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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 2fd9025b-7949-455c-9a94-d69eddd701c4 | no_churn | 0.488427 | 1 | churn | -0.085822 | -0.004668 | 0.042738 | 0.047329 | 0.022899 | 0.071658 | -0.046125 | 0.004333 | Male | 66 | Yes | No | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 5393d625-d75d-4b5a-866d-06d810561db3 | churn | 0.880348 | 1 | churn | 0.220842 | -0.005909 | -0.061361 | 0.083931 | 0.036071 | 0.142791 | 0.000402 | 0.013149 | Male | 31 | No | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
46 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9f02251a-e4f0-43b7-abd7-619ca24037da | no_churn | 0.279254 | 0 | no_churn | -0.213402 | -0.004494 | -0.035853 | 0.031097 | 0.009421 | 0.032895 | -0.040268 | -0.024135 | Female | 36 | No | No | Employed | Suburban | Master | 1,673,244,000 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f9ebbe3e-0140-476f-9ade-5d994a9e6efe | churn | 0.493992 | 1 | churn | 0.039429 | -0.001228 | 0.07312 | 0.060426 | 0.008267 | 0.131609 | -0.013412 | -0.025854 | Male | 58 | Yes | No | Employed | Urban | Bachelor | 1,673,244,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 49ca07e0-734f-4d75-b0ba-3565aced0573 | churn | 0.834601 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Male | 23 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cacdbab8-85f8-48f1-8dc6-c5dd4f4b2e7e | no_churn | 0.239475 | 0 | no_churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 50 | No | Yes | Employed | Suburban | Doctor | 1,673,244,000 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 88ee9e71-30d7-47a9-9273-5689c65f450e | churn | 0.757179 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 70 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
10 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9dfc5da9-7e17-4c37-a3d9-bc43ff44fb9b | churn | 0.603092 | 1 | churn | 0.091899 | -0.004987 | -0.023741 | 0.164174 | 0.045899 | 0.119718 | -0.038699 | -0.005558 | Female | 49 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5dbbb4a8-7a4b-44f8-bdff-d45a618af503 | churn | 0.437962 | 1 | churn | 0.172153 | -0.002771 | -0.005461 | 0.121508 | 0.044121 | 0.13803 | -0.00417 | 0.015218 | Female | 32 | Yes | Yes | Retired | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7fb853d7-be3b-4813-ad4a-d415fa0791d4 | churn | 0.818933 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 49 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9e3e7ab4-2334-4948-a2c0-af3e0c861210 | no_churn | 0.096096 | 0 | no_churn | 0.002064 | -0.002232 | -0.062988 | 0.103895 | 0.025581 | 0.110937 | -0.035344 | -0.015785 | Male | 24 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4b68f902-0156-4d36-b2d6-08d41163269d | churn | 0.592976 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Female | 31 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8511ca4e-6ae3-4c25-895e-11bb3fa66d11 | churn | 0.51893 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 56 | Yes | Yes | Medical Leave | Urban | Bachelor | 1,673,244,000 |
37 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 377ff6d0-08ff-4417-aee2-834ae02b3ecc | no_churn | 0.094678 | 0 | no_churn | -0.128372 | -0.010711 | -0.079002 | 0.070656 | -0.050393 | 0.052284 | -0.010449 | -0.008066 | Male | 23 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
50 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c6f6855f-c1d8-4aa1-82fc-89e63ca37701 | churn | 0.532964 | 1 | churn | 0.072835 | 0.000405 | 0.088634 | 0.110778 | 0.116363 | 0.142153 | 0.000232 | 0.015236 | Female | 39 | Yes | No | Disabled | Rural | High School or Below | 1,673,244,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e9189708-4b97-422c-893f-ccfdfb591538 | no_churn | 0.888535 | 0 | no_churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 79 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 009cf878-4097-47b2-a938-6dee51a0ad03 | no_churn | 0.821042 | 0 | no_churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 65 | No | No | Employed | Rural | Bachelor | 1,673,244,000 |
31 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 55df12e4-049f-422b-9346-ff75d23f2241 | no_churn | 0.366386 | 0 | no_churn | -0.082752 | -0.005115 | 0.041376 | 0.089668 | 0.007607 | 0.082758 | -0.039369 | -0.030718 | Female | 56 | No | Yes | Unemployed | Suburban | College | 1,673,244,000 |
15 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | aa603443-52fb-40b2-b3f0-26793c5d4292 | churn | 0.64595 | 1 | churn | 0.084784 | -0.00214 | 0.032851 | 0.046777 | 0.015984 | 0.13707 | -0.027881 | -0.0102 | Male | 31 | No | No | Disabled | Suburban | College | 1,673,244,000 |
64 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0be2a046-3231-4b86-8edc-c021a2e19fee | no_churn | 0.043727 | 0 | no_churn | -0.223043 | -0.004841 | -0.038001 | 0.002604 | -0.00626 | 0.03786 | -0.021565 | -0.01578 | Female | 60 | No | No | Employed | Suburban | Master | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c0259978-e681-4a08-a496-0ebc6c44d649 | churn | 0.814638 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 22 | No | No | Disabled | Suburban | Bachelor | 1,673,244,000 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8bb1ff65-14b1-409a-8682-b1b752d931cc | churn | 0.653132 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 78 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
50 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9d3942ff-cf00-4354-bc65-ad8e5b9a4232 | no_churn | 0.333854 | 0 | no_churn | 0.072835 | 0.000405 | 0.088634 | 0.110778 | 0.116363 | 0.142153 | 0.000232 | 0.015236 | Male | 67 | No | No | Employed | Suburban | College | 1,673,244,000 |
21 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dda25d18-d2ab-499b-98ca-0dd5bb46e6f9 | no_churn | 0.334096 | 0 | no_churn | -0.004141 | -0.00256 | -0.007087 | 0.122983 | 0.060045 | 0.096059 | -0.01971 | -0.022515 | Female | 65 | No | No | Employed | Rural | College | 1,673,244,000 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4f89e432-4ae0-4eea-9a4a-8a4ef5ac293c | churn | 0.697126 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 66 | No | Yes | Disabled | Suburban | Master | 1,673,244,000 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d38e892d-f084-4af1-8b36-fbfe1537664d | no_churn | 0.145862 | 0 | no_churn | -0.152994 | -0.003182 | 0.060962 | 0.059378 | 0.035345 | 0.054726 | -0.001357 | -0.010218 | Female | 65 | No | No | Unemployed | Urban | High School or Below | 1,673,244,000 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b83c17f6-ee21-426e-b152-f49a9b6c3d05 | churn | 0.453237 | 1 | churn | -0.064309 | -0.001687 | 0.109327 | 0.0559 | 0.000835 | 0.104889 | -0.021242 | -0.01427 | Female | 59 | Yes | Yes | Employed | Rural | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 08043f28-a745-448d-9c5d-c3c1bd558243 | churn | 0.756187 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 67 | No | No | Employed | Rural | Bachelor | 1,673,244,000 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | e8b9f473-2f3b-44dc-ba3e-fd73ac8b5d12 | churn | 0.14352 | 1 | churn | 0.079373 | -0.00035 | 0.102263 | 0.113986 | 0.085336 | 0.00342 | -0.00061 | 0.010485 | Female | 52 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7bf8d4fd-1eeb-4fdb-a424-5436519c51ba | churn | 0.863913 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 62 | No | Yes | Unemployed | Rural | High School or Below | 1,673,244,000 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a4d049ed-44b9-47e5-adbf-8bbd850de391 | no_churn | 0.267003 | 0 | no_churn | -0.119614 | -0.00632 | 0.066713 | 0.062724 | -0.017455 | 0.084556 | -0.036752 | -0.040047 | Male | 66 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | efc257df-70b3-4d5f-b8fd-d991b0c8673a | no_churn | 0.426043 | 0 | no_churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Male | 31 | No | No | Disabled | Suburban | Doctor | 1,673,244,000 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 847d4266-395b-4754-8936-585533fbc058 | no_churn | 0.366956 | 0 | no_churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Female | 48 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0e4ae2e0-ecf9-4d65-8164-2e51b6e08476 | churn | 0.816207 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 49 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
54 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 0e25b1af-e745-44ce-b025-4dfb3065e927 | no_churn | 0.016344 | 0 | no_churn | -0.128472 | -0.014444 | -0.003075 | -0.027348 | -0.114892 | 0.030679 | 0.025624 | 0.041462 | Male | 78 | No | Yes | Employed | Rural | College | 1,673,244,000 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 2d41d961-d174-4c74-87ef-ffaa7db39f94 | churn | 0.59831 | 1 | churn | 0.006605 | -0.003307 | 0.146481 | 0.119195 | 0.075384 | 0.144175 | 0.113117 | 0.057887 | Male | 31 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
41 | Yes | No | High Speed | Phone_Support | Two year | <50hrs | Active | 508aa221-3af9-40bc-80cc-1317105a047f | no_churn | 0.059513 | 0 | no_churn | -0.061475 | -0.001956 | -0.017909 | -0.018548 | 0.047089 | -0.0935 | 0.013363 | 0.053909 | Female | 76 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
66 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | 723f011c-14f6-48f2-89ba-b6dc8ff9f2b1 | no_churn | 0.344126 | 0 | no_churn | -0.104025 | -0.001914 | 0.018559 | -0.008667 | 0.000406 | -0.147097 | -0.002336 | 0.026049 | Male | 33 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
52 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8077234b-f63e-46ae-b4ec-fd3a8d3f32e6 | churn | 0.026741 | 0 | no_churn | -0.119149 | -0.000037 | 0.055449 | 0.007078 | 0.063993 | 0.132254 | 0.093567 | 0.117818 | Male | 20 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
38 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f2235fd8-7a2f-4758-b2e3-eab162491669 | no_churn | 0.015391 | 0 | no_churn | -0.069155 | -0.011839 | -0.030281 | -0.114873 | -0.014857 | 0.038313 | -0.030718 | -0.035617 | Male | 67 | Yes | No | Employed | Suburban | Bachelor | 1,673,244,000 |
56 | Yes | No | High Speed | Phone_Support | Month-to-month | <50hrs | Active | d39e076d-bcad-48b3-9b50-7f08be3cf8bd | no_churn | 0.12891 | 0 | no_churn | -0.029341 | -0.001527 | -0.039585 | -0.001742 | 0.095773 | 0.068937 | 0.027183 | 0.071276 | Male | 23 | No | No | Unemployed | Suburban | High School or Below | 1,673,244,000 |
50 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e89e80c3-f387-457b-a584-c17bd014e8db | no_churn | 0.333854 | 0 | no_churn | 0.072835 | 0.000405 | 0.088634 | 0.110778 | 0.116363 | 0.142153 | 0.000232 | 0.015236 | Male | 59 | Yes | Yes | Employed | Suburban | Master | 1,673,244,000 |
48 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | dcedbe54-c761-459e-9961-4370b05eec1b | no_churn | 0.335144 | 0 | no_churn | 0.051888 | -0.002097 | 0.057914 | 0.11399 | 0.09989 | 0.137499 | 0.114922 | 0.060301 | Male | 80 | No | No | Unemployed | Suburban | High School or Below | 1,673,244,000 |
63 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 2d0b8bf0-ff23-45c8-a325-fad5cdc3865d | no_churn | 0.0071 | 0 | no_churn | -0.062258 | -0.003367 | -0.015793 | -0.017677 | 0.003618 | -0.121557 | -0.023638 | -0.028354 | Female | 62 | No | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b8b1c8e4-a694-4667-a41f-b891ba126bca | no_churn | 0.426043 | 0 | no_churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Female | 27 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
52 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 23d3ec40-e448-4656-9311-45d1c9812e78 | no_churn | 0.027288 | 0 | no_churn | -0.055615 | -0.00274 | -0.071078 | -0.049366 | 0.047246 | 0.057668 | -0.036647 | -0.058495 | Male | 46 | No | No | Employed | Rural | Master | 1,673,244,000 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 541f1a04-2f05-4b31-baa5-b68404586244 | churn | 0.653132 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 57 | No | No | Employed | Urban | Bachelor | 1,673,244,000 |
12 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 5fb3fe8b-ab38-444d-b837-bd2e135411f4 | no_churn | 0.494606 | 0 | no_churn | 0.084354 | 0.000475 | 0.027115 | 0.127318 | 0.081015 | 0.127384 | 0.088231 | 0.125083 | Male | 80 | Yes | No | Medical Leave | Suburban | Master | 1,673,244,000 |
38 | Yes | No | High Speed | Phone_Support | Two year | 100hrs+ | Active | bd7d85f5-007a-487f-9fa1-9029fb1cffb4 | no_churn | 0.016996 | 0 | no_churn | -0.042401 | -0.001475 | 0.002997 | 0.006282 | 0.07663 | -0.052632 | 0.066566 | 0.065008 | Female | 29 | No | Yes | Disabled | Rural | College | 1,673,244,000 |
62 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | 100hrs+ | Active | d21fa34d-0c3a-4b92-a3d5-bbea2bc63722 | no_churn | 0.115781 | 0 | no_churn | 0.063728 | 0.001975 | 0.037812 | 0.100777 | 0.131614 | 0.026863 | 0.122693 | 0.115511 | Female | 49 | No | Yes | Medical Leave | Suburban | Bachelor | 1,673,244,000 |
49 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 4efbcc18-9c1b-4445-b019-a0b7a9d6a285 | churn | 0.264656 | 1 | churn | -0.036286 | -0.00221 | 0.048777 | 0.088344 | -0.041291 | -0.204135 | 0.061807 | 0.038469 | Male | 26 | Yes | Yes | Employed | Suburban | College | 1,673,244,000 |
23 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ceebbbfb-bbde-422b-a5bc-3296bb8bff9c | no_churn | 0.128976 | 0 | no_churn | -0.116808 | -0.007133 | -0.034213 | -0.042855 | -0.028061 | 0.041407 | -0.023745 | -0.019283 | Female | 67 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
24 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 95e99c7f-ce2d-4104-899f-db926f8d0c01 | churn | 0.746831 | 1 | churn | -0.178395 | -0.005525 | 0.038622 | -0.089614 | 0.029278 | 0.04305 | -0.118375 | 0.021933 | Male | 29 | No | No | Retired | Suburban | College | 1,673,244,000 |
27 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | f39b700b-3304-4093-8fe3-afcd326ca726 | no_churn | 0.448763 | 0 | no_churn | -0.158062 | -0.002392 | -0.062916 | -0.132167 | 0.032737 | 0.042658 | -0.036767 | 0.067882 | Female | 78 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
54 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 35933492-6fc2-4af9-a425-0b246eb52d59 | no_churn | 0.069636 | 0 | no_churn | -0.056057 | -0.006662 | 0.035726 | -0.094929 | -0.072408 | 0.049416 | 0.031638 | 0.05425 | Male | 21 | No | No | Unemployed | Rural | College | 1,673,244,000 |
72 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 6265fad6-12da-4e2e-a3ab-fdb33adcd4a4 | churn | 0.002767 | 0 | no_churn | -0.100308 | -0.006274 | -0.025101 | -0.023168 | -0.109362 | 0.034555 | -0.013614 | 0.014247 | Male | 39 | No | Yes | Employed | Suburban | Bachelor | 1,673,244,000 |
62 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 52f08a98-3d2d-4d37-979a-600ae4cd9ee9 | no_churn | 0.005044 | 0 | no_churn | -0.063108 | -0.00368 | -0.010492 | -0.029893 | -0.022386 | -0.10885 | -0.013491 | -0.017128 | Female | 54 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 611ac9ac-8df1-43a9-9cf6-432f937cdb21 | no_churn | 0.005546 | 0 | no_churn | -0.105038 | -0.006346 | -0.034191 | -0.032599 | -0.06161 | 0.033616 | -0.017203 | -0.025656 | Female | 40 | Yes | No | Medical Leave | Urban | Bachelor | 1,673,244,000 |
35 | Yes | Yes | High Speed | Phone_Support | Two year | <50hrs | Active | 47331bd3-8a3a-433f-9ef5-8c08f7747899 | no_churn | 0.187001 | 0 | no_churn | -0.09009 | -0.002257 | 0.008599 | -0.030884 | 0.049971 | -0.109889 | 0.017464 | 0.04806 | Female | 58 | No | Yes | Employed | Suburban | Master | 1,673,244,000 |
15 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2c44c841-4081-40ae-a9a7-13af3bb347cd | no_churn | 0.036185 | 0 | no_churn | -0.037359 | -0.009558 | -0.011984 | -0.078164 | -0.072579 | 0.050141 | -0.034257 | -0.037489 | Female | 59 | No | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6b7f9907-c05b-4144-b8e0-f9bfb0d953a2 | churn | 0.816207 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 72 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,244,000 |
45 | No | No phone service | Low Speed | In_Store_Support | One year | <50hrs | Active | fb6c5223-a143-4fa3-b439-d69d343066ef | no_churn | 0.157415 | 0 | no_churn | -0.095529 | 0.024524 | -0.007756 | -0.045734 | -0.002123 | -0.078272 | 0.009856 | 0.016006 | Male | 69 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
15 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 11731467-9adf-42ed-9112-7ef462b1fde1 | no_churn | 0.103395 | 0 | no_churn | -0.037359 | -0.009558 | -0.011984 | -0.078164 | -0.072579 | 0.050141 | -0.034257 | -0.037489 | Male | 24 | Yes | No | Employed | Rural | Bachelor | 1,673,244,000 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <50hrs | Active | 5f6c071b-463a-43a0-b277-4398a9185119 | no_churn | 0.004429 | 0 | no_churn | -0.163208 | -0.002079 | -0.002058 | -0.008658 | 0.018613 | -0.185417 | 0.027163 | 0.046617 | Male | 48 | No | No | Employed | Suburban | High School or Below | 1,673,244,000 |
39 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | cd6de141-8fb2-46b7-8b80-651661e1a54b | no_churn | 0.00814 | 0 | no_churn | -0.03688 | -0.005681 | -0.003678 | -0.041075 | -0.040086 | -0.116469 | -0.012735 | -0.012422 | Female | 50 | Yes | Yes | Employed | Urban | College | 1,673,244,000 |
27 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 57f045bb-8fec-43bd-8375-927d68392fd4 | no_churn | 0.011754 | 0 | no_churn | -0.105218 | -0.014443 | -0.058307 | -0.035389 | -0.036635 | 0.03495 | -0.035247 | -0.018737 | Male | 40 | Yes | Yes | Unemployed | Urban | High School or Below | 1,673,244,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 0499b191-60b6-4c24-923a-35420e4cfbea | churn | 0.79493 | 1 | churn | 0.245503 | -0.001704 | 0.056161 | 0.068925 | 0.077107 | 0.153726 | 0.063131 | 0.058126 | Female | 21 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | da864c45-3509-49ed-ba71-cd8308af0545 | churn | 0.89976 | 1 | churn | 0.234158 | -0.004922 | -0.042139 | 0.062038 | 0.126801 | 0.139963 | 0.055458 | 0.088784 | Male | 40 | Yes | No | Unemployed | Urban | College | 1,673,244,000 |
51 | No | No phone service | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f76aa86e-74aa-431e-a0d3-52a454c676a6 | no_churn | 0.252634 | 0 | no_churn | -0.148103 | 0.020522 | -0.013332 | -0.064496 | -0.036947 | 0.039378 | -0.030398 | -0.03565 | Male | 34 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,244,000 |
23 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ff069a98-da32-46a0-9a01-8f7cdb040355 | no_churn | 0.128976 | 0 | no_churn | -0.116808 | -0.007133 | -0.034213 | -0.042855 | -0.028061 | 0.041407 | -0.023745 | -0.019283 | Male | 73 | No | No | Employed | Urban | Bachelor | 1,673,244,000 |
3 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b0616d71-bc80-471f-a814-2b6ff91f2d6b | no_churn | 0.413849 | 0 | no_churn | 0.15019 | -0.008804 | 0.0728 | -0.141395 | 0.069701 | 0.102203 | -0.040676 | -0.049772 | Male | 37 | No | No | Employed | Suburban | College | 1,673,244,000 |
24 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 5b3fdd0b-63f6-471d-a72c-58742ab3a757 | churn | 0.746831 | 1 | churn | -0.178395 | -0.005525 | 0.038622 | -0.089614 | 0.029278 | 0.04305 | -0.118375 | 0.021933 | Female | 55 | No | Yes | Medical Leave | Suburban | College | 1,673,244,000 |
46 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 59972f76-cb63-490b-8f75-cd698f3ea19c | no_churn | 0.279254 | 0 | no_churn | -0.213402 | -0.004494 | -0.035853 | 0.031097 | 0.009421 | 0.032895 | -0.040268 | -0.024135 | Female | 38 | No | No | Retired | Suburban | College | 1,673,244,000 |
23 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ccfdc604-bf31-4376-9967-6600d2190b50 | no_churn | 0.009749 | 0 | no_churn | -0.112887 | -0.011288 | -0.053337 | -0.032245 | -0.001433 | 0.038162 | -0.039693 | -0.056306 | Female | 42 | Yes | No | Employed | Urban | Bachelor | 1,673,244,000 |
54 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 100hrs+ | Active | 8591e860-d879-4330-8b8d-96013b6149e8 | no_churn | 0.102913 | 0 | no_churn | -0.060715 | -0.002052 | -0.056103 | -0.101128 | 0.056516 | -0.118471 | 0.042602 | 0.060324 | Male | 74 | No | No | Unemployed | Suburban | Bachelor | 1,673,244,000 |
46 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | e945a285-6ba9-43db-8b73-f8d49bce9707 | no_churn | 0.236305 | 0 | no_churn | -0.116454 | -0.004308 | 0.065684 | 0.104124 | 0.005069 | 0.062073 | -0.016602 | 0.002221 | Female | 58 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 90b88ec2-2246-4eb9-9e8b-aa7b11e4c2d7 | no_churn | 0.677425 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 37 | Yes | No | Medical Leave | Suburban | College | 1,673,244,000 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 2be0a0f8-982c-4216-8092-9a17ed455cb0 | no_churn | 0.174058 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Female | 63 | Yes | No | Employed | Rural | High School or Below | 1,673,244,000 |
62 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0b7bb80b-3c13-455f-a000-baaf41be4a91 | no_churn | 0.005044 | 0 | no_churn | -0.088325 | -0.005003 | -0.053513 | -0.036642 | -0.022391 | 0.036262 | -0.023194 | -0.04622 | Male | 45 | No | No | Employed | Suburban | College | 1,673,244,000 |
61 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 6b30dbf4-c4f7-4a24-b8fa-6c1ba35f39fa | churn | 0.329115 | 1 | churn | -0.274041 | -0.004653 | 0.014328 | -0.086072 | 0.00962 | 0.033292 | 0.025944 | 0.029223 | Female | 79 | No | Yes | Employed | Rural | Doctor | 1,673,244,000 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 522ff3d6-ff90-4db0-91a7-a3c7aa0bd8a5 | no_churn | 0.239475 | 0 | no_churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 75 | No | Yes | Employed | Rural | High School or Below | 1,673,244,000 |
20 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cb0e8b6a-9c0c-4e2e-978e-2f678fa4a3f7 | no_churn | 0.239475 | 0 | no_churn | -0.045128 | -0.003714 | -0.069859 | 0.095833 | 0.042611 | 0.083733 | -0.026231 | -0.046738 | Female | 20 | No | Yes | Employed | Urban | Bachelor | 1,673,244,000 |
51 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 18c61543-0c7a-43b5-a673-6a4ff36afe9d | no_churn | 0.035382 | 0 | no_churn | -0.069596 | -0.005393 | 0.026071 | -0.02834 | -0.150461 | 0.039233 | -0.023923 | -0.013284 | Male | 47 | Yes | Yes | Employed | Urban | College | 1,673,244,000 |
48 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | c9b76e96-8d04-4468-8d7d-9d64de5eb898 | no_churn | 0.031041 | 0 | no_churn | -0.056475 | -0.004913 | -0.004605 | -0.041068 | -0.04221 | -0.073939 | -0.020848 | -0.024969 | Male | 41 | No | Yes | Unemployed | Rural | College | 1,673,244,000 |
6 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 31b83b7b-2ce4-4731-a364-13a6ace18ab4 | no_churn | 0.263569 | 0 | no_churn | -0.019614 | -0.015739 | -0.029274 | -0.133685 | 0.012223 | 0.048289 | -0.051672 | -0.067054 | Female | 23 | No | Yes | Employed | Suburban | College | 1,673,244,000 |
23 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | f3c3c660-1771-416a-9af6-af2bc99a7cbf | no_churn | 0.009749 | 0 | no_churn | -0.056629 | -0.006283 | -0.023674 | -0.021521 | 0.009589 | -0.093913 | -0.034273 | -0.042322 | Male | 47 | No | Yes | Employed | Rural | Bachelor | 1,673,244,000 |
7 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9b493945-f0fe-4bc6-bc6b-d004a6e3c1ce | no_churn | 0.233561 | 0 | no_churn | -0.089431 | 0.026451 | 0.015172 | -0.094989 | 0.033558 | 0.069854 | -0.043586 | -0.056056 | Female | 35 | No | No | Employed | Suburban | Bachelor | 1,673,244,000 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | b813b22a-90c2-4fdf-b6cb-c09af59e2eed | no_churn | 0.519632 | 0 | no_churn | -0.02484 | -0.001374 | 0.061216 | 0.070497 | 0.033173 | 0.098593 | 0.022827 | 0.036739 | Male | 26 | Yes | Yes | Employed | Suburban | College | 1,673,244,000 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8be7915c-a247-4f05-a2c7-c7843d3d79e7 | churn | 0.697126 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Male | 35 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
1 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 21c8675a-c2a8-4858-9255-38d0a19469fe | no_churn | 0.540308 | 0 | no_churn | 0.192319 | 0.022556 | -0.002802 | -0.086548 | -0.036245 | 0.106385 | -0.043964 | -0.037035 | Female | 42 | No | No | Employed | Suburban | College | 1,673,244,000 |
72 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 30a10c5c-f6b2-4cb5-a992-d833f193522e | no_churn | 0.002214 | 0 | no_churn | -0.083724 | -0.003493 | 0.00578 | -0.008572 | 0.007134 | -0.148799 | -0.016743 | -0.020611 | Male | 72 | No | No | Employed | Urban | High School or Below | 1,673,244,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 386b24bf-3895-4c9c-b5e2-ba2683d33b90 | churn | 0.89976 | 1 | churn | 0.234158 | -0.004922 | -0.042139 | 0.062038 | 0.126801 | 0.139963 | 0.055458 | 0.088784 | Female | 32 | No | Yes | Employed | Suburban | Master | 1,673,244,000 |
7 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c8b97066-56cf-4ae7-b06f-43bf77e31538 | no_churn | 0.233561 | 0 | no_churn | -0.089431 | 0.026451 | 0.015172 | -0.094989 | 0.033558 | 0.069854 | -0.043586 | -0.056056 | Female | 41 | No | Yes | Employed | Suburban | Master | 1,673,244,000 |
12 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d20bf7b8-47c8-4a6f-852d-b77a442c7c7c | no_churn | 0.494606 | 0 | no_churn | 0.084354 | 0.000475 | 0.027115 | 0.127318 | 0.081015 | 0.127384 | 0.088231 | 0.125083 | Male | 39 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,244,000 |
66 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | cef739d3-8733-4c89-9ca0-7d7aa1addcdf | no_churn | 0.201653 | 0 | no_churn | -0.073748 | -0.000237 | 0.035422 | 0.033054 | 0.079895 | 0.093629 | 0.046376 | 0.061087 | Male | 24 | No | No | Unemployed | Rural | College | 1,673,244,000 |
47 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fd3c6423-0d16-4e66-adc7-21f610e98da3 | no_churn | 0.015929 | 0 | no_churn | -0.091481 | -0.006764 | -0.027165 | -0.041546 | -0.060571 | 0.02771 | -0.03307 | -0.026139 | Female | 62 | No | Yes | Unemployed | Urban | Bachelor | 1,673,244,000 |
52 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 02ff7e08-c30b-4be9-895b-c2a89afc790f | no_churn | 0.006482 | 0 | no_churn | -0.064931 | -0.003656 | 0.001783 | -0.035624 | 0.009721 | -0.120343 | -0.027739 | -0.028237 | Female | 40 | Yes | No | Disabled | Urban | Master | 1,673,244,000 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f74957dc-2a5e-4b8f-ae2c-fe200e3e9263 | no_churn | 0.443983 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 52 | No | No | Employed | Rural | High School or Below | 1,673,244,000 |
23 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 45dbe4ab-9d6c-4e10-ad61-bd1255d60388 | no_churn | 0.009749 | 0 | no_churn | -0.112887 | -0.011288 | -0.053337 | -0.032245 | -0.001433 | 0.038162 | -0.039693 | -0.056306 | Female | 30 | Yes | No | Employed | Suburban | Bachelor | 1,673,244,000 |
44 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 98bc2a6f-8177-427c-af81-ac88922cd224 | no_churn | 0.096664 | 0 | no_churn | -0.104632 | -0.006344 | -0.003881 | -0.005622 | 0.033503 | 0.011488 | -0.021572 | -0.031967 | Female | 45 | Yes | No | Medical Leave | Suburban | College | 1,673,244,000 |
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