Datasets:
asin large_stringlengths 10 10 | facet large_stringlengths 2 42 | pos int64 0 31 | neg int64 0 20 | neu int64 0 6 | total int64 1 31 |
|---|---|---|---|---|---|
0000306045 | included features | 1 | 0 | 0 | 1 |
0000306045 | portability | 4 | 0 | 0 | 4 |
0000306045 | repairability | 1 | 0 | 0 | 1 |
0006530818 | accuracy | 1 | 2 | 0 | 3 |
0006530818 | balance | 0 | 1 | 0 | 1 |
0006530818 | content | 4 | 0 | 0 | 4 |
0006530818 | content depth | 0 | 1 | 0 | 1 |
0006530818 | depth | 1 | 0 | 0 | 1 |
0006530818 | objectivity | 1 | 2 | 0 | 3 |
0006530818 | pacing | 0 | 1 | 0 | 1 |
0006530818 | perspective | 0 | 3 | 0 | 3 |
0006530818 | relevance | 0 | 1 | 0 | 1 |
0006530818 | writing quality | 2 | 2 | 0 | 4 |
000714699X | atmosphere | 1 | 0 | 0 | 1 |
000714699X | character development | 2 | 3 | 0 | 5 |
000714699X | characters | 0 | 1 | 0 | 1 |
000714699X | content | 3 | 0 | 0 | 3 |
000714699X | engagement | 1 | 0 | 0 | 1 |
000714699X | length | 0 | 1 | 0 | 1 |
000714699X | narrative structure | 1 | 1 | 0 | 2 |
000714699X | pacing | 0 | 7 | 0 | 7 |
000714699X | plot | 0 | 3 | 0 | 3 |
000714699X | plot realism | 0 | 1 | 0 | 1 |
000714699X | premise | 1 | 0 | 0 | 1 |
000714699X | readability | 1 | 0 | 0 | 1 |
000714699X | research | 1 | 0 | 0 | 1 |
000714699X | story substance | 0 | 1 | 0 | 1 |
000714699X | supporting characters | 1 | 0 | 0 | 1 |
000714699X | themes | 1 | 1 | 0 | 2 |
000714699X | writing quality | 7 | 0 | 0 | 7 |
000714699X | writing skills | 1 | 0 | 0 | 1 |
000714699X | writing style | 1 | 1 | 0 | 2 |
0007243251 | character depth | 0 | 1 | 0 | 1 |
0007243251 | character development | 0 | 1 | 0 | 1 |
0007243251 | characters | 0 | 1 | 0 | 1 |
0007243251 | content | 1 | 1 | 0 | 2 |
0007243251 | editing quality | 0 | 1 | 0 | 1 |
0007243251 | ending | 0 | 1 | 0 | 1 |
0007243251 | engagement | 1 | 0 | 0 | 1 |
0007243251 | length | 0 | 1 | 0 | 1 |
0007243251 | pacing | 0 | 3 | 0 | 3 |
0007243251 | plot | 3 | 2 | 0 | 5 |
0007243251 | plot resolution | 0 | 1 | 0 | 1 |
0007243251 | writing quality | 0 | 1 | 0 | 1 |
0007247729 | author | 1 | 0 | 0 | 1 |
0007247729 | author credibility | 1 | 0 | 0 | 1 |
0007247729 | author expertise | 1 | 0 | 0 | 1 |
0007247729 | authorial voice | 0 | 1 | 0 | 1 |
0007247729 | completeness | 0 | 1 | 0 | 1 |
0007247729 | content | 2 | 0 | 1 | 3 |
0007247729 | content depth | 2 | 1 | 0 | 3 |
0007247729 | content focus | 1 | 0 | 0 | 1 |
0007247729 | depth of content | 0 | 1 | 0 | 1 |
0007247729 | detail | 0 | 1 | 0 | 1 |
0007247729 | editing | 0 | 1 | 0 | 1 |
0007247729 | educational value | 1 | 0 | 0 | 1 |
0007247729 | engagement | 1 | 0 | 0 | 1 |
0007247729 | historical accuracy | 2 | 1 | 0 | 3 |
0007247729 | illustrations | 1 | 0 | 0 | 1 |
0007247729 | narrative tone | 0 | 1 | 0 | 1 |
0007247729 | objectivity | 0 | 1 | 0 | 1 |
0007247729 | pacing | 2 | 2 | 0 | 4 |
0007247729 | readability | 1 | 0 | 0 | 1 |
0007247729 | research quality | 2 | 0 | 0 | 2 |
0007247729 | sophistication | 0 | 1 | 0 | 1 |
0007247729 | structure | 0 | 1 | 0 | 1 |
0007247729 | target audience | 1 | 0 | 0 | 1 |
0007247729 | thematic analysis | 1 | 0 | 0 | 1 |
0007247729 | tone | 0 | 1 | 0 | 1 |
0007247729 | writing style | 6 | 1 | 0 | 7 |
0007259336 | affordability | 1 | 0 | 0 | 1 |
0007259336 | content | 1 | 0 | 0 | 1 |
0007259336 | content quality | 1 | 1 | 0 | 2 |
0007259336 | creativity | 0 | 1 | 0 | 1 |
0007259336 | ease of use | 1 | 0 | 0 | 1 |
0007259336 | instructions | 1 | 0 | 0 | 1 |
0007259336 | originality | 1 | 0 | 0 | 1 |
0007259336 | readability | 1 | 0 | 0 | 1 |
0007259336 | recipe variety | 2 | 0 | 0 | 2 |
0007259336 | reliability | 1 | 0 | 0 | 1 |
0007259336 | simplicity | 1 | 0 | 0 | 1 |
0007259336 | suitability | 1 | 0 | 0 | 1 |
0007259336 | suitability for families | 1 | 0 | 0 | 1 |
0007259336 | utility | 1 | 0 | 0 | 1 |
0007259336 | variety | 1 | 0 | 0 | 1 |
0007259336 | visuals | 2 | 0 | 0 | 2 |
0007441223 | appeal | 1 | 0 | 0 | 1 |
0007441223 | music | 1 | 0 | 0 | 1 |
0007441223 | readability | 1 | 0 | 0 | 1 |
0007441223 | story | 1 | 0 | 0 | 1 |
0007477155 | appearance | 1 | 0 | 0 | 1 |
0007477155 | binding | 0 | 0 | 2 | 2 |
0007477155 | build quality | 2 | 1 | 0 | 3 |
0007477155 | color accuracy | 0 | 2 | 0 | 2 |
0007477155 | condition | 2 | 0 | 0 | 2 |
0007477155 | content | 0 | 0 | 1 | 1 |
0007477155 | content quality | 2 | 0 | 0 | 2 |
0007477155 | cover art | 2 | 0 | 0 | 2 |
0007477155 | design | 1 | 0 | 0 | 1 |
0007477155 | dialogue | 2 | 0 | 0 | 2 |
ESCI LLM Aspect Mining (US)
A product-intrinsic, polarity-labeled aspect-annotation layer over the us locale of
ESCI-S, extracted with a calibrated local LLM
(google/gemma-4-12B-it, guided JSON, temperature 0). 8.85M aspects over 3.95M reviews;
held-out facet F1 0.604, polarity accuracy 0.9455.
⚠️ No Amazon review text is included. Rows carry derived facets + join keys (asin,
review_no, review_md5). Reconstruct the original quote by joining your own copy of ESCI-S on
asin+review_no and verifying review_md5.
Full methodology, cost model, and corpus-scale QA (the star cross-check) live in the code repository; this dataset's provenance and licensing are in its DATASHEET.
Configs
review_aspects(9.5M rows):asin,review_no,facet,polarity,review_md5.product_aspects(5.4M rows):asin,facet,pos,neg,neu,total.
Scope & limitations
US locale only. Model-generated labels (calibrated, not human gold except the 598-review gold split used for tuning). Single-annotator gold set (no inter-annotator agreement). Aggregate polarity is validated (monotone in stars across all slices); no per-review guarantee.
License & provenance
The cc-by-4.0 license applies to the derived annotation layer (the facet phrases and
polarity labels) — the author's contribution. Use it freely, including commercially, with
attribution (see the citation below).
It does not and cannot grant rights over the underlying review text, which is the property of Amazon and its users and is not included in this dataset. The reviews were obtained via ESCI-S, an unofficial January-2023 scrape, which this dataset neither mirrors nor endorses. If you reconstruct original quotes by joining ESCI-S, you are responsible for your own lawful access to and use of that source text. Full statement: DATASHEET.
- Downloads last month
- 34