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 | In_Store_Support | Month-to-month | 100hrs+ | Active | 3cb571e0-01dd-4062-aa72-7a76ae3f1ee2 | no_churn | 0.436787 | 0 | no_churn | 0.081863 | -0.00602 | 0.01242 | 0.156106 | 0.045504 | 0.090833 | 0.057543 | 0.092726 | Female | 68 | No | No | Employed | Suburban | Bachelor | 1,671,602,400 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 693009c8-5cfc-46c5-b8a8-4903696c5d99 | churn | 0.660545 | 1 | churn | 0.008312 | -0.006355 | 0.012914 | 0.120567 | -0.011532 | 0.11827 | -0.019765 | -0.045725 | Female | 56 | Yes | No | Employed | Suburban | College | 1,671,602,400 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | 0d48ccaf-3e5b-4e92-ae10-271150d36c27 | no_churn | 0.016097 | 0 | no_churn | -0.197311 | -0.002515 | 0.027454 | 0.026644 | 0.016404 | -0.216141 | 0.029201 | 0.047238 | Female | 51 | Yes | No | Unemployed | Suburban | Bachelor | 1,671,602,400 |
23 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2f4699d7-7294-46a0-bd43-0ee49831f060 | no_churn | 0.567513 | 0 | no_churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Male | 41 | No | No | Employed | Suburban | College | 1,671,602,400 |
64 | Yes | No | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | a9ea1244-d803-4d54-81ed-00ed69f5b70c | no_churn | 0.051999 | 0 | no_churn | -0.114387 | -0.002477 | -0.017248 | -0.016851 | 0.011396 | -0.178781 | 0.031089 | 0.031567 | Female | 58 | No | No | Unemployed | Urban | Bachelor | 1,671,602,400 |
72 | Yes | No | High Speed | Phone_Support | Two year | <80hrs | Active | a45d32e6-6442-48d5-ba4d-11976046914d | no_churn | 0.013094 | 0 | no_churn | -0.117255 | -0.002461 | -0.023997 | -0.009743 | 0.032669 | -0.167319 | 0.018588 | 0.04415 | Female | 21 | Yes | Yes | Employed | Urban | Bachelor | 1,671,602,400 |
20 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7ab29234-8361-4200-9606-f4c7c7967244 | no_churn | 0.068742 | 0 | no_churn | -0.076156 | -0.007335 | -0.022373 | -0.052653 | -0.058295 | 0.033943 | -0.040118 | -0.024789 | Female | 41 | No | No | Employed | Suburban | Bachelor | 1,671,602,400 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | eb743722-c30f-4e7f-bbd1-e3d9826aa155 | churn | 0.414286 | 1 | churn | -0.006029 | -0.006449 | 0.060404 | 0.125139 | 0.067891 | 0.120365 | -0.024194 | -0.013619 | Female | 25 | No | No | Unemployed | Rural | Bachelor | 1,671,602,400 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9a17ce4c-405e-4d01-9f1f-e49e89eac68c | churn | 0.256357 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 50 | Yes | No | Employed | Suburban | College | 1,671,602,400 |
3 | Yes | No | High Speed | Phone_Support | One year | 100hrs+ | Active | dd6ae561-ee50-4330-8b27-3510d5f28c51 | no_churn | 0.188022 | 0 | no_churn | 0.011829 | -0.003224 | -0.075313 | -0.060679 | -0.028215 | -0.075514 | 0.04261 | 0.059479 | Female | 51 | Yes | Yes | Unemployed | Suburban | Doctor | 1,671,602,400 |
5 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fa37b1bd-33c6-4a52-b228-ae3429d2392e | no_churn | 0.195698 | 0 | no_churn | -0.000893 | -0.020225 | -0.090986 | -0.060594 | -0.060785 | 0.047495 | -0.042813 | -0.036378 | Male | 35 | No | Yes | Medical Leave | Suburban | Doctor | 1,671,602,400 |
23 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d59455e2-78ed-4a93-9f6b-840aaaa26b93 | no_churn | 0.480769 | 0 | no_churn | 0.014716 | -0.00043 | 0.005796 | 0.161916 | 0.073016 | 0.114889 | 0.209416 | 0.121656 | Male | 30 | Yes | Yes | Medical Leave | Urban | Bachelor | 1,671,602,400 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 9ec2e687-e5b4-4002-b57d-85b8f0ae7f48 | no_churn | 0.040656 | 0 | no_churn | -0.131928 | -0.002706 | -0.003185 | -0.009854 | 0.030912 | -0.232194 | 0.03476 | 0.045168 | Female | 46 | Yes | Yes | Unemployed | Urban | Bachelor | 1,671,602,400 |
72 | Yes | No | High Speed | Phone_Support | Two year | <80hrs | Active | 4a378acf-c8e7-4478-a176-277327562c68 | no_churn | 0.013094 | 0 | no_churn | -0.117255 | -0.002461 | -0.023997 | -0.009743 | 0.032669 | -0.167319 | 0.018588 | 0.04415 | Male | 39 | No | No | Unemployed | Suburban | Master | 1,671,602,400 |
18 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 276563e5-7474-4557-8344-d47d4cb95723 | no_churn | 0.179279 | 0 | no_churn | -0.111352 | -0.006179 | -0.024757 | -0.058838 | 0.002487 | 0.032894 | -0.04609 | -0.05719 | Male | 80 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
3 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e4126495-ecbc-498a-a4c6-f0764d173443 | no_churn | 0.285023 | 0 | no_churn | 0.224597 | -0.009451 | 0.040428 | 0.03521 | 0.062611 | 0.126944 | -0.013948 | -0.0038 | Male | 80 | No | No | Unemployed | Suburban | College | 1,671,602,400 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e9653fe8-bf6b-4a66-8452-4040f450bb44 | no_churn | 0.70248 | 0 | no_churn | -0.020229 | -0.004043 | 0.033956 | 0.068164 | 0.039204 | 0.057875 | 0.058323 | 0.063411 | Male | 53 | No | No | Employed | Suburban | College | 1,671,602,400 |
3 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 38c09905-0f25-4cec-a577-8d61483d4272 | no_churn | 0.364013 | 0 | no_churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 70 | Yes | No | Employed | Suburban | College | 1,671,602,400 |
53 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | fea08548-c01a-4f96-a475-1c82b8ba8dee | no_churn | 0.111653 | 0 | no_churn | -0.05076 | -0.002079 | 0.03713 | 0.086996 | -0.055369 | -0.161584 | 0.066288 | 0.050351 | Female | 28 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
37 | No | No phone service | High Speed | In_Store_Support | One year | 0hrs | Disabled | 42e89337-b125-47ec-9649-8fcf72f78ab3 | no_churn | 0.065208 | 0 | no_churn | -0.051839 | 0.035614 | 0.007731 | -0.024698 | -0.046195 | -0.109556 | -0.011378 | -0.018704 | Male | 78 | No | No | Medical Leave | Suburban | High School or Below | 1,671,602,400 |
11 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 084d5ac1-4621-48ea-a5bc-0ff3d43abcb2 | no_churn | 0.347573 | 0 | no_churn | -0.068437 | -0.042067 | -0.023637 | -0.034548 | -0.083057 | 0.051056 | -0.040431 | -0.027903 | Male | 79 | Yes | No | Unemployed | Suburban | Bachelor | 1,671,602,400 |
7 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | bdf30c37-4a8f-41a2-99b9-25d80b218a2b | churn | 0.480799 | 1 | churn | 0.018511 | -0.004973 | 0.055994 | -0.07825 | -0.086237 | 0.073134 | 0.064631 | 0.058854 | Male | 77 | Yes | No | Employed | Suburban | Bachelor | 1,671,602,400 |
71 | Yes | No | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 2ecf657e-3cbb-47e6-9944-9530055cad25 | no_churn | 0.122853 | 0 | no_churn | -0.132658 | -0.003962 | -0.01652 | 0.03557 | -0.030113 | -0.141297 | 0.024564 | 0.02539 | Male | 27 | Yes | No | Employed | Suburban | Bachelor | 1,671,602,400 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 588b289d-ded7-4658-9dbb-c811352866e5 | churn | 0.660545 | 1 | churn | 0.008312 | -0.006355 | 0.012914 | 0.120567 | -0.011532 | 0.11827 | -0.019765 | -0.045725 | Male | 37 | No | No | Employed | Suburban | Bachelor | 1,671,602,400 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0364ba73-0b6b-43db-affc-f6a250ff4b5e | churn | 0.876786 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 58 | Yes | No | Unemployed | Urban | High School or Below | 1,671,602,400 |
67 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 7e1eb518-1c78-4d2b-ade0-8270060f3262 | no_churn | 0.00685 | 0 | no_churn | -0.058953 | -0.003543 | -0.019922 | -0.019222 | 0.002877 | -0.124343 | -0.020715 | -0.025204 | Male | 48 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,602,400 |
52 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 12b01100-4ed2-4f57-894d-4a1470ad761e | no_churn | 0.185828 | 0 | no_churn | -0.235353 | -0.003445 | -0.050027 | 0.020409 | 0.015361 | 0.044748 | -0.095774 | 0.035056 | Female | 60 | No | No | Unemployed | Rural | Bachelor | 1,671,602,400 |
61 | Yes | Yes | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | 4d9e5456-5d8b-482d-8244-83400e493326 | no_churn | 0.007923 | 0 | no_churn | -0.098498 | -0.002339 | -0.028993 | -0.040073 | 0.036618 | -0.161633 | 0.032364 | 0.043529 | Female | 40 | No | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 8f3ae372-29ee-462c-9487-ce7b7c9b6f87 | no_churn | 0.003912 | 0 | no_churn | -0.092892 | -0.003678 | 0.006301 | -0.011443 | -0.042036 | -0.128529 | 0.027604 | 0.026652 | Male | 38 | Yes | No | Employed | Rural | High School or Below | 1,671,602,400 |
53 | Yes | No | Fiber optic | Phone_Support | One year | 0hrs | Disabled | 92f9c09a-c91d-4b43-9987-76c7b7e52de3 | no_churn | 0.1265 | 0 | no_churn | -0.04439 | -0.003926 | -0.012992 | -0.028727 | 0.036768 | -0.057384 | -0.012173 | -0.016203 | Male | 73 | No | Yes | Disabled | Rural | College | 1,671,602,400 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <80hrs | Active | c14e7ffe-6227-4d02-b864-103c7dba5646 | no_churn | 0.004243 | 0 | no_churn | -0.206011 | -0.002562 | -0.000812 | -0.039793 | 0.029502 | -0.118721 | 0.026817 | 0.046999 | Male | 76 | No | Yes | Unemployed | Urban | Bachelor | 1,671,602,400 |
46 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 8d43be77-2c75-4151-aba9-fddc16062f43 | no_churn | 0.009287 | 0 | no_churn | -0.005213 | -0.00047 | 0.013358 | -0.006298 | 0.018406 | -0.042394 | -0.008124 | -0.004261 | Female | 32 | No | No | Disabled | Suburban | Master | 1,671,602,400 |
8 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d858d87e-04d6-4f02-be9d-b00a102f318f | no_churn | 0.213845 | 0 | no_churn | -0.005851 | -0.006915 | -0.006939 | -0.034587 | -0.085369 | 0.048977 | -0.019102 | -0.016818 | Male | 26 | Yes | No | Employed | Suburban | High School or Below | 1,671,602,400 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | ef39ca2f-16af-489c-bb7f-89fc8cff4433 | churn | 0.877752 | 1 | churn | 0.215139 | -0.000397 | 0.026752 | 0.049706 | 0.12437 | 0.117223 | 0.043634 | 0.054548 | Male | 58 | No | Yes | Unemployed | Urban | College | 1,671,602,400 |
0 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 93e89a6e-8d01-4939-aaab-c5d46716c725 | no_churn | 0.020636 | 0 | no_churn | 0.067834 | -0.004915 | -0.015581 | -0.070871 | 0.006138 | -0.176509 | -0.029117 | -0.043504 | Female | 51 | No | No | Unemployed | Rural | College | 1,671,602,400 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 02b166c0-f6a4-40f9-99d4-b748f869ac9a | churn | 0.497093 | 1 | churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 68 | No | Yes | Employed | Rural | High School or Below | 1,671,602,400 |
14 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | cd4bfdcc-2360-4041-8cea-a2c56a568a84 | no_churn | 0.455176 | 0 | no_churn | -0.012974 | -0.005695 | -0.049938 | 0.115868 | -0.007404 | 0.089365 | -0.02844 | -0.024107 | Male | 59 | No | No | Employed | Suburban | Master | 1,671,602,400 |
56 | Yes | Yes | High Speed | Phone_Support | One year | 0hrs | Disabled | 3c392d86-4942-4fbf-b28e-6d8ddd91cf31 | no_churn | 0.013746 | 0 | no_churn | 0.164878 | 0.000075 | 0.04063 | 0.089846 | 0.119196 | -0.023364 | -0.020723 | -0.019565 | Female | 65 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,602,400 |
2 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c54c5d09-1980-4bc1-8e2e-323098045a42 | no_churn | 0.401499 | 0 | no_churn | 0.145774 | 0.035093 | 0.0052 | -0.139515 | -0.021924 | 0.098504 | -0.026447 | -0.045224 | Female | 33 | Yes | Yes | Unemployed | Rural | High School or Below | 1,671,602,400 |
23 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f084b8e2-5c74-41a7-82cb-8f3f9d5569b9 | no_churn | 0.567513 | 0 | no_churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Male | 26 | No | Yes | Unemployed | Urban | High School or Below | 1,671,602,400 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c16e926e-25f2-4194-b24c-bc13546b8cf0 | churn | 0.678434 | 1 | churn | 0.039429 | -0.001228 | 0.07312 | 0.060426 | 0.008267 | 0.131609 | -0.013412 | -0.025854 | Female | 30 | No | Yes | Employed | Suburban | College | 1,671,602,400 |
53 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 26cb52bb-5f34-46b7-9b0c-fca14d99bdbd | churn | 0.633966 | 1 | churn | 0.001591 | -0.002137 | 0.138302 | 0.106722 | 0.102973 | 0.06155 | 0.081124 | 0.080848 | Male | 23 | Yes | No | Employed | Rural | High School or Below | 1,671,602,400 |
13 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | a3067227-4f50-4c59-9339-91fe31d3ef62 | no_churn | 0.040809 | 0 | no_churn | -0.021366 | -0.007219 | -0.029794 | -0.040314 | 0.00272 | -0.093273 | -0.037897 | -0.041882 | Male | 39 | No | No | Unemployed | Suburban | Bachelor | 1,671,602,400 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5037dd91-dd3f-4ff8-9f58-f6131ea380af | churn | 0.817438 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 57 | No | No | Employed | Urban | High School or Below | 1,671,602,400 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b41adb22-114d-44db-99cb-b0db9054193c | churn | 0.830066 | 1 | churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Male | 58 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,602,400 |
41 | Yes | No | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 739ba894-fb9e-4727-932d-bf53a838063e | no_churn | 0.128325 | 0 | no_churn | -0.023237 | -0.003239 | -0.060724 | 0.0496 | -0.029824 | -0.097547 | -0.01977 | -0.044285 | Female | 77 | Yes | No | Unemployed | Rural | College | 1,671,602,400 |
15 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c749bea3-53af-456c-a562-d0b4c5a5b12f | no_churn | 0.714289 | 0 | no_churn | 0.084784 | -0.00214 | 0.032851 | 0.046777 | 0.015984 | 0.13707 | -0.027881 | -0.0102 | Female | 32 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a47944e6-d5d6-4a34-8e84-c622f24f061f | churn | 0.830066 | 1 | churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Female | 62 | Yes | Yes | Disabled | Suburban | Bachelor | 1,671,602,400 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a0377fc2-0e91-46ae-9cda-4a2bbf9a1c35 | no_churn | 0.339735 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Male | 44 | Yes | No | Unemployed | Suburban | College | 1,671,602,400 |
38 | Yes | No | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | df1081ef-3e96-4b8f-8292-cb427de0f871 | no_churn | 0.194346 | 0 | no_churn | 0.004364 | -0.00224 | 0.039068 | 0.08329 | -0.028232 | -0.009425 | 0.021591 | -0.017442 | Male | 29 | No | No | Unemployed | Urban | College | 1,671,602,400 |
20 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2a19d08d-587c-4b36-9571-577361013a88 | no_churn | 0.068742 | 0 | no_churn | -0.076156 | -0.007335 | -0.022373 | -0.052653 | -0.058295 | 0.033943 | -0.040118 | -0.024789 | Male | 41 | Yes | No | Employed | Suburban | High School or Below | 1,671,602,400 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | a178acce-866b-412e-87f3-b5953a1103f7 | churn | 0.725707 | 1 | churn | 0.315225 | 0.067309 | 0.033589 | -0.010115 | -0.038037 | 0.183774 | 0.106986 | 0.062243 | Female | 55 | No | No | Disabled | Rural | Bachelor | 1,671,602,400 |
67 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 12b93dde-bf9b-4fa6-8d8c-1c455feec886 | no_churn | 0.076059 | 0 | no_churn | -0.058036 | -0.003352 | 0.010787 | -0.080219 | -0.032977 | -0.109182 | 0.027328 | 0.026626 | Male | 60 | No | No | Employed | Urban | Bachelor | 1,671,602,400 |
38 | Yes | No | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | 9b4ca952-f531-46da-8351-59d9dde84ebe | no_churn | 0.194346 | 0 | no_churn | 0.004364 | -0.00224 | 0.039068 | 0.08329 | -0.028232 | -0.009425 | 0.021591 | -0.017442 | Male | 41 | No | Yes | Employed | Urban | Bachelor | 1,671,602,400 |
35 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <50hrs | Active | 91b05883-4c05-42b7-82b2-adda7b0aba50 | churn | 0.154967 | 0 | no_churn | -0.10644 | -0.002314 | 0.00207 | 0.043045 | -0.047315 | -0.172165 | 0.025931 | 0.018162 | Female | 56 | No | No | Employed | Suburban | College | 1,671,602,400 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dd1b0dcb-2adb-499d-99cc-5fda1925b369 | churn | 0.256357 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 44 | Yes | No | Employed | Urban | College | 1,671,602,400 |
71 | Yes | No | Fiber optic | In_Store_Support | Two year | <80hrs | Active | bf73a653-bb65-4d97-a5f8-de40d501a77d | no_churn | 0.122853 | 0 | no_churn | -0.132658 | -0.003962 | -0.01652 | 0.03557 | -0.030113 | -0.141297 | 0.024564 | 0.02539 | Female | 29 | Yes | No | Unemployed | Rural | High School or Below | 1,671,602,400 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ac62ea63-e2b8-4a50-a6dd-6317ae7c61d9 | no_churn | 0.390059 | 0 | no_churn | 0.025472 | -0.002201 | 0.036609 | 0.006741 | 0.02662 | 0.121255 | -0.038868 | -0.041914 | Male | 75 | No | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | e7bbb410-609d-4f11-91b6-00cdd5efff90 | no_churn | 0.040656 | 0 | no_churn | -0.131928 | -0.002706 | -0.003185 | -0.009854 | 0.030912 | -0.232194 | 0.03476 | 0.045168 | Male | 74 | No | No | Employed | Urban | Bachelor | 1,671,602,400 |
4 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b4bcd3ef-9aa0-4604-99ae-1468365a3f11 | churn | 0.63763 | 1 | churn | 0.127048 | 0.134373 | 0.056039 | 0.004812 | 0.057893 | 0.137151 | -0.02149 | -0.005642 | Female | 67 | No | Yes | Employed | Suburban | College | 1,671,602,400 |
9 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0d78cd84-1ec6-4b5f-b961-55283919b039 | no_churn | 0.129123 | 0 | no_churn | 0.142272 | -0.008507 | 0.01509 | 0.082266 | 0.007903 | 0.092885 | -0.018822 | 0.007694 | Female | 57 | No | No | Unemployed | Urban | High School or Below | 1,671,602,400 |
68 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 16510f01-d95a-485d-be59-44465ca5d22f | no_churn | 0.032985 | 0 | no_churn | -0.067221 | -0.00439 | -0.029335 | -0.0239 | 0.004524 | -0.094466 | -0.023709 | -0.03053 | Female | 32 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | f2e18da4-f57e-4392-be88-04936e5e2042 | no_churn | 0.014019 | 0 | no_churn | -0.121893 | -0.002429 | 0.017145 | -0.011939 | 0.040212 | -0.153548 | 0.045151 | 0.047033 | Female | 32 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
53 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 5e6499fc-f5b5-46c3-a958-df1fe52dd39a | churn | 0.633966 | 1 | churn | 0.001591 | -0.002137 | 0.138302 | 0.106722 | 0.102973 | 0.06155 | 0.081124 | 0.080848 | Male | 79 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,602,400 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 47394094-d8bb-4e62-95e1-fbd5131d75c1 | churn | 0.414286 | 1 | churn | -0.006029 | -0.006449 | 0.060404 | 0.125139 | 0.067891 | 0.120365 | -0.024194 | -0.013619 | Female | 72 | No | Yes | Medical Leave | Suburban | High School or Below | 1,671,602,400 |
37 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4100ddb4-eb7e-4949-aa57-5ab0dc6f0e85 | no_churn | 0.158202 | 0 | no_churn | -0.073498 | -0.01161 | 0.001874 | -0.065737 | -0.084887 | 0.043354 | -0.047338 | -0.024685 | Female | 54 | Yes | No | Employed | Suburban | Bachelor | 1,671,602,400 |
54 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 0d95c9bf-73fe-4a70-88e1-3e060c56a027 | churn | 0.491692 | 1 | churn | -0.184846 | -0.003546 | 0.049019 | -0.065416 | 0.027896 | -0.013954 | -0.079854 | 0.031676 | Female | 24 | No | No | Unemployed | Suburban | Master | 1,671,602,400 |
72 | Yes | Yes | Medium Speed | Phone_Support | Two year | <50hrs | Active | 9ad33f53-7666-4b6e-9465-f17a0af62ca3 | no_churn | 0.004429 | 0 | no_churn | -0.128792 | -0.001911 | -0.006648 | -0.014114 | 0.025068 | -0.21642 | 0.03076 | 0.04303 | Female | 43 | Yes | No | Employed | Suburban | High School or Below | 1,671,602,400 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 94af2025-73d6-4bc8-b0a6-50b9b6ea2b5c | churn | 0.877752 | 1 | churn | 0.215139 | -0.000397 | 0.026752 | 0.049706 | 0.12437 | 0.117223 | 0.043634 | 0.054548 | Male | 67 | No | No | Employed | Urban | College | 1,671,602,400 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fdaf8d30-bf81-4976-8399-6582079f8eb4 | churn | 0.898389 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 55 | No | Yes | Employed | Urban | Master | 1,671,602,400 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | affe74d3-dbc9-447f-ad8c-81b9d3434a10 | churn | 0.877752 | 1 | churn | 0.215139 | -0.000397 | 0.026752 | 0.049706 | 0.12437 | 0.117223 | 0.043634 | 0.054548 | Female | 66 | Yes | No | Retired | Urban | Bachelor | 1,671,602,400 |
71 | Yes | No | High Speed | Web_Chat_Support | Two year | <50hrs | Active | df5ed553-89a2-4542-a736-bb11699e2560 | no_churn | 0.043879 | 0 | no_churn | -0.132473 | -0.00246 | -0.01454 | -0.00652 | 0.027278 | -0.190267 | 0.023763 | 0.046193 | Male | 41 | No | Yes | Employed | Urban | College | 1,671,602,400 |
21 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6fdf59b9-075f-48a8-bea8-a8b18b46b3d2 | no_churn | 0.70248 | 0 | no_churn | -0.020229 | -0.004043 | 0.033956 | 0.068164 | 0.039204 | 0.057875 | 0.058323 | 0.063411 | Female | 34 | No | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | d741d904-f893-4c75-a4fb-92bb986d41f5 | no_churn | 0.004543 | 0 | no_churn | -0.097947 | -0.002963 | 0.024782 | -0.033041 | 0.023367 | -0.137178 | 0.057878 | 0.052816 | Female | 74 | Yes | No | Unemployed | Suburban | Master | 1,671,602,400 |
1 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | f7c7af1d-860e-4f01-b758-c14d832bf43c | no_churn | 0.226623 | 0 | no_churn | 0.086612 | -0.010263 | -0.022682 | -0.054417 | -0.023651 | -0.167213 | -0.034293 | -0.033246 | Male | 69 | No | Yes | Unemployed | Rural | Bachelor | 1,671,602,400 |
3 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 85f1a5e9-8771-475a-8b0c-7b1c1db1b7f4 | no_churn | 0.578037 | 0 | no_churn | -0.07451 | -0.008221 | -0.072062 | -0.135331 | -0.028461 | 0.049515 | -0.004666 | 0.02471 | Male | 73 | Yes | Yes | Unemployed | Rural | College | 1,671,602,400 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 45c82ddf-6fcf-4eab-9b7f-75a5721fd089 | churn | 0.497093 | 1 | churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 37 | No | Yes | Employed | Suburban | College | 1,671,602,400 |
58 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 0b0dccfe-adbf-40fe-8cc5-2cff8d538c98 | churn | 0.262407 | 1 | churn | 0.0048 | -0.000306 | 0.077296 | 0.101882 | 0.11685 | 0.08528 | 0.189938 | 0.093984 | Male | 37 | No | No | Unemployed | Rural | High School or Below | 1,671,602,400 |
71 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 078ea7b3-afb1-4c12-82a0-1e52d2867994 | no_churn | 0.003482 | 0 | no_churn | -0.072373 | -0.003802 | -0.00555 | -0.026751 | -0.026511 | -0.108295 | -0.011516 | -0.014228 | Female | 44 | Yes | No | Employed | Suburban | Bachelor | 1,671,602,400 |
7 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 13a31dad-30b1-46f8-b9f7-8b729309892f | churn | 0.480799 | 1 | churn | 0.018511 | -0.004973 | 0.055994 | -0.07825 | -0.086237 | 0.073134 | 0.064631 | 0.058854 | Male | 57 | No | Yes | Employed | Rural | College | 1,671,602,400 |
70 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | d78a024b-f281-42c8-bda3-bb87a7297e7b | no_churn | 0.187366 | 0 | no_churn | -0.228564 | -0.001924 | -0.012208 | -0.068396 | 0.019048 | 0.032152 | -0.040061 | 0.064259 | Male | 28 | No | Yes | Medical Leave | Suburban | Master | 1,671,602,400 |
32 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | b249e1b9-279e-4bd9-be76-1fffce33f72c | churn | 0.493791 | 1 | churn | -0.019126 | -0.001382 | 0.085038 | 0.076418 | 0.089549 | 0.124251 | 0.098983 | 0.113139 | Female | 59 | Yes | No | Retired | Suburban | High School or Below | 1,671,602,400 |
51 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 7b210ab6-e0a5-4b5e-8b90-78fb608ec908 | no_churn | 0.007818 | 0 | no_churn | -0.051327 | -0.004036 | -0.025585 | -0.019378 | 0.014673 | -0.112024 | -0.023932 | -0.047417 | Female | 80 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,602,400 |
68 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | b206af7c-bac2-4290-ac0f-75a85556425f | no_churn | 0.032985 | 0 | no_churn | -0.067221 | -0.00439 | -0.029335 | -0.0239 | 0.004524 | -0.094466 | -0.023709 | -0.03053 | Male | 63 | Yes | No | Disabled | Rural | High School or Below | 1,671,602,400 |
35 | Yes | Yes | Fiber optic | Phone_Support | One year | <50hrs | Active | 848994bd-d331-4d88-a866-dbf3f825daa1 | no_churn | 0.275351 | 0 | no_churn | -0.111957 | -0.001955 | -0.028818 | 0.012361 | -0.036996 | -0.102026 | -0.02658 | 0.026945 | Male | 77 | Yes | Yes | Unemployed | Urban | High School or Below | 1,671,602,400 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f8a056e1-78ee-4b66-9ddb-d021674a955f | no_churn | 0.548167 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Male | 62 | No | No | Employed | Suburban | High School or Below | 1,671,602,400 |
7 | No | No phone service | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 218b5d96-721e-4c82-8696-71c5d1c80529 | no_churn | 0.042478 | 0 | no_churn | 0.08362 | 0.036864 | 0.027492 | 0.040526 | 0.01824 | -0.13492 | -0.016368 | -0.024481 | Male | 34 | No | No | Employed | Suburban | College | 1,671,602,400 |
51 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 5a993d1e-85a0-4b42-b6e7-812e4e70c0c4 | no_churn | 0.007818 | 0 | no_churn | -0.051327 | -0.004036 | -0.025585 | -0.019378 | 0.014673 | -0.112024 | -0.023932 | -0.047417 | Female | 69 | Yes | Yes | Unemployed | Urban | High School or Below | 1,671,602,400 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 701acc86-3b9b-4285-bb2c-2aebd42974ae | no_churn | 0.622062 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Female | 43 | No | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
3 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b7c8f88b-42d6-48a5-8192-3d0e8d6771a2 | no_churn | 0.195574 | 0 | no_churn | 0.024645 | -0.012123 | -0.072248 | -0.130915 | -0.040601 | 0.063067 | -0.040894 | -0.054958 | Female | 56 | Yes | Yes | Unemployed | Suburban | Master | 1,671,602,400 |
51 | Yes | Yes | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | 1b0a5c12-4097-4e75-abc8-221ffaedf4fa | no_churn | 0.163 | 0 | no_churn | -0.162426 | -0.001815 | 0.005171 | 0.010206 | 0.037137 | -0.13693 | 0.0408 | 0.052164 | Female | 54 | No | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
68 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 534a2797-172e-4ab0-87bd-c6a865b71bde | no_churn | 0.013411 | 0 | no_churn | -0.064676 | -0.003618 | -0.017177 | -0.017092 | 0.003373 | -0.124578 | -0.019782 | -0.025476 | Male | 26 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,602,400 |
13 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 533761ef-d688-423a-8081-757bb8cd1e28 | no_churn | 0.181345 | 0 | no_churn | -0.048493 | -0.016487 | -0.076977 | -0.044209 | -0.038674 | 0.042677 | -0.027853 | -0.031921 | Male | 43 | No | Yes | Unemployed | Suburban | College | 1,671,602,400 |
17 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 49a660eb-5c78-482c-ad3b-83841ba63906 | no_churn | 0.016055 | 0 | no_churn | 0.02767 | -0.003479 | -0.009366 | -0.056969 | 0.008745 | -0.168611 | -0.027778 | -0.039238 | Female | 64 | No | Yes | Retired | Suburban | High School or Below | 1,671,602,400 |
14 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 9de4e53f-2307-4784-b6ca-a3bdfc06cecd | no_churn | 0.720565 | 0 | no_churn | -0.038876 | -0.002786 | 0.054474 | -0.029964 | 0.016743 | 0.096882 | -0.060253 | 0.028469 | Male | 62 | Yes | Yes | Employed | Suburban | College | 1,671,602,400 |
64 | Yes | No | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | b74ca40b-86f1-4540-bbf3-901679de0b52 | no_churn | 0.051999 | 0 | no_churn | -0.114387 | -0.002477 | -0.017248 | -0.016851 | 0.011396 | -0.178781 | 0.031089 | 0.031567 | Female | 67 | No | Yes | Employed | Rural | Bachelor | 1,671,602,400 |
38 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6bfac7cc-db23-4f8f-a291-0e76812931ab | no_churn | 0.266046 | 0 | no_churn | -0.038384 | -0.008392 | -0.020685 | 0.110752 | 0.004618 | 0.101454 | -0.011607 | 0.009397 | Female | 48 | No | No | Employed | Suburban | Bachelor | 1,671,602,400 |
27 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 865cff5e-50f2-47da-9d7f-6f1ba4cf29a3 | no_churn | 0.09424 | 0 | no_churn | -0.120742 | -0.008071 | -0.019134 | -0.057026 | -0.045794 | 0.034627 | -0.02783 | -0.025058 | Female | 29 | No | Yes | Unemployed | Urban | Bachelor | 1,671,602,400 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 75df7d3f-7e8d-46a8-8068-798875229489 | no_churn | 0.548167 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 44 | Yes | Yes | Employed | Suburban | College | 1,671,602,400 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d9ad4077-c369-4704-872f-2a2e1dce351a | no_churn | 0.54205 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Male | 42 | No | Yes | Medical Leave | Suburban | College | 1,671,602,400 |
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