Index Catalog // Scholar@UC

1. Wireless Sensor Monitoring Water Use at Fixtures

Type:: Dataset
Description/Abstract:: The Dataset contains raw data that indicates the start and stop time of water flowing at fixtures in the Marian Spencer Hall Cafeteria restroom during hours of operation. The data were collected as part of an effort to develop and test a novel method of measuring flow to calculate the probability that the fixture is busy (fixture p-value). The fixture p-value is one of the parameters necessary to predict peak demand in buildings for pipe sizing purposes. There are two .csv files, a README file and a sample of the data collection template with contact information. The dataset also contains a MATLAB code written to accept data in the suggested format and estimate the fixture probability of use.
Creator/Author:: Choudhary, Chandrashekhar ; Omaghomi, Toju; Buchberger, Steven; Wang, Tianshuo, and Tao, Li
Submitter:: Toju Omaghomi
Date Uploaded:: 12/19/2022
Date Modified:: 12/19/2022
Date Created:: 2022-12
License:: Open Data Commons Open Database License (ODbL)

2. Coherence_Evaluations - nws_pollution.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/03/2022
Date Modified:: 11/17/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

3. Coherence_Evaluations - nvl_pollution.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/12/2022
Date Modified:: 11/12/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

4. Coherence_Evaluations - nvl_earth.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/12/2022
Date Modified:: 11/12/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

5. Coherence_Evaluations - nvl_climate.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/12/2022
Date Modified:: 11/12/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

6. Coherence_Evaluations - nvl_environmental.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/12/2022
Date Modified:: 11/12/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

7. TV News Transcripts of Outer Space Coverage

Type:: Dataset
Description/Abstract:: Text and Metadata for 14,399 newspaper articles. Transcripts collected from Internet Archive Date Range: 2010-2022 File includes meta/data: - Unique-id (uid) - Title (incl. search term) - Date - Link (url) - Abstract - Text Text matching the following terms: - space explor* - space mission - space science - spaceship - space tour* - space transport* - spacecraft - space shuttle - outer space - astronom* - astrop* - astrona* - planet - NASA - star trek - star wars - lunar - space flight
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/12/2022
Date Modified:: 11/12/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

8. Newspaper coverage of Outer Space Theme

Type:: Dataset
Description/Abstract:: Text and Metadata for 9,061 newspaper articles. Newspapers included: New York Times, Wall Street Journal, & Washington Post Date Range: 2017-2022 File includes meta/data: - Unique-id (uid) - Title (incl. source paper & section name) - Date - Link (url) - Author - Text Text matching the following terms: - space explor* - space mission - space science - spaceship - space tour* - space transport* - spacecraft - space shuttle - outer space - astronom* - astrop* - astrona* - planet - NASA - star trek - star wars - lunar - space flight
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/12/2022
Date Modified:: 11/12/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

9. Coherence_Evaluations - cas_climate.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / Chicago Novel Corpus [nvl] / Newspaper Corpus [nws] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 11/11/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

10. Coherence_Evaluations - nvl_random5k.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/05/2022
Date Modified:: 11/11/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

11. Coherence_Evaluations - pmc_environmental.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/04/2022
Date Modified:: 11/04/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

12. Coherence_Evaluations - pmc_earth.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/04/2022
Date Modified:: 11/04/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

13. Coherence_Evaluations - nws_environmental.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/04/2022
Date Modified:: 11/04/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

14. Coherence_Evaluations - nws_random5k.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/04/2022
Date Modified:: 11/04/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

15. Coherence_Evaluations - nws_earth.csv

Type:: Dataset
Description/Abstract:: 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] / News [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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/03/2022
Date Modified:: 11/03/2022
Date Created:: 2022
License:: Open Data Commons Attribution License (ODC-By)

16. Coherence_Evaluations - nws_climate.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 11/02/2022
Date Modified:: 11/02/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

17. Cincinnati Romance Review: Volume 53 (Fall 2022)

Type:: Dataset
Description/Abstract:: Volume 53 (Fall 2022) of Cincinnati Romance Review. It includes ten articles and four book reviews.
Creator/Author:: Sanz Casasnovas, Olga and Valladares-Ruiz, Patricia
Submitter:: Olga Sanz Casasnovas
Date Uploaded:: 10/03/2022
Date Modified:: 10/10/2022
Date Created:: 2022
License:: Attribution 4.0 International

18. Cincinnati Romance Review: Volume 49 (Fall 2020)

Type:: Dataset
Description/Abstract:: Volume 49 (Fall 2020) of Cincinnati Romance Review. It includes six articles and five book reviews.
Creator/Author:: Sanz Casasnovas, Olga and Valladares-Ruiz, Patricia
Submitter:: Olga Sanz Casasnovas
Date Uploaded:: 10/03/2022
Date Modified:: 10/10/2022
Date Created:: 2020
License:: Attribution 4.0 International

19. Cincinnati Romance Review: Volume 48 (Spring 2020)

Type:: Dataset
Description/Abstract:: Vol. 48 (Spring 2020), Cincinnati Romance Review. It includes eight articles and two book reviews.
Creator/Author:: Sanz Casasnovas, Olga and Valladares-Ruiz, Patricia
Submitter:: Olga Sanz Casasnovas
Date Uploaded:: 10/01/2022
Date Modified:: 10/10/2022
Date Created:: 2020
License:: Attribution 4.0 International

20. Cincinnati Romance Review: Volume 46 (Spring 2019)

Type:: Dataset
Description/Abstract:: Volume 46 (Spring 2019) of the academic journal Cincinnati Romance Review (RALL Department). It includes six research articles and nine book reviews.
Creator/Author:: Valladares-Ruiz, Patricia and Sanz Casasnovas, Olga
Submitter:: Olga Sanz Casasnovas
Date Uploaded:: 10/01/2022
Date Modified:: 10/10/2022
Date Created:: 2019
License:: Attribution 4.0 International

21. Tecumseh Biography

Type:: Student Work
Description/Abstract:: This is a biography of the Shawnee tribal chief Tecumseh. The early childhood of Tecumseh is researched all the way to his death at the Battle of Thames in 1813 in this biography that sticks to the truth and cites sources from different authors. Originally this research project was just a capstone project for a class but as the research accumulated, I found the need to create this biography about Tecumseh. Tecumseh made a confederation of like-minded tribes to combat the encroaching United States' government in the late 18th century and early 19th century. All the information that is presented in the biography has been researched and edited. With more than 50 hours of research involved with this biography, the historical contributions regarding The War of 1812 are noteworthy and the contributions made regarding the killer of Tecumseh are found in this biography as well. This isn't a complete overview of Tecumseh's life, but rather this biography details the life of a Shawnee in a time rich with civil strife during the expansion of the United States after the Northwest Ordinance of 1787. The Heritage Village Musuem in Sharonville, Ohio allowed for me to intern during the summer of 2022 to bolster the accuracy of this biography.
Creator/Author:: Ammon, Nathan
Submitter:: Nathan Ammon
Date Uploaded:: 09/08/2022
Date Modified:: 09/08/2022
Date Created:: 2022-08-18
License:: Public Domain Mark 1.0

22. Coherence_Evaluations - cas_pollution.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

23. Coherence_Evaluations - cas_environmental.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

24. Coherence_Evaluations - cas_random5k.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

25. Coherence_Evaluations - pma_earth.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

26. Coherence_Evaluations - pma_climate.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

27. Coherence_Evaluations - pma_environmental.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

28. Coherence_Evaluations - pma_pollution.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

29. Coherence_Evaluations - pma_random5k.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

30. Coherence_Evaluations - pmc_climate.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

31. Coherence_Evaluations - pmc_pollution.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

32. Coherence_Evaluations - pmc_random5k.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

33. Coherence_Evaluations - cas_earth.csv

Type:: Dataset
Description/Abstract:: CSV files containing the topic coherence scoring pertaining to datasets of: DocumentCount = 5,000 Corpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] SearchTerm[s] = (one of) 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
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

34. Figure Z. Topic Coherence across Hyperparameter:Beta

Type:: Image
Description/Abstract:: Box-and-Whisker visualization of coherence scores for three corpora types: Caselaw (cas), Pubmed Abstracts (pma), Pubmed Central (pmc). This figure is for models matching search-term "climate". Visualizations for other search terms and additional interactive elements available at the related URL below. 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]
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/12/2022
Date Modified:: 08/12/2022
Date Created:: 2022
License:: Public Domain Mark 1.0

35. Figure Y. Topic Coherence across Hyperparameter:Alpha

Type:: Image
Description/Abstract:: Box-and-Whisker visualization of topic coherence scores for three corpora types: Caselaw (cas), Pubmed Abstracts (pma), Pubmed Central (pmc). This figure is for models matching search-term "climate". Visualizations for other search terms and additional interactive elements available at related URL below. 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]
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/12/2022
Date Modified:: 08/12/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

36. Figure X. Median Coherence

Type:: Image
Description/Abstract:: Heat map visualization of median coherence scores for three corpora: Caselaw (cas), Pubmed Abstracts (pma), Pubmed Central (pmc). Median coherence scores across all search-term based models ("climate", "earth", "environmental" "pollution") The median is found from 1,116 total coherence scores. 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]
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Public Domain Mark 1.0

37. central_pma_environmental15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

38. central_pma_earth15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

39. central_pma_earth20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

40. central_pma_environmental20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

41. central_pma_climate20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

42. central_pma_climate15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

43. central_pmc_pollution20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

44. central_pmc_pollution15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

45. central_pmc_environmental15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

46. central_pmc_environmental20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

47. central_pmc_climate20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

48. central_pmc_climate15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

49. central_pmc_earth15.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

50. central_pmc_earth20.csv

Type:: Dataset
Description/Abstract:: 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 The filename convention is: central_datasetAcronym_searchTerm,topicCount.csv Each row = one topic-node of the networked model The columns in each CSV include: Edges: Connection threshold [e.g. 25% means that row depicts nodes' centrality when the edges in the graph are in the top quartile of strength] ID: Unique ID for the topic-node in the networked model Score: The betweenness centrality score of that topic-node Terms: The top terms of the topic-node
Creator/Author:: McCabe, Erin E.
Submitter:: Erin E. McCabe
Date Uploaded:: 08/10/2022
Date Modified:: 08/10/2022
Date Created:: 2022
License:: Open Data Commons Public Domain Dedication and License (PDDL)

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2. Coherence_Evaluations - nws_pollution.csv

3. Coherence_Evaluations - nvl_pollution.csv

4. Coherence_Evaluations - nvl_earth.csv

5. Coherence_Evaluations - nvl_climate.csv

6. Coherence_Evaluations - nvl_environmental.csv

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9. Coherence_Evaluations - cas_climate.csv

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12. Coherence_Evaluations - pmc_earth.csv

13. Coherence_Evaluations - nws_environmental.csv

14. Coherence_Evaluations - nws_random5k.csv

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22. Coherence_Evaluations - cas_pollution.csv

23. Coherence_Evaluations - cas_environmental.csv

24. Coherence_Evaluations - cas_random5k.csv

25. Coherence_Evaluations - pma_earth.csv

26. Coherence_Evaluations - pma_climate.csv

27. Coherence_Evaluations - pma_environmental.csv

28. Coherence_Evaluations - pma_pollution.csv

29. Coherence_Evaluations - pma_random5k.csv

30. Coherence_Evaluations - pmc_climate.csv

31. Coherence_Evaluations - pmc_pollution.csv

32. Coherence_Evaluations - pmc_random5k.csv

33. Coherence_Evaluations - cas_earth.csv

34. Figure Z. Topic Coherence across Hyperparameter:Beta

35. Figure Y. Topic Coherence across Hyperparameter:Alpha

36. Figure X. Median Coherence

37. central_pma_environmental15.csv

38. central_pma_earth15.csv

39. central_pma_earth20.csv

40. central_pma_environmental20.csv

41. central_pma_climate20.csv

42. central_pma_climate15.csv

43. central_pmc_pollution20.csv

44. central_pmc_pollution15.csv

45. central_pmc_environmental15.csv

46. central_pmc_environmental20.csv

47. central_pmc_climate20.csv

48. central_pmc_climate15.csv

49. central_pmc_earth15.csv

50. central_pmc_earth20.csv

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