Tenure int64 0 72 | PhoneService stringclasses 2
values | MultipleLines stringclasses 3
values | InternetSpeed stringclasses 4
values | SupportEligibility stringclasses 4
values | Contract stringclasses 3
values | MonthlyStreamingTime stringclasses 4
values | PremiumHDStreaming stringclasses 2
values | prediction_id stringlengths 36 36 | prediction_label stringclasses 2
values | prediction_score float64 0 0.95 | actual_score int64 0 1 | actual_label stringclasses 2
values | shap/Tenure float64 -0.3 0.39 | shap/PhoneService float64 -0.11 0.2 | shap/MultipleLines float64 -0.15 0.17 | shap/InternetSpeed float64 -0.22 0.25 | shap/SupportEligibility float64 -0.22 0.2 | shap/Contract float64 -0.28 0.19 | shap/MonthlyStreamingTime float64 -0.18 0.23 | shap/PremiumHDStreaming float64 -0.09 0.14 | Gender stringclasses 2
values | Age int64 20 80 | Dependents stringclasses 2
values | Partner stringclasses 2
values | EmploymentStatus stringclasses 5
values | LocationCode stringclasses 3
values | Education stringclasses 5
values | timestamp int64 1.67B 1.67B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
36 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b9b3e818-e117-4ea8-abec-08fac5bf24ec | no_churn | 0.037467 | 0 | no_churn | -0.058386 | -0.008925 | 0.01513 | -0.111422 | 0.031851 | 0.063581 | -0.049255 | -0.070766 | Male | 76 | No | No | Unemployed | Suburban | High School or Below | 1,672,984,800 |
30 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8051576b-3a1c-4bb6-a7a5-b0b5b5aeb2a1 | no_churn | 0.179447 | 0 | no_churn | 0.118915 | -0.012575 | 0.019207 | 0.022747 | 0.086586 | 0.107133 | -0.012518 | 0.011478 | Male | 71 | No | Yes | Employed | Rural | High School or Below | 1,672,984,800 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 40a14fef-4c8d-4199-a64b-5b0dbfce284b | churn | 0.770999 | 1 | churn | -0.021656 | -0.002805 | -0.07643 | -0.076093 | 0.044574 | 0.053468 | -0.073315 | -0.026769 | Female | 36 | No | No | Employed | Urban | High School or Below | 1,672,984,800 |
8 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 7678e0f3-efdd-424e-8307-c7914715f031 | churn | 0.849634 | 1 | churn | 0.13763 | -0.000534 | -0.005743 | -0.070428 | 0.076912 | 0.145233 | 0.135909 | 0.12028 | Female | 78 | No | No | Unemployed | Suburban | Master | 1,672,984,800 |
12 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | dbef1323-c357-4617-8985-7c8dfd334f0a | churn | 0.24937 | 1 | churn | -0.018661 | -0.007474 | -0.11331 | -0.06385 | -0.014262 | 0.054742 | -0.04073 | -0.057148 | Male | 72 | No | No | Employed | Suburban | High School or Below | 1,672,984,800 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a3f8a8a1-385d-416c-aec6-87f203686749 | no_churn | 0.397767 | 0 | no_churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Male | 56 | No | No | Employed | Urban | College | 1,672,984,800 |
19 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c17046c9-2c46-457a-ad55-ccc6c2fa4412 | churn | 0.560609 | 1 | churn | -0.116211 | 0.041218 | 0.006902 | -0.092081 | 0.030584 | 0.059225 | -0.054822 | -0.063841 | Female | 64 | No | No | Unemployed | Rural | Bachelor | 1,672,984,800 |
5 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 5ca0b44d-53af-4c11-8e01-f713a7e176b9 | churn | 0.779029 | 1 | churn | 0.227355 | -0.003593 | -0.014877 | 0.042396 | 0.103671 | 0.140663 | 0.104865 | 0.09716 | Male | 57 | No | No | Employed | Suburban | College | 1,672,984,800 |
2 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 86a20897-b516-4ff8-ac99-222e791e4d73 | churn | 0.786088 | 1 | churn | 0.271522 | 0.124747 | 0.03899 | 0.001265 | -0.041549 | 0.168939 | 0.077766 | 0.06596 | Female | 20 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 3e851a5a-7a54-4119-af1c-d5ea44f44a84 | churn | 0.788041 | 1 | churn | 0.224491 | -0.002961 | 0.063578 | 0.061611 | 0.116247 | 0.149252 | 0.06073 | 0.058027 | Female | 46 | No | Yes | Employed | Suburban | Doctor | 1,672,984,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 4e3101a4-cfc5-4a83-87ae-927adcf14170 | no_churn | 0.035062 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Female | 32 | No | Yes | Employed | Suburban | College | 1,672,984,800 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 10880e99-b8fa-4c61-92c5-a8c09616ba19 | no_churn | 0.486488 | 0 | no_churn | 0.083975 | -0.002869 | -0.012624 | 0.031522 | 0.05483 | 0.129538 | -0.011127 | -0.026977 | Male | 21 | No | Yes | Unemployed | Suburban | College | 1,672,984,800 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8eca0093-b04a-4532-8a45-5355888fbf29 | no_churn | 0.397767 | 0 | no_churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Female | 34 | No | No | Unemployed | Rural | Doctor | 1,672,984,800 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d02d2151-81de-4721-bf40-75ddfa2b1b66 | no_churn | 0.064515 | 0 | no_churn | -0.253516 | -0.003254 | -0.034421 | -0.042863 | 0.030419 | 0.055747 | -0.052427 | 0.071288 | Female | 34 | No | No | Employed | Suburban | College | 1,672,984,800 |
45 | Yes | Yes | High Speed | Phone_Support | One year | 100hrs+ | Active | e8e5e7bb-3320-484d-8be8-8b10c0b20939 | no_churn | 0.131733 | 0 | no_churn | -0.090868 | -0.000336 | 0.055899 | 0.072723 | 0.117548 | 0.037721 | 0.132161 | 0.086125 | Female | 23 | No | No | Employed | Suburban | Master | 1,672,984,800 |
51 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 5b39911f-1225-46cb-b352-68f7fd53755b | churn | 0.682939 | 1 | churn | -0.041806 | -0.001868 | 0.057937 | 0.103689 | 0.078165 | 0.107344 | 0.046628 | 0.010885 | Female | 23 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
57 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 83fc067d-e182-4ffa-99d2-5d70ce038b49 | no_churn | 0.083262 | 0 | no_churn | -0.012941 | -0.000861 | 0.021451 | -0.008283 | 0.072715 | -0.064024 | 0.01865 | 0.064268 | Female | 71 | No | Yes | Unemployed | Suburban | College | 1,672,984,800 |
38 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 5f0422a6-5b8d-4e81-9496-a4f304123fb1 | no_churn | 0.007822 | 0 | no_churn | -0.023643 | -0.005233 | -0.009765 | -0.066511 | 0.004594 | -0.104509 | -0.026202 | -0.037757 | Male | 37 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
28 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 5c37ae4b-f031-497a-9f0f-dc6a10d188ab | no_churn | 0.076532 | 0 | no_churn | -0.059446 | -0.005163 | -0.022146 | -0.028162 | 0.011489 | -0.078258 | -0.04432 | -0.04302 | Male | 26 | No | Yes | Unemployed | Rural | College | 1,672,984,800 |
27 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 32674fce-897c-4799-8584-00de3c4b4491 | no_churn | 0.010734 | 0 | no_churn | -0.038534 | -0.003277 | -0.009151 | -0.038443 | 0.01772 | -0.105453 | -0.038352 | -0.053536 | Male | 46 | Yes | Yes | Employed | Suburban | College | 1,672,984,800 |
51 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | db173d93-581f-407b-9ac6-416e7add4800 | no_churn | 0.334502 | 0 | no_churn | 0.05785 | -0.000419 | 0.171692 | 0.117668 | 0.143942 | 0.114674 | -0.001814 | 0.015785 | Male | 50 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
54 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0d3816d3-6d72-4954-91c9-cb171009c456 | no_churn | 0.059381 | 0 | no_churn | -0.082345 | -0.004489 | -0.095484 | 0.008583 | 0.045589 | 0.023429 | -0.038053 | -0.056256 | Female | 66 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 7af70ebb-7034-45ec-83dc-94510a44106a | churn | 0.747217 | 1 | churn | -0.078532 | -0.004572 | -0.034881 | -0.084526 | -0.019656 | 0.081436 | -0.08475 | 0.023122 | Male | 21 | No | Yes | Disabled | Suburban | Bachelor | 1,672,984,800 |
51 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 09d97be3-99de-4cc7-a962-521e25d0d2f4 | no_churn | 0.334502 | 0 | no_churn | 0.05785 | -0.000419 | 0.171692 | 0.117668 | 0.143942 | 0.114674 | -0.001814 | 0.015785 | Male | 21 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
34 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3b4d10a4-c865-43d4-aa4f-8e1300ddb5ea | no_churn | 0.080115 | 0 | no_churn | -0.083054 | -0.006458 | -0.010101 | -0.070907 | -0.037299 | 0.042309 | -0.025318 | -0.018197 | Male | 54 | No | No | Unemployed | Suburban | Master | 1,672,984,800 |
54 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 92bf680f-cac4-4a76-959d-4840d6834157 | no_churn | 0.059381 | 0 | no_churn | -0.040452 | -0.004001 | -0.016466 | -0.00887 | 0.022753 | -0.14019 | -0.026522 | -0.055277 | Female | 26 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
38 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 98471a91-91f4-44d0-9543-407700ef6014 | no_churn | 0.497527 | 0 | no_churn | -0.125982 | -0.007483 | -0.007226 | 0.038351 | -0.023673 | 0.080793 | 0.033761 | 0.027434 | Male | 58 | Yes | Yes | Medical Leave | Rural | Bachelor | 1,672,984,800 |
28 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6398bada-3183-4ff4-84e4-2a7a40338107 | no_churn | 0.076532 | 0 | no_churn | -0.117354 | -0.01075 | -0.032236 | -0.061672 | 0.018307 | 0.036688 | -0.050786 | -0.04789 | Male | 35 | No | No | Employed | Urban | High School or Below | 1,672,984,800 |
16 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9198134b-d97e-4a9f-aa2a-d7bdd7f98010 | no_churn | 0.125893 | 0 | no_churn | 0.077264 | -0.004395 | -0.109635 | -0.01722 | -0.032204 | 0.093461 | -0.037504 | -0.02037 | Male | 71 | Yes | Yes | Disabled | Urban | Bachelor | 1,672,984,800 |
45 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 1323a4f4-cde5-4dcb-a07e-b5ed5544e15a | no_churn | 0.146291 | 0 | no_churn | -0.106624 | -0.002325 | 0.039295 | 0.03977 | 0.031859 | -0.129078 | -0.000062 | 0.045638 | Male | 28 | No | No | Medical Leave | Rural | Bachelor | 1,672,984,800 |
39 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d595d328-2b91-4cd2-945b-8488c5c09b36 | churn | 0.233658 | 1 | churn | 0.086158 | 0.144487 | 0.065638 | 0.002718 | -0.131171 | 0.108779 | -0.019014 | -0.018955 | Male | 39 | No | Yes | Unemployed | Rural | College | 1,672,984,800 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | <80hrs | Active | a5c78b2c-5f36-48c9-a4a6-a68f7c71bc55 | no_churn | 0.064515 | 0 | no_churn | -0.206011 | -0.002562 | -0.000812 | -0.039793 | 0.029502 | -0.118721 | 0.026817 | 0.046999 | Female | 55 | No | No | Employed | Suburban | College | 1,672,984,800 |
71 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | e6ce57a6-d42f-4718-90be-ce490d785cbf | no_churn | 0.119524 | 0 | no_churn | -0.023867 | -0.001683 | 0.078264 | 0.092355 | 0.086899 | -0.018963 | 0.07666 | 0.083998 | Female | 27 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
54 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <50hrs | Active | 8e4de032-cf33-4987-976d-d77531e824e9 | no_churn | 0.120941 | 0 | no_churn | -0.066934 | -0.002211 | 0.016747 | 0.062741 | -0.094706 | -0.198537 | 0.028914 | 0.04496 | Female | 39 | No | No | Disabled | Suburban | Master | 1,672,984,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5213ad14-bde1-4c09-8fc0-46a33adde1d2 | churn | 0.76822 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 68 | No | No | Medical Leave | Rural | Master | 1,672,984,800 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 622eb1a3-842d-4a84-8b96-4e213c96e55f | no_churn | 0.394557 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Female | 29 | No | Yes | Employed | Suburban | College | 1,672,984,800 |
28 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 14d576c3-a0d7-40b4-8089-060a304700a7 | no_churn | 0.076532 | 0 | no_churn | -0.059446 | -0.005163 | -0.022146 | -0.028162 | 0.011489 | -0.078258 | -0.04432 | -0.04302 | Female | 37 | No | No | Unemployed | Suburban | Bachelor | 1,672,984,800 |
64 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d94cb32c-882f-49b1-ad98-bf9f789b4f6f | no_churn | 0.006856 | 0 | no_churn | -0.070734 | -0.001704 | -0.004188 | 0.002473 | -0.035723 | 0.053039 | -0.026863 | -0.035326 | Female | 56 | Yes | No | Employed | Urban | College | 1,672,984,800 |
64 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 58da16fd-792d-4f9c-a7af-b94cc1f7534a | no_churn | 0.014521 | 0 | no_churn | -0.127125 | -0.004302 | -0.023824 | -0.04966 | -0.087334 | 0.035481 | 0.023976 | 0.000427 | Female | 77 | No | No | Unemployed | Suburban | College | 1,672,984,800 |
30 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 74cb9dae-10f9-4d31-bfda-d3fbed58f0d5 | no_churn | 0.179447 | 0 | no_churn | 0.118915 | -0.012575 | 0.019207 | 0.022747 | 0.086586 | 0.107133 | -0.012518 | 0.011478 | Female | 36 | No | No | Disabled | Suburban | College | 1,672,984,800 |
14 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c997dc62-9558-4545-8a36-a85c01eaf464 | no_churn | 0.034309 | 0 | no_churn | -0.018983 | -0.007168 | -0.015551 | 0.018069 | -0.014305 | 0.064894 | -0.022685 | -0.035939 | Female | 75 | Yes | No | Unemployed | Rural | Bachelor | 1,672,984,800 |
48 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 1eac6c6f-a4f4-405b-858c-a98e7a5365ae | churn | 0.153016 | 0 | no_churn | -0.150381 | 0.00613 | -0.024923 | -0.007436 | -0.060407 | 0.060466 | 0.003677 | 0.033847 | Female | 53 | Yes | Yes | Employed | Urban | Bachelor | 1,672,984,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ee358e05-9251-4379-b2c6-903351645619 | churn | 0.876743 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 53 | No | No | Employed | Suburban | College | 1,672,984,800 |
46 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4b43a980-37ec-493d-b2a5-492441aa1cac | no_churn | 0.020644 | 0 | no_churn | -0.132235 | -0.006817 | -0.025067 | -0.024111 | -0.033616 | 0.012943 | -0.037039 | -0.023085 | Female | 78 | Yes | No | Employed | Rural | Bachelor | 1,672,984,800 |
18 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e60c0e0a-84ba-4fe7-a24d-23752b1e1649 | no_churn | 0.070498 | 0 | no_churn | 0.037796 | -0.004469 | 0.032004 | 0.06329 | 0.066394 | 0.085047 | -0.026425 | -0.009303 | Male | 33 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
34 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | fff373e2-f2bb-4cc8-8717-3745fd0d92e8 | churn | 0.277272 | 0 | no_churn | -0.123049 | -0.004787 | -0.068794 | 0.002025 | 0.104844 | 0.047268 | 0.067961 | 0.072388 | Male | 22 | No | No | Employed | Urban | High School or Below | 1,672,984,800 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 81627daa-a668-4bc2-83b3-839791ab9cc0 | no_churn | 0.204893 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 72 | Yes | No | Employed | Urban | Bachelor | 1,672,984,800 |
48 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | fe2b165e-d183-4ad4-a630-ad95982f11d1 | churn | 0.153016 | 0 | no_churn | -0.150381 | 0.00613 | -0.024923 | -0.007436 | -0.060407 | 0.060466 | 0.003677 | 0.033847 | Female | 53 | Yes | Yes | Disabled | Suburban | College | 1,672,984,800 |
13 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7406fb82-4fcb-4c94-ad9a-1f16d97aa248 | no_churn | 0.063031 | 0 | no_churn | -0.052193 | -0.009928 | -0.022296 | -0.108021 | 0.016948 | 0.047076 | -0.065999 | -0.074613 | Male | 25 | No | No | Employed | Suburban | Bachelor | 1,672,984,800 |
34 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | f53d502a-1564-4a14-875b-5bc2ddb617c1 | churn | 0.361321 | 1 | churn | 0.005607 | -0.002231 | 0.068816 | 0.07459 | 0.110339 | 0.095745 | 0.07656 | 0.100168 | Female | 36 | Yes | Yes | Employed | Suburban | Master | 1,672,984,800 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | f88022e6-6085-483e-989a-54e191c2ca21 | churn | 0.911644 | 1 | churn | 0.315653 | -0.003485 | 0.023281 | 0.057351 | 0.060702 | 0.161476 | 0.049507 | 0.04649 | Male | 75 | No | No | Employed | Suburban | Bachelor | 1,672,984,800 |
48 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | cd285009-6f11-4350-9df2-efbaa15c3202 | no_churn | 0.153016 | 0 | no_churn | -0.150381 | 0.00613 | -0.024923 | -0.007436 | -0.060407 | 0.060466 | 0.003677 | 0.033847 | Male | 78 | Yes | No | Unemployed | Rural | Bachelor | 1,672,984,800 |
51 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 11516e8a-780c-4fef-af31-7bcf39cdddce | no_churn | 0.334502 | 0 | no_churn | 0.05785 | -0.000419 | 0.171692 | 0.117668 | 0.143942 | 0.114674 | -0.001814 | 0.015785 | Male | 65 | No | No | Employed | Suburban | College | 1,672,984,800 |
4 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fd2f6790-9f43-4342-a138-e17c54bd4ce4 | churn | 0.319845 | 1 | churn | 0.138993 | -0.002449 | -0.004046 | -0.019839 | 0.037303 | 0.101072 | -0.028551 | -0.058278 | Male | 43 | No | Yes | Employed | Suburban | Doctor | 1,672,984,800 |
53 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 70586274-8b1a-461a-8bd8-c265c0b44d3f | no_churn | 0.111201 | 0 | no_churn | -0.155883 | -0.003962 | -0.129602 | -0.08745 | 0.044128 | 0.033023 | 0.013514 | 0.037206 | Male | 58 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | 0hrs | Disabled | dae93f96-24a5-43f9-8fb6-c047abf8349f | no_churn | 0.012203 | 0 | no_churn | -0.13182 | -0.003114 | 0.00609 | 0.028328 | -0.004514 | -0.125093 | -0.017985 | -0.020918 | Male | 78 | No | No | Employed | Rural | Bachelor | 1,672,984,800 |
62 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 2cd28d60-8641-43e7-bd6f-bcfb424c5575 | no_churn | 0.014566 | 0 | no_churn | -0.118064 | -0.007174 | -0.011835 | -0.014349 | -0.10905 | 0.025352 | -0.021134 | -0.002773 | Male | 57 | Yes | Yes | Unemployed | Rural | High School or Below | 1,672,984,800 |
8 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e86d7d35-e93a-4818-bb64-18040e649482 | churn | 0.234124 | 1 | churn | -0.005851 | -0.006915 | -0.006939 | -0.034587 | -0.085369 | 0.048977 | -0.019102 | -0.016818 | Female | 49 | Yes | Yes | Employed | Suburban | College | 1,672,984,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | ea997249-7777-45ff-a87d-d14b27bc3fbd | churn | 0.366225 | 1 | churn | -0.153073 | -0.002532 | 0.002249 | 0.020196 | -0.064913 | -0.106528 | 0.006371 | 0.043132 | Female | 60 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ac7d0343-ac4d-4861-b3c1-cf6575ec822f | no_churn | 0.394968 | 0 | no_churn | -0.052815 | -0.008048 | 0.077571 | 0.104987 | 0.034365 | 0.113401 | -0.02053 | -0.015885 | Female | 29 | No | Yes | Employed | Suburban | College | 1,672,984,800 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | b0b2a3a2-834e-4fa2-9c78-1872069ef6cc | no_churn | 0.014941 | 0 | no_churn | -0.214204 | 0.000043 | -0.018506 | -0.017619 | 0.04571 | 0.093497 | 0.052367 | 0.097019 | Female | 57 | Yes | Yes | Employed | Rural | Bachelor | 1,672,984,800 |
38 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | a52678df-8948-4100-bbb7-d12c71c4f29d | no_churn | 0.497527 | 0 | no_churn | -0.125982 | -0.007483 | -0.007226 | 0.038351 | -0.023673 | 0.080793 | 0.033761 | 0.027434 | Female | 36 | Yes | No | Employed | Rural | College | 1,672,984,800 |
42 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 973f8e8d-a2ac-4993-8e3b-29da638b4bca | no_churn | 0.012875 | 0 | no_churn | -0.032868 | -0.007412 | -0.014726 | -0.079114 | -0.036623 | 0.046995 | -0.038282 | -0.016996 | Female | 70 | No | No | Unemployed | Suburban | High School or Below | 1,672,984,800 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5198f80f-9b2c-4a08-9393-980d10c0c0ff | no_churn | 0.486488 | 0 | no_churn | 0.083975 | -0.002869 | -0.012624 | 0.031522 | 0.05483 | 0.129538 | -0.011127 | -0.026977 | Female | 57 | Yes | No | Employed | Suburban | College | 1,672,984,800 |
14 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0399a788-a007-4ed3-ac97-bf931968a8ef | churn | 0.224199 | 1 | churn | 0.109867 | -0.008584 | 0.095685 | 0.031356 | -0.000964 | 0.102964 | -0.008297 | -0.008627 | Female | 71 | No | Yes | Employed | Rural | College | 1,672,984,800 |
8 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 71b9623c-e733-400f-9ccc-5328d130694a | churn | 0.849634 | 1 | churn | 0.13763 | -0.000534 | -0.005743 | -0.070428 | 0.076912 | 0.145233 | 0.135909 | 0.12028 | Male | 50 | Yes | No | Employed | Suburban | Master | 1,672,984,800 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cfa4c220-5b5b-4681-b7a1-b43f6117a3da | churn | 0.62123 | 1 | churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Male | 37 | No | No | Employed | Suburban | Doctor | 1,672,984,800 |
9 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d9c2d733-55d2-436b-9212-a225d4c728f0 | churn | 0.745222 | 1 | churn | 0.135761 | -0.005066 | 0.129625 | -0.017852 | 0.107499 | 0.125792 | 0.124654 | 0.125561 | Female | 74 | No | Yes | Employed | Rural | College | 1,672,984,800 |
12 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 7cee4c45-fd49-4425-8ff1-62a94cb1585f | no_churn | 0.554964 | 0 | no_churn | 0.043478 | -0.003167 | -0.058022 | 0.043328 | -0.007587 | 0.049395 | 0.029625 | 0.061424 | Male | 70 | No | No | Employed | Suburban | Bachelor | 1,672,984,800 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 7ed79cff-d1e1-4da1-b217-4e22acd5a263 | churn | 0.788041 | 1 | churn | 0.224491 | -0.002961 | 0.063578 | 0.061611 | 0.116247 | 0.149252 | 0.06073 | 0.058027 | Male | 24 | No | Yes | Employed | Urban | Bachelor | 1,672,984,800 |
57 | Yes | Yes | High Speed | Phone_Support | One year | <50hrs | Active | 399c7f96-d978-4ed3-b4a3-0e990ff456ee | no_churn | 0.187366 | 0 | no_churn | 0.080594 | -0.000835 | 0.090801 | 0.072974 | 0.113704 | -0.116101 | 0.161737 | 0.085624 | Female | 55 | No | Yes | Unemployed | Urban | High School or Below | 1,672,984,800 |
70 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 45dea6b9-472d-477a-89fe-e830b151c382 | no_churn | 0.022848 | 0 | no_churn | -0.07432 | -0.003366 | 0.009526 | -0.026539 | -0.036325 | -0.147122 | -0.00566 | 0.014779 | Female | 43 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
4 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 61283a39-1bc7-4c62-b03b-ab5cc5c01db9 | churn | 0.805856 | 1 | churn | 0.210932 | 0.002264 | 0.014802 | -0.034641 | 0.125232 | 0.154385 | 0.092259 | 0.11574 | Female | 68 | Yes | Yes | Unemployed | Suburban | College | 1,672,984,800 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a259a039-6437-40cf-8b25-56dcf6696785 | churn | 0.302433 | 1 | churn | -0.040062 | -0.007996 | -0.015717 | -0.089856 | -0.034019 | 0.05376 | -0.041631 | -0.0266 | Female | 72 | No | No | Disabled | Suburban | High School or Below | 1,672,984,800 |
10 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 787fe137-f1d8-4c0c-be61-a9ac6fabc857 | no_churn | 0.042406 | 0 | no_churn | -0.020267 | -0.006414 | -0.022161 | -0.043891 | -0.00004 | -0.098593 | -0.038753 | -0.038908 | Male | 21 | No | No | Unemployed | Rural | Bachelor | 1,672,984,800 |
9 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | c75d1329-c067-4051-b4f2-1527e01b3a92 | churn | 0.745222 | 1 | churn | 0.135761 | -0.005066 | 0.129625 | -0.017852 | 0.107499 | 0.125792 | 0.124654 | 0.125561 | Female | 73 | No | No | Disabled | Suburban | Bachelor | 1,672,984,800 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 283f3142-5f2d-420d-859b-6e61aa10ffe8 | no_churn | 0.288332 | 0 | no_churn | -0.173712 | -0.002509 | -0.053636 | 0.007712 | 0.049051 | 0.063911 | -0.027532 | -0.053978 | Female | 59 | No | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
70 | Yes | No | Medium Speed | Phone_Support | One year | <80hrs | Active | 15af6dcc-926f-4370-b1aa-23e26b9ca814 | no_churn | 0.087986 | 0 | no_churn | -0.057811 | 0.000073 | 0.025889 | 0.060646 | 0.06131 | -0.025638 | 0.060732 | 0.075773 | Male | 25 | Yes | Yes | Unemployed | Urban | College | 1,672,984,800 |
59 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5a5d55ea-d566-4f01-be47-59a8562573a9 | no_churn | 0.052098 | 0 | no_churn | -0.10104 | -0.007035 | -0.029765 | -0.037768 | -0.033507 | 0.033154 | -0.030229 | -0.012837 | Male | 27 | No | No | Unemployed | Suburban | High School or Below | 1,672,984,800 |
5 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d8365936-3ed1-4a36-9110-718eb9f61cfd | no_churn | 0.315636 | 0 | no_churn | 0.162232 | 0.121039 | 0.036528 | 0.012706 | -0.029495 | 0.115664 | -0.022835 | 0.00184 | Female | 70 | Yes | No | Employed | Urban | Bachelor | 1,672,984,800 |
57 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 75f25d64-5a17-45f8-847d-7822c38f5932 | no_churn | 0.083262 | 0 | no_churn | -0.21619 | -0.003386 | -0.05386 | -0.075646 | 0.0416 | 0.022156 | 0.014179 | 0.032122 | Male | 40 | Yes | No | Employed | Rural | Master | 1,672,984,800 |
57 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 40b55934-9dbf-44c8-81f4-0d0a1b68c9ab | no_churn | 0.020717 | 0 | no_churn | 0.002105 | -0.004339 | 0.023174 | 0.021879 | 0.129817 | 0.066655 | 0.110292 | 0.09139 | Female | 35 | Yes | Yes | Employed | Urban | High School or Below | 1,672,984,800 |
22 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 68073bde-bade-4146-ad9c-782bdaef42e0 | no_churn | 0.31951 | 0 | no_churn | -0.07628 | -0.006154 | -0.069765 | -0.045519 | -0.017699 | 0.03931 | -0.046578 | -0.04634 | Female | 27 | No | No | Employed | Rural | High School or Below | 1,672,984,800 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1043e9e7-36a6-4952-a2e9-29dd7ee840fd | churn | 0.340879 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Male | 48 | No | No | Unemployed | Suburban | Bachelor | 1,672,984,800 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f388a809-8da6-4500-969d-bad4d5257553 | no_churn | 0.486488 | 0 | no_churn | 0.083975 | -0.002869 | -0.012624 | 0.031522 | 0.05483 | 0.129538 | -0.011127 | -0.026977 | Male | 40 | Yes | No | Employed | Suburban | Bachelor | 1,672,984,800 |
14 | Yes | No | Low Speed | In_Store_Support | One year | 100hrs+ | Active | 3d0920f7-600e-49c4-a697-115f811b51cd | churn | 0.113175 | 0 | no_churn | 0.028434 | -0.004589 | -0.014848 | -0.023713 | -0.054338 | -0.050917 | 0.052572 | 0.078372 | Female | 53 | Yes | No | Employed | Suburban | High School or Below | 1,672,984,800 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 691f13ae-2fc3-496d-a8f9-c7d7c8fa4411 | no_churn | 0.30229 | 0 | no_churn | -0.113682 | -0.00054 | 0.023064 | 0.04206 | 0.067623 | 0.083256 | 0.071616 | 0.066255 | Female | 44 | No | No | Unemployed | Suburban | Master | 1,672,984,800 |
3 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | d367a0a0-969c-4617-b4df-a016de7a623f | no_churn | 0.719249 | 0 | no_churn | 0.038246 | -0.006578 | -0.00435 | -0.037091 | -0.006927 | 0.088499 | 0.110351 | 0.054419 | Male | 38 | No | No | Unemployed | Suburban | College | 1,672,984,800 |
62 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7da3d291-3eb5-49a0-918d-8ec854d08fae | no_churn | 0.026232 | 0 | no_churn | -0.106853 | -0.004126 | -0.03533 | -0.008115 | 0.005299 | 0.04977 | -0.036429 | -0.053241 | Male | 47 | No | Yes | Employed | Suburban | Master | 1,672,984,800 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 4a443a6e-ac8a-4039-b6d8-8dea70d48dae | churn | 0.731581 | 1 | churn | 0.235255 | -0.002377 | -0.049393 | 0.129347 | 0.039354 | 0.126348 | 0.02927 | 0.055992 | Male | 50 | No | No | Unemployed | Urban | College | 1,672,984,800 |
65 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 9a6d6a81-efc3-4cdc-bba5-a7eaabba3eb8 | no_churn | 0.014108 | 0 | no_churn | -0.128552 | -0.046062 | -0.047925 | -0.034451 | 0.051356 | 0.05721 | 0.053889 | 0.059507 | Male | 65 | No | Yes | Retired | Suburban | Master | 1,672,984,800 |
5 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 802933a0-49e9-4870-af5d-6cbb806da006 | no_churn | 0.703657 | 0 | no_churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Male | 28 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 080b99d9-5db3-4cc4-931b-d7780715a8eb | churn | 0.907695 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 29 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
13 | Yes | No | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | fcdd1f4c-0c03-4c48-a8a0-35a73eb6f476 | no_churn | 0.591501 | 1 | churn | 0.096951 | -0.005775 | -0.048038 | 0.027912 | 0.135885 | 0.126607 | 0.148007 | 0.13387 | Female | 65 | No | No | Employed | Suburban | High School or Below | 1,672,984,800 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d0a40021-63fd-40a0-b759-6ec783d16e52 | no_churn | 0.823155 | 0 | no_churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Male | 60 | No | No | Employed | Suburban | Bachelor | 1,672,984,800 |
70 | Yes | No | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 7245bfce-5878-4d84-aa56-fe15a558da75 | no_churn | 0.087986 | 0 | no_churn | -0.156745 | -0.000839 | -0.019907 | -0.042945 | 0.030546 | 0.035686 | -0.019646 | 0.053158 | Male | 44 | No | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ce087575-9cf0-484e-accd-4d1dbdee559e | churn | 0.879064 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 22 | No | Yes | Employed | Suburban | College | 1,672,984,800 |
4 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | 1793b11f-9382-4951-bf9d-02a310cc6ae6 | no_churn | 0.622968 | 0 | no_churn | 0.1154 | 0.013343 | -0.004647 | -0.131709 | -0.055126 | 0.09459 | 0.048284 | -0.009161 | Female | 73 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
3 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 9233e0d2-6b98-4db9-832c-4016e0c28074 | no_churn | 0.048372 | 0 | no_churn | 0.039204 | -0.005722 | -0.023647 | -0.065945 | -0.016343 | -0.127023 | -0.032069 | -0.037482 | Male | 29 | No | Yes | Employed | Urban | College | 1,672,984,800 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 4e46998e-7c09-4ccf-b2fd-7a0d0979c183 | churn | 0.814404 | 1 | churn | 0.313215 | -0.004057 | -0.019772 | -0.035291 | 0.127626 | 0.150555 | 0.089226 | 0.099473 | Male | 42 | Yes | No | Unemployed | Suburban | Bachelor | 1,672,984,800 |
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