cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14618922
title: Data supporting "Socially vulnerable communities face disproportionate exposure and susceptibility to U.S. wildfire and prescribed burn smoke"

description: This data repository supports the manuscript "Socially vulnerable communities face disproportionate exposure and susceptibility to U.S. wildfire and prescribed burn smoke" 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.

Update Log: v2 made minor changes to v1 for readability.
DOI: 10.5281/zenodo.14642774
title: Data supporting "Socially vulnerable communities face disproportionate exposure and susceptibility to U.S. wildfire and prescribed burn smoke"

description: This data repository supports the manuscript "Socially vulnerable communities face disproportionate exposure and susceptibility to U.S. wildfire and prescribed burn smoke" 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.

Update Log: v2 made minor changes to v1 for readability.
DOI: 10.5519/qd.jb33jk9c
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5281/zenodo.14780090
title: T20 Opener in International Cricket Tournaments
DOI: 10.5281/zenodo.14780091
title: T20 Opener in International Cricket Tournaments
DOI: 10.5281/zenodo.14780082
title: Ddc releted question

description: Ddc assignment
DOI: 10.5281/zenodo.14780083
title: Ddc releted question

description: Ddc assignment
DOI: 10.15468/dl.afjnqw
title: Occurrence Download

description: A dataset containing 179020 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is CHN.14_1"
 ]
}

 The dataset includes 179020 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006255-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbn5w8
title: Occurrence Download

description: A dataset containing 1236984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Plegadis falcinellus (Linnaeus, 1766)"
 ]
}

 The dataset includes 1236984 records from 721 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006262-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4qkzm
title: Occurrence Download

description: A dataset containing 117720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Corythornis cristatus (Pallas, 1764)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 117720 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066319-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38r6xy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halamphora (Cleve) Z.Levkov, 2009",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066331-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rtpmss
title: Occurrence Download

description: A dataset listing the 141 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tagetes L."
 ]
}

 The dataset's 141 records were derived from 940 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066326-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuvcqb
title: Occurrence Download

description: A dataset containing 1400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Corythornis leucogaster (Fraser, 1843)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1400 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066332-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvyzjq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halamphora (Cleve) Z.Levkov, 2009",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066333-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29383370.v1
title: Supporting information.pdf

description: The file is a supporting material for a research article which is currently under revision.
DOI: 10.6084/m9.figshare.29383370
title: Supporting information.pdf

description: The file is a supporting material for a research article which is currently under revision.
DOI: 10.24431/rw1k9hd
title: Monitoring the seasonal development of the pelagic ecosystem of the northern Bering Sea using moored sediment traps, October 2020 - August 2022

description: These data contribute to the long-term monitoring effort of the NOAA’s Integrated Ecosystem Assessment (IEA) program and the National Science Foundation Distributed Biological Observatory program. The data were obtained within the DBO1 region at the mooring site M8 maintained since 2004 by NOAA. Specifically, these results were obtained from the deployment of a moored sequential sediment trap near the M8 mooring in the northern Bering Sea from October 2020 to August 2021 and from November 2021 to August 2022. The sediment trap was deployed ~10 m above seafloor (deployment depth: 64 m; water depth: 73 m) and was programmed to rotate at intervals ranging from one week during spring and summer to one month during winter. Each sample (total 48 samples) was analyzed to measure fluxes of chlorophyll a, algae, biomarkers, total particulate matter, and particulate organic carbon, along with the abundance of zooplankton and meroplankton at the sediment trap depth. The dataset consists of a Microsoft excel sheet.
DOI: 10.15468/dl.6gh9hc
title: Occurrence Download

description: A dataset containing 1764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Corythornis madagascariensis (Linnaeus, 1766)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1764 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066335-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6xm3k
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halamphora (Cleve) Z.Levkov, 2009",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066334-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjp8rc
title: Occurrence Download

description: A dataset containing 1265 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aplocheilus panchax (Hamilton, 1822)"
 ]
}

 The dataset includes 1265 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066336-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15468409
title: It's Like a Dark Patterns Paradise: New Findings from Brazilian Mobile Apps in Light of International Research

description: This dataset contains:



Recordings of occurrences of the new DP cases: (1) ”Terms/Policy in Another Language” and ”Terms/Policy Out Of Bounds”; (2) ”Ads with Layers”; (3) ”Task-based Rewards”; (4)  ”Ad-locked Rewards”; (5) Evoke Emotions to Take Action”.

Deceptive Pattern Cases: spreadsheet containing the categorization of Deceptive Pattern Cases from our study

Database - Finding DPs on Applications: spreadsheet containing the overall results and, by each app category, the prevalence of Deceptive Patterns in 100 mobile trending apps.
DOI: 10.5281/zenodo.15725126
title: It's Like a Dark Patterns Paradise: New Findings from Brazilian Mobile Apps in Light of International Research

description: This dataset contains:



Recordings of occurrences of the new DP cases: (1) ”Terms/Policy in Another Language” and ”Terms/Policy Out Of Bounds”; (2) ”Ads with Layers”; (3) ”Task-based Rewards”; (4)  ”Ad-locked Rewards”; (5) Evoke Emotions to Take Action”.

Deceptive Pattern Cases: spreadsheet containing the categorization of Deceptive Pattern Cases from our study

Database - Finding DPs on Applications: spreadsheet containing the overall results and, by each app category, the prevalence of Deceptive Patterns in 100 mobile trending apps.
DOI: 10.6084/m9.figshare.29108897
title: Shaping Built Environments for Health Oriented Physical Activity: Evidence from Outdoor Exercise in Dongguan, China

description: This study utilizes survey data from Dongguan, a rapidly urbanizing city in southern China, combined with GIS-based environmental metrics to analyze outdoor exercise patterns across communities with different socioeconomic levels. The dataset incorporates the total exercise duration recorded from 130 neighborhoods/villages, matched with community-level socioeconomic indicators and built/natural environmental characteristics.<br>
DOI: 10.6084/m9.figshare.29108897.v3
title: Shaping Built Environments for Health Oriented Physical Activity: Evidence from Outdoor Exercise in Dongguan, China

description: This study utilizes survey data from Dongguan, a rapidly urbanizing city in southern China, combined with GIS-based environmental metrics to analyze outdoor exercise patterns across communities with different socioeconomic levels. The dataset incorporates the total exercise duration recorded from 130 neighborhoods/villages, matched with community-level socioeconomic indicators and built/natural environmental characteristics.<br>
DOI: 10.6084/m9.figshare.29108897.v2
title: <b>The Impacts of Socioeconomic, Natural, and Built Environment on Outdoor Exercise in Rapidly Urbanizing Regions</b>

description: This study utilizes survey data from Dongguan, a rapidly urbanizing city in southern China, combined with GIS-based environmental metrics to analyze outdoor exercise patterns across communities with different socioeconomic levels. The dataset incorporates the total exercise duration recorded from 130 neighborhoods/villages, matched with community-level socioeconomic indicators and built/natural environmental characteristics.<br>
DOI: 10.15468/dl.3czbch
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halamphora (Cleve) Z.Levkov, 2009",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066337-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29369885
title: Information on the 54 selected African cities

description: "Supplementary Table 1.xlsx": This dataset contains ID, ID_city_selected, City name, ADMIN, ADM0, United Nations’ Geoscheme, Köppen-Geiger classes, Types, Image blocks, Informal settlements data.<br>
DOI: 10.6084/m9.figshare.29369885.v1
title: Information on the 54 selected African cities

description: "Supplementary Table 1.xlsx": This dataset contains ID, ID_city_selected, City name, ADMIN, ADM0, United Nations’ Geoscheme, Köppen-Geiger classes, Types, Image blocks, Informal settlements data.<br>
DOI: 10.5281/zenodo.13381748
title: Data for "Hydroclimate Volatility on a Warming Earth"

description: The data archived here represents data files and code used in the publication “Hydroclimate Volatility on a Warming Earth” by Swain et al. 2025. Here, we include the derived "hydroclimate whiplash" variable used in the summary analysis described in the published paper as calcuated for the historical period (ending in 2023) the ERA5 reanalysis (ERA5), and the NOAA-CIRES-DOE 20CRv3 reanalysis (NCD20C), as well as the future period (2014-2100 using SSP3-7.0 forcing) from the CESM2 Large Ensemble (CESM2-LE). Additionally, code used in the analysis discussed in the associated published manuscript is also available in this repository.
DOI: 10.5281/zenodo.15725104
title: Data for "Hydroclimate Volatility on a Warming Earth"

description: The data archived here represents data files and code used in the publication “Hydroclimate Volatility on a Warming Earth” by Swain et al. 2025. Here, we include the derived "hydroclimate whiplash" variable used in the summary analysis described in the published paper as calcuated for the historical period (ending in 2023) the ERA5 reanalysis (ERA5), and the NOAA-CIRES-DOE 20CRv3 reanalysis (NCD20C), as well as the future period (2014-2100 using SSP3-7.0 forcing) from the CESM2 Large Ensemble (CESM2-LE). Additionally, code used in the analysis discussed in the associated published manuscript is also available in this repository.
DOI: 10.15468/dl.yhvx92
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Corythornis nais (Kaup, 1848)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066338-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au9m7m
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllodactylus gerrhopygus (Wiegmann, 1834)"
 ]
}

 The dataset includes 501 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066339-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p65cqn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halamphora (Cleve) Z.Levkov, 2009",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066340-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12262170
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ntfz4n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Corythornis thomensis Salvadori, 1902",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066341-250525065834625/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.29383427.v3
title: Triadic Creation Principle: A Universal Law of Organized Transformation Across Physics, Biology, and Engineering

description: This paper introduces the Triadic Creation Principle as a universal law governing the emergence, organization, and transformation of systems at all scales—from atomic to cosmic, and from biological to engineered. It explains how every system arises from the dynamic interplay of opposing forces within a vessel or medium, resulting in organized transformation rather than random or brute-force change. Drawing on advances in emergent gravity, resonance field theory, and adaptive evolution, the paper demonstrates how this triadic framework explains phenomena as diverse as atomic structure, black hole formation, biological adaptation, and efficient engineering design. Empirical evidence is drawn from both published research and original engineering prototypes, such as the Tri-Chamber Resonant Propulsion System. This work offers a unifying, testable model for understanding complexity, resilience, and innovation across disciplines.
DOI: 10.6084/m9.figshare.29383427.v2
title: Triadic Creation Principle: A Universal Law of Organized Transformation Across Physics, Biology, and Engineering

description: This paper introduces the Triadic Creation Principle as a universal law governing the emergence, organization, and transformation of systems at all scales—from atomic to cosmic, and from biological to engineered. It explains how every system arises from the dynamic interplay of opposing forces within a vessel or medium, resulting in organized transformation rather than random or brute-force change. Drawing on advances in emergent gravity, resonance field theory, and adaptive evolution, the paper demonstrates how this triadic framework explains phenomena as diverse as atomic structure, black hole formation, biological adaptation, and efficient engineering design. Empirical evidence is drawn from both published research and original engineering prototypes, such as the Tri-Chamber Resonant Propulsion System. This work offers a unifying, testable model for understanding complexity, resilience, and innovation across disciplines.