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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
52 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a64abcce-3552-4ecd-9b3d-91f67ae1bc11 | no_churn | 0.004813 | 0 | no_churn | -0.092212 | -0.005816 | 0.009917 | -0.012114 | -0.132586 | 0.035204 | -0.021755 | -0.016331 | Female | 25 | No | Yes | Employed | Rural | High School or Below | 1,672,812,000 |
71 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 2a440133-2e47-40ca-9add-2708c67f1e0f | no_churn | 0.002985 | 0 | no_churn | -0.058156 | -0.003283 | -0.010207 | -0.018203 | -0.010686 | -0.142638 | -0.010582 | -0.015272 | Female | 49 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,812,000 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 16ef9349-b27e-41b0-b986-4bd1b2e3da82 | no_churn | 0.246395 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 29 | Yes | Yes | Unemployed | Urban | High School or Below | 1,672,812,000 |
22 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 417ad0f9-d550-4d55-962b-0a4d09c98c5d | churn | 0.254045 | 1 | churn | -0.07628 | -0.006154 | -0.069765 | -0.045519 | -0.017699 | 0.03931 | -0.046578 | -0.04634 | Male | 26 | No | No | Unemployed | Urban | College | 1,672,812,000 |
4 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9d690c37-0b08-4855-bb30-b8fb6e653674 | no_churn | 0.382455 | 0 | no_churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Male | 80 | No | Yes | Unemployed | Suburban | Master | 1,672,812,000 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4243a4b3-dced-417d-b20a-b7c5dcc2e867 | no_churn | 0.065126 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 48 | Yes | No | Employed | Suburban | College | 1,672,812,000 |
6 | Yes | No | Low Speed | Web_Chat_Support | One year | 0hrs | Disabled | 85b84a7e-0a27-4dc0-a0e0-7fcd9137cb46 | no_churn | 0.037775 | 0 | no_churn | 0.013422 | -0.008244 | -0.005993 | -0.018842 | 0.016615 | -0.066812 | -0.030857 | -0.036982 | Female | 42 | No | Yes | Medical Leave | Suburban | High School or Below | 1,672,812,000 |
9 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9a03f883-af28-4e2e-abff-3a4e7ccc8fd4 | churn | 0.293695 | 1 | churn | -0.08601 | -0.013627 | -0.019991 | -0.090398 | 0.02079 | 0.066565 | -0.068188 | -0.078168 | Male | 22 | Yes | Yes | Employed | Urban | Bachelor | 1,672,812,000 |
48 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7ec451a3-a1fe-4d8c-aefe-f3027aa92faf | no_churn | 0.049691 | 0 | no_churn | -0.014987 | 0.001286 | 0.087633 | -0.009762 | 0.086569 | 0.097374 | -0.008985 | -0.008289 | Female | 75 | No | Yes | Unemployed | Rural | College | 1,672,812,000 |
22 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 49196a91-c28c-4d50-883d-95e49803f1c9 | no_churn | 0.263736 | 0 | no_churn | -0.141745 | 0.027137 | -0.011144 | -0.029495 | 0.021842 | 0.058206 | -0.040608 | -0.04322 | Male | 32 | No | No | Medical Leave | Suburban | College | 1,672,812,000 |
15 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 20531dff-924b-4d52-aa17-ecff9f2cf2c6 | churn | 0.212 | 1 | churn | 0.202516 | 0.003267 | 0.061181 | 0.047866 | 0.073023 | 0.151073 | -0.025377 | -0.015549 | Female | 40 | No | No | Medical Leave | Suburban | Doctor | 1,672,812,000 |
12 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 28a408ea-1599-4d32-a3d3-366b771eff6d | no_churn | 0.106267 | 0 | no_churn | -0.018661 | -0.007474 | -0.11331 | -0.06385 | -0.014262 | 0.054742 | -0.04073 | -0.057148 | Female | 30 | No | No | Unemployed | Rural | Bachelor | 1,672,812,000 |
8 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 559c487c-c8fa-410f-8fdf-44f735a1e187 | no_churn | 0.336538 | 0 | no_churn | 0.092419 | -0.013118 | 0.010424 | -0.037118 | 0.069426 | 0.091397 | -0.041665 | -0.057559 | Male | 25 | Yes | Yes | Unemployed | Rural | Doctor | 1,672,812,000 |
7 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bdebde4f-a11d-49ce-b272-1ebc91d66b3e | no_churn | 0.358322 | 0 | no_churn | -0.084109 | -0.004685 | 0.000619 | -0.117865 | 0.019636 | 0.059831 | -0.068754 | -0.073699 | Male | 35 | No | No | Employed | Suburban | College | 1,672,812,000 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bb3c877b-c62a-44ba-a9ee-6223932ea79d | no_churn | 0.329431 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 80 | No | Yes | Unemployed | Suburban | College | 1,672,812,000 |
72 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b6f6a2d3-15ca-4fb6-8484-a2aa4e40e213 | no_churn | 0.002588 | 0 | no_churn | -0.131118 | -0.002279 | 0.030604 | 0.024775 | 0.052951 | 0.076604 | -0.025505 | -0.046058 | Female | 44 | No | Yes | Employed | Suburban | College | 1,672,812,000 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bf1bf231-2e85-4a63-99de-4f1e9817b8f3 | no_churn | 0.305014 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 80 | No | No | Employed | Suburban | College | 1,672,812,000 |
61 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 981159f9-658d-4d94-8775-adad5df6c359 | no_churn | 0.007979 | 0 | no_churn | -0.137635 | -0.00263 | 0.02802 | 0.019106 | 0.04528 | 0.067046 | -0.023354 | -0.010858 | Female | 55 | Yes | Yes | Unemployed | Suburban | College | 1,672,812,000 |
2 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 50f50b6e-7fae-45a2-99be-f16c0db05e0d | no_churn | 0.123848 | 0 | no_churn | 0.104646 | -0.008306 | -0.020163 | -0.088875 | -0.046848 | 0.082932 | -0.049173 | -0.072328 | Female | 60 | No | Yes | Employed | Suburban | Bachelor | 1,672,812,000 |
54 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4e6262bb-cea5-44a2-9a79-ba43c530ee6f | no_churn | 0.010001 | 0 | no_churn | -0.082345 | -0.004489 | -0.095484 | 0.008583 | 0.045589 | 0.023429 | -0.038053 | -0.056256 | Female | 45 | No | No | Unemployed | Rural | Master | 1,672,812,000 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b3125e92-6ad0-4c37-bc39-9031101303d9 | churn | 0.494837 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 60 | Yes | No | Employed | Suburban | Bachelor | 1,672,812,000 |
27 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 1a28a496-7f1e-4d36-8c4c-52fa87eedf51 | no_churn | 0.02441 | 0 | no_churn | -0.04308 | -0.003771 | -0.018598 | -0.030015 | 0.013004 | -0.102484 | -0.039921 | -0.044163 | Male | 39 | No | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
14 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4689b445-2675-43c3-a402-4c2471ab44ad | no_churn | 0.262038 | 0 | no_churn | -0.06192 | -0.005794 | 0.047048 | -0.071653 | -0.03211 | 0.08053 | -0.062974 | -0.072154 | Female | 55 | No | No | Employed | Rural | College | 1,672,812,000 |
30 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | defa8578-56cd-49c7-9752-2500994086b6 | no_churn | 0.013179 | 0 | no_churn | 0.138579 | -0.004893 | 0.038664 | 0.093284 | 0.066222 | 0.110773 | -0.027473 | -0.034183 | Male | 75 | No | No | Employed | Suburban | High School or Below | 1,672,812,000 |
11 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | adbf61c0-a187-4c7d-a41b-7f21092f4db5 | no_churn | 0.166051 | 0 | no_churn | 0.017865 | -0.007259 | -0.118955 | -0.142226 | 0.027698 | 0.059348 | -0.04688 | -0.058617 | Male | 79 | No | No | Employed | Suburban | Master | 1,672,812,000 |
62 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e5212078-86e5-49b4-a2ed-b0a1f4543e8a | no_churn | 0.004984 | 0 | no_churn | -0.10078 | -0.004271 | -0.013121 | -0.023652 | -0.01435 | 0.04306 | -0.046887 | -0.049025 | Female | 36 | No | Yes | Employed | Rural | High School or Below | 1,672,812,000 |
2 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6473f6ef-1538-4e51-82af-10970dd2ed2a | no_churn | 0.549872 | 0 | no_churn | 0.221831 | 0.153175 | 0.072152 | 0.027431 | 0.030538 | 0.16135 | -0.025251 | -0.030838 | Male | 52 | No | No | Unemployed | Suburban | College | 1,672,812,000 |
21 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c33deb91-f45a-4166-9823-9f6011d4addd | no_churn | 0.252315 | 0 | no_churn | -0.058537 | -0.005389 | -0.018694 | -0.061305 | -0.047326 | 0.047343 | -0.050514 | -0.054605 | Male | 70 | No | Yes | Employed | Rural | Master | 1,672,812,000 |
1 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 875c79dd-4161-4a20-b910-e20ae84425d7 | churn | 0.659978 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 68 | Yes | No | Employed | Rural | College | 1,672,812,000 |
16 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 20ba61be-e046-4868-afaf-b35fb08a4eec | churn | 0.150573 | 1 | churn | 0.077264 | -0.004395 | -0.109635 | -0.01722 | -0.032204 | 0.093461 | -0.037504 | -0.02037 | Male | 44 | No | No | Employed | Suburban | Master | 1,672,812,000 |
16 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 5c89c74e-8cf7-408b-a20c-94e5892a2919 | churn | 0.307831 | 1 | churn | 0.063502 | -0.002957 | 0.005952 | -0.053528 | 0.045133 | 0.083717 | -0.046984 | -0.041314 | Male | 57 | Yes | No | Employed | Suburban | College | 1,672,812,000 |
28 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3f9ef96a-feab-4c8b-b113-3069eb68d864 | no_churn | 0.155388 | 0 | no_churn | -0.108946 | 0.09442 | 0.027527 | -0.01739 | 0.002534 | 0.081461 | -0.027974 | -0.030659 | Female | 55 | No | No | Employed | Urban | Doctor | 1,672,812,000 |
13 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 65251b53-f408-4dae-9cd7-3c693aa9d9f3 | no_churn | 0.295719 | 0 | no_churn | -0.096441 | 0.033426 | -0.001371 | -0.091781 | -0.055572 | 0.062798 | -0.055032 | -0.065052 | Female | 45 | No | No | Employed | Urban | High School or Below | 1,672,812,000 |
52 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bd249811-b447-47d7-a703-83a3b016beeb | no_churn | 0.017613 | 0 | no_churn | -0.055615 | -0.00274 | -0.071078 | -0.049366 | 0.047246 | 0.057668 | -0.036647 | -0.058495 | Female | 78 | No | Yes | Employed | Urban | College | 1,672,812,000 |
25 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | fd75628a-3eb6-439f-8a3a-af285ca61663 | no_churn | 0.047768 | 0 | no_churn | -0.067593 | -0.006543 | -0.033364 | -0.104445 | 0.020335 | 0.035294 | -0.053048 | -0.049661 | Male | 47 | No | Yes | Unemployed | Suburban | College | 1,672,812,000 |
62 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9c15ff03-ce71-4097-ab97-b3626e298f67 | no_churn | 0.019513 | 0 | no_churn | -0.106853 | -0.004126 | -0.03533 | -0.008115 | 0.005299 | 0.04977 | -0.036429 | -0.053241 | Female | 78 | No | Yes | Employed | Urban | College | 1,672,812,000 |
24 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 94444795-2b50-4205-b8be-ad6127d3f63c | no_churn | 0.133939 | 0 | no_churn | -0.112462 | -0.006351 | -0.043099 | -0.043896 | 0.003937 | 0.039785 | -0.053268 | -0.043675 | Female | 79 | No | Yes | Employed | Suburban | Master | 1,672,812,000 |
12 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 077e2739-c257-4e30-8137-0cc95136ce59 | no_churn | 0.157604 | 0 | no_churn | 0.005094 | -0.00411 | -0.095397 | -0.018486 | 0.003618 | 0.068773 | -0.038072 | -0.032909 | Female | 24 | Yes | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
36 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | a5a7143b-f554-42d7-bb79-eb4b444c6dba | no_churn | 0.396085 | 0 | no_churn | -0.229732 | -0.006003 | -0.062739 | -0.05123 | -0.013442 | 0.042759 | 0.020259 | 0.036101 | Female | 64 | No | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
55 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3765c26b-8ffa-4270-a048-358d105afaec | no_churn | 0.271392 | 0 | no_churn | -0.128512 | -0.004298 | -0.042109 | -0.044041 | 0.069345 | 0.036238 | -0.012645 | 0.016995 | Female | 78 | No | Yes | Employed | Rural | Bachelor | 1,672,812,000 |
20 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | ba151d10-d926-4d63-851a-d1927499f0fd | churn | 0.81688 | 1 | churn | 0.050462 | -0.003211 | 0.095594 | -0.010544 | 0.128405 | 0.129951 | 0.143122 | 0.137196 | Female | 26 | No | No | Employed | Suburban | College | 1,672,812,000 |
72 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 6bd70e89-c29a-46d4-9fb6-8b48828e3ebc | no_churn | 0.012401 | 0 | no_churn | -0.088868 | 0.000414 | 0.046938 | 0.078498 | 0.104284 | 0.136951 | 0.09685 | 0.094074 | Female | 61 | Yes | No | Employed | Rural | Bachelor | 1,672,812,000 |
46 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 74ad3f24-6d21-43c7-a4f0-51b4f005b070 | no_churn | 0.673629 | 0 | no_churn | -0.030138 | -0.000354 | 0.051769 | 0.100203 | 0.125878 | 0.120076 | 0.175137 | 0.068403 | Female | 56 | No | No | Employed | Suburban | High School or Below | 1,672,812,000 |
34 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 5b64c2b6-3f3e-4074-9b23-1402eee4fb47 | churn | 0.648616 | 1 | churn | -0.022733 | -0.000725 | 0.125609 | 0.08512 | 0.098304 | 0.128578 | 0.113701 | 0.110729 | Female | 25 | Yes | No | Unemployed | Rural | Bachelor | 1,672,812,000 |
13 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 2b5e2352-7ae2-4458-9cf5-35477888eea3 | churn | 0.680716 | 1 | churn | -0.015568 | -0.002185 | -0.042059 | -0.185053 | 0.058172 | 0.078736 | 0.050473 | 0.090458 | Male | 24 | Yes | No | Unemployed | Suburban | College | 1,672,812,000 |
23 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 6c098616-1171-4340-bf29-16d5b4f93a03 | no_churn | 0.227935 | 0 | no_churn | -0.208403 | -0.00921 | -0.131635 | -0.016121 | 0.052192 | 0.016902 | 0.040683 | 0.046565 | Female | 47 | No | Yes | Employed | Suburban | Bachelor | 1,672,812,000 |
30 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 0f12700b-e42c-4743-8974-db77c6a66c11 | churn | 0.461833 | 1 | churn | -0.087247 | -0.003948 | 0.004125 | -0.0185 | 0.032932 | 0.039681 | 0.032205 | 0.074845 | Male | 62 | No | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
8 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | b4360b14-612f-472c-803d-f1694428ee5c | churn | 0.723657 | 1 | churn | -0.049861 | -0.005126 | 0.007634 | -0.118629 | 0.085124 | 0.081347 | -0.045246 | 0.07754 | Male | 45 | No | Yes | Employed | Rural | High School or Below | 1,672,812,000 |
29 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | d4301ed3-caea-43cb-8262-7ca1d0bb88a9 | churn | 0.728525 | 1 | churn | -0.182244 | -0.004469 | -0.004294 | -0.141527 | 0.02178 | 0.055503 | 0.009053 | 0.067173 | Female | 22 | No | No | Employed | Rural | Bachelor | 1,672,812,000 |
31 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 3b647789-930e-429d-8157-9a9f206a1f5e | churn | 0.640841 | 1 | churn | 0.059251 | -0.003259 | 0.091337 | 0.029913 | 0.164485 | 0.088271 | 0.152111 | 0.111531 | Male | 77 | No | No | Employed | Urban | College | 1,672,812,000 |
14 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | c6023f27-d6ed-44d4-b047-44263f83e19f | churn | 0.788658 | 1 | churn | 0.152878 | -0.005249 | 0.041748 | 0.012518 | 0.128538 | 0.126615 | 0.125099 | 0.128828 | Female | 37 | No | No | Unemployed | Suburban | College | 1,672,812,000 |
1 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | d86b4d35-de0f-4107-8fdb-939ecd5c815a | churn | 0.926633 | 1 | churn | 0.285763 | -0.005819 | 0.022577 | -0.022633 | 0.107495 | 0.146924 | 0.095909 | 0.100758 | Female | 51 | No | No | Unemployed | Suburban | Master | 1,672,812,000 |
28 | Yes | No | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | fa4b1e1a-44f1-4eb2-b23c-922d10381778 | churn | 0.173403 | 1 | churn | -0.041196 | -0.002097 | -0.099801 | -0.012452 | 0.033206 | -0.082088 | 0.037285 | 0.068117 | Male | 55 | No | No | Unemployed | Suburban | Bachelor | 1,672,812,000 |
17 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 71db5411-4fae-4fb8-a662-cf8d131742dd | churn | 0.4226 | 1 | churn | 0.11486 | -0.004278 | -0.029078 | 0.008447 | 0.114535 | 0.106728 | 0.13377 | 0.097101 | Male | 75 | No | No | Unemployed | Suburban | Bachelor | 1,672,812,000 |
17 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | b138e0bc-8c0c-4921-be2c-f689e50c2eb6 | no_churn | 0.609478 | 0 | no_churn | -0.029113 | -0.006427 | -0.103445 | -0.012207 | -0.020349 | 0.057546 | -0.072015 | -0.047016 | Male | 76 | Yes | No | Unemployed | Suburban | College | 1,672,812,000 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 64607f90-0e88-421c-ae25-896818c5f8a0 | churn | 0.858189 | 1 | churn | 0.100841 | -0.001926 | 0.13067 | 0.020863 | 0.067553 | 0.141734 | 0.007489 | 0.051646 | Male | 79 | No | Yes | Employed | Suburban | Bachelor | 1,672,812,000 |
28 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 6804fc6e-a370-4ab8-b983-bb7fa2254362 | no_churn | 0.232061 | 0 | no_churn | -0.101184 | -0.003544 | -0.130805 | -0.092415 | 0.04939 | 0.062745 | 0.027243 | 0.019546 | Male | 43 | Yes | No | Employed | Rural | Bachelor | 1,672,812,000 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 4dbbbc6c-d5a3-4558-8e6d-412fa90acec5 | no_churn | 0.637911 | 0 | no_churn | -0.051002 | -0.006403 | -0.131027 | -0.024186 | -0.03663 | 0.058094 | -0.056881 | -0.010992 | Female | 54 | No | Yes | Medical Leave | Suburban | Bachelor | 1,672,812,000 |
11 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 3e9b980e-0211-48f1-8c63-52927c190a7e | churn | 0.81246 | 1 | churn | 0.195451 | -0.002399 | 0.049388 | 0.046396 | 0.076286 | 0.164607 | 0.12071 | 0.080535 | Male | 24 | No | Yes | Employed | Rural | High School or Below | 1,672,812,000 |
35 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | f4dcacb1-31b9-45b3-a0fb-87357194573c | churn | 0.59831 | 1 | churn | -0.212378 | -0.003474 | 0.043703 | -0.003954 | 0.005787 | 0.0565 | -0.090956 | -0.015922 | Male | 35 | No | No | Unemployed | Suburban | Bachelor | 1,672,812,000 |
54 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 0d461f7b-eb71-48d8-8e58-b25267fbee87 | churn | 0.312834 | 1 | churn | -0.184846 | -0.003546 | 0.049019 | -0.065416 | 0.027896 | -0.013954 | -0.079854 | 0.031676 | Female | 68 | No | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 7f634353-87ec-4b5b-8984-508029ca4a55 | no_churn | 0.164168 | 0 | no_churn | -0.260575 | -0.003827 | 0.027785 | -0.005687 | 0.024829 | 0.021214 | -0.06854 | 0.05744 | Female | 34 | Yes | Yes | Employed | Rural | Bachelor | 1,672,812,000 |
34 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 9a0e126c-4b8f-4ec2-96b9-e6097b02c923 | no_churn | 0.548766 | 0 | no_churn | -0.202231 | -0.00346 | 0.029287 | -0.076859 | 0.028897 | 0.035426 | -0.003334 | -0.013621 | Male | 37 | No | No | Unemployed | Suburban | High School or Below | 1,672,812,000 |
26 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 70fb7846-7689-4acb-ac56-17e511f272af | churn | 0.737186 | 1 | churn | -0.139934 | -0.002264 | -0.017416 | 0.01675 | -0.025458 | 0.068113 | -0.064328 | 0.035512 | Female | 51 | No | No | Disabled | Urban | Doctor | 1,672,812,000 |
6 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 421dff1d-d1ea-4625-8d93-58d3983ae450 | churn | 0.641243 | 1 | churn | 0.139773 | -0.002822 | -0.041781 | 0.019283 | 0.081303 | 0.148109 | 0.046857 | 0.069561 | Female | 64 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,812,000 |
50 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 3e2fb096-b67e-44ef-9217-d944ec046245 | no_churn | 0.219553 | 0 | no_churn | -0.085832 | -0.002061 | 0.015515 | 0.050641 | 0.045312 | 0.090738 | 0.000262 | -0.013601 | Male | 53 | No | No | Employed | Suburban | College | 1,672,812,000 |
56 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 0b7d4129-5759-4a2d-8461-965c43f8573d | no_churn | 0.157312 | 0 | no_churn | -0.041535 | -0.00259 | 0.042738 | 0.027817 | 0.083362 | 0.076294 | 0.066104 | -0.011216 | Female | 43 | No | No | Retired | Suburban | Bachelor | 1,672,812,000 |
12 | Yes | No | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Active | 64a4fdec-7c5e-4d27-85f8-d7995575c2ef | churn | 0.238607 | 1 | churn | 0.13818 | -0.001697 | -0.022445 | 0.108438 | -0.0205 | -0.027441 | 0.116641 | 0.099798 | Male | 36 | No | Yes | Unemployed | Rural | Master | 1,672,812,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 83bec071-12d6-428e-b559-77b26b24dd44 | churn | 0.882218 | 1 | churn | 0.220842 | -0.005909 | -0.061361 | 0.083931 | 0.036071 | 0.142791 | 0.000402 | 0.013149 | Male | 29 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,812,000 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | db6dbf53-d5fd-44ca-b8f6-161a4b608b50 | churn | 0.344766 | 1 | churn | -0.25679 | -0.002244 | -0.016678 | -0.062982 | 0.021558 | 0.061392 | -0.046144 | 0.06286 | Male | 28 | No | No | Unemployed | Urban | College | 1,672,812,000 |
4 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 9038af80-305f-4321-be9a-7bdfc83eac12 | churn | 0.838096 | 1 | churn | 0.215139 | -0.000397 | 0.026752 | 0.049706 | 0.12437 | 0.117223 | 0.043634 | 0.054548 | Male | 79 | No | Yes | Medical Leave | Urban | High School or Below | 1,672,812,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | c73b48cb-32cd-44bd-a456-67f297c0a3d4 | churn | 0.882696 | 1 | churn | 0.220842 | -0.005909 | -0.061361 | 0.083931 | 0.036071 | 0.142791 | 0.000402 | 0.013149 | Female | 35 | No | No | Employed | Rural | College | 1,672,812,000 |
62 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | c5cf3434-de89-41e2-9fb5-586fa16daec3 | no_churn | 0.197843 | 0 | no_churn | -0.303627 | -0.003345 | -0.040759 | -0.032945 | 0.012391 | 0.033912 | 0.030163 | 0.035185 | Male | 60 | No | Yes | Unemployed | Suburban | High School or Below | 1,672,812,000 |
29 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | f5627271-1c31-4776-ba0f-ade3c3484d05 | no_churn | 0.611038 | 1 | churn | 0.045309 | -0.002493 | 0.131343 | 0.118339 | 0.046064 | 0.145513 | 0.138861 | 0.065419 | Female | 49 | No | No | Employed | Suburban | Master | 1,672,812,000 |
56 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | c3acc5ed-d41d-4d56-9524-0a0f7172f26d | no_churn | 0.260749 | 0 | no_churn | -0.031389 | -0.003855 | 0.023867 | -0.068328 | -0.031407 | -0.200472 | 0.052375 | 0.040183 | Male | 28 | No | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
47 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 4333e294-b724-4ace-9eeb-0a868aeac39a | no_churn | 0.262907 | 0 | no_churn | 0.064406 | -0.002308 | -0.02648 | 0.055905 | 0.114929 | 0.103113 | 0.034525 | 0.056884 | Male | 75 | No | No | Medical Leave | Suburban | High School or Below | 1,672,812,000 |
45 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | <50hrs | Active | 188939c2-25bb-4dc0-86fe-028c2010e7a7 | no_churn | 0.159203 | 0 | no_churn | -0.148741 | -0.003506 | 0.023162 | 0.018779 | -0.04471 | -0.140713 | 0.006559 | 0.037644 | Male | 71 | No | Yes | Unemployed | Suburban | Master | 1,672,812,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 2dd0b2a1-6c30-4047-801b-e7b36979e366 | churn | 0.86825 | 1 | churn | 0.363996 | -0.003773 | -0.023682 | 0.050704 | 0.044275 | 0.157237 | 0.098271 | 0.043945 | Male | 35 | No | Yes | Unemployed | Suburban | College | 1,672,812,000 |
7 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 5ebca1ff-bf37-46f6-9194-3c94c6e2c667 | no_churn | 0.323607 | 0 | no_churn | 0.203347 | -0.001352 | -0.02627 | 0.045546 | 0.128501 | 0.164958 | 0.118621 | 0.078956 | Female | 47 | Yes | Yes | Employed | Rural | High School or Below | 1,672,812,000 |
51 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 878c9e0d-6b31-4cd9-af16-aa0f71d8e6ab | no_churn | 0.179968 | 0 | no_churn | -0.121386 | -0.001913 | 0.070857 | -0.004393 | 0.085957 | 0.06519 | -0.040698 | -0.023409 | Female | 27 | No | No | Employed | Suburban | High School or Below | 1,672,812,000 |
8 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | f6d90027-4ca8-47c0-9092-0826b359bd56 | churn | 0.614134 | 1 | churn | 0.178349 | -0.002785 | 0.026468 | 0.042644 | 0.106936 | 0.156119 | 0.145336 | 0.067907 | Male | 31 | No | No | Medical Leave | Urban | High School or Below | 1,672,812,000 |
43 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 29aa167e-141e-4dd1-86f0-330b761d7c8f | no_churn | 0.507541 | 0 | no_churn | -0.104973 | -0.002841 | 0.013663 | 0.0601 | 0.030121 | 0.085734 | -0.045485 | -0.054534 | Female | 76 | No | No | Employed | Rural | Bachelor | 1,672,812,000 |
55 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7fc53fcb-8abb-4294-9559-80fd7bc29f9b | churn | 0.43353 | 1 | churn | -0.152118 | -0.003715 | 0.05945 | 0.024264 | 0.057761 | 0.071524 | -0.030128 | -0.045579 | Female | 68 | No | No | Employed | Suburban | Bachelor | 1,672,812,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b2796b13-a511-4c6a-aba8-d7575fc0ad07 | no_churn | 0.567205 | 0 | no_churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Male | 26 | Yes | No | Unemployed | Suburban | Bachelor | 1,672,812,000 |
44 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 9e96c16d-87ea-43bf-b1d2-7c096624aa9b | no_churn | 0.215012 | 0 | no_churn | -0.217903 | -0.005114 | -0.072678 | 0.033546 | 0.002636 | 0.034308 | -0.019418 | -0.024403 | Male | 78 | No | Yes | Unemployed | Suburban | Bachelor | 1,672,812,000 |
60 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 064a2447-b38d-4f1c-8fb9-3f7acb672eef | no_churn | 0.066065 | 0 | no_churn | -0.198403 | -0.004043 | 0.030745 | 0.024506 | -0.011828 | 0.053071 | -0.006837 | -0.005395 | Male | 33 | No | Yes | Employed | Suburban | High School or Below | 1,672,812,000 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 769b7e9d-d778-4011-a0dd-68a2c817f22f | churn | 0.484437 | 1 | churn | 0.174174 | -0.008033 | -0.038621 | 0.132155 | -0.019933 | 0.124624 | -0.014465 | -0.040643 | Female | 39 | No | No | Employed | Rural | Bachelor | 1,672,812,000 |
10 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 200eea25-5a11-408c-88d2-cfa63c957572 | churn | 0.686842 | 1 | churn | 0.045115 | -0.004309 | 0.01049 | 0.152923 | 0.010003 | 0.129236 | -0.046359 | -0.044426 | Male | 74 | No | No | Retired | Rural | High School or Below | 1,672,812,000 |
11 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | aad8c565-d240-4f95-9128-b382ac29ba39 | no_churn | 0.414729 | 0 | no_churn | 0.063281 | -0.001547 | -0.039401 | 0.054692 | 0.008549 | 0.108293 | -0.020649 | -0.007416 | Male | 47 | Yes | No | Unemployed | Rural | College | 1,672,812,000 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e3033a86-f03f-4cc1-b790-fb8e1c8999c6 | no_churn | 0.52144 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 31 | Yes | No | Disabled | Suburban | College | 1,672,812,000 |
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | bf425feb-49b2-491f-9974-68b66bef8a94 | no_churn | 0.470082 | 0 | no_churn | 0.002064 | -0.002232 | -0.062988 | 0.103895 | 0.025581 | 0.110937 | -0.035344 | -0.015785 | Male | 62 | No | No | Employed | Suburban | College | 1,672,812,000 |
16 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8f4fe75c-77f7-4468-9e1f-c80ab4039de9 | churn | 0.395279 | 1 | churn | 0.025901 | -0.003413 | -0.043977 | 0.06131 | -0.000967 | 0.101233 | -0.027175 | -0.009027 | Male | 28 | No | Yes | Retired | Urban | High School or Below | 1,672,812,000 |
16 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 54d0ee7b-d857-4d43-9832-deb739da0784 | no_churn | 0.252719 | 0 | no_churn | 0.025901 | -0.003413 | -0.043977 | 0.06131 | -0.000967 | 0.101233 | -0.027175 | -0.009027 | Female | 43 | Yes | Yes | Employed | Suburban | Bachelor | 1,672,812,000 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 45dc8c40-61cc-42c5-98df-6fee292e738a | no_churn | 0.597321 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Female | 47 | Yes | No | Unemployed | Urban | College | 1,672,812,000 |
42 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 84cfb014-fd5d-42bc-a54a-d80607b6f074 | churn | 0.57052 | 1 | churn | 0.002064 | -0.002232 | -0.062988 | 0.103895 | 0.025581 | 0.110937 | -0.035344 | -0.015785 | Female | 33 | Yes | Yes | Unemployed | Suburban | Master | 1,672,812,000 |
9 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 245d1fe4-e579-4acf-983c-13a80faf0619 | no_churn | 0.703957 | 0 | no_churn | 0.008312 | -0.006355 | 0.012914 | 0.120567 | -0.011532 | 0.11827 | -0.019765 | -0.045725 | Female | 55 | No | No | Employed | Urban | Bachelor | 1,672,812,000 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 0772f96c-d9be-4478-98ec-65873dc93840 | churn | 0.471086 | 1 | churn | 0.025472 | -0.002201 | 0.036609 | 0.006741 | 0.02662 | 0.121255 | -0.038868 | -0.041914 | Female | 49 | Yes | No | Employed | Urban | High School or Below | 1,672,812,000 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2e1fe634-5e40-453b-99bc-545c8527a496 | churn | 0.920185 | 1 | churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 27 | No | No | Employed | Urban | College | 1,672,812,000 |
69 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f5d4b5e8-91fb-4014-befc-2d225b36290f | churn | 0.434682 | 1 | churn | -0.123675 | -0.003122 | 0.068447 | 0.063555 | 0.045199 | 0.089987 | -0.013162 | -0.040149 | Female | 46 | No | No | Employed | Suburban | Doctor | 1,672,812,000 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | dc67bdf6-64ad-434b-8214-d10020588ac3 | no_churn | 0.76724 | 0 | no_churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 42 | No | No | Employed | Suburban | High School or Below | 1,672,812,000 |
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