cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nbx7bu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Belize",
 "DatasetKey is one of (Tropicos MO Specimen Data, University of Michigan Herbarium)",
 "OccurrenceStatus is Present",
 "TaxonKey is Yucca lacandonica Gómez Pompa & J.Valdés"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023679-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c55h7c58j
title: MassIVE MSV000096607 - Urine Proteomics in Pediatric Chronic Pancreatitis
title: Urine proteomics samples were quantified using data-independent acquisition (DIA) mass spectrometry. Differential biomarker candidates were identified with false discovery rate (FDR) corrected pairwise comparisons. These proteins were validated with an independent paired urine and plasma sample cohort.
DOI: 10.15468/dl.7v4gxm
title: Occurrence Download

description: A dataset containing 15491 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America)",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 {
 "and" : [
 "Geometry POLYGON((-104.19814554644034 42.4600048369804,-104.19814554644034 28.499207446479673,-77.97709118431283 28.499207446479673,-77.97709118431283 42.4600048369804,-104.19814554644034 42.4600048369804))",
 "GadmGid is one of (USA)",
 "TaxonKey is one of (Lampyridae)",
 {
 "not" : {
 "Issue" : [
 "is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Country mismatch, Country invalid, Continent coordinate mismatch, Continent country mismatch, Continent invalid)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 15491 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023680-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32bbf9
title: Occurrence Download

description: A dataset containing 142293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (United States of America, Canada)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Xerces Society - Bumble Bee Watch)",
 "Issue is Coordinate rounded",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus impatiens Cresson, 1863",
 "Year 2014-2024"
 ]
}

 The dataset includes 142293 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023661-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27984830
title: Vulnerablility Assessment in Maven

description: The scripts contains the code to extract data collection, results of RQ1 to RQ3, and further analysis.The datasets contains extracted data from Goblin.
DOI: 10.15468/dl.fkwxy2
title: Occurrence Download

description: A dataset containing 2178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidophoroides olrikii Lütken, 1877",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2178 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023682-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qrmqz
title: Occurrence Download

description: A dataset containing 57479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crustacea"
 ]
}

 The dataset includes 57479 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023681-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgwy8t
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de conflicto humano-fauna en Ecuador desde el año 2009 al 2022"
 ]
}

 The dataset includes 326 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023684-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44fd7h
title: Occurrence Download

description: A dataset containing 1566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elimia acuta (I.Lea, 1831), Obovaria unicolor (I.Lea, 1845), Graptemys pulchra Baur, 1893, Villosa nebulosa (Conrad, 1834), Elliptio arca (Conrad, 1834), Lampropeltis getula meansi Krysko & Judd, 2006, Leptoxis arkansensis (Hinkley, 1915), Percina sipsi Williams & Neely, 2007, Etheostoma forbesi Page & Ceas, 1992, Procambarus delicatus Hobbs & Franz, 1986, Eriocaulon nigrobracteatum E.L.Bridges & Orzell, Graptemys nigrinoda Cagle, 1954, Osmia calaminthae Rightmyer, Ascher & Griswold, 2011, Lindera subcoriacea Wofford, Lobelia boykinii Torr. & Gray ex A.DC., Cambarus williami R.W.Bouchard & J.W.Bouchard, 1995, Orconectes blacki Walls, 1972, Somatochlora calverti Williamson & Gloyd, 1933, Tsuga caroliniana Engelm., Eumeces egregius insularis Mount, 1965, Eurycea chamberlaini Harrison & Guttman, 2003, Gomphus consanguis Selys, 1879, Coreopsis integrifolia Poir., Percina brevicauda Suttkus & Bart, 1994, Procambarus apalachicolae Hobbs, 1942)",
 "StateProvince is one of (Alabama, Arkansas, Florida, Georgia, Kentucky, Louisiana, Mississippi, North Carolina, South Carolina, Tennessee, Puerto Rico, Virgin Islands)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 1566 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023685-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnen4b
title: Occurrence Download

description: A dataset containing 806 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eumicrotremus terraenovae Myers & Böhlke, 1950",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 806 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023686-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzuqh8
title: Occurrence Download

description: A dataset containing 3050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cervus nippon Temminck, 1838",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 3050 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023687-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gqjqa
title: Occurrence Download

description: A dataset containing 4601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rheohyla miotympanum (Cope, 1863)"
 ]
}

 The dataset includes 4601 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023688-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jecb7u
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Belize",
 "DatasetKey is one of (Tropicos MO Specimen Data, Tropicos Specimens Non-MO)",
 "OccurrenceStatus is Present",
 "TaxonKey is Baccharis salicifolia subsp. monoica (G.L.Nesom) Joch.Müll."
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023689-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d334e
title: Occurrence Download

description: A dataset containing 663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycodes esmarkii Collett, 1875",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 663 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023690-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27984506
title: Freshness Score Analysis from Different Perspectives in Maven Ecosystem

description: The freshness score is a critical metric in dependency management. It reflects how recently a dependency has been updated relative to its latest available version. We try to focus on two research questions: i) Do projects with a large number of dependencies tend to have a higher “outdated time” or missed releases compared to those with fewer dependencies? In other words, is there any relationship or pattern between dependency counts and freshness?ii) To what extent are the dependencies in the latest software releases outdated?The files related to the first research question are inside the RQ1 folder, and those related to the second are inside the RQ2 folder.
DOI: 10.6084/m9.figshare.27984506.v1
title: Freshness Score Analysis from Different Perspectives in Maven Ecosystem

description: The freshness score is a critical metric in dependency management. It reflects how recently a dependency has been updated relative to its latest available version. We try to focus on two research questions: i) Do projects with a large number of dependencies tend to have a higher “outdated time” or missed releases compared to those with fewer dependencies? In other words, is there any relationship or pattern between dependency counts and freshness?ii) To what extent are the dependencies in the latest software releases outdated?The files related to the first research question are inside the RQ1 folder, and those related to the second are inside the RQ2 folder.
DOI: 10.15468/dl.695u9r
title: Occurrence Download

description: A dataset containing 8376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycodes reticulatus Reinhardt, 1835",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8376 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023691-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.marrer
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcohyla arborescandens (Taylor, 1939)"
 ]
}

 The dataset includes 637 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023692-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbnwyn
title: Occurrence Download

description: A dataset containing 1790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triglops nybelini Jensen, 1944",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1790 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023693-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ufu5d
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Belize",
 "DatasetKey is one of (Tropicos MO Specimen Data, The New York Botanical Garden Herbarium (NY), Natural History Museum (London) Collection Specimens, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares), NMNH Extant Specimen Records (USNM, US), Royal Botanic Gardens, Kew - Herbarium Specimens, Tropicos Specimens Non-MO, Naturalis Biodiversity Center (NL) - Botany)",
 "OccurrenceStatus is Present",
 "TaxonKey is Baccharis trinervis (Lam.) Pers."
 ]
}

 The dataset includes 47 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023694-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkjy8u
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-95.91258 18.06538,-94.15562 18.06538,-94.15562 18.76785,-95.91258 18.76785,-95.91258 18.06538))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alouatta palliata (Gray, 1849)",
 "Year 2024-2024"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023695-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g346hg
title: Occurrence Download

description: A dataset containing 26780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zoarces americanus (Bloch & Schneider, 1801)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26780 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023696-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14291450
title: Walkability Hermosillo

description: Title:Pedestrian Counts, Urban Characteristics, and Correlation Matrix Data in Hermosillo, Mexico

Authors:



Marco Antonio Ramos Corella

Gerardo Ramírez Uribe

Jesús Quintana Pacheco

Arturo Ojeda de la Cruz


Description:This dataset contains the information collected and analyzed in the study "Microscale Analysis of Walkability and Urban Safety in the Downtown Area of Hermosillo." The data includes:





Pedestrian Counts:



Observed pedestrian flow data from 60 specific points in downtown Hermosillo.

Counts were conducted at different times and days to capture temporal variations.





Urban Characteristics:



17 variables describing aspects of the built environment, such as:



Sidewalk width (in meters).

Lighting (presence/absence).

Sidewalk slope (%).

Presence of urban furniture.

Land use in the area, among others.



Each variable is quantified for the same 60 observation points.





Correlation Matrix:



Results of Spearman correlation analysis between urban variables and pedestrian counts.

The matrix includes correlation coefficients and statistical significance values.




File Formats:



Pedestrian Counts Hermosillo.xlsx: Contains pedestrian counts organized by observation point, including time, and detailing the 17 built environment variables with their respective values for each point.

Correlation Matrix.xlsx: Provides the correlation matrix with Spearman values and significance levels.


License:CC BY 4.0 (Allows reuse with proper attribution).

Additional Notes:



The data is ready for analysis and can be reused in studies related to walkability, urban design, and sustainability.

Please refer to the included README.txt file for detailed explanations of the dataset variables.
DOI: 10.5281/zenodo.14291451
title: Walkability Hermosillo

description: Title:Pedestrian Counts, Urban Characteristics, and Correlation Matrix Data in Hermosillo, Mexico

Authors:



Marco Antonio Ramos Corella

Gerardo Ramírez Uribe

Jesús Quintana Pacheco

Arturo Ojeda de la Cruz


Description:This dataset contains the information collected and analyzed in the study "Microscale Analysis of Walkability and Urban Safety in the Downtown Area of Hermosillo." The data includes:





Pedestrian Counts:



Observed pedestrian flow data from 60 specific points in downtown Hermosillo.

Counts were conducted at different times and days to capture temporal variations.





Urban Characteristics:



17 variables describing aspects of the built environment, such as:



Sidewalk width (in meters).

Lighting (presence/absence).

Sidewalk slope (%).

Presence of urban furniture.

Land use in the area, among others.



Each variable is quantified for the same 60 observation points.





Correlation Matrix:



Results of Spearman correlation analysis between urban variables and pedestrian counts.

The matrix includes correlation coefficients and statistical significance values.




File Formats:



Pedestrian Counts Hermosillo.xlsx: Contains pedestrian counts organized by observation point, including time, and detailing the 17 built environment variables with their respective values for each point.

Correlation Matrix.xlsx: Provides the correlation matrix with Spearman values and significance levels.


License:CC BY 4.0 (Allows reuse with proper attribution).

Additional Notes:



The data is ready for analysis and can be reused in studies related to walkability, urban design, and sustainability.

Please refer to the included README.txt file for detailed explanations of the dataset variables.
DOI: 10.15468/dl.gwzvyq
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcohyla bistincta (Cope, 1877)"
 ]
}

 The dataset includes 564 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023697-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpwmw2
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.61665 17.77691,-93.30226 17.77691,-93.30226 19.10208,-96.61665 19.10208,-96.61665 17.77691))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ara macao (Linnaeus, 1758)",
 "Year 2024-2024"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023698-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14291000
title: Congressional Witnesses Matter: Proving Witness Testimony Impact Using Large Language Models

description: This repository provides the data supporting our study, in which we use a large language model (LLMs) to analyze the impact of congressional witness testimony. The dataset has been curated and structured to facilitate reproducibility and encourage further research in this domain.

The repository includes the results of our study (see `Results.zip`), the fine-tuning corpus (see `Model Training Data.zip`), and the Witness and Legislative History and Impact Corpus (WLHIC), which is can be subdivided into the Witness Corpus (WC) and Legislative History and Impact Corpus (LHIC). For the LHIC and WC, we provide cleaned JSONL files containing the full datasets, individual text files of each document, and accompanying metadata (see `WLHIC data.zip`). To ensure comprehensive accessibility, we also include the original PDF versions of the documents in these corpora (see `WLHIC Raw Files.zip`). 

We also provide the sentence transformer model resulting from the extended pretraining process and the model resulting from the fine tuning process. Both are accessible in `Models.zip`. 

Researchers can use the provided data to replicate our findings and verify the results of our analysis. The cleaned data can also be regenerated by applying the cleaning scripts provided in the code repository to the LHIC and WC text files. While slight variations in results may occur when replicating the study from scratch due to the stochastic nature of LLM training, these differences are minimal and do not affect the substantive findings.

We encourage the use of this dataset for reproducibility studies and to inspire further exploration of LLM applications in political science research. By publishing this data, we aim to promote transparency, collaboration, and innovation in the field.
DOI: 10.5281/zenodo.14290999
title: Congressional Witnesses Matter: Proving Witness Testimony Impact Using Large Language Models

description: This repository provides the data supporting our study, in which we use a large language model (LLMs) to analyze the impact of congressional witness testimony. The dataset has been curated and structured to facilitate reproducibility and encourage further research in this domain.

The repository includes the results of our study (see `Results.zip`), the fine-tuning corpus (see `Model Training Data.zip`), and the Witness and Legislative History and Impact Corpus (WLHIC), which is can be subdivided into the Witness Corpus (WC) and Legislative History and Impact Corpus (LHIC). For the LHIC and WC, we provide cleaned JSONL files containing the full datasets, individual text files of each document, and accompanying metadata (see `WLHIC data.zip`). To ensure comprehensive accessibility, we also include the original PDF versions of the documents in these corpora (see `WLHIC Raw Files.zip`). 

We also provide the sentence transformer model resulting from the extended pretraining process and the model resulting from the fine tuning process. Both are accessible in `Models.zip`. 

Researchers can use the provided data to replicate our findings and verify the results of our analysis. The cleaned data can also be regenerated by applying the cleaning scripts provided in the code repository to the LHIC and WC text files. While slight variations in results may occur when replicating the study from scratch due to the stochastic nature of LLM training, these differences are minimal and do not affect the substantive findings.

We encourage the use of this dataset for reproducibility studies and to inspire further exploration of LLM applications in political science research. By publishing this data, we aim to promote transparency, collaboration, and innovation in the field.
DOI: 10.5281/zenodo.14291733
title: Expanded SDOH Data (AHRQ SDOHD)
DOI: 10.5281/zenodo.14291734
title: Expanded SDOH Data (AHRQ SDOHD)