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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
14 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9c3edced-f3b0-4cc8-b01f-66687bb8bcf2 | churn | 0.224199 | 1 | churn | 0.109867 | -0.008584 | 0.095685 | 0.031356 | -0.000964 | 0.102964 | -0.008297 | -0.008627 | Male | 38 | No | Yes | Unemployed | Urban | College | 1,672,984,800 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e98c4671-2636-40ed-b3c6-3a2ed80a291f | churn | 0.302433 | 1 | churn | -0.040062 | -0.007996 | -0.015717 | -0.089856 | -0.034019 | 0.05376 | -0.041631 | -0.0266 | Female | 72 | No | Yes | Unemployed | Suburban | College | 1,672,984,800 |
1 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 9a025085-db69-42ac-9554-d3481cbc9ecf | churn | 0.604361 | 1 | churn | 0.281117 | -0.006496 | -0.033893 | 0.085196 | -0.051211 | 0.111766 | -0.027273 | -0.016511 | Male | 21 | No | Yes | Employed | Rural | College | 1,672,984,800 |
54 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 49649d13-41d6-4f1b-8f93-24252a81e298 | no_churn | 0.023075 | 0 | no_churn | -0.119754 | -0.007368 | 0.00849 | -0.060204 | -0.036128 | 0.025694 | -0.018284 | -0.038139 | Female | 30 | No | No | Unemployed | Suburban | High School or Below | 1,672,984,800 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | <50hrs | Active | a3c1eb7e-ad6e-414a-9f29-96a243285204 | no_churn | 0.014941 | 0 | no_churn | -0.163208 | -0.002079 | -0.002058 | -0.008658 | 0.018613 | -0.185417 | 0.027163 | 0.046617 | Female | 67 | Yes | No | Employed | Suburban | High School or Below | 1,672,984,800 |
71 | No | No phone service | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 6aec4f55-45c6-47dd-8205-5bf07be757f7 | no_churn | 0.009996 | 0 | no_churn | -0.078085 | 0.004821 | -0.004233 | -0.01871 | -0.028617 | -0.120786 | -0.01104 | -0.012376 | Female | 76 | Yes | No | Employed | Rural | High School or Below | 1,672,984,800 |
69 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 5cf4bbef-1fd4-4579-b7e2-1f23e588c339 | churn | 0.293868 | 1 | churn | -0.05019 | -0.001877 | 0.105864 | 0.018935 | 0.065569 | 0.124952 | 0.074876 | 0.075157 | Male | 40 | No | Yes | Unemployed | Suburban | College | 1,672,984,800 |
42 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 6c4028ab-ebc6-4371-af2d-94cad13eb566 | no_churn | 0.012875 | 0 | no_churn | -0.019105 | -0.003988 | -0.010977 | -0.052667 | -0.029991 | -0.121599 | -0.014952 | -0.015748 | Male | 73 | Yes | No | Employed | Suburban | College | 1,672,984,800 |
63 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 68d9e958-7541-40ea-a9c6-affef6370162 | no_churn | 0.073408 | 0 | no_churn | -0.058278 | -0.00168 | 0.016061 | 0.087365 | 0.123844 | 0.087836 | 0.077916 | 0.08791 | Male | 79 | No | No | Employed | Suburban | College | 1,672,984,800 |
36 | Yes | Yes | Low Speed | Phone_Support | One year | 0hrs | Disabled | 8793139c-5db9-443f-96a4-f2499c1be668 | no_churn | 0.037467 | 0 | no_churn | -0.048464 | -0.006486 | -0.001568 | -0.043781 | 0.008513 | -0.103645 | -0.025452 | -0.039811 | Male | 53 | No | Yes | Unemployed | Urban | Master | 1,672,984,800 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | e47a6498-cdbe-4f2d-a427-969a091e42ce | churn | 0.788041 | 1 | churn | 0.224491 | -0.002961 | 0.063578 | 0.061611 | 0.116247 | 0.149252 | 0.06073 | 0.058027 | Female | 38 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
53 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3a179b82-7f39-4fd2-8762-4c29cc91eaaa | churn | 0.241674 | 1 | churn | -0.188203 | -0.00297 | -0.034534 | -0.163212 | 0.038111 | 0.039806 | 0.045453 | 0.056525 | Male | 36 | No | No | Employed | Suburban | Bachelor | 1,672,984,800 |
69 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bf86fdcb-f5a7-4a49-aa96-6ab2acada41f | no_churn | 0.012665 | 0 | no_churn | -0.039662 | -0.003287 | -0.088796 | -0.0131 | -0.016394 | 0.050822 | -0.012797 | -0.035812 | Male | 61 | Yes | No | Employed | Urban | College | 1,672,984,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 99d213b7-dfe8-4688-96ed-90979c14ba9d | no_churn | 0.035062 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Male | 65 | No | No | Employed | Suburban | College | 1,672,984,800 |
43 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 5a341f5e-34da-4964-9249-54529e010e14 | no_churn | 0.097018 | 0 | no_churn | -0.126223 | 0.011643 | -0.01499 | -0.019332 | 0.039799 | 0.082348 | 0.02617 | 0.05656 | Female | 67 | No | No | Disabled | Suburban | College | 1,672,984,800 |
62 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ca9ee0ad-b514-4cfe-bab5-0ef721c77d58 | no_churn | 0.009425 | 0 | no_churn | -0.048531 | -0.0033 | -0.097988 | 0.007038 | 0.004361 | 0.050768 | -0.015379 | -0.025995 | Male | 26 | No | Yes | Unemployed | Urban | Bachelor | 1,672,984,800 |
16 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1688d120-7dd0-4b0f-8389-8067f18e27c6 | no_churn | 0.125893 | 0 | no_churn | 0.077264 | -0.004395 | -0.109635 | -0.01722 | -0.032204 | 0.093461 | -0.037504 | -0.02037 | Male | 38 | No | No | Employed | Suburban | High School or Below | 1,672,984,800 |
5 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 64eacd7d-ab13-429e-9518-aed6cbd1c56c | churn | 0.779029 | 1 | churn | 0.227355 | -0.003593 | -0.014877 | 0.042396 | 0.103671 | 0.140663 | 0.104865 | 0.09716 | Female | 54 | Yes | No | Disabled | Suburban | College | 1,672,984,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 50fd28dc-accb-4f48-8d61-d519df411da9 | churn | 0.879064 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 51 | No | Yes | Employed | Urban | College | 1,672,984,800 |
70 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 92da1eaf-240c-4a9c-a9e2-2d9519831a6c | no_churn | 0.079352 | 0 | no_churn | -0.198117 | -0.0067 | 0.012065 | 0.042414 | -0.065217 | 0.005189 | 0.011969 | 0.03937 | Female | 73 | No | Yes | Unemployed | Suburban | College | 1,672,984,800 |
43 | No | No phone service | High Speed | Phone_Support | One year | <80hrs | Active | ead9bbcc-03bc-4fc7-9f5c-5981fc4987b6 | no_churn | 0.097018 | 0 | no_churn | -0.090331 | 0.004548 | -0.002128 | -0.041187 | 0.026999 | -0.130728 | -0.00317 | 0.026971 | Male | 76 | No | No | Unemployed | Rural | High School or Below | 1,672,984,800 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2a46337f-af55-47c0-81a1-b32994cef88e | churn | 0.458152 | 1 | churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 67 | No | No | Retired | Suburban | High School or Below | 1,672,984,800 |
34 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 5ddf235f-8291-4a79-bcd6-24df0e712baf | churn | 0.361321 | 1 | churn | 0.005607 | -0.002231 | 0.068816 | 0.07459 | 0.110339 | 0.095745 | 0.07656 | 0.100168 | Male | 38 | No | No | Employed | Rural | College | 1,672,984,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 1eedd77c-bc66-4da4-903f-b58ffab9c846 | no_churn | 0.035062 | 0 | no_churn | -0.264017 | -0.002319 | -0.018332 | -0.064339 | 0.01517 | 0.062642 | -0.036577 | 0.058746 | Female | 23 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
50 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | 5a4f994d-201d-4091-8575-e572b6e87302 | no_churn | 0.013619 | 0 | no_churn | -0.05694 | -0.001763 | 0.006356 | -0.034745 | 0.051974 | -0.24311 | 0.037167 | 0.042035 | Female | 24 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
13 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5961427d-3b6b-42bb-8a1e-58a441d8ac1e | no_churn | 0.036834 | 0 | no_churn | -0.035704 | -0.006019 | 0.051472 | -0.107233 | 0.017398 | 0.082767 | -0.064843 | -0.066197 | Female | 75 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
21 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 157b29e7-fa10-4474-8965-f95644570c1b | churn | 0.606342 | 1 | churn | 0.106092 | -0.003801 | -0.022061 | 0.019223 | 0.093857 | 0.105877 | 0.191928 | 0.123145 | Male | 27 | No | No | Unemployed | Suburban | High School or Below | 1,672,984,800 |
24 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3daeff7a-df80-4b92-af31-ba340f3afb7c | no_churn | 0.072529 | 0 | no_churn | -0.126033 | -0.016019 | -0.027781 | -0.012202 | -0.072232 | 0.038195 | -0.025766 | -0.027189 | Male | 33 | Yes | No | Unemployed | Suburban | College | 1,672,984,800 |
21 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | fb424d20-4a7f-42c1-96a6-db5d16de6d68 | churn | 0.606342 | 1 | churn | 0.106092 | -0.003801 | -0.022061 | 0.019223 | 0.093857 | 0.105877 | 0.191928 | 0.123145 | Male | 43 | No | No | Retired | Suburban | College | 1,672,984,800 |
23 | Yes | No | High Speed | Phone_Support | One year | <80hrs | Active | 09f79e1c-1826-4450-acdb-d1e708d94c39 | no_churn | 0.067051 | 0 | no_churn | -0.080215 | -0.006051 | -0.038257 | -0.00913 | 0.040705 | -0.056141 | 0.003089 | 0.049473 | Male | 69 | No | Yes | Unemployed | Urban | High School or Below | 1,672,984,800 |
1 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | a78948bb-e3bd-4002-a588-52272566db84 | churn | 0.604361 | 1 | churn | 0.281117 | -0.006496 | -0.033893 | 0.085196 | -0.051211 | 0.111766 | -0.027273 | -0.016511 | Female | 29 | No | Yes | Unemployed | Rural | High School or Below | 1,672,984,800 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e7e9dc4d-35d8-4989-bf75-79548aa4d0cd | no_churn | 0.700218 | 0 | no_churn | 0.008312 | -0.006355 | 0.012914 | 0.120567 | -0.011532 | 0.11827 | -0.019765 | -0.045725 | Male | 45 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 20522447-a920-483e-8281-1eb6c123cb18 | churn | 0.569103 | 1 | churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Female | 24 | No | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
41 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a8727d9d-7ec8-45ee-9f90-a320578a5f8a | no_churn | 0.051819 | 0 | no_churn | -0.074975 | -0.00942 | -0.007647 | -0.036106 | -0.084003 | 0.034996 | -0.049268 | -0.035936 | Male | 27 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
72 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | <80hrs | Active | e192dabf-0260-4fb7-941d-541fafb52e8f | no_churn | 0.064515 | 0 | no_churn | -0.206011 | -0.002562 | -0.000812 | -0.039793 | 0.029502 | -0.118721 | 0.026817 | 0.046999 | Female | 54 | Yes | No | Employed | Suburban | High School or Below | 1,672,984,800 |
10 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0e1c32d3-ca94-4f30-aa9c-ac41fcb0da31 | no_churn | 0.322059 | 0 | no_churn | 0.091899 | -0.004987 | -0.023741 | 0.164174 | 0.045899 | 0.119718 | -0.038699 | -0.005558 | Male | 29 | No | No | Employed | Suburban | College | 1,672,984,800 |
4 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6f4b8975-f1a1-4bd4-b188-a79ed572eaaf | churn | 0.805856 | 1 | churn | 0.210932 | 0.002264 | 0.014802 | -0.034641 | 0.125232 | 0.154385 | 0.092259 | 0.11574 | Female | 36 | No | No | Disabled | Rural | Doctor | 1,672,984,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 8462ff00-8fbf-42cd-8c95-45c0e802681f | no_churn | 0.012203 | 0 | no_churn | -0.255932 | -0.004099 | 0.018048 | 0.016604 | 0.00016 | 0.055238 | -0.009812 | -0.057958 | Female | 33 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
16 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | d0c9cefd-63f2-4604-97ea-aaab33ff4d63 | no_churn | 0.129867 | 0 | no_churn | 0.025472 | -0.002201 | 0.036609 | 0.006741 | 0.02662 | 0.121255 | -0.038868 | -0.041914 | Female | 33 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,984,800 |
71 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 100hrs+ | Active | 5a3ebe06-0c0c-43df-b0a5-8e394205ceda | no_churn | 0.124647 | 0 | no_churn | -0.076465 | -0.003067 | 0.007028 | -0.038347 | -0.046789 | -0.157474 | 0.020234 | 0.025853 | Female | 58 | No | Yes | Employed | Suburban | College | 1,672,984,800 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7c7e6d9d-03d3-4eb8-a880-7f2761f82d58 | no_churn | 0.086508 | 0 | no_churn | 0.038862 | -0.001702 | 0.142708 | 0.131208 | 0.099998 | 0.132958 | 0.022846 | 0.026532 | Male | 20 | No | No | Employed | Urban | Master | 1,672,984,800 |
66 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 67c5f31d-9a14-420d-8125-59606f43878a | no_churn | 0.02424 | 0 | no_churn | -0.031021 | -0.000791 | -0.027601 | 0.060923 | 0.127088 | 0.098044 | 0.074094 | 0.095071 | Female | 36 | Yes | Yes | Retired | Suburban | High School or Below | 1,672,984,800 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | de2631e9-9e61-4851-abc0-ce6ec1293aa1 | churn | 0.314494 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 59 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
52 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 665672fc-cd88-42e5-8c53-53960b8e8d5d | no_churn | 0.018056 | 0 | no_churn | -0.109283 | 0.095988 | 0.048308 | 0.056063 | 0.021898 | 0.081323 | -0.008326 | 0.005003 | Female | 49 | Yes | No | Unemployed | Rural | Bachelor | 1,672,984,800 |
42 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8f6aaeab-d4cf-44ef-b456-69346ac34b73 | no_churn | 0.012875 | 0 | no_churn | -0.032868 | -0.007412 | -0.014726 | -0.079114 | -0.036623 | 0.046995 | -0.038282 | -0.016996 | Male | 29 | No | Yes | Medical Leave | Urban | Bachelor | 1,672,984,800 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | b96ffe75-45da-47fc-9fe4-67d8a8cd2bfd | churn | 0.731581 | 1 | churn | 0.235255 | -0.002377 | -0.049393 | 0.129347 | 0.039354 | 0.126348 | 0.02927 | 0.055992 | Male | 71 | No | No | Employed | Suburban | College | 1,672,984,800 |
5 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2a9504bd-8403-4232-ae28-ece5cae98a28 | no_churn | 0.315636 | 0 | no_churn | 0.162232 | 0.121039 | 0.036528 | 0.012706 | -0.029495 | 0.115664 | -0.022835 | 0.00184 | Male | 41 | No | Yes | Employed | Urban | College | 1,672,984,800 |
41 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5f54f89d-6692-4a8b-a979-b5fa81aa1053 | no_churn | 0.051819 | 0 | no_churn | -0.074975 | -0.00942 | -0.007647 | -0.036106 | -0.084003 | 0.034996 | -0.049268 | -0.035936 | Female | 44 | No | No | Employed | Suburban | High School or Below | 1,672,984,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8db93377-d039-4325-97e2-50f53ecee61a | churn | 0.876628 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 65 | Yes | Yes | Employed | Suburban | College | 1,672,984,800 |
25 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | ffba3bc1-68b1-4ff9-bd7a-49c568ec1430 | churn | 0.658157 | 1 | churn | -0.05877 | -0.006575 | -0.15103 | 0.011571 | 0.060555 | 0.060021 | -0.042582 | -0.002216 | Male | 49 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
12 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 45f15105-1fb6-4a7b-aada-ca435d8623ae | churn | 0.24937 | 1 | churn | -0.018661 | -0.007474 | -0.11331 | -0.06385 | -0.014262 | 0.054742 | -0.04073 | -0.057148 | Male | 20 | No | No | Employed | Suburban | College | 1,672,984,800 |
22 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 375214b5-b6f4-468f-b2df-9ac265b533c1 | no_churn | 0.31951 | 0 | no_churn | -0.07628 | -0.006154 | -0.069765 | -0.045519 | -0.017699 | 0.03931 | -0.046578 | -0.04634 | Female | 35 | No | No | Medical Leave | Suburban | College | 1,672,984,800 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | c199b3c4-abe6-47a2-845d-56e34c26ba3e | churn | 0.814404 | 1 | churn | 0.313215 | -0.004057 | -0.019772 | -0.035291 | 0.127626 | 0.150555 | 0.089226 | 0.099473 | Female | 35 | No | Yes | Retired | Suburban | Bachelor | 1,672,984,800 |
70 | Yes | No | Medium Speed | Phone_Support | One year | <80hrs | Active | 4346ee76-0a0c-4617-8ad6-5b7beeab596b | no_churn | 0.087986 | 0 | no_churn | -0.057811 | 0.000073 | 0.025889 | 0.060646 | 0.06131 | -0.025638 | 0.060732 | 0.075773 | Female | 43 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
39 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9b9f8147-9e87-4f39-8a58-b9bcd948bc58 | no_churn | 0.043392 | 0 | no_churn | 0.02299 | 0.103538 | 0.047109 | -0.174094 | 0.033023 | 0.078632 | -0.011347 | -0.015545 | Female | 39 | Yes | Yes | Employed | Urban | Bachelor | 1,672,984,800 |
18 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 97438831-add8-4c34-bc57-c0178b8f5ce2 | no_churn | 0.070498 | 0 | no_churn | 0.037796 | -0.004469 | 0.032004 | 0.06329 | 0.066394 | 0.085047 | -0.026425 | -0.009303 | Male | 53 | No | No | Unemployed | Suburban | Doctor | 1,672,984,800 |
34 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8c48115c-e086-440a-b0c9-0e961add1eef | no_churn | 0.06334 | 0 | no_churn | -0.071343 | -0.008494 | 0.009519 | -0.040579 | -0.07109 | 0.025032 | -0.042415 | -0.020426 | Female | 64 | No | Yes | Medical Leave | Suburban | College | 1,672,984,800 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b5eda758-7dc0-4243-b294-c24d6c63fe1e | no_churn | 0.700218 | 0 | no_churn | 0.008312 | -0.006355 | 0.012914 | 0.120567 | -0.011532 | 0.11827 | -0.019765 | -0.045725 | Female | 66 | Yes | Yes | Unemployed | Rural | High School or Below | 1,672,984,800 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 1d6c0717-5e16-4cf9-91d7-6adc0e19da1b | churn | 0.747217 | 1 | churn | -0.078532 | -0.004572 | -0.034881 | -0.084526 | -0.019656 | 0.081436 | -0.08475 | 0.023122 | Male | 74 | No | No | Employed | Suburban | Master | 1,672,984,800 |
11 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | ea3f30f9-5817-41c8-8723-a1ceb00bce2b | churn | 0.33507 | 1 | churn | 0.04567 | -0.003199 | -0.024235 | -0.078784 | 0.103231 | 0.083613 | -0.024734 | 0.022448 | Female | 28 | Yes | No | Employed | Urban | Bachelor | 1,672,984,800 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9512bea3-8b10-49af-8abc-4e94926b5f25 | churn | 0.771144 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 65 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
61 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d7be2bbf-6fba-4d2c-80ae-2f09a499dfff | no_churn | 0.01674 | 0 | no_churn | -0.016819 | -0.000808 | 0.021147 | -0.001774 | 0.03973 | 0.06967 | -0.00868 | -0.001492 | Male | 30 | Yes | No | Unemployed | Suburban | College | 1,672,984,800 |
65 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | cd3f2491-67e8-45e8-8e50-2be26310bb26 | no_churn | 0.246321 | 0 | no_churn | -0.091964 | -0.000984 | 0.019298 | 0.014509 | 0.044917 | 0.070287 | 0.043013 | 0.085232 | Female | 45 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,984,800 |
65 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 0070367b-de6f-43d7-a910-bfc66e158183 | no_churn | 0.014108 | 0 | no_churn | -0.128552 | -0.046062 | -0.047925 | -0.034451 | 0.051356 | 0.05721 | 0.053889 | 0.059507 | Male | 55 | No | No | Employed | Suburban | College | 1,672,984,800 |
10 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d0dc4ec8-1b69-4579-8904-dba193940d09 | no_churn | 0.322059 | 0 | no_churn | 0.091899 | -0.004987 | -0.023741 | 0.164174 | 0.045899 | 0.119718 | -0.038699 | -0.005558 | Male | 52 | No | Yes | Employed | Suburban | College | 1,672,984,800 |
16 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4f3b2a76-138d-447d-b0b3-dbe467c70cba | no_churn | 0.125893 | 0 | no_churn | 0.077264 | -0.004395 | -0.109635 | -0.01722 | -0.032204 | 0.093461 | -0.037504 | -0.02037 | Female | 63 | No | No | Employed | Suburban | College | 1,672,984,800 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f607afcd-a4da-408b-b23a-a5a03783ff1b | churn | 0.340879 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Female | 37 | Yes | Yes | Employed | Suburban | College | 1,672,984,800 |
1 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 71004429-b952-4a52-9212-38d2de4fc753 | churn | 0.604361 | 1 | churn | 0.281117 | -0.006496 | -0.033893 | 0.085196 | -0.051211 | 0.111766 | -0.027273 | -0.016511 | Female | 54 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
34 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 24e136d2-16ae-4659-a933-9670e9296bb5 | no_churn | 0.06334 | 0 | no_churn | -0.071343 | -0.008494 | 0.009519 | -0.040579 | -0.07109 | 0.025032 | -0.042415 | -0.020426 | Male | 28 | Yes | Yes | Employed | Urban | High School or Below | 1,672,984,800 |
4 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 550ee44a-d160-4438-9596-fd1c0fb70815 | churn | 0.319845 | 1 | churn | 0.138993 | -0.002449 | -0.004046 | -0.019839 | 0.037303 | 0.101072 | -0.028551 | -0.058278 | Female | 54 | Yes | No | Employed | Rural | College | 1,672,984,800 |
39 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | b760e649-88bc-4c9d-ba0d-d82adaa4f160 | no_churn | 0.265664 | 0 | no_churn | 0.067632 | 0.111981 | 0.062225 | 0.03624 | 0.068207 | 0.164521 | 0.091814 | 0.038355 | Female | 54 | No | No | Employed | Rural | Bachelor | 1,672,984,800 |
47 | Yes | No | High Speed | In_Store_Support | Two year | <80hrs | Active | 5a7b63e6-2964-467c-b72f-13be79b49c36 | no_churn | 0.052301 | 0 | no_churn | -0.031362 | -0.002917 | -0.012413 | -0.014558 | -0.065407 | -0.177918 | 0.021802 | 0.023747 | Female | 32 | No | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
59 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8ec588ef-7918-44d1-a077-a01d19ce1263 | no_churn | 0.00976 | 0 | no_churn | -0.066506 | -0.001062 | 0.066666 | 0.056949 | 0.079985 | 0.084578 | -0.028397 | -0.007238 | Female | 64 | Yes | No | Employed | Suburban | High School or Below | 1,672,984,800 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 63f7b598-3fa7-4bd4-9283-a6f7b0fde727 | no_churn | 0.548723 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Female | 79 | No | No | Unemployed | Urban | Bachelor | 1,672,984,800 |
68 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 81ad0fee-b1ae-42cd-a14e-81454d77b8ae | no_churn | 0.019888 | 0 | no_churn | -0.091 | -0.003805 | -0.040862 | -0.008899 | 0.011403 | 0.054608 | -0.034726 | -0.055746 | Male | 62 | No | Yes | Employed | Suburban | Master | 1,672,984,800 |
62 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 9783dc22-9457-4ac6-8614-9ead50523341 | no_churn | 0.009425 | 0 | no_churn | -0.046746 | -0.003336 | -0.0183 | -0.026092 | -0.013577 | -0.134223 | -0.012717 | -0.014034 | Male | 52 | No | Yes | Medical Leave | Rural | College | 1,672,984,800 |
38 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 06e8575a-7802-49f6-9f77-3202649f4ceb | no_churn | 0.008599 | 0 | no_churn | -0.029402 | -0.005632 | 0.007245 | -0.023405 | 0.015471 | -0.168667 | -0.020951 | -0.029139 | Female | 33 | Yes | No | Employed | Suburban | College | 1,672,984,800 |
37 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 067623b2-ff4a-41d6-8faf-04adb1e4638b | churn | 0.096842 | 0 | no_churn | -0.063141 | -0.003413 | 0.107475 | 0.137547 | 0.090744 | 0.12678 | 0.124927 | 0.127555 | Male | 20 | Yes | No | Unemployed | Urban | Bachelor | 1,672,984,800 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | fd220f2c-05df-44c6-98b8-11f8685d3ac9 | no_churn | 0.00555 | 0 | no_churn | -0.131928 | -0.002706 | -0.003185 | -0.009854 | 0.030912 | -0.232194 | 0.03476 | 0.045168 | Male | 68 | No | Yes | Employed | Suburban | High School or Below | 1,672,984,800 |
66 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 59e7e124-ff04-46d0-9e41-3681be8b59bb | no_churn | 0.086508 | 0 | no_churn | -0.05307 | -0.00297 | 0.033864 | 0.026061 | 0.002218 | -0.234365 | -0.014964 | -0.019134 | Female | 52 | No | Yes | Retired | Suburban | Bachelor | 1,672,984,800 |
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 5d32c385-0779-4fb8-bec4-929c87fb72da | no_churn | 0.340423 | 0 | no_churn | 0.108098 | -0.003588 | 0.076048 | 0.111978 | 0.056884 | 0.158047 | 0.15554 | 0.060467 | Female | 72 | Yes | No | Employed | Suburban | High School or Below | 1,672,984,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 69864178-936f-4507-9012-c73b3196aebc | churn | 0.876743 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 80 | No | No | Employed | Suburban | College | 1,672,984,800 |
38 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 1bff126f-0041-4f1c-bb1e-f32dccf4b7d0 | no_churn | 0.007822 | 0 | no_churn | -0.023643 | -0.005233 | -0.009765 | -0.066511 | 0.004594 | -0.104509 | -0.026202 | -0.037757 | Female | 29 | No | Yes | Retired | Suburban | College | 1,672,984,800 |
64 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 5a355e4b-276f-4b1a-a709-4afa8e9d7b45 | no_churn | 0.006856 | 0 | no_churn | -0.054203 | -0.003087 | -0.004933 | -0.018921 | -0.004187 | -0.126369 | -0.02688 | -0.030446 | Male | 30 | No | No | Unemployed | Suburban | College | 1,672,984,800 |
48 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1fdd1693-9249-442a-9b98-92d9b04c88b2 | no_churn | 0.027403 | 0 | no_churn | -0.100159 | -0.005469 | -0.036158 | -0.080607 | 0.009945 | 0.029356 | -0.040036 | -0.045899 | Female | 22 | Yes | Yes | Unemployed | Suburban | College | 1,672,984,800 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8911aa8c-4d5f-4990-9a59-326f84d4aa7d | no_churn | 0.394557 | 0 | no_churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Male | 28 | Yes | No | Employed | Rural | Master | 1,672,984,800 |
59 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fd21b78c-51de-489b-a98f-ccf36681a1e9 | no_churn | 0.079972 | 0 | no_churn | -0.234705 | -0.004425 | 0.010455 | 0.005393 | -0.026825 | 0.04493 | -0.04196 | -0.02189 | Female | 68 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
71 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | f2f7d003-7ae3-4b33-9d62-704c9f6fae1a | no_churn | 0.124647 | 0 | no_churn | -0.094872 | -0.001134 | 0.032608 | -0.011939 | -0.054917 | 0.076466 | 0.047138 | 0.047623 | Male | 48 | No | Yes | Unemployed | Suburban | College | 1,672,984,800 |
71 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 93f30ff0-bd3e-464d-a150-0039f30ddca4 | no_churn | 0.009996 | 0 | no_churn | -0.134375 | -0.002058 | -0.001367 | -0.015801 | -0.088391 | 0.055816 | -0.023922 | -0.018929 | Female | 44 | No | No | Retired | Suburban | College | 1,672,984,800 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a824ed55-cf6c-473b-929b-d38e49e70d60 | no_churn | 0.486488 | 0 | no_churn | 0.083975 | -0.002869 | -0.012624 | 0.031522 | 0.05483 | 0.129538 | -0.011127 | -0.026977 | Male | 77 | No | No | Unemployed | Urban | Bachelor | 1,672,984,800 |
4 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | a712ded3-5c6d-4166-b220-0ff874f22900 | no_churn | 0.622968 | 0 | no_churn | 0.1154 | 0.013343 | -0.004647 | -0.131709 | -0.055126 | 0.09459 | 0.048284 | -0.009161 | Male | 29 | No | Yes | Employed | Suburban | Bachelor | 1,672,984,800 |
5 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d041d498-184e-4c8d-917a-b0ec781b92bf | no_churn | 0.315636 | 0 | no_churn | 0.162232 | 0.121039 | 0.036528 | 0.012706 | -0.029495 | 0.115664 | -0.022835 | 0.00184 | Female | 42 | No | No | Unemployed | Urban | High School or Below | 1,672,984,800 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d8d45796-1485-4570-8f2a-9dc30e13431b | churn | 0.302433 | 1 | churn | -0.040062 | -0.007996 | -0.015717 | -0.089856 | -0.034019 | 0.05376 | -0.041631 | -0.0266 | Female | 66 | No | Yes | Unemployed | Urban | Bachelor | 1,672,984,800 |
2 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | b57d8d03-498f-41f7-b406-151d938d52eb | churn | 0.786088 | 1 | churn | 0.271522 | 0.124747 | 0.03899 | 0.001265 | -0.041549 | 0.168939 | 0.077766 | 0.06596 | Male | 59 | Yes | No | Employed | Suburban | Bachelor | 1,672,984,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e583db23-daac-49dc-881e-e9dc215f6066 | churn | 0.76822 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 44 | No | Yes | Employed | Urban | High School or Below | 1,672,984,800 |
24 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e81dbbff-2d9c-4730-9c11-0b61434d61e0 | no_churn | 0.051186 | 0 | no_churn | -0.112462 | -0.006351 | -0.043099 | -0.043896 | 0.003937 | 0.039785 | -0.053268 | -0.043675 | Male | 42 | Yes | Yes | Disabled | Urban | High School or Below | 1,672,984,800 |
42 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | e6dc11d7-b014-45bd-8747-c4f77ddc7844 | no_churn | 0.012875 | 0 | no_churn | -0.019105 | -0.003988 | -0.010977 | -0.052667 | -0.029991 | -0.121599 | -0.014952 | -0.015748 | Female | 55 | No | No | Employed | Suburban | Bachelor | 1,672,984,800 |
72 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 8096812b-bb67-4a18-ab4f-88007e855f62 | no_churn | 0.081798 | 0 | no_churn | -0.15501 | -0.04067 | -0.026376 | -0.04178 | 0.049293 | 0.065393 | 0.049198 | 0.060925 | Male | 68 | No | Yes | Employed | Urban | College | 1,672,984,800 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b5b4da3b-524b-4950-be9e-e0b05cd0ff38 | churn | 0.907695 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 80 | Yes | No | Medical Leave | Suburban | High School or Below | 1,672,984,800 |
39 | Yes | No | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | 35b6acd8-603e-49b2-b662-4d22ad395f5e | no_churn | 0.223504 | 0 | no_churn | -0.054566 | -0.00257 | 0.010824 | 0.043691 | -0.06 | -0.072718 | -0.01993 | -0.023758 | Male | 74 | Yes | No | Employed | Suburban | Bachelor | 1,672,984,800 |
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