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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
56 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 7942e654-1bc0-4613-9953-477f64229987 | churn | 0.023478 | 0 | no_churn | 0.004266 | -0.003664 | -0.013477 | -0.022542 | 0.023032 | -0.169745 | -0.031991 | -0.054905 | Male | 38 | No | No | Employed | Urban | Bachelor | 1,671,688,800 |
10 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | a4779410-a0a6-4b61-9512-3ba3367d8cc2 | no_churn | 0.039253 | 0 | no_churn | -0.015325 | -0.006046 | -0.021907 | -0.040875 | -0.024522 | -0.107217 | -0.023438 | -0.029696 | Female | 23 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
27 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 129cf264-5c4f-49c9-adc0-0369e0f3cd32 | no_churn | 0.009739 | 0 | no_churn | -0.054649 | -0.00472 | -0.022262 | -0.026701 | -0.031938 | -0.096839 | -0.01632 | -0.015597 | Female | 63 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,688,800 |
9 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3ba52ca2-99b9-4a7e-b0ac-01c1934da166 | no_churn | 0.083184 | 0 | no_churn | -0.001145 | -0.010826 | -0.042698 | -0.099869 | 0.006419 | 0.059942 | -0.047634 | -0.058377 | Female | 49 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
32 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9566f86e-4053-496b-b748-e3caa45048a2 | no_churn | 0.099283 | 0 | no_churn | -0.075026 | -0.010697 | -0.01006 | -0.14789 | -0.025335 | 0.041747 | -0.019348 | -0.022417 | Male | 62 | No | No | Unemployed | Suburban | Bachelor | 1,671,688,800 |
37 | Yes | Yes | High Speed | Phone_Support | One year | 0hrs | Disabled | 686916eb-5f29-4afc-88a4-c4eaa66712a4 | no_churn | 0.050857 | 0 | no_churn | -0.057051 | -0.007202 | 0.014593 | -0.019147 | 0.015016 | -0.139792 | -0.017882 | -0.052106 | Male | 38 | No | No | Unemployed | Suburban | Bachelor | 1,671,688,800 |
2 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6021210c-3d2a-495e-ace4-20a0598a19df | churn | 0.159217 | 1 | churn | 0.179694 | -0.015275 | -0.013266 | -0.050628 | 0.007986 | 0.110382 | -0.014215 | -0.017062 | Female | 53 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 242dbeee-f34c-4e32-bc4f-fb73528ec8ac | no_churn | 0.275131 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 24 | No | No | Unemployed | Suburban | High School or Below | 1,671,688,800 |
46 | No | No phone service | High Speed | In_Store_Support | One year | 0hrs | Disabled | 1eefdb7f-d5ad-4989-8f30-72efdaadf207 | no_churn | 0.066926 | 0 | no_churn | -0.073323 | 0.029632 | 0.005044 | -0.035333 | -0.066887 | -0.054076 | -0.03153 | -0.022553 | Female | 21 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
19 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 143a626c-0807-4078-9a81-d527f74b94f8 | no_churn | 0.232853 | 0 | no_churn | -0.116211 | 0.041218 | 0.006902 | -0.092081 | 0.030584 | 0.059225 | -0.054822 | -0.063841 | Female | 28 | No | Yes | Unemployed | Rural | Bachelor | 1,671,688,800 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 338297b8-2339-4f87-8a8b-a322ba7b06e2 | no_churn | 0.086333 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Male | 53 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
29 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | c09a0c48-c75e-4853-96e0-8fd785e1be32 | no_churn | 0.007525 | 0 | no_churn | -0.024132 | -0.005062 | -0.008484 | -0.021672 | 0.022825 | -0.130719 | -0.043028 | -0.038753 | Female | 22 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
27 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | e9b0b119-3f10-4171-8aab-a99c9237396e | no_churn | 0.014917 | 0 | no_churn | -0.089649 | -0.004105 | -0.013602 | -0.03221 | -0.033499 | -0.05336 | -0.018717 | -0.023883 | Female | 24 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c5b1a885-0e3a-43ed-a4a2-3fada8d99955 | no_churn | 0.295909 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 63 | Yes | Yes | Employed | Suburban | Master | 1,671,688,800 |
36 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | cf214401-0b97-4ab3-b294-ae3a5264c57e | no_churn | 0.008275 | 0 | no_churn | -0.045458 | -0.0051 | -0.017589 | -0.0579 | 0.016565 | -0.102136 | -0.020834 | -0.036574 | Male | 43 | No | Yes | Retired | Suburban | High School or Below | 1,671,688,800 |
25 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c261ba54-3cb2-49be-a2bb-10267e48f197 | no_churn | 0.053118 | 0 | no_churn | 0.029803 | -0.012393 | 0.089218 | -0.032296 | 0.080675 | 0.086515 | -0.023426 | -0.04998 | Male | 78 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
52 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | aa5ed0a3-b6c2-4818-8333-12cd667aa82a | no_churn | 0.052556 | 0 | no_churn | -0.062744 | -0.00331 | -0.011598 | -0.020987 | -0.027382 | -0.065958 | -0.027294 | -0.049753 | Male | 42 | No | Yes | Employed | Rural | College | 1,671,688,800 |
7 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2368676f-605d-4969-9c71-54b067664319 | no_churn | 0.077682 | 0 | no_churn | 0.006284 | -0.017082 | -0.034023 | -0.054447 | -0.099719 | 0.040628 | -0.034087 | -0.019218 | Male | 80 | No | No | Employed | Suburban | College | 1,671,688,800 |
6 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7609a296-2624-4c99-8229-7a33887a36eb | no_churn | 0.323734 | 0 | no_churn | 0.083741 | -0.003429 | 0.017994 | -0.008721 | 0.026333 | 0.094736 | -0.043364 | -0.025263 | Female | 25 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
37 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ca130c51-8725-497f-8ec2-5a49a99c725a | no_churn | 0.038968 | 0 | no_churn | -0.073498 | -0.01161 | 0.001874 | -0.065737 | -0.084887 | 0.043354 | -0.047338 | -0.024685 | Female | 26 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c04cb4ee-0368-4422-8a88-108a5151e645 | churn | 0.616674 | 1 | churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Female | 69 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a92f799c-ecd1-45eb-a56f-9e527bc38fd1 | churn | 0.782338 | 1 | churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Male | 50 | Yes | No | Employed | Suburban | Master | 1,671,688,800 |
53 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 9e4fccd4-f502-4be4-a390-8a8ca65b3cc2 | no_churn | 0.034635 | 0 | no_churn | -0.046827 | -0.003584 | 0.005558 | -0.047868 | 0.013025 | -0.134884 | -0.026259 | -0.028189 | Male | 39 | Yes | No | Employed | Suburban | Bachelor | 1,671,688,800 |
69 | No | No phone service | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 26175d52-c2d9-4ced-8d86-882ee1d90ae1 | no_churn | 0.038814 | 0 | no_churn | -0.113698 | 0.011138 | -0.006279 | -0.01798 | 0.004549 | -0.10395 | -0.019213 | -0.023592 | Female | 31 | Yes | No | Employed | Rural | High School or Below | 1,671,688,800 |
35 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 19e2f246-718e-447b-aa4b-b2822ccb84a4 | no_churn | 0.032238 | 0 | no_churn | -0.059106 | -0.004331 | 0.008529 | -0.036923 | 0.011799 | -0.132636 | -0.023621 | -0.032739 | Female | 63 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
33 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b2550c4d-803d-469e-abc0-78cd50f8473a | no_churn | 0.035042 | 0 | no_churn | -0.108957 | -0.005929 | -0.049956 | -0.079534 | 0.021578 | 0.028969 | -0.028539 | -0.046657 | Male | 42 | No | Yes | Medical Leave | Urban | High School or Below | 1,671,688,800 |
44 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 191d218d-2bb0-47e7-add2-fd4b972182bd | no_churn | 0.026018 | 0 | no_churn | -0.070697 | -0.003947 | -0.019366 | -0.024083 | 0.012995 | -0.096847 | -0.023388 | -0.043695 | Male | 65 | Yes | Yes | Employed | Suburban | Master | 1,671,688,800 |
47 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | e4b46216-67a8-4404-a559-3b23bff30993 | no_churn | 0.009796 | 0 | no_churn | -0.03205 | -0.004982 | -0.010815 | -0.04698 | 0.007455 | -0.115299 | -0.027441 | -0.038914 | Male | 53 | Yes | Yes | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
33 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | f1f7d2a4-d4dd-4aa7-8c74-76c74108fc02 | no_churn | 0.006873 | 0 | no_churn | -0.019951 | -0.003121 | -0.075856 | -0.042598 | 0.024421 | -0.087536 | -0.02774 | -0.036645 | Female | 71 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | eb2aaf6e-2997-4e0f-830e-72d2c4fa7700 | no_churn | 0.616392 | 0 | no_churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Female | 23 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,688,800 |
70 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | a4edf5e0-30de-4ceb-8edd-6a03cef8ff57 | no_churn | 0.018842 | 0 | no_churn | -0.066278 | -0.003669 | -0.015076 | -0.019725 | -0.001886 | -0.113211 | -0.020757 | -0.028423 | Male | 77 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
3 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e32a51d3-7443-4a32-8a82-1262f3d58a1b | no_churn | 0.123762 | 0 | no_churn | 0.115722 | -0.007106 | -0.035426 | -0.038901 | -0.02605 | 0.09312 | -0.030117 | -0.046174 | Female | 45 | No | No | Medical Leave | Rural | Bachelor | 1,671,688,800 |
2 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e2a38a4f-a62a-499c-879d-9d4337d59c24 | no_churn | 0.249164 | 0 | no_churn | 0.104913 | -0.015461 | -0.035994 | -0.066998 | -0.029568 | 0.090901 | -0.052234 | -0.068178 | Male | 31 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
3 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c507e284-3538-4203-a4a2-b55a905a810b | no_churn | 0.135288 | 0 | no_churn | 0.115722 | -0.007106 | -0.035426 | -0.038901 | -0.02605 | 0.09312 | -0.030117 | -0.046174 | Male | 50 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
8 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 659fb728-e8d8-4c86-a9af-dae6518557bb | no_churn | 0.008382 | 0 | no_churn | 0.009852 | -0.008211 | -0.015727 | -0.043524 | 0.014233 | -0.151783 | -0.033853 | -0.040013 | Female | 65 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
8 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | b0fc6c0e-6d01-4cf6-82cb-76995e58dd14 | no_churn | 0.010162 | 0 | no_churn | 0.018492 | -0.005406 | -0.009643 | -0.030451 | 0.017852 | -0.188041 | -0.032872 | -0.038958 | Female | 25 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2f907a93-926d-416d-9e29-7e353d892a78 | churn | 0.396786 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 47 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f19eeafb-7fa9-4616-866a-1650bc99ad74 | churn | 0.113075 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Male | 50 | Yes | Yes | Employed | Suburban | Master | 1,671,688,800 |
7 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d1a743ec-dd92-48cf-9668-67415cbeabe1 | no_churn | 0.091919 | 0 | no_churn | -0.084109 | -0.004685 | 0.000619 | -0.117865 | 0.019636 | 0.059831 | -0.068754 | -0.073699 | Male | 51 | No | No | Medical Leave | Rural | Master | 1,671,688,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5b76feab-6594-4ab1-a87e-68aad1e3d429 | no_churn | 0.292214 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 34 | No | No | Unemployed | Suburban | College | 1,671,688,800 |
31 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9ce62abd-30f1-4b72-bfe9-4c33f732d13f | no_churn | 0.049411 | 0 | no_churn | -0.066243 | -0.008273 | -0.039115 | -0.060907 | -0.085675 | 0.05607 | -0.020503 | -0.044379 | Male | 75 | Yes | No | Employed | Suburban | College | 1,671,688,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e4a23c7c-a0bb-46d4-bf04-a4f0f221f7ab | churn | 0.594401 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 44 | Yes | Yes | Unemployed | Suburban | College | 1,671,688,800 |
47 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 203c0166-401b-430f-9004-151e3bf38d22 | no_churn | 0.549882 | 0 | no_churn | -0.119966 | -0.003263 | -0.045954 | -0.073676 | 0.058929 | 0.03497 | -0.007873 | 0.017808 | Male | 29 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
28 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d4200a69-584a-446b-a3a3-9f5fca35ec4e | churn | 0.485458 | 1 | churn | 0.046662 | -0.001119 | 0.030622 | 0.020799 | 0.138076 | 0.102193 | 0.169989 | 0.113753 | Male | 43 | No | No | Disabled | Suburban | Bachelor | 1,671,688,800 |
60 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | abcc1dce-02d0-4047-be56-58d4c91cc17c | no_churn | 0.103001 | 0 | no_churn | -0.114806 | -0.001284 | 0.017184 | 0.044024 | 0.099153 | 0.07156 | 0.137728 | 0.047415 | Male | 74 | No | No | Employed | Rural | High School or Below | 1,671,688,800 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | c08b2f4b-2166-4bdf-a432-40301a9bda85 | churn | 0.880348 | 1 | churn | 0.147978 | -0.005054 | -0.06619 | -0.0369 | 0.069485 | 0.121387 | 0.024629 | 0.078972 | Female | 68 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
53 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | c82ce045-5e98-4a86-9c6e-732bb31e5d50 | churn | 0.115027 | 0 | no_churn | -0.066198 | -0.001894 | -0.055578 | -0.104552 | 0.055907 | -0.121396 | 0.050178 | 0.054508 | Male | 23 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
43 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | f66957ba-147c-494b-a392-3af0c8fda964 | no_churn | 0.349257 | 0 | no_churn | -0.172774 | -0.006676 | 0.010322 | -0.109918 | 0.038667 | 0.021752 | -0.005861 | 0.015463 | Female | 55 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
60 | Yes | No | Low Speed | Web_Chat_Support | Two year | <50hrs | Active | 6a34d0d2-55eb-4607-b58f-6621fc715f90 | no_churn | 0.100375 | 0 | no_churn | -0.070401 | -0.001932 | -0.007241 | -0.014058 | 0.05317 | -0.198918 | 0.048848 | 0.051505 | Female | 48 | No | Yes | Employed | Rural | Bachelor | 1,671,688,800 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | dabbdc79-ea4a-4ca0-8345-325f8d8a5156 | churn | 0.0582 | 0 | no_churn | -0.160391 | 0.000109 | 0.037395 | -0.014807 | 0.031332 | 0.117723 | 0.127899 | 0.123049 | Male | 46 | No | Yes | Unemployed | Rural | Bachelor | 1,671,688,800 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 7730684d-8a7c-4d56-81d4-56de73e14c89 | churn | 0.604557 | 1 | churn | 0.03926 | -0.004494 | -0.080147 | -0.072513 | 0.10397 | 0.097524 | 0.015218 | 0.09731 | Female | 80 | No | No | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
12 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 7f5f8a9d-ab70-4dcb-aca2-fabd13ac6391 | churn | 0.429482 | 1 | churn | -0.057334 | -0.005489 | -0.091343 | -0.051955 | 0.070905 | 0.062848 | 0.028616 | 0.054726 | Male | 68 | Yes | Yes | Disabled | Suburban | High School or Below | 1,671,688,800 |
57 | Yes | No | High Speed | Web_Chat_Support | Two year | <80hrs | Active | b37cb30d-80a2-4ed8-bf64-5881c55f46c5 | churn | 0.186469 | 1 | churn | 0.02068 | -0.000198 | -0.004412 | 0.004532 | 0.09401 | -0.143908 | -0.031021 | 0.071291 | Male | 20 | No | No | Employed | Rural | Bachelor | 1,671,688,800 |
40 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b67bf727-b5ba-4b27-a1d0-ef6970896056 | no_churn | 0.462791 | 0 | no_churn | -0.205289 | -0.012272 | -0.050849 | -0.030136 | 0.047916 | 0.023383 | 0.01892 | 0.044824 | Female | 43 | No | Yes | Employed | Rural | High School or Below | 1,671,688,800 |
24 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 1c81426f-3a65-4983-809c-c3dded39456e | no_churn | 0.505309 | 1 | churn | -0.071988 | -0.007242 | -0.089119 | 0.112763 | 0.113247 | 0.080288 | 0.085182 | 0.101177 | Female | 33 | No | No | Employed | Suburban | Master | 1,671,688,800 |
3 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | ad444ffa-28ff-4ff6-a6fd-a3c858e0b6bb | churn | 0.891951 | 1 | churn | 0.081206 | -0.005826 | 0.094099 | -0.079459 | 0.047631 | 0.117093 | 0.074631 | 0.023504 | Male | 54 | No | Yes | Unemployed | Suburban | College | 1,671,688,800 |
68 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | 385d4124-e396-4a1f-9206-33f06052c300 | no_churn | 0.051768 | 0 | no_churn | -0.086785 | -0.001923 | 0.035018 | 0.039262 | 0.022712 | -0.177755 | 0.052612 | 0.057834 | Female | 54 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,688,800 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 803a7c60-847c-4bfb-b3dc-dd110eb973d1 | no_churn | 0.621171 | 0 | no_churn | 0.060678 | -0.00446 | 0.035697 | 0.006216 | 0.058189 | 0.128113 | 0.104341 | 0.035306 | Male | 37 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 6533a354-fefd-4cac-acab-f57e4f258e5d | churn | 0.722654 | 1 | churn | 0.071063 | -0.002448 | 0.075384 | 0.044057 | 0.049789 | 0.142974 | 0.118072 | 0.082992 | Male | 63 | No | Yes | Unemployed | Suburban | College | 1,671,688,800 |
61 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 4b89ef5a-9d0e-49e9-8bb3-326c91783c3b | no_churn | 0.093133 | 0 | no_churn | -0.288451 | -0.003907 | 0.014791 | -0.013934 | -0.000102 | -0.006904 | 0.0224 | 0.029583 | Male | 30 | No | No | Retired | Suburban | High School or Below | 1,671,688,800 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | c9a33b49-bef9-423f-8acb-3ebfebbe1334 | churn | 0.860834 | 1 | churn | 0.195451 | -0.002399 | 0.049388 | 0.046396 | 0.076286 | 0.164607 | 0.12071 | 0.080535 | Male | 45 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,688,800 |
52 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 900d1265-1138-484e-981d-b3c21f33c3c8 | no_churn | 0.244259 | 0 | no_churn | -0.120766 | -0.003628 | -0.109985 | -0.053796 | 0.022687 | 0.060482 | -0.018373 | -0.015648 | Male | 76 | No | Yes | Disabled | Urban | High School or Below | 1,671,688,800 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | b6c8f300-e31e-40a2-86a9-b5e57bd23f2f | no_churn | 0.191717 | 0 | no_churn | -0.033047 | -0.003896 | 0.056752 | -0.03598 | -0.031065 | -0.207069 | -0.018612 | 0.063891 | Male | 71 | No | No | Employed | Suburban | Master | 1,671,688,800 |
22 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 71694a7e-46ab-43a7-b3ca-4fb46a1fc48d | no_churn | 0.441483 | 0 | no_churn | -0.141658 | -0.002888 | -0.066533 | -0.079243 | -0.058169 | 0.062238 | -0.004123 | 0.03135 | Female | 35 | No | Yes | Unemployed | Urban | College | 1,671,688,800 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 65ca01a7-4204-4480-bdd6-e8b3b4355fc8 | churn | 0.612274 | 1 | churn | -0.063067 | -0.003794 | 0.095198 | 0.079637 | 0.079323 | 0.093877 | -0.006878 | 0.018361 | Female | 40 | Yes | No | Employed | Suburban | College | 1,671,688,800 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | fb0d5f30-bb76-4437-90f4-6c2dce0824d1 | churn | 0.574116 | 1 | churn | 0.196313 | -0.003741 | -0.024201 | 0.03615 | 0.125181 | 0.165894 | 0.159126 | 0.064253 | Male | 70 | No | Yes | Employed | Suburban | College | 1,671,688,800 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | dbc62e8a-f695-490b-9bf7-0b22775d7432 | churn | 0.581572 | 1 | churn | 0.027006 | -0.003555 | -0.097221 | 0.007128 | -0.006347 | 0.083935 | -0.072077 | 0.022106 | Male | 25 | Yes | Yes | Disabled | Urban | High School or Below | 1,671,688,800 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 865a9f91-b97a-4440-86a1-e001ce930558 | churn | 0.768749 | 1 | churn | -0.001164 | -0.003352 | -0.019597 | 0.003127 | 0.001841 | 0.108102 | 0.085132 | 0.067551 | Male | 64 | Yes | No | Employed | Suburban | College | 1,671,688,800 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 0cf2d624-253e-4cd0-8d8d-a4fa4538cb55 | no_churn | 0.534374 | 0 | no_churn | 0.039074 | -0.001977 | 0.0301 | 0.07966 | 0.12771 | 0.132925 | 0.187863 | 0.095619 | Male | 32 | No | No | Employed | Suburban | College | 1,671,688,800 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | c6fd79bf-0ab7-4487-b50c-06f2b54c3e86 | no_churn | 0.557225 | 0 | no_churn | -0.276684 | -0.003898 | 0.025964 | -0.045927 | 0.017261 | 0.032966 | -0.020202 | 0.001493 | Male | 29 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 7ad8ae28-5cf4-4293-a2f3-67ade68d66d6 | churn | 0.352623 | 1 | churn | -0.098415 | -0.002273 | 0.074412 | 0.000222 | -0.025938 | 0.085086 | -0.032138 | 0.017768 | Male | 65 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | f0044d17-f99d-4170-a5c5-180f9c4a45b9 | churn | 0.715384 | 1 | churn | 0.174437 | -0.004066 | 0.063083 | 0.059942 | 0.065388 | 0.151696 | 0.148992 | 0.043502 | Female | 60 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,688,800 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 9793c011-ee65-4da8-9dbf-46756d302573 | no_churn | 0.241217 | 0 | no_churn | -0.114245 | -0.001906 | 0.011655 | -0.050194 | -0.040708 | -0.090504 | 0.004955 | 0.011921 | Male | 68 | No | Yes | Employed | Rural | Bachelor | 1,671,688,800 |
12 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a044cc68-44f1-4001-af18-7b6968711d88 | churn | 0.756522 | 1 | churn | 0.043478 | -0.003167 | -0.058022 | 0.043328 | -0.007587 | 0.049395 | 0.029625 | 0.061424 | Female | 44 | No | Yes | Medical Leave | Suburban | High School or Below | 1,671,688,800 |
39 | Yes | No | Fiber optic | Web_Chat_Support | Two year | 100hrs+ | Active | 2c70935b-0459-41fb-89e3-b2f34a922cae | no_churn | 0.049549 | 0 | no_churn | -0.039982 | -0.002801 | -0.055113 | -0.011823 | 0.014323 | -0.124048 | -0.000465 | -0.009118 | Male | 62 | Yes | Yes | Disabled | Suburban | Bachelor | 1,671,688,800 |
30 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5debfe01-26ac-4c2d-b94b-7d00fc01e461 | no_churn | 0.201148 | 0 | no_churn | -0.031813 | -0.009541 | -0.045829 | 0.074394 | -0.025645 | 0.089992 | -0.004231 | -0.002642 | Male | 22 | No | No | Disabled | Suburban | High School or Below | 1,671,688,800 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2a82f264-5f19-4b59-96a6-4d57bb8c0e60 | churn | 0.708104 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 40 | No | Yes | Employed | Suburban | High School or Below | 1,671,688,800 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 256d0f37-6116-43e7-b439-20c314484586 | no_churn | 0.668147 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Female | 32 | No | Yes | Employed | Urban | High School or Below | 1,671,688,800 |
23 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b78bcb7c-f59b-4da4-8874-734f698539b5 | churn | 0.319701 | 1 | churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Male | 68 | Yes | No | Unemployed | Suburban | Bachelor | 1,671,688,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5f3fc19d-9253-43aa-b5b5-dadd4274bf9a | churn | 0.618759 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 40 | No | No | Retired | Rural | Bachelor | 1,671,688,800 |
56 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | e029f780-c368-4bbc-8146-3da0df74dadf | no_churn | 0.110508 | 0 | no_churn | -0.049081 | -0.004439 | -0.019843 | -0.047831 | 0.022635 | -0.105128 | -0.023235 | -0.022104 | Female | 56 | No | No | Medical Leave | Suburban | College | 1,671,688,800 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7b70beeb-16bc-49f6-914c-8fda064b3faa | no_churn | 0.440527 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Female | 24 | Yes | Yes | Unemployed | Suburban | College | 1,671,688,800 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e71838ba-56f3-474b-984d-399ac1634021 | churn | 0.416309 | 1 | churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Female | 73 | Yes | No | Unemployed | Suburban | College | 1,671,688,800 |
30 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 16ee9f43-5e5a-49eb-b0a2-7c967d5d5d00 | no_churn | 0.058891 | 0 | no_churn | -0.036398 | -0.004383 | 0.015575 | 0.047876 | 0.003744 | -0.174611 | -0.023644 | -0.057185 | Male | 44 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,688,800 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e05d9b99-231c-4da2-89fe-95709abd365f | no_churn | 0.354949 | 0 | no_churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 66 | No | No | Employed | Suburban | Bachelor | 1,671,688,800 |
15 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bd24b4d9-4c76-4772-9f18-094a00a4dfcb | churn | 0.520128 | 1 | churn | 0.084784 | -0.00214 | 0.032851 | 0.046777 | 0.015984 | 0.13707 | -0.027881 | -0.0102 | Male | 39 | No | No | Unemployed | Suburban | Master | 1,671,688,800 |
44 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 276561a5-b12b-4fd3-b39a-ca768d723d04 | churn | 0.377762 | 1 | churn | -0.148574 | -0.002951 | 0.077666 | 0.058589 | 0.023219 | 0.083236 | -0.022541 | -0.034882 | Female | 61 | Yes | No | Medical Leave | Suburban | College | 1,671,688,800 |
22 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8780ffe2-dcd9-497a-8ceb-3b0cce1222cc | churn | 0.59467 | 1 | churn | -0.088734 | -0.002508 | 0.040564 | 0.065374 | -0.054627 | 0.091821 | -0.003613 | -0.030724 | Male | 71 | Yes | Yes | Unemployed | Urban | Bachelor | 1,671,688,800 |
28 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 84636ead-144c-419c-9b43-121295f5988f | no_churn | 0.258206 | 0 | no_churn | -0.12152 | -0.006116 | 0.005991 | 0.108605 | 0.026606 | 0.084289 | -0.047796 | -0.068772 | Male | 28 | Yes | No | Employed | Suburban | College | 1,671,688,800 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0958d64e-c27c-4b8b-b72b-64ee2ab9ee2a | churn | 0.659815 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 63 | No | No | Employed | Suburban | College | 1,671,688,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fa77c199-f6af-41a9-b000-6b64b7fa8512 | churn | 0.775758 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 67 | No | No | Employed | Urban | High School or Below | 1,671,688,800 |
69 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | 0hrs | Disabled | 862b23d6-f4a7-4d9c-844d-2840673a3101 | no_churn | 0.02506 | 0 | no_churn | -0.087768 | -0.002823 | 0.017627 | 0.032545 | -0.003416 | -0.178551 | -0.02377 | -0.02287 | Female | 63 | No | No | Employed | Urban | High School or Below | 1,671,688,800 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c7209c66-c2e9-4284-a00c-93128a071add | no_churn | 0.417968 | 0 | no_churn | 0.065413 | -0.003302 | -0.025443 | 0.102843 | -0.006661 | 0.114229 | -0.037738 | -0.044144 | Male | 54 | No | Yes | Employed | Rural | High School or Below | 1,671,688,800 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 20d7946a-8e8c-4165-9888-bef9d693658f | no_churn | 0.223923 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 30 | No | Yes | Employed | Suburban | Bachelor | 1,671,688,800 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 158dd4b5-5489-4fa1-a67a-ac67e0f2bee2 | no_churn | 0.596542 | 0 | no_churn | -0.119614 | -0.00632 | 0.066713 | 0.062724 | -0.017455 | 0.084556 | -0.036752 | -0.040047 | Female | 74 | Yes | Yes | Employed | Suburban | College | 1,671,688,800 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a1cb5b15-69f0-4172-afc0-6db1a58bb8b6 | no_churn | 0.581556 | 0 | no_churn | -0.079704 | -0.002784 | -0.001635 | 0.113437 | -0.016702 | 0.087664 | -0.021592 | -0.039723 | Female | 47 | No | No | Employed | Suburban | High School or Below | 1,671,688,800 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 22710bbe-9fcf-46bc-8ce8-7aeeb1ff387d | churn | 0.812514 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 61 | Yes | No | Employed | Suburban | Bachelor | 1,671,688,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a8cd0912-1fae-4d80-85eb-522dc86d3bce | churn | 0.773976 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 29 | Yes | No | Employed | Suburban | High School or Below | 1,671,688,800 |
51 | Yes | No | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 85032f16-fcdd-4806-b15a-a2c7df2a98b4 | no_churn | 0.02568 | 0 | no_churn | -0.094838 | -0.005955 | -0.085242 | 0.030413 | 0.001957 | -0.089194 | -0.012899 | -0.013268 | Male | 35 | Yes | No | Unemployed | Urban | Bachelor | 1,671,688,800 |
11 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 08551f11-9c18-4f46-a1fb-2d6799f033e5 | no_churn | 0.367603 | 0 | no_churn | 0.063281 | -0.001547 | -0.039401 | 0.054692 | 0.008549 | 0.108293 | -0.020649 | -0.007416 | Female | 62 | No | No | Unemployed | Suburban | Bachelor | 1,671,688,800 |
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