Model Evaluation Report
Classification Metrics
| precision | recall | f1-score | support | |
|---|---|---|---|---|
| Art & Design | 0.9094 | 0.8799 | 0.8944 | 2099 |
| Arts & Entertainment | 0.947 | 0.9461 | 0.9466 | 5140 |
| Autos & Vehicles | 0.9702 | 0.9698 | 0.97 | 2083 |
| Beauty & Fitness | 0.9388 | 0.9001 | 0.919 | 1671 |
| Books & Literature | 0.9296 | 0.9338 | 0.9317 | 1315 |
| Business & Industry | 0.8875 | 0.8743 | 0.8809 | 3222 |
| Education & Careers | 0.9571 | 0.9541 | 0.9556 | 3856 |
| Electronics & Hardware | 0.9008 | 0.9169 | 0.9088 | 1961 |
| Finance & Investment | 0.923 | 0.9242 | 0.9236 | 2323 |
| Food & Drink | 0.9672 | 0.9724 | 0.9698 | 3665 |
| Games & Recreation | 0.9568 | 0.9527 | 0.9548 | 2116 |
| Health & Wellness | 0.963 | 0.9679 | 0.9655 | 4490 |
| Hobbies & Leisure | 0.8633 | 0.8124 | 0.837 | 1018 |
| Home & Gardening | 0.9412 | 0.9537 | 0.9474 | 4382 |
| Industrial & Manufacturing | 0.9259 | 0.9208 | 0.9233 | 1831 |
| Internet & Telecom | 0.8716 | 0.8512 | 0.8613 | 1156 |
| Law & Government | 0.9396 | 0.948 | 0.9437 | 1345 |
| News & Politics | 0.9532 | 0.9391 | 0.9461 | 1690 |
| People & Society | 0.8 | 0.7758 | 0.7877 | 892 |
| Real Estate & Property | 0.9376 | 0.9472 | 0.9423 | 1760 |
| Religion & Society | 0.9168 | 0.9364 | 0.9265 | 2107 |
| Science & Research | 0.9236 | 0.9366 | 0.9301 | 1356 |
| Shopping & Retail | 0.8992 | 0.9389 | 0.9186 | 1472 |
| Software Applications | 0.7827 | 0.7847 | 0.7837 | 1593 |
| Software Engineering | 0.8836 | 0.9002 | 0.8918 | 1763 |
| Sports & Athletics | 0.9647 | 0.9677 | 0.9662 | 3836 |
| Travel & Transportation | 0.9571 | 0.9601 | 0.9586 | 2534 |
| accuracy | 0.9307 | 0.9307 | 0.9307 | 0.9307 |
| macro avg | 0.9189 | 0.9172 | 0.918 | 62676 |
| weighted avg | 0.9306 | 0.9307 | 0.9306 | 62676 |
Confusion Matrix
| Pred Art & Design | Pred Arts & Entertainment | Pred Autos & Vehicles | Pred Beauty & Fitness | Pred Books & Literature | Pred Business & Industry | Pred Education & Careers | Pred Electronics & Hardware | Pred Finance & Investment | Pred Food & Drink | Pred Games & Recreation | Pred Health & Wellness | Pred Hobbies & Leisure | Pred Home & Gardening | Pred Industrial & Manufacturing | Pred Internet & Telecom | Pred Law & Government | Pred News & Politics | Pred People & Society | Pred Real Estate & Property | Pred Religion & Society | Pred Science & Research | Pred Shopping & Retail | Pred Software Applications | Pred Software Engineering | Pred Sports & Athletics | Pred Travel & Transportation | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Actual Art & Design | 1847 | 127 | 2 | 9 | 11 | 4 | 10 | 5 | 1 | 2 | 3 | 2 | 8 | 5 | 6 | 0 | 2 | 6 | 8 | 0 | 11 | 7 | 4 | 5 | 5 | 2 | 7 |
| Actual Arts & Entertainment | 88 | 4863 | 0 | 5 | 28 | 3 | 12 | 11 | 1 | 14 | 17 | 8 | 6 | 0 | 0 | 4 | 3 | 12 | 14 | 0 | 15 | 4 | 2 | 5 | 1 | 21 | 3 |
| Actual Autos & Vehicles | 2 | 4 | 2020 | 0 | 0 | 5 | 1 | 8 | 3 | 1 | 2 | 2 | 4 | 4 | 6 | 0 | 3 | 1 | 0 | 1 | 1 | 1 | 2 | 1 | 2 | 5 | 4 |
| Actual Beauty & Fitness | 9 | 7 | 1 | 1504 | 3 | 3 | 0 | 0 | 1 | 10 | 3 | 6 | 7 | 8 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 1 | 97 | 0 | 0 | 2 | 3 |
| Actual Books & Literature | 5 | 18 | 0 | 2 | 1228 | 3 | 13 | 0 | 0 | 3 | 3 | 3 | 0 | 2 | 0 | 0 | 0 | 2 | 10 | 0 | 12 | 2 | 0 | 2 | 0 | 2 | 5 |
| Actual Business & Industry | 9 | 3 | 10 | 5 | 1 | 2817 | 31 | 7 | 114 | 7 | 4 | 7 | 4 | 10 | 72 | 21 | 21 | 9 | 10 | 6 | 4 | 5 | 6 | 18 | 9 | 5 | 7 |
| Actual Education & Careers | 7 | 12 | 2 | 1 | 7 | 32 | 3679 | 0 | 4 | 3 | 1 | 22 | 5 | 3 | 3 | 1 | 3 | 2 | 11 | 3 | 13 | 17 | 0 | 5 | 6 | 10 | 4 |
| Actual Electronics & Hardware | 2 | 2 | 5 | 0 | 0 | 5 | 3 | 1798 | 1 | 0 | 4 | 1 | 2 | 14 | 8 | 6 | 0 | 0 | 0 | 0 | 0 | 4 | 3 | 75 | 26 | 2 | 0 |
| Actual Finance & Investment | 0 | 3 | 4 | 0 | 0 | 96 | 6 | 3 | 2147 | 1 | 3 | 6 | 1 | 3 | 1 | 6 | 10 | 8 | 5 | 10 | 3 | 1 | 1 | 0 | 1 | 1 | 3 |
| Actual Food & Drink | 3 | 11 | 0 | 2 | 2 | 5 | 1 | 0 | 1 | 3564 | 2 | 17 | 7 | 12 | 2 | 1 | 0 | 0 | 4 | 0 | 4 | 4 | 5 | 0 | 0 | 5 | 13 |
| Actual Games & Recreation | 3 | 13 | 1 | 1 | 7 | 5 | 1 | 9 | 5 | 1 | 2016 | 1 | 8 | 2 | 0 | 1 | 0 | 2 | 3 | 0 | 3 | 2 | 3 | 6 | 4 | 15 | 4 |
| Actual Health & Wellness | 1 | 2 | 1 | 8 | 1 | 20 | 17 | 2 | 5 | 9 | 0 | 4346 | 0 | 6 | 3 | 1 | 8 | 3 | 12 | 0 | 11 | 15 | 2 | 2 | 0 | 12 | 3 |
| Actual Hobbies & Leisure | 10 | 9 | 2 | 4 | 1 | 0 | 2 | 2 | 1 | 12 | 7 | 1 | 827 | 96 | 4 | 0 | 0 | 1 | 8 | 3 | 1 | 3 | 13 | 1 | 0 | 8 | 2 |
| Actual Home & Gardening | 5 | 1 | 8 | 2 | 1 | 2 | 1 | 5 | 1 | 14 | 1 | 9 | 53 | 4179 | 12 | 0 | 2 | 1 | 4 | 65 | 1 | 2 | 5 | 0 | 0 | 2 | 6 |
| Actual Industrial & Manufacturing | 1 | 0 | 4 | 0 | 1 | 71 | 2 | 18 | 2 | 1 | 0 | 4 | 4 | 15 | 1686 | 0 | 4 | 2 | 0 | 4 | 3 | 7 | 0 | 0 | 1 | 1 | 0 |
| Actual Internet & Telecom | 1 | 4 | 0 | 0 | 0 | 19 | 1 | 13 | 6 | 1 | 2 | 1 | 0 | 1 | 0 | 984 | 1 | 2 | 0 | 0 | 1 | 0 | 0 | 97 | 20 | 0 | 2 |
| Actual Law & Government | 3 | 4 | 3 | 0 | 0 | 17 | 3 | 0 | 10 | 0 | 2 | 7 | 1 | 0 | 0 | 2 | 1275 | 9 | 0 | 1 | 3 | 0 | 0 | 1 | 0 | 3 | 1 |
| Actual News & Politics | 1 | 7 | 1 | 0 | 4 | 8 | 5 | 2 | 8 | 5 | 2 | 6 | 1 | 1 | 3 | 1 | 9 | 1587 | 8 | 3 | 8 | 6 | 0 | 0 | 0 | 8 | 6 |
| Actual People & Society | 7 | 10 | 1 | 4 | 8 | 14 | 17 | 0 | 3 | 4 | 2 | 21 | 2 | 7 | 0 | 1 | 3 | 2 | 692 | 0 | 78 | 3 | 1 | 3 | 0 | 6 | 3 |
| Actual Real Estate & Property | 1 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 5 | 2 | 0 | 4 | 0 | 55 | 2 | 2 | 1 | 1 | 1 | 1667 | 0 | 0 | 1 | 2 | 0 | 0 | 11 |
| Actual Religion & Society | 6 | 9 | 0 | 2 | 11 | 1 | 4 | 0 | 1 | 7 | 0 | 8 | 3 | 2 | 0 | 0 | 3 | 2 | 60 | 0 | 1973 | 4 | 0 | 0 | 1 | 6 | 4 |
| Actual Science & Research | 7 | 3 | 0 | 0 | 2 | 3 | 15 | 6 | 0 | 0 | 3 | 15 | 2 | 0 | 10 | 0 | 0 | 4 | 0 | 0 | 3 | 1270 | 1 | 3 | 6 | 1 | 2 |
| Actual Shopping & Retail | 0 | 1 | 0 | 50 | 0 | 4 | 0 | 3 | 1 | 3 | 1 | 2 | 11 | 4 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1382 | 0 | 0 | 5 | 2 |
| Actual Software Applications | 2 | 3 | 0 | 0 | 0 | 14 | 5 | 90 | 1 | 0 | 5 | 3 | 0 | 0 | 0 | 85 | 4 | 1 | 0 | 0 | 0 | 4 | 0 | 1250 | 126 | 0 | 0 |
| Actual Software Engineering | 1 | 1 | 0 | 0 | 0 | 5 | 4 | 11 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 11 | 2 | 0 | 1 | 0 | 1 | 9 | 0 | 120 | 1587 | 0 | 0 |
| Actual Sports & Athletics | 3 | 14 | 11 | 2 | 4 | 8 | 9 | 2 | 1 | 3 | 14 | 8 | 2 | 6 | 1 | 1 | 3 | 4 | 2 | 3 | 0 | 1 | 7 | 0 | 1 | 3712 | 14 |
| Actual Travel & Transportation | 7 | 4 | 6 | 1 | 1 | 5 | 2 | 1 | 3 | 18 | 1 | 2 | 0 | 5 | 0 | 1 | 0 | 4 | 5 | 12 | 3 | 3 | 2 | 1 | 0 | 14 | 2433 |
Sampled Predictions
| Input | Prediction | Actual |
|---|---|---|
| In order to save time and offer efficiencies in service, please request a policy change using the form provided below. Provide as much detail as possible. Please note that no changes will be made until you have received confirmation from our agency. | Business & Industry | Business & Industry |
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| Bard Academy at Simon's Rock is the nation’s first two-year high school for boarding and day students. Ready to ask the big questions? At Bard Academy, you’ll find faculty who welcome intellectual curiosity, and classmates who love to learn—just as m... | Education & Careers | Education & Careers |
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