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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 1019498a-ce6f-4ef2-ba1e-be4112160bb7 | no_churn | 0.313261 | 0 | no_churn | -0.013047 | -0.003182 | 0.127216 | 0.08888 | 0.087087 | 0.130879 | 0.050886 | 0.033484 | Female | 45 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
43 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cd35f3b3-5343-41b1-bee7-a28587bb1cae | no_churn | 0.377175 | 0 | no_churn | -0.065922 | -0.00292 | -0.028301 | 0.078221 | 0.039286 | 0.070378 | -0.022616 | -0.01936 | Male | 30 | Yes | No | Medical Leave | Suburban | College | 1,672,639,200 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5a34182a-6504-4569-bf75-9ef99a3a8f4d | no_churn | 0.407741 | 0 | no_churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Female | 33 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f9c76dd7-6423-46fd-8b15-0c4a28cb653c | no_churn | 0.857863 | 0 | no_churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 65 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e05772fa-f6b2-4770-82cf-18a5f22db733 | churn | 0.807605 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 23 | No | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
31 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 6fd5aafa-9ec9-4583-a824-7da82e002ae7 | no_churn | 0.103572 | 0 | no_churn | -0.040086 | -0.003384 | 0.017835 | 0.041787 | -0.004256 | -0.149966 | -0.025853 | -0.065102 | Male | 56 | No | No | Retired | Urban | High School or Below | 1,672,639,200 |
40 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 592efa41-d97e-4cf0-8d77-5326a7e99745 | no_churn | 0.177199 | 0 | no_churn | -0.11725 | -0.01186 | -0.012269 | 0.058869 | 0.021325 | 0.062271 | -0.007176 | -0.009106 | Male | 40 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,639,200 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3907e0d7-d7ea-4cfb-9ad1-cb3efd5a6699 | churn | 0.622269 | 1 | churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 58 | Yes | No | Employed | Suburban | Bachelor | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ac8b959d-9b96-4e28-aac7-e36cca96886c | churn | 0.874798 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 68 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
25 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 72440d7e-a703-4f0d-a824-73ccd3bff67e | no_churn | 0.482304 | 0 | no_churn | 0.097429 | -0.005818 | 0.077577 | 0.151973 | 0.084703 | 0.13934 | -0.023893 | -0.038598 | Female | 49 | Yes | No | Employed | Rural | College | 1,672,639,200 |
10 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9f6b6d5c-f3f0-45b2-9966-613853109cc7 | churn | 0.521041 | 1 | churn | 0.091899 | -0.004987 | -0.023741 | 0.164174 | 0.045899 | 0.119718 | -0.038699 | -0.005558 | Female | 32 | No | No | Unemployed | Rural | Bachelor | 1,672,639,200 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9dabd5fa-d87e-4635-8b7a-1fe571eba977 | no_churn | 0.403251 | 0 | no_churn | -0.014631 | -0.003368 | 0.02426 | 0.153154 | 0.064041 | 0.033094 | -0.010592 | -0.024224 | Male | 34 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c37a0f77-914d-4d24-a3ab-3b7e5cf9f54d | no_churn | 0.821839 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 63 | No | No | Employed | Rural | College | 1,672,639,200 |
34 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3a26882b-4481-4de1-9862-ed9289cf70ef | churn | 0.398204 | 1 | churn | 0.001427 | -0.001635 | -0.011011 | 0.130791 | 0.023286 | 0.044821 | 0.000826 | 0.014201 | Male | 33 | No | No | Employed | Urban | Bachelor | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 785c0d60-b68c-4964-8619-5bc719d45790 | churn | 0.821839 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 55 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e3b6154d-c63b-4582-ba24-701f23698f6e | no_churn | 0.465384 | 0 | no_churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Female | 38 | No | Yes | Medical Leave | Suburban | Master | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f02a8c2d-356a-48a5-b027-cd643c3b55db | churn | 0.871061 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 22 | No | Yes | Unemployed | Urban | High School or Below | 1,672,639,200 |
16 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f28c36b0-afab-460e-be3d-0275b19a410e | no_churn | 0.359837 | 0 | no_churn | 0.025901 | -0.003413 | -0.043977 | 0.06131 | -0.000967 | 0.101233 | -0.027175 | -0.009027 | Male | 54 | No | Yes | Disabled | Suburban | College | 1,672,639,200 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 55c96688-3a5c-4022-8ae8-56ba19d6c4ff | churn | 0.524446 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Female | 30 | Yes | No | Employed | Suburban | High School or Below | 1,672,639,200 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0d5dab5b-bab7-4263-85f0-d0a29ac5eb52 | no_churn | 0.489971 | 0 | no_churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Male | 20 | No | No | Employed | Suburban | Master | 1,672,639,200 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e5729af2-99fe-40b9-8e87-25d108d7617a | no_churn | 0.189944 | 0 | no_churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Female | 79 | Yes | Yes | Employed | Rural | Master | 1,672,639,200 |
51 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3083653c-9d1f-4a77-a1e6-46afa9406665 | churn | 0.273196 | 1 | churn | 0.05785 | -0.000419 | 0.171692 | 0.117668 | 0.143942 | 0.114674 | -0.001814 | 0.015785 | Male | 44 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,639,200 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 698cb75d-0560-455a-8eec-85969001aaa3 | no_churn | 0.795608 | 1 | churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Male | 39 | No | No | Employed | Suburban | Master | 1,672,639,200 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b0241d8a-d118-4e6f-a9c7-79819bf7ea24 | churn | 0.55998 | 1 | churn | 0.045115 | -0.004309 | 0.01049 | 0.152923 | 0.010003 | 0.129236 | -0.046359 | -0.044426 | Male | 49 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dbaf696d-0492-471e-a50f-6478651db211 | churn | 0.818874 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 25 | Yes | No | Employed | Suburban | Bachelor | 1,672,639,200 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3244ce06-04ba-4f9c-a025-ce16c3900b04 | churn | 0.562813 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 60 | No | No | Retired | Rural | High School or Below | 1,672,639,200 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cfe9c157-c601-4fdb-aceb-d027ba0904ee | churn | 0.569588 | 1 | churn | -0.052815 | -0.008048 | 0.077571 | 0.104987 | 0.034365 | 0.113401 | -0.02053 | -0.015885 | Female | 54 | Yes | Yes | Employed | Urban | High School or Below | 1,672,639,200 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7ed7fdee-deb3-4342-87d8-c5fdd8503143 | churn | 0.615696 | 1 | churn | 0.049644 | -0.000795 | 0.027976 | 0.040162 | 0.014262 | 0.130265 | -0.038466 | -0.044443 | Female | 24 | No | No | Disabled | Suburban | Bachelor | 1,672,639,200 |
43 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8c626cd7-e1af-46d1-872c-e06bba34633d | no_churn | 0.380517 | 0 | no_churn | -0.104973 | -0.002841 | 0.013663 | 0.0601 | 0.030121 | 0.085734 | -0.045485 | -0.054534 | Male | 58 | No | No | Employed | Suburban | High School or Below | 1,672,639,200 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a1eeffae-c513-4ac4-bebe-73a5227986e5 | no_churn | 0.759721 | 0 | no_churn | 0.030578 | -0.003541 | 0.020737 | 0.154612 | -0.022964 | 0.121836 | -0.032772 | -0.042072 | Male | 48 | No | Yes | Employed | Suburban | Doctor | 1,672,639,200 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e54533d8-4eb0-48a4-a4c4-0f6e39267558 | churn | 0.639987 | 1 | churn | 0.045115 | -0.004309 | 0.01049 | 0.152923 | 0.010003 | 0.129236 | -0.046359 | -0.044426 | Female | 70 | Yes | No | Employed | Suburban | High School or Below | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 78069968-2aa7-409c-8393-3bb6d6cc7c74 | churn | 0.874798 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 47 | Yes | No | Employed | Rural | Doctor | 1,672,639,200 |
54 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6a8d6247-c12f-45ae-8e2b-a2bb5908c87d | no_churn | 0.273079 | 0 | no_churn | -0.136845 | -0.003162 | 0.073801 | 0.017493 | 0.061018 | 0.071424 | -0.014447 | -0.051718 | Male | 52 | Yes | Yes | Unemployed | Suburban | College | 1,672,639,200 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 05ac7a72-d52b-415b-ba7e-c381ec4e57d9 | churn | 0.922551 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 58 | No | No | Unemployed | Suburban | Master | 1,672,639,200 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 015fa010-0d2c-4856-8111-1054883f7c97 | no_churn | 0.857863 | 0 | no_churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 70 | No | Yes | Unemployed | Suburban | College | 1,672,639,200 |
66 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | c8b6e32a-4450-4983-a721-a8bfed1cc731 | no_churn | 0.034313 | 0 | no_churn | -0.037446 | -0.003404 | -0.029885 | -0.023358 | -0.016104 | -0.118114 | -0.018598 | -0.022117 | Female | 43 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
4 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 953ac5bb-e379-4b5a-b81e-88c9763b7312 | no_churn | 0.114973 | 0 | no_churn | 0.138993 | -0.002449 | -0.004046 | -0.019839 | 0.037303 | 0.101072 | -0.028551 | -0.058278 | Female | 24 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,639,200 |
60 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | d4da279d-a378-4fca-8688-300b26500a96 | no_churn | 0.326257 | 0 | no_churn | -0.114806 | -0.001284 | 0.017184 | 0.044024 | 0.099153 | 0.07156 | 0.137728 | 0.047415 | Female | 68 | No | No | Employed | Rural | Bachelor | 1,672,639,200 |
53 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 3864e848-d5cb-4676-9b77-d22354a3ca5e | no_churn | 0.135704 | 0 | no_churn | -0.155883 | -0.003962 | -0.129602 | -0.08745 | 0.044128 | 0.033023 | 0.013514 | 0.037206 | Female | 26 | No | Yes | Employed | Suburban | Master | 1,672,639,200 |
1 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6c924e72-5f73-4c82-b6f2-bed20aa06bcb | no_churn | 0.521651 | 0 | no_churn | 0.190371 | 0.047002 | 0.011085 | -0.179517 | -0.028761 | 0.111959 | -0.037818 | -0.047144 | Female | 51 | No | No | Unemployed | Suburban | Bachelor | 1,672,639,200 |
28 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4029909c-71af-4e92-9f11-db97871e2b3c | no_churn | 0.106906 | 0 | no_churn | -0.095387 | -0.015326 | -0.009993 | -0.048936 | -0.050514 | 0.034295 | -0.033993 | -0.039173 | Male | 36 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
13 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 69cdf863-7905-4f9c-ada9-19306f57eda1 | churn | 0.310558 | 1 | churn | -0.096441 | 0.033426 | -0.001371 | -0.091781 | -0.055572 | 0.062798 | -0.055032 | -0.065052 | Female | 67 | Yes | Yes | Unemployed | Suburban | Master | 1,672,639,200 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4b267dfa-7f31-4253-bf5e-4c85216af405 | no_churn | 0.189944 | 0 | no_churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Female | 22 | Yes | Yes | Employed | Suburban | College | 1,672,639,200 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7f041012-dc43-44be-8877-c54eb3e9d0fa | churn | 0.524446 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Female | 23 | No | No | Medical Leave | Suburban | College | 1,672,639,200 |
1 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 96f8ddcd-914e-4a79-b26d-142855cb7c67 | churn | 0.917107 | 1 | churn | 0.290715 | -0.001972 | 0.055719 | -0.044387 | 0.069005 | 0.15692 | 0.094683 | 0.10029 | Male | 44 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,639,200 |
4 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 5c4f63fb-0923-4ac8-9c41-4ecc18088e28 | churn | 0.571554 | 1 | churn | 0.268147 | -0.002795 | 0.034496 | 0.238003 | -0.022793 | 0.130744 | -0.007273 | 0.016195 | Male | 42 | No | Yes | Employed | Urban | Bachelor | 1,672,639,200 |
3 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 20c60bb1-16ed-4585-80a0-b487f30bc218 | no_churn | 0.668267 | 0 | no_churn | 0.133638 | 0.105985 | 0.040152 | -0.002117 | 0.032965 | 0.113468 | -0.016079 | -0.003595 | Male | 59 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,639,200 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4e58b0a6-38df-46f7-958b-5f12b2fa9027 | no_churn | 0.627014 | 0 | no_churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Male | 52 | No | No | Employed | Suburban | Master | 1,672,639,200 |
45 | Yes | No | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | 0f4593aa-ffe6-4f77-9fc8-5c244442d0af | no_churn | 0.020372 | 0 | no_churn | -0.053006 | -0.00078 | 0.031737 | 0.030589 | 0.115777 | -0.086344 | 0.05609 | 0.076912 | Male | 38 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
31 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 9f3d08de-3852-495f-84ff-f9efa0ae0954 | churn | 0.0192 | 0 | no_churn | -0.022932 | -0.004902 | 0.036176 | 0.039432 | 0.138476 | 0.121794 | 0.102829 | 0.11041 | Male | 54 | No | No | Unemployed | Rural | Master | 1,672,639,200 |
13 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 302a1aa4-9dec-4251-b71f-86296b8350a8 | churn | 0.494712 | 1 | churn | -0.06557 | 0.08773 | 0.034745 | -0.080569 | -0.052408 | 0.072874 | -0.013258 | -0.032649 | Female | 27 | No | Yes | Employed | Rural | College | 1,672,639,200 |
70 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 78d62c79-6e03-497e-b34d-be32f948775c | churn | 0.027666 | 1 | churn | -0.085222 | -0.006115 | -0.03351 | -0.031381 | -0.059744 | 0.022692 | -0.019778 | -0.033429 | Male | 63 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1b79203b-c3c0-4365-9005-1743b80a1dc7 | no_churn | 0.857863 | 0 | no_churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 22 | No | No | Unemployed | Rural | College | 1,672,639,200 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 80fee129-a658-4eec-a2cb-8e8b31d7da51 | churn | 0.6718 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 77 | No | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
21 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 46e5546d-f197-4a02-8f0a-c9dd5c97441b | churn | 0.633134 | 1 | churn | 0.067639 | -0.003121 | 0.017558 | 0.039617 | 0.084392 | 0.130504 | 0.221305 | 0.124747 | Male | 69 | No | No | Employed | Urban | College | 1,672,639,200 |
40 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 639137c8-8388-44b0-9911-81ae05a92716 | no_churn | 0.177199 | 0 | no_churn | -0.11725 | -0.01186 | -0.012269 | 0.058869 | 0.021325 | 0.062271 | -0.007176 | -0.009106 | Female | 70 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,639,200 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4fca5edf-bab4-4265-a542-6a78ca24aca1 | churn | 0.639987 | 1 | churn | 0.045115 | -0.004309 | 0.01049 | 0.152923 | 0.010003 | 0.129236 | -0.046359 | -0.044426 | Female | 66 | Yes | No | Employed | Suburban | College | 1,672,639,200 |
34 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 29335c6e-5261-4526-a235-fa9abb4611d3 | no_churn | 0.032878 | 0 | no_churn | -0.102314 | -0.005923 | -0.041145 | -0.102844 | 0.020749 | 0.032249 | -0.026364 | -0.043434 | Male | 68 | Yes | No | Unemployed | Urban | Bachelor | 1,672,639,200 |
69 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | eb1b2048-e1da-4039-b725-340cdaad7c6b | no_churn | 0.093715 | 0 | no_churn | -0.130182 | -0.001813 | 0.026018 | 0.016967 | 0.007307 | -0.199683 | -0.005941 | 0.036681 | Female | 41 | Yes | No | Retired | Urban | College | 1,672,639,200 |
31 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | cb7ceef9-b858-45dd-b8e7-54de626f9794 | no_churn | 0.585079 | 0 | no_churn | 0.021271 | -0.001405 | 0.090477 | 0.087262 | 0.042682 | 0.122975 | 0.084848 | 0.066029 | Male | 79 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
68 | Yes | Yes | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | b0f8818c-e49f-412b-80b3-f9720bad438f | no_churn | 0.064302 | 0 | no_churn | -0.105971 | -0.003088 | 0.016699 | 0.041304 | -0.040797 | -0.079743 | -0.017555 | -0.063876 | Male | 55 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
2 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 031190bb-0784-4a07-b0c4-cd7af54df006 | no_churn | 0.412444 | 0 | no_churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 55 | No | No | Medical Leave | Suburban | Bachelor | 1,672,639,200 |
68 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 66fe0541-2b60-4210-9486-d22f9e2f9b39 | no_churn | 0.064302 | 0 | no_churn | -0.158824 | -0.004308 | 0.010858 | 0.055532 | -0.021429 | 0.043227 | -0.006064 | -0.033019 | Male | 21 | Yes | Yes | Disabled | Suburban | College | 1,672,639,200 |
9 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | f0eabba0-ec36-4d34-9d7b-9ed9266fa136 | no_churn | 0.779949 | 0 | no_churn | 0.102924 | -0.003019 | 0.049508 | 0.064618 | 0.095283 | 0.1471 | 0.128889 | 0.127338 | Female | 73 | No | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
13 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5298d3db-afaa-410f-b619-3b55dd006ef3 | churn | 0.310558 | 1 | churn | -0.096441 | 0.033426 | -0.001371 | -0.091781 | -0.055572 | 0.062798 | -0.055032 | -0.065052 | Female | 60 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
56 | No | No phone service | Low Speed | Phone_Support | Two year | 0hrs | Disabled | ec3f8c8c-01dc-4b12-bb93-d321a5002b5d | no_churn | 0.019998 | 0 | no_churn | -0.057391 | 0.014127 | 0.003442 | -0.043064 | 0.015529 | -0.118661 | -0.029729 | -0.033279 | Male | 45 | Yes | No | Employed | Urban | College | 1,672,639,200 |
58 | Yes | No | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | 83b1c0fa-7801-4d85-b765-77d9a3a1e6d7 | no_churn | 0.320894 | 1 | churn | -0.108442 | -0.003708 | -0.009133 | -0.027877 | -0.040348 | -0.076431 | 0.023954 | 0.046958 | Female | 74 | No | No | Medical Leave | Suburban | Bachelor | 1,672,639,200 |
17 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6e28d1bb-f23e-469e-b8e8-aec28ef07cfd | no_churn | 0.156101 | 0 | no_churn | 0.151876 | -0.00571 | -0.092533 | -0.028662 | -0.040545 | 0.106603 | -0.037295 | -0.013524 | Female | 66 | No | No | Unemployed | Suburban | Master | 1,672,639,200 |
57 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b7312f22-b035-4847-916c-4e68f0184982 | churn | 0.338067 | 1 | churn | -0.116052 | 0.006042 | 0.019067 | -0.115019 | -0.032358 | 0.040132 | -0.033241 | -0.037597 | Male | 28 | Yes | No | Disabled | Urban | College | 1,672,639,200 |
51 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0cebcb57-982e-4ba3-a829-24f2c0938def | no_churn | 0.013932 | 0 | no_churn | -0.157121 | 0.017394 | -0.007953 | -0.032798 | -0.059387 | 0.040353 | -0.036017 | -0.023499 | Female | 68 | No | No | Medical Leave | Rural | College | 1,672,639,200 |
53 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 26e2494b-eb94-4f13-a82a-c9b61cc1d90b | no_churn | 0.135704 | 0 | no_churn | -0.155883 | -0.003962 | -0.129602 | -0.08745 | 0.044128 | 0.033023 | 0.013514 | 0.037206 | Female | 38 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d562c69a-03e2-4421-aa24-43df5afd5551 | churn | 0.639987 | 1 | churn | 0.045115 | -0.004309 | 0.01049 | 0.152923 | 0.010003 | 0.129236 | -0.046359 | -0.044426 | Male | 63 | No | No | Employed | Suburban | High School or Below | 1,672,639,200 |
15 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ca6bf85e-86bc-4d19-b499-b2b5fdabc79b | no_churn | 0.097237 | 0 | no_churn | -0.037359 | -0.009558 | -0.011984 | -0.078164 | -0.072579 | 0.050141 | -0.034257 | -0.037489 | Female | 70 | No | No | Disabled | Suburban | High School or Below | 1,672,639,200 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f46a711a-da36-446d-a7de-79f554590e1d | churn | 0.524446 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Male | 33 | No | Yes | Disabled | Suburban | Bachelor | 1,672,639,200 |
34 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 72e4af7f-0185-49d8-9107-5cf923efbc5b | no_churn | 0.032878 | 0 | no_churn | -0.102314 | -0.005923 | -0.041145 | -0.102844 | 0.020749 | 0.032249 | -0.026364 | -0.043434 | Male | 21 | No | Yes | Employed | Urban | Bachelor | 1,672,639,200 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d05c0bf3-58a3-4a87-b04a-7946ab9ef889 | churn | 0.710238 | 1 | churn | 0.019749 | -0.004452 | 0.157674 | 0.01257 | 0.094625 | 0.073811 | 0.059014 | 0.064056 | Male | 51 | Yes | No | Employed | Urban | High School or Below | 1,672,639,200 |
4 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f8921fd4-d9e1-405f-831a-40b38b081e52 | churn | 0.132841 | 1 | churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Male | 21 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
50 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | d316e3e3-c6d3-460c-bf2f-af1c47dc05f5 | no_churn | 0.234037 | 0 | no_churn | -0.009001 | -0.001647 | 0.114027 | 0.027692 | 0.041914 | 0.117734 | 0.058483 | 0.002083 | Female | 70 | No | Yes | Employed | Suburban | Master | 1,672,639,200 |
49 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | fe1f7dd6-7e79-4e87-9ef0-d0ef30d1b93c | no_churn | 0.245116 | 0 | no_churn | -0.012237 | -0.000765 | 0.032811 | 0.044356 | 0.122783 | 0.071768 | 0.04513 | 0.029794 | Female | 46 | No | No | Employed | Suburban | Doctor | 1,672,639,200 |
34 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 2afd6821-e536-450b-8646-4f2668b24268 | no_churn | 0.032878 | 0 | no_churn | -0.102314 | -0.005923 | -0.041145 | -0.102844 | 0.020749 | 0.032249 | -0.026364 | -0.043434 | Male | 59 | No | No | Employed | Suburban | High School or Below | 1,672,639,200 |
14 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 9f85b7e4-3c20-47c3-8b09-290202ebd65d | churn | 0.523415 | 1 | churn | 0.018079 | -0.005515 | -0.078736 | -0.058772 | -0.021977 | 0.054085 | 0.019399 | 0.041911 | Male | 72 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
25 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6336cffe-e981-419a-b217-23d4f63dacef | no_churn | 0.482304 | 0 | no_churn | 0.097429 | -0.005818 | 0.077577 | 0.151973 | 0.084703 | 0.13934 | -0.023893 | -0.038598 | Male | 41 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
54 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ac276092-5397-4ca9-9382-e2ce62bf5c0d | no_churn | 0.273079 | 0 | no_churn | -0.136845 | -0.003162 | 0.073801 | 0.017493 | 0.061018 | 0.071424 | -0.014447 | -0.051718 | Female | 49 | Yes | Yes | Medical Leave | Suburban | High School or Below | 1,672,639,200 |
60 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | abdf082c-705a-44cd-9078-bcf79df8cc14 | no_churn | 0.496008 | 0 | no_churn | -0.25604 | -0.003106 | -0.027269 | -0.064897 | 0.02065 | 0.036685 | 0.04365 | 0.021301 | Male | 78 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
13 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c8d80c6a-df3b-4073-9862-170d0acb9068 | churn | 0.494712 | 1 | churn | -0.06557 | 0.08773 | 0.034745 | -0.080569 | -0.052408 | 0.072874 | -0.013258 | -0.032649 | Male | 26 | Yes | Yes | Employed | Urban | Bachelor | 1,672,639,200 |
72 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 71044538-6a66-4be5-a74a-d236ce4fe23c | no_churn | 0.009253 | 0 | no_churn | -0.206349 | -0.001829 | 0.011517 | -0.022532 | 0.050899 | 0.058072 | -0.003576 | 0.064771 | Male | 25 | No | No | Employed | Rural | Bachelor | 1,672,639,200 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 668b4f66-a9dd-460b-a31b-a916b8f93678 | no_churn | 0.105431 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 53 | No | Yes | Unemployed | Suburban | Doctor | 1,672,639,200 |
21 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 52112700-506a-4211-9468-0d6ca490fcf5 | churn | 0.633134 | 1 | churn | 0.067639 | -0.003121 | 0.017558 | 0.039617 | 0.084392 | 0.130504 | 0.221305 | 0.124747 | Female | 70 | No | No | Employed | Rural | College | 1,672,639,200 |
7 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 80a84fcf-3c78-4fa2-b41b-974897d85de8 | no_churn | 0.32229 | 0 | no_churn | -0.012513 | -0.003998 | -0.02205 | -0.141657 | -0.001598 | 0.054324 | -0.053039 | -0.0703 | Male | 40 | Yes | Yes | Unemployed | Suburban | College | 1,672,639,200 |
38 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 374ea940-fee9-4ff9-a552-05a2f7f1bb47 | no_churn | 0.017395 | 0 | no_churn | -0.106814 | 0.085841 | 0.035249 | 0.008523 | 0.017487 | 0.074913 | -0.031333 | -0.034035 | Female | 58 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
4 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e0d23c12-dca2-40fc-b3d0-f053c0f4e015 | churn | 0.132841 | 1 | churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Female | 47 | No | No | Employed | Suburban | High School or Below | 1,672,639,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 92f02a4f-621d-4f08-af55-13ae8b91efd4 | churn | 0.818874 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 61 | No | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
49 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 860a05d2-8d21-4d14-bcbe-68809eddd8b3 | no_churn | 0.362002 | 0 | no_churn | -0.161497 | -0.00302 | 0.007657 | -0.191601 | 0.050061 | 0.023639 | 0.043624 | 0.055445 | Female | 72 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
13 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3dc4b779-fb2a-4ef1-8a68-be414f7bd4db | churn | 0.310558 | 1 | churn | -0.096441 | 0.033426 | -0.001371 | -0.091781 | -0.055572 | 0.062798 | -0.055032 | -0.065052 | Male | 54 | No | No | Employed | Urban | High School or Below | 1,672,639,200 |
13 | Yes | Yes | High Speed | Phone_Support | One year | <50hrs | Active | 66c454dd-8924-453b-9cad-dea6d99150e8 | churn | 0.27439 | 1 | churn | 0.096571 | -0.001402 | 0.037879 | 0.022975 | -0.020744 | -0.155594 | 0.080558 | 0.102231 | Male | 41 | No | No | Unemployed | Suburban | High School or Below | 1,672,639,200 |
72 | No | No phone service | Medium Speed | Phone_Support | Two year | <80hrs | Active | ef861869-8520-4a16-b911-f156aaa6ecb0 | no_churn | 0.011049 | 0 | no_churn | -0.122927 | -0.00075 | 0.004273 | -0.000096 | 0.034228 | -0.121657 | 0.027836 | 0.040067 | Female | 31 | No | No | Unemployed | Suburban | High School or Below | 1,672,639,200 |
31 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | b97af6cd-ac46-44ed-942f-08fd7b307ed4 | no_churn | 0.169274 | 0 | no_churn | -0.082752 | -0.005115 | 0.041376 | 0.089668 | 0.007607 | 0.082758 | -0.039369 | -0.030718 | Male | 75 | No | No | Employed | Urban | Bachelor | 1,672,639,200 |
13 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 24c014e6-a1fc-4c53-b366-468c5c348aa4 | churn | 0.310558 | 1 | churn | -0.096441 | 0.033426 | -0.001371 | -0.091781 | -0.055572 | 0.062798 | -0.055032 | -0.065052 | Female | 74 | Yes | No | Employed | Suburban | Bachelor | 1,672,639,200 |
66 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | f82dca3e-4915-4982-a8b3-52f159559493 | no_churn | 0.090407 | 0 | no_churn | -0.074221 | -0.003858 | 0.03905 | 0.066419 | -0.112151 | 0.057007 | 0.001935 | -0.007492 | Male | 38 | No | Yes | Employed | Suburban | Master | 1,672,639,200 |
3 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0d856f4f-73c1-413a-8573-6d9725ba2c10 | no_churn | 0.668267 | 0 | no_churn | 0.133638 | 0.105985 | 0.040152 | -0.002117 | 0.032965 | 0.113468 | -0.016079 | -0.003595 | Male | 40 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
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