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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
68 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3b5855fd-3102-4955-8a69-cb57fbe20fbb | no_churn | 0.26778 | 1 | churn | -0.07788 | -0.002144 | 0.000516 | -0.026603 | 0.091086 | 0.076481 | 0.052578 | 0.076788 | Female | 28 | No | No | Employed | Urban | High School or Below | 1,673,416,800 |
42 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4ddeeacc-5cab-42a2-b39d-24fd15adb612 | no_churn | 0.062592 | 0 | no_churn | -0.032868 | -0.007412 | -0.014726 | -0.079114 | -0.036623 | 0.046995 | -0.038282 | -0.016996 | Female | 52 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
1 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Disabled | cef9e51b-9377-4428-88be-4f12d8ab71c0 | no_churn | 0.722481 | 1 | churn | 0.274999 | 0.076744 | 0.041029 | -0.005973 | -0.021101 | 0.173377 | 0.071807 | -0.030106 | Male | 24 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
49 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | a02b4c37-f5ab-498b-8cbf-7896be152823 | no_churn | 0.301486 | 1 | churn | -0.042601 | -0.000974 | 0.116636 | 0.091748 | 0.072388 | 0.091626 | -0.048836 | 0.018607 | Male | 29 | No | Yes | Employed | Suburban | Master | 1,673,416,800 |
30 | Yes | Yes | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | d4f7fb23-2576-43b5-a26f-bc9199fa1b00 | no_churn | 0.098543 | 0 | no_churn | -0.127877 | -0.009824 | -0.002192 | -0.027091 | -0.082069 | 0.044106 | 0.036789 | -0.043367 | Female | 33 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
68 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 6a3303aa-4e6b-409a-8eb4-9b8867ae4e68 | churn | 0.014864 | 0 | no_churn | -0.110156 | -0.00959 | 0.038825 | -0.100234 | -0.045845 | 0.045762 | 0.042998 | 0.059212 | Female | 54 | Yes | No | Employed | Rural | College | 1,673,416,800 |
2 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | eebaff58-b8e0-4bf2-8620-733edcdbc590 | no_churn | 0.159217 | 0 | no_churn | 0.180884 | -0.005179 | -0.020795 | -0.047018 | 0.110214 | 0.104724 | 0.125817 | -0.054996 | Male | 25 | No | No | Employed | Suburban | College | 1,673,416,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 65bedf9c-9469-429c-8da0-1f61a25d7812 | churn | 0.767261 | 1 | churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 69 | No | No | Employed | Rural | High School or Below | 1,673,416,800 |
59 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | cce2f26b-760c-4054-b626-946c0b70df6e | no_churn | 0.175152 | 1 | churn | -0.263122 | -0.011871 | 0.023813 | 0.070561 | -0.015957 | -0.000362 | -0.021316 | -0.030771 | Male | 43 | No | Yes | Unemployed | Suburban | College | 1,673,416,800 |
28 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 7198c981-44fd-43e4-ac0e-5773545e337e | no_churn | 0.137025 | 0 | no_churn | -0.111025 | -0.006267 | -0.027003 | -0.031948 | -0.066501 | 0.045198 | 0.052113 | -0.033593 | Female | 76 | No | No | Employed | Urban | Bachelor | 1,673,416,800 |
22 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 17374aea-419a-4be1-801f-bba292a66613 | churn | 0.552813 | 0 | no_churn | -0.04243 | -0.011047 | 0.051218 | -0.056541 | -0.100027 | 0.059703 | -0.003006 | 0.033105 | Female | 60 | No | No | Employed | Urban | Bachelor | 1,673,416,800 |
29 | Yes | No | Medium Speed | Expired | One year | <80hrs | Disabled | 533fb737-5eb4-42e2-a90c-0962e9457793 | no_churn | 0.075831 | 0 | no_churn | -0.097711 | -0.004049 | -0.010703 | -0.041409 | -0.028681 | -0.074903 | 0.019261 | -0.020832 | Male | 65 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
67 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 868059c9-10e5-4a2d-8135-bfbaf1d8ee89 | no_churn | 0.066103 | 0 | no_churn | -0.227678 | -0.013152 | -0.039641 | 0.039995 | 0.003342 | 0.03444 | -0.016273 | -0.025058 | Female | 72 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
69 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 6ad827b1-0a45-44a1-8f34-1085a296a487 | no_churn | 0.133366 | 0 | no_churn | -0.081434 | -0.011661 | -0.039307 | -0.059908 | -0.084826 | 0.039302 | 0.013742 | 0.035067 | Female | 42 | No | Yes | Unemployed | Urban | College | 1,673,416,800 |
53 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | ea40e2ac-28ea-4ebc-8e20-d66890e03645 | churn | 0.041772 | 0 | no_churn | -0.13324 | -0.010926 | -0.043253 | -0.025087 | -0.076008 | 0.020423 | 0.019078 | -0.020014 | Male | 50 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
33 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 91a16305-9771-48cd-a42e-9bd66126a746 | no_churn | 0.464217 | 0 | no_churn | -0.164702 | -0.007599 | 0.023585 | -0.07294 | -0.09864 | 0.032613 | 0.019667 | 0.03649 | Male | 28 | No | Yes | Medical Leave | Suburban | Bachelor | 1,673,416,800 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | da0e08bf-2835-48d9-a514-931f110cbc10 | no_churn | 0.301486 | 1 | churn | -0.002239 | -0.001312 | 0.139192 | 0.076571 | 0.024014 | 0.12916 | 0.087127 | -0.044492 | Male | 21 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
23 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 26a66225-56f1-4fe7-a5f8-f36a650ce51c | no_churn | 0.299772 | 1 | churn | -0.197713 | -0.007557 | -0.049067 | 0.075421 | 0.040727 | 0.036707 | 0.000944 | -0.007928 | Female | 20 | Yes | Yes | Employed | Suburban | College | 1,673,416,800 |
13 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Active | 65a9e277-702a-4ad1-bb38-1f89f3b09c6b | no_churn | 0.674336 | 0 | no_churn | 0.059556 | -0.014301 | -0.038134 | -0.097768 | -0.045505 | 0.061459 | -0.019838 | 0.055505 | Female | 74 | No | No | Employed | Rural | College | 1,673,416,800 |
69 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | cdec0873-8bad-4dd1-89b5-7a6042ee26e6 | no_churn | 0.246825 | 0 | no_churn | -0.156519 | -0.008702 | 0.050031 | 0.063206 | -0.006637 | 0.066853 | 0.065556 | -0.056172 | Male | 40 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
59 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | ad9b7ad0-98b6-4bbe-8fb3-b3d33b67abd8 | no_churn | 0.063721 | 0 | no_churn | -0.106875 | -0.001146 | 0.081551 | 0.089542 | -0.051967 | 0.094832 | 0.074329 | 0.070708 | Male | 28 | Yes | No | Unemployed | Rural | College | 1,673,416,800 |
46 | Yes | No | High Speed | Expired | One year | <80hrs | Active | 74596961-c35b-4767-afe6-4f9ed5a4ab22 | churn | 0.081682 | 0 | no_churn | -0.097225 | -0.004298 | -0.00766 | -0.04513 | -0.106937 | -0.040456 | 0.014004 | 0.038675 | Female | 71 | Yes | No | Employed | Suburban | Master | 1,673,416,800 |
50 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Disabled | 8525e828-90ff-441b-9498-f6d1756f9e04 | no_churn | 0.05886 | 0 | no_churn | 0.054402 | 0.002892 | 0.09966 | 0.013993 | 0.104484 | 0.127386 | 0.048302 | -0.010836 | Female | 62 | No | Yes | Unemployed | Urban | High School or Below | 1,673,416,800 |
66 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 4ca81f6d-41d3-422b-aea7-819418d40761 | no_churn | 0.005765 | 0 | no_churn | -0.048233 | -0.010362 | -0.045478 | -0.014179 | -0.071678 | 0.046017 | 0.014468 | -0.019582 | Female | 42 | No | Yes | Employed | Suburban | Master | 1,673,416,800 |
58 | Yes | Yes | High Speed | Expired | One year | 100hrs+ | Active | ed1b166a-b3ef-45b6-a8ab-eab77b8da21e | no_churn | 0.301239 | 1 | churn | -0.140727 | -0.004026 | 0.023372 | -0.02613 | -0.018343 | -0.060888 | 0.040786 | 0.04693 | Female | 22 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 1f2a8201-363a-497c-b202-321ec62e7938 | churn | 0.48795 | 1 | churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Male | 61 | No | No | Disabled | Suburban | Master | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | aa10fcdd-f646-4d5a-95be-b51f9ff50bda | churn | 0.724528 | 1 | churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Female | 59 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,416,800 |
63 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 3bc68842-b8cb-436d-b6a8-ff314fe8dd7b | no_churn | 0.011877 | 0 | no_churn | -0.11994 | -0.01414 | -0.028708 | -0.043925 | -0.107826 | 0.032344 | 0.014204 | 0.018964 | Female | 59 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
9 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 436046af-d194-4bef-8e3a-f28e3e5ca2ae | no_churn | 0.263711 | 0 | no_churn | 0.009602 | -0.018742 | -0.05014 | -0.188209 | -0.036408 | 0.044663 | -0.008765 | -0.021027 | Male | 48 | No | Yes | Medical Leave | Suburban | College | 1,673,416,800 |
63 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 9bd23838-b1ed-4dec-824e-8b221fd7fa6c | no_churn | 0.178172 | 0 | no_churn | -0.17894 | -0.003399 | 0.066699 | 0.008522 | 0.03911 | 0.068883 | -0.00164 | 0.010253 | Female | 50 | Yes | Yes | Employed | Suburban | College | 1,673,416,800 |
70 | No | No phone service | Low Speed | Expired | Month-to-month | <80hrs | Active | e0adbd44-e469-462d-ad95-8ec483674f8d | no_churn | 0.057928 | 0 | no_churn | -0.156381 | 0.049886 | 0.032519 | -0.077378 | 0.00012 | 0.072251 | 0.021464 | 0.038491 | Female | 42 | No | Yes | Employed | Rural | College | 1,673,416,800 |
5 | Yes | No | Medium Speed | Expired | Month-to-month | 0hrs | Disabled | f1c8b3b3-749f-4ba2-a433-c24b9f314c3f | no_churn | 0.367629 | 1 | churn | 0.100273 | -0.004247 | -0.06154 | -0.101589 | 0.052615 | 0.079098 | -0.034396 | -0.041632 | Male | 30 | No | Yes | Retired | Suburban | High School or Below | 1,673,416,800 |
45 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 68c37a3f-2577-44cb-a5cd-3318c2ace556 | no_churn | 0.05823 | 0 | no_churn | -0.118945 | -0.004817 | 0.035151 | -0.032036 | -0.122762 | 0.062987 | 0.039422 | 0.039117 | Female | 47 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
72 | Yes | Yes | Low Speed | Expired | Month-to-month | 0hrs | Disabled | 16e05cf3-4a19-411e-aaf4-4aaf197b6553 | no_churn | 0.0032 | 0 | no_churn | -0.141738 | -0.008442 | -0.002894 | -0.047422 | -0.002672 | 0.038284 | -0.019844 | -0.064297 | Female | 76 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,416,800 |
72 | Yes | Yes | Low Speed | Expired | Two year | 100hrs+ | Active | 09507a03-7eb9-450a-9ba9-e1b2c4cd9617 | no_churn | 0.002946 | 0 | no_churn | -0.111064 | -0.002916 | 0.018782 | -0.009753 | -0.01003 | -0.228903 | 0.035179 | 0.039679 | Male | 35 | No | Yes | Employed | Suburban | High School or Below | 1,673,416,800 |
5 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | b65f093c-af00-4f6d-b276-768f1c12d35c | no_churn | 0.208661 | 0 | no_churn | 0.054379 | -0.009408 | -0.050743 | -0.106678 | -0.060277 | 0.027864 | -0.005626 | -0.01903 | Male | 25 | No | No | Unemployed | Suburban | College | 1,673,416,800 |
5 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Active | 25e574be-c35d-4701-bc2b-0488853f41da | churn | 0.697103 | 0 | no_churn | 0.064435 | -0.004738 | -0.013871 | 0.119297 | 0.022762 | 0.041263 | 0.012462 | -0.02106 | Male | 50 | No | Yes | Unemployed | Rural | High School or Below | 1,673,416,800 |
5 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | ae2a88ed-0b4b-4f12-b52e-750a84d01d6c | no_churn | 0.854695 | 1 | churn | -0.018013 | -0.002645 | -0.013333 | -0.040901 | -0.01168 | 0.029852 | -0.059692 | -0.06428 | Female | 79 | No | No | Unemployed | Urban | College | 1,673,416,800 |
35 | Yes | Yes | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 0d61124a-9361-4ca8-b5fb-3f226d47be78 | no_churn | 0.062722 | 0 | no_churn | -0.070145 | -0.00376 | 0.03774 | -0.030871 | -0.040222 | 0.054696 | 0.004662 | -0.021125 | Female | 49 | No | Yes | Employed | Suburban | High School or Below | 1,673,416,800 |
10 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | e3d19f34-d7ab-4d54-9cb2-a76c7e4fbab9 | no_churn | 0.094697 | 0 | no_churn | -0.007715 | -0.012638 | -0.024301 | -0.094743 | -0.001327 | 0.05134 | -0.022198 | -0.033624 | Male | 20 | Yes | Yes | Employed | Suburban | College | 1,673,416,800 |
35 | Yes | Yes | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 667a450a-95b7-4381-9530-e203f06edd7c | no_churn | 0.014155 | 0 | no_churn | -0.110086 | -0.003285 | 0.046464 | 0.004912 | -0.031155 | 0.053623 | 0.028001 | -0.037499 | Male | 53 | No | Yes | Unemployed | Suburban | Master | 1,673,416,800 |
25 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 87c963e0-114d-4102-8e98-e30a50876ad9 | no_churn | 0.012522 | 0 | no_churn | -0.082474 | -0.012752 | -0.071368 | -0.06787 | -0.03006 | 0.005937 | 0.009231 | -0.01967 | Female | 74 | No | Yes | Unemployed | Urban | High School or Below | 1,673,416,800 |
47 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | ce65e6dc-5c87-4bab-a8ad-53402d2a59f7 | no_churn | 0.008746 | 0 | no_churn | -0.03205 | -0.004982 | -0.010815 | -0.04698 | 0.007455 | -0.115299 | -0.027441 | -0.038914 | Male | 50 | No | No | Employed | Rural | Bachelor | 1,673,416,800 |
19 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | d75fa0e4-7b4c-4f30-9f42-6b06ab49d402 | no_churn | 0.186333 | 0 | no_churn | -0.040835 | 0.005162 | -0.019846 | -0.11897 | 0.014011 | 0.053404 | 0.072158 | -0.053276 | Male | 77 | No | Yes | Employed | Urban | High School or Below | 1,673,416,800 |
70 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | f716ca1b-a285-4135-8cb2-fc74745c0f53 | no_churn | 0.09035 | 0 | no_churn | -0.05479 | 0.000094 | 0.041584 | -0.009857 | -0.053277 | 0.054914 | 0.056369 | 0.055938 | Male | 23 | No | No | Unemployed | Rural | High School or Below | 1,673,416,800 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 2de7499c-bf43-4a09-84e9-7d22f95c7478 | no_churn | 0.417099 | 0 | no_churn | -0.074501 | -0.007004 | 0.08065 | 0.086218 | 0.043877 | 0.100252 | 0.00516 | -0.015885 | Male | 46 | Yes | Yes | Unemployed | Rural | Bachelor | 1,673,416,800 |
1 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | f01c64d9-2b23-4520-b808-0f517310b8fc | churn | 0.505257 | 0 | no_churn | 0.196939 | 0.082911 | 0.023203 | -0.010316 | -0.060482 | 0.147907 | -0.020421 | -0.006957 | Female | 66 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
64 | Yes | Yes | Fiber optic | Expired | One year | 100hrs+ | Active | d3e179a5-434e-4cdc-8a8d-1ad1a439ae3a | no_churn | 0.211973 | 0 | no_churn | -0.211447 | -0.002866 | 0.026318 | 0.040809 | 0.041855 | -0.077036 | 0.006584 | 0.04509 | Female | 42 | No | No | Unemployed | Suburban | College | 1,673,416,800 |
67 | Yes | No | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Disabled | f3266543-1bd4-4ad7-8b50-03b413f77c6f | no_churn | 0.066103 | 0 | no_churn | -0.128343 | -0.003191 | -0.05193 | 0.000376 | -0.000614 | -0.082058 | 0.014189 | -0.014122 | Female | 58 | No | Yes | Employed | Suburban | Doctor | 1,673,416,800 |
6 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 1b84d0eb-ff1b-474f-a070-bb804dda2fdd | no_churn | 0.014876 | 0 | no_churn | 0.051899 | -0.002761 | 0.016752 | -0.053454 | 0.044355 | 0.083072 | 0.022038 | -0.025263 | Female | 71 | No | No | Employed | Urban | Bachelor | 1,673,416,800 |
26 | Yes | No | Low Speed | Expired | One year | 100hrs+ | Disabled | df045277-b6a6-4712-959a-46fe14a948e4 | no_churn | 0.019687 | 0 | no_churn | -0.073993 | -0.005668 | -0.026318 | -0.049783 | -0.009098 | -0.061403 | 0.046265 | -0.029028 | Female | 65 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
54 | Yes | No | Low Speed | Expired | Two year | 100hrs+ | Active | cdffd70f-e975-4224-b77e-b26ab982ba93 | churn | 0.058881 | 0 | no_churn | -0.069131 | -0.003674 | -0.026657 | -0.038715 | -0.052434 | -0.09778 | 0.01557 | 0.033795 | Male | 55 | No | No | Medical Leave | Suburban | Master | 1,673,416,800 |
21 | Yes | No | Medium Speed | Expired | One year | 100hrs+ | Disabled | c84e896c-a908-429d-b21e-2cd6a243217e | no_churn | 0.108017 | 0 | no_churn | -0.061862 | -0.007457 | -0.030731 | -0.102777 | -0.020846 | -0.047504 | 0.036423 | -0.024272 | Male | 52 | No | No | Employed | Rural | Bachelor | 1,673,416,800 |
22 | Yes | Yes | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 13747692-9394-4693-8c15-745340ad6cce | no_churn | 0.376271 | 1 | churn | 0.097239 | -0.003056 | 0.110077 | 0.008749 | 0.040794 | 0.10585 | -0.028361 | 0.008681 | Female | 62 | No | No | Unemployed | Urban | Bachelor | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 1b9afaca-ed84-44f8-9e3b-77a7de11680f | no_churn | 0.339808 | 1 | churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Female | 40 | Yes | No | Unemployed | Suburban | High School or Below | 1,673,416,800 |
57 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | 39a6a687-9c14-4979-a14b-f455eab65a0a | no_churn | 0.457277 | 1 | churn | -0.161434 | -0.010836 | -0.018725 | -0.002627 | -0.04624 | 0.012885 | 0.037319 | 0.033631 | Female | 75 | Yes | Yes | Employed | Rural | Bachelor | 1,673,416,800 |
13 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 650653b4-0b79-402a-93fc-6717d58811b5 | no_churn | 0.499515 | 1 | churn | 0.109074 | -0.00772 | 0.004172 | 0.237035 | 0.079858 | 0.122815 | -0.010472 | 0.010299 | Female | 44 | No | No | Unemployed | Urban | College | 1,673,416,800 |
35 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | aacc1c40-8524-4d4d-93c7-74dbc3b4d15f | no_churn | 0.014155 | 0 | no_churn | -0.087132 | -0.005048 | 0.026975 | -0.004581 | 0.05514 | 0.080441 | 0.093546 | -0.067407 | Male | 49 | Yes | Yes | Employed | Rural | High School or Below | 1,673,416,800 |
4 | No | No phone service | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 89be7235-f91e-46d9-8b07-4e2fdd482757 | no_churn | 0.431748 | 0 | no_churn | 0.024076 | -0.078824 | -0.014786 | -0.055365 | -0.056411 | 0.082004 | 0.016214 | -0.029269 | Male | 30 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
71 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 987ab5f8-eb4f-4f2a-b2eb-30b9a3e26ade | no_churn | 0.009321 | 0 | no_churn | -0.140831 | -0.013138 | 0.01639 | -0.022683 | -0.049198 | 0.027789 | -0.011253 | 0.043898 | Male | 61 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
40 | No | No phone service | High Speed | Expired | One year | <80hrs | Disabled | 4463eaa1-837d-43ac-b674-4a4f64aa7fac | no_churn | 0.053589 | 0 | no_churn | -0.053958 | 0.031818 | 0.014428 | -0.04554 | -0.037492 | -0.171177 | 0.004002 | -0.011108 | Female | 68 | No | No | Employed | Rural | College | 1,673,416,800 |
6 | No | No phone service | Low Speed | Expired | Month-to-month | <80hrs | Disabled | a0fd8c83-c053-474a-94b8-c99ea6549971 | no_churn | 0.018398 | 0 | no_churn | 0.009123 | 0.073334 | 0.034534 | -0.01938 | -0.016457 | 0.085734 | 0.031239 | -0.033819 | Male | 76 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
18 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 38f7ba9b-1d24-4498-b9e1-c63073edef50 | no_churn | 0.20613 | 0 | no_churn | -0.096927 | -0.008676 | -0.102251 | 0.093773 | 0.01266 | 0.040395 | 0.054673 | -0.039341 | Female | 47 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
33 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 4f240ddb-90d1-41c9-9802-1ed9c36576ae | no_churn | 0.464217 | 0 | no_churn | -0.093824 | -0.003077 | 0.029906 | -0.07459 | -0.11981 | 0.053013 | 0.048275 | 0.049415 | Female | 65 | Yes | Yes | Unemployed | Suburban | College | 1,673,416,800 |
18 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Active | ff9fdb7d-0603-4749-b9ce-856b3a958952 | no_churn | 0.243671 | 0 | no_churn | 0.133231 | -0.00573 | 0.025418 | 0.085601 | -0.004006 | 0.1018 | 0.161001 | 0.093659 | Male | 32 | No | Yes | Employed | Urban | High School or Below | 1,673,416,800 |
7 | No | No phone service | High Speed | Expired | Month-to-month | 0hrs | Disabled | 5914c25e-deba-4959-b4c6-e68f5f001c93 | no_churn | 0.244359 | 0 | no_churn | -0.128692 | -0.004172 | -0.009644 | -0.113928 | -0.002587 | 0.065635 | -0.04073 | -0.034907 | Female | 63 | No | No | Unemployed | Suburban | High School or Below | 1,673,416,800 |
17 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | bffe18f9-a17b-4ae3-a694-3893687791ae | no_churn | 0.51465 | 0 | no_churn | 0.063912 | -0.005336 | -0.011302 | 0.097985 | 0.001301 | 0.09018 | -0.025298 | 0.010894 | Female | 60 | No | No | Employed | Rural | College | 1,673,416,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 8e7b6492-6718-4ec2-ac05-778707649269 | no_churn | 0.549765 | 1 | churn | 0.211548 | -0.008184 | -0.05143 | 0.158282 | 0.056538 | 0.106806 | 0.001318 | 0.008227 | Female | 54 | No | Yes | Employed | Rural | Bachelor | 1,673,416,800 |
18 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 12bad0da-d1e6-470d-8292-ac24ffecba74 | no_churn | 0.056687 | 0 | no_churn | -0.058924 | -0.015791 | -0.049181 | -0.060329 | -0.090736 | 0.035788 | 0.029676 | -0.029531 | Male | 34 | Yes | Yes | Employed | Urban | College | 1,673,416,800 |
47 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 1561f85a-1ded-4502-be6d-0853256776ae | no_churn | 0.609518 | 1 | churn | -0.087055 | -0.003479 | 0.044275 | 0.062396 | -0.039413 | 0.060012 | -0.047499 | -0.048263 | Female | 38 | Yes | No | Disabled | Suburban | College | 1,673,416,800 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | ab1a7e8e-dcbe-4d8d-af92-a7a3a1879026 | no_churn | 0.019469 | 0 | no_churn | -0.104226 | -0.00588 | 0.009917 | -0.050638 | -0.130272 | 0.044567 | 0.022986 | 0.042853 | Female | 58 | No | No | Unemployed | Rural | Master | 1,673,416,800 |
53 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | a9efd7ed-92c9-4d8b-8052-424787e1f81e | churn | 0.099694 | 0 | no_churn | -0.139112 | -0.007672 | 0.022305 | -0.033557 | -0.16468 | 0.034293 | 0.004348 | 0.025049 | Male | 38 | Yes | No | Employed | Rural | Bachelor | 1,673,416,800 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | e11257b3-5e4a-4c78-b436-a2ca5f053273 | no_churn | 0.724528 | 1 | churn | 0.19168 | -0.013091 | -0.03949 | -0.052996 | -0.099762 | 0.092572 | -0.044211 | -0.006668 | Male | 28 | Yes | No | Disabled | Suburban | High School or Below | 1,673,416,800 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 0006422f-0c86-4ada-a16b-72570767409d | no_churn | 0.48812 | 0 | no_churn | 0.08987 | -0.005639 | 0.012089 | -0.014435 | 0.010796 | 0.071414 | -0.003058 | 0.050936 | Male | 60 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
1 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | ef50dea7-f5e3-4bea-90cc-308f563fa92f | churn | 0.722481 | 1 | churn | 0.196939 | 0.082911 | 0.023203 | -0.010316 | -0.060482 | 0.147907 | -0.020421 | -0.006957 | Male | 44 | No | No | Unemployed | Suburban | Bachelor | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 5ef6551e-fcfd-4961-a82a-3671dedc62f4 | no_churn | 0.203693 | 0 | no_churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Male | 22 | Yes | No | Disabled | Suburban | College | 1,673,416,800 |
59 | Yes | Yes | Low Speed | Expired | Month-to-month | 100hrs+ | Active | 03e10754-94a2-4e79-8665-9a9816095279 | no_churn | 0.063721 | 0 | no_churn | -0.141765 | -0.002985 | 0.085054 | 0.065836 | -0.009697 | 0.089251 | 0.079246 | 0.086034 | Male | 46 | No | No | Employed | Suburban | College | 1,673,416,800 |
1 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Disabled | d5efa973-9c0f-4e54-a1fc-2142d6bc70dc | no_churn | 0.505257 | 0 | no_churn | 0.274999 | 0.076744 | 0.041029 | -0.005973 | -0.021101 | 0.173377 | 0.071807 | -0.030106 | Female | 25 | No | Yes | Unemployed | Suburban | College | 1,673,416,800 |
41 | Yes | No | Low Speed | In_Store_Support | One year | 100hrs+ | Disabled | e7327b4b-23ba-464e-93a6-cbe465816af2 | no_churn | 0.02849 | 0 | no_churn | 0.026679 | -0.003968 | -0.013375 | -0.007127 | 0.026966 | -0.069568 | 0.073068 | -0.051702 | Male | 78 | No | No | Employed | Rural | High School or Below | 1,673,416,800 |
11 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 465c9c12-dea1-4ccb-94a6-362ca0f39c11 | no_churn | 0.132206 | 0 | no_churn | -0.009903 | -0.060483 | -0.034159 | -0.002917 | 0.059659 | 0.083049 | 0.063446 | -0.040719 | Female | 49 | No | Yes | Disabled | Suburban | High School or Below | 1,673,416,800 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | b848297b-7711-45ea-9f61-e54df1e4841f | no_churn | 0.724528 | 1 | churn | 0.19168 | -0.013091 | -0.03949 | -0.052996 | -0.099762 | 0.092572 | -0.044211 | -0.006668 | Male | 26 | No | Yes | Unemployed | Suburban | College | 1,673,416,800 |
38 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Active | bd4ce1ce-3c9b-44b2-8a7c-e4406a285686 | no_churn | 0.103776 | 1 | churn | -0.030172 | -0.006564 | -0.023001 | -0.114111 | -0.033185 | 0.041319 | -0.00068 | 0.014699 | Male | 80 | No | Yes | Unemployed | Suburban | College | 1,673,416,800 |
3 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 89a645ba-7af5-4cb3-a0c0-8ad5030d66b5 | no_churn | 0.821015 | 1 | churn | 0.091038 | -0.006349 | -0.052025 | 0.043008 | -0.119124 | 0.038012 | -0.018725 | -0.019645 | Male | 24 | No | Yes | Employed | Suburban | Master | 1,673,416,800 |
4 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | d90609fe-ef1b-4bb0-9f29-6b30ce1a5fef | no_churn | 0.098825 | 0 | no_churn | 0.14037 | -0.001307 | -0.069 | -0.072871 | 0.023227 | 0.078277 | 0.089381 | -0.059097 | Female | 65 | No | No | Disabled | Rural | High School or Below | 1,673,416,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 35601c65-910a-467b-8a27-c34ffdf3dece | no_churn | 0.588655 | 0 | no_churn | 0.21645 | -0.006655 | 0.018392 | 0.107161 | 0.005015 | 0.129458 | 0.069619 | -0.03265 | Male | 58 | Yes | No | Employed | Suburban | High School or Below | 1,673,416,800 |
35 | Yes | Yes | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 3fb96b2e-7ed2-482b-b731-82b4c0806d4f | no_churn | 0.062722 | 0 | no_churn | -0.110086 | -0.003285 | 0.046464 | 0.004912 | -0.031155 | 0.053623 | 0.028001 | -0.037499 | Male | 52 | Yes | No | Employed | Suburban | High School or Below | 1,673,416,800 |
66 | Yes | Yes | Medium Speed | Expired | Month-to-month | 100hrs+ | Active | 94310d4e-7d52-4adf-baf3-8971f9c7046e | no_churn | 0.015353 | 0 | no_churn | 0.001534 | -0.005577 | 0.064087 | -0.034856 | -0.020847 | 0.066527 | 0.06528 | 0.068159 | Male | 43 | No | No | Employed | Urban | College | 1,673,416,800 |
59 | Yes | Yes | Low Speed | Expired | Month-to-month | <80hrs | Active | a967c919-a1d6-46a4-8b75-b2db3da816d4 | churn | 0.063721 | 0 | no_churn | -0.104567 | -0.010223 | 0.041331 | -0.045329 | -0.094116 | 0.062306 | -0.008016 | 0.059588 | Female | 39 | No | No | Unemployed | Urban | Bachelor | 1,673,416,800 |
72 | Yes | Yes | Medium Speed | Expired | Month-to-month | 100hrs+ | Active | 6404bbf6-8c9a-4693-91af-d73eaef08821 | no_churn | 0.00456 | 0 | no_churn | -0.080262 | -0.006742 | 0.042221 | -0.073473 | -0.011653 | 0.075802 | 0.063188 | 0.065225 | Male | 23 | No | Yes | Unemployed | Suburban | College | 1,673,416,800 |
49 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 73e230a7-96fa-4970-9d2e-4fb8c1954883 | no_churn | 0.301486 | 1 | churn | 0.010208 | -0.000064 | 0.152244 | 0.128517 | 0.114637 | 0.119547 | -0.002325 | 0.018607 | Male | 67 | Yes | Yes | Employed | Urban | High School or Below | 1,673,416,800 |
72 | Yes | No | High Speed | Expired | Two year | 100hrs+ | Disabled | 730d963f-9be4-482d-8c8c-f8dcb611e4c8 | no_churn | 0.002182 | 0 | no_churn | -0.089932 | -0.005108 | -0.017017 | -0.026422 | -0.019342 | -0.114469 | 0.017266 | -0.014002 | Male | 53 | No | No | Disabled | Rural | Master | 1,673,416,800 |
60 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 88814a61-f97e-4bf4-9397-b4e35e39e3e9 | no_churn | 0.160142 | 0 | no_churn | -0.171787 | -0.007608 | 0.052656 | 0.056592 | 0.043094 | 0.028352 | 0.037665 | 0.032009 | Male | 61 | No | No | Unemployed | Suburban | High School or Below | 1,673,416,800 |
4 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | af4edf61-63e7-4ac2-a635-db7e4e46b39d | no_churn | 0.098825 | 0 | no_churn | 0.054683 | -0.00697 | -0.106507 | -0.129003 | -0.005385 | 0.068023 | -0.0314 | -0.059097 | Male | 22 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
70 | Yes | Yes | Low Speed | Expired | One year | 100hrs+ | Active | f1c2c0a5-3270-4189-9382-addf202eff71 | no_churn | 0.058406 | 0 | no_churn | 0.016841 | 0.003203 | 0.083993 | 0.039064 | 0.062342 | -0.067848 | 0.126565 | 0.110646 | Male | 78 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 48e303ae-8ba3-40e6-a783-9a6696e30337 | no_churn | 0.301486 | 1 | churn | -0.064309 | -0.001687 | 0.109327 | 0.0559 | 0.000835 | 0.104889 | -0.021242 | -0.01427 | Male | 39 | No | Yes | Unemployed | Suburban | Master | 1,673,416,800 |
22 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 7e2a4515-d5f3-4d26-93db-0411421f4150 | no_churn | 0.60466 | 1 | churn | -0.08058 | -0.004525 | 0.043797 | -0.085199 | -0.017957 | 0.039644 | 0.001114 | 0.03468 | Male | 78 | Yes | No | Unemployed | Rural | College | 1,673,416,800 |
36 | Yes | Yes | High Speed | Expired | Two year | 100hrs+ | Active | e701c6b7-5cbc-4a37-bdd8-aeb0fa58f717 | no_churn | 0.056524 | 0 | no_churn | -0.096463 | -0.003509 | 0.010012 | -0.044816 | -0.046371 | -0.125529 | 0.014879 | 0.02277 | Female | 61 | Yes | Yes | Employed | Suburban | College | 1,673,416,800 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 25735c6d-d920-45bb-ae94-9635acd50652 | no_churn | 0.359715 | 0 | no_churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Female | 73 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 1e6eee7a-1d01-41de-a7b3-14e41ddc5e82 | no_churn | 0.359715 | 0 | no_churn | 0.293943 | 0.06239 | 0.032502 | -0.025027 | -0.067209 | 0.164414 | 0.096448 | -0.042172 | Male | 76 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
22 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 945cc4e6-9d0e-4a18-8817-d38bdf2a09a0 | no_churn | 0.376271 | 1 | churn | 0.047562 | 0.000403 | 0.045616 | -0.033828 | -0.014526 | 0.090197 | 0.007215 | -0.000833 | Male | 49 | Yes | Yes | Employed | Suburban | College | 1,673,416,800 |
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