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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | bfcdda41-1204-4920-8ec2-114b8f47afc8 | no_churn | 0.008456 | 0 | no_churn | -0.183022 | -0.010726 | -0.025211 | -0.011968 | -0.075997 | 0.032004 | 0.010591 | 0.036769 | Female | 69 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
56 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a9cddefa-a26f-48e0-9c58-8e8d8a9aa3a0 | churn | 0.068789 | 1 | churn | -0.085997 | -0.004029 | 0.00122 | -0.093493 | 0.037048 | 0.032471 | -0.030242 | -0.046004 | Female | 65 | No | No | Unemployed | Suburban | College | 1,673,157,600 |
56 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | f4fdf7e9-0620-4fce-ae9d-eb866ba7e3e6 | no_churn | 0.151081 | 0 | no_churn | -0.029341 | -0.001527 | -0.039585 | -0.001742 | 0.095773 | 0.068937 | 0.027183 | 0.071276 | Female | 47 | No | Yes | Employed | Rural | Bachelor | 1,673,157,600 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 100d8ff8-c390-459f-a9fb-6eea4fb63a6b | churn | 0.787327 | 1 | churn | 0.131184 | -0.001309 | 0.006039 | 0.146076 | 0.118367 | 0.110936 | 0.0696 | 0.075535 | Male | 39 | No | Yes | Employed | Urban | College | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | In_Store_Support | One year | <80hrs | Active | ad27a5e7-8dc1-4eee-9d6e-cfa704a5f77f | churn | 0.163628 | 1 | churn | 0.05344 | -0.003643 | 0.104428 | 0.153539 | 0.078332 | -0.025428 | 0.083343 | 0.099463 | Male | 65 | Yes | No | Unemployed | Suburban | Doctor | 1,673,157,600 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 012c2c65-11d2-4620-a476-f25be2d746e1 | churn | 0.481344 | 1 | churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 78 | No | Yes | Employed | Rural | High School or Below | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 1f1dda6e-bad5-41aa-a1bd-0cfadcdf87ac | no_churn | 0.5481 | 0 | no_churn | -0.120613 | -0.00179 | 0.013217 | -0.002381 | 0.062425 | 0.021264 | -0.01131 | 0.024162 | Female | 55 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
5 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d8b4b0c6-e751-44df-b939-e06c86d5305a | no_churn | 0.448134 | 0 | no_churn | 0.178229 | -0.007471 | -0.063379 | 0.015039 | 0.092223 | 0.120913 | -0.028936 | -0.048381 | Male | 67 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
7 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b65b789d-c214-4be8-b6f7-a4e562d811e9 | no_churn | 0.242206 | 0 | no_churn | 0.186201 | -0.005659 | 0.056181 | 0.03451 | 0.12029 | 0.103533 | -0.034777 | -0.043661 | Female | 66 | Yes | Yes | Employed | Suburban | College | 1,673,157,600 |
46 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 04462d4b-3274-45c2-a227-1b136d3dfca7 | churn | 0.394232 | 1 | churn | -0.210968 | -0.004209 | -0.039824 | -0.00701 | 0.066538 | 0.024074 | -0.026167 | 0.008539 | Male | 30 | Yes | No | Employed | Suburban | High School or Below | 1,673,157,600 |
18 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1b8a3624-ac17-4bd5-93d5-9a205d4ff274 | no_churn | 0.576193 | 0 | no_churn | -0.119614 | -0.00632 | 0.066713 | 0.062724 | -0.017455 | 0.084556 | -0.036752 | -0.040047 | Male | 73 | No | Yes | Employed | Urban | College | 1,673,157,600 |
7 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c522c180-84fc-4476-ad70-fa17b4968bdb | no_churn | 0.246251 | 0 | no_churn | -0.012513 | -0.003998 | -0.02205 | -0.141657 | -0.001598 | 0.054324 | -0.053039 | -0.0703 | Male | 77 | No | No | Employed | Urban | Bachelor | 1,673,157,600 |
72 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 8bbc6068-a2cb-4a1f-9dab-86d94fb29b44 | no_churn | 0.004429 | 0 | no_churn | -0.16268 | -0.00158 | 0.013659 | -0.007209 | -0.078192 | 0.057456 | 0.019787 | 0.059732 | Female | 63 | No | Yes | Unemployed | Suburban | College | 1,673,157,600 |
16 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cdc8757d-cf50-46f9-acc7-529e7fb17451 | no_churn | 0.142865 | 0 | no_churn | -0.028983 | -0.006231 | -0.008002 | -0.112858 | -0.087445 | 0.05225 | -0.03747 | -0.032788 | Female | 31 | Yes | Yes | Employed | Rural | College | 1,673,157,600 |
55 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b639b98c-4e3f-4b63-87fc-7296f617efe6 | no_churn | 0.058955 | 0 | no_churn | -0.083712 | -0.004889 | -0.081552 | 0.004041 | 0.0396 | 0.024285 | -0.040378 | -0.056422 | Female | 28 | Yes | Yes | Employed | Suburban | College | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 6d40a401-666e-4856-ad4a-6c7c131db2c0 | churn | 0.163628 | 1 | churn | -0.028462 | -0.004213 | 0.105578 | 0.111782 | -0.100373 | 0.06098 | 0.128513 | 0.058336 | Male | 21 | Yes | No | Employed | Suburban | College | 1,673,157,600 |
19 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | def65e93-f162-4649-8a05-1923d028882b | no_churn | 0.010451 | 0 | no_churn | -0.03472 | -0.014749 | -0.035674 | -0.114471 | 0.007913 | 0.043286 | -0.050327 | -0.070284 | Male | 56 | No | No | Employed | Suburban | Bachelor | 1,673,157,600 |
35 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 0a367c15-91c4-478f-95c7-d93e14ae852d | no_churn | 0.126642 | 0 | no_churn | -0.0554 | 0.116976 | 0.039945 | 0.046103 | 0.044592 | 0.098452 | 0.004932 | 0.005374 | Female | 55 | No | No | Employed | Rural | College | 1,673,157,600 |
68 | Yes | Yes | High Speed | In_Store_Support | Two year | <50hrs | Active | 8359e5ff-df59-498c-93d2-617b660d0d50 | no_churn | 0.08189 | 0 | no_churn | -0.076678 | -0.002912 | 0.005613 | -0.027454 | -0.056067 | -0.1743 | 0.032426 | 0.030345 | Female | 79 | Yes | No | Employed | Urban | College | 1,673,157,600 |
5 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | ae91dd0f-6e6a-4884-8021-e8bfba882e8d | churn | 0.706284 | 1 | churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Male | 27 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
45 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | e77798e6-477a-43a7-84c7-900b7de4e7e0 | no_churn | 0.542601 | 0 | no_churn | -0.271018 | -0.004729 | 0.023265 | 0.001263 | 0.022986 | 0.023422 | -0.043962 | -0.010253 | Female | 68 | No | No | Employed | Suburban | Bachelor | 1,673,157,600 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 122b8a49-2514-4a12-97db-4b58568627d5 | no_churn | 0.429163 | 0 | no_churn | 0.006605 | -0.003307 | 0.146481 | 0.119195 | 0.075384 | 0.144175 | 0.113117 | 0.057887 | Female | 42 | Yes | No | Disabled | Suburban | Bachelor | 1,673,157,600 |
63 | No | No phone service | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 2c3b38a5-4d26-4d73-a3c7-26ffd29149ab | no_churn | 0.016962 | 0 | no_churn | -0.099529 | 0.00359 | -0.000602 | -0.021804 | 0.002852 | -0.07666 | -0.035347 | -0.041526 | Female | 67 | No | No | Disabled | Rural | Bachelor | 1,673,157,600 |
72 | Yes | Yes | Medium Speed | Phone_Support | Two year | 100hrs+ | Active | e56a02a3-9120-4e77-a604-ac5ca2454dfd | no_churn | 0.007083 | 0 | no_churn | -0.131381 | -0.002439 | -0.019872 | -0.033232 | 0.026877 | -0.174947 | 0.029955 | 0.046014 | Male | 39 | Yes | No | Employed | Urban | High School or Below | 1,673,157,600 |
45 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b12a08b4-bb9e-4f12-840e-565730877c87 | no_churn | 0.010448 | 0 | no_churn | -0.141125 | -0.006181 | -0.038316 | -0.045562 | 0.011044 | 0.028936 | -0.038407 | -0.039415 | Male | 24 | No | Yes | Unemployed | Rural | Bachelor | 1,673,157,600 |
51 | No | No phone service | High Speed | In_Store_Support | One year | <50hrs | Active | f8c2ee6d-1517-4c10-90b3-6ba8b3b21a85 | no_churn | 0.07316 | 0 | no_churn | -0.053167 | 0.050198 | 0.014935 | 0.003125 | 0.003689 | -0.021861 | 0.057901 | 0.046154 | Female | 44 | No | No | Medical Leave | Suburban | High School or Below | 1,673,157,600 |
45 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 58651538-2ea4-4cf8-8667-879c974b4f3a | no_churn | 0.111858 | 0 | no_churn | -0.131309 | -0.005648 | -0.077247 | -0.014136 | 0.029473 | 0.040995 | -0.031765 | -0.043674 | Male | 76 | Yes | No | Employed | Urban | College | 1,673,157,600 |
2 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 5ad72dc3-335e-47a3-9a69-c61cd82379b8 | churn | 0.397362 | 1 | churn | 0.259282 | -0.005692 | -0.024566 | -0.011171 | 0.100747 | 0.146803 | 0.137915 | 0.127656 | Female | 41 | Yes | Yes | Employed | Rural | High School or Below | 1,673,157,600 |
6 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | dd3558e7-9340-443c-8bd5-df46728b4bac | no_churn | 0.262312 | 0 | no_churn | -0.037579 | 0.037322 | 0.006117 | -0.067409 | -0.035323 | 0.098911 | 0.073782 | 0.025153 | Male | 23 | Yes | Yes | Employed | Suburban | Master | 1,673,157,600 |
49 | Yes | Yes | Fiber optic | In_Store_Support | One year | <80hrs | Active | 5213f312-4525-466d-8254-538ce9a4e31c | churn | 0.163628 | 1 | churn | 0.05344 | -0.003643 | 0.104428 | 0.153539 | 0.078332 | -0.025428 | 0.083343 | 0.099463 | Male | 37 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
52 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 2904762f-d45c-4790-b680-926af82e218f | no_churn | 0.01566 | 0 | no_churn | -0.05172 | -0.003851 | -0.007547 | -0.039793 | 0.011201 | -0.109732 | -0.028133 | -0.039451 | Female | 46 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
37 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7115d6c1-9afb-4f87-92ab-b9226940710f | no_churn | 0.091117 | 0 | no_churn | -0.086162 | -0.007507 | -0.011903 | -0.039573 | 0.02202 | 0.041644 | -0.024388 | -0.033157 | Male | 74 | No | Yes | Employed | Urban | High School or Below | 1,673,157,600 |
26 | Yes | No | Fiber optic | In_Store_Support | One year | 0hrs | Disabled | ed8e61a7-d119-4e01-8806-8f468e1ce831 | no_churn | 0.062192 | 0 | no_churn | -0.096768 | -0.003886 | -0.029086 | 0.029687 | -0.037857 | -0.082038 | -0.021231 | -0.027847 | Female | 59 | No | No | Employed | Suburban | College | 1,673,157,600 |
37 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | b2ca7db9-caac-43a1-94f2-8ab801735509 | no_churn | 0.304077 | 0 | no_churn | -0.128372 | -0.010711 | -0.079002 | 0.070656 | -0.050393 | 0.052284 | -0.010449 | -0.008066 | Female | 41 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
1 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | edc55e68-d3a7-44b4-9e81-d91f58d39c82 | no_churn | 0.568843 | 0 | no_churn | 0.190371 | 0.047002 | 0.011085 | -0.179517 | -0.028761 | 0.111959 | -0.037818 | -0.047144 | Female | 51 | No | Yes | Medical Leave | Urban | College | 1,673,157,600 |
10 | Yes | Yes | High Speed | In_Store_Support | One year | <50hrs | Active | 33c37d77-c131-412a-8847-010feaa7e88c | no_churn | 0.103764 | 0 | no_churn | 0.061645 | 0.000266 | 0.076464 | 0.003772 | -0.036335 | -0.068581 | 0.124153 | 0.089591 | Female | 44 | No | Yes | Medical Leave | Suburban | High School or Below | 1,673,157,600 |
45 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e91071c5-0808-4220-b3f6-cb9dfcc1dea2 | no_churn | 0.057089 | 0 | no_churn | -0.129184 | -0.017828 | -0.023226 | -0.027385 | -0.032526 | 0.025765 | -0.02065 | -0.013992 | Female | 77 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,157,600 |
26 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a008e724-090e-4d46-a083-ba7218544dc1 | no_churn | 0.108283 | 0 | no_churn | -0.008511 | 0.082948 | 0.01138 | 0.01251 | 0.038494 | 0.099831 | -0.001879 | 0.0062 | Female | 23 | No | Yes | Employed | Rural | Bachelor | 1,673,157,600 |
34 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7816980f-ef02-464b-bd43-578c1ed55a91 | no_churn | 0.047467 | 0 | no_churn | -0.102314 | -0.005923 | -0.041145 | -0.102844 | 0.020749 | 0.032249 | -0.026364 | -0.043434 | Female | 26 | No | No | Unemployed | Urban | Bachelor | 1,673,157,600 |
55 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d06cf023-fd3a-46c3-a6be-b8343f6ca563 | no_churn | 0.108754 | 0 | no_churn | -0.167736 | -0.004889 | -0.106113 | -0.080946 | 0.039332 | 0.036515 | 0.002281 | 0.04253 | Female | 63 | No | Yes | Employed | Urban | College | 1,673,157,600 |
10 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0a59f2a4-1bac-4911-bea6-808543bf430b | no_churn | 0.094697 | 0 | no_churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Male | 79 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
5 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | f862525b-e3d8-4133-8254-e661ba10589f | churn | 0.706284 | 1 | churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Male | 51 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
70 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | f18365fd-1b56-495a-a499-d6aaa1cb0d52 | no_churn | 0.006178 | 0 | no_churn | -0.066523 | -0.003191 | 0.008401 | -0.011175 | -0.004524 | -0.148784 | -0.019173 | -0.024056 | Female | 34 | No | No | Employed | Rural | Bachelor | 1,673,157,600 |
4 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4d5f39bf-4be5-4b12-a6f1-0efda053ee19 | no_churn | 0.351587 | 0 | no_churn | 0.138993 | -0.002449 | -0.004046 | -0.019839 | 0.037303 | 0.101072 | -0.028551 | -0.058278 | Male | 49 | Yes | Yes | Medical Leave | Rural | College | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1f781bf8-d4cf-42a2-9601-72d6895c1422 | churn | 0.730021 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 39 | Yes | Yes | Employed | Urban | College | 1,673,157,600 |
64 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 100hrs+ | Active | c88aeca2-95dd-4e2e-8119-8a189adc4832 | no_churn | 0.206658 | 0 | no_churn | -0.294336 | -0.003838 | 0.025106 | -0.075096 | 0.002139 | 0.043473 | 0.017348 | 0.016179 | Female | 54 | Yes | No | Unemployed | Suburban | College | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5b625d36-1b66-45a0-8492-0f9d3890d4de | no_churn | 0.442206 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 42 | No | Yes | Unemployed | Suburban | Master | 1,673,157,600 |
12 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | a85f71a5-6232-490b-a446-d339167de443 | no_churn | 0.592867 | 0 | no_churn | 0.0904 | -0.00548 | -0.047202 | -0.018754 | 0.130616 | 0.112326 | 0.178609 | 0.089828 | Male | 59 | No | No | Employed | Suburban | Master | 1,673,157,600 |
68 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | 627e6a1e-f298-47cf-b0c5-0886b2d7ce95 | churn | 0.179154 | 1 | churn | -0.124298 | -0.001643 | 0.026679 | 0.032715 | -0.024436 | -0.140551 | 0.009032 | 0.046142 | Female | 78 | No | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e0253c9d-e222-40d7-8a24-25c8514adeaf | no_churn | 0.524808 | 0 | no_churn | 0.049644 | -0.000795 | 0.027976 | 0.040162 | 0.014262 | 0.130265 | -0.038466 | -0.044443 | Male | 73 | No | Yes | Employed | Suburban | Master | 1,673,157,600 |
5 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a0d1734f-344e-4a73-8ed1-a2116f5fcc62 | churn | 0.488895 | 1 | churn | 0.12293 | -0.011953 | 0.037941 | -0.036081 | -0.111749 | 0.079813 | -0.023867 | -0.011107 | Male | 80 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
15 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | cb496809-8757-4f33-bece-9e9098a901b1 | no_churn | 0.181257 | 0 | no_churn | 0.193083 | -0.007261 | 0.106359 | 0.060902 | -0.077051 | 0.115182 | 0.008062 | 0.007603 | Male | 32 | No | No | Employed | Suburban | Bachelor | 1,673,157,600 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 01511ff2-3610-4c11-ac1f-b0041e857ea3 | no_churn | 0.022679 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 64 | Yes | Yes | Disabled | Suburban | Bachelor | 1,673,157,600 |
7 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 2980f722-c4fb-4c02-8dc3-73867c8d6f25 | churn | 0.679418 | 1 | churn | -0.02747 | -0.002827 | -0.100455 | -0.023757 | 0.078611 | 0.071994 | -0.069028 | 0.06762 | Male | 71 | No | Yes | Medical Leave | Suburban | College | 1,673,157,600 |
25 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 5e5c5baf-89c8-43b2-99e3-0dfb78f4a9f8 | no_churn | 0.028654 | 0 | no_churn | -0.017819 | -0.00569 | -0.046634 | -0.030439 | -0.005778 | -0.089057 | -0.033846 | -0.039763 | Male | 77 | No | No | Employed | Suburban | High School or Below | 1,673,157,600 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 13647398-e65d-4efa-8973-e76265259e89 | churn | 0.220752 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 64 | Yes | Yes | Employed | Suburban | College | 1,673,157,600 |
55 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5c7e6cf1-a7bd-4e89-9168-603a4f3d9a14 | no_churn | 0.058955 | 0 | no_churn | -0.083712 | -0.004889 | -0.081552 | 0.004041 | 0.0396 | 0.024285 | -0.040378 | -0.056422 | Female | 30 | Yes | Yes | Unemployed | Urban | Bachelor | 1,673,157,600 |
30 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 9c52ee72-814b-4e80-b86c-7a5341d2e175 | no_churn | 0.018584 | 0 | no_churn | -0.028192 | -0.004024 | -0.062739 | 0.047099 | 0.081241 | 0.060939 | -0.028381 | 0.027364 | Male | 40 | Yes | No | Employed | Urban | Bachelor | 1,673,157,600 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | eae227b1-912d-4103-a4c5-866c37a9cda2 | no_churn | 0.027132 | 0 | no_churn | -0.259124 | -0.007146 | 0.000342 | 0.029119 | -0.042609 | 0.007643 | -0.015899 | 0.028647 | Female | 24 | Yes | Yes | Unemployed | Suburban | College | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8244a479-5136-4af6-a1cf-c4c3ee48ff27 | churn | 0.730021 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 52 | No | No | Unemployed | Rural | Bachelor | 1,673,157,600 |
45 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 98acba74-b8ae-4ffd-8f9e-69e7b4ee0217 | no_churn | 0.542601 | 0 | no_churn | -0.271018 | -0.004729 | 0.023265 | 0.001263 | 0.022986 | 0.023422 | -0.043962 | -0.010253 | Male | 74 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,157,600 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | bc54c9d3-716e-4202-861a-1f3919294363 | no_churn | 0.006364 | 0 | no_churn | -0.111906 | -0.002109 | 0.042073 | 0.049363 | 0.04703 | -0.079431 | 0.064395 | 0.054154 | Female | 64 | No | No | Employed | Suburban | College | 1,673,157,600 |
58 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 4045958c-13eb-4b24-9383-1852fd75aa84 | no_churn | 0.012724 | 0 | no_churn | -0.067491 | -0.004109 | 0.001043 | -0.033735 | 0.011222 | -0.106137 | -0.031663 | -0.038156 | Male | 24 | Yes | No | Unemployed | Suburban | College | 1,673,157,600 |
42 | Yes | No | High Speed | Phone_Support | Month-to-month | <80hrs | Active | 04e2b050-80ad-4548-8494-13355cae4196 | no_churn | 0.349428 | 0 | no_churn | -0.04866 | -0.002443 | -0.082773 | -0.014727 | 0.051685 | 0.081662 | 0.075584 | 0.050645 | Female | 43 | Yes | Yes | Unemployed | Rural | High School or Below | 1,673,157,600 |
71 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 100hrs+ | Active | 60d2cb48-09e4-41c7-afcb-e8b7b9ae17d8 | no_churn | 0.019659 | 0 | no_churn | -0.112031 | -0.003134 | 0.026636 | 0.029978 | -0.145272 | 0.057905 | 0.052685 | 0.045707 | Female | 70 | No | No | Unemployed | Suburban | Master | 1,673,157,600 |
67 | No | No phone service | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 87f56cc9-8169-4d47-bda0-dca13a16b49c | no_churn | 0.04278 | 0 | no_churn | -0.104133 | 0.002336 | -0.004612 | -0.015863 | -0.015733 | -0.096875 | -0.017613 | -0.016533 | Female | 55 | No | Yes | Retired | Rural | Master | 1,673,157,600 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | f8b28f98-a736-4a54-a113-3e49d787c41e | churn | 0.181368 | 1 | churn | 0.004802 | -0.001593 | 0.066338 | 0.078243 | 0.047396 | -0.062868 | 0.000679 | -0.002689 | Female | 52 | No | No | Employed | Suburban | College | 1,673,157,600 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 2caeb436-082e-4468-a299-b152e214f78c | churn | 0.64272 | 1 | churn | 0.213886 | -0.012388 | -0.066757 | -0.114756 | -0.0737 | 0.112097 | 0.107315 | 0.025277 | Female | 53 | No | No | Employed | Rural | College | 1,673,157,600 |
3 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 9e5299f7-a6cd-4cf9-bee6-4e7e41d3a000 | churn | 0.906281 | 1 | churn | 0.120885 | -0.003796 | 0.060935 | -0.01352 | 0.046936 | 0.134247 | 0.053621 | 0.080833 | Female | 42 | No | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | a9d1ce13-bb15-4f9b-b7d9-4285b0b9778c | churn | 0.676663 | 1 | churn | 0.131171 | -0.004224 | 0.124869 | 0.097965 | 0.101845 | 0.115712 | 0.043859 | 0.064776 | Male | 52 | No | No | Employed | Rural | Bachelor | 1,673,157,600 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 67624400-84b8-4f16-b50c-7db65afd2855 | churn | 0.220752 | 1 | churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Male | 38 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
32 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 536cc3da-2ca2-4be0-98a5-bbba5f61ce30 | no_churn | 0.02325 | 0 | no_churn | -0.00668 | -0.012922 | 0.010466 | -0.058729 | -0.031771 | 0.060931 | -0.018257 | -0.012063 | Female | 67 | No | Yes | Unemployed | Suburban | College | 1,673,157,600 |
25 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 5afb1f9e-63e1-46f8-99c5-bbafb7be530b | no_churn | 0.028654 | 0 | no_churn | -0.064143 | -0.017124 | -0.098994 | -0.078449 | 0.022424 | 0.037473 | -0.032967 | -0.037246 | Female | 45 | No | No | Employed | Urban | Bachelor | 1,673,157,600 |
18 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4ebb4a22-e230-43b9-86b5-94c1f0fd649e | no_churn | 0.051957 | 0 | no_churn | -0.020945 | 0.069731 | 0.024803 | -0.020788 | 0.01628 | 0.06902 | -0.036596 | -0.053793 | Female | 22 | No | Yes | Disabled | Suburban | High School or Below | 1,673,157,600 |
71 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f8949a81-3a0f-4cdd-9715-e0b989d70bb1 | no_churn | 0.001926 | 0 | no_churn | -0.057106 | -0.003686 | 0.001673 | -0.029094 | 0.00212 | 0.056373 | -0.016513 | -0.012795 | Female | 49 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
68 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 0c016495-5ca6-4f61-a9a8-67f53b8b3a22 | no_churn | 0.027504 | 0 | no_churn | -0.067221 | -0.00439 | -0.029335 | -0.0239 | 0.004524 | -0.094466 | -0.023709 | -0.03053 | Male | 38 | No | No | Medical Leave | Urban | College | 1,673,157,600 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | f97f221f-4a6e-44ae-8dde-b7cb7d847fda | churn | 0.676663 | 1 | churn | 0.131171 | -0.004224 | 0.124869 | 0.097965 | 0.101845 | 0.115712 | 0.043859 | 0.064776 | Male | 39 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
11 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <80hrs | Active | 6aacca9a-89e6-450b-8cf8-464fbe5942be | no_churn | 0.326082 | 0 | no_churn | -0.026675 | -0.072326 | -0.059247 | -0.056105 | -0.047586 | 0.072381 | 0.036749 | 0.033783 | Male | 72 | Yes | No | Unemployed | Urban | College | 1,673,157,600 |
45 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 2201f66f-5a0f-4f24-8978-6e4e04fc84b4 | no_churn | 0.542601 | 0 | no_churn | -0.271018 | -0.004729 | 0.023265 | 0.001263 | 0.022986 | 0.023422 | -0.043962 | -0.010253 | Female | 77 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
60 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | facbaf61-d84d-4ba1-8a21-6ed4c87079df | no_churn | 0.012383 | 0 | no_churn | -0.06597 | -0.000916 | 0.065337 | 0.040297 | 0.078259 | 0.087379 | -0.010364 | 0.001954 | Female | 42 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,157,600 |
55 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | abf63837-45cd-482a-8993-cb178cb3494a | no_churn | 0.058955 | 0 | no_churn | -0.083712 | -0.004889 | -0.081552 | 0.004041 | 0.0396 | 0.024285 | -0.040378 | -0.056422 | Female | 57 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
5 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | af3ddbbd-1770-4a0b-bde4-f19d594553b6 | no_churn | 0.121155 | 0 | no_churn | 0.178229 | -0.007471 | -0.063379 | 0.015039 | 0.092223 | 0.120913 | -0.028936 | -0.048381 | Male | 76 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
30 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 880feda8-a6cd-47a6-a2c7-3fc664cb3e4b | no_churn | 0.018584 | 0 | no_churn | -0.028192 | -0.004024 | -0.062739 | 0.047099 | 0.081241 | 0.060939 | -0.028381 | 0.027364 | Female | 70 | No | No | Unemployed | Suburban | Bachelor | 1,673,157,600 |
21 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | ce9a1ced-f198-48d0-8ca9-54f0aec96ff2 | churn | 0.267868 | 0 | no_churn | -0.03001 | -0.016084 | -0.041551 | -0.017912 | -0.128451 | 0.047656 | -0.004722 | 0.012048 | Male | 40 | No | No | Employed | Rural | Bachelor | 1,673,157,600 |
47 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 3ff36d42-f8e9-44c0-b6d6-f684f164e943 | no_churn | 0.051103 | 0 | no_churn | -0.027083 | -0.004937 | 0.012331 | -0.024823 | 0.017727 | -0.197714 | -0.017563 | -0.026963 | Female | 55 | Yes | No | Employed | Suburban | Doctor | 1,673,157,600 |
29 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 376eeff0-485c-444c-9dbe-082e8500fd93 | no_churn | 0.04191 | 0 | no_churn | 0.102044 | -0.005199 | 0.034455 | 0.056845 | 0.103657 | 0.09939 | -0.030329 | -0.039889 | Male | 26 | No | No | Unemployed | Suburban | High School or Below | 1,673,157,600 |
30 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 72a1103b-538a-4a1c-be13-2f2c2aae605a | churn | 0.217767 | 1 | churn | 0.072442 | -0.01467 | -0.037415 | -0.07052 | 0.060746 | 0.090977 | -0.00698 | 0.004717 | Male | 74 | No | Yes | Employed | Suburban | Bachelor | 1,673,157,600 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b9a2856c-9f8a-40a6-931c-9ac04f3eddcc | churn | 0.665207 | 1 | churn | 0.025472 | -0.002201 | 0.036609 | 0.006741 | 0.02662 | 0.121255 | -0.038868 | -0.041914 | Male | 32 | Yes | Yes | Unemployed | Rural | College | 1,673,157,600 |
72 | Yes | Yes | High Speed | Phone_Support | Two year | 100hrs+ | Active | 44ef403f-8779-41da-a6af-b03e3656bcbe | no_churn | 0.006673 | 0 | no_churn | -0.131928 | -0.002706 | -0.003185 | -0.009854 | 0.030912 | -0.232194 | 0.03476 | 0.045168 | Male | 33 | No | Yes | Employed | Urban | College | 1,673,157,600 |
56 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | f31eee50-97cc-4629-a3de-8c198e8c11fa | no_churn | 0.151081 | 0 | no_churn | -0.029341 | -0.001527 | -0.039585 | -0.001742 | 0.095773 | 0.068937 | 0.027183 | 0.071276 | Male | 46 | No | Yes | Employed | Suburban | High School or Below | 1,673,157,600 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 35c87b1e-5229-4e89-b0fd-2fd0c5be4c89 | no_churn | 0.469901 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Male | 52 | No | No | Employed | Suburban | College | 1,673,157,600 |
42 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 17fa0adc-63cd-4926-b42b-e90690a26d47 | no_churn | 0.014967 | 0 | no_churn | -0.032868 | -0.007412 | -0.014726 | -0.079114 | -0.036623 | 0.046995 | -0.038282 | -0.016996 | Female | 58 | Yes | No | Disabled | Suburban | College | 1,673,157,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | d0d4f064-9235-4726-bebb-b5475f8326e3 | churn | 0.730021 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 26 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,157,600 |
66 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | eb2eca81-8818-4f64-866c-9c474aa56102 | churn | 0.373826 | 1 | churn | -0.205797 | -0.003283 | 0.047593 | -0.04107 | 0.024136 | 0.013947 | -0.05192 | -0.042633 | Male | 39 | No | Yes | Medical Leave | Suburban | College | 1,673,157,600 |
16 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 514f7ff1-dd53-434a-a6c6-b53d8821d390 | churn | 0.799914 | 1 | churn | 0.032829 | -0.004522 | 0.057212 | -0.106215 | 0.081299 | 0.0906 | -0.043814 | 0.049264 | Female | 68 | No | Yes | Medical Leave | Urban | College | 1,673,157,600 |
18 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | d8035c73-3061-458f-abed-c04aee4c0eac | churn | 0.716957 | 1 | churn | -0.021082 | -0.005235 | 0.071368 | -0.02966 | 0.061634 | 0.097383 | 0.067936 | 0.075128 | Female | 70 | Yes | Yes | Employed | Suburban | College | 1,673,157,600 |
52 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5e561ce0-c30a-42ec-b55d-65c11f44b363 | no_churn | 0.198313 | 0 | no_churn | -0.151924 | 0.01619 | 0.002454 | -0.03662 | -0.068587 | 0.040006 | -0.035913 | -0.024633 | Female | 80 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,157,600 |
16 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | dec28488-d614-443c-9a93-281294ca1f75 | no_churn | 0.221249 | 0 | no_churn | 0.103155 | -0.004815 | -0.026793 | 0.025393 | -0.062838 | 0.09609 | -0.012781 | -0.023744 | Male | 35 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,157,600 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6dcd8032-acf5-4e87-ab8b-ce9c67b5cc22 | churn | 0.676663 | 1 | churn | 0.131171 | -0.004224 | 0.124869 | 0.097965 | 0.101845 | 0.115712 | 0.043859 | 0.064776 | Female | 57 | No | Yes | Unemployed | Urban | High School or Below | 1,673,157,600 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 1019af20-abc4-40ae-b512-7e00dc7cebeb | no_churn | 0.431589 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 39 | No | Yes | Employed | Suburban | College | 1,673,157,600 |
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