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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4f2c76dd-9b10-47d2-9274-17c850710426 | no_churn | 0.121155 | 0 | no_churn | 0.178229 | -0.007471 | -0.063379 | 0.015039 | 0.092223 | 0.120913 | -0.028936 | -0.048381 | Female | 67 | No | Yes | Employed | Urban | Bachelor | 1,673,157,600 |
3 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c4cd19cd-cbf0-4f45-b946-418546dd9bb5 | no_churn | 0.167727 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 21 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
22 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 63ee3a15-3274-4639-ac9c-3ebfc57a583b | no_churn | 0.036981 | 0 | no_churn | -0.044529 | -0.008502 | -0.02955 | -0.035377 | -0.050242 | 0.050337 | -0.037508 | -0.069905 | Male | 43 | No | No | Unemployed | Suburban | High School or Below | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 25c6565c-7f2b-46fc-85a0-9be658ba08e9 | no_churn | 0.377361 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 46 | Yes | Yes | Employed | Suburban | College | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d12f5e4d-3db0-4436-a576-6610434ff484 | no_churn | 0.272407 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 42 | No | Yes | Medical Leave | Suburban | College | 1,673,157,600 |
19 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | a99684e9-1bd9-4077-9e45-b7d0879e2a4d | no_churn | 0.010451 | 0 | no_churn | -0.006385 | -0.007428 | -0.017917 | -0.045338 | 0.008369 | -0.116712 | -0.03635 | -0.047265 | Male | 48 | No | Yes | Employed | Suburban | Master | 1,673,157,600 |
4 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0352fd86-6397-41be-807d-e0cab2e92616 | no_churn | 0.261071 | 0 | no_churn | 0.127048 | 0.134373 | 0.056039 | 0.004812 | 0.057893 | 0.137151 | -0.02149 | -0.005642 | Male | 79 | Yes | Yes | Disabled | Suburban | High School or Below | 1,673,157,600 |
34 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 990621ed-6f77-4545-a680-d273cc233860 | no_churn | 0.047467 | 0 | no_churn | -0.025865 | -0.004209 | -0.031849 | -0.098682 | 0.008631 | -0.064155 | -0.018968 | -0.033929 | Male | 79 | Yes | Yes | Employed | Rural | College | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e62ad88d-b741-49d5-a23c-8f21cb8fa6d0 | churn | 0.730021 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 32 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
15 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | f9e8c3aa-e5a3-40ba-9c94-10d7ebe48482 | no_churn | 0.028717 | 0 | no_churn | 0.02961 | -0.005158 | -0.040429 | -0.013784 | 0.020824 | -0.199854 | -0.029829 | -0.030407 | Male | 68 | No | No | Disabled | Suburban | College | 1,673,157,600 |
14 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4665c046-5c31-4d5c-9a9e-2c4eebf3c2ec | no_churn | 0.031055 | 0 | no_churn | -0.064122 | -0.008919 | -0.04942 | -0.065173 | 0.013542 | 0.051784 | -0.060829 | -0.073389 | Female | 31 | No | No | Employed | Suburban | College | 1,673,157,600 |
56 | Yes | Yes | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 378be9ab-7a43-40f7-bd39-078c8a69a52f | churn | 0.068789 | 1 | churn | 0.020349 | -0.002741 | 0.021894 | -0.064363 | 0.043303 | -0.03833 | -0.039255 | -0.019884 | Female | 32 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
58 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | efe4b7c1-3ee5-408e-8648-cf56ca3262e0 | no_churn | 0.012724 | 0 | no_churn | -0.13508 | -0.005362 | 0.011954 | -0.075808 | 0.024549 | 0.040379 | -0.030724 | -0.058934 | Female | 80 | No | Yes | Disabled | Suburban | Bachelor | 1,673,157,600 |
71 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | <50hrs | Active | 362f0895-74ef-46ee-b527-88618aa30881 | no_churn | 0.050584 | 0 | no_churn | -0.113711 | -0.001681 | -0.000188 | 0.021943 | 0.036677 | -0.129821 | 0.057077 | 0.060678 | Male | 64 | No | Yes | Disabled | Suburban | Bachelor | 1,673,157,600 |
10 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 38c8deff-8979-4fa9-a2d2-1f49dc87aec8 | churn | 0.750147 | 1 | churn | 0.160707 | -0.001776 | 0.141824 | -0.00274 | 0.10355 | 0.148254 | 0.076095 | 0.105059 | Female | 36 | No | No | Unemployed | Urban | Bachelor | 1,673,157,600 |
49 | Yes | No | Medium Speed | Web_Chat_Support | One year | <80hrs | Active | 9d901959-46a9-4eda-84ef-6f3626037739 | no_churn | 0.167887 | 0 | no_churn | 0.016754 | -0.001197 | 0.007406 | 0.091253 | 0.102205 | 0.003859 | 0.070823 | 0.099872 | Female | 44 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
46 | Yes | Yes | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | 3a4a83b7-0f4b-4280-bc24-9efadbd8e154 | churn | 0.394232 | 1 | churn | -0.06612 | -0.001538 | 0.047593 | 0.085599 | 0.125784 | 0.051097 | 0.124587 | 0.093971 | Female | 25 | Yes | No | Disabled | Urban | Master | 1,673,157,600 |
64 | Yes | Yes | High Speed | Web_Chat_Support | Two year | <80hrs | Active | f8f20454-b1b4-42e6-abe3-43d575c43dfb | no_churn | 0.045314 | 0 | no_churn | -0.134763 | -0.002679 | -0.006994 | -0.005863 | 0.034614 | -0.211007 | 0.022047 | 0.035619 | Female | 76 | No | Yes | Employed | Urban | High School or Below | 1,673,157,600 |
6 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 9ffdd27c-84fc-4797-a8e1-072c7a67b5e8 | churn | 0.600661 | 1 | churn | 0.170572 | -0.000043 | -0.001448 | 0.002115 | 0.103289 | 0.149593 | 0.16223 | 0.134666 | Male | 77 | Yes | Yes | Medical Leave | Suburban | High School or Below | 1,673,157,600 |
32 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3b9e8233-ffdf-4800-b961-77d82246d8cd | churn | 0.386076 | 1 | churn | 0.048889 | -0.002944 | 0.076543 | 0.000446 | 0.173122 | 0.081583 | 0.149365 | 0.11985 | Female | 34 | Yes | Yes | Employed | Urban | Bachelor | 1,673,157,600 |
16 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 194c9ede-e2f7-4e29-a68a-be55912af72c | churn | 0.799914 | 1 | churn | 0.032829 | -0.004522 | 0.057212 | -0.106215 | 0.081299 | 0.0906 | -0.043814 | 0.049264 | Male | 50 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
56 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 546f7870-56af-468b-81c9-d75fc0591cff | no_churn | 0.151081 | 0 | no_churn | -0.029341 | -0.001527 | -0.039585 | -0.001742 | 0.095773 | 0.068937 | 0.027183 | 0.071276 | Male | 23 | Yes | No | Unemployed | Suburban | College | 1,673,157,600 |
7 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 254e1967-0d63-457d-812e-bdb89fcfcc07 | churn | 0.679418 | 1 | churn | -0.02747 | -0.002827 | -0.100455 | -0.023757 | 0.078611 | 0.071994 | -0.069028 | 0.06762 | Female | 62 | Yes | No | Employed | Urban | High School or Below | 1,673,157,600 |
57 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | b29332f9-f4d1-4371-a39f-cddd25b81754 | no_churn | 0.206083 | 0 | no_churn | -0.112323 | -0.005693 | -0.011319 | -0.005524 | 0.047903 | 0.055478 | 0.041241 | 0.036122 | Male | 46 | No | No | Employed | Urban | Bachelor | 1,673,157,600 |
41 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 93de40c3-0379-4292-b905-f24d75534c0e | no_churn | 0.282512 | 0 | no_churn | -0.076607 | -0.001066 | -0.032778 | -0.007377 | 0.055638 | 0.040728 | -0.018515 | 0.000952 | Female | 64 | Yes | No | Medical Leave | Suburban | College | 1,673,157,600 |
43 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 5ac0ecf8-8414-4aa9-b881-31e698372249 | no_churn | 0.302701 | 0 | no_churn | -0.187237 | -0.005572 | 0.031245 | -0.089014 | -0.025826 | 0.070566 | 0.01014 | 0.076673 | Female | 45 | No | No | Unemployed | Urban | High School or Below | 1,673,157,600 |
12 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 5242be7b-db20-4794-9517-f0e48f545d4d | no_churn | 0.592867 | 0 | no_churn | 0.0904 | -0.00548 | -0.047202 | -0.018754 | 0.130616 | 0.112326 | 0.178609 | 0.089828 | Female | 51 | No | No | Retired | Suburban | Master | 1,673,157,600 |
3 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | bf9af797-efde-4513-99ec-d0239ce07cfb | churn | 0.906281 | 1 | churn | 0.120885 | -0.003796 | 0.060935 | -0.01352 | 0.046936 | 0.134247 | 0.053621 | 0.080833 | Female | 38 | Yes | No | Employed | Suburban | College | 1,673,157,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 377e4164-92fc-4e6d-a34e-1b306a04c489 | no_churn | 0.069775 | 0 | no_churn | -0.264017 | -0.002319 | -0.018332 | -0.064339 | 0.01517 | 0.062642 | -0.036577 | 0.058746 | Male | 35 | No | No | Unemployed | Rural | Bachelor | 1,673,157,600 |
31 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 4ed61c77-d06b-47ac-bb0b-0efb511ad69f | no_churn | 0.336457 | 0 | no_churn | -0.0619 | -0.002442 | -0.087999 | 0.033604 | 0.022552 | 0.076724 | 0.058043 | 0.044369 | Female | 59 | No | Yes | Employed | Rural | High School or Below | 1,673,157,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | cf83f501-b038-47e9-a329-5dc8b88a2196 | no_churn | 0.006364 | 0 | no_churn | -0.272601 | -0.003816 | 0.024865 | -0.011984 | 0.015511 | 0.03676 | -0.063771 | 0.052677 | Male | 25 | No | No | Employed | Suburban | College | 1,673,157,600 |
45 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b7e5dcda-c8fd-409f-908e-91534c737d47 | no_churn | 0.542601 | 0 | no_churn | -0.271018 | -0.004729 | 0.023265 | 0.001263 | 0.022986 | 0.023422 | -0.043962 | -0.010253 | Male | 67 | No | No | Employed | Rural | College | 1,673,157,600 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | fb26e200-5835-4060-8da8-5414bb1523ad | churn | 0.666857 | 1 | churn | 0.17001 | -0.003625 | -0.043361 | 0.118598 | 0.055216 | 0.127641 | 0.087538 | 0.038958 | Female | 30 | No | Yes | Employed | Suburban | Master | 1,673,157,600 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 7563cfee-2902-473c-a444-c541172a96a8 | churn | 0.816493 | 1 | churn | 0.244159 | -0.003649 | 0.062551 | 0.113793 | 0.064776 | 0.153708 | 0.049851 | 0.045785 | Female | 58 | No | Yes | Unemployed | Rural | Bachelor | 1,673,157,600 |
34 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 51b981ac-7b3f-4eab-a1be-cdb5dcaa2134 | no_churn | 0.312368 | 0 | no_churn | -0.217283 | -0.002571 | 0.028095 | -0.106337 | 0.003996 | 0.048035 | -0.010642 | -0.01232 | Male | 75 | Yes | No | Employed | Rural | High School or Below | 1,673,157,600 |
55 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 34908e8a-0887-469b-8c67-92f9c0c5f688 | no_churn | 0.108754 | 0 | no_churn | -0.167736 | -0.004889 | -0.106113 | -0.080946 | 0.039332 | 0.036515 | 0.002281 | 0.04253 | Male | 59 | No | No | Employed | Urban | Bachelor | 1,673,157,600 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d57e164a-863b-46ac-85aa-0ea9b2393204 | churn | 0.787327 | 1 | churn | 0.131184 | -0.001309 | 0.006039 | 0.146076 | 0.118367 | 0.110936 | 0.0696 | 0.075535 | Female | 78 | No | No | Employed | Suburban | College | 1,673,157,600 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | a8fd9293-ad22-4240-9701-8271e3a7992d | no_churn | 0.429163 | 0 | no_churn | 0.006605 | -0.003307 | 0.146481 | 0.119195 | 0.075384 | 0.144175 | 0.113117 | 0.057887 | Male | 60 | No | No | Employed | Suburban | College | 1,673,157,600 |
19 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | ef06c902-c1ec-4db3-b468-3faee2f8df12 | churn | 0.709272 | 1 | churn | -0.009112 | -0.004619 | -0.034079 | -0.00625 | 0.027506 | 0.047347 | -0.005447 | 0.027803 | Female | 43 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
39 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 7e559e45-b1ad-4151-b6a6-9691fecc999c | no_churn | 0.453168 | 0 | no_churn | -0.167881 | -0.004147 | 0.029746 | -0.024533 | -0.027371 | 0.069854 | -0.073562 | 0.008868 | Male | 38 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e3af1a6e-406c-4795-ae66-13c67bb0e64b | churn | 0.759497 | 1 | churn | 0.115761 | -0.004368 | 0.146165 | 0.023788 | 0.10757 | 0.115228 | 0.101798 | 0.072949 | Male | 50 | No | No | Employed | Rural | High School or Below | 1,673,157,600 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 099a648b-3f38-467d-9649-f38fd39c6933 | churn | 0.874596 | 1 | churn | 0.203034 | -0.004277 | 0.104425 | 0.140981 | 0.07174 | 0.146985 | 0.027337 | 0.04075 | Male | 23 | No | No | Employed | Suburban | College | 1,673,157,600 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 241aaae4-08b1-43e3-8571-1745c9f711a7 | churn | 0.946893 | 1 | churn | 0.28411 | -0.004907 | 0.070539 | 0.064627 | 0.080494 | 0.157836 | 0.036574 | 0.041702 | Female | 57 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | ce94b72f-fbb2-4a56-8f2f-8e08efeddae7 | churn | 0.582853 | 1 | churn | 0.189493 | -0.002501 | 0.038339 | 0.07601 | 0.101403 | 0.161817 | 0.091316 | 0.075097 | Male | 63 | Yes | No | Employed | Suburban | College | 1,673,157,600 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | f37d36dd-e5ca-484d-bd79-7ef3151fd727 | churn | 0.676663 | 1 | churn | 0.131171 | -0.004224 | 0.124869 | 0.097965 | 0.101845 | 0.115712 | 0.043859 | 0.064776 | Male | 24 | Yes | Yes | Employed | Urban | College | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d615f2df-78e4-42d3-94b8-b327e34dd799 | no_churn | 0.5481 | 0 | no_churn | -0.120613 | -0.00179 | 0.013217 | -0.002381 | 0.062425 | 0.021264 | -0.01131 | 0.024162 | Female | 51 | No | No | Employed | Rural | College | 1,673,157,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | 5bb2eb15-ca80-4cbb-9a64-c952be0f4f35 | no_churn | 0.056493 | 0 | no_churn | -0.153073 | -0.002532 | 0.002249 | 0.020196 | -0.064913 | -0.106528 | 0.006371 | 0.043132 | Male | 77 | No | Yes | Unemployed | Urban | Master | 1,673,157,600 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7d4ce59d-4fd2-4166-a6cc-0541f4d14c0c | no_churn | 0.576193 | 0 | no_churn | -0.119614 | -0.00632 | 0.066713 | 0.062724 | -0.017455 | 0.084556 | -0.036752 | -0.040047 | Female | 21 | No | No | Employed | Suburban | College | 1,673,157,600 |
38 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 21f849ba-2396-4790-9d61-358566207990 | no_churn | 0.268365 | 0 | no_churn | -0.038384 | -0.008392 | -0.020685 | 0.110752 | 0.004618 | 0.101454 | -0.011607 | 0.009397 | Female | 69 | Yes | No | Employed | Suburban | Bachelor | 1,673,157,600 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 436208ea-42d3-477b-aed0-be24cac248e5 | no_churn | 0.524808 | 0 | no_churn | 0.049644 | -0.000795 | 0.027976 | 0.040162 | 0.014262 | 0.130265 | -0.038466 | -0.044443 | Male | 69 | Yes | No | Employed | Suburban | College | 1,673,157,600 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 42f2d827-5ace-49a7-8a2e-056ba8c4283f | churn | 0.665207 | 1 | churn | 0.025472 | -0.002201 | 0.036609 | 0.006741 | 0.02662 | 0.121255 | -0.038868 | -0.041914 | Male | 74 | Yes | Yes | Unemployed | Rural | Bachelor | 1,673,157,600 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9d145ec6-8b11-45b9-a198-fb614ca5ef36 | churn | 0.181368 | 1 | churn | -0.152994 | -0.003182 | 0.060962 | 0.059378 | 0.035345 | 0.054726 | -0.001357 | -0.010218 | Female | 61 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
11 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4f9cbc64-93da-4f40-a7d6-7269a1cbf74b | no_churn | 0.439282 | 0 | no_churn | 0.063281 | -0.001547 | -0.039401 | 0.054692 | 0.008549 | 0.108293 | -0.020649 | -0.007416 | Female | 63 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
22 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 56d28f00-c709-4b9e-8a8d-450d3ebcd428 | no_churn | 0.21962 | 0 | no_churn | -0.07877 | -0.00397 | -0.030487 | 0.081884 | 0.020576 | 0.073363 | -0.021556 | -0.028461 | Female | 36 | Yes | No | Employed | Suburban | Bachelor | 1,673,157,600 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 30f5fa0b-8f8a-4768-bfe6-2bde522eb586 | churn | 0.426103 | 1 | churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Male | 52 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 14a150b9-7740-44bd-a84d-c1abcf85e818 | no_churn | 0.01101 | 0 | no_churn | -0.253381 | -0.004069 | 0.018554 | 0.018205 | 0.004643 | 0.053088 | -0.010873 | -0.063919 | Male | 51 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d447e175-71ea-402c-a32c-c9bd3ea92dde | no_churn | 0.303397 | 0 | no_churn | -0.156592 | -0.003387 | 0.062027 | 0.052705 | 0.03964 | 0.042845 | 0.001915 | 0.000223 | Female | 45 | No | No | Employed | Suburban | Master | 1,673,157,600 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ea5cd80c-5fd8-460e-9e8a-e0889371bdec | no_churn | 0.699827 | 0 | no_churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 66 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d23593e7-2632-4ce0-bad6-54fa1de76f93 | churn | 0.557666 | 1 | churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Male | 50 | No | Yes | Unemployed | Urban | Bachelor | 1,673,157,600 |
10 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f3f9fcf0-0c12-4074-b8e7-17b83535ecdd | churn | 0.543925 | 1 | churn | 0.091899 | -0.004987 | -0.023741 | 0.164174 | 0.045899 | 0.119718 | -0.038699 | -0.005558 | Male | 30 | Yes | Yes | Employed | Urban | Bachelor | 1,673,157,600 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9bcae043-046c-4f7c-b4d8-34597b2e2e2d | churn | 0.546232 | 1 | churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Male | 60 | No | Yes | Medical Leave | Suburban | Master | 1,673,157,600 |
22 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ef43a8ae-f068-4fcd-92fc-5e75c9153ef8 | no_churn | 0.337947 | 0 | no_churn | -0.07877 | -0.00397 | -0.030487 | 0.081884 | 0.020576 | 0.073363 | -0.021556 | -0.028461 | Male | 25 | No | No | Employed | Urban | Bachelor | 1,673,157,600 |
49 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 467a8e5d-7635-4f8b-bba5-3e3faebe7452 | no_churn | 0.223252 | 0 | no_churn | -0.180416 | -0.00425 | -0.087795 | 0.04087 | 0.00343 | 0.043163 | -0.027313 | -0.046716 | Female | 50 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
14 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ed9fc4f2-28ed-40e3-8fbe-b923f5df09ca | churn | 0.685317 | 1 | churn | 0.006216 | -0.004063 | 0.050267 | 0.113125 | 0.020646 | 0.118432 | -0.027742 | -0.036109 | Male | 45 | Yes | No | Employed | Suburban | High School or Below | 1,673,157,600 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d42fec22-bb3b-4a6e-9a6b-f9450cef3f2b | churn | 0.755724 | 1 | churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Female | 46 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
8 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8836a5f3-781a-4e8d-a708-04dcee8d94eb | no_churn | 0.673202 | 0 | no_churn | 0.05676 | -0.007527 | 0.014819 | 0.154392 | -0.000339 | 0.126103 | -0.04086 | -0.01995 | Female | 73 | Yes | No | Employed | Suburban | Bachelor | 1,673,157,600 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bf6efa40-84f8-4414-b682-0b3e3a49be32 | no_churn | 0.750734 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 36 | Yes | Yes | Employed | Suburban | Master | 1,673,157,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 03033e73-d74a-467f-b6f8-abb3717002ac | churn | 0.784075 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 31 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,157,600 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 30e39cc0-7a8c-41a0-a25c-534e0bbea1a0 | churn | 0.516998 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 38 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
23 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5632b4ae-4b1a-423f-befb-8e529884b157 | no_churn | 0.073594 | 0 | no_churn | -0.00965 | -0.006071 | 0.143848 | 0.113069 | 0.047618 | 0.123063 | 0.014389 | 0.013931 | Female | 33 | No | No | Unemployed | Suburban | High School or Below | 1,673,157,600 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cdf3b35a-3ec9-4535-bdcf-afd24862e9f8 | churn | 0.481344 | 1 | churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 34 | Yes | No | Unemployed | Suburban | College | 1,673,157,600 |
15 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ed1ed9f2-4884-4725-bf71-1a5f959d0ec5 | no_churn | 0.671165 | 1 | churn | 0.084784 | -0.00214 | 0.032851 | 0.046777 | 0.015984 | 0.13707 | -0.027881 | -0.0102 | Female | 44 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d9547b01-ff46-45ef-ab8f-34db771911b1 | churn | 0.494921 | 1 | churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Male | 48 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e7b4b257-c025-44c8-ba0e-2a9ea366f7f9 | churn | 0.572192 | 1 | churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Male | 64 | Yes | No | Employed | Suburban | Bachelor | 1,673,157,600 |
30 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | eb429e57-adbe-4576-af98-c1974fc07c74 | churn | 0.400317 | 1 | churn | -0.039682 | -0.008557 | 0.027317 | 0.124745 | 0.047384 | 0.097495 | -0.021911 | -0.004005 | Female | 68 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,157,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6b801864-72e3-4df8-b6ed-0dfb63c1123e | churn | 0.890931 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 52 | Yes | No | Employed | Rural | Doctor | 1,673,157,600 |
35 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7cd26131-04f3-4b89-aa1d-ed33c1d079e4 | no_churn | 0.116917 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Male | 29 | Yes | No | Employed | Suburban | Bachelor | 1,673,157,600 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c42e8890-376a-44f8-9318-b79a873e5acf | churn | 0.892033 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 77 | No | Yes | Employed | Urban | College | 1,673,157,600 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f1945131-8faf-46de-a787-ff9c3a084fdb | no_churn | 0.092906 | 0 | no_churn | -0.152994 | -0.003182 | 0.060962 | 0.059378 | 0.035345 | 0.054726 | -0.001357 | -0.010218 | Male | 66 | No | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fb55a064-5181-46a5-b56b-64d6ea77aa27 | no_churn | 0.666936 | 0 | no_churn | 0.065413 | -0.003302 | -0.025443 | 0.102843 | -0.006661 | 0.114229 | -0.037738 | -0.044144 | Female | 33 | Yes | Yes | Unemployed | Suburban | Master | 1,673,157,600 |
63 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3f1b989d-ee99-49b1-b87a-7d3e094ba38c | no_churn | 0.041242 | 0 | no_churn | -0.20331 | -0.004784 | -0.073989 | 0.006667 | -0.002192 | 0.041335 | -0.020128 | -0.012625 | Female | 46 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
22 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8f7e0288-e9b0-417d-ad6d-8ba5b3fe99c2 | churn | 0.189132 | 1 | churn | 0.025882 | -0.01426 | -0.081511 | -0.063341 | -0.008644 | 0.053532 | -0.027788 | -0.022228 | Female | 45 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
22 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 20daca79-4c09-4e9d-8aae-18408ad494f6 | no_churn | 0.030824 | 0 | no_churn | -0.01549 | -0.003724 | -0.028496 | -0.018141 | -0.057264 | -0.072754 | -0.035724 | -0.037433 | Female | 78 | No | Yes | Employed | Suburban | Master | 1,673,157,600 |
46 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a9dd4dfa-5777-4cd8-89c2-939fe8ac87cd | churn | 0.394232 | 1 | churn | -0.210968 | -0.004209 | -0.039824 | -0.00701 | 0.066538 | 0.024074 | -0.026167 | 0.008539 | Female | 75 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
54 | Yes | No | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 948eefa7-cb82-4614-ab8e-d4da4371aba1 | churn | 0.020879 | 0 | no_churn | -0.025571 | -0.001039 | 0.007191 | -0.034758 | 0.098295 | -0.09547 | 0.062947 | 0.089378 | Female | 56 | No | No | Unemployed | Suburban | College | 1,673,157,600 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9cfaa29e-0365-4e25-90b6-3d15d09f06f9 | no_churn | 0.666936 | 0 | no_churn | 0.065413 | -0.003302 | -0.025443 | 0.102843 | -0.006661 | 0.114229 | -0.037738 | -0.044144 | Male | 34 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
39 | Yes | No | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 515b4a45-d654-4a67-b8fb-e8892d6d2e3d | no_churn | 0.096744 | 0 | no_churn | 0.068095 | -0.002951 | -0.058441 | 0.086891 | -0.0772 | -0.040979 | -0.007963 | -0.030142 | Female | 22 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
8 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 16ca64d3-bb07-42c0-981f-58d165582959 | no_churn | 0.673202 | 0 | no_churn | 0.05676 | -0.007527 | 0.014819 | 0.154392 | -0.000339 | 0.126103 | -0.04086 | -0.01995 | Female | 64 | No | No | Employed | Suburban | College | 1,673,157,600 |
63 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b2848f6b-1f4c-4774-8922-40626e66e107 | no_churn | 0.016962 | 0 | no_churn | -0.129672 | -0.012337 | -0.008561 | -0.038565 | -0.037947 | 0.049055 | -0.033233 | -0.0411 | Female | 21 | No | Yes | Unemployed | Rural | Master | 1,673,157,600 |
9 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a705be2e-99e2-434c-a469-00ff6d3b06cd | no_churn | 0.140175 | 0 | no_churn | -0.035714 | -0.009773 | -0.020175 | -0.074904 | -0.048364 | 0.050057 | -0.032053 | -0.025325 | Male | 20 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a236eeb5-c7a2-4d37-b423-cb17762f5e71 | no_churn | 0.5481 | 0 | no_churn | -0.120613 | -0.00179 | 0.013217 | -0.002381 | 0.062425 | 0.021264 | -0.01131 | 0.024162 | Female | 68 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | be154ef1-8955-4135-9b74-790c6367634c | churn | 0.220752 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 36 | No | Yes | Employed | Urban | College | 1,673,157,600 |
6 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3f6fdb54-6ae1-480c-ab11-dc21da7e6e7e | churn | 0.210391 | 1 | churn | 0.083741 | -0.003429 | 0.017994 | -0.008721 | 0.026333 | 0.094736 | -0.043364 | -0.025263 | Male | 32 | No | Yes | Employed | Rural | Master | 1,673,157,600 |
7 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5d837142-bf63-44ee-9642-cd311201c4ed | no_churn | 0.242206 | 0 | no_churn | 0.186201 | -0.005659 | 0.056181 | 0.03451 | 0.12029 | 0.103533 | -0.034777 | -0.043661 | Male | 68 | No | No | Employed | Suburban | Bachelor | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 190328a3-4db0-4ac1-8b41-0df56c8d5a8d | no_churn | 0.272407 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 23 | No | No | Employed | Suburban | Bachelor | 1,673,157,600 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a0113197-083f-4c70-85c9-1510001f2518 | churn | 0.516998 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 65 | No | Yes | Unemployed | Rural | Bachelor | 1,673,157,600 |
39 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 51f3f9f7-5a6b-4d61-a74c-e2a4a4b17c0c | no_churn | 0.212989 | 0 | no_churn | 0.00086 | 0.102135 | 0.060575 | -0.031857 | 0.036398 | 0.116586 | 0.099437 | 0.05684 | Male | 45 | No | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
49 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 94c00c6b-7f5b-4779-9d15-bcfb4b44f9da | no_churn | 0.167887 | 0 | no_churn | -0.129154 | -0.001589 | -0.009592 | -0.068558 | 0.062424 | 0.018209 | 0.037589 | 0.081644 | Male | 47 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,673,157,600 |
68 | Yes | No | High Speed | Phone_Support | Two year | <80hrs | Active | 0d6c2200-4ef8-4b30-9247-2ba907b211c9 | no_churn | 0.015996 | 0 | no_churn | -0.091869 | -0.001306 | -0.011035 | -0.012505 | 0.040416 | -0.17501 | 0.023672 | 0.046289 | Male | 30 | No | No | Employed | Suburban | Bachelor | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 53d2cfcd-64b0-42a8-97e9-2ea89aa33faf | no_churn | 0.5481 | 0 | no_churn | -0.120613 | -0.00179 | 0.013217 | -0.002381 | 0.062425 | 0.021264 | -0.01131 | 0.024162 | Male | 57 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,157,600 |
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