -0.000102 | -0.006904 | 0.0224 | 0.029583 | Male | 21 | Yes | Yes | Unemployed | Urban | Doctor | 1,671,688,800 |
69 | Yes | Yes | High Speed | Phone_Support | Two year | <50hrs | Active | 0a71a827-e277-4bdd-85c2-c1bd118c2ed5 | no_churn | 0.013278 | 0 | no_churn | -0.060858 | -0.001782 | 0.026255 | -0.03185 | 0.033115 | -0.254322 | 0.059401 | 0.051016 | Female | 34 | No | No | Employed | Urban | College | 1,671,688,800 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e795404f-abdb-428a-9714-8ba94cba7eb1 | churn | 0.616674 | 1 | churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Female | 28 | No | No | Employed | Suburban | College | 1,671,688,800 |
40 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8ce42f8e-5521-40f9-b46f-72c2a4ca6a3d | churn | 0.462791 | 0 | no_churn | -0.205289 | -0.012272 | -0.050849 | -0.030136 | 0.047916 | 0.023383 | 0.01892 | 0.044824 | Female | 46 | No | No | Employed | Suburban | College | 1,671,688,800 |
53 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | cdeb2bcd-30a3-438f-9f23-78ac31f577a3 | no_churn | 0.115027 | 0 | no_churn | -0.066198 | -0.001894 | -0.055578 | -0.104552 | 0.055907 | -0.121396 | 0.050178 | 0.054508 | Male | 22 | Yes | Yes | Medical Leave | Suburban | High School or Below | 1,671,688,800 |
12 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e0629e3e-ee7f-4294-8e5a-523fe8709faa | churn | 0.756522 | 1 | churn | 0.043478 | -0.003167 | -0.058022 | 0.043328 | -0.007587 | 0.049395 | 0.029625 | 0.061424 | Male | 74 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
13 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 476746a5-2e3e-4d44-ab13-6e3fc6aea5b2 | no_churn | 0.232522 | 0 | no_churn | -0.061374 | -0.011527 | -0.043772 | -0.042389 | -0.049998 | 0.042731 | -0.030523 | -0.037173 | Female | 67 | No | No | Unemployed | Rural | Bachelor | 1,671,688,800 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 70b4525f-100e-4828-ba77-20bdd3979da8 | no_churn | 0.223199 | 0 | no_churn | 0.178229 | -0.007471 | -0.063379 | 0.015039 | 0.092223 | 0.120913 | -0.028936 | -0.048381 | Female | 78 | No | No | Unemployed | Urban | High School or Below | 1,671,688,800 |
69 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 489e85d6-e270-4604-a66f-4e2ee182d151 | no_churn | 0.013982 | 0 | no_churn | -0.089366 | 0.008464 | -0.003883 | -0.014955 | 0.003122 | -0.135179 | -0.016312 | -0.020917 | Male | 38 | Yes | No | Employed | Rural | College | 1,671,688,800 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d7ce7d64-9662-4d7c-9980-b01fc9325687 | churn | 0.782338 | 1 | churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Male | 80 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 242562fa-67da-4620-9d79-ab0a57333348 | no_churn | 0.214455 | 0 | no_churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Female | 48 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 76ad836a-756b-479d-9b90-3dfcf5f3fae6 | no_churn | 0.295909 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 58 | No | No | Unemployed | Rural | College | 1,671,688,800 |
47 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 7cb0edea-e212-4edd-bf56-fc182d5354df | no_churn | 0.009796 | 0 | no_churn | -0.03205 | -0.004982 | -0.010815 | -0.04698 | 0.007455 | -0.115299 | -0.027441 | -0.038914 | Male | 62 | No | Yes | Employed | Urban | High School or Below | 1,671,688,800 |
6 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 05265a37-c22e-466c-82a7-edcd9b6a3986 | no_churn | 0.256671 | 0 | no_churn | -0.017305 | -0.009564 | -0.01666 | -0.132313 | -0.016353 | 0.058111 | -0.066538 | -0.068404 | Female | 43 | No | No | Medical Leave | Suburban | College | 1,671,688,800 |
6 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e79e1e12-4652-483e-a596-d71c30c1f52e | no_churn | 0.256671 | 0 | no_churn | -0.017305 | -0.009564 | -0.01666 | -0.132313 | -0.016353 | 0.058111 | -0.066538 | -0.068404 | Male | 71 | Yes | No | Employed | Suburban | College | 1,671,688,800 |
52 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 2e941584-154c-4e81-960a-c6583b52d878 | no_churn | 0.244259 | 0 | no_churn | -0.120766 | -0.003628 | -0.109985 | -0.053796 | 0.022687 | 0.060482 | -0.018373 | -0.015648 | Male | 47 | No | No | Employed | Suburban | Master | 1,671,688,800 |
71 | Yes | Yes | High Speed | In_Store_Support | One year | <80hrs | Active | d9bcf130-577c-4075-8af5-0b88b3ca32ea | no_churn | 0.052233 | 0 | no_churn | -0.119982 | -0.00402 | 0.00514 | -0.006464 | -0.016614 | -0.064633 | 0.005921 | 0.041627 | Female | 68 | Yes | No | Unemployed | Suburban | College | 1,671,688,800 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 11ef5a71-5d17-4836-a194-792cd96d3f28 | no_churn | 0.295909 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 49 | Yes | No | Unemployed | Urban | College | 1,671,688,800 |
69 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 90286d3e-468b-4d62-8a23-d367a402f639 | no_churn | 0.013982 | 0 | no_churn | -0.089366 | 0.008464 | -0.003883 | -0.014955 | 0.003122 | -0.135179 | -0.016312 | -0.020917 | Female | 42 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d3dbb5d2-6db1-42d9-a3de-8e4d1b9ced97 | churn | 0.626541 | 1 | churn | 0.047111 | -0.006663 | -0.029302 | 0.099889 | -0.013837 | 0.108065 | -0.031034 | -0.003728 | Male | 32 | No | Yes | Medical Leave | Suburban | College | 1,671,688,800 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | eb5de3e7-6485-470d-86c7-1af3d293516e | no_churn | 0.534374 | 0 | no_churn | 0.039074 | -0.001977 | 0.0301 | 0.07966 | 0.12771 | 0.132925 | 0.187863 | 0.095619 | Female | 59 | No | No | Retired | Rural | Bachelor | 1,671,688,800 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 161ee75b-75ef-49f1-bc12-79c245cb2dcc | churn | 0.416309 | 1 | churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Female | 40 | No | No | Retired | Rural | Bachelor | 1,671,688,800 |
60 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | f09cf73f-2e3b-44fa-be78-12e752b0cc05 | no_churn | 0.019875 | 0 | no_churn | -0.044664 | -0.006471 | -0.012953 | -0.04526 | -0.018796 | -0.09265 | -0.019016 | -0.019217 | Female | 34 | Yes | Yes | Employed | Urban | High School or Below | 1,671,688,800 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 987ad144-9174-476a-9657-489131ab6aef | no_churn | 0.223923 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Male | 58 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
69 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | 0hrs | Disabled | f889418e-d0ab-4ebb-b37e-5562a6610888 | no_churn | 0.02506 | 0 | no_churn | -0.087768 | -0.002823 | 0.017627 | 0.032545 | -0.003416 | -0.178551 | -0.02377 | -0.02287 | Male | 33 | No | No | Unemployed | Urban | Doctor | 1,671,688,800 |
37 | Yes | Yes | High Speed | Phone_Support | One year | 0hrs | Disabled | 446e9029-22fc-4d9b-99b7-2abdccad1ef2 | no_churn | 0.050857 | 0 | no_churn | -0.057051 | -0.007202 | 0.014593 | -0.019147 | 0.015016 | -0.139792 | -0.017882 | -0.052106 | Female | 23 | No | Yes | Medical Leave | Urban | High School or Below | 1,671,688,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b6cfa79a-450c-48d6-98ee-3c93fe60a4c9 | churn | 0.775758 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 70 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
13 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | e1905d9e-4db2-45c3-9751-1a0aedc0b136 | no_churn | 0.009009 | 0 | no_churn | -0.022355 | -0.00572 | -0.021105 | -0.035313 | -0.030662 | -0.113543 | -0.018917 | -0.021412 | Female | 68 | No | Yes | Retired | Suburban | Bachelor | 1,671,688,800 |
47 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 20c4380b-84f8-4cb0-a5cb-e73a38f6ce70 | no_churn | 0.009796 | 0 | no_churn | -0.03205 | -0.004982 | -0.010815 | -0.04698 | 0.007455 | -0.115299 | -0.027441 | -0.038914 | Male | 47 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,688,800 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5af611eb-93e7-4479-b14b-1779cdd418e0 | no_churn | 0.354949 | 0 | no_churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 80 | Yes | No | Employed | Suburban | College | 1,671,688,800 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | de260c5a-bc88-439b-962e-62555a651c95 | churn | 0.352623 | 1 | churn | -0.098415 | -0.002273 | 0.074412 | 0.000222 | -0.025938 | 0.085086 | -0.032138 | 0.017768 | Male | 35 | Yes | Yes | Disabled | Suburban | College | 1,671,688,800 |
72 | Yes | Yes | Medium Speed | Phone_Support | One year | <80hrs | Active | 0d4132f7-87b4-4cab-8dcd-b5f424498df9 | no_churn | 0.114758 | 0 | no_churn | -0.157279 | -0.002152 | -0.029254 | 0.008595 | 0.030829 | -0.08627 | 0.02459 | 0.051914 | Female | 27 | Yes | Yes | Employed | Rural | College | 1,671,688,800 |
26 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 026c1167-db50-47ce-b819-4d25fd7c0b91 | no_churn | 0.230664 | 0 | no_churn | -0.129394 | -0.007676 | 0.038402 | -0.010137 | -0.133137 | 0.053484 | -0.035094 | -0.03214 | Male | 36 | No | Yes | Unemployed | Rural | College | 1,671,688,800 |
69 | Yes | Yes | High Speed | Phone_Support | Two year | <50hrs | Active | ea03bcc5-8411-4945-af01-4cc425add47b | no_churn | 0.013278 | 0 | no_churn | -0.060858 | -0.001782 | 0.026255 | -0.03185 | 0.033115 | -0.254322 | 0.059401 | 0.051016 | Female | 63 | Yes | No | Retired | Suburban | High School or Below | 1,671,688,800 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 9d5c4d44-ffbd-4000-917c-5ab82fe3d0c7 | churn | 0.604557 | 1 | churn | 0.03926 | -0.004494 | -0.080147 | -0.072513 | 0.10397 | 0.097524 | 0.015218 | 0.09731 | Female | 48 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
21 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | d2019af5-df38-48af-a32a-621b9a8e5457 | no_churn | 0.11259 | 0 | no_churn | -0.025549 | -0.004929 | -0.037573 | -0.024016 | -0.008026 | -0.092522 | -0.039152 | -0.037259 | Male | 64 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,688,800 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 54db76ef-c435-4207-97b6-34e4427b8c6b | no_churn | 0.417968 | 0 | no_churn | 0.065413 | -0.003302 | -0.025443 | 0.102843 | -0.006661 | 0.114229 | -0.037738 | -0.044144 | Male | 22 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
3 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 8fc2b696-e53b-4404-9be6-3768dd4649e3 | churn | 0.785376 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Male | 22 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | bbe20f19-53ad-44c8-92de-25483eed3079 | no_churn | 0.006389 | 0 | no_churn | -0.197311 | -0.002515 | 0.027454 | 0.026644 | 0.016404 | -0.216141 | 0.029201 | 0.047238 | Male | 65 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
21 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | ad49ea15-a453-47e0-9536-9d92409f6e79 | no_churn | 0.11259 | 0 | no_churn | -0.025549 | -0.004929 | -0.037573 | -0.024016 | -0.008026 | -0.092522 | -0.039152 | -0.037259 | Male | 61 | No | No | Unemployed | Suburban | Bachelor | 1,671,688,800 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 2d7628b4-64bd-4224-95e5-db09f696ffb2 | churn | 0.880348 | 1 | churn | 0.147978 | -0.005054 | -0.06619 | -0.0369 | 0.069485 | 0.121387 | 0.024629 | 0.078972 | Male | 69 | No | No | Employed | Suburban | Master | 1,671,688,800 |
10 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 025aeb26-05f2-47b8-908a-04a671369437 | no_churn | 0.039253 | 0 | no_churn | -0.015325 | -0.006046 | -0.021907 | -0.040875 | -0.024522 | -0.107217 | -0.023438 | -0.029696 | Female | 25 | No | Yes | Employed | Urban | High School or Below | 1,671,688,800 |
17 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | ba2b7d45-d37b-431b-9c16-4c6979b40a66 | no_churn | 0.138541 | 0 | no_churn | 0.063825 | -0.010024 | 0.01057 | 0.028701 | -0.090177 | 0.093923 | 0.03463 | -0.032806 | Male | 76 | Yes | Yes | Disabled | Urban | Master | 1,671,688,800 |
72 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 74533081-3523-44bc-807e-79720c90f1bc | no_churn | 0.029108 | 0 | no_churn | -0.077724 | -0.00368 | -0.015199 | -0.014857 | 0.00305 | -0.120785 | -0.016394 | -0.023437 | Male | 78 | Yes | No | Employed | Suburban | High School or Below | 1,671,688,800 |
27 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 3c2c32db-e218-4c42-98b4-74a0abab3eb5 | no_churn | 0.014917 | 0 | no_churn | -0.089649 | -0.004105 | -0.013602 | -0.03221 | -0.033499 | -0.05336 | -0.018717 | -0.023883 | Male | 21 | No | No | Medical Leave | Suburban | High School or Below | 1,671,688,800 |
60 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | b66a08ba-6d8e-45d9-a053-4ab55b8c0392 | no_churn | 0.048606 | 0 | no_churn | -0.127227 | -0.002234 | 0.016017 | 0.0031 | 0.009493 | -0.123931 | 0.000362 | 0.035396 | Female | 76 | No | No | Unemployed | Suburban | High School or Below | 1,671,688,800 |
7 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 979693c1-1b50-4cdc-86b2-e53eea3a4d6f | no_churn | 0.077682 | 0 | no_churn | 0.006284 | -0.017082 | -0.034023 | -0.054447 | -0.099719 | 0.040628 | -0.034087 | -0.019218 | Male | 58 | Yes | No | Employed | Rural | College | 1,671,688,800 |
47 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 115a60d9-6f2f-4fd9-8cdf-095c5ed85be7 | no_churn | 0.549882 | 0 | no_churn | -0.119966 | -0.003263 | -0.045954 | -0.073676 | 0.058929 | 0.03497 | -0.007873 | 0.017808 | Female | 45 | No | No | Employed | Suburban | College | 1,671,688,800 |
29 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 78ca9fa5-56f8-4bc8-9dc4-1ea5d8b16120 | no_churn | 0.007525 | 0 | no_churn | -0.024132 | -0.005062 | -0.008484 | -0.021672 | 0.022825 | -0.130719 | -0.043028 | -0.038753 | Female | 29 | Yes | Yes | Employed | Suburban | Master | 1,671,688,800 |
16 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | eef2f102-c6cf-4b39-af39-15f0f0669b53 | no_churn | 0.053539 | 0 | no_churn | 0.009115 | -0.004192 | -0.030909 | -0.016301 | -0.031971 | -0.143702 | -0.022294 | -0.028773 | Male | 27 | Yes | No | Employed | Suburban | Master | 1,671,688,800 |
19 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 6f89fd40-b657-44ed-83d9-4a4fea866a33 | no_churn | 0.106532 | 0 | no_churn | 0.013483 | -0.003752 | -0.034185 | 0.01759 | 0.007371 | -0.15245 | -0.020584 | -0.020833 | Female | 53 | No | No | Unemployed | Urban | High School or Below | 1,671,688,800 |
69 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 91b3176b-5cc8-4a7a-a409-2ae4f1792ea0 | no_churn | 0.009356 | 0 | no_churn | -0.049903 | -0.003517 | -0.002951 | -0.028942 | -0.033956 | -0.113721 | -0.016055 | -0.01798 | Female | 68 | No | No | Unemployed | Suburban | Master | 1,671,688,800 |
29 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | b7e8b86a-4800-4474-a728-eb1f55d0e466 | no_churn | 0.208883 | 0 | no_churn | -0.0826 | -0.008483 | 0.00893 | -0.079423 | -0.117232 | 0.047821 | -0.013119 | 0.03508 | Male | 58 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
70 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 1cb303ff-dd6b-40b8-b66b-8774894da9ce | no_churn | 0.018842 | 0 | no_churn | -0.066278 | -0.003669 | -0.015076 | -0.019725 | -0.001886 | -0.113211 | -0.020757 | -0.028423 | Male | 56 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2cf49c5e-4aef-4fc0-a85e-a1a43409eb6d | churn | 0.603475 | 1 | churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 33 | No | No | Unemployed | Suburban | High School or Below | 1,671,688,800 |
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