Tenure
int64 0
72
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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
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stringclasses 2
values | shap/Tenure
float64 -0.3
0.39
| shap/PhoneService
float64 -0.11
0.2
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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
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stringclasses 2
values | Partner
stringclasses 2
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int64 1.67B
1.67B
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
21 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | cccf4969-66cc-4ed2-8d04-9fb4450ff85f | churn | 0.5347 | 0 | no_churn | 0.066536 | -0.000939 | 0.078658 | 0.155308 | 0.066071 | 0.087151 | 0.018336 | 0.01152 | Female | 75 | Yes | Yes | Employed | Rural | High School or Below | 1,670,824,800 |
44 | Yes | No | Fiber optic | Expired | One year | <80hrs | Active | 2d51875a-e29e-4747-80a5-5f89ae60c6fa | no_churn | 0.196402 | 0 | no_churn | -0.132963 | -0.001787 | -0.011663 | 0.113663 | 0.081655 | -0.06552 | 0.016915 | 0.070674 | Male | 44 | Yes | Yes | Employed | Urban | College | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Two year | <80hrs | Active | 2162d144-7962-4bcf-886a-104d940956fd | no_churn | 0.028361 | 0 | no_churn | -0.151635 | -0.005498 | 0.000739 | 0.047541 | -0.023056 | -0.161691 | 0.001539 | 0.023035 | Male | 57 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
52 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 77b1e282-8f57-4d3c-8b0d-ca085c86a2b5 | no_churn | 0.443352 | 1 | churn | -0.189067 | -0.006022 | 0.027857 | 0.033279 | -0.070523 | 0.02521 | 0.030289 | 0.029952 | Female | 54 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
50 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 5296f9c3-542b-49e6-844c-853b381e5fa9 | no_churn | 0.318932 | 0 | no_churn | -0.166027 | -0.005047 | 0.035299 | 0.015772 | -0.03123 | 0.037159 | -0.033385 | -0.001567 | Male | 20 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | c9d015cf-9a54-4178-8d7e-faaed65491df | no_churn | 0.026808 | 0 | no_churn | -0.200347 | -0.007308 | -0.016639 | 0.062998 | 0.027885 | 0.03696 | -0.056337 | 0.043762 | Male | 37 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
22 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 113e94be-f0fb-4107-8ba0-997f7b6f0d4f | churn | 0.286001 | 0 | no_churn | -0.097057 | -0.006663 | -0.114419 | 0.044697 | -0.04891 | 0.001414 | -0.002688 | -0.010401 | Male | 47 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
20 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | d57b9193-1348-4a14-91e7-e21cb0be517f | no_churn | 0.36674 | 1 | churn | -0.01222 | -0.001793 | 0.072282 | 0.078753 | 0.024298 | 0.109878 | -0.006539 | -0.015093 | Male | 51 | Yes | Yes | Employed | Rural | Bachelor | 1,670,824,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 2bc178d6-db19-4acb-a4ff-900414b9d699 | no_churn | 0.593072 | 1 | churn | 0.205661 | -0.007764 | -0.046779 | 0.111044 | -0.002338 | 0.091911 | -0.005905 | 0.008227 | Female | 51 | No | Yes | Employed | Rural | College | 1,670,824,800 |
12 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 5a3ffc35-d7b3-4bc2-809b-536765161f89 | no_churn | 0.684003 | 0 | no_churn | 0.097447 | -0.006783 | 0.002273 | 0.141537 | 0.081317 | 0.100243 | -0.034804 | 0.013356 | Male | 76 | No | No | Disabled | Suburban | High School or Below | 1,670,824,800 |
9 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 9cd29839-a6b3-4f16-83af-98ca16b1e2b3 | no_churn | 0.500725 | 0 | no_churn | 0.144358 | -0.004246 | -0.028303 | 0.107542 | 0.114969 | 0.094943 | -0.043972 | 0.031682 | Female | 54 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
3 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | ec1eaaf5-d1eb-4102-acb4-1a220aa3a605 | no_churn | 0.473759 | 0 | no_churn | 0.106348 | -0.006458 | -0.067522 | 0.10205 | -0.031048 | 0.069127 | -0.013931 | 0.005533 | Female | 37 | No | No | Employed | Urban | College | 1,670,824,800 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | ac487eab-5c32-45fd-ba92-001b52bbc78d | no_churn | 0.689612 | 1 | churn | 0.142811 | -0.00178 | 0.001024 | 0.12 | 0.023435 | 0.127911 | 0.081469 | -0.041116 | Female | 27 | No | No | Employed | Suburban | Master | 1,670,824,800 |
17 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | d7974453-c672-48cb-bc4d-71d9898277a6 | no_churn | 0.374007 | 0 | no_churn | 0.039031 | -0.004326 | -0.00011 | 0.145114 | 0.033446 | 0.103453 | -0.04434 | 0.018707 | Female | 46 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
61 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 9c02034a-ab97-45d5-95fd-1fba14723e5b | no_churn | 0.256422 | 0 | no_churn | -0.268209 | -0.004117 | 0.010598 | 0.003006 | -0.004887 | 0.010257 | 0.020769 | -0.018499 | Male | 59 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
63 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | ee5323da-a0b3-4844-a9d1-2a2ab76d5b43 | no_churn | 0.095206 | 0 | no_churn | -0.229209 | -0.011179 | -0.014759 | 0.055518 | 0.01902 | 0.038101 | 0.03748 | -0.023998 | Female | 64 | No | No | Employed | Suburban | College | 1,670,824,800 |
25 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 61a256fb-7e4f-46f9-a731-a35cf32f4e2e | no_churn | 0.39287 | 1 | churn | -0.084319 | -0.005082 | -0.092968 | 0.107801 | 0.002701 | 0.047567 | -0.011033 | -0.003336 | Male | 48 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
9 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 50c0342d-1fc0-443c-bc53-92b5b641b71d | no_churn | 0.431232 | 0 | no_churn | 0.144358 | -0.004246 | -0.028303 | 0.107542 | 0.114969 | 0.094943 | -0.043972 | 0.031682 | Female | 74 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
47 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | f81a250f-5cb7-4b19-8af6-1177cf30b927 | no_churn | 0.432192 | 1 | churn | -0.010373 | -0.001448 | 0.101716 | 0.16257 | 0.038312 | 0.098615 | -0.035463 | 0.018199 | Male | 58 | Yes | Yes | Employed | Rural | Master | 1,670,824,800 |
7 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | e4f0869f-be97-4d9e-aece-0e06f03568ee | no_churn | 0.510842 | 1 | churn | 0.137489 | -0.001581 | -0.022823 | 0.178224 | 0.033109 | 0.081387 | -0.034478 | 0.036885 | Male | 28 | No | Yes | Unemployed | Urban | Bachelor | 1,670,824,800 |
71 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 3f76989d-478d-4184-aeb4-dbbef69907bc | no_churn | 0.00989 | 0 | no_churn | -0.280373 | -0.010766 | 0.013769 | 0.058672 | 0.016935 | 0.043603 | -0.01304 | -0.057825 | Female | 36 | No | No | Unemployed | Rural | College | 1,670,824,800 |
7 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | f777a4cd-3bae-43b3-b232-7adb12606106 | no_churn | 0.432498 | 1 | churn | 0.090378 | -0.000779 | 0.018903 | 0.1497 | 0.005196 | 0.092856 | -0.031486 | 0.023798 | Female | 25 | No | Yes | Employed | Urban | High School or Below | 1,670,824,800 |
64 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 04bcfa26-2c04-4fda-83a5-958164111aa5 | no_churn | 0.0956 | 0 | no_churn | -0.224255 | -0.012632 | -0.040515 | 0.034118 | 0.008953 | 0.031929 | 0.009187 | -0.015811 | Female | 61 | No | Yes | Employed | Urban | College | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Two year | 0hrs | Disabled | 8f778788-ff55-4df1-90bf-ec562b8141c4 | no_churn | 0.011034 | 0 | no_churn | -0.177936 | -0.003626 | 0.001425 | 0.049673 | 0.021337 | -0.131391 | -0.008915 | -0.019593 | Female | 57 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
17 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 9bea8074-bc66-468f-b1ed-77b15e30a297 | no_churn | 0.575438 | 1 | churn | 0.123856 | -0.001848 | -0.047814 | 0.126846 | 0.062846 | 0.095233 | -0.008709 | 0.000261 | Female | 65 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
28 | Yes | No | Fiber optic | Expired | One year | 100hrs+ | Disabled | e649a816-8722-4f54-a4a1-28ea6d6147dc | no_churn | 0.113775 | 0 | no_churn | -0.097689 | -0.002069 | -0.035063 | 0.056281 | 0.038072 | -0.040867 | 0.056039 | -0.047064 | Female | 43 | No | Yes | Employed | Urban | Master | 1,670,824,800 |
14 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | b667da03-abef-42b0-a037-e91474a5cc50 | no_churn | 0.390401 | 1 | churn | 0.101321 | -0.008487 | -0.002893 | 0.220447 | 0.145988 | 0.102959 | -0.016062 | -0.013632 | Male | 42 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
22 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | b75fa5b6-f8a1-4797-b54f-d3d530a29321 | no_churn | 0.234469 | 0 | no_churn | -0.099995 | -0.005051 | -0.109227 | 0.071947 | 0.003095 | 0.026178 | 0.000166 | -0.003472 | Male | 58 | No | Yes | Employed | Urban | College | 1,670,824,800 |
68 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | b6f86b24-47f3-4698-aec6-ea647053c315 | no_churn | 0.019386 | 0 | no_churn | -0.190953 | -0.011884 | -0.060221 | 0.042931 | 0.007631 | 0.037885 | 0.022519 | -0.028935 | Female | 49 | No | No | Medical Leave | Suburban | High School or Below | 1,670,824,800 |
42 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | aa92b892-0264-4755-b180-3d213150e183 | no_churn | 0.365668 | 1 | churn | -0.046918 | -0.002667 | -0.038871 | 0.133307 | -0.021948 | 0.034634 | 0.060784 | -0.037346 | Male | 40 | No | No | Unemployed | Suburban | Bachelor | 1,670,824,800 |
31 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 22104961-9adc-47e2-91d3-433846bcbeb2 | no_churn | 0.49362 | 0 | no_churn | -0.077835 | -0.004708 | 0.060052 | 0.024278 | 0.026078 | 0.059342 | 0.012923 | -0.030718 | Male | 54 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
38 | Yes | No | Fiber optic | Expired | One year | 0hrs | Disabled | 74caf48c-6616-44cd-9e44-b33e534f3a61 | no_churn | 0.117642 | 1 | churn | 0.09007 | -0.000791 | 0.048303 | 0.133989 | 0.02357 | -0.180077 | -0.024273 | -0.030734 | Female | 47 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 716780ca-ef77-4102-b2d7-241320979bbf | no_churn | 0.681721 | 0 | no_churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 28 | Yes | No | Employed | Suburban | Master | 1,670,824,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 701c3010-d26a-4d4c-8263-a47ef6ab2160 | no_churn | 0.685874 | 1 | churn | 0.21645 | -0.006655 | 0.018392 | 0.107161 | 0.005015 | 0.129458 | 0.069619 | -0.03265 | Male | 51 | No | No | Employed | Suburban | College | 1,670,824,800 |
32 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 97ea0274-3746-40f2-aaff-5350042d4939 | no_churn | 0.509527 | 1 | churn | -0.144039 | -0.011104 | 0.021906 | 0.099275 | -0.070424 | 0.057785 | 0.030029 | -0.055312 | Female | 25 | No | Yes | Unemployed | Suburban | High School or Below | 1,670,824,800 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 3dbfb84a-2ce4-4b8e-a9b1-52b8669502a7 | no_churn | 0.603586 | 1 | churn | 0.130989 | -0.004774 | -0.010465 | 0.133858 | 0.01913 | 0.127972 | 0.094653 | -0.040208 | Male | 66 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
71 | Yes | Yes | Fiber optic | Expired | One year | 0hrs | Disabled | 4ec10b99-c0cc-4d97-95f6-004812968262 | no_churn | 0.009715 | 0 | no_churn | -0.15917 | -0.003678 | 0.006827 | 0.046753 | 0.024564 | -0.095874 | -0.023841 | -0.054607 | Female | 38 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
68 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | bda010be-00b0-4b61-9a0f-b91f40f83665 | no_churn | 0.086391 | 0 | no_churn | -0.263706 | -0.010656 | 0.015624 | 0.058374 | 0.012039 | 0.036248 | -0.017381 | -0.064569 | Male | 38 | Yes | Yes | Employed | Urban | Bachelor | 1,670,824,800 |
35 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 5f910e42-3597-495d-bbe7-e55af3a24ac8 | no_churn | 0.409468 | 0 | no_churn | -0.058262 | -0.004234 | 0.001353 | 0.150704 | 0.045687 | 0.063331 | -0.044484 | 0.016878 | Male | 35 | Yes | No | Medical Leave | Urban | College | 1,670,824,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 11b79375-b6e5-459a-bfa4-a41e651df058 | no_churn | 0.42675 | 0 | no_churn | 0.169868 | -0.009387 | -0.027216 | 0.160069 | -0.002259 | 0.084411 | 0.001658 | 0.000413 | Male | 69 | No | No | Employed | Suburban | College | 1,670,824,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | b1c125d4-b499-44c5-b483-53dfd5852c79 | no_churn | 0.593072 | 1 | churn | 0.211548 | -0.008184 | -0.05143 | 0.158282 | 0.056538 | 0.106806 | 0.001318 | 0.008227 | Male | 28 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | eed60f52-b712-4c87-aa91-3780329a9ba1 | no_churn | 0.876743 | 1 | churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 46 | No | Yes | Employed | Suburban | Doctor | 1,670,824,800 |
1 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | d3c3586f-4814-4666-9eed-056175c58ccb | churn | 0.922551 | 1 | churn | 0.168508 | -0.007009 | 0.07073 | 0.061092 | -0.046787 | 0.106318 | -0.01573 | -0.003899 | Male | 43 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | a972145b-c302-41f5-9a87-3fff8678f915 | no_churn | 0.681748 | 1 | churn | 0.221731 | -0.004219 | 0.088657 | 0.132358 | 0.051182 | 0.142775 | 0.037571 | -0.02318 | Male | 52 | No | Yes | Disabled | Rural | College | 1,670,824,800 |
40 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | a6894b47-868b-41f7-858a-ab746b1cb8bc | churn | 0.304495 | 1 | churn | -0.077459 | -0.007042 | -0.041854 | 0.121197 | 0.083453 | 0.047954 | 0.084268 | -0.039544 | Male | 77 | No | Yes | Employed | Rural | Doctor | 1,670,824,800 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 1375048c-97bc-4285-95b2-e1a371cb05c9 | no_churn | 0.573719 | 1 | churn | 0.198098 | -0.002242 | 0.039941 | 0.108168 | 0.040922 | 0.131911 | 0.045448 | -0.030816 | Female | 52 | No | Yes | Employed | Urban | High School or Below | 1,670,824,800 |
9 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | ea05e45d-756b-48e3-a644-11c28df00817 | no_churn | 0.728551 | 0 | no_churn | 0.093142 | -0.004252 | 0.009317 | 0.134766 | 0.067383 | 0.102633 | -0.027571 | 0.016668 | Male | 55 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
42 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | ff644fbb-80ab-488e-babd-a596868aa709 | no_churn | 0.553319 | 0 | no_churn | 0.01117 | -0.00279 | 0.096021 | 0.174579 | 0.074865 | 0.086159 | -0.011294 | -0.007737 | Female | 79 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
5 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 25e68ddd-d46c-4ca1-8a23-83c5fc08d261 | no_churn | 0.311159 | 0 | no_churn | 0.124392 | -0.00418 | -0.034207 | -0.091235 | 0.000908 | 0.082807 | 0.028061 | -0.041632 | Female | 33 | No | Yes | Unemployed | Urban | College | 1,670,824,800 |
41 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 1424e18b-d8c3-4986-b53b-6637cc3eb0b1 | no_churn | 0.376466 | 0 | no_churn | -0.088412 | -0.002241 | 0.052542 | -0.009964 | 0.011684 | 0.092021 | -0.01236 | 0.050072 | Male | 20 | Yes | Yes | Employed | Urban | College | 1,670,824,800 |
2 | Yes | No | High Speed | Expired | One year | <80hrs | Disabled | 19d7982e-2c79-425f-bf5e-8ec30bb54e34 | no_churn | 0.084234 | 0 | no_churn | 0.157777 | -0.004054 | -0.001593 | -0.051996 | 0.044444 | -0.039314 | 0.036548 | -0.025814 | Male | 62 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
14 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 4ab48fd0-ad07-4a3c-9342-723cf8c1830c | no_churn | 0.390401 | 1 | churn | 0.092991 | -0.0073 | 0.02626 | 0.217969 | 0.14225 | 0.097315 | 0.017628 | -0.020473 | Female | 31 | No | Yes | Unemployed | Suburban | Master | 1,670,824,800 |
13 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Disabled | 5152a93f-c2b8-4322-a5cd-b676a77a7e3e | no_churn | 0.591991 | 1 | churn | 0.033294 | -0.004066 | 0.034006 | 0.046172 | 0.038719 | 0.09533 | -0.060992 | 0.003542 | Male | 38 | No | No | Employed | Urban | Master | 1,670,824,800 |
68 | Yes | No | Low Speed | Expired | Two year | <80hrs | Active | c3ae5829-0b8b-4ff0-828a-ab65e03e4994 | no_churn | 0.012177 | 0 | no_churn | -0.07306 | -0.003118 | -0.021081 | -0.020649 | -0.044102 | -0.121367 | -0.013868 | 0.028219 | Female | 70 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
6 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | b7d8b1f9-7068-4cb8-9897-c691008066cc | no_churn | 0.103797 | 0 | no_churn | 0.097301 | -0.001889 | 0.008717 | -0.077356 | 0.013995 | 0.081724 | -0.010719 | -0.012835 | Female | 49 | No | No | Employed | Urban | College | 1,670,824,800 |
24 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 35896932-2271-42e9-9dad-87b0e01a110d | no_churn | 0.061159 | 0 | no_churn | -0.060771 | -0.010771 | -0.08792 | -0.032547 | 0.011907 | 0.053505 | -0.004034 | -0.015228 | Male | 75 | No | Yes | Unemployed | Urban | Bachelor | 1,670,824,800 |
9 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | f28f5ce2-2c68-46ca-aa78-c8fd97af4cd8 | no_churn | 0.500725 | 0 | no_churn | 0.152825 | -0.004404 | 0.007238 | 0.183181 | 0.080275 | 0.102399 | 0.00785 | 0.00761 | Female | 70 | Yes | Yes | Employed | Suburban | Master | 1,670,824,800 |
17 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | abfcf084-bb08-44a2-9fe1-a3ef7b8ab4de | churn | 0.575438 | 1 | churn | 0.063912 | -0.005336 | -0.011302 | 0.097985 | 0.001301 | 0.09018 | -0.025298 | 0.010894 | Male | 24 | No | No | Disabled | Rural | Bachelor | 1,670,824,800 |
71 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 02d50b9a-97bd-4c26-8187-da2e3e057009 | no_churn | 0.009715 | 0 | no_churn | -0.280373 | -0.010766 | 0.013769 | 0.058672 | 0.016935 | 0.043603 | -0.01304 | -0.057825 | Male | 48 | No | Yes | Employed | Suburban | Master | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 25e17350-9446-4b18-9482-1ad48181aa78 | no_churn | 0.24426 | 1 | churn | -0.052895 | -0.004306 | 0.08038 | 0.09936 | 0.034233 | 0.084657 | 0.101964 | 0.089082 | Female | 41 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | d64ba186-2041-400f-9a66-77f1aa767529 | no_churn | 0.593072 | 1 | churn | 0.211548 | -0.008184 | -0.05143 | 0.158282 | 0.056538 | 0.106806 | 0.001318 | 0.008227 | Male | 33 | Yes | Yes | Employed | Rural | Bachelor | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 67208d2d-3b17-47ba-9c39-45368e872253 | churn | 0.076045 | 0 | no_churn | -0.052895 | -0.004306 | 0.08038 | 0.09936 | 0.034233 | 0.084657 | 0.101964 | 0.089082 | Female | 41 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
9 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Active | b0ffa595-ddee-499c-bd39-648445b7a51e | no_churn | 0.344332 | 0 | no_churn | 0.123011 | 0.144182 | 0.085754 | -0.018612 | 0.063725 | 0.154212 | 0.061266 | 0.063937 | Female | 56 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
50 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | ff7473c3-4d5e-4616-a711-e6b1349ce198 | churn | 0.318932 | 0 | no_churn | -0.166027 | -0.005047 | 0.035299 | 0.015772 | -0.03123 | 0.037159 | -0.033385 | -0.001567 | Female | 68 | Yes | Yes | Disabled | Suburban | College | 1,670,824,800 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | <80hrs | Disabled | 386da784-aaa7-4aaa-838e-ea4d2d4c3100 | no_churn | 0.126652 | 0 | no_churn | 0.117633 | -0.006899 | -0.086323 | 0.01193 | 0.084527 | 0.095897 | -0.009046 | -0.017638 | Male | 39 | Yes | No | Retired | Suburban | College | 1,670,824,800 |
42 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | a6800970-bab2-49fa-abde-345829a45e01 | no_churn | 0.553319 | 0 | no_churn | 0.01117 | -0.00279 | 0.096021 | 0.174579 | 0.074865 | 0.086159 | -0.011294 | -0.007737 | Male | 41 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
36 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 26bcde9e-3731-4e1c-a078-6ac825191036 | no_churn | 0.0245 | 0 | no_churn | -0.081469 | -0.006595 | -0.007633 | -0.081753 | -0.063972 | 0.046269 | 0.040733 | -0.024606 | Female | 68 | Yes | No | Employed | Suburban | Bachelor | 1,670,824,800 |
46 | Yes | No | Fiber optic | In_Store_Support | One year | <80hrs | Active | ffa7ee46-d879-4387-a4c3-d817bde7e83a | no_churn | 0.237898 | 1 | churn | -0.167559 | -0.003561 | -0.007392 | -0.01914 | -0.027795 | -0.047704 | 0.050286 | 0.043839 | Female | 76 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
69 | Yes | No | Fiber optic | Expired | One year | <80hrs | Active | 08ddd78f-920b-49b6-9807-ae216f01e6b6 | no_churn | 0.129599 | 0 | no_churn | -0.062812 | -0.000099 | -0.03067 | 0.141264 | 0.096183 | 0.009749 | 0.13433 | 0.083029 | Female | 53 | No | No | Employed | Urban | Master | 1,670,824,800 |
17 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 6ff16598-9c36-473b-a673-a229b4c0c007 | churn | 0.575438 | 1 | churn | 0.123856 | -0.001848 | -0.047814 | 0.126846 | 0.062846 | 0.095233 | -0.008709 | 0.000261 | Female | 64 | No | No | Employed | Rural | Bachelor | 1,670,824,800 |
42 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 3388c8be-f5a2-404a-b209-c8999fafefb4 | no_churn | 0.027958 | 0 | no_churn | -0.159863 | -0.007233 | 0.017135 | -0.088351 | 0.036606 | 0.027811 | -0.054518 | -0.000613 | Male | 71 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | bf640d23-cb84-4fd0-969c-ea186822ee97 | no_churn | 0.305014 | 0 | no_churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Female | 42 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
59 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Disabled | 78bd6f7e-e930-4b56-9631-e1fee430091e | no_churn | 0.007659 | 0 | no_churn | -0.05639 | -0.015023 | 0.039405 | 0.010987 | -0.010999 | 0.070834 | 0.069506 | -0.042347 | Male | 59 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
34 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 85c332c0-54c6-4626-a93c-54b70f7bbe67 | no_churn | 0.037298 | 0 | no_churn | -0.102314 | -0.005923 | -0.041145 | -0.102844 | 0.020749 | 0.032249 | -0.026364 | -0.043434 | Male | 55 | No | No | Employed | Suburban | College | 1,670,824,800 |
72 | Yes | Yes | Medium Speed | Expired | Two year | 100hrs+ | Active | 3d46a32d-982a-4b35-b138-745296edf068 | no_churn | 0.01701 | 0 | no_churn | -0.091218 | -0.003881 | 0.009509 | -0.043064 | -0.015539 | -0.175716 | 0.022052 | 0.028831 | Female | 20 | Yes | Yes | Unemployed | Suburban | Master | 1,670,824,800 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | dc437115-59b0-4bab-9b9d-e4f646975232 | no_churn | 0.509527 | 1 | churn | 0.008066 | -0.003004 | 0.064296 | 0.096504 | 0.083474 | 0.048955 | 0.059481 | -0.024224 | Male | 54 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
67 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Disabled | f414c179-2a7c-48cf-b82c-425f397909df | no_churn | 0.014644 | 0 | no_churn | -0.07943 | -0.002582 | 0.009107 | -0.038382 | 0.018046 | -0.158897 | 0.031491 | -0.021951 | Male | 62 | No | No | Employed | Urban | High School or Below | 1,670,824,800 |
4 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Active | c9fc75f6-1de5-4f83-9a36-7a93e609225f | no_churn | 0.675014 | 1 | churn | 0.111892 | 0.08951 | 0.041063 | -0.032206 | -0.02205 | 0.126278 | 0.106245 | 0.050909 | Female | 45 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
52 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 666d3389-b036-4a7d-96fa-5bfac17d3c49 | no_churn | 0.21391 | 0 | no_churn | 0.02609 | 0.000234 | 0.002052 | 0.082552 | 0.177319 | 0.087423 | 0.105768 | 0.112867 | Female | 79 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
15 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Active | d5a7b6e9-583f-435a-a9a0-94a511e0c11d | no_churn | 0.473349 | 1 | churn | 0.096467 | -0.009537 | -0.02997 | -0.091192 | -0.074797 | 0.067923 | 0.048848 | 0.053231 | Male | 79 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
2 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | aa685784-658a-4492-899b-f0a29d43c7f8 | no_churn | 0.190623 | 0 | no_churn | 0.20585 | -0.012621 | -0.086967 | -0.047225 | -0.029897 | 0.08273 | 0.045627 | -0.030551 | Male | 32 | Yes | Yes | Employed | Urban | Bachelor | 1,670,824,800 |
42 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d30bc9d3-ee37-4261-a72e-6f481616ff2c | no_churn | 0.384044 | 0 | no_churn | -0.159863 | -0.007233 | 0.017135 | -0.088351 | 0.036606 | 0.027811 | -0.054518 | -0.000613 | Male | 27 | Yes | No | Employed | Suburban | Bachelor | 1,670,824,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 81f3d869-3e54-4494-b4c8-30d22ce3c436 | no_churn | 0.685874 | 1 | churn | 0.211548 | -0.008184 | -0.05143 | 0.158282 | 0.056538 | 0.106806 | 0.001318 | 0.008227 | Female | 22 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 009a86a9-97d3-47c9-b0cb-a895e3a4711b | no_churn | 0.00989 | 0 | no_churn | -0.283784 | -0.00403 | 0.015702 | -0.001471 | 0.009718 | 0.027963 | 0.005023 | -0.024302 | Female | 73 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
24 | Yes | Yes | Low Speed | Expired | Month-to-month | <80hrs | Disabled | d4e13eb5-5473-485e-a291-ce3976c502f3 | no_churn | 0.008172 | 0 | no_churn | -0.065174 | -0.00964 | -0.016822 | -0.062895 | -0.034526 | 0.057127 | 0.006908 | -0.024004 | Female | 72 | Yes | No | Disabled | Suburban | College | 1,670,824,800 |
9 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 163c864b-8634-47e1-9fb4-e9bd875c2006 | no_churn | 0.073467 | 0 | no_churn | 0.009865 | -0.005534 | -0.038143 | -0.052609 | -0.003448 | 0.07494 | 0.070888 | -0.042757 | Male | 28 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
68 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 4d4ba44e-5ad0-4bd6-80da-deb0c5a6d5a0 | no_churn | 0.071167 | 0 | no_churn | -0.030219 | -0.003977 | 0.093955 | 0.086099 | 0.027734 | 0.056765 | 0.095472 | 0.091312 | Male | 68 | No | Yes | Employed | Suburban | Master | 1,670,824,800 |
3 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | aec70388-cee5-4bd7-8022-7fee6c1946f7 | no_churn | 0.141948 | 0 | no_churn | 0.09905 | -0.009954 | -0.059737 | -0.063707 | -0.006298 | 0.065798 | 0.023489 | -0.022234 | Female | 61 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
6 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b4e78dd1-7d1e-469c-804f-f7bfbd770c43 | no_churn | 0.386986 | 0 | no_churn | 0.057491 | -0.014447 | 0.012902 | -0.021311 | 0.015591 | 0.069515 | -0.043531 | -0.034712 | Female | 56 | No | Yes | Employed | Suburban | Master | 1,670,824,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | bb20e84c-c673-4797-8eb9-2c4f9e81f7b7 | no_churn | 0.305014 | 0 | no_churn | 0.208453 | -0.013062 | -0.026373 | -0.040779 | -0.033011 | 0.103481 | -0.034755 | -0.018403 | Male | 41 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
1 | No | No phone service | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | ee374b22-e476-4cef-a554-0d632ee32f87 | no_churn | 0.754858 | 1 | churn | 0.247845 | 0.080078 | 0.003951 | -0.004507 | 0.020637 | 0.140728 | -0.011106 | -0.008775 | Female | 49 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
72 | Yes | Yes | Medium Speed | Expired | Two year | <80hrs | Active | 0adb70fe-6ecd-48fe-a3f5-21036c4e86ce | no_churn | 0.01701 | 0 | no_churn | -0.104025 | -0.004738 | 0.001035 | -0.03496 | -0.027319 | -0.1303 | 0.00695 | 0.024331 | Male | 49 | No | Yes | Medical Leave | Rural | Master | 1,670,824,800 |
56 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | f7106dda-b921-41a7-ba29-184da2384b23 | no_churn | 0.008939 | 0 | no_churn | -0.101839 | -0.019 | -0.040164 | -0.03432 | -0.082541 | 0.022421 | 0.006966 | -0.02055 | Female | 55 | No | No | Employed | Urban | High School or Below | 1,670,824,800 |
10 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | e8382163-921f-409d-9ba7-c8ea704656f5 | no_churn | 0.636937 | 0 | no_churn | 0.056629 | -0.008809 | -0.059574 | 0.127964 | 0.03258 | 0.066446 | -0.021681 | 0.003247 | Female | 23 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
71 | Yes | No | High Speed | Web_Chat_Support | Two year | <80hrs | Disabled | 35bcd074-71f3-4542-969f-0e0f07f3cf23 | no_churn | 0.002329 | 0 | no_churn | -0.095343 | -0.00395 | -0.026983 | -0.016636 | 0.014554 | -0.131687 | 0.029488 | -0.022612 | Female | 27 | No | Yes | Unemployed | Urban | High School or Below | 1,670,824,800 |
59 | Yes | Yes | High Speed | Web_Chat_Support | Two year | <80hrs | Disabled | 53dd092a-553e-4c9b-9dfe-34ce2ca5cd8b | no_churn | 0.046512 | 0 | no_churn | -0.076395 | -0.002947 | 0.006703 | -0.011597 | 0.029364 | -0.178263 | 0.021791 | -0.027682 | Male | 38 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
66 | Yes | Yes | Medium Speed | Expired | Month-to-month | <80hrs | Active | 0441310e-b188-4234-8964-73d9d1947b78 | no_churn | 0.241453 | 0 | no_churn | -0.069477 | -0.005562 | 0.020893 | -0.019462 | -0.097666 | 0.04053 | -0.020756 | 0.042474 | Male | 43 | Yes | Yes | Employed | Suburban | Doctor | 1,670,824,800 |
6 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 1fa8da1b-2122-4136-99b2-807c0074ac87 | no_churn | 0.689612 | 1 | churn | 0.14413 | 0.000529 | 0.005862 | 0.18783 | 0.064062 | 0.092946 | 0.010666 | 0.005352 | Male | 27 | No | No | Unemployed | Rural | High School or Below | 1,670,824,800 |
18 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 939a3ae6-ad61-4038-8b3c-aca3c10db17c | no_churn | 0.01312 | 0 | no_churn | -0.076751 | -0.010515 | -0.059459 | -0.03645 | -0.087286 | 0.03103 | 0.024075 | -0.03367 | Male | 39 | No | Yes | Employed | Rural | High School or Below | 1,670,824,800 |
56 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | bd76ab9d-27a5-48d3-9f07-2357f15f0561 | no_churn | 0.093344 | 0 | no_churn | -0.156767 | -0.005512 | 0.00659 | -0.005637 | -0.074906 | 0.030874 | -0.001187 | 0.030853 | Female | 21 | No | Yes | Medical Leave | Rural | Master | 1,670,824,800 |