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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
68 | No | No phone service | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 862f3b0c-ac32-405a-9bbd-ae9069f7912e | no_churn | 0.023695 | 0 | no_churn | -0.128523 | 0.019339 | -0.004174 | -0.011229 | -0.00797 | -0.067152 | -0.03091 | -0.028407 | Male | 76 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
66 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 27b564d7-c634-4461-b80d-7cdb1f36789d | no_churn | 0.006829 | 0 | no_churn | -0.057519 | -0.00362 | -0.066916 | -0.024937 | 0.011735 | 0.0546 | -0.030033 | -0.052335 | Male | 42 | Yes | No | Employed | Rural | Bachelor | 1,672,725,600 |
23 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 43bc64f8-b657-4ee7-98cd-219666a00b6f | no_churn | 0.011827 | 0 | no_churn | 0.02377 | 0.16532 | 0.048574 | 0.06438 | 0.130257 | 0.123741 | 0.00558 | -0.000649 | Female | 58 | No | No | Unemployed | Suburban | High School or Below | 1,672,725,600 |
4 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a9e822e0-1964-4916-bc05-5f0716e9f331 | no_churn | 0.243459 | 0 | no_churn | 0.157525 | 0.066548 | 0.037229 | -0.059335 | -0.025146 | 0.112588 | -0.028306 | 0.004601 | Male | 70 | No | Yes | Employed | Rural | College | 1,672,725,600 |
34 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 46d394b7-7214-495e-833a-af204720dfbc | no_churn | 0.45592 | 0 | no_churn | -0.064265 | -0.002039 | 0.004311 | 0.113956 | 0.064175 | 0.082727 | 0.001506 | 0.005234 | Female | 51 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
34 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 0a10ea41-e645-4482-9393-54298e3628f8 | no_churn | 0.103956 | 0 | no_churn | -0.080782 | -0.007018 | -0.043093 | -0.023667 | -0.05247 | 0.067478 | 0.062286 | 0.031574 | Male | 71 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
10 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 20b57e87-98d1-43bf-aec4-33b8943ba3a7 | no_churn | 0.226597 | 0 | no_churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Male | 27 | No | No | Unemployed | Rural | High School or Below | 1,672,725,600 |
65 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 31af70c2-9837-4fab-a2da-1d191e042c54 | churn | 0.337956 | 1 | churn | -0.191967 | 0.000053 | -0.01802 | -0.007005 | 0.02629 | 0.038686 | 0.04953 | 0.086075 | Female | 54 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
32 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 530fe4d3-5d6b-4a99-8b90-5c1fdf23cc75 | churn | 0.574859 | 1 | churn | -0.014631 | -0.003368 | 0.02426 | 0.153154 | 0.064041 | 0.033094 | -0.010592 | -0.024224 | Male | 63 | No | No | Unemployed | Rural | Master | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 70cd73c8-c767-4511-affd-9ecd1f71f853 | no_churn | 0.024942 | 0 | no_churn | -0.264017 | -0.002319 | -0.018332 | -0.064339 | 0.01517 | 0.062642 | -0.036577 | 0.058746 | Male | 62 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2f86d7b5-c515-48c4-8906-79fd51ad25cb | churn | 0.657749 | 1 | churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Male | 39 | No | Yes | Employed | Urban | Master | 1,672,725,600 |
70 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 08894127-56b5-4d27-8ab8-48dad5e228e4 | no_churn | 0.00982 | 0 | no_churn | -0.066535 | -0.001147 | 0.000475 | -0.001939 | -0.031832 | 0.058666 | -0.024337 | -0.042377 | Female | 39 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
63 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6ba3e4e1-8be6-4aac-b8a0-230fd31a1273 | no_churn | 0.005727 | 0 | no_churn | -0.055252 | -0.001565 | -0.009653 | 0.002286 | -0.031894 | 0.056924 | -0.036624 | -0.043248 | Male | 50 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
9 | No | No phone service | High Speed | Phone_Support | Month-to-month | <50hrs | Active | a9416676-0383-4f4b-ba31-74eb5d5e7373 | churn | 0.327216 | 1 | churn | 0.09145 | 0.021261 | -0.01114 | 0.004869 | 0.062872 | 0.137408 | 0.100156 | 0.025599 | Female | 48 | No | No | Employed | Urban | College | 1,672,725,600 |
19 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b69eda5c-6a20-463d-88f5-c80e44980797 | churn | 0.493316 | 1 | churn | 0.095326 | -0.002454 | -0.012112 | 0.167078 | 0.10288 | 0.117252 | -0.006277 | -0.026477 | Female | 49 | No | Yes | Employed | Urban | College | 1,672,725,600 |
38 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 4255e638-a14a-4e01-a886-f81749f78dad | no_churn | 0.204225 | 0 | no_churn | -0.193367 | -0.006486 | 0.041314 | -0.004618 | 0.020141 | 0.063874 | 0.019068 | 0.011047 | Female | 45 | Yes | Yes | Unemployed | Suburban | College | 1,672,725,600 |
9 | No | No phone service | High Speed | Phone_Support | Month-to-month | <50hrs | Active | ce340ea0-6577-4113-a51d-5970df16a38f | churn | 0.327216 | 1 | churn | 0.09145 | 0.021261 | -0.01114 | 0.004869 | 0.062872 | 0.137408 | 0.100156 | 0.025599 | Female | 26 | Yes | Yes | Unemployed | Suburban | Master | 1,672,725,600 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9745161f-c037-485c-b25f-25d841b5f580 | no_churn | 0.202959 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Female | 24 | No | No | Employed | Rural | Master | 1,672,725,600 |
32 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 14783a65-d5e2-4318-92fb-ec3196a77149 | no_churn | 0.236102 | 0 | no_churn | -0.081359 | -0.003564 | -0.101117 | -0.027589 | -0.010878 | 0.045929 | -0.000297 | 0.004467 | Female | 30 | No | Yes | Medical Leave | Rural | High School or Below | 1,672,725,600 |
21 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 1ed20f30-c381-47a8-ae56-674b573f9e8b | no_churn | 0.016771 | 0 | no_churn | 0.010552 | -0.002652 | -0.015999 | -0.003634 | -0.000829 | -0.228626 | -0.014408 | -0.01343 | Male | 38 | Yes | No | Medical Leave | Suburban | Bachelor | 1,672,725,600 |
69 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 54992778-d42d-4ff1-8ff0-5a7ed7cb1e9a | no_churn | 0.028652 | 0 | no_churn | -0.066666 | -0.005138 | 0.01769 | -0.052826 | -0.149819 | 0.04196 | 0.028403 | 0.04237 | Male | 38 | No | Yes | Employed | Urban | College | 1,672,725,600 |
22 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 8a00107f-8c2c-4217-a07e-c6bf1192a398 | churn | 0.607546 | 1 | churn | -0.093013 | -0.005891 | 0.004991 | -0.064422 | 0.074264 | 0.034799 | -0.009259 | 0.039504 | Female | 66 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e0abbc64-a358-4090-a676-ad84e0a6cece | churn | 0.503812 | 1 | churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Male | 38 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
5 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bb50a772-900d-4815-8ab0-31aa1117dabd | no_churn | 0.26335 | 0 | no_churn | -0.000893 | -0.020225 | -0.090986 | -0.060594 | -0.060785 | 0.047495 | -0.042813 | -0.036378 | Male | 57 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
57 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | b5bfcbb1-b201-4fb7-a5b2-be0b8e447096 | no_churn | 0.290622 | 0 | no_churn | -0.21619 | -0.003386 | -0.05386 | -0.075646 | 0.0416 | 0.022156 | 0.014179 | 0.032122 | Male | 79 | No | Yes | Employed | Rural | High School or Below | 1,672,725,600 |
24 | No | No phone service | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 8655a0d8-a7f2-4d45-940f-325595290a7a | no_churn | 0.016091 | 0 | no_churn | 0.009922 | 0.040207 | -0.0079 | 0.046028 | 0.043828 | 0.093165 | 0.060503 | 0.068554 | Male | 46 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,672,725,600 |
28 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 7cdb9152-fb21-4c0b-a6dd-5e5d2ba96faa | no_churn | 0.037503 | 0 | no_churn | -0.088153 | -0.010926 | -0.027303 | -0.054081 | 0.015941 | 0.041572 | -0.057518 | -0.068558 | Female | 52 | Yes | Yes | Medical Leave | Suburban | Master | 1,672,725,600 |
59 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1457073e-40d0-4b9b-87a8-8474a976c36d | no_churn | 0.011918 | 0 | no_churn | -0.072395 | -0.007852 | 0.009029 | -0.06127 | -0.066545 | 0.038931 | -0.020358 | -0.008568 | Female | 59 | No | No | Employed | Rural | Bachelor | 1,672,725,600 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5dc69b68-308b-4976-83c9-55337731436d | no_churn | 0.707128 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 36 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
3 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e637a3a9-ee00-4b37-a4c2-43a529dd98bf | churn | 0.657749 | 1 | churn | 0.161613 | 0.100334 | 0.035027 | 0.010374 | 0.067211 | 0.145554 | -0.007111 | 0.004512 | Female | 64 | No | No | Unemployed | Suburban | High School or Below | 1,672,725,600 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 3450f3c4-3a68-461a-a529-718c267a6ff9 | no_churn | 0.540194 | 0 | no_churn | 0.156586 | -0.002524 | 0.11328 | 0.015258 | 0.064215 | 0.138337 | 0.094062 | 0.018379 | Male | 65 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
35 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 2bcf91cf-2fc3-45b2-bc48-e0610985924e | no_churn | 0.057026 | 0 | no_churn | 0.079569 | 0.001476 | 0.044402 | 0.089058 | 0.111899 | 0.088995 | -0.018167 | -0.016259 | Female | 36 | Yes | No | Employed | Suburban | High School or Below | 1,672,725,600 |
52 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 8eae58fd-fe4b-4476-ab2c-48fb42b4c87c | no_churn | 0.04967 | 0 | no_churn | -0.092212 | -0.005816 | 0.009917 | -0.012114 | -0.132586 | 0.035204 | -0.021755 | -0.016331 | Male | 29 | No | Yes | Retired | Suburban | Bachelor | 1,672,725,600 |
5 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5e543e9c-ad17-4dab-a75e-e826ce6ada08 | no_churn | 0.26335 | 0 | no_churn | -0.000893 | -0.020225 | -0.090986 | -0.060594 | -0.060785 | 0.047495 | -0.042813 | -0.036378 | Male | 63 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
35 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 2bba323c-8574-49b3-8196-e7818a379857 | no_churn | 0.243999 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Female | 60 | No | Yes | Medical Leave | Rural | Bachelor | 1,672,725,600 |
37 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 45a9ef0a-c575-43ad-b6e2-bb7656a41ed0 | no_churn | 0.071517 | 0 | no_churn | -0.105878 | 0.051541 | 0.008097 | -0.085764 | -0.068305 | 0.055384 | -0.030966 | -0.045135 | Male | 75 | No | Yes | Unemployed | Rural | Bachelor | 1,672,725,600 |
43 | Yes | Yes | Fiber optic | Phone_Support | One year | <50hrs | Active | 3d2db135-f346-4cde-80ac-4238f7aab140 | churn | 0.412524 | 1 | churn | -0.037482 | -0.00246 | 0.033358 | 0.063019 | -0.102039 | -0.224466 | 0.014026 | 0.067017 | Male | 73 | No | No | Employed | Suburban | College | 1,672,725,600 |
9 | Yes | No | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 57337404-6fa3-444e-97f5-362b400ade12 | no_churn | 0.550921 | 0 | no_churn | 0.047111 | -0.006663 | -0.029302 | 0.099889 | -0.013837 | 0.108065 | -0.031034 | -0.003728 | Female | 71 | No | No | Employed | Suburban | College | 1,672,725,600 |
71 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 0c631261-7140-4706-a9b6-741e2e75aeb1 | no_churn | 0.002329 | 0 | no_churn | -0.10648 | -0.00408 | -0.039902 | -0.007517 | 0.009272 | 0.055589 | -0.030812 | -0.055096 | Female | 73 | No | No | Unemployed | Rural | Bachelor | 1,672,725,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6158be77-41b0-459e-b68b-e9224b4995c0 | no_churn | 0.032369 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Female | 30 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
45 | Yes | Yes | Medium Speed | Phone_Support | Month-to-month | <80hrs | Active | 3294bc14-96cd-460c-87b3-90d9c4bb5d95 | no_churn | 0.242238 | 0 | no_churn | -0.211794 | -0.00285 | -0.002738 | -0.161126 | 0.046349 | -0.002476 | 0.060973 | 0.044636 | Female | 76 | Yes | Yes | Employed | Suburban | College | 1,672,725,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | aa5461ee-ea37-4d55-a2b2-d80d53f3a21d | no_churn | 0.296113 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 25 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
71 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | 1d676398-11fb-4fd6-a777-360e9894c4c3 | no_churn | 0.028941 | 0 | no_churn | -0.157881 | -0.001421 | 0.000059 | 0.019457 | -0.094388 | 0.046641 | 0.083379 | 0.058463 | Male | 41 | No | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2c511e10-2694-449e-b76c-e29e8b5b300f | no_churn | 0.707128 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Male | 69 | No | No | Employed | Urban | College | 1,672,725,600 |
22 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 569f6740-0eda-4a09-ba5c-51d81fc196e3 | churn | 0.48808 | 1 | churn | -0.07877 | -0.00397 | -0.030487 | 0.081884 | 0.020576 | 0.073363 | -0.021556 | -0.028461 | Male | 23 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
8 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ca71815b-145a-4b7b-a1a8-58b8f3da96cf | churn | 0.166522 | 1 | churn | 0.136258 | -0.010831 | 0.034574 | -0.015825 | 0.092066 | 0.094851 | -0.040348 | -0.051437 | Male | 46 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bf9d51b6-b686-4419-9162-07512a6ce086 | churn | 0.503812 | 1 | churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Female | 34 | No | Yes | Employed | Suburban | Master | 1,672,725,600 |
26 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 40152f68-59c7-4a96-89dd-5f007e37c42f | no_churn | 0.129214 | 0 | no_churn | -0.100311 | -0.009115 | -0.035654 | 0.001839 | -0.116212 | 0.060765 | 0.063733 | 0.049929 | Male | 25 | No | Yes | Employed | Suburban | Bachelor | 1,672,725,600 |
72 | Yes | No | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | d196f1e5-e9d9-4e3c-a4e6-de0331c960b0 | no_churn | 0.01173 | 0 | no_churn | -0.148856 | -0.002786 | -0.028828 | -0.008939 | 0.011204 | -0.14174 | 0.017892 | 0.033026 | Female | 27 | No | No | Medical Leave | Suburban | Bachelor | 1,672,725,600 |
65 | Yes | Yes | Fiber optic | Phone_Support | One year | 100hrs+ | Active | 336e8371-85b3-4657-865e-887cb7f3c678 | no_churn | 0.227148 | 0 | no_churn | -0.152702 | -0.001474 | 0.046244 | -0.072226 | 0.00292 | -0.038863 | -0.026198 | -0.006728 | Male | 20 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,672,725,600 |
6 | Yes | Yes | High Speed | Phone_Support | One year | 0hrs | Disabled | cf5fff4d-91d1-4a2d-9ed8-5d3b3d45a77d | no_churn | 0.028853 | 0 | no_churn | -0.020559 | -0.004558 | -0.006895 | -0.032461 | 0.00457 | -0.111666 | -0.043065 | -0.054392 | Male | 38 | No | No | Employed | Suburban | Bachelor | 1,672,725,600 |
70 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 6c010cc0-f8de-4c1b-bb4a-21f8e726349a | no_churn | 0.087955 | 0 | no_churn | -0.194687 | -0.003834 | -0.056946 | -0.0498 | -0.016627 | 0.049149 | -0.00722 | 0.045941 | Male | 66 | No | Yes | Disabled | Suburban | Bachelor | 1,672,725,600 |
71 | Yes | Yes | High Speed | In_Store_Support | Two year | <50hrs | Active | c6f8bbb5-903e-4690-8199-4969bbbbce69 | no_churn | 0.028941 | 0 | no_churn | -0.092061 | -0.002753 | 0.0071 | -0.006943 | -0.055293 | -0.183766 | 0.035102 | 0.029589 | Male | 69 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
67 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e4ae72b4-a2da-408e-b3be-61ba09a86203 | no_churn | 0.131805 | 0 | no_churn | -0.100249 | -0.002171 | 0.036298 | -0.004519 | 0.055668 | 0.070385 | -0.028481 | -0.024623 | Female | 49 | No | No | Employed | Suburban | Doctor | 1,672,725,600 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4a63a686-b9b1-46c2-a67c-5ad05422a9f2 | churn | 0.613922 | 1 | churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 31 | No | Yes | Employed | Rural | High School or Below | 1,672,725,600 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 706d195f-64b6-4d86-b4dd-fbebaf7a6563 | no_churn | 0.202959 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Male | 49 | Yes | No | Employed | Suburban | Doctor | 1,672,725,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 55eaa436-3457-4daa-98d0-7807b251eaff | no_churn | 0.296113 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 53 | No | No | Unemployed | Suburban | High School or Below | 1,672,725,600 |
29 | No | No phone service | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | c595c89d-1827-4c76-998a-b19083d19cd1 | no_churn | 0.084563 | 0 | no_churn | -0.053716 | 0.046006 | 0.013141 | -0.022382 | 0.028588 | -0.211427 | -0.023312 | -0.025925 | Male | 43 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e5d9abd4-c07d-43b4-a981-5703be764e5b | churn | 0.613922 | 1 | churn | 0.168546 | -0.003415 | 0.041361 | 0.150134 | -0.023328 | 0.141803 | -0.031479 | -0.030816 | Male | 54 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
12 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 347bfc46-7245-4a25-9d83-b549f8550902 | no_churn | 0.02453 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Female | 43 | 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 | 5aacc0f8-81aa-42dc-90f3-371ea9708f64 | no_churn | 0.657422 | 0 | no_churn | 0.172792 | -0.004214 | 0.052199 | 0.060285 | 0.150936 | 0.138472 | 0.07891 | 0.039926 | Female | 30 | No | No | Unemployed | Rural | College | 1,672,725,600 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 27d8a146-1805-4bbf-9794-2388d8eec046 | no_churn | 0.069922 | 0 | no_churn | -0.12524 | -0.004352 | -0.056179 | 0.077847 | 0.028471 | 0.064872 | -0.037299 | -0.024627 | Female | 52 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,725,600 |
4 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 81c7f939-33c1-44a9-91a3-fa65759a531a | no_churn | 0.243459 | 0 | no_churn | 0.157525 | 0.066548 | 0.037229 | -0.059335 | -0.025146 | 0.112588 | -0.028306 | 0.004601 | Male | 69 | Yes | No | Employed | Rural | Bachelor | 1,672,725,600 |
28 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c6a6ce90-2e44-49e4-8144-1da660e2030f | no_churn | 0.037503 | 0 | no_churn | -0.088153 | -0.010926 | -0.027303 | -0.054081 | 0.015941 | 0.041572 | -0.057518 | -0.068558 | Male | 43 | No | Yes | Unemployed | Urban | Master | 1,672,725,600 |
35 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 26e96e76-a371-44ee-8847-792550d2c7b4 | no_churn | 0.42342 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Female | 47 | No | Yes | Employed | Rural | High School or Below | 1,672,725,600 |
5 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 9a1b155c-8aa3-41e7-9dcf-640b84821c24 | no_churn | 0.27579 | 0 | no_churn | -0.000893 | -0.020225 | -0.090986 | -0.060594 | -0.060785 | 0.047495 | -0.042813 | -0.036378 | Female | 32 | No | Yes | Employed | Urban | Master | 1,672,725,600 |
4 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 07e6159e-b66e-4da1-bfc1-52cfcba905a5 | no_churn | 0.441151 | 0 | no_churn | 0.027794 | -0.011964 | -0.016636 | -0.148777 | -0.094111 | 0.058259 | -0.044004 | -0.039589 | Male | 31 | No | No | Employed | Suburban | College | 1,672,725,600 |
21 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fd1a4b98-dd3d-41d7-8e83-dfe622d1020c | no_churn | 0.062612 | 0 | no_churn | -0.032372 | -0.005897 | -0.055296 | -0.129508 | 0.00409 | 0.062099 | -0.021014 | -0.011127 | Female | 51 | No | No | Employed | Rural | Master | 1,672,725,600 |
18 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 99ab472f-2c49-4703-829c-568f7c560468 | no_churn | 0.121843 | 0 | no_churn | -0.111352 | -0.006179 | -0.024757 | -0.058838 | 0.002487 | 0.032894 | -0.04609 | -0.05719 | Female | 23 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,672,725,600 |
71 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 556e063e-9d9f-4d65-b327-2849d3e63932 | no_churn | 0.002468 | 0 | no_churn | -0.130325 | -0.002316 | 0.030519 | 0.024619 | 0.053355 | 0.076573 | -0.025408 | -0.047043 | Male | 35 | No | No | Employed | Urban | College | 1,672,725,600 |
35 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 52c05f20-c706-4f1f-a88e-626e4356e0a8 | no_churn | 0.057026 | 0 | no_churn | 0.079569 | 0.001476 | 0.044402 | 0.089058 | 0.111899 | 0.088995 | -0.018167 | -0.016259 | Male | 57 | No | Yes | Employed | Rural | Master | 1,672,725,600 |
32 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 258bf6e0-ea7c-4e73-b033-b499548c865b | no_churn | 0.473498 | 0 | no_churn | -0.08864 | -0.002134 | 0.069597 | -0.022316 | 0.06713 | 0.0919 | 0.048907 | 0.094591 | Male | 73 | No | Yes | Unemployed | Suburban | Master | 1,672,725,600 |
53 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 2871fc04-2244-4fdf-ab3a-55b3c6ac5889 | no_churn | 0.066659 | 0 | no_churn | -0.109769 | -0.004969 | -0.044453 | -0.061372 | 0.021323 | 0.027352 | -0.045031 | -0.052107 | Female | 28 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
65 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | 0614669d-ed2c-485f-a7d0-0d369409ca8e | churn | 0.337956 | 1 | churn | -0.191967 | 0.000053 | -0.01802 | -0.007005 | 0.02629 | 0.038686 | 0.04953 | 0.086075 | Male | 80 | No | Yes | Medical Leave | Suburban | High School or Below | 1,672,725,600 |
53 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4a3e3ae3-6a9d-466c-ad8c-e5a52e16bfd9 | no_churn | 0.066659 | 0 | no_churn | -0.109769 | -0.004969 | -0.044453 | -0.061372 | 0.021323 | 0.027352 | -0.045031 | -0.052107 | Male | 31 | No | Yes | Unemployed | Suburban | College | 1,672,725,600 |
53 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | b52c7ea8-b861-4b0c-806d-15524bf1cef1 | churn | 0.461734 | 1 | churn | -0.181013 | -0.00266 | -0.010279 | -0.021945 | -0.126897 | 0.04386 | 0.020817 | 0.039091 | Male | 48 | No | Yes | Employed | Suburban | College | 1,672,725,600 |
5 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9d537fac-3d66-4235-a83c-5568c5648b44 | churn | 0.4973 | 1 | churn | 0.09493 | -0.005606 | -0.075238 | 0.061633 | 0.011272 | 0.112655 | -0.015544 | -0.03558 | Male | 80 | Yes | No | Unemployed | Rural | College | 1,672,725,600 |
4 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bf6930d6-ca70-48f8-83bb-c15da51881ac | no_churn | 0.441151 | 0 | no_churn | 0.027794 | -0.011964 | -0.016636 | -0.148777 | -0.094111 | 0.058259 | -0.044004 | -0.039589 | Female | 75 | Yes | No | Employed | Suburban | College | 1,672,725,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7620b052-59a7-4804-a9f8-d3bcf6eca51b | no_churn | 0.319711 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 67 | No | Yes | Employed | Suburban | Master | 1,672,725,600 |
24 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 7c19de0a-3f57-43fa-b6fa-3eb406fd3db7 | no_churn | 0.096304 | 0 | no_churn | -0.094651 | -0.007837 | 0.031957 | -0.076259 | -0.066049 | 0.078888 | 0.074125 | 0.069134 | Male | 52 | No | No | Unemployed | Urban | College | 1,672,725,600 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2778e0a4-1193-4eb4-904d-1105ecea0751 | no_churn | 0.546014 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 59 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,725,600 |
37 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | b1a8c6ab-695c-4d5f-b24e-aa88d6b53308 | no_churn | 0.071517 | 0 | no_churn | -0.105878 | 0.051541 | 0.008097 | -0.085764 | -0.068305 | 0.055384 | -0.030966 | -0.045135 | Male | 35 | No | Yes | Employed | Urban | College | 1,672,725,600 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 73369019-3097-4880-8a08-07cc2e8a7f19 | churn | 0.014194 | 0 | no_churn | -0.149279 | -0.002464 | 0.002065 | -0.013213 | 0.019094 | -0.218137 | 0.040921 | 0.051988 | Male | 30 | Yes | No | Employed | Suburban | Doctor | 1,672,725,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 4b51be7e-a3e0-4aa8-9960-45419c382eb2 | churn | 0.878023 | 1 | churn | 0.363996 | -0.003773 | -0.023682 | 0.050704 | 0.044275 | 0.157237 | 0.098271 | 0.043945 | Female | 33 | No | No | Employed | Suburban | High School or Below | 1,672,725,600 |
23 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7454d9d5-1fff-4dea-8507-25d233e70f8e | no_churn | 0.229461 | 0 | no_churn | -0.055129 | -0.016531 | 0.012466 | -0.107466 | -0.049717 | 0.040597 | -0.022629 | -0.030618 | Male | 63 | Yes | No | Unemployed | Suburban | Master | 1,672,725,600 |
23 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c609e12d-9536-499d-8752-1c33eba65b90 | no_churn | 0.016058 | 0 | no_churn | -0.110315 | 0.04116 | -0.004746 | -0.04916 | -0.117344 | 0.052033 | -0.023264 | -0.05739 | Female | 50 | No | Yes | Employed | Urban | Bachelor | 1,672,725,600 |
72 | Yes | Yes | Low Speed | In_Store_Support | One year | <80hrs | Active | 564ddf39-fdda-4cb3-8a08-2f204e9b5d01 | no_churn | 0.052584 | 0 | no_churn | -0.106529 | -0.006486 | -0.003379 | -0.067405 | -0.009298 | -0.064862 | 0.018217 | 0.041626 | Male | 70 | No | Yes | Unemployed | Suburban | College | 1,672,725,600 |
24 | Yes | Yes | Low Speed | In_Store_Support | One year | <80hrs | Active | fdeb6627-5fef-4596-bf8e-ab6a0f7ac128 | no_churn | 0.096304 | 0 | no_churn | -0.071416 | -0.011307 | 0.006638 | -0.045397 | -0.035356 | -0.107834 | 0.031771 | 0.043874 | Female | 39 | No | No | Employed | Suburban | Master | 1,672,725,600 |
38 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 6aca5d1a-ae53-41c2-bd59-2cd615fb6148 | no_churn | 0.204225 | 0 | no_churn | -0.193367 | -0.006486 | 0.041314 | -0.004618 | 0.020141 | 0.063874 | 0.019068 | 0.011047 | Female | 22 | Yes | Yes | Employed | Rural | Master | 1,672,725,600 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 900b792d-182f-4db2-92e0-c29a900b692a | churn | 0.818874 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 30 | No | No | Unemployed | Urban | College | 1,672,725,600 |
44 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3374c227-189f-486a-8456-090dad862bbe | no_churn | 0.018782 | 0 | no_churn | -0.094352 | -0.008489 | -0.002301 | -0.070148 | -0.028941 | 0.038562 | -0.029485 | -0.048872 | Male | 32 | No | No | Employed | Suburban | College | 1,672,725,600 |
35 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | e29c5402-ba88-4bdf-b58d-ff2405018bfa | no_churn | 0.243999 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Male | 76 | No | Yes | Retired | Rural | Doctor | 1,672,725,600 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e81d8ee7-d7e1-40d5-8c94-3cd41440ac14 | churn | 0.602869 | 1 | churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Male | 37 | No | No | Unemployed | Urban | College | 1,672,725,600 |
10 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 1c727ed7-55e0-48ac-875f-c673f17c8860 | no_churn | 0.219751 | 0 | no_churn | -0.033471 | -0.014237 | -0.015706 | -0.113635 | -0.005698 | 0.051802 | -0.05913 | -0.073952 | Female | 49 | No | No | Medical Leave | Rural | Bachelor | 1,672,725,600 |
41 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 96547f54-a1d0-4f03-9d64-13f38927772a | churn | 0.366524 | 1 | churn | -0.124319 | -0.007775 | -0.099464 | 0.051821 | 0.039005 | 0.072534 | -0.030871 | -0.051361 | Female | 56 | No | No | Employed | Suburban | Master | 1,672,725,600 |
20 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 08463a0b-e6f5-4216-b4ed-4bce6272c4ea | no_churn | 0.021112 | 0 | no_churn | -0.032411 | -0.005014 | -0.037117 | -0.029807 | -0.001551 | -0.085108 | -0.039889 | -0.038131 | Male | 50 | Yes | No | Employed | Suburban | Bachelor | 1,672,725,600 |
51 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | ce52d842-1b28-4168-9acf-87179ca78a4b | churn | 0.559357 | 1 | churn | -0.195309 | -0.001625 | 0.029633 | -0.052907 | 0.017375 | 0.083299 | -0.027088 | 0.067596 | Female | 41 | Yes | Yes | Medical Leave | Suburban | High School or Below | 1,672,725,600 |
13 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 22e2a46b-282c-4029-a991-d9e1d6783518 | churn | 0.602869 | 1 | churn | 0.052194 | -0.005021 | -0.0668 | 0.148805 | -0.008346 | 0.108179 | -0.039669 | -0.027313 | Female | 79 | Yes | No | Medical Leave | Suburban | Bachelor | 1,672,725,600 |
72 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | c9f2869c-a849-4989-acfd-bccd4fa2a6f8 | no_churn | 0.024942 | 0 | no_churn | -0.264017 | -0.002319 | -0.018332 | -0.064339 | 0.01517 | 0.062642 | -0.036577 | 0.058746 | Male | 40 | No | Yes | Employed | Urban | High School or Below | 1,672,725,600 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f5da089b-4c5b-4015-9710-6f9bdf851ddf | no_churn | 0.387835 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 49 | No | No | Unemployed | Urban | College | 1,672,725,600 |
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