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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
18 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1ffc5c84-e742-4d18-9b70-8be58655503e | no_churn | 0.352686 | 0 | no_churn | -0.119614 | -0.00632 | 0.066713 | 0.062724 | -0.017455 | 0.084556 | -0.036752 | -0.040047 | Female | 55 | No | No | Employed | Rural | High School or Below | 1,671,861,600 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 16320d9b-ca47-436b-854a-2377a9ae0938 | no_churn | 0.475127 | 0 | no_churn | 0.235569 | -0.009578 | -0.052837 | -0.079616 | 0.005739 | 0.125641 | 0.12589 | 0.040166 | Male | 52 | Yes | No | Employed | Urban | College | 1,671,861,600 |
2 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 82a38655-7f21-44ad-9525-04839c4aaf02 | churn | 0.553633 | 1 | churn | 0.306282 | 0.128325 | 0.052827 | 0.046583 | 0.071454 | 0.151404 | -0.017548 | -0.008354 | Female | 61 | No | No | Retired | Suburban | Master | 1,671,861,600 |
18 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | ff3a2718-a00b-4410-9fb8-5cc4b4515028 | no_churn | 0.174176 | 0 | no_churn | -0.067978 | -0.009669 | -0.04536 | -0.025451 | -0.075362 | 0.023324 | -0.037868 | -0.030661 | Female | 40 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b4fb76cf-b137-444d-930d-55c8005070a3 | no_churn | 0.563815 | 1 | churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Female | 45 | No | Yes | Employed | Urban | High School or Below | 1,671,861,600 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3f0c0fff-81eb-4a9a-980e-e2bf4192ff96 | no_churn | 0.460089 | 0 | no_churn | 0.030882 | -0.001331 | 0.04395 | 0.134151 | 0.043117 | 0.12672 | -0.00966 | -0.017157 | Male | 33 | Yes | Yes | Employed | Urban | Bachelor | 1,671,861,600 |
9 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | fe9865cf-428b-4341-9d8a-0ade539d4b9d | churn | 0.709366 | 1 | churn | 0.102924 | -0.003019 | 0.049508 | 0.064618 | 0.095283 | 0.1471 | 0.128889 | 0.127338 | Female | 20 | Yes | No | Employed | Rural | College | 1,671,861,600 |
33 | Yes | No | Fiber optic | Phone_Support | Two year | 0hrs | Disabled | 40dc71db-ef4b-4a1d-8c26-cd4aceb4d7ed | no_churn | 0.018471 | 0 | no_churn | 0.024041 | -0.001579 | -0.010069 | 0.088645 | 0.026005 | -0.139266 | -0.008911 | -0.007891 | Male | 68 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
31 | No | No phone service | High Speed | Phone_Support | Two year | <80hrs | Active | 0936f6a7-2cd4-4f08-8a13-cd39bc215dc8 | no_churn | 0.020726 | 0 | no_churn | -0.041129 | 0.000077 | -0.031125 | -0.018644 | 0.052218 | -0.102174 | 0.013712 | 0.040538 | Female | 76 | Yes | Yes | Employed | Urban | High School or Below | 1,671,861,600 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | e4e70c00-7e66-4edf-b0c0-c4e4014320c4 | churn | 0.659114 | 1 | churn | 0.14483 | -0.004051 | 0.115108 | 0.021591 | 0.119263 | 0.145603 | 0.099228 | 0.074402 | Male | 20 | No | Yes | Employed | Rural | High School or Below | 1,671,861,600 |
66 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 3c91469c-5c6c-4cec-8ee6-54ebf350ec84 | no_churn | 0.004696 | 0 | no_churn | 0.00018 | -0.00194 | 0.028758 | -0.014511 | -0.017909 | -0.167712 | -0.021701 | -0.015526 | Male | 29 | No | No | Unemployed | Suburban | Master | 1,671,861,600 |
61 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 0cd98774-adc7-4683-ac14-3bd8612af116 | no_churn | 0.024457 | 0 | no_churn | -0.053939 | -0.004605 | -0.010715 | -0.06402 | 0.00463 | -0.075749 | -0.033367 | -0.03126 | Female | 45 | No | Yes | Employed | Urban | Bachelor | 1,671,861,600 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 76087994-0876-4dd5-b55f-37136955e8d3 | churn | 0.305014 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Female | 67 | No | No | Employed | Urban | Bachelor | 1,671,861,600 |
3 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dd4d357d-b308-4cc5-9dde-0f74f02ad952 | churn | 0.817438 | 1 | churn | 0.212043 | -0.004813 | 0.093168 | 0.134409 | 0.016871 | 0.155008 | -0.019491 | -0.02318 | Female | 44 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
18 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 86e9795d-8c30-403f-9481-ca4bb6d55f57 | no_churn | 0.02666 | 0 | no_churn | -0.048258 | -0.008712 | -0.025905 | -0.019119 | -0.00557 | -0.076714 | -0.037332 | -0.047418 | Male | 73 | No | No | Unemployed | Suburban | Bachelor | 1,671,861,600 |
18 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 03c3f41a-a5a5-4133-88ec-91dd08d98d56 | no_churn | 0.174176 | 0 | no_churn | -0.067978 | -0.009669 | -0.04536 | -0.025451 | -0.075362 | 0.023324 | -0.037868 | -0.030661 | Female | 44 | No | No | Employed | Suburban | College | 1,671,861,600 |
27 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | d1ee64d3-516a-48f3-a84c-7af7a9fbaff6 | no_churn | 0.016036 | 0 | no_churn | -0.089649 | -0.004105 | -0.013602 | -0.03221 | -0.033499 | -0.05336 | -0.018717 | -0.023883 | Male | 31 | No | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c0d44829-2a62-4bf5-b150-4fd8fb2c777b | no_churn | 0.283128 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 43 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,861,600 |
68 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 0e926ac9-e17b-43d5-aa70-a75726bfb5aa | no_churn | 0.021132 | 0 | no_churn | -0.057383 | -0.00356 | 0.003491 | -0.048008 | -0.063484 | -0.146631 | 0.018033 | 0.028516 | Female | 67 | No | Yes | Unemployed | Suburban | College | 1,671,861,600 |
35 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 72fcffa6-0e02-43ec-8a2b-5a2f96208729 | no_churn | 0.239586 | 0 | no_churn | -0.064685 | -0.006618 | 0.012247 | -0.092795 | -0.059904 | 0.04122 | -0.028662 | -0.040663 | Female | 47 | No | Yes | Employed | Urban | Bachelor | 1,671,861,600 |
62 | Yes | Yes | Medium Speed | Phone_Support | One year | 0hrs | Disabled | e42e6fa9-c7ff-449c-a3aa-00d330c50485 | no_churn | 0.014697 | 0 | no_churn | -0.067205 | -0.002624 | -0.0111 | -0.012729 | 0.005188 | -0.072902 | -0.038412 | -0.069243 | Female | 22 | Yes | Yes | Disabled | Suburban | High School or Below | 1,671,861,600 |
14 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 395431ec-937d-410f-b888-bea4b9f16423 | no_churn | 0.388559 | 0 | no_churn | -0.050919 | -0.008827 | 0.046606 | 0.028788 | -0.135555 | 0.06312 | -0.028596 | -0.030592 | Male | 73 | No | No | Employed | Suburban | College | 1,671,861,600 |
7 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | acb7d586-6fa4-450e-bfcc-0e2bd2ec882b | churn | 0.533893 | 1 | churn | 0.143473 | -0.007425 | 0.01093 | -0.000825 | 0.13686 | 0.113137 | 0.061532 | 0.051292 | Female | 36 | No | Yes | Employed | Urban | High School or Below | 1,671,861,600 |
14 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 37cb8baf-e325-4b88-b013-29fa491db92a | no_churn | 0.579312 | 0 | no_churn | 0.018079 | -0.005515 | -0.078736 | -0.058772 | -0.021977 | 0.054085 | 0.019399 | 0.041911 | Female | 55 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
64 | Yes | No | Medium Speed | In_Store_Support | Two year | 100hrs+ | Active | fb862fa5-3ccb-4c75-9f72-c2fdf6e6ac7d | no_churn | 0.012048 | 0 | no_churn | -0.015954 | -0.00231 | 0.008045 | -0.055304 | -0.029229 | -0.0892 | 0.018279 | 0.019146 | Female | 79 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
2 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 1c0425ff-86ce-4ffb-9b75-6351b00dcdea | no_churn | 0.310735 | 0 | no_churn | 0.186715 | -0.006255 | -0.04176 | -0.046946 | 0.091188 | 0.118904 | 0.042012 | 0.107822 | Male | 36 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
29 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | e6f4e554-b0da-420a-ba53-55f2860ad2d7 | no_churn | 0.010633 | 0 | no_churn | -0.026974 | -0.003377 | -0.006463 | -0.036792 | 0.023308 | -0.13543 | -0.033114 | -0.050185 | Female | 79 | Yes | No | Employed | Suburban | High School or Below | 1,671,861,600 |
22 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 7dc6adbd-f9bb-4ac1-81e6-d617dda28f46 | no_churn | 0.478466 | 0 | no_churn | -0.023994 | -0.005206 | -0.035798 | 0.001284 | 0.082543 | 0.080542 | 0.036894 | 0.052376 | Male | 66 | No | Yes | Retired | Rural | Bachelor | 1,671,861,600 |
46 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | aea3053e-183c-431c-9b48-82a8f7db4bde | no_churn | 0.008676 | 0 | no_churn | -0.066855 | -0.004955 | -0.010774 | -0.029821 | 0.005565 | -0.09054 | -0.031648 | -0.039998 | Female | 59 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
71 | Yes | No | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | eeb956e0-7cf5-49fe-a505-094ff0c01afb | no_churn | 0.010686 | 0 | no_churn | -0.10852 | -0.002999 | -0.022617 | 0.02733 | -0.01886 | -0.1071 | -0.008136 | -0.011457 | Female | 63 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,861,600 |
64 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 0bd3e476-d213-418a-873a-b079efabac81 | no_churn | 0.004395 | 0 | no_churn | -0.055655 | -0.00276 | -0.045234 | -0.016044 | -0.022404 | -0.102954 | -0.011994 | -0.011982 | Female | 60 | No | Yes | Disabled | Suburban | High School or Below | 1,671,861,600 |
60 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | c7501f99-ed07-4167-8d0f-5f7d0b071799 | no_churn | 0.014979 | 0 | no_churn | -0.057882 | -0.003723 | -0.01393 | -0.024385 | 0.006264 | -0.121085 | -0.026745 | -0.027541 | Female | 74 | Yes | Yes | Unemployed | Suburban | College | 1,671,861,600 |
9 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3fe1eb7d-1c15-42c3-83b5-cff6960f6767 | churn | 0.317169 | 1 | churn | 0.008197 | -0.012486 | -0.020049 | -0.068917 | -0.032546 | 0.071056 | -0.045498 | -0.032196 | Male | 73 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4145062f-f176-4ec5-81b1-3bc9761c1bf3 | no_churn | 0.133975 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Male | 23 | No | Yes | Unemployed | Rural | High School or Below | 1,671,861,600 |
30 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 97346a47-0a3d-4c57-844f-9d5ee44cf721 | no_churn | 0.117721 | 0 | no_churn | -0.004051 | -0.00563 | -0.002962 | -0.018172 | -0.014465 | -0.16692 | -0.023397 | -0.033429 | Female | 44 | Yes | No | Employed | Suburban | College | 1,671,861,600 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cb4c3a0f-7f10-4adb-adca-024ca96334d7 | no_churn | 0.563815 | 1 | churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Female | 68 | Yes | Yes | Employed | Urban | Bachelor | 1,671,861,600 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1f1327e0-4155-4a18-9b94-1a19937aa232 | no_churn | 0.460089 | 0 | no_churn | 0.030882 | -0.001331 | 0.04395 | 0.134151 | 0.043117 | 0.12672 | -0.00966 | -0.017157 | Male | 41 | Yes | No | Employed | Urban | Master | 1,671,861,600 |
70 | Yes | No | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | 0a867920-6e1e-4f48-b160-91bed5d7661f | churn | 0.052957 | 0 | no_churn | -0.065899 | -0.00256 | -0.0778 | 0.042891 | 0.003674 | -0.089865 | -0.008091 | -0.005711 | Male | 39 | No | Yes | Medical Leave | Urban | Bachelor | 1,671,861,600 |
22 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | d1fcca27-c8b7-4562-9181-f87d59359b78 | no_churn | 0.070194 | 0 | no_churn | -0.01549 | -0.003724 | -0.028496 | -0.018141 | -0.057264 | -0.072754 | -0.035724 | -0.037433 | Female | 65 | No | Yes | Disabled | Suburban | High School or Below | 1,671,861,600 |
56 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 7ce8c922-80ff-44cd-af1f-fe22bf0cedfc | no_churn | 0.012079 | 0 | no_churn | -0.017123 | -0.003061 | 0.001885 | -0.056905 | 0.019187 | -0.130813 | -0.035694 | -0.046501 | Female | 79 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,861,600 |
56 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | e4c7bd89-a1bf-417c-b8fd-ff9278d97279 | no_churn | 0.012079 | 0 | no_churn | -0.017123 | -0.003061 | 0.001885 | -0.056905 | 0.019187 | -0.130813 | -0.035694 | -0.046501 | Male | 63 | Yes | No | Unemployed | Suburban | Bachelor | 1,671,861,600 |
46 | Yes | Yes | Low Speed | In_Store_Support | One year | 0hrs | Disabled | b986aeb1-6b06-4825-b428-d28b1036409c | no_churn | 0.030843 | 0 | no_churn | -0.082143 | -0.009643 | -0.016665 | -0.03654 | -0.017809 | -0.059422 | -0.018196 | -0.028608 | Male | 76 | No | No | Disabled | Suburban | Bachelor | 1,671,861,600 |
9 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 7e5e3b50-ae48-4a47-aaed-30440aed5146 | churn | 0.709366 | 1 | churn | 0.102924 | -0.003019 | 0.049508 | 0.064618 | 0.095283 | 0.1471 | 0.128889 | 0.127338 | Male | 22 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
9 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e4afde53-b120-4f92-b0ce-1c1f4031b8e6 | churn | 0.317169 | 1 | churn | 0.008197 | -0.012486 | -0.020049 | -0.068917 | -0.032546 | 0.071056 | -0.045498 | -0.032196 | Male | 50 | Yes | No | Employed | Suburban | College | 1,671,861,600 |
10 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 71078507-3829-4792-8df7-c764d1bd418f | churn | 0.599522 | 1 | churn | 0.160707 | -0.001776 | 0.141824 | -0.00274 | 0.10355 | 0.148254 | 0.076095 | 0.105059 | Female | 67 | No | Yes | Employed | Urban | College | 1,671,861,600 |
13 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 07617978-5bb5-4f36-935a-6e84a5135a08 | no_churn | 0.026754 | 0 | no_churn | -0.021366 | -0.007219 | -0.029794 | -0.040314 | 0.00272 | -0.093273 | -0.037897 | -0.041882 | Male | 55 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,861,600 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6add81ff-66ef-4edc-b2ef-ab4b3a9d96b0 | no_churn | 0.545563 | 0 | no_churn | 0.143447 | -0.002267 | 0.131871 | 0.080633 | 0.122465 | 0.119629 | 0.060961 | 0.069235 | Female | 25 | No | No | Employed | Suburban | College | 1,671,861,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8693c6b4-50e0-42aa-b324-1a7136628c02 | no_churn | 0.202641 | 0 | no_churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Male | 64 | No | No | Employed | Rural | College | 1,671,861,600 |
45 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ff9b4348-8c31-4bda-87d8-37c9fb231ebe | no_churn | 0.130948 | 0 | no_churn | -0.131309 | -0.005648 | -0.077247 | -0.014136 | 0.029473 | 0.040995 | -0.031765 | -0.043674 | Female | 27 | No | No | Employed | Urban | High School or Below | 1,671,861,600 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7fa43be5-f017-4ec3-81c4-8b34501bef5f | churn | 0.76822 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Female | 41 | Yes | No | Medical Leave | Suburban | Bachelor | 1,671,861,600 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 0f8fbddd-3f00-45b4-977f-89c63be7d227 | churn | 0.650341 | 1 | churn | 0.297678 | 0.03494 | 0.003566 | 0.022851 | 0.095175 | 0.175478 | 0.048824 | 0.038461 | Male | 28 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
51 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 2263c480-e89c-4efb-a4e5-1bc50fa05797 | no_churn | 0.079476 | 0 | no_churn | -0.172751 | 0.007432 | -0.014431 | -0.050204 | -0.081641 | 0.049814 | -0.001227 | 0.033981 | Female | 50 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,861,600 |
29 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | c4b9813b-2e54-4581-ad02-790b9083a51e | churn | 0.497561 | 1 | churn | 0.001088 | -0.002155 | 0.111315 | 0.088973 | 0.048708 | 0.122046 | 0.076029 | 0.051633 | Male | 70 | No | No | Employed | Suburban | College | 1,671,861,600 |
35 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | c838c3ce-b0d2-4ff1-a1b9-f010b2bd8a1f | no_churn | 0.21152 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Female | 66 | Yes | No | Employed | Suburban | College | 1,671,861,600 |
65 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 6d4856c0-4f2a-47c7-80f3-63f2c73672fb | no_churn | 0.241713 | 0 | no_churn | -0.153332 | -0.003762 | 0.018034 | 0.047127 | 0.085219 | 0.084269 | 0.015371 | 0.046853 | Male | 69 | Yes | Yes | Employed | Urban | Bachelor | 1,671,861,600 |
15 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fd8d75ec-cd50-4952-b523-3124535755b1 | no_churn | 0.153992 | 0 | no_churn | 0.181643 | -0.000755 | -0.053958 | 0.02605 | 0.115959 | 0.125032 | -0.021561 | -0.019042 | Male | 56 | No | Yes | Employed | Urban | High School or Below | 1,671,861,600 |
19 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 4f757f29-2aaa-4c03-9ee9-4334a4e93959 | no_churn | 0.587178 | 0 | no_churn | 0.076723 | -0.002919 | 0.075509 | 0.037705 | 0.051635 | 0.126042 | 0.069523 | 0.047109 | Female | 38 | No | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
57 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | ae39dec4-9ab4-4742-be5e-1298b5394e19 | no_churn | 0.010978 | 0 | no_churn | -0.01446 | -0.003692 | -0.011469 | -0.024975 | 0.020083 | -0.132175 | -0.03745 | -0.064887 | Female | 60 | No | No | Employed | Suburban | College | 1,671,861,600 |
27 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 13d53cd7-cb7d-4cd0-9e9b-afc561e9cda5 | no_churn | 0.006893 | 0 | no_churn | -0.037795 | -0.005557 | -0.016821 | -0.029162 | 0.012219 | -0.103163 | -0.041826 | -0.046921 | Male | 39 | No | No | Employed | Urban | Bachelor | 1,671,861,600 |
71 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | c0a7edfe-17af-4a3b-a110-b160e9590784 | no_churn | 0.030244 | 0 | no_churn | -0.11878 | -0.002969 | -0.079824 | 0.011375 | 0.01287 | -0.105235 | 0.019822 | 0.03688 | Male | 61 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b5302009-76fb-41aa-ba00-3d30eeda5ebf | no_churn | 0.248691 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 74 | No | No | Employed | Suburban | College | 1,671,861,600 |
56 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 9109c563-63ff-4185-8f70-b7222d2d405a | no_churn | 0.012079 | 0 | no_churn | -0.017123 | -0.003061 | 0.001885 | -0.056905 | 0.019187 | -0.130813 | -0.035694 | -0.046501 | Male | 44 | No | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
52 | Yes | No | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | f3f458b8-47c6-4438-a4f8-dfe85ee09572 | no_churn | 0.086689 | 0 | no_churn | -0.078432 | -0.005439 | -0.010532 | 0.037875 | 0.007636 | -0.187918 | -0.014447 | -0.017769 | Female | 71 | No | No | Employed | Urban | High School or Below | 1,671,861,600 |
64 | No | No phone service | High Speed | Phone_Support | Two year | <80hrs | Active | a57d0d69-e45a-4068-b23d-7bf39bd436e9 | no_churn | 0.014131 | 0 | no_churn | -0.097441 | -0.001193 | 0.002953 | -0.003309 | 0.025 | -0.1778 | 0.027449 | 0.035315 | Male | 77 | No | No | Employed | Rural | Bachelor | 1,671,861,600 |
36 | Yes | No | High Speed | Phone_Support | One year | <50hrs | Active | 4f128baf-5ce8-41ba-9dd3-0fa529c34d97 | churn | 0.143107 | 1 | churn | -0.130972 | -0.003563 | -0.022669 | -0.059957 | 0.005309 | -0.070235 | 0.002277 | 0.040784 | Female | 38 | No | No | Employed | Suburban | College | 1,671,861,600 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0e9adb2b-5193-470f-b87b-3132588a4fbc | churn | 0.732122 | 1 | churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Female | 66 | Yes | Yes | Employed | Suburban | College | 1,671,861,600 |
23 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | c809db45-fcbd-426d-b5d5-1b0b2eb6bebb | no_churn | 0.167607 | 0 | no_churn | -0.127402 | -0.006158 | -0.124373 | 0.037688 | -0.043716 | 0.041305 | -0.017879 | -0.015811 | Female | 44 | Yes | Yes | Employed | Suburban | College | 1,671,861,600 |
48 | Yes | Yes | Medium Speed | Phone_Support | One year | 100hrs+ | Active | 1d68e8b8-88ea-485f-bc3d-fb8b711f6aa4 | no_churn | 0.123978 | 0 | no_churn | -0.044772 | -0.001203 | -0.039481 | -0.141085 | 0.061254 | -0.014943 | 0.049639 | 0.071565 | Female | 44 | No | Yes | Employed | Rural | Doctor | 1,671,861,600 |
41 | Yes | No | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 04c331fe-f6a7-4c3e-bde4-4cd2a4f923d7 | no_churn | 0.007771 | 0 | no_churn | -0.019136 | -0.004313 | -0.00288 | -0.053229 | -0.045738 | -0.112156 | -0.014896 | -0.016678 | Male | 59 | No | Yes | Employed | Urban | College | 1,671,861,600 |
32 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | b1425a9f-cc40-430d-8616-592748875325 | no_churn | 0.392402 | 0 | no_churn | -0.044227 | -0.002001 | -0.053478 | 0.049999 | 0.038015 | 0.044725 | 0.041093 | 0.014658 | Female | 40 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 96e33e54-8f8e-43c7-a16c-fc8729530208 | churn | 0.482358 | 1 | churn | 0.115631 | -0.003265 | 0.077652 | 0.160745 | 0.04713 | 0.1505 | -0.02603 | 0.003542 | Male | 48 | Yes | No | Employed | Suburban | College | 1,671,861,600 |
39 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cb6a31da-0533-47a7-90b1-b5b353c905b2 | no_churn | 0.163966 | 0 | no_churn | -0.049852 | -0.019731 | -0.062164 | -0.120505 | -0.032896 | 0.049537 | -0.013771 | -0.019645 | Female | 44 | No | Yes | Retired | Rural | Master | 1,671,861,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | a8ba1f83-1766-4d07-9bb0-bb6fe3cd0568 | no_churn | 0.082187 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Male | 28 | No | Yes | Unemployed | Suburban | College | 1,671,861,600 |
72 | No | No phone service | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 1ca9cf8a-089e-4803-bcc6-1336f9fe653f | churn | 0.330058 | 1 | churn | -0.098048 | 0.002195 | -0.003539 | -0.013001 | -0.050829 | -0.137602 | 0.011723 | 0.020074 | Female | 70 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
29 | Yes | No | Low Speed | Phone_Support | Two year | 100hrs+ | Active | b46e9933-5a23-4d83-813d-469c8e4b6e46 | churn | 0.01847 | 0 | no_churn | -0.001222 | -0.001479 | -0.015005 | 0.027547 | 0.095918 | -0.175006 | 0.046471 | 0.07375 | Male | 55 | No | No | Unemployed | Rural | Master | 1,671,861,600 |
2 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 42747cc3-bc1f-4372-8a7d-52e5975f1b05 | churn | 0.844463 | 1 | churn | 0.190713 | -0.006179 | 0.04614 | -0.011963 | 0.040986 | 0.152438 | 0.097074 | 0.111766 | Female | 80 | Yes | No | Employed | Urban | High School or Below | 1,671,861,600 |
16 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 66b6ae1a-48ef-4f6f-8ea4-87cb5ba90bd6 | no_churn | 0.283054 | 0 | no_churn | 0.169643 | -0.004376 | 0.072239 | 0.01409 | 0.174904 | 0.144816 | 0.103072 | 0.046586 | Male | 41 | No | No | Employed | Suburban | Master | 1,671,861,600 |
17 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c06f830f-4118-4802-8bda-ea2283338a54 | churn | 0.080104 | 1 | churn | 0.050478 | -0.003983 | -0.006386 | -0.215927 | 0.034278 | 0.065114 | -0.025308 | -0.053959 | Male | 35 | No | No | Medical Leave | Suburban | College | 1,671,861,600 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3e873c41-dde0-43cc-9fe7-5254d368ce16 | no_churn | 0.602617 | 0 | no_churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Female | 49 | No | No | Employed | Rural | High School or Below | 1,671,861,600 |
4 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | feea25cb-69b7-4f44-bc58-7a6fc2814864 | churn | 0.732122 | 1 | churn | 0.168599 | -0.004507 | -0.039601 | 0.161268 | -0.002281 | 0.127523 | -0.024741 | -0.036143 | Male | 74 | Yes | Yes | Employed | Suburban | College | 1,671,861,600 |
49 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 4e247761-9419-4c89-9aac-8307a12d142e | churn | 0.470939 | 1 | churn | -0.009263 | -0.001673 | 0.0569 | 0.007134 | 0.115729 | 0.093581 | 0.068579 | 0.037926 | Female | 58 | No | Yes | Unemployed | Urban | College | 1,671,861,600 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f60072a6-4f3c-45b5-a1b9-4ff339d63731 | no_churn | 0.278549 | 0 | no_churn | -0.049522 | -0.008992 | -0.056611 | -0.082804 | 0.016822 | 0.051425 | -0.062422 | -0.072922 | Female | 41 | No | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
27 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | f37689a5-9ec0-4246-9554-e640400a1560 | no_churn | 0.006893 | 0 | no_churn | -0.037795 | -0.005557 | -0.016821 | -0.029162 | 0.012219 | -0.103163 | -0.041826 | -0.046921 | Male | 64 | No | No | Unemployed | Suburban | Doctor | 1,671,861,600 |
64 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 3d3252c2-3f03-4734-b367-45d2b51b1a87 | no_churn | 0.004395 | 0 | no_churn | -0.055655 | -0.00276 | -0.045234 | -0.016044 | -0.022404 | -0.102954 | -0.011994 | -0.011982 | Female | 22 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8d0eafb9-3d61-4e4f-8483-3eb8b1ef3646 | no_churn | 0.57117 | 0 | no_churn | -0.049538 | -0.00532 | -0.016011 | -0.018836 | 0.039959 | 0.047604 | 0.031736 | 0.072123 | Female | 60 | Yes | No | Employed | Urban | Bachelor | 1,671,861,600 |
29 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9db80c57-8f40-4baf-bb9d-4c9c388b5445 | no_churn | 0.303883 | 0 | no_churn | 0.014703 | -0.007793 | -0.015711 | 0.121006 | 0.054778 | 0.105027 | -0.000249 | 0.010097 | Female | 65 | No | No | Medical Leave | Suburban | College | 1,671,861,600 |
66 | Yes | Yes | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 5b8b1b14-4f03-4940-9a0b-99009ad4235c | no_churn | 0.085867 | 1 | churn | -0.07693 | -0.001328 | 0.005898 | 0.002933 | -0.009696 | -0.254779 | 0.032794 | 0.05208 | Male | 79 | No | Yes | Medical Leave | Rural | College | 1,671,861,600 |
22 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 17290f41-1b3c-4c48-ba8e-9cc446efbd79 | no_churn | 0.070194 | 0 | no_churn | -0.01549 | -0.003724 | -0.028496 | -0.018141 | -0.057264 | -0.072754 | -0.035724 | -0.037433 | Female | 46 | Yes | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
55 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 236ada8d-0556-46ba-a431-5f18c44d88ed | no_churn | 0.01334 | 0 | no_churn | -0.020759 | -0.003163 | -0.00984 | 0.00046 | 0.002109 | -0.118273 | -0.025137 | -0.050089 | Male | 21 | Yes | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cdd6a704-4a0e-42ec-b85b-4715b862e3bb | churn | 0.693806 | 1 | churn | 0.008312 | -0.006355 | 0.012914 | 0.120567 | -0.011532 | 0.11827 | -0.019765 | -0.045725 | Female | 62 | Yes | No | Employed | Rural | High School or Below | 1,671,861,600 |
2 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8af684b7-3aa1-439a-9148-a8cb134bacab | churn | 0.553633 | 1 | churn | 0.306282 | 0.128325 | 0.052827 | 0.046583 | 0.071454 | 0.151404 | -0.017548 | -0.008354 | Female | 71 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
5 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 80eacdd5-d8c7-425a-87df-a3f234acfc28 | no_churn | 0.059755 | 0 | no_churn | 0.047021 | -0.004758 | -0.028683 | -0.019236 | 0.012948 | -0.183148 | -0.038509 | -0.04216 | Female | 27 | No | No | Disabled | Suburban | Master | 1,671,861,600 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 8db053fd-e595-409c-9ab1-83a8ade0518c | churn | 0.650341 | 1 | churn | 0.297678 | 0.03494 | 0.003566 | 0.022851 | 0.095175 | 0.175478 | 0.048824 | 0.038461 | Male | 39 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
5 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | db9bd72f-1d9f-4fcd-bbf5-609a8e07ca48 | no_churn | 0.059755 | 0 | no_churn | 0.047021 | -0.004758 | -0.028683 | -0.019236 | 0.012948 | -0.183148 | -0.038509 | -0.04216 | Female | 38 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
10 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | f9c5b4e4-3c9d-4870-9ff2-b0bf99bf3aa7 | no_churn | 0.253174 | 0 | no_churn | 0.096401 | -0.005157 | 0.077594 | 0.020005 | 0.077568 | 0.104853 | -0.054807 | -0.059927 | Female | 39 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,861,600 |
31 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | ecbc5f8c-0d32-450c-a256-ecf122a12e81 | no_churn | 0.546501 | 0 | no_churn | -0.010425 | -0.005566 | -0.056543 | 0.094533 | 0.119148 | 0.098347 | 0.05781 | 0.05274 | Male | 52 | No | Yes | Unemployed | Rural | College | 1,671,861,600 |
54 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 42ec2899-010f-4d25-bbd6-a49197e4ae0e | no_churn | 0.092201 | 0 | no_churn | -0.199179 | -0.005037 | -0.069548 | 0.021641 | 0.01753 | 0.028871 | -0.026544 | -0.02676 | Male | 39 | No | No | Employed | Urban | College | 1,671,861,600 |
65 | No | No phone service | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 05eeba91-b927-48e5-ad5b-9490d479e9fd | no_churn | 0.006753 | 0 | no_churn | -0.064718 | 0.000068 | -0.004169 | -0.018157 | -0.029408 | -0.122017 | -0.011878 | -0.018747 | Male | 33 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
33 | Yes | No | Fiber optic | Phone_Support | Two year | 0hrs | Disabled | a9ddfc70-09ed-4330-93b7-9c4589c8553f | no_churn | 0.018471 | 0 | no_churn | 0.024041 | -0.001579 | -0.010069 | 0.088645 | 0.026005 | -0.139266 | -0.008911 | -0.007891 | Male | 41 | No | No | Employed | Suburban | College | 1,671,861,600 |
51 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 5794bca8-4ba6-4a5c-a03a-b1c2fea0d19d | no_churn | 0.315069 | 0 | no_churn | -0.154632 | -0.004763 | 0.039473 | 0.044841 | -0.167606 | 0.034391 | -0.028003 | -0.017061 | Female | 57 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,861,600 |
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