Fold 1 - Understanding why coefficient -587 was selected
Tag: SURVEYS
Selected Coefficient: -587
Taxonomy Path: -6.7
Taxonomy Name:
Products with this tag: 9
Unique residual values tried: 7
The algorithm tries each unique residual value as a candidate coefficient and selects the one with the lowest total p-adic loss. The selected row is highlighted.
| Candidate Value | Total P-adic Loss | Taxonomy Path | P-adic Expansion | Taxonomy Name | Selected? |
|---|---|---|---|---|---|
| -587 | 7.000000 | -6.7 | -7.6 (-(7*83 + 6)) | Yes | |
| 89 | 7.000000 | 6.1 | 1.6 (83 + 6) | No | |
| -671 | 8.000000 | -7.8 | -8.7 (-(8*83 + 7)) | No | |
| 94 | 8.000000 | 11.1 | 1.11 (83 + 11) | No | |
| 681 | 8.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| 5 | 8.000000 | 5 | 5 (5) | No | |
| 0 | 8.000000 | 0 | 0 (0) | No |
These are the training products that have the "SURVEYS" tag (processing sequence 5276). The residual is the encoded taxonomy value minus all coefficients from previously processed tags.
| Product ID | Title | Residual Before | Taxonomy Before | Tags Already Processed | Residual After | Taxonomy After | Tags Not Yet Processed |
|---|---|---|---|---|---|---|---|
| 21831 | Impacts of COVID-19 on the AEC Industry Free Report | 681 | Media > Academic Papers & Studies | none | 1268 | FREE REPORT, 2021 | |
| 21949 | 2022 Financial Performance Report and Benchmarking Tool | 94 | FINANCIAL PERFORMANCE | 681 | Media > Academic Papers & Studies | 2022 RESEARCH PUBLICATION | |
| 21977 | 2023 Marketing Report of AEC Firms | 89 | none | 676 | 2023 RESEARCH PUBLICATIONS | ||
| 21958 | 2022 Recruitment and Retention Report | 89 | none | 676 | 2022 RESEARCH PUBLICATION | ||
| 21843 | Total Research Publications Package Bundle 2022 | 5 | none | 592 | BUNDLE, 2022 RESEARCH PUBLICATION | ||
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 0 | FINANCIAL PERFORMANCE | 587 | Business & Industrial > Finance & Insurance | 2023 RESEARCH PUBLICATIONS | |
| 21810 | 2024 VIP Bundle | -587 | VIP, FINANCIAL PERFORMANCE | 0 | BUNDLE | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -587 | VIP, FINANCIAL PERFORMANCE | 0 | BUNDLE, 2022 RESEARCH PUBLICATION | ||
| 21970 | 2023 Firms of the Future Bundle | -671 | MARKETING, FINANCIAL PERFORMANCE | -84 | BUNDLE, 2023 RESEARCH PUBLICATIONS |