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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
69 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 039174e7-ac77-4b17-8243-aad5ffed9eba | no_churn | 0.255203 | 0 | no_churn | -0.031651 | -0.003985 | 0.08833 | 0.068862 | 0.024211 | 0.096073 | 0.079718 | 0.078915 | Female | 68 | No | No | Unemployed | Suburban | College | 1,670,997,600 |
17 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | 7a9658e2-e895-4eca-bf00-e827645c9a88 | no_churn | 0.786865 | 1 | churn | -0.030731 | -0.007915 | -0.009859 | 0.079814 | -0.046861 | 0.061055 | -0.102252 | -0.042277 | Female | 70 | Yes | Yes | Employed | Suburban | Master | 1,670,997,600 |
1 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 2600413a-d5f1-4d79-b15f-ff6c1fd11845 | no_churn | 0.757452 | 1 | churn | 0.331986 | -0.007152 | 0.007678 | -0.004562 | -0.035454 | 0.149942 | 0.103368 | 0.075169 | Female | 69 | No | No | Retired | Suburban | High School or Below | 1,670,997,600 |
21 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | a4271228-ef99-4f8c-ad7e-903939551a19 | churn | 0.228159 | 1 | churn | -0.074128 | -0.011614 | -0.044495 | -0.076476 | -0.068719 | 0.034729 | 0.00251 | -0.020833 | Female | 68 | No | No | Employed | Suburban | College | 1,670,997,600 |
17 | Yes | No | High Speed | Expired | One year | <80hrs | Disabled | c149a734-a015-4ab2-9a96-80dc15d1c18b | no_churn | 0.026081 | 0 | no_churn | 0.027227 | -0.004202 | -0.031386 | -0.041651 | -0.018884 | -0.145902 | 0.02025 | -0.019478 | Male | 50 | No | No | Employed | Suburban | College | 1,670,997,600 |
49 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 5f8f0494-1ddd-4f79-8e7d-bc7f214de119 | no_churn | 0.024622 | 0 | no_churn | -0.115051 | -0.006367 | -0.051959 | -0.02248 | -0.085547 | 0.028115 | 0.004036 | -0.019774 | Male | 31 | No | No | Unemployed | Rural | Bachelor | 1,670,997,600 |
32 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | cee46b26-b3a6-421e-81f8-37d32db2b4dc | no_churn | 0.532582 | 0 | no_churn | 0.06954 | -0.000399 | 0.040546 | 0.002596 | 0.154215 | 0.128417 | 0.119188 | 0.139537 | Female | 33 | Yes | Yes | Retired | Suburban | Bachelor | 1,670,997,600 |
37 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 10ccf3e5-96bc-4157-9fcc-95ce75927501 | no_churn | 0.017188 | 0 | no_churn | -0.158629 | -0.01452 | -0.060311 | -0.040143 | -0.012675 | 0.032742 | 0.029788 | -0.021945 | Male | 60 | No | No | Unemployed | Rural | College | 1,670,997,600 |
55 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Disabled | 648f3f63-b6ec-472e-aacf-4234672172e4 | no_churn | 0.03397 | 0 | no_churn | -0.068813 | -0.004799 | -0.015238 | -0.019376 | 0.067367 | 0.043113 | 0.089128 | -0.060408 | Female | 49 | No | No | Employed | Suburban | High School or Below | 1,670,997,600 |
1 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | e901e15a-31d5-4e54-a6df-47954cb94cf6 | no_churn | 0.622501 | 0 | no_churn | 0.213727 | -0.015576 | -0.084657 | -0.134447 | -0.081022 | 0.089621 | 0.025045 | -0.02002 | Male | 35 | No | No | Employed | Suburban | Bachelor | 1,670,997,600 |
35 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 21ace89e-e25b-4876-a1b6-45be1d0c123e | no_churn | 0.146765 | 0 | no_churn | -0.145402 | -0.004898 | -0.089912 | 0.018636 | 0.011579 | -0.004766 | 0.003509 | -0.001772 | Female | 67 | Yes | Yes | Employed | Rural | College | 1,670,997,600 |
43 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 44cca635-5b01-47f8-aeaa-bcb10da3256a | no_churn | 0.251634 | 0 | no_churn | -0.151505 | 0.008479 | -0.017608 | -0.023321 | 0.029715 | 0.064407 | 0.03963 | -0.033823 | Female | 70 | No | No | Employed | Suburban | Master | 1,670,997,600 |
72 | No | No phone service | Medium Speed | Expired | Month-to-month | <80hrs | Active | 6c0ca65f-66b0-4e70-878f-559e4401573d | no_churn | 0.005617 | 0 | no_churn | -0.142578 | 0.025445 | 0.016581 | -0.117803 | 0.007916 | 0.056631 | -0.020445 | 0.011895 | Female | 72 | Yes | No | Unemployed | Urban | High School or Below | 1,670,997,600 |
26 | Yes | No | High Speed | Expired | One year | 100hrs+ | Disabled | 1b6921c5-425b-408d-ba1e-4627e4a1aca4 | no_churn | 0.022821 | 0 | no_churn | -0.053757 | -0.001922 | -0.019353 | -0.021113 | 0.017765 | -0.016045 | 0.079626 | -0.034227 | Male | 42 | No | No | Unemployed | Suburban | Bachelor | 1,670,997,600 |
69 | Yes | Yes | High Speed | Expired | Two year | <80hrs | Active | 9c08a1bc-280f-44ad-98d7-e2eee6994697 | no_churn | 0.023444 | 0 | no_churn | -0.067338 | -0.003288 | 0.014846 | -0.029453 | -0.027491 | -0.150555 | -0.038429 | 0.032682 | Male | 66 | Yes | No | Employed | Suburban | Bachelor | 1,670,997,600 |
56 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 445e8487-2787-430a-9fde-4743d638b15d | no_churn | 0.061398 | 0 | no_churn | -0.06115 | -0.000875 | 0.00758 | 0.046917 | 0.09358 | 0.041983 | -0.029831 | -0.000565 | Male | 61 | No | No | Unemployed | Suburban | Doctor | 1,670,997,600 |
51 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | e18e0b58-4bef-41b5-9559-7f3e156cdd7d | no_churn | 0.253746 | 0 | no_churn | -0.131402 | -0.006209 | 0.031009 | -0.034876 | -0.129352 | 0.044733 | -0.023394 | 0.010465 | Female | 20 | No | No | Unemployed | Suburban | College | 1,670,997,600 |
33 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 07f04df5-5d23-432a-8e5d-daa27789c74e | no_churn | 0.075651 | 0 | no_churn | -0.101846 | -0.005911 | -0.025398 | -0.078808 | -0.026442 | 0.029568 | 0.019969 | -0.030159 | Female | 30 | No | Yes | Unemployed | Suburban | College | 1,670,997,600 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e7d5e644-84db-4f17-b5a0-0fb494f8615e | no_churn | 0.865461 | 1 | churn | 0.189805 | -0.000809 | 0.03177 | 0.078657 | 0.145199 | 0.12189 | 0.096839 | 0.067623 | Male | 65 | Yes | Yes | Employed | Suburban | College | 1,670,997,600 |
17 | Yes | No | Medium Speed | Expired | Month-to-month | 0hrs | Disabled | 4fb65f7f-a248-48b4-8733-cb17cef0fa0c | no_churn | 0.035692 | 0 | no_churn | 0.034053 | -0.005948 | -0.025338 | -0.198282 | -0.067201 | 0.05576 | -0.025594 | -0.033976 | Male | 21 | No | Yes | Unemployed | Suburban | High School or Below | 1,670,997,600 |
63 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 0e803718-1ce5-4331-8bfc-9c7143c23d54 | no_churn | 0.012845 | 0 | no_churn | -0.079114 | -0.01123 | -0.028178 | -0.006549 | -0.073047 | 0.04401 | 0.007985 | -0.012903 | Female | 43 | Yes | No | Unemployed | Suburban | College | 1,670,997,600 |
12 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | ed9070e1-f22e-425d-a7f4-efc93b84059a | no_churn | 0.127689 | 0 | no_churn | 0.045721 | -0.015702 | -0.064202 | -0.086381 | 0.01131 | 0.036615 | 0.013744 | -0.01308 | Female | 21 | No | Yes | Unemployed | Urban | High School or Below | 1,670,997,600 |
45 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 20769734-07c9-4f5f-b87c-3546449b8478 | no_churn | 0.016538 | 0 | no_churn | -0.087072 | -0.004198 | -0.000267 | 0.014601 | 0.090008 | 0.060016 | 0.107066 | 0.090821 | Female | 78 | No | No | Employed | Rural | High School or Below | 1,670,997,600 |
58 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Disabled | 9f1f379c-6813-4737-9c7f-f3c7301fa716 | no_churn | 0.02515 | 0 | no_churn | -0.042261 | -0.015686 | 0.044191 | 0.027626 | 0.007346 | 0.078323 | 0.08635 | -0.059915 | Male | 55 | No | No | Employed | Suburban | College | 1,670,997,600 |
20 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 17198ac8-f768-4210-9e81-cb00adaeef46 | no_churn | 0.269701 | 0 | no_churn | -0.00749 | -0.009867 | -0.011299 | -0.047203 | -0.021237 | 0.058782 | 0.055747 | -0.042899 | Female | 45 | No | Yes | Employed | Suburban | College | 1,670,997,600 |
58 | No | No phone service | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | e3e2d30d-5f06-4f3f-8571-90a622eb4acc | no_churn | 0.111936 | 0 | no_churn | -0.079622 | 0.089124 | 0.043749 | -0.085628 | 0.051693 | 0.092968 | 0.037168 | -0.018479 | Female | 30 | No | No | Employed | Suburban | Bachelor | 1,670,997,600 |
16 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 9e2050e8-9d74-4014-a928-fe905f960b77 | no_churn | 0.277911 | 1 | churn | -0.030978 | -0.008304 | -0.013771 | -0.115186 | -0.086026 | 0.025155 | 0.013478 | 0.016606 | Male | 43 | Yes | No | Unemployed | Suburban | Bachelor | 1,670,997,600 |
0 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | a247ab71-e750-4657-9ee0-a4e15978176d | no_churn | 0.019369 | 0 | no_churn | 0.166267 | -0.00617 | -0.03922 | -0.105058 | 0.06652 | 0.10824 | 0.098561 | -0.059151 | Male | 80 | Yes | No | Employed | Suburban | College | 1,670,997,600 |
40 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | d6c00926-ce1b-4ef8-85ac-6acc3b9c42c5 | no_churn | 0.116673 | 0 | no_churn | -0.037039 | -0.012444 | -0.030418 | -0.050457 | -0.009438 | 0.062501 | 0.018684 | -0.020415 | Male | 53 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,997,600 |
20 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 799d00ab-c61c-4e06-90b5-cf0306843fe2 | no_churn | 0.094617 | 0 | no_churn | -0.030986 | -0.005312 | -0.028379 | -0.049343 | -0.026399 | 0.023986 | 0.010985 | -0.013289 | Male | 42 | No | Yes | Medical Leave | Rural | Bachelor | 1,670,997,600 |
9 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 062a03ad-be93-4ff4-a9b7-580807f3eabb | no_churn | 0.236477 | 0 | no_churn | 0.130431 | -0.001523 | 0.026432 | -0.041682 | 0.11096 | 0.136448 | 0.082817 | 0.078341 | Female | 72 | Yes | No | Employed | Suburban | High School or Below | 1,670,997,600 |
23 | Yes | No | High Speed | Expired | One year | 0hrs | Disabled | 70c6b1a1-ed8d-4d70-9cf2-4cfabfd322a0 | no_churn | 0.097411 | 0 | no_churn | -0.053987 | -0.003087 | -0.086764 | -0.02642 | 0.01444 | -0.053289 | -0.018355 | -0.041564 | Female | 29 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
30 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | f1b85777-ac25-437e-8279-f3accc7c5d38 | no_churn | 0.462506 | 0 | no_churn | -0.160936 | -0.011479 | 0.005054 | 0.085101 | -0.033841 | 0.05447 | 0.006488 | -0.053884 | Male | 26 | No | Yes | Employed | Suburban | College | 1,670,997,600 |
24 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 220274e2-ea22-4706-bdad-be8084b925da | no_churn | 0.01909 | 0 | no_churn | 0.011788 | -0.002785 | -0.044362 | 0.056415 | 0.020091 | 0.094921 | 0.101114 | -0.050542 | Male | 44 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,997,600 |
42 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | f896ee92-b212-4d7d-a654-3f780ea244ec | churn | 0.131237 | 0 | no_churn | -0.058006 | -0.006432 | -0.038765 | -0.089854 | -0.074125 | 0.042913 | 0.018156 | -0.027915 | Female | 26 | No | No | Disabled | Suburban | Bachelor | 1,670,997,600 |
31 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 1b5aad17-e552-49a0-bdc4-2a958785a78a | churn | 0.182701 | 1 | churn | 0.081647 | -0.000653 | 0.047917 | 0.033808 | 0.159907 | 0.132589 | 0.118199 | 0.13756 | Female | 38 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
20 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 9a3c2caa-448c-4aaf-a177-4dbc15d59f96 | no_churn | 0.323394 | 1 | churn | -0.057868 | -0.004042 | -0.101977 | 0.082235 | -0.007829 | 0.044507 | 0.045652 | -0.032219 | Male | 78 | Yes | No | Unemployed | Suburban | High School or Below | 1,670,997,600 |
31 | Yes | Yes | Medium Speed | Expired | One year | <80hrs | Active | c186b13c-0209-4d88-be21-c935aca0ec0f | no_churn | 0.182701 | 1 | churn | -0.052219 | -0.003599 | 0.005551 | -0.07848 | -0.065793 | -0.095762 | 0.015224 | 0.036052 | Male | 25 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
24 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | 3050f931-260e-41d5-a804-e83cafc6e512 | no_churn | 0.594083 | 0 | no_churn | 0.009218 | -0.006872 | 0.103328 | 0.145728 | 0.014901 | 0.114184 | 0.02743 | 0.068057 | Male | 45 | No | No | Employed | Suburban | College | 1,670,997,600 |
5 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 266925fc-8557-4b78-a088-bd35314948a0 | no_churn | 0.441715 | 1 | churn | 0.149375 | -0.001155 | -0.008741 | 0.113468 | 0.05218 | 0.08097 | -0.030687 | 0.017564 | Male | 26 | No | Yes | Unemployed | Urban | High School or Below | 1,670,997,600 |
11 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 19931623-9005-4038-92ed-92e54ddb3ead | no_churn | 0.010333 | 0 | no_churn | 0.040961 | -0.011213 | -0.03682 | -0.075649 | -0.077367 | 0.040074 | 0.007974 | -0.007973 | Male | 23 | No | Yes | Disabled | Suburban | Bachelor | 1,670,997,600 |
25 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | e2371bf2-84d5-41e9-adb6-50f80222144a | churn | 0.662172 | 1 | churn | 0.041381 | -0.004455 | 0.098482 | 0.184177 | 0.002325 | 0.107973 | 0.00058 | -0.020489 | Male | 69 | No | Yes | Employed | Suburban | Bachelor | 1,670,997,600 |
8 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 910e4336-c542-4224-a5be-e2533e0e443f | no_churn | 0.198431 | 0 | no_churn | 0.101046 | -0.004634 | 0.027265 | -0.012705 | -0.011833 | 0.08665 | 0.094116 | -0.042708 | Male | 54 | Yes | Yes | Medical Leave | Rural | Doctor | 1,670,997,600 |
49 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Disabled | 63d1ab4d-517a-4445-b9bf-8d2ba2e975a5 | no_churn | 0.250579 | 0 | no_churn | -0.192535 | 0.017815 | -0.018835 | -0.04644 | -0.031546 | 0.062394 | 0.013023 | -0.022902 | Female | 30 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
19 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | d04d03a1-368e-4edf-957c-073e1a0376d3 | no_churn | 0.010955 | 0 | no_churn | -0.032006 | -0.011239 | -0.065525 | -0.066156 | -0.094013 | 0.040051 | 0.002986 | -0.023125 | Female | 61 | Yes | Yes | Employed | Urban | Bachelor | 1,670,997,600 |
2 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 6732dc80-2c0a-4ccf-9ff0-50238f9a4a69 | no_churn | 0.713723 | 1 | churn | 0.156149 | 0.023937 | -0.006733 | -0.104897 | -0.028669 | 0.122588 | 0.114991 | -0.059725 | Female | 56 | No | Yes | Employed | Urban | Bachelor | 1,670,997,600 |
55 | Yes | No | Low Speed | Expired | Two year | 100hrs+ | Disabled | 2b265d4e-c6d5-441f-ae0c-390420bc6def | no_churn | 0.03397 | 0 | no_churn | -0.070054 | -0.004253 | -0.019113 | -0.053174 | -0.02425 | -0.088967 | 0.015207 | -0.019421 | Male | 44 | Yes | No | Employed | Rural | Bachelor | 1,670,997,600 |
18 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 81c13ff8-5ec0-425c-aabb-183237ef7bb1 | no_churn | 0.043659 | 0 | no_churn | -0.021061 | -0.011892 | -0.009995 | -0.013869 | -0.018525 | 0.04941 | -0.009914 | -0.013684 | Female | 75 | No | No | Employed | Suburban | High School or Below | 1,670,997,600 |
2 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | a3e96f34-967a-414e-8e99-deae73526f79 | no_churn | 0.145214 | 0 | no_churn | 0.140794 | -0.01734 | -0.099062 | -0.081078 | -0.071816 | 0.059582 | -0.029687 | -0.009744 | Female | 23 | Yes | No | Employed | Rural | Doctor | 1,670,997,600 |
40 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | 9f5fef81-a30e-4f91-84ef-7b2b1b990ec2 | no_churn | 0.228942 | 0 | no_churn | -0.052511 | -0.003899 | -0.015772 | 0.101584 | -0.02388 | 0.075303 | -0.01448 | -0.015371 | Female | 32 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
70 | No | No phone service | High Speed | Phone_Support | Two year | 100hrs+ | Active | 451258a5-604c-42c0-827b-f806fae6f725 | no_churn | 0.012984 | 0 | no_churn | -0.120138 | -0.007824 | -0.007375 | -0.000664 | 0.034125 | -0.182334 | 0.039477 | 0.043707 | Female | 32 | No | Yes | Unemployed | Urban | College | 1,670,997,600 |
18 | No | No phone service | Low Speed | Expired | Month-to-month | <80hrs | Active | ac4d5608-1f98-4450-802a-c511852281f6 | no_churn | 0.612866 | 1 | churn | 0.024009 | 0.055791 | 0.032825 | 0.009661 | 0.030437 | 0.108075 | 0.111146 | 0.069031 | Male | 55 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
27 | Yes | No | High Speed | Expired | One year | <80hrs | Disabled | 80f4735f-f8b5-4d07-97da-c2c578854a16 | no_churn | 0.042454 | 0 | no_churn | -0.08779 | -0.004045 | -0.023122 | -0.046073 | -0.028161 | -0.073556 | 0.012673 | -0.018953 | Female | 79 | Yes | No | Employed | Rural | College | 1,670,997,600 |
1 | No | No phone service | Medium Speed | Expired | Month-to-month | 100hrs+ | Active | 5bf3b1e0-b9d1-4a22-8f09-383c37d3e86d | no_churn | 0.870052 | 1 | churn | 0.190761 | 0.112319 | 0.022386 | -0.004258 | -0.040269 | 0.132547 | 0.036357 | 0.054798 | Male | 48 | Yes | No | Employed | Suburban | College | 1,670,997,600 |
43 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 29d9009d-8b2e-46fd-aaf8-90bb6478a4e3 | no_churn | 0.251634 | 0 | no_churn | -0.162357 | 0.015089 | -0.013939 | -0.031027 | 0.020426 | 0.049166 | -0.026796 | -0.039587 | Male | 73 | Yes | No | Employed | Suburban | Doctor | 1,670,997,600 |
48 | Yes | Yes | Medium Speed | Expired | One year | <50hrs | Active | cdea70cf-853f-420a-a942-aaa970521653 | no_churn | 0.158768 | 0 | no_churn | -0.096509 | -0.004167 | 0.016627 | -0.057345 | -0.052106 | -0.063654 | 0.031246 | 0.036881 | Male | 41 | No | No | Unemployed | Suburban | Master | 1,670,997,600 |
45 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 534eeb04-b48d-4f87-849d-681d79bd38b0 | churn | 0.38233 | 1 | churn | -0.239467 | -0.004955 | 0.033399 | 0.073531 | -0.021131 | 0.031247 | -0.00226 | -0.020222 | Female | 48 | No | Yes | Unemployed | Suburban | Master | 1,670,997,600 |
2 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 9c9c12f7-02bd-48e9-b81f-4f5fdba4f598 | no_churn | 0.204416 | 0 | no_churn | 0.121811 | -0.010172 | -0.051078 | -0.078475 | -0.033113 | 0.059329 | 0.075007 | -0.029428 | Male | 76 | Yes | No | Medical Leave | Suburban | College | 1,670,997,600 |
56 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 66e7d117-88e9-43d0-bd83-f1b18204f39b | no_churn | 0.299507 | 0 | no_churn | -0.198824 | -0.001584 | 0.014613 | 0.046374 | 0.023095 | 0.080464 | 0.064236 | 0.082599 | Male | 78 | Yes | Yes | Employed | Suburban | College | 1,670,997,600 |
57 | No | No phone service | High Speed | In_Store_Support | Two year | <80hrs | Active | 26e6445a-f1c3-4eaa-9d9f-d11e877827eb | no_churn | 0.02883 | 0 | no_churn | -0.039112 | 0.019888 | 0.003782 | -0.014058 | -0.053487 | -0.222081 | 0.038558 | 0.027484 | Male | 42 | No | Yes | Employed | Urban | Master | 1,670,997,600 |
59 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 4cdca3fa-a63b-4b91-94da-57a743ca507d | no_churn | 0.033932 | 0 | no_churn | -0.120603 | -0.004245 | -0.01948 | -0.014144 | 0.050336 | 0.055022 | 0.049422 | -0.045334 | Female | 76 | No | No | Employed | Urban | High School or Below | 1,670,997,600 |
71 | Yes | Yes | Fiber optic | Expired | One year | <80hrs | Disabled | a4c969e8-53e0-49e1-898a-ba9b997d86e4 | no_churn | 0.041531 | 0 | no_churn | -0.164115 | -0.004094 | -0.023527 | 0.059818 | 0.027762 | -0.079851 | 0.01587 | -0.030888 | Male | 70 | Yes | No | Unemployed | Suburban | College | 1,670,997,600 |
15 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | eca592d2-e469-4e47-96c0-2092df49ca3c | no_churn | 0.691294 | 1 | churn | 0.133618 | -0.00146 | 0.086848 | 0.031057 | 0.174129 | 0.136295 | 0.0472 | 0.042288 | Female | 77 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
45 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | e70abc15-ee3a-4d55-88e3-8a963713a457 | churn | 0.38233 | 1 | churn | -0.239467 | -0.004955 | 0.033399 | 0.073531 | -0.021131 | 0.031247 | -0.00226 | -0.020222 | Female | 39 | No | No | Employed | Urban | College | 1,670,997,600 |
47 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 7e32cd99-363b-428c-b5d9-a5b9a2077af0 | no_churn | 0.397228 | 1 | churn | -0.03212 | -0.003959 | 0.052263 | -0.060639 | -0.0916 | 0.079862 | 0.019385 | 0.047782 | Female | 55 | No | No | Unemployed | Suburban | Bachelor | 1,670,997,600 |
6 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 714868cf-4c98-4ac3-823a-5e1436caf039 | no_churn | 0.222003 | 0 | no_churn | 0.107391 | -0.001759 | -0.01152 | -0.057093 | 0.011798 | 0.068729 | 0.034464 | -0.012835 | Male | 63 | No | Yes | Employed | Suburban | Bachelor | 1,670,997,600 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | e8c13165-8469-4313-a5e0-6dd32ac7a977 | no_churn | 0.00287 | 0 | no_churn | -0.111862 | -0.006843 | -0.015617 | -0.041112 | -0.091371 | 0.034739 | 0.022029 | -0.025656 | Female | 73 | No | Yes | Unemployed | Suburban | College | 1,670,997,600 |
1 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | e9e6f6cc-9778-4d2c-bc7f-74747e3f8210 | no_churn | 0.9168 | 1 | churn | 0.260026 | -0.004489 | 0.010868 | -0.028575 | 0.059984 | 0.161195 | 0.090646 | 0.096891 | Female | 52 | No | Yes | Unemployed | Urban | High School or Below | 1,670,997,600 |
19 | Yes | No | High Speed | Phone_Support | Two year | 100hrs+ | Disabled | c99640ee-7b7c-4687-8c0d-63df432fb716 | no_churn | 0.012686 | 0 | no_churn | 0.011375 | -0.003754 | -0.019131 | -0.016869 | 0.051189 | -0.126952 | 0.070659 | -0.045543 | Female | 74 | Yes | No | Unemployed | Suburban | Doctor | 1,670,997,600 |
8 | Yes | No | High Speed | Phone_Support | Month-to-month | <80hrs | Disabled | 54d69211-4f56-430d-ad8f-28c2517a7f69 | no_churn | 0.094697 | 0 | no_churn | 0.054977 | -0.0091 | -0.003031 | -0.059628 | 0.081404 | 0.083962 | 0.00138 | -0.026907 | Male | 21 | Yes | Yes | Retired | Urban | High School or Below | 1,670,997,600 |
6 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | 765d4652-0166-46bc-9c56-e14fd9f31b76 | no_churn | 0.154802 | 0 | no_churn | 0.097301 | -0.001889 | 0.008717 | -0.077356 | 0.013995 | 0.081724 | -0.010719 | -0.012835 | Female | 76 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
57 | Yes | No | Fiber optic | Expired | One year | 100hrs+ | Disabled | 8ffefac3-5133-4605-9693-0cd6c64a8b38 | no_churn | 0.133835 | 0 | no_churn | -0.14239 | -0.003984 | -0.013165 | 0.039155 | 0.007964 | -0.087071 | 0.01051 | -0.030045 | Female | 49 | No | Yes | Unemployed | Suburban | College | 1,670,997,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 4fa5ed52-bb49-43be-8ffc-88c1aaf65cba | no_churn | 0.387835 | 1 | churn | 0.295646 | -0.008284 | -0.008392 | -0.033921 | -0.043434 | 0.138132 | 0.089762 | -0.039876 | Female | 47 | No | Yes | Employed | Suburban | College | 1,670,997,600 |
3 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | c8e4b7f5-742a-4e84-a017-f251a6a2d465 | no_churn | 0.90863 | 1 | churn | 0.142495 | -0.007075 | 0.033581 | 0.074818 | -0.096769 | 0.086432 | 0.020403 | -0.022912 | Female | 64 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
25 | Yes | No | High Speed | Expired | Two year | 100hrs+ | Disabled | 81facb77-1f00-4aa4-814c-0d8a21e140e9 | no_churn | 0.021674 | 0 | no_churn | -0.008245 | -0.004462 | -0.05697 | -0.035001 | -0.020787 | -0.105027 | 0.009952 | -0.008486 | Female | 28 | Yes | Yes | Employed | Rural | College | 1,670,997,600 |
58 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 6c3f9aee-d723-4989-b5d2-5ed0d78ce826 | no_churn | 0.17267 | 1 | churn | -0.19987 | -0.005053 | 0.040603 | -0.003833 | 0.040023 | 0.047758 | -0.053528 | 0.068554 | Female | 32 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
20 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Disabled | cdd12d61-bf70-4a13-b38a-81d6ed729d04 | no_churn | 0.094617 | 0 | no_churn | -0.003926 | -0.003925 | -0.042791 | -0.00159 | 0.055796 | 0.075501 | 0.091323 | -0.069415 | Male | 39 | Yes | Yes | Employed | Suburban | College | 1,670,997,600 |
19 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 2822bb5e-6555-41c6-bd92-4d650248ee02 | no_churn | 0.024509 | 0 | no_churn | -0.067372 | -0.008148 | -0.053597 | -0.080261 | -0.064838 | 0.020157 | 0.01219 | -0.027157 | Female | 58 | Yes | No | Employed | Suburban | College | 1,670,997,600 |
58 | No | No phone service | Medium Speed | Expired | One year | 100hrs+ | Disabled | 07e07262-8295-4d62-9e8e-4c64e247dde0 | no_churn | 0.111936 | 0 | no_churn | -0.083092 | 0.007485 | 0.003391 | -0.021522 | -0.01318 | -0.103217 | 0.033085 | -0.021977 | Male | 75 | Yes | Yes | Employed | Suburban | Master | 1,670,997,600 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 0d7c616d-553b-415a-98cf-d27661994035 | no_churn | 0.646958 | 1 | churn | 0.170393 | -0.001067 | -0.039337 | 0.072507 | 0.062729 | 0.12811 | 0.08551 | -0.03727 | Female | 48 | No | Yes | Unemployed | Urban | Master | 1,670,997,600 |
19 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | 128d4986-83d5-4131-a6b0-01599a68b5ae | no_churn | 0.012686 | 0 | no_churn | -0.074047 | -0.007696 | -0.044777 | -0.080543 | -0.029236 | 0.02401 | -0.029579 | -0.027157 | Female | 53 | No | Yes | Disabled | Urban | Bachelor | 1,670,997,600 |
18 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | a1476be5-57f4-4ec9-9d82-07c9f8703d3b | no_churn | 0.793534 | 1 | churn | -0.061614 | -0.005838 | 0.054127 | -0.06048 | -0.067602 | 0.013761 | 0.018684 | 0.049935 | Male | 43 | Yes | No | Employed | Suburban | College | 1,670,997,600 |
1 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 773aaf11-dbef-4630-b5f5-fcfae9c045d1 | no_churn | 0.9168 | 1 | churn | 0.234669 | -0.006789 | 0.080916 | -0.00787 | -0.048253 | 0.123602 | 0.048321 | 0.060997 | Female | 75 | No | Yes | Employed | Suburban | Bachelor | 1,670,997,600 |
69 | Yes | No | Fiber optic | Phone_Support | One year | <80hrs | Active | 9a63b426-b782-4e87-9d9a-3abb362e7209 | no_churn | 0.26442 | 1 | churn | -0.114188 | -0.001889 | -0.021894 | -0.003969 | -0.068515 | -0.076063 | 0.025517 | 0.041976 | Male | 25 | Yes | No | Employed | Suburban | College | 1,670,997,600 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 66c6cef5-207a-4928-ae83-9cfa563ebef9 | no_churn | 0.824498 | 1 | churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 57 | No | No | Employed | Suburban | Master | 1,670,997,600 |
1 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 676fd49b-fcb7-4663-8ed7-33e16e32a335 | no_churn | 0.311315 | 1 | churn | 0.213727 | -0.015576 | -0.084657 | -0.134447 | -0.081022 | 0.089621 | 0.025045 | -0.02002 | Male | 66 | No | No | Employed | Suburban | Doctor | 1,670,997,600 |
65 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | a01330c0-d4d0-4308-97a9-4d7d41ce9de5 | no_churn | 0.226175 | 0 | no_churn | -0.216429 | -0.007299 | -0.004623 | 0.0252 | 0.017636 | 0.037417 | -0.05748 | 0.026551 | Female | 80 | No | No | Employed | Urban | College | 1,670,997,600 |
63 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | 83a591f4-7fd8-455d-91db-e3bdbca8aca0 | no_churn | 0.284562 | 0 | no_churn | -0.22642 | -0.009603 | -0.009655 | 0.048395 | 0.005627 | -0.002932 | -0.01953 | 0.015092 | Female | 73 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,997,600 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | d9bb18e3-7a4d-4014-b650-1facb91d2a44 | no_churn | 0.831256 | 1 | churn | 0.289491 | -0.005461 | 0.041379 | 0.109399 | 0.075988 | 0.147179 | 0.036029 | -0.028467 | Female | 59 | No | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
21 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | a98fe377-a723-4dca-a272-f4e5e20633ba | no_churn | 0.013264 | 0 | no_churn | -0.064723 | -0.006517 | -0.04191 | -0.059099 | -0.094095 | 0.013206 | 0.016528 | -0.022416 | Male | 75 | Yes | No | Medical Leave | Suburban | Master | 1,670,997,600 |
41 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 7bfd8327-3cea-46ce-9762-c4be70df2d67 | no_churn | 0.398117 | 0 | no_churn | -0.152917 | -0.003297 | -0.024855 | 0.091359 | -0.022776 | 0.043419 | 0.027523 | -0.034982 | Male | 32 | No | Yes | Employed | Suburban | Bachelor | 1,670,997,600 |
18 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | c6bd54a0-4bd5-4991-a734-5c3380ccf4f6 | no_churn | 0.024814 | 0 | no_churn | -0.018841 | -0.009224 | 0.068397 | 0.006755 | 0.101369 | 0.074208 | 0.075762 | -0.060952 | Male | 73 | No | Yes | Employed | Rural | College | 1,670,997,600 |
19 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 09915fe4-9efa-41ca-9ab9-76083acb2a64 | no_churn | 0.010955 | 0 | no_churn | 0.026466 | -0.00229 | -0.031595 | 0.001353 | -0.049112 | 0.074275 | 0.094047 | -0.052169 | Male | 23 | No | Yes | Disabled | Suburban | College | 1,670,997,600 |
56 | Yes | Yes | High Speed | Expired | One year | <80hrs | Disabled | d1f65345-83ee-427d-b738-3395848742dc | no_churn | 0.061398 | 0 | no_churn | -0.035615 | -0.004657 | 0.010214 | -0.027562 | -0.089321 | -0.09055 | 0.022574 | -0.02411 | Male | 62 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,997,600 |
65 | Yes | Yes | Fiber optic | Expired | One year | 100hrs+ | Active | 409e1c30-680d-4b36-829f-a7456a3e48bf | no_churn | 0.305267 | 1 | churn | -0.121366 | -0.000541 | 0.057401 | 0.058632 | 0.075189 | -0.05158 | 0.044221 | 0.066851 | Male | 49 | No | No | Disabled | Urban | Master | 1,670,997,600 |
71 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Active | 7e7371b4-028f-46fd-b7d5-0c19e760fd72 | no_churn | 0.009992 | 0 | no_churn | -0.141846 | -0.005486 | -0.006134 | -0.031414 | -0.032989 | 0.047302 | 0.026101 | 0.025441 | Male | 36 | Yes | No | Employed | Rural | Bachelor | 1,670,997,600 |
18 | No | No phone service | Low Speed | Expired | Month-to-month | 100hrs+ | Active | da4124cf-3487-4397-9af1-c4d2dced13d0 | no_churn | 0.612866 | 1 | churn | -0.037248 | 0.057155 | 0.00238 | -0.009313 | -0.108987 | 0.062166 | 0.009052 | 0.045768 | Male | 44 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,997,600 |
63 | Yes | No | Low Speed | Phone_Support | Two year | 100hrs+ | Disabled | d55f32f5-5fc8-48f7-98c4-36b35e02936f | no_churn | 0.021669 | 0 | no_churn | -0.085383 | -0.003065 | -0.014713 | -0.014439 | 0.016406 | -0.135695 | 0.034984 | -0.027121 | Male | 30 | No | Yes | Employed | Suburban | Master | 1,670,997,600 |
7 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 0915ddd6-e46c-4c09-b4cf-3b37a67fdad1 | no_churn | 0.274909 | 0 | no_churn | 0.007961 | -0.008549 | -0.02682 | -0.118349 | -0.014197 | 0.036169 | -0.011237 | -0.011075 | Female | 67 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,997,600 |
9 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3c110486-2ab7-4863-8bf6-d4887b9bc449 | no_churn | 0.185869 | 0 | no_churn | 0.022432 | -0.003252 | 0.001912 | -0.03146 | -0.074836 | 0.066494 | -0.017977 | -0.014836 | Female | 78 | No | Yes | Employed | Suburban | Bachelor | 1,670,997,600 |
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