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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
39 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | d5d84efb-5bf9-4349-be46-a7c09041e4db | no_churn | 0.428894 | 0 | no_churn | 0.001871 | -0.005188 | 0.103088 | 0.111453 | 0.084251 | 0.117803 | 0.088446 | 0.059252 | Male | 60 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
70 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 054f2598-a4cd-4776-ba69-b623fcbb10a6 | churn | 0.046205 | 0 | no_churn | -0.07432 | -0.003366 | 0.009526 | -0.026539 | -0.036325 | -0.147122 | -0.00566 | 0.014779 | Male | 36 | No | No | Employed | Urban | High School or Below | 1,672,552,800 |
22 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 570bd0e8-3203-4050-8d60-5f0dc81d4169 | no_churn | 0.332077 | 0 | no_churn | -0.07877 | -0.00397 | -0.030487 | 0.081884 | 0.020576 | 0.073363 | -0.021556 | -0.028461 | Male | 20 | No | No | Employed | Rural | Bachelor | 1,672,552,800 |
48 | Yes | Yes | Low Speed | Web_Chat_Support | One year | <80hrs | Active | 29c54693-7a9b-4e3a-9319-df1802b4df00 | churn | 0.295059 | 1 | churn | -0.005146 | -0.006058 | -0.000896 | -0.047581 | 0.07848 | -0.080566 | 0.071546 | 0.078028 | Male | 30 | No | No | Unemployed | Suburban | Bachelor | 1,672,552,800 |
51 | Yes | Yes | Fiber optic | Phone_Support | One year | <50hrs | Active | 8bc55420-5dd5-43b5-b816-08ad0af2cdf7 | no_churn | 0.200192 | 0 | no_churn | -0.091077 | -0.003078 | 0.038797 | 0.027996 | -0.029492 | -0.200874 | -0.01037 | -0.000927 | Female | 47 | Yes | No | Medical Leave | Suburban | College | 1,672,552,800 |
30 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | cd8ce1bf-7788-4d60-bec4-d7d5786026c7 | no_churn | 0.094836 | 0 | no_churn | -0.041973 | -0.002872 | -0.02293 | -0.013535 | -0.020412 | 0.087732 | 0.071178 | 0.016786 | Male | 58 | No | Yes | Unemployed | Urban | College | 1,672,552,800 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 21aa3897-fa34-409a-a38a-8c90bc41bf60 | no_churn | 0.561147 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 34 | No | Yes | Employed | Rural | College | 1,672,552,800 |
25 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 8ef0d21f-7331-431b-bd6f-ee26df1a7000 | churn | 0.639638 | 1 | churn | 0.143834 | -0.001895 | 0.062822 | 0.060191 | 0.063427 | 0.152554 | 0.056219 | 0.058254 | Male | 58 | No | Yes | Retired | Suburban | High School or Below | 1,672,552,800 |
39 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b71b1700-0030-432e-a496-729d41c4ffbd | churn | 0.631806 | 1 | churn | -0.043028 | -0.00334 | 0.105865 | 0.096616 | 0.088291 | 0.13118 | 0.141937 | 0.128454 | Female | 51 | No | Yes | Employed | Rural | Bachelor | 1,672,552,800 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 324cdccc-261d-41d7-907c-b20737253f2e | no_churn | 0.358264 | 0 | no_churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Male | 75 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,552,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 61801bf0-be36-4a9e-be8b-9c6d6e9661b4 | churn | 0.876786 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 71 | No | No | Retired | Urban | Bachelor | 1,672,552,800 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | d455281c-4705-43aa-8772-4cd63cf7d307 | no_churn | 0.118324 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Male | 49 | No | No | Disabled | Suburban | Master | 1,672,552,800 |
3 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 14b94331-5f3f-49de-8911-4f92bba42519 | churn | 0.865616 | 1 | churn | 0.174616 | -0.004579 | 0.105053 | -0.005715 | 0.064953 | 0.138487 | 0.080464 | 0.103339 | Female | 26 | Yes | No | Employed | Suburban | Bachelor | 1,672,552,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 93aba375-1b83-42fb-b87d-e0a6111e2178 | no_churn | 0.817008 | 0 | no_churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Female | 52 | No | No | Unemployed | Suburban | High School or Below | 1,672,552,800 |
61 | Yes | Yes | Medium Speed | Phone_Support | One year | <50hrs | Active | 04d3adfe-d5b4-4652-938b-61e9d6c8563b | no_churn | 0.059273 | 0 | no_churn | 0.057113 | 0.001596 | 0.028039 | 0.102437 | 0.120155 | -0.046992 | 0.15087 | 0.097758 | Female | 46 | No | No | Unemployed | Urban | Bachelor | 1,672,552,800 |
19 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d5342566-c956-4038-98fd-a486e0c9ddd9 | churn | 0.618137 | 1 | churn | 0.026011 | -0.002728 | -0.000413 | 0.158724 | 0.030353 | 0.114279 | -0.02697 | -0.021328 | Female | 25 | No | No | Unemployed | Suburban | Bachelor | 1,672,552,800 |
61 | Yes | No | Fiber optic | Phone_Support | One year | <50hrs | Active | 9da984e3-257f-489e-be35-3db4e8a84e12 | no_churn | 0.102128 | 0 | no_churn | -0.034408 | -0.001552 | 0.011533 | -0.021089 | 0.012818 | -0.066974 | 0.049888 | 0.013092 | Female | 72 | Yes | Yes | Employed | Urban | Bachelor | 1,672,552,800 |
63 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4c16c4c3-fd25-4e21-a324-1cd022e8451d | no_churn | 0.013163 | 0 | no_churn | -0.031149 | -0.001191 | 0.014366 | -0.00645 | 0.029714 | 0.067197 | -0.007864 | -0.003649 | Male | 65 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,552,800 |
51 | Yes | Yes | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | dde75bb5-0d3f-4c09-91e5-f5b373f1ad19 | no_churn | 0.0472 | 0 | no_churn | -0.085028 | -0.004089 | 0.010822 | -0.044818 | -0.034272 | -0.060021 | -0.021948 | -0.029671 | Male | 76 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 533f496b-ef90-4050-92a5-8624842454d7 | no_churn | 0.358264 | 0 | no_churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Female | 76 | No | Yes | Employed | Rural | Bachelor | 1,672,552,800 |
1 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 62a7fe91-dc31-4d08-8209-e43c33469d7d | churn | 0.915427 | 1 | churn | 0.209152 | -0.006388 | 0.105582 | -0.042643 | 0.053126 | 0.152358 | 0.056369 | 0.083419 | Female | 72 | Yes | No | Employed | Urban | Bachelor | 1,672,552,800 |
46 | No | No phone service | High Speed | In_Store_Support | One year | 0hrs | Disabled | 99861e18-b3c8-4f11-b77a-769c90e50198 | no_churn | 0.080579 | 0 | no_churn | -0.073323 | 0.029632 | 0.005044 | -0.035333 | -0.066887 | -0.054076 | -0.03153 | -0.022553 | Male | 36 | No | No | Employed | Suburban | Bachelor | 1,672,552,800 |
13 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | d550add1-05e7-492a-a0e5-9470e9d9d25f | churn | 0.377116 | 1 | churn | 0.058012 | 0.056576 | 0.034026 | -0.138695 | -0.126735 | 0.082572 | 0.039667 | 0.05555 | Male | 46 | Yes | Yes | Employed | Suburban | College | 1,672,552,800 |
61 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 66499181-bcc6-4800-927b-63be20c5a370 | no_churn | 0.059273 | 0 | no_churn | -0.028813 | 0.000991 | 0.030846 | 0.157912 | 0.124821 | 0.091339 | 0.158526 | 0.105351 | Female | 69 | No | Yes | Employed | Suburban | High School or Below | 1,672,552,800 |
11 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 73a00a4c-cecf-49cc-8f49-8998bc0d5377 | no_churn | 0.409951 | 0 | no_churn | 0.063281 | -0.001547 | -0.039401 | 0.054692 | 0.008549 | 0.108293 | -0.020649 | -0.007416 | Female | 20 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,552,800 |
66 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 2aeb815a-c006-4b61-bdc6-66337ce639aa | no_churn | 0.017419 | 0 | no_churn | -0.131983 | -0.001845 | -0.000797 | -0.005949 | -0.098236 | 0.039319 | 0.067628 | 0.039504 | Male | 52 | No | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
72 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 2ea62e9b-6a1d-405a-b31d-992877b66dd5 | no_churn | 0.005232 | 0 | no_churn | -0.136382 | 0.013081 | 0.012097 | 0.044578 | 0.008515 | 0.106247 | 0.043962 | 0.070305 | Female | 55 | No | Yes | Disabled | Suburban | Master | 1,672,639,200 |
40 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 0b915fb8-22f4-41e8-b5a8-54eb930f675e | no_churn | 0.169734 | 0 | no_churn | -0.127919 | -0.004098 | 0.035752 | -0.1465 | -0.106211 | 0.064616 | 0.066833 | 0.057668 | Male | 46 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,639,200 |
45 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 505a2ebc-94c9-47bd-97a0-632979c02bdd | no_churn | 0.020372 | 0 | no_churn | -0.187909 | -0.003288 | 0.023239 | 0.000132 | 0.102223 | 0.009104 | 0.053266 | 0.064208 | Female | 67 | No | No | Employed | Suburban | College | 1,672,639,200 |
31 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 1a0579b8-50cf-4638-9604-ec37b24ede6f | churn | 0.0192 | 0 | no_churn | -0.022932 | -0.004902 | 0.036176 | 0.039432 | 0.138476 | 0.121794 | 0.102829 | 0.11041 | Male | 40 | No | No | Employed | Suburban | Master | 1,672,639,200 |
8 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | c9ff1525-71dc-4a94-83dc-361469fd962d | no_churn | 0.266397 | 0 | no_churn | 0.160797 | -0.002507 | -0.039582 | -0.034576 | 0.145506 | 0.13217 | 0.157672 | 0.12416 | Male | 66 | Yes | Yes | Employed | Urban | College | 1,672,639,200 |
72 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 8b1531ca-88ec-4993-9c21-b7a9cbcf0e54 | no_churn | 0.009253 | 0 | no_churn | -0.206349 | -0.001829 | 0.011517 | -0.022532 | 0.050899 | 0.058072 | -0.003576 | 0.064771 | Female | 54 | No | No | Unemployed | Urban | Bachelor | 1,672,639,200 |
60 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | dab568c7-4edb-40f3-b051-7cf55227ec12 | no_churn | 0.07777 | 0 | no_churn | -0.237565 | -0.006146 | -0.03972 | -0.035896 | 0.033364 | 0.041969 | -0.001627 | 0.006594 | Female | 56 | No | No | Employed | Suburban | High School or Below | 1,672,639,200 |
49 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 09fb56d9-3c59-44e7-99c7-24a58f071c31 | no_churn | 0.026379 | 0 | no_churn | -0.149742 | -0.002965 | -0.013691 | -0.065743 | 0.0701 | 0.066229 | 0.049247 | 0.087539 | Female | 41 | No | Yes | Employed | Suburban | Master | 1,672,639,200 |
38 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 54d68e17-9e1e-4a0b-93c9-22c2f0764cb0 | no_churn | 0.017395 | 0 | no_churn | -0.106814 | 0.085841 | 0.035249 | 0.008523 | 0.017487 | 0.074913 | -0.031333 | -0.034035 | Female | 24 | Yes | No | Employed | Suburban | High School or Below | 1,672,639,200 |
51 | Yes | No | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 01d5b12d-36cc-4cd4-85ac-0715b1ec712c | no_churn | 0.017654 | 0 | no_churn | -0.076477 | -0.003944 | -0.010238 | -0.010144 | -0.105141 | -0.107197 | 0.016708 | 0.027407 | Male | 23 | Yes | No | Medical Leave | Suburban | Master | 1,672,639,200 |
30 | No | No phone service | High Speed | Phone_Support | Month-to-month | <80hrs | Active | ef1b7c79-4e5d-4fa8-9077-4c7e5648b235 | churn | 0.156113 | 1 | churn | -0.029953 | 0.030354 | 0.034623 | 0.010527 | 0.097631 | 0.103597 | -0.00387 | 0.005065 | Female | 32 | No | No | Employed | Suburban | College | 1,672,639,200 |
55 | Yes | No | Medium Speed | Phone_Support | One year | <50hrs | Active | 310339df-813c-4f8a-82a7-3b28ea534d56 | no_churn | 0.117795 | 0 | no_churn | -0.009838 | 0.000696 | 0.003193 | 0.049796 | 0.062752 | -0.051489 | 0.023835 | 0.082029 | Male | 65 | No | No | Unemployed | Urban | Bachelor | 1,672,639,200 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 495198b6-e98a-4396-b3a5-6dd2b9df1364 | no_churn | 0.218797 | 0 | no_churn | 0.146121 | -0.003461 | -0.046824 | -0.023244 | 0.129934 | 0.133821 | 0.157759 | 0.129416 | Male | 60 | No | Yes | Unemployed | Suburban | College | 1,672,639,200 |
70 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 8eaa7ce7-cfe6-4945-b4fa-400d15a38b89 | no_churn | 0.140384 | 0 | no_churn | -0.123168 | -0.000732 | 0.005711 | 0.022896 | -0.092724 | 0.033192 | 0.083885 | 0.065247 | Male | 70 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
59 | Yes | No | High Speed | In_Store_Support | One year | 100hrs+ | Active | f0407d7b-f2ed-4307-ae70-2dbbf595b94b | no_churn | 0.101491 | 0 | no_churn | -0.119213 | -0.003481 | -0.0191 | -0.022176 | -0.061921 | -0.047528 | 0.013304 | 0.03109 | Female | 61 | No | Yes | Employed | Rural | Master | 1,672,639,200 |
60 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 03f4cb85-715b-48f3-acbb-41940d59e484 | churn | 0.036801 | 0 | no_churn | -0.11355 | -0.006831 | -0.079295 | -0.005175 | -0.086435 | 0.035287 | -0.006609 | -0.006419 | Female | 73 | No | No | Unemployed | Suburban | Doctor | 1,672,639,200 |
72 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 05fee893-4b6f-4dbf-a0d7-cff71d8e44a7 | no_churn | 0.011049 | 0 | no_churn | -0.194896 | -0.010695 | -0.007435 | -0.072315 | 0.01459 | 0.035 | -0.008967 | 0.045692 | Female | 42 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
10 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e5ec4e19-2840-401d-81cb-5597b4828a66 | churn | 0.314661 | 1 | churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Male | 20 | Yes | Yes | Employed | Urban | High School or Below | 1,672,639,200 |
69 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b8bb7cf1-76b4-4af4-899b-9775ee8d11fb | no_churn | 0.0257 | 0 | no_churn | -0.076005 | -0.001976 | 0.042037 | -0.005418 | 0.062541 | 0.083112 | -0.035551 | -0.048966 | Female | 49 | Yes | Yes | Retired | Suburban | College | 1,672,639,200 |
10 | No | No phone service | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 7d325e27-410f-4f44-af62-e4412a6cc7aa | no_churn | 0.050235 | 0 | no_churn | 0.00881 | 0.041122 | 0.007995 | -0.005537 | -0.052727 | -0.168594 | -0.017036 | -0.013058 | Female | 26 | Yes | No | Employed | Urban | Master | 1,672,639,200 |
13 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a3fe85d7-fcb9-4cd1-ac78-380af36f6978 | churn | 0.310558 | 1 | churn | -0.096441 | 0.033426 | -0.001371 | -0.091781 | -0.055572 | 0.062798 | -0.055032 | -0.065052 | Male | 73 | Yes | No | Employed | Suburban | High School or Below | 1,672,639,200 |
12 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e411bb0e-a0a0-49bc-8da4-747f17c85aa7 | churn | 0.225819 | 1 | churn | 0.064203 | -0.003324 | 0.000602 | -0.040239 | -0.088439 | 0.072692 | -0.034183 | -0.054836 | Female | 22 | No | No | Retired | Suburban | High School or Below | 1,672,639,200 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 48dc2f37-d59e-4d2a-9ab9-2f304139bc8d | churn | 0.6718 | 1 | churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 71 | No | Yes | Employed | Urban | Bachelor | 1,672,639,200 |
28 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fd812bb3-8242-413a-9e7e-45abb4f5b41a | no_churn | 0.106906 | 0 | no_churn | -0.095387 | -0.015326 | -0.009993 | -0.048936 | -0.050514 | 0.034295 | -0.033993 | -0.039173 | Female | 49 | No | Yes | Medical Leave | Suburban | Master | 1,672,639,200 |
71 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9aa902d5-a6d6-4818-aaf8-c320492a7336 | no_churn | 0.006764 | 0 | no_churn | -0.200457 | 0.004063 | 0.001763 | -0.000055 | -0.040958 | 0.063322 | -0.029451 | -0.042253 | Female | 54 | No | No | Unemployed | Rural | Bachelor | 1,672,639,200 |
66 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ca031cf5-90a6-474b-b274-4b4419adac20 | no_churn | 0.034313 | 0 | no_churn | -0.017556 | -0.003241 | -0.014015 | -0.038281 | -0.004828 | 0.047528 | -0.016867 | -0.011766 | Female | 49 | No | Yes | Employed | Suburban | College | 1,672,639,200 |
60 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5e366061-c0ae-433a-9928-939da0ae8482 | no_churn | 0.018799 | 0 | no_churn | -0.061404 | -0.005449 | -0.015426 | -0.048595 | -0.007831 | 0.046779 | -0.020853 | -0.006249 | Male | 34 | Yes | No | Employed | Suburban | College | 1,672,639,200 |
5 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f2246ebd-9e44-4b6a-89ac-741a020f7a7d | churn | 0.33245 | 1 | churn | 0.035163 | -0.006829 | -0.06307 | -0.150573 | 0.015364 | 0.071643 | -0.054515 | -0.067708 | Female | 61 | Yes | Yes | Disabled | Urban | Master | 1,672,639,200 |
18 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e7b382ed-c6e9-4f6e-aa19-186fc9ce31bc | no_churn | 0.097015 | 0 | no_churn | -0.088074 | -0.011849 | -0.06268 | -0.013014 | -0.002826 | 0.045992 | -0.059558 | -0.052473 | Male | 49 | Yes | No | Employed | Urban | Bachelor | 1,672,639,200 |
1 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b19f8b53-ab38-4b65-a423-615f689c4351 | no_churn | 0.521651 | 0 | no_churn | 0.190371 | 0.047002 | 0.011085 | -0.179517 | -0.028761 | 0.111959 | -0.037818 | -0.047144 | Female | 25 | Yes | No | Employed | Suburban | Bachelor | 1,672,639,200 |
51 | No | No phone service | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 0628d414-6631-4217-b111-b18354625f5b | no_churn | 0.013932 | 0 | no_churn | -0.071199 | 0.010663 | -0.005169 | -0.026309 | -0.040208 | -0.106617 | -0.016772 | -0.013415 | Male | 28 | No | No | Employed | Rural | Doctor | 1,672,639,200 |
56 | No | No phone service | Low Speed | Phone_Support | Two year | 0hrs | Disabled | bbf83222-d9b2-4219-9406-55266160f379 | no_churn | 0.019998 | 0 | no_churn | -0.057391 | 0.014127 | 0.003442 | -0.043064 | 0.015529 | -0.118661 | -0.029729 | -0.033279 | Male | 64 | No | Yes | Unemployed | Suburban | College | 1,672,639,200 |
37 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 46c6f791-3061-4541-84e6-e43499409f07 | no_churn | 0.016092 | 0 | no_churn | -0.054277 | -0.00539 | -0.020295 | -0.032172 | 0.004657 | -0.103931 | -0.020998 | -0.036622 | Female | 58 | No | No | Unemployed | Suburban | High School or Below | 1,672,639,200 |
70 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7fe73ac6-c347-4816-ba8c-7319ce3f64f6 | churn | 0.027666 | 1 | churn | -0.085222 | -0.006115 | -0.03351 | -0.031381 | -0.059744 | 0.022692 | -0.019778 | -0.033429 | Female | 46 | No | No | Employed | Rural | High School or Below | 1,672,639,200 |
15 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f522cd45-b363-463d-a3a4-12adf014883f | no_churn | 0.097237 | 0 | no_churn | -0.037359 | -0.009558 | -0.011984 | -0.078164 | -0.072579 | 0.050141 | -0.034257 | -0.037489 | Male | 64 | No | Yes | Employed | Urban | Bachelor | 1,672,639,200 |
61 | Yes | Yes | Medium Speed | In_Store_Support | Two year | 100hrs+ | Active | 8cffeb98-4e15-4365-8202-bfc9638fcd2f | no_churn | 0.04807 | 0 | no_churn | -0.069223 | -0.003317 | 0.000136 | -0.021679 | -0.049847 | -0.148996 | 0.007423 | 0.016476 | Male | 53 | No | Yes | Medical Leave | Suburban | College | 1,672,639,200 |
72 | Yes | No | High Speed | Phone_Support | Two year | <80hrs | Active | 1eace62d-cc21-43dc-89e3-ec16e4371e12 | no_churn | 0.023687 | 0 | no_churn | -0.117255 | -0.002461 | -0.023997 | -0.009743 | 0.032669 | -0.167319 | 0.018588 | 0.04415 | Female | 55 | Yes | Yes | Employed | Rural | High School or Below | 1,672,639,200 |
31 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | b3e5d55a-eaed-44fb-bbc9-6ac193af86b8 | no_churn | 0.046679 | 0 | no_churn | -0.02748 | -0.002235 | -0.036935 | -0.01902 | -0.004733 | 0.096588 | 0.090738 | 0.02455 | Male | 64 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
71 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 057fd290-2c0b-4f23-ab2c-91fb283207be | no_churn | 0.177751 | 0 | no_churn | -0.250028 | -0.003293 | -0.03361 | -0.045104 | 0.029211 | 0.053671 | -0.052632 | 0.072759 | Male | 68 | No | No | Employed | Urban | Bachelor | 1,672,639,200 |
37 | Yes | Yes | Low Speed | Phone_Support | One year | <80hrs | Active | d4312d3f-dff6-4c9b-9a7d-257a57392609 | no_churn | 0.267558 | 0 | no_churn | -0.103764 | -0.004798 | -0.01445 | -0.015815 | 0.017896 | -0.166739 | -0.014723 | 0.056617 | Male | 80 | No | No | Employed | Suburban | College | 1,672,639,200 |
71 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | f0bee081-4e0e-4ad3-9c69-8adf7757579f | no_churn | 0.01752 | 0 | no_churn | -0.070502 | 0.000159 | 0.020942 | 0.032589 | 0.106833 | 0.115471 | 0.104274 | 0.111208 | Male | 61 | Yes | No | Employed | Rural | Bachelor | 1,672,639,200 |
49 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | b9e29c0d-94f1-4d90-9907-03a32431f2fd | no_churn | 0.245116 | 0 | no_churn | -0.012237 | -0.000765 | 0.032811 | 0.044356 | 0.122783 | 0.071768 | 0.04513 | 0.029794 | Female | 37 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
61 | Yes | Yes | High Speed | Phone_Support | One year | <80hrs | Active | 96c9551d-6e79-4721-bae8-303c779b9cad | no_churn | 0.104822 | 0 | no_churn | -0.038612 | -0.001278 | 0.022618 | 0.024594 | 0.084208 | -0.07323 | 0.094116 | 0.070058 | Female | 57 | Yes | No | Medical Leave | Suburban | Bachelor | 1,672,639,200 |
60 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 88cad73a-f926-4029-86b5-c85634d4ae1c | no_churn | 0.326257 | 0 | no_churn | -0.114806 | -0.001284 | 0.017184 | 0.044024 | 0.099153 | 0.07156 | 0.137728 | 0.047415 | Female | 45 | Yes | No | Unemployed | Suburban | Bachelor | 1,672,639,200 |
14 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | f5160071-0f44-4604-9a8d-72d683c9c06c | churn | 0.523415 | 1 | churn | 0.018079 | -0.005515 | -0.078736 | -0.058772 | -0.021977 | 0.054085 | 0.019399 | 0.041911 | Male | 42 | No | Yes | Employed | Rural | Bachelor | 1,672,639,200 |
21 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 2a027ecd-9550-4711-9172-d6df51b9a47f | churn | 0.449697 | 1 | churn | -0.122213 | -0.006932 | -0.110736 | -0.013662 | -0.043182 | 0.042282 | -0.001015 | 0.028098 | Female | 62 | No | No | Medical Leave | Urban | High School or Below | 1,672,639,200 |
53 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 9b63631a-688e-41dd-a72d-805dccd23b02 | no_churn | 0.135704 | 0 | no_churn | -0.155883 | -0.003962 | -0.129602 | -0.08745 | 0.044128 | 0.033023 | 0.013514 | 0.037206 | Male | 62 | No | Yes | Unemployed | Suburban | Master | 1,672,639,200 |
67 | Yes | Yes | Fiber optic | In_Store_Support | One year | 100hrs+ | Active | 72512685-13a0-4bc5-8438-5c0ee12e6591 | no_churn | 0.173436 | 0 | no_churn | -0.175293 | -0.002562 | 0.016098 | 0.022061 | -0.084712 | -0.082049 | 0.00857 | 0.028861 | Female | 42 | Yes | No | Retired | Urban | College | 1,672,639,200 |
50 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 6def6e76-281e-459b-9915-5d28591fbcde | no_churn | 0.458851 | 0 | no_churn | -0.085832 | -0.002061 | 0.015515 | 0.050641 | 0.045312 | 0.090738 | 0.000262 | -0.013601 | Female | 59 | No | No | Employed | Urban | High School or Below | 1,672,639,200 |
64 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 21c39408-c1ef-467e-9298-8ed565e58e9e | churn | 0.158195 | 1 | churn | -0.292141 | -0.003377 | -0.02983 | -0.031139 | 0.013879 | 0.026358 | 0.027287 | 0.019937 | Female | 74 | Yes | No | Unemployed | Suburban | Bachelor | 1,672,639,200 |
69 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | d62de793-2daf-49d9-9588-4896d61187aa | no_churn | 0.093715 | 0 | no_churn | -0.111023 | -0.002832 | 0.081276 | 0.036253 | 0.059807 | 0.096361 | 0.003177 | 0.050931 | Male | 40 | No | Yes | Disabled | Suburban | High School or Below | 1,672,639,200 |
44 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 7e4b0dea-01b9-4cbf-8783-809d548c3943 | no_churn | 0.04841 | 0 | no_churn | -0.195704 | -0.006199 | -0.091709 | -0.008241 | -0.005789 | 0.040497 | 0.015979 | 0.04814 | Female | 55 | No | No | Disabled | Urban | Master | 1,672,639,200 |
67 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 100hrs+ | Active | a4f12b93-1516-4d7c-b451-abf6215c03f2 | no_churn | 0.07116 | 0 | no_churn | -0.084331 | -0.002689 | 0.018673 | 0.028992 | -0.085844 | -0.11759 | -0.024057 | 0.02782 | Female | 35 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
66 | Yes | Yes | Fiber optic | Phone_Support | One year | 100hrs+ | Active | bfa44268-b4ef-485d-ad37-b957ee77351e | no_churn | 0.141525 | 0 | no_churn | -0.15844 | -0.001608 | 0.042239 | -0.091796 | -0.015681 | -0.100844 | 0.02354 | 0.033564 | Male | 53 | Yes | No | Employed | Urban | High School or Below | 1,672,639,200 |
70 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | f3a90e82-64f0-43dc-bff9-5f3e7dc7de3f | no_churn | 0.058903 | 0 | no_churn | -0.077721 | -0.002482 | 0.034567 | 0.026289 | -0.133619 | 0.040108 | 0.047167 | 0.048166 | Female | 29 | No | Yes | Employed | Suburban | Master | 1,672,639,200 |
67 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | 6dd04b9d-2296-4620-9fdb-32ec0e1be655 | no_churn | 0.135416 | 0 | no_churn | -0.122476 | -0.002058 | 0.012985 | 0.000393 | -0.007251 | -0.119208 | -0.025756 | 0.004346 | Male | 34 | No | No | Employed | Rural | College | 1,672,639,200 |
18 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | 6597b643-2d7c-4db0-880d-1f5c31e8d1bc | churn | 0.659608 | 1 | churn | -0.049538 | -0.00532 | -0.016011 | -0.018836 | 0.039959 | 0.047604 | 0.031736 | 0.072123 | Male | 35 | No | No | Employed | Suburban | College | 1,672,639,200 |
6 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 2246bf0f-ee8a-4235-a55e-ec7b7f41b606 | churn | 0.652013 | 1 | churn | 0.030578 | -0.003541 | 0.020737 | 0.154612 | -0.022964 | 0.121836 | -0.032772 | -0.042072 | Male | 68 | No | No | Employed | Suburban | Bachelor | 1,672,639,200 |
2 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 8eb7d8f2-41a5-4a62-bc15-065b943c73e4 | no_churn | 0.412444 | 0 | no_churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 48 | No | Yes | Disabled | Suburban | College | 1,672,639,200 |
4 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 478a9629-968c-42ad-a616-4be11d3d200b | churn | 0.571554 | 1 | churn | 0.268147 | -0.002795 | 0.034496 | 0.238003 | -0.022793 | 0.130744 | -0.007273 | 0.016195 | Male | 80 | No | Yes | Unemployed | Rural | College | 1,672,639,200 |
69 | Yes | Yes | Fiber optic | Phone_Support | Two year | 0hrs | Disabled | f60c3495-528d-4be7-ae2f-c2664bdcadf3 | no_churn | 0.126645 | 0 | no_churn | -0.087768 | -0.002823 | 0.017627 | 0.032545 | -0.003416 | -0.178551 | -0.02377 | -0.02287 | Male | 76 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,639,200 |
24 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 31559996-18b1-4c6b-9437-45f0d29641a2 | no_churn | 0.302077 | 0 | no_churn | -0.180149 | -0.010301 | -0.103829 | 0.040856 | 0.001417 | 0.048999 | -0.040693 | -0.025325 | Female | 52 | Yes | No | Employed | Rural | Bachelor | 1,672,639,200 |
3 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 56092368-af5d-4001-8adc-43dbde4420a9 | no_churn | 0.622525 | 0 | no_churn | 0.245211 | -0.003323 | -0.03706 | 0.126145 | 0.0091 | 0.112943 | -0.023174 | -0.025039 | Female | 75 | No | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
35 | Yes | No | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | 0fb93c71-451d-4546-abeb-847267572086 | no_churn | 0.120469 | 0 | no_churn | -0.037947 | -0.002791 | -0.008349 | 0.054894 | -0.129473 | -0.080679 | -0.015048 | -0.019633 | Male | 50 | Yes | No | Unemployed | Suburban | High School or Below | 1,672,639,200 |
31 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | cc17995e-27c6-43b5-b244-d5b8f766500d | no_churn | 0.169274 | 0 | no_churn | -0.082752 | -0.005115 | 0.041376 | 0.089668 | 0.007607 | 0.082758 | -0.039369 | -0.030718 | Male | 49 | No | No | Medical Leave | Urban | Master | 1,672,639,200 |
66 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 36f1bb9c-ee2a-4ddc-b5e4-f7eee492a07a | no_churn | 0.090407 | 0 | no_churn | -0.074221 | -0.003858 | 0.03905 | 0.066419 | -0.112151 | 0.057007 | 0.001935 | -0.007492 | Female | 58 | No | No | Disabled | Rural | High School or Below | 1,672,639,200 |
68 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 07e1682d-ffc2-4ea5-8f30-027e940c4b64 | no_churn | 0.064302 | 0 | no_churn | -0.158824 | -0.004308 | 0.010858 | 0.055532 | -0.021429 | 0.043227 | -0.006064 | -0.033019 | Female | 55 | Yes | No | Employed | Urban | College | 1,672,639,200 |
1 | No | No phone service | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | e5b107e0-2e5b-4315-bcd7-0a99e8783a73 | churn | 0.823677 | 1 | churn | 0.240205 | 0.00828 | -0.023043 | 0.001246 | 0.01279 | 0.152478 | 0.077322 | 0.092529 | Male | 60 | Yes | No | Employed | Rural | High School or Below | 1,672,639,200 |
29 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 3c70ea8b-45c4-4304-8098-b9da0efeeccb | churn | 0.310115 | 0 | no_churn | -0.051865 | 0.068274 | 0.018184 | 0.049323 | -0.086047 | 0.087211 | -0.002912 | 0.008806 | Female | 47 | No | No | Employed | Suburban | Master | 1,672,639,200 |
23 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 9c945c8f-8cfb-4867-970b-865d72d71c82 | no_churn | 0.143198 | 0 | no_churn | -0.068158 | -0.005907 | -0.005244 | 0.074915 | 0.099961 | 0.06902 | 0.060269 | 0.096118 | Female | 70 | No | Yes | Unemployed | Rural | College | 1,672,639,200 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | cd75617f-0d95-4d53-9de3-d231c339b76f | no_churn | 0.578098 | 0 | no_churn | 0.238836 | -0.002972 | -0.045752 | -0.105542 | 0.059929 | 0.139861 | 0.087084 | 0.09753 | Female | 43 | Yes | No | Employed | Suburban | High School or Below | 1,672,639,200 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 48a87a75-2e43-4c93-8ded-7d1d30de4663 | no_churn | 0.109087 | 0 | no_churn | -0.0501 | -0.004782 | -0.107539 | -0.069049 | -0.134896 | 0.05464 | 0.060608 | 0.022091 | Female | 42 | Yes | No | Medical Leave | Urban | Bachelor | 1,672,639,200 |
53 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 57bd4dad-5bb1-46eb-9278-8806f18af0a8 | no_churn | 0.077728 | 0 | no_churn | -0.127294 | -0.00391 | 0.00048 | -0.003422 | -0.045561 | 0.060949 | 0.085172 | 0.057891 | Male | 80 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,639,200 |
26 | Yes | No | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 89424e5b-5240-46bc-bc05-bb7d6ad065e8 | no_churn | 0.024671 | 0 | no_churn | -0.113508 | -0.003441 | -0.054589 | -0.005236 | -0.083027 | 0.071125 | 0.104818 | 0.052333 | Female | 71 | No | Yes | Employed | Suburban | High School or Below | 1,672,639,200 |
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