Data and Text of Space in Media Coverage from including:
- 14,399 Documents of TV Transcripts (2010-2022)
- 9,061 documents of newspaper articles (2017-2022)
Betweenness centrality is a measure of centrality in a network based on shortest paths.
The data files in this collection are for datasets:
Document Count: 5,000 documents
Corpus: (one of) Caselaw (cas) / Pubmed Abstracts (pma) / Pubmed Central (pmc)
Search Term: (one of) Climate / Earth / Environmental / Pollution
Networked Models at Topic Counts: 15, 20
CSV files containing the coherence scoring pertaining to datasets of:
DocumentCount = 5,000
Corpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / Chicago Novel Corpus [nvl] / Newspaper Corpus [nws]
SearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus
Coherence was scored across every combination of:
TopicCount: 10-40
Hyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]
Hyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]
The columns in this file include:
Validation_Set: Which search term this scoring pertains to
Topics: Number of topics in the model
Alpha: Hyperparameter alpha selection from the 6 options above
Beta: Hyperparameter beta selection from the 6 options above
Coherence: The topic coherence score for the given model-row
Perplexity: The perplexity score for the given model-row
DAAP THINKS is a collection of scholarly research and creative work from the faculty and graduate students in the College of Design, Architecture, Art, and Planning. Aside from conducting project based research, this collection also showcases other forms of scholarly research and creative work within the college; publications, research findings, artifacts, digital based applications, etc.
This work showcases the research, innovation and collaboration based on the five research areas within DAAP:
• Urban Systems
• Health & Wellbeing
• Creative Entrepreneurship
• Digital Culture
• Sustainable Living
https://daap.uc.edu/strategic-futures/research.html