cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.utq8ds
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.128582 -34.520708, 149.128582 -34.522954, 149.133073 -34.522954, 149.133073 -34.520708, 149.128582 -34.520708))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046590-240626123714530/datasets/export for details.
DOI: 10.15468/dl.k9ecr4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((150.031393 -34.522954, 150.031393 -34.527446, 150.033639 -34.527446, 150.033639 -34.522954, 150.031393 -34.522954))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046591-240626123714530/datasets/export for details.
DOI: 10.15468/dl.nf4bf8
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.856221 -34.511725, 149.856221 -34.518463, 149.853975 -34.518463, 149.853975 -34.522954, 149.847238 -34.522954, 149.847238 -34.520708, 149.849483 -34.520708, 149.849483 -34.518463, 149.838254 -34.518463, 149.838254 -34.527446, 149.856221 -34.527446, 149.856221 -34.536429, 149.860712 -34.536429, 149.860712 -34.529692, 149.862958 -34.529692, 149.862958 -34.527446, 149.860712 -34.527446, 149.860712 -34.520708, 149.862958 -34.520708, 149.862958 -34.513971, 149.860712 -34.513971, 149.860712 -34.511725, 149.856221 -34.511725))"
 ]
}

 The dataset includes 81 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046592-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dp9wm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((150.053851 -34.531937, 150.053851 -34.536429, 150.060588 -34.536429, 150.060588 -34.538675, 150.062834 -34.538675, 150.062834 -34.522954, 150.056097 -34.522954, 150.056097 -34.527446, 150.049359 -34.527446, 150.049359 -34.531937, 150.053851 -34.531937), (150.053851 -34.531937, 150.053851 -34.529692, 150.056097 -34.529692, 150.056097 -34.531937, 150.053851 -34.531937))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046593-240626123714530/datasets/export for details.
DOI: 10.15468/dl.z6nhzs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.907874 -34.547658, 149.907874 -34.55215, 149.91012 -34.55215, 149.91012 -34.547658, 149.907874 -34.547658))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046594-240626123714530/datasets/export for details.
DOI: 10.15468/dl.567dtr
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is January",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 177 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046595-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb3uyg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.970756 -34.547658, 149.975248 -34.547658, 149.975248 -34.545412, 149.977494 -34.545412, 149.977494 -34.543166, 149.970756 -34.543166, 149.970756 -34.547658)), ((149.970756 -34.547658, 149.968511 -34.547658, 149.968511 -34.554395, 149.970756 -34.554395, 149.970756 -34.547658)))"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046596-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2jvcu
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is February",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 134 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046597-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv9r4d
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.914611 -34.554395, 149.914611 -34.561133, 149.916857 -34.561133, 149.916857 -34.56787, 149.914611 -34.56787, 149.914611 -34.570116, 149.921349 -34.570116, 149.921349 -34.561133, 149.923595 -34.561133, 149.923595 -34.558887, 149.919103 -34.558887, 149.919103 -34.554395, 149.914611 -34.554395))"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046598-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/mn5x-zm39
title: R2IS

description: The fifteen publicly available datasets from the UCI Machine Learning Library are selected for experiments. The selected datasets has no missing values, therefore, normalization is applied solely to the original datasets. For nominal data, it has been discretized and compressed to the range of 0 to 1. Similarly, for continuous data that does not fall within the range of 0 to 1, normalization has been applied.
DOI: 10.6084/m9.figshare.24390841.v4
title: <b>Potential migration pathways of broadleaved trees across the receding boreal biome under future climate change</b>

description: Climate change has triggered poleward expansions in the distributions of various taxonomic groups, including tree species. Given the ecological significance of trees as keystone species in forests and their socioeconomic importance, projecting the potential future distributions of these species is crucial for devising effective adaptation strategies for both biomass production and biodiversity conservation in future forest ecosystems. Here, we fitted physiographically-informed habitat suitability models (HSMs) at 50-m resolution across Sweden to estimate the potential northward expansion of seven broadleaved tree species within their leading-edge distributions in Europe under different future climate change scenarios and for different time periods. Overall, we observed that the minimum temperature was the most crucial variable for comprehending the spatial distribution of broadleaved tree species at their cold limit extent. Our HSMs projected a complex range expansion pattern to the year 2100, with individualistic differences among species. However, a frequent pattern was a northward expansion along the east coast followed by rather narrow migration pathways along larger valleys towards edaphically suitable areas in the northwest. The high-resolution maps generated in this study offer valuable insights for our understanding of and adaptation to coming range shifts at the leading edge of southern tree species expanding across the retracting boreal biome. These maps can suggest areas where these species could already be translocated to enhance forest management decisions and biodiversity conservation adaptation efforts in the face of climate change.
DOI: 10.15468/dl.jf5rsg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.97974 -34.563379, 149.97974 -34.565624, 149.981985 -34.565624, 149.981985 -34.563379, 149.97974 -34.563379))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046599-240626123714530/datasets/export for details.
DOI: 10.15468/dl.5brv5y
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is March",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 240 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046600-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu3ecs
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.07044 21.79354,98.48022 21.34375,96.42405 18.58077,96.1349 10.19544,97.45214 2.90245,102.02419 -10.22055,113.88576 -6.06857,116.88548 -0.46532,119.78167 8.19381,112.05811 19.87304,108.52406 20.99751,105.66287 22.37828,104.07044 21.79354))",
 "TaxonKey is Peltophorum dasyrhachis (Miq.) Kurz"
 ]
}

 The dataset includes 155 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046601-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ztfdm
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((150.017918 -34.570116, 150.017918 -34.572362, 150.031393 -34.572362, 150.031393 -34.570116, 150.040376 -34.570116, 150.040376 -34.572362, 150.049359 -34.572362, 150.049359 -34.570116, 150.053851 -34.570116, 150.053851 -34.56787, 150.058343 -34.56787, 150.058343 -34.561133, 150.053851 -34.561133, 150.053851 -34.556641, 150.049359 -34.556641, 150.049359 -34.55215, 150.062834 -34.55215, 150.062834 -34.547658, 150.060588 -34.547658, 150.060588 -34.545412, 150.056097 -34.545412, 150.056097 -34.543166, 150.053851 -34.543166, 150.053851 -34.538675, 150.049359 -34.538675, 150.049359 -34.536429, 150.047114 -34.536429, 150.047114 -34.531937, 150.040376 -34.531937, 150.040376 -34.529692, 150.03813 -34.529692, 150.03813 -34.531937, 150.031393 -34.531937, 150.031393 -34.536429, 150.029147 -34.536429, 150.029147 -34.538675, 150.031393 -34.538675, 150.031393 -34.543166, 150.033639 -34.543166, 150.033639 -34.545412, 150.031393 -34.545412, 150.031393 -34.547658, 150.02241 -34.547658, 150.02241 -34.55215, 150.008935 -34.55215, 150.008935 -34.554395, 150.002198 -34.554395, 150.002198 -34.558887, 149.999952 -34.558887, 149.999952 -34.561133, 149.99546 -34.561133, 149.99546 -34.56787, 150.004443 -34.56787, 150.004443 -34.570116, 150.017918 -34.570116), (150.017918 -34.570116, 150.017918 -34.565624, 150.024656 -34.565624, 150.024656 -34.56787, 150.029147 -34.56787, 150.029147 -34.570116, 150.017918 -34.570116), (150.033639 -34.545412, 150.03813 -34.545412, 150.03813 -34.547658, 150.033639 -34.547658, 150.033639 -34.545412), (150.008935 -34.565624, 150.013427 -34.565624, 150.013427 -34.56787, 150.008935 -34.56787, 150.008935 -34.565624))"
 ]
}

 The dataset includes 48 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046602-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6q3kcg
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is April",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 66 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046603-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.482m89
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.26333 -34.599311, 149.26333 -34.601557, 149.270067 -34.601557, 149.270067 -34.599311, 149.26333 -34.599311))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046604-240626123714530/datasets/export for details.
DOI: 10.15468/dl.4j33e2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is May",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046605-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k299ru
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.301508 -34.603803, 149.301508 -34.606049, 149.303754 -34.606049, 149.303754 -34.603803, 149.301508 -34.603803))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046606-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.24969579.v1
title: RetrtoVsPro_Dataset.xlsx

description: How can digital citizen science approaches improve ethical smartphone use surveillance among youth: traditional surveys versus ecological momentary assessments.
DOI: 10.15468/dl.gawprt
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.914611 -34.59482, 149.914611 -34.606049, 149.916857 -34.606049, 149.916857 -34.601557, 149.923595 -34.601557, 149.923595 -34.608295, 149.92584 -34.608295, 149.92584 -34.612786, 149.932578 -34.612786, 149.932578 -34.606049, 149.937069 -34.606049, 149.937069 -34.601557, 149.939315 -34.601557, 149.939315 -34.59482, 149.92584 -34.59482, 149.92584 -34.597066, 149.919103 -34.597066, 149.919103 -34.59482, 149.914611 -34.59482), (149.92584 -34.597066, 149.930332 -34.597066, 149.930332 -34.599311, 149.92584 -34.599311, 149.92584 -34.597066)), ((149.91012 -34.592574, 149.91012 -34.59482, 149.914611 -34.59482, 149.914611 -34.592574, 149.91012 -34.592574)))"
 ]
}

 The dataset includes 53 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046607-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yncxt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is June",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046608-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqn7uj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.519351 -34.597066, 149.519351 -34.599311, 149.512613 -34.599311, 149.512613 -34.601557, 149.514859 -34.601557, 149.514859 -34.603803, 149.521597 -34.603803, 149.521597 -34.612786, 149.532826 -34.612786, 149.532826 -34.61054, 149.537317 -34.61054, 149.537317 -34.606049, 149.541809 -34.606049, 149.541809 -34.601557, 149.537317 -34.601557, 149.537317 -34.599311, 149.532826 -34.599311, 149.532826 -34.597066, 149.519351 -34.597066))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046609-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8b8ts
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is July",
 "TaxonKey is Cygnus columbianus (Ord, 1815)",
 "Year 2022-2024"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046610-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ae7v4h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.88317 -34.606049, 149.88317 -34.608295, 149.885416 -34.608295, 149.885416 -34.606049, 149.88317 -34.606049))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046611-240626123714530/datasets/export for details.
DOI: 10.15468/dl.2q6w4g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.216168 -34.608295, 149.216168 -34.615032, 149.22066 -34.615032, 149.22066 -34.612786, 149.218414 -34.612786, 149.218414 -34.608295, 149.216168 -34.608295)), ((149.22066 -34.615032, 149.22066 -34.617278, 149.222905 -34.617278, 149.222905 -34.615032, 149.22066 -34.615032)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046612-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.14770260
title: BIONDA

description: BIONDA is a free database for fast information on published biomarkers, which was published in 2021. It acquired information on biomarkers from published papers from 4 different online resources (Europe PMC, Disease Ontology, UniProt, miRBase) via rudimentary text mining. This csv contains the last freeze of BIONDA from August of 2021. More information is provided in the paper of BIONDA in Bioinformatics Advances.
DOI: 10.5281/zenodo.14770261
title: BIONDA

description: BIONDA is a free database for fast information on published biomarkers, which was published in 2021. It acquired information on biomarkers from published papers from 4 different online resources (Europe PMC, Disease Ontology, UniProt, miRBase) via rudimentary text mining. This csv contains the last freeze of BIONDA from August of 2021. More information is provided in the paper of BIONDA in Bioinformatics Advances.
DOI: 10.15468/dl.pmzdjf
title: Occurrence Download

description: A dataset containing 7869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ilex aquifolium L.",
 "Year 2010-2025"
 ]
}

 The dataset includes 7869 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006266-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vpb4b
title: Occurrence Download

description: A dataset containing 2840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Didelphis albiventris Lund, 1840",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2840 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006267-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9d22m
title: Occurrence Download

description: A dataset containing 242631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Threskiornis melanocephalus (Latham, 1790)"
 ]
}

 The dataset includes 242631 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006253-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14618923
title: Data supporting "Fire smoke in the U.S. disproportionally damages senior citizen, Native American, and Black communities"

description: This data repository supports the manuscript "Fire smoke in the U.S. disproportionately damages senior citizen, Native American, and Black communities" by Dennin et al. (2025), submitted to Communications Earth & Environment. It contains the datasets used to reproduce the figures and tables presented in the manuscript, as well as supplementary data reflecting broader research findings.

The repository is complemented by additional resources available at https://nickmuller.tepper.cmu.edu/APModel.aspx. These include the AP4 and AP4T integrated assessment models, along with their technical appendix.

For inquiries or requests for additional data or code, please contact ldennin@alumni.cmu.edu.

Notes: Damages (dam) are in 2020 U.S. dollars [\$]. PM2.5 concentrations (pm25) are in micrograms per cubic meter [ug m^-3]. Damages per capita (dpc) are in 2020 U.S. dollars per person [\$ person^-1]. Emissions (emi) are in metric tons (mt). AQS is Air Quality System. Xie refers to Xie et al. (2020). Childs refers to Childs et al. (2022). NEI is National Emissions Inventory. GFED is Global Fire Emissions Database. RR is relative risk. VSLY is value of a statistical life year. MECE is mutually exclusive and collectively exhaustive. Subpopulation A is White Alone, Any Ethnicity. Subpopulation B is Black or African American Alone, Any Ethnicity. Subpopulation C is American Indian and Alaska Native Alone, Any Ethnicity. Subpopulation D is Asian Alone, Any Ethnicity. Subpopulation E is Native Hawaiian and Other Pacific Islander Alone, Any Ethnicity. Subpopulation F is Some Other Race Alone, Any Ethnicity. Subpopulation G is Two or More Races, Any Ethnicity. Subpopulation H is White Alone, Not Hispanic or Latino Ethnicity. Subpopulation I is Any Race, Hispanic or Latino Ethnicity.
DOI: 10.15468/dl.tmhaqm
title: Occurrence Download

description: A dataset containing 1197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea mannii (Hook.f.) A.P.Davis"
 ]
}

 The dataset includes 1197 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006271-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.