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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
72 | No | No phone service | Medium Speed | Phone_Support | Two year | <80hrs | Active | f48669ef-c685-4ade-b013-7e999c49a07e | no_churn | 0.00627 | 0 | no_churn | -0.122927 | -0.00075 | 0.004273 | -0.000096 | 0.034228 | -0.121657 | 0.027836 | 0.040067 | Male | 78 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
2 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | aa6272f3-c15e-4679-a50f-19d9664b09a3 | churn | 0.232082 | 1 | churn | 0.221831 | 0.153175 | 0.072152 | 0.027431 | 0.030538 | 0.16135 | -0.025251 | -0.030838 | Male | 48 | No | No | Employed | Suburban | College | 1,671,516,000 |
35 | Yes | No | High Speed | Phone_Support | One year | <50hrs | Active | 807861d8-122a-4dbd-aa9c-da68cf577e4b | no_churn | 0.203903 | 0 | no_churn | -0.133853 | -0.003062 | -0.025604 | -0.061851 | 0.011592 | -0.060467 | -0.00689 | 0.04111 | Female | 47 | No | No | Employed | Rural | High School or Below | 1,671,516,000 |
35 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 75c7c0ec-7127-48cc-b6a6-129a3009b2a7 | no_churn | 0.019904 | 0 | no_churn | -0.055916 | -0.004072 | -0.013193 | -0.038445 | -0.036049 | -0.057429 | -0.021678 | -0.042243 | Female | 64 | No | Yes | Employed | Urban | Bachelor | 1,671,516,000 |
57 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | b57c8434-db3f-4592-9eed-ce0126f71ea1 | no_churn | 0.034381 | 0 | no_churn | -0.037675 | -0.003973 | -0.043541 | -0.019566 | -0.036504 | -0.097274 | -0.012571 | -0.017922 | Male | 39 | No | No | Disabled | Suburban | High School or Below | 1,671,516,000 |
35 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 8e98586a-ac8c-4d56-a988-9119bdc845eb | no_churn | 0.019904 | 0 | no_churn | -0.055916 | -0.004072 | -0.013193 | -0.038445 | -0.036049 | -0.057429 | -0.021678 | -0.042243 | Female | 49 | No | No | Disabled | Urban | High School or Below | 1,671,516,000 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9bc868c8-19f1-4480-9a1c-da1c351a3259 | churn | 0.817293 | 1 | churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Female | 73 | No | No | Employed | Suburban | College | 1,671,516,000 |
32 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 75e99e10-b64f-46d5-8a0d-eb19412cd244 | no_churn | 0.515046 | 0 | no_churn | 0.048889 | -0.002944 | 0.076543 | 0.000446 | 0.173122 | 0.081583 | 0.149365 | 0.11985 | Female | 69 | No | Yes | Employed | Suburban | Bachelor | 1,671,516,000 |
32 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 98113300-2e2b-4066-bb3b-c394305747f1 | no_churn | 0.515046 | 0 | no_churn | 0.048889 | -0.002944 | 0.076543 | 0.000446 | 0.173122 | 0.081583 | 0.149365 | 0.11985 | Male | 55 | Yes | No | Employed | Urban | High School or Below | 1,671,516,000 |
60 | Yes | No | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 4d93bf16-5a4d-434e-bda9-3f48f473579d | no_churn | 0.073418 | 0 | no_churn | -0.111077 | -0.003489 | -0.074675 | 0.040887 | -0.012973 | -0.120049 | 0.025573 | 0.016777 | Female | 74 | No | Yes | Employed | Suburban | High School or Below | 1,671,516,000 |
63 | Yes | Yes | High Speed | In_Store_Support | Two year | <50hrs | Active | afbd6436-b0ab-470c-9f14-dc3ff713a9c1 | no_churn | 0.018409 | 0 | no_churn | -0.097823 | -0.002846 | -0.005356 | -0.016938 | -0.051907 | -0.141739 | 0.024966 | 0.022616 | Female | 27 | No | Yes | Employed | Urban | Bachelor | 1,671,516,000 |
9 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c3bcd639-ca58-45cb-9946-9be384a691a2 | no_churn | 0.245607 | 0 | no_churn | 0.147207 | -0.009477 | 0.016542 | 0.04551 | 0.073725 | 0.110002 | -0.034174 | -0.043361 | Male | 75 | No | Yes | Unemployed | Urban | College | 1,671,516,000 |
54 | Yes | Yes | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 2d06fd97-1333-4848-bf3e-f9afc276fea8 | no_churn | 0.284753 | 0 | no_churn | -0.070662 | -0.002952 | 0.010984 | -0.05188 | -0.04329 | -0.145756 | 0.030294 | 0.034236 | Male | 48 | No | No | Employed | Suburban | College | 1,671,516,000 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1de4d86f-8147-4ef7-bb2a-c4b73f4e70cd | churn | 0.546045 | 1 | churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Female | 78 | Yes | No | Unemployed | Rural | High School or Below | 1,671,516,000 |
30 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 7ac38204-5206-4d8b-a03a-0c340c38e31a | no_churn | 0.022254 | 0 | no_churn | -0.056241 | -0.00424 | -0.008473 | -0.056178 | -0.020193 | -0.086596 | -0.016106 | -0.020998 | Female | 69 | No | Yes | Medical Leave | Rural | Bachelor | 1,671,516,000 |
72 | No | No phone service | Medium Speed | Phone_Support | Two year | <80hrs | Active | 81089192-b1fa-45d3-9775-9431367f5b78 | no_churn | 0.00627 | 0 | no_churn | -0.122927 | -0.00075 | 0.004273 | -0.000096 | 0.034228 | -0.121657 | 0.027836 | 0.040067 | Male | 35 | No | No | Employed | Suburban | Master | 1,671,516,000 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c31b0873-e85e-4057-9d53-a37d405d38cb | no_churn | 0.136268 | 0 | no_churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Female | 78 | No | Yes | Employed | Rural | College | 1,671,516,000 |
4 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 98f91796-763a-4079-b9e3-50dafcf46bfc | churn | 0.459217 | 1 | churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Female | 44 | No | Yes | Unemployed | Urban | Bachelor | 1,671,516,000 |
12 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 715f577c-5728-40c4-a0db-80bc11212efa | no_churn | 0.279137 | 0 | no_churn | -0.056453 | -0.007658 | -0.028512 | -0.10258 | 0.011337 | 0.048558 | -0.063801 | -0.069917 | Female | 55 | No | No | Employed | Suburban | Bachelor | 1,671,516,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3ff38567-83a3-4cb1-a4b3-3c1bab9a5a6b | churn | 0.512535 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 48 | Yes | No | Employed | Suburban | Bachelor | 1,671,516,000 |
71 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 2fe6b407-d308-4544-a655-2af929085345 | no_churn | 0.00166 | 0 | no_churn | -0.080753 | -0.003509 | 0.006071 | -0.010925 | 0.007978 | -0.146652 | -0.017508 | -0.023728 | Male | 36 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
5 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 525eb518-badf-48dc-ae50-c5dab15e2d1f | churn | 0.699867 | 1 | churn | 0.198207 | -0.000466 | -0.000865 | 0.007034 | 0.060338 | 0.149014 | 0.142998 | 0.138049 | Female | 66 | No | Yes | Unemployed | Suburban | Master | 1,671,516,000 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c0352648-f43e-4985-a247-6fcf55609d09 | no_churn | 0.561319 | 0 | no_churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Male | 22 | Yes | Yes | Employed | Suburban | College | 1,671,516,000 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dba321f3-7854-4186-9203-8b5d6f4ac785 | churn | 0.439124 | 1 | churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Male | 69 | No | Yes | Unemployed | Rural | High School or Below | 1,671,516,000 |
15 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 79667327-1946-427f-b006-46580c59c63e | no_churn | 0.105503 | 0 | no_churn | 0.166007 | -0.010052 | 0.080176 | -0.056205 | 0.082931 | 0.122025 | -0.029709 | -0.045743 | Male | 29 | No | Yes | Unemployed | Urban | High School or Below | 1,671,516,000 |
4 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 892098cf-6448-48f8-9594-adc9cc698eab | no_churn | 0.049314 | 0 | no_churn | 0.043621 | -0.005131 | -0.019301 | -0.062923 | -0.004449 | -0.141484 | -0.034963 | -0.033731 | Male | 37 | Yes | No | Employed | Rural | Bachelor | 1,671,516,000 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | aa95253c-9efd-41bb-9eea-d2e9607cd3c5 | churn | 0.439124 | 1 | churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Female | 43 | No | Yes | Unemployed | Urban | High School or Below | 1,671,516,000 |
62 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 97b59d3b-c8a1-4d0a-b446-c285fa89958c | no_churn | 0.249844 | 0 | no_churn | -0.295324 | -0.004873 | 0.009169 | -0.079744 | 0.013463 | 0.038323 | 0.019856 | 0.030104 | Female | 20 | Yes | Yes | Employed | Rural | College | 1,671,516,000 |
12 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5f3b2592-33c3-4fb7-8c8a-f546e4831d05 | no_churn | 0.094243 | 0 | no_churn | -0.018661 | -0.007474 | -0.11331 | -0.06385 | -0.014262 | 0.054742 | -0.04073 | -0.057148 | Male | 42 | No | No | Employed | Suburban | High School or Below | 1,671,516,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8976bdee-7431-4384-afe3-2900d12aa7db | no_churn | 0.522347 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 78 | Yes | Yes | Employed | Suburban | Doctor | 1,671,516,000 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ceb85405-ac19-4461-a431-3c940e53edcb | no_churn | 0.339249 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 75 | Yes | Yes | Employed | Rural | Master | 1,671,516,000 |
62 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 50e31ca7-6f5e-4a74-9401-2e3544174b71 | no_churn | 0.249844 | 0 | no_churn | -0.295324 | -0.004873 | 0.009169 | -0.079744 | 0.013463 | 0.038323 | 0.019856 | 0.030104 | Female | 60 | No | No | Unemployed | Suburban | College | 1,671,516,000 |
70 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | 4b4807ea-350d-4558-81b0-a558c2e9959b | churn | 0.229899 | 1 | churn | 0.066299 | -0.000046 | 0.079933 | 0.127532 | 0.083645 | -0.006622 | -0.000632 | 0.018452 | Female | 33 | Yes | Yes | Unemployed | Rural | Bachelor | 1,671,516,000 |
60 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | c1ac809b-151a-40b2-8b1a-3225d112b715 | no_churn | 0.04807 | 0 | no_churn | -0.09565 | -0.002138 | 0.058401 | 0.089943 | 0.025531 | -0.03559 | 0.076083 | 0.054393 | Male | 46 | Yes | No | Unemployed | Suburban | College | 1,671,516,000 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | dec02c70-fabc-43cf-a540-73e9ba322a99 | no_churn | 0.005779 | 0 | no_churn | -0.11389 | -0.002714 | 0.001059 | -0.049495 | 0.033472 | -0.221916 | 0.041581 | 0.050876 | Male | 45 | No | Yes | Employed | Suburban | College | 1,671,516,000 |
61 | Yes | Yes | Fiber optic | Phone_Support | One year | 0hrs | Disabled | f6d1f6d0-5a82-45ea-9e73-4ff514cf72af | no_churn | 0.052607 | 0 | no_churn | -0.095055 | -0.003186 | -0.061392 | 0.038961 | -0.002586 | -0.086573 | -0.018356 | -0.040839 | Male | 55 | No | No | Medical Leave | Suburban | High School or Below | 1,671,516,000 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f278297b-7162-4ddc-94f7-7d6b653dfc84 | churn | 0.546045 | 1 | churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Male | 45 | Yes | Yes | Unemployed | Rural | College | 1,671,516,000 |
31 | Yes | No | High Speed | Phone_Support | One year | <50hrs | Active | 3a4f6993-43a3-4daa-be88-3e6f1bf82785 | no_churn | 0.11249 | 0 | no_churn | -0.058026 | -0.002228 | -0.032235 | -0.007398 | 0.034982 | -0.066503 | 0.062304 | 0.060079 | Male | 53 | No | Yes | Employed | Rural | High School or Below | 1,671,602,400 |
61 | Yes | Yes | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | d6be3977-2b12-4b41-9429-e3beb9cd8f95 | no_churn | 0.007923 | 0 | no_churn | -0.098498 | -0.002339 | -0.028993 | -0.040073 | 0.036618 | -0.161633 | 0.032364 | 0.043529 | Male | 70 | No | No | Retired | Suburban | Master | 1,671,602,400 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | <50hrs | Active | 1dc2f237-7169-435f-8823-2f80b77592c5 | no_churn | 0.006005 | 0 | no_churn | -0.136293 | -0.002254 | 0.005525 | 0.000384 | 0.023249 | -0.229037 | 0.026686 | 0.042714 | Male | 80 | No | Yes | Unemployed | Urban | Bachelor | 1,671,602,400 |
12 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 596acdfd-8001-4b3f-9f29-16f4b17ba00c | no_churn | 0.295899 | 0 | no_churn | -0.085089 | -0.004652 | -0.125999 | -0.046253 | -0.000418 | 0.056666 | -0.056003 | 0.058722 | Female | 34 | No | Yes | Employed | Urban | Bachelor | 1,671,602,400 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | f7ade5e7-f737-4a8f-83a5-e7b680345e6d | no_churn | 0.003912 | 0 | no_churn | -0.092892 | -0.003678 | 0.006301 | -0.011443 | -0.042036 | -0.128529 | 0.027604 | 0.026652 | Male | 26 | No | No | Employed | Suburban | College | 1,671,602,400 |
72 | No | No phone service | Low Speed | In_Store_Support | Two year | <80hrs | Active | 81b4879a-5fdf-4424-88d5-03fe635c2a45 | no_churn | 0.006896 | 0 | no_churn | -0.112891 | 0.012229 | -0.00023 | -0.017761 | -0.041215 | -0.154541 | 0.022571 | 0.022811 | Male | 31 | No | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <80hrs | Active | 4042d446-fd6d-43d8-9bfb-7cbafb44c1a3 | no_churn | 0.022674 | 0 | no_churn | -0.206011 | -0.002562 | -0.000812 | -0.039793 | 0.029502 | -0.118721 | 0.026817 | 0.046999 | Male | 55 | No | Yes | Employed | Rural | College | 1,671,602,400 |
39 | Yes | No | High Speed | In_Store_Support | One year | 100hrs+ | Active | ebcb72c8-51d2-4e42-a779-ce9ad5686649 | no_churn | 0.102651 | 0 | no_churn | 0.122415 | 0.005329 | 0.055245 | -0.000042 | 0.076928 | 0.108687 | 0.118755 | 0.093657 | Female | 63 | Yes | No | Employed | Suburban | College | 1,671,602,400 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | 06f0a463-8a38-4522-83a0-2acc842c835e | no_churn | 0.004543 | 0 | no_churn | -0.097947 | -0.002963 | 0.024782 | -0.033041 | 0.023367 | -0.137178 | 0.057878 | 0.052816 | Male | 71 | No | No | Unemployed | Suburban | Master | 1,671,602,400 |
59 | Yes | No | High Speed | In_Store_Support | Two year | 100hrs+ | Active | b351b8e2-8ba2-4496-ab93-850f581e1db7 | no_churn | 0.022001 | 0 | no_churn | -0.075032 | -0.003847 | -0.006322 | -0.011057 | -0.070754 | -0.107336 | 0.012441 | 0.022882 | Male | 54 | No | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
71 | Yes | Yes | Medium Speed | Phone_Support | Two year | <80hrs | Active | 84e4218f-3595-4c9c-aa12-1903fd47a26a | no_churn | 0.005304 | 0 | no_churn | -0.145338 | -0.002691 | -0.000592 | -0.065172 | 0.039835 | -0.124077 | 0.046059 | 0.050116 | Female | 43 | No | No | Employed | Suburban | Master | 1,671,602,400 |
7 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | e4ade714-2f1a-46a9-beb5-f23470a1273c | churn | 0.480799 | 1 | churn | 0.018511 | -0.004973 | 0.055994 | -0.07825 | -0.086237 | 0.073134 | 0.064631 | 0.058854 | Male | 31 | No | No | Medical Leave | Suburban | Bachelor | 1,671,602,400 |
72 | Yes | Yes | Medium Speed | Phone_Support | Two year | <50hrs | Active | 9e4a2836-f5c7-4d9c-b638-8d70f410f27a | no_churn | 0.004429 | 0 | no_churn | -0.128792 | -0.001911 | -0.006648 | -0.014114 | 0.025068 | -0.21642 | 0.03076 | 0.04303 | Male | 66 | No | No | Employed | Rural | High School or Below | 1,671,602,400 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <80hrs | Active | 633c658c-1053-4738-b0b9-cae965da7f49 | no_churn | 0.004243 | 0 | no_churn | -0.206011 | -0.002562 | -0.000812 | -0.039793 | 0.029502 | -0.118721 | 0.026817 | 0.046999 | Male | 44 | No | No | Employed | Rural | High School or Below | 1,671,602,400 |
68 | No | No phone service | Low Speed | Phone_Support | Two year | 100hrs+ | Active | cd2962ab-8e44-40bf-923a-7720cfdc6d98 | churn | 0.012119 | 0 | no_churn | -0.122756 | -0.01042 | -0.019366 | -0.00231 | 0.019316 | -0.17554 | 0.027306 | 0.044743 | Female | 78 | Yes | No | Employed | Suburban | Bachelor | 1,671,602,400 |
65 | Yes | Yes | Low Speed | Phone_Support | Two year | 100hrs+ | Active | fc078c6a-bcd5-40ef-a712-a09c63949634 | no_churn | 0.016782 | 0 | no_churn | -0.11219 | -0.001478 | -0.003913 | 0.004795 | 0.010135 | -0.240154 | 0.039892 | 0.053886 | Female | 78 | Yes | No | Unemployed | Rural | High School or Below | 1,671,602,400 |
31 | Yes | No | Low Speed | Phone_Support | One year | <80hrs | Active | 771a61dc-2468-41b0-83b3-c7b4351264bc | no_churn | 0.111889 | 0 | no_churn | -0.03029 | -0.004351 | -0.009158 | 0.031819 | 0.04673 | -0.138519 | 0.04367 | 0.063573 | Male | 36 | No | Yes | Unemployed | Suburban | Doctor | 1,671,602,400 |
13 | Yes | No | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 870962d1-338a-4a09-bb7c-93509fc93cf1 | no_churn | 0.164845 | 0 | no_churn | 0.119668 | -0.000382 | 0.043584 | 0.01144 | 0.088212 | 0.130329 | 0.104834 | 0.134289 | Female | 59 | Yes | No | Unemployed | Suburban | Master | 1,671,602,400 |
3 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cd7e1422-f322-4ded-b688-ada8dad5ab95 | no_churn | 0.409549 | 0 | no_churn | 0.08708 | 0.042519 | 0.009868 | -0.098717 | -0.120838 | 0.09081 | -0.049885 | -0.035045 | Male | 21 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ab430cf6-d0ef-478f-8a66-999dae25b176 | no_churn | 0.355815 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 73 | No | No | Unemployed | Rural | College | 1,671,602,400 |
70 | Yes | Yes | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | ede67290-b33d-4b57-8d6d-a09f4e67aff6 | no_churn | 0.032381 | 0 | no_churn | -0.064337 | -0.002939 | -0.00089 | -0.03597 | -0.001191 | -0.117291 | -0.021179 | -0.025229 | Male | 52 | No | Yes | Unemployed | Rural | High School or Below | 1,671,602,400 |
11 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f99d566c-7a65-42bc-9d95-51032e33951d | no_churn | 0.347573 | 0 | no_churn | -0.068437 | -0.042067 | -0.023637 | -0.034548 | -0.083057 | 0.051056 | -0.040431 | -0.027903 | Male | 40 | No | Yes | Employed | Urban | Bachelor | 1,671,602,400 |
50 | No | No phone service | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 0d5fbd08-6664-46d4-b6c9-c406bdcec30c | no_churn | 0.017932 | 0 | no_churn | -0.056258 | 0.022339 | 0.004996 | -0.028103 | -0.019938 | -0.164156 | -0.015502 | -0.012404 | Male | 66 | Yes | Yes | Medical Leave | Urban | Bachelor | 1,671,602,400 |
27 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ed5115b2-bf00-4f82-aa96-97ab603a1be7 | no_churn | 0.09424 | 0 | no_churn | -0.120742 | -0.008071 | -0.019134 | -0.057026 | -0.045794 | 0.034627 | -0.02783 | -0.025058 | Female | 78 | Yes | No | Unemployed | Urban | High School or Below | 1,671,602,400 |
12 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1b444899-ce2e-49d7-b063-0c5df104003b | no_churn | 0.269655 | 0 | no_churn | -0.065135 | -0.025874 | -0.03628 | -0.035133 | -0.097332 | 0.05295 | -0.03355 | -0.028672 | Female | 78 | No | No | Employed | Suburban | High School or Below | 1,671,602,400 |
61 | No | No phone service | Low Speed | Phone_Support | One year | 0hrs | Disabled | 3ee49905-c59d-4953-9431-b4125e8c738e | no_churn | 0.02784 | 0 | no_churn | -0.11821 | 0.01798 | 0.003782 | -0.040594 | -0.006719 | -0.053734 | -0.034183 | -0.027348 | Male | 69 | Yes | No | Disabled | Suburban | Master | 1,671,602,400 |
8 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8134c166-84a1-4b74-8333-480d25eda3da | no_churn | 0.256573 | 0 | no_churn | 0.136258 | -0.010831 | 0.034574 | -0.015825 | 0.092066 | 0.094851 | -0.040348 | -0.051437 | Female | 33 | Yes | Yes | Unemployed | Urban | College | 1,671,602,400 |
71 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | b393609a-0a07-4b67-98d7-381f5feb442a | no_churn | 0.006581 | 0 | no_churn | -0.061977 | -0.003512 | -0.012638 | -0.020423 | -0.015405 | -0.130857 | -0.010778 | -0.013436 | Male | 79 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,602,400 |
23 | No | No phone service | High Speed | Phone_Support | One year | 0hrs | Disabled | 2f957caf-2a98-4d66-8e2d-46f494b4963b | no_churn | 0.032774 | 0 | no_churn | -0.057956 | 0.045092 | 0.005384 | -0.007418 | 0.030586 | -0.188322 | -0.028216 | -0.028177 | Female | 37 | No | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
13 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1f0144bb-8507-4326-b330-770bff84f7d8 | no_churn | 0.181345 | 0 | no_churn | -0.048493 | -0.016487 | -0.076977 | -0.044209 | -0.038674 | 0.042677 | -0.027853 | -0.031921 | Female | 29 | Yes | No | Employed | Urban | Master | 1,671,602,400 |
25 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 292fdce3-1521-489f-8b2a-a1ca9494f098 | no_churn | 0.128951 | 0 | no_churn | -0.03857 | -0.016012 | 0.012417 | -0.064471 | -0.065527 | 0.02056 | -0.025935 | -0.033988 | Male | 21 | No | Yes | Employed | Suburban | College | 1,671,602,400 |
20 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 061fad78-82cf-437d-90ea-163ee5ab293c | no_churn | 0.068742 | 0 | no_churn | -0.076156 | -0.007335 | -0.022373 | -0.052653 | -0.058295 | 0.033943 | -0.040118 | -0.024789 | Male | 69 | No | No | Employed | Rural | High School or Below | 1,671,602,400 |
33 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | 01d9660e-8bdf-4315-8284-12367f31695e | no_churn | 0.068499 | 0 | no_churn | -0.018289 | -0.004848 | -0.007164 | -0.078684 | 0.013961 | -0.096756 | -0.037195 | -0.040051 | Male | 36 | No | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
20 | Yes | Yes | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | fb2ab901-4fe2-4878-9080-98df5b53da8c | no_churn | 0.122382 | 0 | no_churn | 0.040622 | -0.001957 | 0.034229 | -0.01636 | 0.021937 | -0.007168 | -0.007813 | -0.007515 | Female | 67 | No | Yes | Employed | Rural | High School or Below | 1,671,602,400 |
36 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5a0a8c4d-9324-4502-8a86-650a48f1726f | no_churn | 0.174089 | 0 | no_churn | -0.068725 | 0.066882 | 0.011615 | -0.031472 | -0.119647 | 0.069019 | -0.016532 | -0.018499 | Male | 73 | Yes | No | Employed | Urban | Bachelor | 1,671,602,400 |
49 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4ef31570-6abd-47a4-abc1-d2ef002a8d31 | no_churn | 0.087536 | 0 | no_churn | -0.137988 | -0.005554 | -0.036918 | -0.027165 | -0.027102 | 0.030511 | -0.021503 | -0.023308 | Female | 39 | Yes | No | Disabled | Suburban | High School or Below | 1,671,602,400 |
48 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | 7f0d3078-c5da-4ba3-9411-2e826f613e81 | no_churn | 0.045386 | 0 | no_churn | -0.029922 | -0.007286 | -0.009981 | -0.014623 | -0.029006 | -0.048543 | -0.026027 | -0.023638 | Male | 71 | Yes | No | Employed | Urban | High School or Below | 1,671,602,400 |
3 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5b61bcdd-a64a-48bd-bb0d-790277e46aa5 | no_churn | 0.364013 | 0 | no_churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Female | 30 | No | No | Employed | Suburban | High School or Below | 1,671,602,400 |
5 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4dd8e766-386a-4d05-aac7-0309cc7aa009 | no_churn | 0.195698 | 0 | no_churn | -0.000893 | -0.020225 | -0.090986 | -0.060594 | -0.060785 | 0.047495 | -0.042813 | -0.036378 | Male | 76 | No | No | Employed | Suburban | High School or Below | 1,671,602,400 |
37 | No | No phone service | High Speed | In_Store_Support | One year | 0hrs | Disabled | 736a853c-97c8-42a9-8d9e-c21228dc764c | no_churn | 0.065208 | 0 | no_churn | -0.051839 | 0.035614 | 0.007731 | -0.024698 | -0.046195 | -0.109556 | -0.011378 | -0.018704 | Male | 48 | No | Yes | Employed | Urban | College | 1,671,602,400 |
16 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 24ee18d4-82a7-468b-888a-4045dac1bb59 | no_churn | 0.538731 | 0 | no_churn | -0.028869 | -0.00747 | -0.020654 | -0.078816 | -0.154735 | 0.035183 | 0.010303 | 0.007044 | Male | 43 | Yes | No | Employed | Suburban | Bachelor | 1,671,602,400 |
2 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 0282ddff-49c4-4a6f-9d20-d239bfb0ffc5 | no_churn | 0.699271 | 1 | churn | 0.182656 | -0.013125 | -0.076192 | -0.090576 | -0.168978 | 0.087542 | 0.022042 | 0.026676 | Female | 53 | No | Yes | Unemployed | Urban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | 97d6cdda-5715-4450-8cad-2e9b454eaa83 | no_churn | 0.014019 | 0 | no_churn | -0.121893 | -0.002429 | 0.017145 | -0.011939 | 0.040212 | -0.153548 | 0.045151 | 0.047033 | Male | 63 | No | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 45e1d9d0-36e7-4607-8b4a-3cb9812a553b | no_churn | 0.040656 | 0 | no_churn | -0.131928 | -0.002706 | -0.003185 | -0.009854 | 0.030912 | -0.232194 | 0.03476 | 0.045168 | Male | 55 | No | No | Unemployed | Urban | High School or Below | 1,671,602,400 |
18 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 1a014298-fbc6-4bf8-830b-54f16b236fdf | churn | 0.506495 | 1 | churn | -0.028705 | -0.005182 | -0.057081 | -0.041867 | -0.023981 | 0.064318 | 0.113145 | 0.076158 | Male | 25 | Yes | No | Employed | Suburban | High School or Below | 1,671,602,400 |
9 | Yes | No | High Speed | Phone_Support | Month-to-month | <80hrs | Active | b41701e4-0cd5-4348-a1b7-ef6e7db53b96 | no_churn | 0.496226 | 0 | no_churn | 0.003536 | -0.005541 | -0.091364 | -0.06827 | 0.066498 | 0.089805 | 0.054654 | 0.049312 | Female | 54 | No | No | Unemployed | Suburban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <50hrs | Active | 52b27f12-ab0e-49c4-be12-e949dc897c50 | no_churn | 0.018248 | 0 | no_churn | -0.163208 | -0.002079 | -0.002058 | -0.008658 | 0.018613 | -0.185417 | 0.027163 | 0.046617 | Male | 26 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,602,400 |
67 | Yes | Yes | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 96910e96-a9b8-4bcc-82a9-047cda36e24e | churn | 0.188581 | 0 | no_churn | -0.077879 | -0.001049 | 0.014914 | 0.022087 | -0.032912 | -0.218436 | 0.048639 | 0.063943 | Female | 47 | No | Yes | Employed | Suburban | College | 1,671,602,400 |
37 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 3a971136-0b3a-4a82-a3e9-fe96396f70a5 | churn | 0.380964 | 1 | churn | -0.187582 | -0.004616 | 0.056408 | -0.107305 | -0.065293 | 0.082788 | 0.055033 | 0.022873 | Male | 38 | Yes | No | Employed | Suburban | College | 1,671,602,400 |
58 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | cd1a92df-6452-4da8-8f21-8dbeafeb11f3 | churn | 0.262407 | 1 | churn | 0.0048 | -0.000306 | 0.077296 | 0.101882 | 0.11685 | 0.08528 | 0.189938 | 0.093984 | Female | 80 | No | No | Employed | Suburban | Bachelor | 1,671,602,400 |
67 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 7e56be61-7387-4fc8-957e-c180ac8951d7 | no_churn | 0.076059 | 0 | no_churn | -0.058036 | -0.003352 | 0.010787 | -0.080219 | -0.032977 | -0.109182 | 0.027328 | 0.026626 | Female | 35 | Yes | No | Employed | Rural | College | 1,671,602,400 |
48 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | c06ee2b3-3d1b-44ed-a9af-234ee72be938 | no_churn | 0.40423 | 0 | no_churn | -0.087222 | -0.006098 | 0.028936 | -0.064545 | -0.09303 | 0.047335 | 0.00918 | 0.036417 | Female | 57 | No | Yes | Employed | Urban | Bachelor | 1,671,602,400 |
42 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | a170d4f8-584b-44a5-9ce1-e635446ee6ca | no_churn | 0.449872 | 0 | no_churn | -0.031196 | -0.008639 | -0.039522 | 0.056752 | -0.090138 | 0.0456 | -0.052595 | 0.030712 | Male | 35 | No | No | Employed | Suburban | College | 1,671,602,400 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 2ce8b0ac-8626-44c0-a5f9-6bc0c33b82ba | no_churn | 0.045979 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Male | 75 | Yes | No | Unemployed | Urban | High School or Below | 1,671,602,400 |
46 | Yes | Yes | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | a6b3b06c-2f8c-45f5-8ae1-21bf806a423f | no_churn | 0.223448 | 0 | no_churn | -0.176051 | -0.003855 | 0.015178 | 0.033449 | -0.068122 | -0.035388 | -0.005228 | 0.030991 | Female | 20 | Yes | Yes | Employed | Suburban | College | 1,671,602,400 |
6 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 13d7bac8-7059-432f-8f66-e63eb3e5401f | churn | 0.703463 | 0 | no_churn | 0.131184 | -0.001309 | 0.006039 | 0.146076 | 0.118367 | 0.110936 | 0.0696 | 0.075535 | Male | 65 | No | Yes | Unemployed | Urban | High School or Below | 1,671,602,400 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 9ca3d1ff-5b70-47ae-b6ed-2883801259d5 | no_churn | 0.050133 | 0 | no_churn | -0.157379 | -0.003192 | 0.006919 | 0.03463 | -0.050445 | -0.147903 | 0.023061 | 0.025284 | Female | 76 | No | Yes | Unemployed | Rural | High School or Below | 1,671,602,400 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | 7a2a75ae-d993-4c7a-9025-7735891842be | no_churn | 0.016097 | 0 | no_churn | -0.197311 | -0.002515 | 0.027454 | 0.026644 | 0.016404 | -0.216141 | 0.029201 | 0.047238 | Female | 37 | Yes | Yes | Employed | Suburban | Master | 1,671,602,400 |
9 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | 76956bb2-7c15-43fa-96b9-ee8ed4771e0c | no_churn | 0.436787 | 0 | no_churn | 0.081863 | -0.00602 | 0.01242 | 0.156106 | 0.045504 | 0.090833 | 0.057543 | 0.092726 | Male | 23 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,602,400 |
53 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 18ce114a-63f6-4016-b8a8-ee8ebda5dcde | no_churn | 0.111653 | 0 | no_churn | -0.05076 | -0.002079 | 0.03713 | 0.086996 | -0.055369 | -0.161584 | 0.066288 | 0.050351 | Male | 39 | No | No | Employed | Suburban | Bachelor | 1,671,602,400 |
64 | Yes | No | Fiber optic | In_Store_Support | One year | <50hrs | Active | e06ede71-1b7f-4370-8009-15d26b635d7b | no_churn | 0.047468 | 0 | no_churn | -0.150822 | -0.003203 | -0.015194 | 0.041217 | -0.020226 | -0.065997 | 0.055536 | 0.037996 | Female | 77 | Yes | No | Employed | Rural | Bachelor | 1,671,602,400 |
71 | Yes | No | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 22923cd5-1a01-44af-8831-29851a3f7d0b | no_churn | 0.122853 | 0 | no_churn | -0.132658 | -0.003962 | -0.01652 | 0.03557 | -0.030113 | -0.141297 | 0.024564 | 0.02539 | Male | 52 | No | Yes | Unemployed | Rural | Bachelor | 1,671,602,400 |
35 | Yes | Yes | Fiber optic | Phone_Support | One year | <50hrs | Active | 8c8f0854-4cd7-4819-b225-d8b8d1be5734 | no_churn | 0.275351 | 0 | no_churn | -0.111957 | -0.001955 | -0.028818 | 0.012361 | -0.036996 | -0.102026 | -0.02658 | 0.026945 | Female | 20 | No | Yes | Employed | Suburban | High School or Below | 1,671,602,400 |
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