Real-Time Comment Analysis
The docket in numbers: how the pile of submissions was collected, deduplicated, and cleaned — volume, length, duplication, and the organized campaigns running. Sentiment lives on the analysis home; topics on Topics in Depth.
2026-08-20 – 2026-09-09 · 118,562 comments to dateHow long the comments run — a proxy for substance versus one-line form submissions.
Duplicate and template submissions are collapsed so each distinct comment counts once. Deduplication and uniqueness scoring run on the comments of at least 100 characters — shorter ones carry too little text to compare meaningfully — which is why this funnel’s total is below the collected count.
Beyond exact duplicates, comments are grouped into campaigns — sets built from the same template, whether copied word-for-word or lightly reworded. Each is counted once in the unique totals above; this is who is running them and how large they are.
These results are meant to be shared.
How it works. Sentiment and topic classification is performed by a large language model (an open-weight Qwen 2.5 model) that reads each unique comment and labels its position — supports, opposes, or neutral — and the topics it raises. Lexical analysis, which finds duplicate and template submissions and scores each comment for originality, uses TF-IDF and n-gram phrase matching, sentence-transformer embeddings, and syntactic and stylometric features (built with spaCy, scikit-learn, and sentence-transformers).
The U.S. Department of Agriculture is initiating rulemaking concerning management of inventoried roadless areas on approximately 44.7 million acres of National Forest System lands, including in Alaska. The proposed rule would rescind the 2001 Roadless Area Conservation Rule (2001 Roadless Rule) (66 FR 3244), which prohibits road construction, road reconstruction, and timber harvesting in inventoried roadless areas, with limited exceptions. State-specific roadless rules for Idaho and Colorado at 36 CFR 294 subparts C and D will be retained. Rescinding the 2001 Roadless Rule is intended to return decision-making for road construction, road reconstruction, and timber harvest in inventoried roadless areas to local officials, in conjunction with Forest-level land management planning. As directed by Executive Order 14153: Unleashing Alaska’s Extraordinary Resource Potential, the proposed rule will expressly exclude the Tongass National Forest from the 2001 Roadless Rule.
View the docket on regulations.gov →