Table · dataset · 2026
Topic-emotion co-evolution in sixteen years of Wuhan rainstorm discourse on Weibo (2010-2025): topic assignments and aggregated tables
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33960343.v1
Description
<p>Topic assignments, topic taxonomy and aggregated topic x emotion tables of a study of topic-emotion co-evolution in sixteen years of Wuhan rainstorm discourse on Weibo (2010-2025). This record builds on the WuRain-Senti corpus record (<a href="doi.org/10.6084/m9.figshare.33302052">https://doi.org/10.6084/m9.figshare.33302052</a>), which carries the relevance and emotion labels themselves; <code>post_id</code> is the same salted hash in both records, so they join post by post without exposing any identifier.</p> <p><b>Contents.</b> BERTopic assignments for all 24,537 flood-relevant posts (with a flag for the dedicated "Wuhan sea-viewing" retrieval channel); the 45-topic taxonomy with English labels and seven macro-groups; the ten class-based TF-IDF terms of each topic; the topic x emotion profile of the 5,910-post intersection; yearly counts of the seven groups; the emotion composition of the 10,942-post emotion tier by period, flood season and benchmark event month; the period composition of the annotation pool; the monthly ERA5-Land rainfall series (192 months, Beijing time) that gives the benchmark event months their rainfall context; and <code>code/recompute_paper2.py</code>, which recomputes every checked value of the paper from these files plus <code>labels_10942.csv</code> of the WuRain-Senti record and ends with ALL CHECKED VALUES MATCH THE PAPER.</p> <p><b>Not included.</b> Post texts, user identifiers, timestamps finer than the calendar year, representative documents, the BERTopic pipeline, the classifier, figure scripts and the crawler.</p> <p>Data under CC BY 4.0, code under MIT.
ERA5-Land is derived from Copernicus Climate Change Service data. Please credit both this record and the WuRain-Senti record when reusing.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33960343.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Corpus linguistics · Corpus linguistics · Disaster and emergency management · Disaster and emergency management · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Natural language processing · Natural language processing · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
Provenance · 2 source records, 34 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33960343 | 6 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33960343 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:350703 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Disaster and emergency management'] |
| concepts[field].anzsrc:field:350703 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Disaster and emergency management'] |
| concepts[field].anzsrc:field:460208 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Natural language processing'] |
| concepts[field].anzsrc:field:460208 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Natural language processing'] |
| concepts[field].anzsrc:field:470404 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Corpus linguistics'] |
| concepts[field].anzsrc:field:470404 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Corpus linguistics'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |