Tenure int64 0 72 | PhoneService stringclasses 2
values | MultipleLines stringclasses 3
values | InternetSpeed stringclasses 4
values | SupportEligibility stringclasses 4
values | Contract stringclasses 3
values | MonthlyStreamingTime stringclasses 4
values | PremiumHDStreaming stringclasses 2
values | prediction_id stringlengths 36 36 | prediction_label stringclasses 2
values | prediction_score float64 0 0.95 | actual_score int64 0 1 | actual_label stringclasses 2
values | shap/Tenure float64 -0.3 0.39 | shap/PhoneService float64 -0.11 0.2 | shap/MultipleLines float64 -0.15 0.17 | shap/InternetSpeed float64 -0.22 0.25 | shap/SupportEligibility float64 -0.22 0.2 | shap/Contract float64 -0.28 0.19 | shap/MonthlyStreamingTime float64 -0.18 0.23 | shap/PremiumHDStreaming float64 -0.09 0.14 | Gender stringclasses 2
values | Age int64 20 80 | Dependents stringclasses 2
values | Partner stringclasses 2
values | EmploymentStatus stringclasses 5
values | LocationCode stringclasses 3
values | Education stringclasses 5
values | timestamp int64 1.67B 1.67B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
72 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | e52f95eb-1343-4849-86de-f4203f0b78c5 | no_churn | 0.008523 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Male | 25 | No | No | Employed | Rural | High School or Below | 1,672,725,600 |
43 | Yes | Yes | Fiber optic | Phone_Support | One year | <50hrs | Active | edd31b05-88a7-48d5-be4c-f5726333148d | churn | 0.412524 | 1 | churn | -0.037482 | -0.00246 | 0.033358 | 0.063019 | -0.102039 | -0.224466 | 0.014026 | 0.067017 | Male | 51 | Yes | No | Unemployed | Urban | High School or Below | 1,672,725,600 |
46 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | 5d0fdfe0-0aa8-4d40-ad1e-33cfdfe252ef | no_churn | 0.112552 | 0 | no_churn | -0.193504 | -0.007763 | -0.005145 | 0.055615 | -0.019045 | 0.046077 | -0.006217 | 0.045955 | Male | 32 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
71 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 7f0ee21c-82dc-4bef-9cbb-dfa8b6239980 | no_churn | 0.027795 | 0 | no_churn | -0.260575 | -0.003827 | 0.027785 | -0.005687 | 0.024829 | 0.021214 | -0.06854 | 0.05744 | Male | 50 | No | Yes | Unemployed | Urban | Bachelor | 1,672,725,600 |
3 | Yes | No | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 67532e8d-355c-4f3f-ab85-e6996ce2a231 | churn | 0.770586 | 1 | churn | 0.073795 | -0.005501 | -0.093446 | 0.04021 | -0.0101 | 0.109595 | -0.027131 | 0.037603 | Male | 43 | Yes | No | Employed | Rural | High School or Below | 1,672,725,600 |
72 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | a56fad3f-8e76-4f89-905a-b3ce6d87bbe2 | no_churn | 0.01173 | 0 | no_churn | -0.169034 | -0.003617 | -0.090108 | -0.05888 | 0.019689 | 0.069929 | 0.034011 | 0.054103 | Female | 46 | No | No | Employed | Rural | Bachelor | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 100hrs+ | Active | 791f70ba-571c-497b-8695-875c0e13bc36 | no_churn | 0.011955 | 0 | no_churn | -0.124609 | -0.00326 | 0.010237 | 0.034016 | -0.053497 | -0.172884 | 0.015441 | 0.02553 | Male | 26 | Yes | No | Unemployed | Rural | College | 1,672,725,600 |
13 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | f55db3d8-dbe7-4812-acc8-b65d08869390 | no_churn | 0.551823 | 0 | no_churn | 0.151816 | -0.00264 | 0.019828 | 0.059131 | 0.083168 | 0.153631 | 0.107761 | 0.036851 | Female | 67 | No | No | Employed | Suburban | College | 1,672,725,600 |
19 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <50hrs | Active | c80ab336-7484-4484-af5d-d255bc7cb825 | no_churn | 0.202488 | 0 | no_churn | 0.026116 | -0.008847 | 0.07995 | 0.088357 | -0.112344 | 0.077417 | 0.092866 | 0.075959 | Female | 72 | No | No | Unemployed | Rural | Bachelor | 1,672,725,600 |
35 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 6ff9338a-f8c3-4b37-ad59-97f6cccc25a6 | no_churn | 0.243999 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Female | 42 | Yes | No | Employed | Rural | College | 1,672,725,600 |
44 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | eb579454-5521-424c-ab80-ecb85ba77e20 | no_churn | 0.228034 | 0 | no_churn | -0.217903 | -0.005114 | -0.072678 | 0.033546 | 0.002636 | 0.034308 | -0.019418 | -0.024403 | Female | 62 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
70 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 28455f74-1103-4d4c-bd60-fa1cf3d32622 | no_churn | 0.014512 | 0 | no_churn | -0.1149 | -0.004005 | -0.031721 | -0.014873 | -0.011674 | 0.03422 | -0.0154 | -0.020674 | Female | 59 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
9 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 31df6796-2b07-4d05-8ffe-41ffc60c6b37 | no_churn | 0.550921 | 0 | no_churn | 0.047111 | -0.006663 | -0.029302 | 0.099889 | -0.013837 | 0.108065 | -0.031034 | -0.003728 | Female | 22 | Yes | Yes | Unemployed | Rural | Bachelor | 1,672,725,600 |
3 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | db9fe3b2-b5f9-42ba-99a2-f41021d79ca8 | no_churn | 0.622866 | 0 | no_churn | 0.245211 | -0.003323 | -0.03706 | 0.126145 | 0.0091 | 0.112943 | -0.023174 | -0.025039 | Male | 40 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
46 | Yes | No | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 8c3e79b0-f4fb-4e75-aa82-971d6d1eed01 | no_churn | 0.090709 | 0 | no_churn | -0.114183 | -0.003261 | -0.00383 | -0.059078 | 0.050507 | 0.073967 | 0.039686 | 0.093833 | Female | 50 | Yes | No | Disabled | Suburban | College | 1,672,725,600 |
23 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 88e22606-defd-4b95-a3c7-b09704280d30 | no_churn | 0.336313 | 0 | no_churn | -0.149362 | 0.030869 | -0.045533 | -0.057469 | -0.006655 | 0.031004 | 0.03344 | 0.05468 | Female | 30 | No | No | Disabled | Suburban | College | 1,672,725,600 |
24 | Yes | Yes | Low Speed | In_Store_Support | One year | <80hrs | Active | 56c5ef78-1f18-427c-9ba3-4a1c585c250e | no_churn | 0.096304 | 0 | no_churn | -0.071416 | -0.011307 | 0.006638 | -0.045397 | -0.035356 | -0.107834 | 0.031771 | 0.043874 | Male | 21 | Yes | No | Unemployed | Suburban | Bachelor | 1,672,725,600 |
16 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 89756b9e-675c-4e0a-a00c-8752440d4efa | no_churn | 0.174513 | 0 | no_churn | -0.063155 | -0.015586 | -0.019101 | -0.027932 | -0.177788 | 0.027375 | 0.031207 | 0.009286 | Male | 38 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
53 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | d4243636-9782-406d-ab16-78847dfd8e71 | churn | 0.461734 | 1 | churn | -0.181013 | -0.00266 | -0.010279 | -0.021945 | -0.126897 | 0.04386 | 0.020817 | 0.039091 | Female | 75 | No | No | Employed | Urban | High School or Below | 1,672,725,600 |
40 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 9810dc7a-6146-434a-80bc-9482996dc928 | no_churn | 0.109724 | 0 | no_churn | 0.05615 | 0.147251 | 0.093135 | 0.021451 | -0.006119 | 0.136332 | 0.032202 | 0.040573 | Male | 37 | No | Yes | Unemployed | Rural | High School or Below | 1,672,725,600 |
6 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | adda78e9-bc2c-438d-99ab-a6613c7fa5cf | no_churn | 0.219319 | 0 | no_churn | 0.093742 | 0.001539 | -0.036445 | 0.003033 | -0.076443 | 0.114345 | 0.129538 | 0.071665 | Female | 41 | No | Yes | Employed | Suburban | Master | 1,672,725,600 |
67 | Yes | No | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 133fafb2-3cd3-4d01-853c-621f9f4e2542 | churn | 0.011919 | 0 | no_churn | -0.113575 | -0.001071 | -0.040197 | 0.033349 | 0.086162 | 0.084114 | 0.054403 | 0.088789 | Male | 51 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 688253dd-f44e-4f90-b366-93b69724071d | churn | 0.692206 | 1 | churn | 0.313215 | -0.004057 | -0.019772 | -0.035291 | 0.127626 | 0.150555 | 0.089226 | 0.099473 | Male | 51 | No | Yes | Medical Leave | Suburban | High School or Below | 1,672,725,600 |
35 | Yes | No | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 424abe29-7714-4ff4-9229-eec9d902b51c | no_churn | 0.057026 | 0 | no_churn | 0.009907 | -0.000823 | 0.026683 | -0.043954 | 0.046035 | -0.110185 | -0.02394 | -0.042749 | Male | 46 | No | Yes | Employed | Urban | Master | 1,672,725,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8a8654de-6f8b-48ac-ba82-64f76a5af5f6 | churn | 0.539491 | 1 | churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Female | 27 | No | No | Employed | Suburban | Doctor | 1,672,725,600 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 81aeadd6-dc42-48e0-82bf-56f5fa1d0ef1 | no_churn | 0.002468 | 0 | no_churn | -0.080753 | -0.003509 | 0.006071 | -0.010925 | 0.007978 | -0.146652 | -0.017508 | -0.023728 | Male | 59 | No | Yes | Unemployed | Suburban | College | 1,672,725,600 |
44 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cbdbc93d-a8cf-4c3f-ba33-e9a98fc6b9bb | no_churn | 0.018782 | 0 | no_churn | -0.094352 | -0.008489 | -0.002301 | -0.070148 | -0.028941 | 0.038562 | -0.029485 | -0.048872 | Female | 51 | Yes | Yes | Employed | Urban | Bachelor | 1,672,725,600 |
70 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | bd3ba168-73ff-4d29-9467-c85ef8529251 | no_churn | 0.00982 | 0 | no_churn | -0.066535 | -0.001147 | 0.000475 | -0.001939 | -0.031832 | 0.058666 | -0.024337 | -0.042377 | Female | 71 | No | No | Employed | Suburban | College | 1,672,725,600 |
10 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | 4e0090dd-7f28-406c-99fe-7b3bf4cdd205 | no_churn | 0.027559 | 0 | no_churn | -0.014186 | -0.013114 | -0.032681 | -0.034702 | 0.001389 | -0.093323 | -0.035363 | -0.042047 | Female | 75 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,725,600 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a0865b82-adee-438c-b861-450bcf333273 | no_churn | 0.387835 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 46 | Yes | No | Employed | Suburban | Master | 1,672,725,600 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | dec0b33a-7bae-4aae-8553-821af05ad558 | no_churn | 0.38374 | 0 | no_churn | 0.178229 | -0.007471 | -0.063379 | 0.015039 | 0.092223 | 0.120913 | -0.028936 | -0.048381 | Female | 73 | Yes | No | Unemployed | Urban | High School or Below | 1,672,725,600 |
26 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 72f53807-5f57-4713-a6bc-d6cbe1ca8a08 | no_churn | 0.018855 | 0 | no_churn | -0.127392 | -0.014701 | -0.039539 | -0.029823 | -0.044717 | 0.035212 | -0.023642 | -0.024424 | Female | 40 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2b16d72e-079e-4f90-be62-8a7e715ffe72 | churn | 0.523286 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 80 | No | No | Unemployed | Suburban | College | 1,672,725,600 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b87cd85e-ce3a-4ceb-9e50-6e9ba7309ea5 | no_churn | 0.340585 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Male | 46 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a409cd4e-7db7-4518-bfcd-13791b4a560e | no_churn | 0.305014 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 60 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 08640760-6487-4c8d-9218-b368e014ea88 | churn | 0.534942 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 32 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
69 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d5ab4012-e5c4-4291-b1b1-608d8861b30a | no_churn | 0.010701 | 0 | no_churn | -0.024626 | -0.000879 | 0.014037 | -0.006717 | 0.022638 | 0.067617 | -0.007566 | -0.013531 | Male | 59 | No | No | Employed | Urban | College | 1,672,725,600 |
45 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2787fb7d-2061-41a0-adda-c33e872b3e9b | no_churn | 0.006915 | 0 | no_churn | -0.099599 | -0.007143 | 0.007776 | -0.072312 | -0.036505 | 0.036637 | -0.027097 | -0.045782 | Female | 62 | No | No | Retired | Suburban | High School or Below | 1,672,725,600 |
72 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d351cf37-7dca-4f72-8af4-308430550c68 | no_churn | 0.00166 | 0 | no_churn | -0.07993 | -0.001489 | 0.00138 | -0.002885 | -0.030068 | 0.057134 | -0.023075 | -0.040092 | Female | 36 | Yes | Yes | Unemployed | Urban | Master | 1,672,725,600 |
17 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 27085630-7248-4cef-bf6b-dbdaac57c7c3 | no_churn | 0.100001 | 0 | no_churn | 0.139547 | 0.00117 | 0.044567 | -0.084847 | 0.026057 | 0.101304 | -0.018388 | 0.001699 | Female | 70 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 781b761a-e7cb-45e9-80c0-fbb69dc35bbe | no_churn | 0.032369 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Male | 27 | Yes | No | Employed | Urban | Master | 1,672,725,600 |
12 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | 12a62177-a0f6-4fc1-9b8a-88afbd973295 | no_churn | 0.024982 | 0 | no_churn | 0.06014 | -0.000884 | -0.035229 | -0.002866 | -0.002807 | -0.109585 | -0.029797 | -0.039229 | Male | 70 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
29 | Yes | Yes | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 3e2cd1e3-7f09-4e4b-9252-d73e37ec499f | no_churn | 0.133823 | 0 | no_churn | -0.087821 | -0.003909 | 0.000867 | -0.047216 | -0.023811 | -0.064361 | -0.018832 | -0.023943 | Male | 45 | No | Yes | Disabled | Suburban | High School or Below | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 58a608a8-2011-4e91-add8-8e27f3bdb836 | no_churn | 0.38458 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 45 | Yes | No | Employed | Suburban | College | 1,672,725,600 |
6 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a1563826-8ae6-483c-a108-b331da77896a | no_churn | 0.028853 | 0 | no_churn | -0.076906 | -0.00738 | -0.048388 | -0.069514 | 0.020504 | 0.067016 | -0.061634 | -0.037724 | Female | 79 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
28 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8d293322-edc8-428d-a9c3-c0be9722ca5e | no_churn | 0.021041 | 0 | no_churn | -0.099811 | -0.00606 | 0.006288 | -0.083638 | 0.022082 | 0.045635 | -0.067196 | -0.086327 | Male | 43 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 84d5e66e-ca9c-422d-b5b7-198460936d44 | no_churn | 0.366462 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Male | 77 | No | No | Disabled | Suburban | High School or Below | 1,672,725,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8e3497ad-0539-4b9a-8f7d-0615b3514463 | churn | 0.503812 | 1 | churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Female | 48 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
8 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 70ca064b-5ec1-4c90-8d30-e364be0532e6 | no_churn | 0.408953 | 0 | no_churn | -0.061586 | -0.015667 | -0.049316 | -0.080597 | 0.039486 | 0.06813 | -0.056532 | -0.073696 | Female | 68 | Yes | No | Employed | Rural | Bachelor | 1,672,725,600 |
17 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 15ea5605-9e05-4113-964a-41877745e271 | no_churn | 0.329383 | 0 | no_churn | 0.034468 | -0.103573 | -0.030504 | -0.009156 | -0.08392 | 0.076069 | -0.036195 | -0.051215 | Female | 35 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
65 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 5325ac9b-b1d2-4e2c-ba14-6b07c78afd3c | no_churn | 0.007377 | 0 | no_churn | -0.056958 | -0.003022 | -0.009899 | -0.027989 | -0.02742 | -0.109934 | -0.013298 | -0.020506 | Female | 72 | Yes | Yes | Retired | Rural | Bachelor | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e95e357a-fe89-41e0-8c2c-e5a83d36c3e3 | no_churn | 0.530174 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 38 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
21 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c6aac407-22d8-4266-9c88-7b78b99a3aeb | no_churn | 0.062612 | 0 | no_churn | -0.032372 | -0.005897 | -0.055296 | -0.129508 | 0.00409 | 0.062099 | -0.021014 | -0.011127 | Female | 38 | Yes | No | Employed | Rural | College | 1,672,725,600 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 24163231-79a4-4fdb-8184-f315a2b54e0c | no_churn | 0.402803 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 62 | Yes | No | Employed | Urban | Bachelor | 1,672,725,600 |
23 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c162d8bc-bfba-4d09-b122-5fc4020eb2e6 | no_churn | 0.229461 | 0 | no_churn | -0.055129 | -0.016531 | 0.012466 | -0.107466 | -0.049717 | 0.040597 | -0.022629 | -0.030618 | Male | 70 | No | Yes | Medical Leave | Suburban | High School or Below | 1,672,725,600 |
21 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 1a7c158a-0518-4f7f-8115-baf71807e80a | no_churn | 0.016771 | 0 | no_churn | 0.010552 | -0.002652 | -0.015999 | -0.003634 | -0.000829 | -0.228626 | -0.014408 | -0.01343 | Male | 65 | No | No | Employed | Suburban | College | 1,672,725,600 |
63 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 09cc1910-0fd7-42df-bd92-85718f9ceebe | no_churn | 0.008206 | 0 | no_churn | -0.055252 | -0.001565 | -0.009653 | 0.002286 | -0.031894 | 0.056924 | -0.036624 | -0.043248 | Female | 55 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
10 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4174ae0c-84eb-4d64-8d79-e0864849274d | no_churn | 0.219751 | 0 | no_churn | -0.033471 | -0.014237 | -0.015706 | -0.113635 | -0.005698 | 0.051802 | -0.05913 | -0.073952 | Female | 27 | No | Yes | Employed | Rural | College | 1,672,725,600 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3da7f820-4cb3-4728-9d49-9b28b562d3b0 | no_churn | 0.02453 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Male | 55 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
71 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 41eea6d8-0459-4ccb-92ae-39495f6bb055 | no_churn | 0.002329 | 0 | no_churn | -0.10648 | -0.00408 | -0.039902 | -0.007517 | 0.009272 | 0.055589 | -0.030812 | -0.055096 | Male | 72 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
7 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 867ab895-9410-4010-936d-b2fa4d72f190 | no_churn | 0.106636 | 0 | no_churn | -0.012513 | -0.003998 | -0.02205 | -0.141657 | -0.001598 | 0.054324 | -0.053039 | -0.0703 | Female | 33 | No | Yes | Employed | Urban | Bachelor | 1,672,725,600 |
29 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f32486fe-f0dd-4013-905a-f8b4840fb360 | no_churn | 0.239378 | 0 | no_churn | 0.063919 | 0.192646 | 0.090386 | 0.014589 | 0.085263 | 0.136546 | 0.009106 | -0.001482 | Male | 60 | No | Yes | Medical Leave | Suburban | College | 1,672,725,600 |
4 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 50bf4129-c5f5-4d5f-886e-fd9ac6bc0fac | churn | 0.448671 | 1 | churn | 0.176506 | 0.001391 | 0.00543 | 0.016737 | 0.007743 | 0.113006 | -0.03144 | -0.050617 | Male | 28 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fe758120-c4fb-43f1-9b00-97cff1b88fdd | no_churn | 0.319711 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 66 | Yes | Yes | Employed | Urban | Bachelor | 1,672,725,600 |
57 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | fef023a8-1865-4a27-88b1-2200b4b3e491 | no_churn | 0.074556 | 0 | no_churn | 0.028065 | 0.000166 | 0.035774 | 0.06238 | 0.034657 | 0.002334 | -0.016752 | -0.005649 | Female | 46 | No | Yes | Employed | Urban | Bachelor | 1,672,725,600 |
25 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3380e765-136d-4fbc-89ed-0f54e1cd6d14 | no_churn | 0.074265 | 0 | no_churn | -0.103168 | -0.007022 | -0.032056 | -0.056655 | -0.055333 | 0.029371 | -0.023975 | -0.020189 | Male | 26 | No | No | Unemployed | Suburban | College | 1,672,725,600 |
72 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 1dda9a11-427d-45a3-89aa-37e766f114a1 | no_churn | 0.006086 | 0 | no_churn | -0.074786 | -0.003627 | -0.010056 | -0.025079 | -0.02105 | -0.105654 | -0.011324 | -0.017451 | Male | 46 | No | No | Unemployed | Suburban | College | 1,672,725,600 |
70 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | c1df18dc-b116-4700-a218-6816c9c1b006 | no_churn | 0.01183 | 0 | no_churn | -0.037819 | -0.00276 | -0.025825 | -0.024925 | -0.003969 | -0.13823 | -0.011322 | -0.024177 | Female | 49 | No | Yes | Unemployed | Rural | Bachelor | 1,672,725,600 |
22 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6443ddb6-5175-41c3-9570-ea4d4c9a6a09 | no_churn | 0.070796 | 0 | no_churn | 0.129041 | -0.007873 | 0.037139 | 0.09796 | 0.103114 | 0.115666 | -0.000962 | 0.007758 | Female | 42 | No | No | Retired | Rural | High School or Below | 1,672,725,600 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7eb6b4be-6495-4463-a296-0fd636946992 | no_churn | 0.283128 | 0 | no_churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Female | 30 | Yes | No | Medical Leave | Suburban | Doctor | 1,672,725,600 |
4 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b656ff86-836a-45b4-9630-c35539a7e839 | no_churn | 0.441151 | 0 | no_churn | 0.027794 | -0.011964 | -0.016636 | -0.148777 | -0.094111 | 0.058259 | -0.044004 | -0.039589 | Female | 52 | No | No | Disabled | Urban | Bachelor | 1,672,725,600 |
24 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d8dfa3f9-e656-4f37-a6f8-b47677d18014 | no_churn | 0.092523 | 0 | no_churn | -0.07669 | -0.007556 | 0.015964 | -0.030632 | -0.111636 | 0.030326 | -0.039022 | -0.029779 | Male | 44 | No | No | Employed | Suburban | College | 1,672,725,600 |
5 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0205ad6a-1c2d-46a4-ba15-7380dc25eb8b | no_churn | 0.26335 | 0 | no_churn | -0.000893 | -0.020225 | -0.090986 | -0.060594 | -0.060785 | 0.047495 | -0.042813 | -0.036378 | Female | 33 | No | No | Employed | Urban | Bachelor | 1,672,725,600 |
15 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7e9911e2-cb4a-480e-86c7-a002058c361e | no_churn | 0.433513 | 0 | no_churn | 0.193083 | -0.007261 | 0.106359 | 0.060902 | -0.077051 | 0.115182 | 0.008062 | 0.007603 | Male | 51 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
52 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5b881719-34ee-4815-97a2-5950522dfa80 | no_churn | 0.04967 | 0 | no_churn | -0.092212 | -0.005816 | 0.009917 | -0.012114 | -0.132586 | 0.035204 | -0.021755 | -0.016331 | Female | 57 | No | Yes | Unemployed | Suburban | Master | 1,672,725,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8546d75a-afad-40a2-8ade-a1813bcc5975 | no_churn | 0.176106 | 0 | no_churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Female | 55 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
53 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | f0c28047-e29b-40fd-a08c-14a5f556feae | churn | 0.045558 | 1 | churn | -0.03683 | -0.00418 | -0.020178 | -0.107207 | 0.028054 | -0.047846 | -0.029765 | -0.031073 | Male | 39 | No | No | Employed | Suburban | College | 1,672,725,600 |
67 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 41c51de9-dfc5-44e5-93cb-a8d7fd9a6ac1 | no_churn | 0.005948 | 0 | no_churn | -0.077379 | -0.002979 | -0.006595 | -0.078959 | 0.00546 | 0.045548 | -0.032123 | -0.04 | Female | 80 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
69 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 15823165-536c-49db-aab4-322f07130aed | no_churn | 0.00942 | 0 | no_churn | -0.056188 | -0.003675 | -0.017357 | -0.021411 | -0.000344 | -0.11868 | -0.022724 | -0.028646 | Male | 38 | No | Yes | Unemployed | Suburban | Master | 1,672,725,600 |
7 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8fc4cdfc-38a1-43bf-8d83-6d4f625848f8 | no_churn | 0.159566 | 0 | no_churn | -0.012513 | -0.003998 | -0.02205 | -0.141657 | -0.001598 | 0.054324 | -0.053039 | -0.0703 | Female | 36 | Yes | No | Retired | Suburban | Doctor | 1,672,725,600 |
20 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 56ad2389-f540-4f41-9ad1-f75f992e159c | no_churn | 0.021112 | 0 | no_churn | -0.032411 | -0.005014 | -0.037117 | -0.029807 | -0.001551 | -0.085108 | -0.039889 | -0.038131 | Male | 75 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
8 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0ace6546-ab98-457d-9e4b-8b9893da9436 | churn | 0.166522 | 1 | churn | 0.136258 | -0.010831 | 0.034574 | -0.015825 | 0.092066 | 0.094851 | -0.040348 | -0.051437 | Male | 66 | Yes | Yes | Unemployed | Urban | College | 1,672,725,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ec3e414a-b41b-4a45-aa4c-147aa005ff05 | churn | 0.532629 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 43 | No | Yes | Disabled | Suburban | High School or Below | 1,672,725,600 |
68 | No | No phone service | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 56109f9e-e9ff-430e-9e4e-d56e1a3b70af | no_churn | 0.023695 | 0 | no_churn | -0.128523 | 0.019339 | -0.004174 | -0.011229 | -0.00797 | -0.067152 | -0.03091 | -0.028407 | Male | 25 | No | Yes | Unemployed | Suburban | College | 1,672,725,600 |
10 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0f88900c-40a2-429a-9682-132fb77bdbeb | no_churn | 0.226597 | 0 | no_churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Male | 69 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 07805a2d-c33d-4567-b2fd-d94048415fb8 | no_churn | 0.295498 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Male | 28 | Yes | No | Unemployed | Urban | Bachelor | 1,672,725,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d6a23ee9-fc3e-460a-9cf3-ca7fd44f6f28 | no_churn | 0.319711 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 28 | No | Yes | Disabled | Suburban | High School or Below | 1,672,725,600 |
63 | Yes | No | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 98433641-2aea-4fb5-8c7e-30dda5c1c523 | no_churn | 0.005727 | 0 | no_churn | -0.049817 | -0.002922 | -0.007758 | -0.018211 | 0.002708 | -0.13358 | -0.028019 | -0.031427 | Female | 41 | Yes | Yes | Employed | Suburban | College | 1,672,725,600 |
38 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 01cb8c2c-6767-45f4-ab96-381e847e7aaf | no_churn | 0.021294 | 0 | no_churn | -0.010035 | -0.007209 | -0.010985 | -0.089292 | -0.039983 | -0.071165 | -0.011489 | -0.028867 | Male | 50 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,725,600 |
12 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6fe18d09-cfea-4f61-b28c-0e6b8067d85e | churn | 0.277054 | 1 | churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Male | 49 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
2 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3a4c4841-5df9-4d8c-bb8e-1697e6ca5a07 | churn | 0.354916 | 1 | churn | 0.104646 | -0.008306 | -0.020163 | -0.088875 | -0.046848 | 0.082932 | -0.049173 | -0.072328 | Female | 76 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
29 | No | No phone service | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 9fa60115-79fd-47dc-a6ad-1b6610811ba9 | no_churn | 0.084563 | 0 | no_churn | -0.053716 | 0.046006 | 0.013141 | -0.022382 | 0.028588 | -0.211427 | -0.023312 | -0.025925 | Female | 80 | No | Yes | Disabled | Suburban | Bachelor | 1,672,725,600 |
67 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9493ccb1-dea4-4413-b3b7-223bd4d7efed | no_churn | 0.131805 | 0 | no_churn | -0.100249 | -0.002171 | 0.036298 | -0.004519 | 0.055668 | 0.070385 | -0.028481 | -0.024623 | Female | 27 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
38 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d04e18b9-8649-470e-9753-dc544f2d4cd2 | no_churn | 0.017456 | 0 | no_churn | -0.064776 | -0.01946 | -0.062414 | -0.088885 | -0.048431 | 0.046947 | -0.014509 | -0.017496 | Male | 31 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 53e90ca2-ce1a-47d1-a6eb-e2585b7289cf | no_churn | 0.296113 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 74 | No | Yes | Unemployed | Urban | College | 1,672,725,600 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 7b23d0a2-f08e-4b14-a62a-74c63900cde9 | no_churn | 0.091193 | 0 | no_churn | -0.021125 | -0.008264 | 0.001567 | -0.050942 | -0.010409 | -0.082563 | -0.03759 | -0.039701 | Male | 70 | No | No | Employed | Rural | College | 1,672,725,600 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bc309750-efb6-4921-91a5-f25c5e98ed44 | no_churn | 0.43949 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Female | 39 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0cd836a0-ed41-44b9-968f-6e9887ce72a3 | churn | 0.657749 | 1 | churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Female | 36 | Yes | No | Medical Leave | Urban | Bachelor | 1,672,725,600 |
49 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 49c42fc8-48b0-4a68-8f4e-b3c9d9bae0f7 | no_churn | 0.00959 | 0 | no_churn | -0.051065 | -0.004848 | -0.023345 | -0.017386 | 0.014031 | -0.110216 | -0.024116 | -0.052081 | Male | 24 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
49 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6d434db9-b00e-4721-bb97-b6455da20a10 | no_churn | 0.480491 | 1 | churn | -0.135958 | -0.000057 | 0.074257 | 0.012337 | 0.036361 | 0.108479 | 0.101427 | 0.104127 | Female | 59 | No | Yes | Medical Leave | Suburban | High School or Below | 1,672,725,600 |
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