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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
69 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 6d5d2132-5225-4857-9001-6fc16836ce25 | no_churn | 0.028652 | 0 | no_churn | -0.066666 | -0.005138 | 0.01769 | -0.052826 | -0.149819 | 0.04196 | 0.028403 | 0.04237 | Female | 76 | No | Yes | Disabled | Suburban | Master | 1,672,725,600 |
27 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b581aa7f-299f-431e-a879-18d6c1e7dfd7 | no_churn | 0.488465 | 0 | no_churn | -0.066414 | -0.004155 | -0.061019 | 0.102772 | 0.051561 | 0.080675 | -0.043375 | -0.0167 | Male | 35 | Yes | Yes | Employed | Rural | Bachelor | 1,672,725,600 |
50 | Yes | Yes | High Speed | Phone_Support | One year | 100hrs+ | Active | 682e2a60-26c0-4a9d-a961-f340175c932f | no_churn | 0.24827 | 0 | no_churn | -0.149062 | -0.001742 | 0.005134 | 0.018902 | 0.040727 | -0.147082 | 0.042994 | 0.054435 | Female | 77 | No | Yes | Unemployed | Rural | High School or Below | 1,672,725,600 |
28 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7b85173d-a6e0-4540-8eff-88a2b419951e | no_churn | 0.035216 | 0 | no_churn | -0.097502 | 0.044614 | 0.022889 | -0.064151 | -0.099537 | 0.061801 | -0.015779 | -0.021363 | Male | 55 | No | No | Unemployed | Suburban | College | 1,672,725,600 |
71 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | f3f15926-79cf-43b5-b40b-38d1d1812708 | no_churn | 0.027795 | 0 | no_churn | -0.260575 | -0.003827 | 0.027785 | -0.005687 | 0.024829 | 0.021214 | -0.06854 | 0.05744 | Female | 53 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
38 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 739e79c0-e6de-4178-900c-2c88f46f16c6 | no_churn | 0.021294 | 0 | no_churn | -0.010035 | -0.007209 | -0.010985 | -0.089292 | -0.039983 | -0.071165 | -0.011489 | -0.028867 | Female | 32 | No | No | Employed | Suburban | College | 1,672,725,600 |
19 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 94af5958-bd15-4682-ac1e-cb990bb4cf75 | no_churn | 0.18297 | 0 | no_churn | -0.01306 | -0.006277 | -0.102139 | -0.01234 | -0.052452 | 0.029748 | -0.026699 | -0.028305 | Male | 77 | No | Yes | Unemployed | Suburban | College | 1,672,725,600 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b40a6c1e-f314-4cdf-bb75-974700da289d | no_churn | 0.074229 | 0 | no_churn | 0.030882 | -0.001331 | 0.04395 | 0.134151 | 0.043117 | 0.12672 | -0.00966 | -0.017157 | Male | 76 | No | No | Unemployed | Rural | Bachelor | 1,672,725,600 |
3 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 84521e40-a757-46c6-80a2-75bfdbef7e41 | no_churn | 0.622866 | 0 | no_churn | 0.245211 | -0.003323 | -0.03706 | 0.126145 | 0.0091 | 0.112943 | -0.023174 | -0.025039 | Male | 51 | Yes | Yes | Employed | Suburban | Master | 1,672,725,600 |
8 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fb6850d5-04a5-41ec-bf89-1bb5a206ce01 | no_churn | 0.408953 | 0 | no_churn | -0.061586 | -0.015667 | -0.049316 | -0.080597 | 0.039486 | 0.06813 | -0.056532 | -0.073696 | Male | 61 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
20 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8006a176-290b-4d0b-b114-db0d067e0f13 | no_churn | 0.021112 | 0 | no_churn | -0.076832 | -0.00615 | -0.033818 | -0.065764 | -0.002446 | 0.043324 | -0.062069 | -0.06527 | Female | 25 | Yes | No | Employed | Suburban | College | 1,672,725,600 |
32 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 053c8d68-7920-4136-b596-6b82d56b0862 | no_churn | 0.473498 | 0 | no_churn | -0.08864 | -0.002134 | 0.069597 | -0.022316 | 0.06713 | 0.0919 | 0.048907 | 0.094591 | Female | 79 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 100hrs+ | Active | 460c012b-194c-4548-87c3-e65cfb563f50 | no_churn | 0.011955 | 0 | no_churn | -0.124609 | -0.00326 | 0.010237 | 0.034016 | -0.053497 | -0.172884 | 0.015441 | 0.02553 | Female | 43 | Yes | No | Employed | Urban | Bachelor | 1,672,725,600 |
23 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8b939e0e-df09-4e9f-a97e-f2b5617f32bc | no_churn | 0.04984 | 0 | no_churn | -0.126048 | -0.015564 | -0.104089 | -0.023796 | 0.015927 | 0.037207 | -0.023863 | -0.028801 | Male | 48 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | 3dde1280-a054-43f6-b078-d2957f878912 | no_churn | 0.011955 | 0 | no_churn | -0.113517 | -0.00349 | 0.024144 | 0.038461 | -0.134154 | 0.050689 | 0.044509 | 0.045832 | Female | 30 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
21 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b5ef65c5-8d3b-4234-bb27-1e985a0898d2 | no_churn | 0.016771 | 0 | no_churn | 0.18097 | 0.004528 | 0.059156 | 0.089948 | 0.135656 | 0.12415 | -0.005297 | 0.020947 | Male | 26 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bd1bf190-d752-4a35-9ec1-18a6ba58002f | no_churn | 0.069922 | 0 | no_churn | -0.12524 | -0.004352 | -0.056179 | 0.077847 | 0.028471 | 0.064872 | -0.037299 | -0.024627 | Female | 34 | Yes | Yes | Employed | Suburban | College | 1,672,725,600 |
22 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 00acd075-5580-4483-9273-4478add67994 | no_churn | 0.070796 | 0 | no_churn | 0.004213 | -0.006296 | -0.022686 | -0.01378 | -0.015026 | -0.16324 | -0.025041 | -0.02717 | Female | 71 | No | Yes | Employed | Rural | College | 1,672,725,600 |
62 | Yes | Yes | High Speed | Web_Chat_Support | Two year | <80hrs | Active | ac17fa81-2a17-4907-b2a3-790fe91ec381 | no_churn | 0.052418 | 0 | no_churn | -0.135422 | -0.002458 | -0.010121 | -0.008946 | 0.039098 | -0.196628 | 0.024779 | 0.040672 | Female | 61 | No | Yes | Disabled | Suburban | Bachelor | 1,672,725,600 |
4 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7838a633-b9e2-47c0-9715-ed417ac962c5 | no_churn | 0.441151 | 0 | no_churn | 0.027794 | -0.011964 | -0.016636 | -0.148777 | -0.094111 | 0.058259 | -0.044004 | -0.039589 | Female | 48 | Yes | No | Employed | Suburban | College | 1,672,725,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f3e47701-a219-426d-b4ee-0ebac6817fe7 | churn | 0.818874 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 72 | Yes | No | Disabled | Urban | College | 1,672,725,600 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 00343db5-ebae-46c1-9cdf-42b0d38200a8 | no_churn | 0.662663 | 0 | no_churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Female | 58 | No | Yes | Unemployed | Suburban | Doctor | 1,672,725,600 |
26 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | b6fa1dfc-0aae-4f67-991b-0d5d8fea4d80 | churn | 0.415424 | 1 | churn | -0.139934 | -0.002264 | -0.017416 | 0.01675 | -0.025458 | 0.068113 | -0.064328 | 0.035512 | Female | 79 | No | No | Disabled | Suburban | Bachelor | 1,672,725,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e2d8ceed-6962-48d6-9e49-4fb735fe6154 | churn | 0.838167 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 20 | No | No | Unemployed | Urban | High School or Below | 1,672,725,600 |
43 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | b68641c8-8ec7-46a6-adcb-3e070d07add4 | churn | 0.412524 | 1 | churn | 0.074073 | -0.004226 | 0.065701 | 0.17539 | 0.05697 | 0.146036 | 0.117268 | 0.099762 | Female | 73 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
28 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 524416fe-cf32-487d-84e2-fb282394d8e2 | no_churn | 0.035216 | 0 | no_churn | -0.097502 | 0.044614 | 0.022889 | -0.064151 | -0.099537 | 0.061801 | -0.015779 | -0.021363 | Female | 38 | No | No | Unemployed | Suburban | Bachelor | 1,672,725,600 |
45 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | adc97feb-270d-4887-be0e-7b6df24bc4ed | no_churn | 0.242238 | 0 | no_churn | -0.211794 | -0.00285 | -0.002738 | -0.161126 | 0.046349 | -0.002476 | 0.060973 | 0.044636 | Female | 64 | Yes | No | Unemployed | Suburban | Bachelor | 1,672,725,600 |
63 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 01ad85de-6626-4843-b2bc-38f1a5853d7f | no_churn | 0.005727 | 0 | no_churn | -0.055252 | -0.001565 | -0.009653 | 0.002286 | -0.031894 | 0.056924 | -0.036624 | -0.043248 | Male | 52 | No | No | Employed | Suburban | College | 1,672,725,600 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9f8d44d8-1294-4f9b-bd61-200f6e900e50 | no_churn | 0.402803 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 52 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
38 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | d4ac787c-c73b-4f38-80a1-fb922b5a3304 | no_churn | 0.021294 | 0 | no_churn | -0.010035 | -0.007209 | -0.010985 | -0.089292 | -0.039983 | -0.071165 | -0.011489 | -0.028867 | Female | 64 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
32 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 4358ffc9-44d8-42ba-8295-e65727c6763e | no_churn | 0.473498 | 0 | no_churn | -0.08864 | -0.002134 | 0.069597 | -0.022316 | 0.06713 | 0.0919 | 0.048907 | 0.094591 | Female | 76 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | fd0839c2-897c-45d8-823f-248585315a71 | no_churn | 0.009945 | 0 | no_churn | -0.264017 | -0.002319 | -0.018332 | -0.064339 | 0.01517 | 0.062642 | -0.036577 | 0.058746 | Female | 62 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
46 | Yes | No | High Speed | Phone_Support | One year | <50hrs | Active | 1efa82db-51bb-46bb-95d2-699edd500992 | no_churn | 0.090709 | 0 | no_churn | -0.092541 | -0.006175 | -0.003383 | -0.017684 | 0.018508 | -0.116146 | -0.00385 | 0.055579 | Female | 71 | Yes | No | Employed | Urban | College | 1,672,725,600 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 740e2838-d883-4e60-9054-508a18e558a3 | no_churn | 0.657422 | 0 | no_churn | 0.074535 | -0.004501 | 0.110634 | 0.008177 | 0.062705 | 0.083209 | 0.043878 | 0.033754 | Male | 45 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
18 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c7483ace-125d-4670-86cb-3858294e93fb | no_churn | 0.121843 | 0 | no_churn | -0.111352 | -0.006179 | -0.024757 | -0.058838 | 0.002487 | 0.032894 | -0.04609 | -0.05719 | Male | 32 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
67 | Yes | No | Low Speed | Phone_Support | Two year | 100hrs+ | Active | fabc4cf4-2824-4d07-991b-2cc1cd99161e | churn | 0.011919 | 0 | no_churn | -0.108018 | -0.001589 | -0.028903 | 0.008574 | 0.017686 | -0.174274 | 0.031712 | 0.055785 | Female | 49 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9b43b14e-aa1c-471a-a890-9f437b60f60c | no_churn | 0.032369 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Male | 80 | No | No | Disabled | Urban | Doctor | 1,672,725,600 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b743bbe6-b0b1-4890-a9c7-db97d491031b | no_churn | 0.32511 | 0 | no_churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Female | 33 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
69 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d3c5f493-7b91-4ea5-b0fe-b405249f6486 | no_churn | 0.010701 | 0 | no_churn | -0.024626 | -0.000879 | 0.014037 | -0.006717 | 0.022638 | 0.067617 | -0.007566 | -0.013531 | Female | 54 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 4ec2c238-9a72-4280-96ec-315a4eb06d9d | no_churn | 0.091193 | 0 | no_churn | -0.021125 | -0.008264 | 0.001567 | -0.050942 | -0.010409 | -0.082563 | -0.03759 | -0.039701 | Female | 36 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
44 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 02ecdd44-995e-40c2-912a-fa5bac8261f0 | no_churn | 0.228034 | 0 | no_churn | -0.217903 | -0.005114 | -0.072678 | 0.033546 | 0.002636 | 0.034308 | -0.019418 | -0.024403 | Male | 58 | No | Yes | Unemployed | Rural | Bachelor | 1,672,725,600 |
68 | Yes | Yes | Low Speed | In_Store_Support | Two year | 100hrs+ | Active | e5906b3e-93da-4cfe-af25-c46569ecd03f | no_churn | 0.128557 | 0 | no_churn | 0.032734 | 0.002264 | 0.048687 | 0.074208 | -0.033297 | -0.142426 | 0.07734 | 0.076463 | Male | 49 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | cd8c3690-21f6-472b-b0e4-7a255aebf874 | no_churn | 0.540194 | 0 | no_churn | 0.156586 | -0.002524 | 0.11328 | 0.015258 | 0.064215 | 0.138337 | 0.094062 | 0.018379 | Female | 70 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
28 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d64ff820-5331-4ea1-95da-76ac4dbd90c1 | no_churn | 0.021041 | 0 | no_churn | -0.099811 | -0.00606 | 0.006288 | -0.083638 | 0.022082 | 0.045635 | -0.067196 | -0.086327 | Female | 69 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
7 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0908e6fd-7308-452b-9ab0-8142f7c9afb8 | no_churn | 0.106636 | 0 | no_churn | -0.012513 | -0.003998 | -0.02205 | -0.141657 | -0.001598 | 0.054324 | -0.053039 | -0.0703 | Male | 57 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
12 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 852625d9-f25a-48f2-b7fa-881e21e56266 | no_churn | 0.02453 | 0 | no_churn | -0.006445 | -0.00438 | -0.026256 | -0.019731 | 0.001609 | -0.148277 | -0.030676 | -0.03487 | Female | 37 | Yes | Yes | Employed | Suburban | College | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | 987c3def-17e8-4821-92e8-5b98416aecae | no_churn | 0.009945 | 0 | no_churn | -0.184139 | -0.00229 | 0.007484 | 0.013985 | 0.007704 | -0.146909 | -0.001771 | 0.03691 | Female | 63 | No | No | Employed | Rural | High School or Below | 1,672,725,600 |
10 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e09b4100-590b-4612-b066-d124d91e64ff | no_churn | 0.226597 | 0 | no_churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Male | 61 | No | No | Employed | Urban | Bachelor | 1,672,725,600 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dcb55387-23e0-42dd-a630-228cce5bef3d | churn | 0.602869 | 1 | churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Male | 31 | No | No | Medical Leave | Urban | High School or Below | 1,672,725,600 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6cfc0c54-b7d9-4b5d-a7ae-17abde77cb7a | no_churn | 0.283128 | 0 | no_churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Male | 69 | No | No | Employed | Suburban | Master | 1,672,725,600 |
6 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | e9257eed-8eaa-429e-b254-763d930252c2 | no_churn | 0.219319 | 0 | no_churn | 0.093742 | 0.001539 | -0.036445 | 0.003033 | -0.076443 | 0.114345 | 0.129538 | 0.071665 | Female | 73 | Yes | No | Unemployed | Rural | College | 1,672,725,600 |
23 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 75a35cc7-30fa-4e09-a7c9-7ab5cf895a49 | no_churn | 0.336313 | 0 | no_churn | -0.149362 | 0.030869 | -0.045533 | -0.057469 | -0.006655 | 0.031004 | 0.03344 | 0.05468 | Female | 75 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
38 | Yes | No | High Speed | In_Store_Support | One year | <80hrs | Active | d8012028-4534-45a5-9cb1-639c9c249c51 | churn | 0.140037 | 1 | churn | -0.026131 | -0.00279 | 0.004924 | -0.037906 | 0.015842 | -0.075457 | -0.104698 | 0.007191 | Male | 59 | Yes | Yes | Employed | Rural | College | 1,672,725,600 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e8a684eb-c2ad-4034-a5ff-cd5627b73635 | no_churn | 0.657422 | 0 | no_churn | 0.074535 | -0.004501 | 0.110634 | 0.008177 | 0.062705 | 0.083209 | 0.043878 | 0.033754 | Female | 59 | Yes | No | Employed | Suburban | High School or Below | 1,672,725,600 |
16 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 6ff611d3-35d2-471b-b85f-74d7a71bc1d1 | no_churn | 0.424652 | 0 | no_churn | -0.003612 | -0.005464 | -0.101966 | -0.048662 | 0.048981 | 0.093134 | 0.053998 | 0.023898 | Male | 50 | Yes | No | Unemployed | Suburban | College | 1,672,725,600 |
46 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | 7ccca2dd-9705-455d-b976-64b04c6975cb | no_churn | 0.112552 | 0 | no_churn | -0.193504 | -0.007763 | -0.005145 | 0.055615 | -0.019045 | 0.046077 | -0.006217 | 0.045955 | Male | 40 | Yes | Yes | Employed | Urban | College | 1,672,725,600 |
25 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 5e38d871-5bbc-4653-8ff3-4cfe5e32ddc9 | no_churn | 0.098061 | 0 | no_churn | -0.143309 | 0.024934 | -0.007773 | -0.033535 | -0.116268 | 0.077993 | -0.011946 | 0.040878 | Male | 27 | Yes | Yes | Unemployed | Urban | High School or Below | 1,672,725,600 |
10 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0cf73598-e111-407f-8407-548261c73839 | no_churn | 0.027559 | 0 | no_churn | -0.014652 | -0.010705 | -0.081772 | -0.093879 | 0.008817 | 0.054348 | -0.058874 | -0.072308 | Male | 38 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
17 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | c1bc41e3-b82e-493f-9872-195d1fd97c2e | no_churn | 0.657422 | 0 | no_churn | 0.172792 | -0.004214 | 0.052199 | 0.060285 | 0.150936 | 0.138472 | 0.07891 | 0.039926 | Female | 73 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | b51edd7d-0042-4811-9da2-69f0c3aba0db | no_churn | 0.168658 | 0 | no_churn | -0.272601 | -0.003816 | 0.024865 | -0.011984 | 0.015511 | 0.03676 | -0.063771 | 0.052677 | Female | 46 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
23 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f3d76528-d40f-47a1-84f7-72a9f18c0902 | no_churn | 0.229461 | 0 | no_churn | -0.055129 | -0.016531 | 0.012466 | -0.107466 | -0.049717 | 0.040597 | -0.022629 | -0.030618 | Male | 55 | No | Yes | Unemployed | Suburban | College | 1,672,725,600 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 693a11f7-0881-4abc-b7ad-124ecb455083 | churn | 0.759753 | 1 | churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Female | 73 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 8a96bf4d-10e7-4453-ac5b-e7c8500929cd | no_churn | 0.540194 | 0 | no_churn | 0.156586 | -0.002524 | 0.11328 | 0.015258 | 0.064215 | 0.138337 | 0.094062 | 0.018379 | Female | 21 | Yes | Yes | Employed | Suburban | College | 1,672,725,600 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e1bb59a8-1bb5-413f-af16-d1a75ca4a1bb | churn | 0.4973 | 1 | churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Male | 36 | Yes | Yes | Employed | Suburban | Master | 1,672,725,600 |
38 | Yes | No | High Speed | In_Store_Support | One year | <80hrs | Active | 76713406-28bf-4d1d-b96e-54511fd3c7ee | churn | 0.140037 | 1 | churn | -0.026131 | -0.00279 | 0.004924 | -0.037906 | 0.015842 | -0.075457 | -0.104698 | 0.007191 | Male | 43 | No | No | Unemployed | Rural | Bachelor | 1,672,725,600 |
45 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 4f09435c-95e2-47d8-93d7-9230b792648c | no_churn | 0.006915 | 0 | no_churn | -0.068246 | -0.004315 | 0.001895 | -0.036306 | -0.026206 | -0.102339 | -0.01567 | -0.01784 | Female | 22 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
70 | Yes | No | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | 63492c2f-c34f-4a11-8ce5-c7eb6eb1efd8 | no_churn | 0.087955 | 0 | no_churn | -0.13101 | -0.002242 | -0.030136 | 0.000731 | -0.004334 | -0.131928 | 0.005303 | 0.031256 | Female | 21 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 10bc1f90-0f92-41be-9125-e3e74e79c0f3 | no_churn | 0.02453 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Female | 55 | No | Yes | Disabled | Suburban | Master | 1,672,725,600 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b630657f-2184-4c38-8e7b-910f21db8099 | no_churn | 0.402803 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 63 | No | Yes | Retired | Suburban | High School or Below | 1,672,725,600 |
25 | Yes | No | Medium Speed | Phone_Support | One year | 0hrs | Disabled | f86a19be-e506-4163-abf6-09c34627d759 | churn | 0.06653 | 1 | churn | -0.047271 | -0.003136 | -0.015826 | -0.039101 | 0.011133 | -0.073901 | -0.035925 | -0.065 | Female | 60 | Yes | Yes | Employed | Rural | Bachelor | 1,672,725,600 |
26 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 49389827-5182-4d6b-b36e-96c5146cb1b0 | no_churn | 0.129214 | 0 | no_churn | -0.100311 | -0.009115 | -0.035654 | 0.001839 | -0.116212 | 0.060765 | 0.063733 | 0.049929 | Female | 53 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
70 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 9e3ad03d-9ac1-4f71-aad7-3a109f54d588 | no_churn | 0.087955 | 0 | no_churn | -0.194687 | -0.003834 | -0.056946 | -0.0498 | -0.016627 | 0.049149 | -0.00722 | 0.045941 | Male | 44 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
13 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 31287da0-c5d5-4113-be0f-edd7b538c4ea | no_churn | 0.551823 | 0 | no_churn | 0.151816 | -0.00264 | 0.019828 | 0.059131 | 0.083168 | 0.153631 | 0.107761 | 0.036851 | Female | 80 | No | No | Retired | Rural | College | 1,672,725,600 |
21 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 1a91d28c-e004-4f58-8903-3dc3607c3201 | no_churn | 0.016771 | 0 | no_churn | 0.010552 | -0.002652 | -0.015999 | -0.003634 | -0.000829 | -0.228626 | -0.014408 | -0.01343 | Female | 74 | No | Yes | Unemployed | Rural | Bachelor | 1,672,725,600 |
23 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 85c9102b-a614-4d08-a11d-2bad426a143d | no_churn | 0.229461 | 0 | no_churn | -0.055129 | -0.016531 | 0.012466 | -0.107466 | -0.049717 | 0.040597 | -0.022629 | -0.030618 | Female | 27 | No | No | Employed | Urban | College | 1,672,725,600 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 4c759cb0-4ff0-4dcd-9635-d00ed0a368ad | no_churn | 0.283128 | 0 | no_churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Male | 22 | No | No | Disabled | Urban | Bachelor | 1,672,725,600 |
20 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | b2fa53d5-4173-4b41-bb76-200dba771380 | no_churn | 0.021112 | 0 | no_churn | -0.032411 | -0.005014 | -0.037117 | -0.029807 | -0.001551 | -0.085108 | -0.039889 | -0.038131 | Female | 34 | No | Yes | Employed | Rural | Bachelor | 1,672,725,600 |
26 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 2486b92e-449e-4ae9-a2ba-60e26ebb8236 | no_churn | 0.129214 | 0 | no_churn | -0.100311 | -0.009115 | -0.035654 | 0.001839 | -0.116212 | 0.060765 | 0.063733 | 0.049929 | Male | 60 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 460f0a30-6036-49f0-9ef7-99a2470cb210 | no_churn | 0.295498 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 43 | No | No | Employed | Urban | High School or Below | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 465bafd6-4e21-405c-80f2-7c5d29b571e4 | no_churn | 0.530174 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 38 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
65 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bbff2229-fc19-4843-92e5-1f0753b2547d | no_churn | 0.007377 | 0 | no_churn | -0.082982 | -0.004512 | -0.05134 | -0.048703 | -0.040084 | 0.034371 | -0.021523 | -0.054254 | Male | 41 | No | No | Retired | Rural | College | 1,672,725,600 |
15 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | eef743b1-8ca2-4539-a0fd-867696bc6fdc | no_churn | 0.433513 | 0 | no_churn | 0.193083 | -0.007261 | 0.106359 | 0.060902 | -0.077051 | 0.115182 | 0.008062 | 0.007603 | Female | 38 | Yes | Yes | Medical Leave | Suburban | College | 1,672,725,600 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <50hrs | Active | 01879e92-5c59-4ee2-b3bc-034a08dc76f2 | churn | 0.443747 | 1 | churn | -0.163351 | -0.002019 | 0.014801 | 0.022472 | 0.01628 | -0.134598 | -0.056757 | 0.046646 | Male | 33 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
69 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f3cffaab-da3a-43f6-8bf4-d3ad720cf93f | no_churn | 0.00942 | 0 | no_churn | -0.075761 | -0.003719 | -0.022665 | -0.034657 | -0.008283 | 0.050081 | -0.038285 | -0.055736 | Male | 34 | No | No | Disabled | Suburban | College | 1,672,725,600 |
55 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e528259d-7bda-4c55-8187-881b361bd839 | churn | 0.044972 | 1 | churn | -0.11726 | -0.007436 | -0.030398 | -0.012903 | -0.050474 | 0.004128 | -0.032504 | -0.022178 | Male | 36 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
72 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 1343adfd-d7fc-49f8-818b-88d3f500e83f | no_churn | 0.025329 | 0 | no_churn | -0.181785 | -0.00395 | 0.009246 | 0.048534 | 0.083728 | 0.084462 | -0.012663 | 0.058163 | Female | 22 | Yes | Yes | Employed | Rural | High School or Below | 1,672,725,600 |
59 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 9fc0e5bb-cc14-4521-ac30-17c36bae9996 | no_churn | 0.011918 | 0 | no_churn | -0.057819 | -0.004097 | 0.002932 | -0.028905 | -0.032151 | -0.121517 | -0.015604 | -0.011864 | Male | 56 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
28 | Yes | Yes | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 10e9d356-2f78-42fc-b95e-91ca0204ed56 | no_churn | 0.021041 | 0 | no_churn | -0.069195 | -0.00356 | -0.001783 | -0.042884 | 0.009117 | -0.076886 | -0.04097 | -0.042865 | Male | 22 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0e10add6-7e2d-4f96-acea-69a2fa7c1202 | no_churn | 0.340585 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 36 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
17 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5d29eeb5-e92c-4703-8889-dc1d4a407f89 | no_churn | 0.100001 | 0 | no_churn | 0.139547 | 0.00117 | 0.044567 | -0.084847 | 0.026057 | 0.101304 | -0.018388 | 0.001699 | Male | 57 | No | No | Unemployed | Suburban | College | 1,672,725,600 |
34 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 1a017713-a5b7-4875-90fa-d4da22184de6 | no_churn | 0.103956 | 0 | no_churn | -0.080782 | -0.007018 | -0.043093 | -0.023667 | -0.05247 | 0.067478 | 0.062286 | 0.031574 | Female | 33 | No | Yes | Medical Leave | Suburban | College | 1,672,725,600 |
17 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1e24629c-f74a-41ec-8849-490abf5c5941 | no_churn | 0.329383 | 0 | no_churn | 0.034468 | -0.103573 | -0.030504 | -0.009156 | -0.08392 | 0.076069 | -0.036195 | -0.051215 | Female | 80 | No | No | Employed | Suburban | College | 1,672,725,600 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b12856e9-c4c3-46f8-bf7f-fbcbfcac2d03 | no_churn | 0.283128 | 0 | no_churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Female | 39 | No | No | Unemployed | Urban | Bachelor | 1,672,725,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 250d43b8-b891-42cc-bea5-c17b216d5bb1 | no_churn | 0.38458 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 37 | No | No | Employed | Urban | High School or Below | 1,672,725,600 |
28 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | d4a0238c-738e-4709-9fc5-b7f2dc382ecc | no_churn | 0.037503 | 0 | no_churn | -0.061734 | -0.0074 | -0.014817 | -0.027343 | 0.009058 | -0.080146 | -0.044323 | -0.042322 | Female | 44 | Yes | Yes | Employed | Urban | College | 1,672,725,600 |
17 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3bee48c1-563b-412c-ab40-efe99400fee6 | no_churn | 0.100001 | 0 | no_churn | 0.139547 | 0.00117 | 0.044567 | -0.084847 | 0.026057 | 0.101304 | -0.018388 | 0.001699 | Female | 29 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
17 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | cb88433e-89a4-4d07-9d23-7c523d2bd653 | no_churn | 0.657422 | 0 | no_churn | 0.074535 | -0.004501 | 0.110634 | 0.008177 | 0.062705 | 0.083209 | 0.043878 | 0.033754 | Female | 61 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e5a0c8ee-1b91-431c-96b7-b7a51ac3c4c9 | churn | 0.819235 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 41 | No | No | Employed | Suburban | College | 1,672,725,600 |
52 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a903e64a-a942-4aac-bbf8-a4885b8da77e | no_churn | 0.04967 | 0 | no_churn | -0.092212 | -0.005816 | 0.009917 | -0.012114 | -0.132586 | 0.035204 | -0.021755 | -0.016331 | Male | 65 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
26 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7ba2e6ff-314d-4eb5-9ca2-7b0738b4e087 | no_churn | 0.018855 | 0 | no_churn | -0.127392 | -0.014701 | -0.039539 | -0.029823 | -0.044717 | 0.035212 | -0.023642 | -0.024424 | Male | 38 | No | Yes | Unemployed | Urban | High School or Below | 1,672,725,600 |
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