Table · dataset · 2026
Supervised sentiment and topic classification of Twitter/X data on cultural heritage in the post-earthquake recovery of L’Aquila, Italy (tweet and sentence level)
Listed in figshare
Description
<p dir="ltr">This dataset contains the manually (supervised) classified subset of tweets used to study the role of cultural heritage in the recovery of L’Aquila (Italy) ten years after the 6 April 2009 earthquake.</p><p dir="ltr">The source corpus is 4,349 tweets posted between 4 and 10 April 2019 with the hashtag #L’Aquila, purchased from a third-party vendor. Two subsets are published here:</p><p dir="ltr">1.Tweet level (14 records): tweets in which cultural heritage is the main topic (0.3% of the corpus).
Fields: record number, date, tweet text (translated into English), language, polarity (positive / negative / neutral), the share of sentences per class (Pt = positive, Ng = negative, Nt = neutral, Unr = unrelated), links included in the tweet, and the text extracted from those links.</p><p dir="ltr">2.Sentence level (243 records): tweets in which cultural heritage is one of the topics (5.6% of the corpus). Same fields, plus the dominant topic of the tweet (20 categories, e.g. reconstruction, restoration, commemoration actions, urban facilities, solidarity messages, cultural heritage, seismic information, governance).</p><p dir="ltr">Polarity and topics were assigned by the authors using a set of predefined classification rules, cross-checked between authors and moderated by the first author.
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Actions supporting the recovery were classified as positive, factors delaying it as negative, and commemoration or seismic information as neutral. Tweet text is provided in English translation; the original languages are Italian, French, English, Spanish, Portuguese, German, Dutch, Japanese, Slovenian and Greek. No usernames, user identifiers or tweet IDs are included.</p><p dir="ltr">The data support the paper: Contreras, D., Forino, G., Pezzica, C., Liberatore, F. and Wilkinson, S. “Exploring the role of cultural heritage in the recovery of L’Aquila, combining topic and sentiment analysis” (submitted to Land, 2026).</p><p><br></p>
Links
Where it is published
- DOI doi.org/10.17035/cardiff.33456058.v2 ↗
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 · Computer Science & AI · Earth & Environmental Science · Economics & Finance · Engineering · Humanities · Life Sciences · Medicine & Health · Ocean & Atmospheric Science · Social Science
- Inferred from text
- Text 75%
Provenance · 1 source records, 17 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33456058 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@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:earth-environmental | mapping · figshare com | connector:figshare_com@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:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@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:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license_text | source · figshare com | connector:figshare_com@1.0.0 | |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |