Tenure int64 0 72 | PhoneService stringclasses 2
values | MultipleLines stringclasses 3
values | InternetSpeed stringclasses 4
values | SupportEligibility stringclasses 4
values | Contract stringclasses 3
values | MonthlyStreamingTime stringclasses 4
values | PremiumHDStreaming stringclasses 2
values | prediction_id stringlengths 36 36 | prediction_label stringclasses 2
values | prediction_score float64 0 0.95 | actual_score int64 0 1 | actual_label stringclasses 2
values | shap/Tenure float64 -0.3 0.39 | shap/PhoneService float64 -0.11 0.2 | shap/MultipleLines float64 -0.15 0.17 | shap/InternetSpeed float64 -0.22 0.25 | shap/SupportEligibility float64 -0.22 0.2 | shap/Contract float64 -0.28 0.19 | shap/MonthlyStreamingTime float64 -0.18 0.23 | shap/PremiumHDStreaming float64 -0.09 0.14 | Gender stringclasses 2
values | Age int64 20 80 | Dependents stringclasses 2
values | Partner stringclasses 2
values | EmploymentStatus stringclasses 5
values | LocationCode stringclasses 3
values | Education stringclasses 5
values | timestamp int64 1.67B 1.67B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | be660330-4887-4dc9-90c1-f1ff03ef1c33 | churn | 0.634407 | 1 | churn | -0.038724 | 0.066048 | 0.027475 | -0.058074 | -0.11585 | 0.09842 | 0.02872 | 0.052958 | Female | 53 | No | Yes | Disabled | Suburban | College | 1,673,330,400 |
34 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 7092657d-c83d-472f-b664-3b7665cc94f1 | no_churn | 0.367753 | 0 | no_churn | -0.169538 | -0.001414 | -0.001871 | -0.050591 | 0.004378 | 0.055069 | 0.018492 | -0.004052 | Female | 65 | Yes | Yes | Employed | Rural | College | 1,673,330,400 |
50 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e0141754-0cb3-4d67-9a5f-80f958a67f70 | no_churn | 0.146688 | 0 | no_churn | -0.155697 | -0.029514 | -0.034754 | -0.039704 | 0.025803 | 0.039572 | -0.033493 | -0.041238 | Female | 30 | Yes | No | Unemployed | Suburban | Master | 1,673,330,400 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | 066dc80c-a798-4a1e-8164-296995ea222a | no_churn | 0.152006 | 0 | no_churn | -0.153073 | -0.002532 | 0.002249 | 0.020196 | -0.064913 | -0.106528 | 0.006371 | 0.043132 | Female | 23 | No | No | Retired | Suburban | College | 1,673,330,400 |
8 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 757660cb-209e-47ff-9968-be74d3a64369 | no_churn | 0.127569 | 0 | no_churn | 0.092419 | -0.013118 | 0.010424 | -0.037118 | 0.069426 | 0.091397 | -0.041665 | -0.057559 | Female | 38 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
72 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 910d0cff-14a1-493f-ba2c-03695b4c38ac | no_churn | 0.002951 | 0 | no_churn | -0.048424 | -0.001008 | 0.019101 | -0.005099 | 0.027143 | 0.066873 | -0.006601 | -0.011013 | Female | 52 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
30 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bbff8495-e65d-420a-8138-337fa24cf9af | churn | 0.310345 | 1 | churn | -0.039682 | -0.008557 | 0.027317 | 0.124745 | 0.047384 | 0.097495 | -0.021911 | -0.004005 | Male | 79 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 589c42ed-2f30-411f-801d-fdd70a9cbe5f | no_churn | 0.318454 | 0 | no_churn | -0.013047 | -0.003182 | 0.127216 | 0.08888 | 0.087087 | 0.130879 | 0.050886 | 0.033484 | Male | 67 | Yes | Yes | Unemployed | Suburban | College | 1,673,330,400 |
28 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | eaa4e8bc-3554-43c3-ae09-734c6fb7c4ab | no_churn | 0.042102 | 0 | no_churn | -0.106658 | -0.008767 | -0.022794 | -0.076681 | -0.027523 | 0.032288 | -0.036486 | -0.022406 | Female | 54 | Yes | Yes | Employed | Rural | High School or Below | 1,673,330,400 |
25 | Yes | No | High Speed | Web_Chat_Support | One year | <50hrs | Active | 85a14b30-836b-456d-9121-a35b0e497077 | churn | 0.289953 | 1 | churn | 0.085182 | -0.000657 | 0.005528 | 0.030145 | 0.112748 | -0.049457 | 0.146035 | 0.096782 | Female | 22 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
4 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cdcd2432-a5de-4a26-9861-07d2fca8ba04 | churn | 0.661375 | 1 | churn | 0.127048 | 0.134373 | 0.056039 | 0.004812 | 0.057893 | 0.137151 | -0.02149 | -0.005642 | Female | 76 | No | Yes | Employed | Urban | Master | 1,673,330,400 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | ce8e7658-2d92-4952-9838-ffad7504c24a | churn | 0.736734 | 0 | no_churn | 0.063445 | -0.002287 | -0.021486 | -0.134733 | 0.048792 | 0.123842 | 0.103273 | 0.119115 | Male | 26 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
51 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | fbfaa093-73a2-468b-b3fa-3f5991791729 | no_churn | 0.143675 | 0 | no_churn | -0.195309 | -0.001625 | 0.029633 | -0.052907 | 0.017375 | 0.083299 | -0.027088 | 0.067596 | Male | 77 | No | No | Unemployed | Suburban | Master | 1,673,330,400 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | c8cd8b60-7661-447f-b653-7c42b0224dd8 | no_churn | 0.60949 | 0 | no_churn | 0.086209 | -0.002091 | 0.039556 | 0.129146 | 0.116242 | 0.152587 | 0.124078 | 0.059581 | Female | 61 | No | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
37 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 6880bb6e-15b9-4eb2-aa97-e4c5e45b660f | no_churn | 0.046912 | 0 | no_churn | -0.081605 | -0.010361 | 0.027017 | -0.108007 | 0.018703 | 0.059679 | -0.038435 | -0.071886 | Male | 73 | Yes | Yes | Unemployed | Suburban | Doctor | 1,673,330,400 |
57 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | e9f322fe-6d32-40bb-8d87-bb0d3eb3b813 | no_churn | 0.014151 | 0 | no_churn | -0.01446 | -0.003692 | -0.011469 | -0.024975 | 0.020083 | -0.132175 | -0.03745 | -0.064887 | Female | 35 | No | Yes | Unemployed | Suburban | College | 1,673,330,400 |
23 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 4245a27d-044e-43bc-930a-da44b124ff07 | churn | 0.4762 | 1 | churn | -0.206682 | -0.006795 | -0.038826 | -0.063028 | 0.041434 | 0.027453 | 0.006501 | 0.040918 | Female | 66 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
46 | Yes | Yes | Medium Speed | Phone_Support | One year | 0hrs | Disabled | f98f946a-dfad-43bc-b235-e2fc49f3c4b7 | no_churn | 0.038046 | 0 | no_churn | -0.019796 | -0.001148 | -0.073062 | 0.022189 | 0.037699 | -0.018921 | -0.04021 | -0.025777 | Female | 63 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,330,400 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 486fe180-4762-428c-9010-913761fad1cc | no_churn | 0.185579 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Female | 76 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
12 | No | No phone service | High Speed | Phone_Support | One year | <50hrs | Active | 2e821dc1-d0e2-44be-b1b3-f2e347fc784b | no_churn | 0.116789 | 0 | no_churn | 0.029656 | -0.006658 | -0.016301 | -0.009013 | 0.041055 | -0.154097 | 0.076058 | 0.052775 | Male | 38 | Yes | No | Medical Leave | Suburban | College | 1,673,330,400 |
50 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 07d2c963-1f0b-4f48-99cf-0313017183ec | no_churn | 0.049291 | 0 | no_churn | -0.109066 | -0.005058 | -0.050352 | 0.041335 | -0.11989 | 0.02882 | -0.022798 | -0.016018 | Female | 29 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 317968c3-a481-4e5d-bd42-8214dc1842bf | no_churn | 0.096451 | 0 | no_churn | -0.276684 | -0.003898 | 0.025964 | -0.045927 | 0.017261 | 0.032966 | -0.020202 | 0.001493 | Male | 79 | No | No | Employed | Suburban | College | 1,673,330,400 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5960211f-2e58-4ebb-9efd-e72ebeb23ec2 | no_churn | 0.402793 | 0 | no_churn | 0.047111 | -0.006663 | -0.029302 | 0.099889 | -0.013837 | 0.108065 | -0.031034 | -0.003728 | Male | 80 | No | No | Unemployed | Rural | College | 1,673,330,400 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ad975711-f77e-4c43-85da-6a11d456e289 | no_churn | 0.167727 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Male | 26 | No | No | Employed | Urban | Bachelor | 1,673,330,400 |
1 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 59a5b1ff-4a4a-4199-b551-0931443fbf57 | churn | 0.38989 | 1 | churn | 0.316146 | -0.010979 | 0.065336 | 0.017182 | -0.014455 | 0.139459 | -0.025275 | -0.019106 | Female | 45 | No | Yes | Employed | Suburban | College | 1,673,330,400 |
61 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 7cb2c683-b6c7-49eb-9ab2-35a1e2e3a0a2 | no_churn | 0.032732 | 0 | no_churn | -0.287581 | -0.003295 | -0.041737 | -0.028503 | 0.012355 | 0.026148 | 0.031014 | 0.032574 | Male | 72 | No | Yes | Unemployed | Suburban | College | 1,673,330,400 |
40 | Yes | No | High Speed | In_Store_Support | One year | 100hrs+ | Active | 1cb72011-8faa-4440-b1ca-9a539b78ea15 | no_churn | 0.142212 | 0 | no_churn | 0.070622 | 0.003487 | 0.017737 | 0.002201 | 0.061743 | 0.093321 | 0.119719 | 0.102143 | Male | 43 | Yes | No | Employed | Rural | College | 1,673,330,400 |
49 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ca710f9f-f2f9-4aaf-8445-38706cbe4630 | no_churn | 0.02874 | 0 | no_churn | -0.095584 | -0.00409 | -0.109098 | -0.004191 | 0.028687 | 0.050775 | -0.038809 | -0.056716 | Male | 24 | Yes | No | Unemployed | Suburban | Doctor | 1,673,330,400 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a16a0b83-886d-4ae6-a87b-38704cb2e6f3 | churn | 0.685171 | 1 | churn | 0.21011 | -0.004109 | 0.038044 | 0.078709 | 0.049991 | 0.11607 | 0.106769 | 0.07539 | Female | 43 | Yes | No | Disabled | Urban | College | 1,673,330,400 |
37 | Yes | Yes | Low Speed | Phone_Support | One year | 0hrs | Disabled | 149af8a8-9764-4a7c-83b6-5246fb8d26bf | no_churn | 0.046912 | 0 | no_churn | -0.06486 | -0.006871 | 0.006393 | -0.036637 | 0.003195 | -0.100724 | -0.022646 | -0.041421 | Female | 41 | No | Yes | Employed | Rural | Bachelor | 1,673,330,400 |
48 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1113e672-ff8a-4cec-9483-7910bd00f9b8 | no_churn | 0.032555 | 0 | no_churn | -0.077153 | -0.005139 | 0.001634 | -0.062409 | -0.054821 | 0.034741 | -0.029576 | -0.062969 | Female | 79 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bc14364b-f622-4f3b-9ffe-cbeeb7baadc0 | no_churn | 0.439021 | 0 | no_churn | -0.014631 | -0.003368 | 0.02426 | 0.153154 | 0.064041 | 0.033094 | -0.010592 | -0.024224 | Male | 23 | Yes | No | Employed | Suburban | Bachelor | 1,673,330,400 |
58 | Yes | Yes | High Speed | Web_Chat_Support | One year | <80hrs | Active | 55143f39-5e51-4ca1-81bc-13c78fe94a72 | no_churn | 0.254997 | 0 | no_churn | -0.015691 | -0.002962 | 0.043989 | 0.035775 | 0.092123 | -0.052155 | 0.067319 | 0.072384 | Male | 49 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
53 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 0010fb15-3c2f-4633-820a-c60680c174e5 | no_churn | 0.190511 | 1 | churn | -0.161857 | -0.018104 | -0.047907 | -0.028047 | 0.064865 | 0.064556 | 0.041319 | 0.07115 | Female | 46 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
59 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 042a4350-d7c9-405d-a831-8d2fffcf85e4 | no_churn | 0.025123 | 0 | no_churn | -0.066506 | -0.001062 | 0.066666 | 0.056949 | 0.079985 | 0.084578 | -0.028397 | -0.007238 | Female | 40 | Yes | Yes | Employed | Suburban | College | 1,673,330,400 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d9bc082e-1a18-42c4-b425-497c940e205f | no_churn | 0.680685 | 0 | no_churn | 0.272153 | -0.000102 | -0.026664 | 0.104267 | 0.08758 | 0.136905 | 0.06191 | 0.073092 | Male | 45 | No | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
12 | No | No phone service | High Speed | Phone_Support | One year | <50hrs | Active | efed4369-51ca-4771-9e75-f5e9d9758bdb | no_churn | 0.116789 | 0 | no_churn | 0.029656 | -0.006658 | -0.016301 | -0.009013 | 0.041055 | -0.154097 | 0.076058 | 0.052775 | Female | 69 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,330,400 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2488402b-106f-4bff-9e05-063f7a931f26 | churn | 0.271666 | 1 | churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Male | 67 | Yes | No | Disabled | Suburban | High School or Below | 1,673,330,400 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | aa81aad9-3a7b-4632-8eb7-ab11effe7b2d | churn | 0.332473 | 1 | churn | -0.010479 | -0.01463 | -0.036983 | -0.080064 | -0.139622 | 0.042872 | -0.001963 | 0.011843 | Male | 76 | Yes | Yes | Employed | Rural | College | 1,673,330,400 |
59 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | e55e5424-bd20-45b9-9188-8f388e3eea6c | no_churn | 0.025123 | 0 | no_churn | -0.054608 | -0.003362 | 0.012275 | -0.005589 | 0.013928 | -0.176321 | -0.031703 | -0.023646 | Male | 76 | Yes | No | Employed | Rural | Bachelor | 1,673,330,400 |
72 | No | No phone service | High Speed | In_Store_Support | Two year | <50hrs | Active | 732fd9c7-ebac-4444-8873-77352e64145b | no_churn | 0.023502 | 0 | no_churn | -0.101556 | -0.00126 | -0.006021 | -0.012521 | -0.037678 | -0.151619 | 0.02095 | 0.020679 | Male | 44 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | bc8e643d-d6a4-469a-9553-5089697fd88c | churn | 0.803511 | 1 | churn | 0.140587 | -0.002144 | 0.049934 | 0.051507 | 0.101762 | 0.147712 | 0.076373 | 0.068338 | Female | 56 | No | Yes | Disabled | Suburban | College | 1,673,330,400 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 9ad045ab-122f-4f0a-9437-f84deec490ec | churn | 0.72681 | 1 | churn | 0.226873 | -0.001085 | 0.061669 | 0.005378 | 0.09296 | 0.130607 | 0.089466 | 0.090106 | Male | 21 | No | No | Unemployed | Suburban | College | 1,673,330,400 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6b3482f8-733d-4c5b-9643-f25a9df0c624 | churn | 0.817794 | 1 | churn | 0.143447 | -0.002267 | 0.131871 | 0.080633 | 0.122465 | 0.119629 | 0.060961 | 0.069235 | Female | 56 | No | Yes | Disabled | Urban | Bachelor | 1,673,330,400 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 12074384-06f1-446b-b251-079bf64b1f9c | no_churn | 0.448617 | 0 | no_churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Female | 23 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | f604016f-fe8b-4d6c-bc5c-46aaaca608d5 | no_churn | 0.246953 | 1 | churn | -0.153332 | -0.003762 | 0.018034 | 0.047127 | 0.085219 | 0.084269 | 0.015371 | 0.046853 | Male | 76 | No | Yes | Employed | Urban | College | 1,673,330,400 |
46 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 58c71f6c-1d72-46f2-b0b9-ea9ba274f157 | no_churn | 0.038046 | 0 | no_churn | -0.125533 | -0.006651 | 0.004946 | -0.10474 | 0.023135 | 0.028479 | -0.0277 | -0.023962 | Male | 33 | No | No | Retired | Urban | Doctor | 1,673,330,400 |
18 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | fa40733a-cdb0-494b-8a41-78b43c89747b | churn | 0.726166 | 1 | churn | -0.05377 | -0.004757 | -0.083609 | -0.045237 | 0.045781 | 0.078092 | -0.005424 | 0.081398 | Female | 77 | No | No | Employed | Urban | Bachelor | 1,673,330,400 |
52 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | 8dac6e9f-91c9-430c-a04f-da668808c6e7 | no_churn | 0.248195 | 0 | no_churn | -0.073681 | -0.001572 | -0.038838 | -0.012047 | -0.027055 | -0.137187 | 0.006413 | 0.024942 | Male | 36 | Yes | No | Employed | Suburban | Bachelor | 1,673,330,400 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 2b0e8663-98c8-44fe-8ab3-a31428802a74 | no_churn | 0.004856 | 0 | no_churn | -0.168964 | -0.002125 | -0.004878 | 0.012818 | -0.095707 | 0.05025 | 0.079838 | 0.053075 | Female | 27 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
30 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | bfa9edcf-bce6-4b6d-9c22-ec2044a5bcf3 | no_churn | 0.341131 | 0 | no_churn | -0.186094 | -0.004931 | -0.016649 | -0.145095 | 0.018643 | 0.050983 | -0.035603 | 0.059721 | Male | 40 | No | No | Employed | Rural | College | 1,673,330,400 |
51 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6171ffbc-d542-45d6-97af-fc9b92afbe7e | churn | 0.472074 | 1 | churn | 0.05785 | -0.000419 | 0.171692 | 0.117668 | 0.143942 | 0.114674 | -0.001814 | 0.015785 | Female | 38 | No | No | Employed | Suburban | Master | 1,673,330,400 |
35 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | b5968c7e-ae3a-4f5b-9096-8bb82498b20c | no_churn | 0.16127 | 0 | no_churn | -0.014232 | -0.003271 | 0.061507 | 0.126815 | -0.031559 | 0.092706 | 0.003814 | 0.014279 | Male | 20 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
48 | Yes | Yes | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 9d83b98f-21c6-46ef-abdb-9865eb58d977 | no_churn | 0.031041 | 0 | no_churn | -0.076472 | -0.00385 | -0.014273 | -0.045798 | -0.020123 | -0.05359 | -0.025471 | -0.029449 | Male | 44 | Yes | No | Medical Leave | Rural | High School or Below | 1,673,330,400 |
45 | Yes | No | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 6e4a4ee9-fd02-4071-a202-3b24b56f8bf3 | no_churn | 0.10975 | 0 | no_churn | -0.213918 | -0.00375 | -0.006781 | -0.033844 | 0.057122 | 0.020016 | 0.01362 | 0.04851 | Female | 33 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,330,400 |
1 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 49ca4113-4de8-4ca8-bff2-0a84c6819e8d | churn | 0.437481 | 1 | churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Female | 50 | No | No | Employed | Suburban | College | 1,673,330,400 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4cf808e9-61ae-43b8-bff3-51477a6f3be1 | no_churn | 0.303596 | 0 | no_churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Male | 71 | No | Yes | Unemployed | Rural | College | 1,673,330,400 |
3 | No | No phone service | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 8f8293bd-703b-479b-af17-fc311009d416 | no_churn | 0.418437 | 0 | no_churn | 0.083922 | 0.051303 | 0.037569 | -0.01831 | 0.004206 | 0.122158 | 0.056239 | 0.015588 | Female | 55 | Yes | No | Employed | Suburban | College | 1,673,330,400 |
21 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 57fa87d6-77ec-4f27-83e9-b5cc20955891 | no_churn | 0.421937 | 0 | no_churn | -0.004141 | -0.00256 | -0.007087 | 0.122983 | 0.060045 | 0.096059 | -0.01971 | -0.022515 | Female | 55 | No | Yes | Employed | Suburban | College | 1,673,330,400 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b9dd9f39-aaed-4681-b895-a5fe4f40b9ce | no_churn | 0.427712 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Male | 61 | No | Yes | Unemployed | Urban | College | 1,673,330,400 |
11 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | 6762a7aa-daeb-4099-ae85-2cf36b17df6c | no_churn | 0.097652 | 0 | no_churn | 0.094036 | 0.004312 | -0.028194 | 0.085037 | 0.060522 | 0.138283 | 0.181161 | 0.085816 | Male | 80 | No | Yes | Employed | Rural | College | 1,673,330,400 |
72 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | fd6c57d0-a0f2-48d8-a9b3-0e59a957ccec | no_churn | 0.005232 | 0 | no_churn | -0.117924 | 0.060602 | 0.044205 | 0.034024 | -0.034853 | 0.102857 | 0.11558 | 0.056483 | Female | 79 | No | Yes | Unemployed | Urban | College | 1,673,330,400 |
20 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 7f58bf0c-6576-45ed-9853-1714281e45b4 | no_churn | 0.377166 | 0 | no_churn | 0.099656 | -0.003851 | 0.035037 | 0.00943 | 0.109265 | 0.136634 | 0.214237 | 0.130566 | Male | 47 | Yes | No | Unemployed | Urban | College | 1,673,330,400 |
42 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 54d04945-9a69-47fb-bd41-5e3b1ba2c98c | no_churn | 0.02265 | 0 | no_churn | -0.021273 | -0.007269 | -0.02141 | -0.064169 | 0.009429 | -0.111536 | -0.017436 | -0.035362 | Male | 46 | No | No | Employed | Suburban | College | 1,673,330,400 |
6 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e3b7661d-66d9-477a-9105-30671d3860dd | churn | 0.314164 | 1 | churn | 0.026644 | -0.015828 | -0.027155 | -0.041663 | -0.012496 | 0.060492 | -0.036129 | -0.020594 | Male | 49 | No | Yes | Employed | Rural | College | 1,673,330,400 |
68 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 34e5b199-6b31-476f-9a17-99c8becf0304 | no_churn | 0.015225 | 0 | no_churn | -0.08695 | -0.006377 | -0.031452 | -0.024896 | -0.109334 | 0.030546 | -0.01308 | 0.012518 | Female | 28 | No | Yes | Medical Leave | Suburban | High School or Below | 1,673,330,400 |
25 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | a2a9cfe7-4d60-41c8-9dea-58a54d15df75 | churn | 0.289953 | 1 | churn | -0.02881 | -0.004297 | -0.085679 | -0.072584 | 0.067929 | 0.048307 | 0.126856 | 0.089966 | Male | 63 | Yes | No | Employed | Suburban | High School or Below | 1,673,330,400 |
28 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5928f3f7-84ca-455e-beb7-fce055ffd6ff | no_churn | 0.042102 | 0 | no_churn | -0.106658 | -0.008767 | -0.022794 | -0.076681 | -0.027523 | 0.032288 | -0.036486 | -0.022406 | Male | 33 | No | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
1 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f0e2b19f-d407-4018-b0a9-928768b9d391 | churn | 0.38989 | 1 | churn | 0.316146 | -0.010979 | 0.065336 | 0.017182 | -0.014455 | 0.139459 | -0.025275 | -0.019106 | Female | 24 | No | No | Disabled | Suburban | Doctor | 1,673,330,400 |
21 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 535221b3-ab50-47ec-9064-e4c97b871cf5 | no_churn | 0.421937 | 0 | no_churn | -0.004141 | -0.00256 | -0.007087 | 0.122983 | 0.060045 | 0.096059 | -0.01971 | -0.022515 | Male | 63 | No | No | Employed | Urban | High School or Below | 1,673,330,400 |
6 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 30279842-4994-4980-8c5c-d803b45a96e9 | no_churn | 0.202775 | 0 | no_churn | -0.017305 | -0.009564 | -0.01666 | -0.132313 | -0.016353 | 0.058111 | -0.066538 | -0.068404 | Female | 67 | No | No | Employed | Rural | Bachelor | 1,673,330,400 |
29 | Yes | Yes | Medium Speed | Phone_Support | One year | <50hrs | Active | 833e5d0b-636d-4bfe-95f4-4653d1033505 | no_churn | 0.110159 | 0 | no_churn | -0.033876 | -0.000827 | -0.023233 | -0.008304 | 0.072963 | -0.179349 | 0.062864 | 0.073652 | Male | 26 | No | Yes | Employed | Urban | Doctor | 1,673,330,400 |
48 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | f9dd487a-99f9-4d07-8d7f-c808c91e337a | churn | 0.441017 | 1 | churn | -0.061382 | -0.004629 | 0.088327 | 0.111351 | -0.018344 | 0.059903 | 0.094487 | 0.046595 | Female | 37 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
17 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 5f2f49d4-8026-401f-a095-c4652e81f151 | no_churn | 0.046512 | 0 | no_churn | 0.024539 | -0.003357 | -0.057985 | -0.022536 | -0.004069 | -0.132783 | -0.021018 | -0.02496 | Male | 43 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
68 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 55ab12f3-492a-45d1-a8fc-99c6e0ab5bcd | no_churn | 0.029816 | 0 | no_churn | -0.092087 | -0.006586 | -0.035433 | -0.035948 | -0.064115 | 0.032493 | -0.01918 | -0.02817 | Male | 47 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
49 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 839ed9fd-713b-4569-ac9b-2d23f8d95aa0 | no_churn | 0.02874 | 0 | no_churn | -0.059933 | -0.012288 | -0.038505 | -0.015449 | 0.013935 | -0.086427 | -0.025017 | -0.045342 | Male | 40 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
54 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Active | 238aeb5d-3673-4794-ac1c-da9e324843d8 | churn | 0.411976 | 1 | churn | 0.063351 | -0.000636 | 0.123919 | 0.078324 | 0.096678 | -0.064866 | 0.101861 | 0.112342 | Female | 76 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
37 | Yes | No | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 479bf5ea-8f07-4da2-a04c-f7085fc35466 | no_churn | 0.329117 | 0 | no_churn | -0.225314 | -0.006143 | -0.059396 | -0.036076 | -0.035421 | 0.048794 | 0.028941 | 0.035589 | Female | 75 | Yes | No | Unemployed | Urban | College | 1,673,330,400 |
70 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | b4f06d1f-1ca5-4c0f-a913-ea7f7d05b521 | no_churn | 0.022105 | 0 | no_churn | -0.075667 | -0.004397 | -0.022663 | -0.017389 | 0.000103 | -0.098716 | -0.020808 | -0.02949 | Female | 75 | No | Yes | Employed | Rural | Master | 1,673,330,400 |
68 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | 6da88a22-0250-465c-979b-29549190f518 | no_churn | 0.029816 | 0 | no_churn | -0.067403 | -0.003991 | -0.004282 | -0.034214 | -0.032834 | -0.074514 | -0.018012 | -0.033777 | Male | 77 | Yes | No | Employed | Suburban | College | 1,673,330,400 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 5275da2d-f073-4880-930b-2af84040f746 | no_churn | 0.60949 | 0 | no_churn | 0.086209 | -0.002091 | 0.039556 | 0.129146 | 0.116242 | 0.152587 | 0.124078 | 0.059581 | Male | 80 | Yes | Yes | Unemployed | Suburban | College | 1,673,330,400 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 419fe7f6-fdab-460f-9001-5ae6cfa191bb | churn | 0.754969 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 76 | No | No | Employed | Suburban | Doctor | 1,673,330,400 |
4 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 00d6ffa9-2eb7-4fce-abce-de9828a9e27d | no_churn | 0.66849 | 0 | no_churn | 0.178905 | 0.012784 | 0.02469 | -0.01805 | -0.044268 | 0.139911 | 0.148939 | 0.038062 | Male | 33 | No | Yes | Employed | Urban | Bachelor | 1,673,330,400 |
42 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 1eb4ab7d-2937-4859-87bc-c2fff6d8c698 | no_churn | 0.02265 | 0 | no_churn | -0.031392 | -0.006694 | -0.065906 | -0.139986 | 0.021379 | 0.051199 | -0.026409 | -0.025503 | Male | 70 | Yes | No | Employed | Suburban | High School or Below | 1,673,330,400 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 398395b7-c289-4e5b-9735-e85c030ec19e | churn | 0.462489 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Female | 64 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,330,400 |
14 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | fe3b42d3-d8cc-4a61-9937-84da64a179bc | churn | 0.513935 | 1 | churn | 0.123332 | -0.004454 | -0.036992 | 0.042442 | 0.053051 | 0.130497 | 0.174195 | 0.074069 | Female | 50 | No | No | Unemployed | Suburban | College | 1,673,330,400 |
54 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1e8c0fe4-f691-4220-bccb-6c0471c293c0 | churn | 0.013148 | 0 | no_churn | -0.082345 | -0.004489 | -0.095484 | 0.008583 | 0.045589 | 0.023429 | -0.038053 | -0.056256 | Male | 56 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
71 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | aab41068-c6ad-4245-9cc3-ad7c6806394c | churn | 0.021659 | 0 | no_churn | -0.062923 | -0.003973 | -0.040803 | -0.013689 | -0.072118 | 0.048417 | -0.030965 | -0.042973 | Male | 75 | No | Yes | Employed | Suburban | College | 1,673,330,400 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | a1191730-8e47-4b75-a497-f42aba166741 | churn | 0.02801 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Male | 78 | No | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
67 | Yes | No | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | de0565d2-1329-44b6-a822-5334a3edd669 | no_churn | 0.05766 | 0 | no_churn | -0.213681 | -0.003796 | -0.024192 | -0.064258 | -0.006512 | 0.030914 | -0.007825 | 0.030322 | Female | 35 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
22 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | df9bd99d-9a7a-4552-a16e-b77097aebb6d | no_churn | 0.083047 | 0 | no_churn | -0.07628 | -0.006154 | -0.069765 | -0.045519 | -0.017699 | 0.03931 | -0.046578 | -0.04634 | Female | 35 | No | No | Disabled | Rural | College | 1,673,330,400 |
70 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 39ee44bf-3c24-4171-a603-4e56c909fcce | no_churn | 0.022105 | 0 | no_churn | -0.093042 | -0.003743 | -0.042828 | -0.0059 | 0.010142 | 0.056762 | -0.033159 | -0.057258 | Male | 39 | No | Yes | Unemployed | Suburban | College | 1,673,330,400 |
72 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ec3760ce-b6fd-49cb-bb8c-6daac12298e8 | no_churn | 0.004154 | 0 | no_churn | -0.10492 | -0.004708 | -0.052885 | -0.04342 | -0.029613 | 0.034541 | -0.018638 | -0.049383 | Female | 51 | No | No | Employed | Suburban | Master | 1,673,330,400 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a3355452-a642-4b5c-be47-17e08c9f7923 | churn | 0.512821 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 23 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 79ae4b12-d10c-4382-ada8-122e59ea18b5 | churn | 0.421174 | 1 | churn | 0.103412 | -0.001061 | -0.044889 | 0.10416 | 0.014763 | 0.116637 | -0.015948 | -0.03727 | Male | 48 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
50 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | c244add4-b300-4743-bb3e-08854ffe771b | no_churn | 0.008445 | 0 | no_churn | -0.029753 | -0.003841 | -0.019609 | -0.026987 | 0.015982 | -0.133223 | -0.024432 | -0.047164 | Female | 69 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 4d9ed8da-9680-47a3-b788-c400d9c07ae0 | no_churn | 0.246953 | 1 | churn | -0.153332 | -0.003762 | 0.018034 | 0.047127 | 0.085219 | 0.084269 | 0.015371 | 0.046853 | Female | 23 | Yes | No | Retired | Rural | Bachelor | 1,673,330,400 |
34 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 8c40f824-20ec-4057-b241-a09e4e180f51 | no_churn | 0.367753 | 0 | no_churn | -0.169538 | -0.001414 | -0.001871 | -0.050591 | 0.004378 | 0.055069 | 0.018492 | -0.004052 | Male | 69 | No | No | Employed | Rural | Bachelor | 1,673,330,400 |
37 | Yes | No | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 275b6b57-c7f1-44ca-9cf8-6267c27c3bd6 | no_churn | 0.329117 | 0 | no_churn | -0.225314 | -0.006143 | -0.059396 | -0.036076 | -0.035421 | 0.048794 | 0.028941 | 0.035589 | Male | 75 | No | Yes | Unemployed | Suburban | College | 1,673,330,400 |
13 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 723c66be-7786-45b4-8d60-ab92b9e3ce69 | churn | 0.725746 | 1 | churn | 0.151816 | -0.00264 | 0.019828 | 0.059131 | 0.083168 | 0.153631 | 0.107761 | 0.036851 | Female | 35 | No | No | Employed | Suburban | College | 1,673,330,400 |
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