Complete Market Sentiment & Trend Data Suite – September 2026 Raw Multi-Category Datasets

Overview

This comprehensive analytical data suite provides direct, unedited community sentiment, consumer feedback scores, and product trend metrics across all major retail product form factors for September 2026 (exported October 9, 2026). Sourced from user discussion threads and product evaluations across six active subreddits, this six-file package equips category managers, licensed producers, retail buyers, and market researchers with objective, ground-level intelligence to benchmark performance, audit lot reception, and evaluate risk.

Dataset Suite Specifications

• Tracking Window: September 2026 (activity tracked through September 30, 2026)
• Export Date / Timestamp: October 9, 2026 (2026-10-09T17:20:40Z through 17:20:53Z)
• Format: 6 Comma-Separated Values (.csv) files
• Total Records: 274 total data entries across 6 categories (excluding header rows)
• Categories Covered: Dried Flower, 510 & Disposable Vapes, Pre-Rolls, Concentrates & Extracts, Edibles / Beverages / Topicals, and Verified Negative Reviews

File-by-File Breakdown & Schema

1. Top Trending Dried Flower Products

• Filename: top_trending_flower_products_2026-10-09T17_20_40.648311622Z.csv
• Volume: 100 records | 7 fields
• Data Fields:
• Extract Product Name (String): Cultivar or retail SKU title.
• Extract Brand (String): Associated brand or commercial producer.
• Sum of Trend Score (Float): Aggregated community visibility and trend velocity metric.
• Distinct values of Author (Integer): Number of unique reviewers publishing primary posts.
• Average of Extract Sentiment Scale (Float, 0.00 – 10.00): AI-calculated consumer satisfaction score.
• Max of Num Comments (Integer): Peak comment count on related threads.
• Average of Upvote Ratio (Float, 0.00 – 1.00): Community agreement and endorsement ratio.

2. Top Trending 510 Cartridge & Disposable Vape Products

• Filename: top_trending_510_cartridge_and_disposable_vape_products_2026-10-09T17_20_43.601122617Z.csv
• Volume: 30 records | 6 fields
• Data Fields:
• Extract Product Name (String): SKU or hardware name.
• Extract Brand (String): Brand or hardware manufacturer.
• Extract Product Type (String): Specific hardware profile (510 cart or disposable vape).
• Sum of Trend Score (Float): Aggregated trend score.
• Average of Extract Sentiment Scale (Float, 0.00 – 10.00): Normalized sentiment score.
• Distinct values of Author (Integer): Unique primary reviewers.

3. Top Trending Pre-Roll Products

• Filename: top_trending_pre_roll_products_2026-10-09T17_20_40.648311622Z.csv
• Volume: 30 records | 5 fields
• Data Fields:
• Extract Product Name (String): Pre-roll product or blend name.
• Extract Brand (String): Producer or packaging label.
• Sum of Trend Score (Float): Aggregated trend score.
• Average of Extract Sentiment Scale (Float, 0.00 – 10.00): Satisfaction score.
• Distinct values of Author (Integer): Unique primary reviewers.

4. Top Trending Concentrate & Extract Products

• Filename: top_trending_concentrate_products_2026-10-09T17_20_47.403007375Z.csv
• Volume: 50 records | 5 fields
• Data Fields:
• Extract Product Name (String): Specific concentrate or extract name.
• Extract Brand (String): Extraction lab or brand name.
• Extract Product Type (String): Extraction consistency (e.g., rosin, wax, 510 cart, disposable vape).
• Sum of Trend Score (Float): Aggregated trend score.
• Distinct values of Author (Integer): Unique primary reviewers.

5. Top Trending Edible, Beverage & Topical Products

• Filename: top_trending_edible__beverages_and_topical_products_2026-10-09T17_20_49.850513339Z.csv
• Volume: 14 records | 5 fields
• Data Fields:
• Extract Product Name (String): Confectionery, beverage, or seed product title.
• Extract Brand (String): Producer or manufacturer.
• Extract Product Type (String): Form classification (edible, beverage, seeds).
• Distinct values of Author (Integer): Unique primary reviewers.
• Sum of Trend Score (Float): Aggregated trend score.

6. Products with Negative Reviews (Risk & Underperformance Index)

• Filename: products_with_negative_reviews_2026-10-09T17_20_53.222199903Z.csv
• Volume: 50 records | 5 fields
• Data Fields:
• Extract Product Name (String): Flagged item name.
• Extract Brand (String): Brand or producer name.
• Extract Product Type (String): Category format (flower, disposable vape, pre-rolls, rosin, etc.).
• Distinct values of Author (Integer): Unique critical reviewers.
• Sum of Trend Score (Float): Negative discussion volume and pushback intensity.

Core Commercial Applications

• Wholesale Procurement & Margin Defense: Cross-check supplier availability against customer sentiment floors and negative alert scores before placing orders.
• Competitor & Peer Benchmarking: Compare customer sentiment, discussion depth, and community approval ratings against rival brands in every category.
• Product Development & Quality Assurance: Track hardware reliability feedback (clogs, leaking) in vaporizers and extract consistency in concentrates straight from consumer user-testing.