# Model Evaluation Report ### Classification Metrics | | precision | recall | f1-score | support | |:-----------------------------------|------------:|---------:|-----------:|-----------:| | Academic Writing | 0.9258 | 0.9363 | 0.931 | 879 | | Content Listing | 0.8955 | 0.8915 | 0.8935 | 1134 | | Creative Writing | 0.8947 | 0.7774 | 0.832 | 328 | | Customer Support Page | 0.8469 | 0.8557 | 0.8513 | 582 | | Discussion Forum / Comment Section | 0.8924 | 0.8038 | 0.8458 | 423 | | FAQs | 0.7617 | 0.8802 | 0.8167 | 167 | | Incomplete Content | 0.8649 | 0.7619 | 0.8101 | 84 | | Knowledge Article | 0.8233 | 0.8782 | 0.8499 | 1905 | | Legal Notices | 0.9477 | 0.9348 | 0.9412 | 368 | | Listicle | 0.7695 | 0.8198 | 0.7939 | 505 | | News Article | 0.957 | 0.9514 | 0.9542 | 3933 | | Nonfiction Writing | 0.7231 | 0.5109 | 0.5987 | 92 | | Organizational About Page | 0.8849 | 0.9093 | 0.8969 | 1995 | | Organizational Announcement | 0.8745 | 0.9058 | 0.8899 | 2431 | | Personal About Page | 0.9235 | 0.9337 | 0.9286 | 724 | | Personal Blog | 0.9257 | 0.9168 | 0.9213 | 4473 | | Product Page | 0.9654 | 0.9581 | 0.9617 | 16314 | | Q&A Forum | 0.9182 | 0.8938 | 0.9058 | 452 | | Spam / Ads | 0.75 | 0.4286 | 0.5455 | 7 | | Structured Data | 0.9258 | 0.9021 | 0.9138 | 235 | | Technical Writing | 0.9137 | 0.8889 | 0.9011 | 405 | | Transcript / Interview | 0.7033 | 0.7442 | 0.7232 | 86 | | Tutorial / How-To Guide | 0.8771 | 0.8915 | 0.8842 | 2249 | | User Reviews | 0.8792 | 0.8285 | 0.8531 | 729 | | accuracy | 0.9243 | 0.9243 | 0.9243 | 0.9243 | | macro avg | 0.8685 | 0.8418 | 0.8518 | 40500 | | weighted avg | 0.925 | 0.9243 | 0.9244 | 40500 | ### Confusion Matrix | | Pred Academic Writing | Pred Content Listing | Pred Creative Writing | Pred Customer Support Page | Pred Discussion Forum / Comment Section | Pred FAQs | Pred Incomplete Content | Pred Knowledge Article | Pred Legal Notices | Pred Listicle | Pred News Article | Pred Nonfiction Writing | Pred Organizational About Page | Pred Organizational Announcement | Pred Personal About Page | Pred Personal Blog | Pred Product Page | Pred Q&A Forum | Pred Spam / Ads | Pred Structured Data | Pred Technical Writing | Pred Transcript / Interview | Pred Tutorial / How-To Guide | Pred User Reviews | |:------------------------------------------|------------------------:|-----------------------:|------------------------:|-----------------------------:|------------------------------------------:|------------:|--------------------------:|-------------------------:|---------------------:|----------------:|--------------------:|--------------------------:|---------------------------------:|-----------------------------------:|---------------------------:|---------------------:|--------------------:|-----------------:|------------------:|-----------------------:|-------------------------:|------------------------------:|-------------------------------:|--------------------:| | Actual Academic Writing | 823 | 3 | 0 | 0 | 0 | 0 | 0 | 35 | 0 | 0 | 1 | 0 | 2 | 6 | 1 | 1 | 2 | 0 | 0 | 0 | 4 | 0 | 1 | 0 | | Actual Content Listing | 6 | 1011 | 2 | 1 | 0 | 0 | 0 | 5 | 0 | 15 | 3 | 0 | 11 | 15 | 0 | 6 | 47 | 1 | 0 | 0 | 0 | 2 | 7 | 2 | | Actual Creative Writing | 0 | 1 | 255 | 0 | 2 | 0 | 0 | 14 | 0 | 1 | 2 | 0 | 0 | 0 | 1 | 33 | 16 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | | Actual Customer Support Page | 0 | 1 | 0 | 498 | 0 | 16 | 0 | 5 | 7 | 0 | 0 | 0 | 3 | 6 | 0 | 0 | 21 | 1 | 0 | 1 | 7 | 0 | 15 | 1 | | Actual Discussion Forum / Comment Section | 1 | 1 | 0 | 2 | 340 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 4 | 2 | 48 | 2 | 4 | 0 | 0 | 0 | 2 | 1 | 12 | | Actual FAQs | 0 | 0 | 0 | 2 | 0 | 147 | 0 | 5 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 1 | 0 | | Actual Incomplete Content | 0 | 6 | 0 | 0 | 0 | 0 | 64 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 7 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | | Actual Knowledge Article | 28 | 1 | 2 | 3 | 0 | 1 | 1 | 1673 | 1 | 9 | 14 | 3 | 18 | 17 | 4 | 11 | 67 | 6 | 0 | 12 | 2 | 1 | 30 | 1 | | Actual Legal Notices | 0 | 0 | 0 | 7 | 0 | 1 | 0 | 2 | 344 | 0 | 0 | 0 | 4 | 4 | 0 | 1 | 3 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | | Actual Listicle | 0 | 8 | 0 | 0 | 1 | 0 | 0 | 8 | 0 | 414 | 5 | 0 | 1 | 1 | 0 | 17 | 29 | 0 | 0 | 0 | 0 | 0 | 21 | 0 | | Actual News Article | 3 | 1 | 0 | 2 | 0 | 0 | 0 | 40 | 0 | 10 | 3742 | 4 | 0 | 92 | 2 | 11 | 17 | 0 | 0 | 1 | 0 | 3 | 3 | 2 | | Actual Nonfiction Writing | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 | 1 | 7 | 47 | 3 | 1 | 1 | 12 | 2 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | | Actual Organizational About Page | 2 | 10 | 1 | 4 | 1 | 1 | 0 | 17 | 3 | 1 | 1 | 2 | 1814 | 32 | 11 | 4 | 86 | 0 | 0 | 2 | 0 | 2 | 0 | 1 | | Actual Organizational Announcement | 4 | 11 | 0 | 5 | 0 | 0 | 1 | 13 | 2 | 2 | 65 | 0 | 46 | 2202 | 1 | 25 | 42 | 0 | 0 | 0 | 3 | 4 | 5 | 0 | | Actual Personal About Page | 1 | 4 | 0 | 0 | 2 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 8 | 1 | 676 | 16 | 6 | 1 | 0 | 0 | 0 | 4 | 0 | 1 | | Actual Personal Blog | 3 | 5 | 15 | 0 | 23 | 1 | 4 | 40 | 0 | 30 | 25 | 5 | 8 | 43 | 9 | 4101 | 55 | 4 | 0 | 1 | 0 | 4 | 79 | 18 | | Actual Product Page | 6 | 52 | 6 | 37 | 0 | 6 | 2 | 97 | 4 | 34 | 21 | 2 | 126 | 83 | 19 | 42 | 15631 | 1 | 1 | 0 | 6 | 1 | 100 | 37 | | Actual Q&A Forum | 2 | 0 | 1 | 3 | 4 | 17 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 7 | 0 | 404 | 0 | 0 | 3 | 2 | 6 | 0 | | Actual Spam / Ads | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | | Actual Structured Data | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 212 | 1 | 0 | 0 | 1 | | Actual Technical Writing | 3 | 0 | 0 | 5 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 1 | 13 | 2 | 0 | 0 | 360 | 0 | 9 | 0 | | Actual Transcript / Interview | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 8 | 0 | 1 | 3 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 64 | 0 | 2 | | Actual Tutorial / How-To Guide | 0 | 5 | 1 | 19 | 0 | 2 | 1 | 40 | 1 | 19 | 8 | 0 | 0 | 5 | 0 | 52 | 76 | 6 | 0 | 0 | 7 | 0 | 2005 | 2 | | Actual User Reviews | 0 | 2 | 1 | 0 | 8 | 1 | 0 | 5 | 0 | 0 | 1 | 1 | 3 | 0 | 2 | 31 | 66 | 2 | 0 | 0 | 0 | 0 | 2 | 604 | ### Sampled Predictions | Input | Prediction | Actual | |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------|:--------------------------| | We work with Marketing Managers and Digital Managers in mid-large companies and government departments, helping you to prepare and execute your digital strategy. 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