cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15390118
title: HISTONCHO: a dataset of intervention histories for onchocerciasis control and elimination in sub-Saharan Africa
DOI: 10.5281/zenodo.15390119
title: HISTONCHO: a dataset of intervention histories for onchocerciasis control and elimination in sub-Saharan Africa
DOI: 10.15468/dl.kwrv5v
title: Occurrence Download

description: A dataset containing 60988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplocirrus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 60988 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021742-260208012135463/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.24807456
title: China Climate Change News Indices

description: The daily climate change news indices for China from 2010 to 2025 are provided.Initially, based on nearly 4.9 million news articles published by nine Chinese newspapers (People's Daily, Guangming Daily, Xinhua Daily Telegraph, China News Service, Science and Technology Daily, Science Times, China Energy News, China Environment News, and Global Times) from January 2010 to November 2022, the indices were constructed using the Latent Dirichlet Allocation (LDA) model, encompassing five distinct themes: natural disasters, climate governance, energy transition, climate cooperation, and climate communication.Subsequently, the indices were updated to 2025 utilizing a naive Bayes model.<br>Cite: Ma, D., Zhang, Y., Ji, Q., Zhao, W. L., & Zhai, P. (2024). Heterogeneous impacts of climate change news on China's financial markets. <i>International Review of Financial Analysis</i>, <i>91</i>, 103007.
DOI: 10.6084/m9.figshare.24807456.v4
title: China Climate Change News Indices

description: The daily climate change news indices for China from 2010 to 2024 are provided.Initially, based on nearly 4.9 million news articles published by nine Chinese newspapers (People's Daily, Guangming Daily, Xinhua Daily Telegraph, China News Service, Science and Technology Daily, Science Times, China Energy News, China Environment News, and Global Times) from January 2010 to November 2022, the indices were constructed using the Latent Dirichlet Allocation (LDA) model, encompassing five distinct themes: natural disasters, climate governance, energy transition, climate cooperation, and climate communication.Subsequently, the indices were updated to 2024 utilizing a naive Bayes model.<br>Cite: Ma, D., Zhang, Y., Ji, Q., Zhao, W. L., & Zhai, P. (2024). Heterogeneous impacts of climate change news on China's financial markets. <i>International Review of Financial Analysis</i>, <i>91</i>, 103007.
DOI: 10.6084/m9.figshare.24807456.v5
title: China Climate Change News Indices

description: The daily climate change news indices for China from 2010 to 2025 are provided.Initially, based on nearly 4.9 million news articles published by nine Chinese newspapers (People's Daily, Guangming Daily, Xinhua Daily Telegraph, China News Service, Science and Technology Daily, Science Times, China Energy News, China Environment News, and Global Times) from January 2010 to November 2022, the indices were constructed using the Latent Dirichlet Allocation (LDA) model, encompassing five distinct themes: natural disasters, climate governance, energy transition, climate cooperation, and climate communication.Subsequently, the indices were updated to 2025 utilizing a naive Bayes model.<br>Cite: Ma, D., Zhang, Y., Ji, Q., Zhao, W. L., & Zhai, P. (2024). Heterogeneous impacts of climate change news on China's financial markets. <i>International Review of Financial Analysis</i>, <i>91</i>, 103007.
DOI: 10.5281/zenodo.18351700
title: H.E.S.S. detection of the PSR J0855-4644 nebula - data release

description: H.E.S.S. detection of the PSR J0855-4644 nebula - data releaseScientific data products from the H.E.S.S. telescope array towards the Vela Junior region. The data used here are present in "H.E.S.S. detection of the PSR J0855-4644 nebula" (A&A).This repository provides access to processed data presented in the publication. Additional information on the H.E.S.S. gamma-ray observatory:- H.E.S.S. (https://hess-experiment.eu/) and H.E.S.S. Auxiliary Data Page (to be updated)

Data Publication Year: 2026

List of DL5 data:



Figure 1 (pdf and fits):  Flux maps for different energy bins

Figure 2 (pdf and fits): Significance and residual significance maps

Figure 3 (pdf and fits): Spectral energy distribution for each H.E.S.S. component, and the flux points available as individual fits files

Figure 4 (pdf and fits: XMM-Newton flux map

Figure 5 (pdf and fits): Broadband spectral energy distribution of component E, and the flux points for both H.E.S.S. and XMM-Newton available as individual fits files

Figure A.1 (pdf and fits): Template map for the emission of component A

Figure A.2 (pdf): Predicted counts and residual significance maps for the iterative addition of models 
description: If you use this data, please cite it using the Zenodo doi and the relevant publication:

- arxiv link to be added
DOI: 10.5281/zenodo.18351699
title: H.E.S.S. detection of the PSR J0855-4644 nebula - data release

description: H.E.S.S. detection of the PSR J0855-4644 nebula - data releaseScientific data products from the H.E.S.S. telescope array towards the Vela Junior region. The data used here are present in "H.E.S.S. detection of the PSR J0855-4644 nebula" (A&A).This repository provides access to processed data presented in the publication. Additional information on the H.E.S.S. gamma-ray observatory:- H.E.S.S. (https://hess-experiment.eu/) and H.E.S.S. Auxiliary Data Page (to be updated)

Data Publication Year: 2026

List of DL5 data:



Figure 1 (pdf and fits):  Flux maps for different energy bins

Figure 2 (pdf and fits): Significance and residual significance maps

Figure 3 (pdf and fits): Spectral energy distribution for each H.E.S.S. component, and the flux points available as individual fits files

Figure 4 (pdf and fits: XMM-Newton flux map

Figure 5 (pdf and fits): Broadband spectral energy distribution of component E, and the flux points for both H.E.S.S. and XMM-Newton available as individual fits files

Figure A.1 (pdf and fits): Template map for the emission of component A

Figure A.2 (pdf): Predicted counts and residual significance maps for the iterative addition of models 
description: If you use this data, please cite it using the Zenodo doi and the relevant publication:

- arxiv link to be added
DOI: 10.5281/zenodo.18657455
title: Dataset Accompanying the Study by Boeschoten et al. 'Tree growth after a major hurricane reflects pre-disturbance vigor rather than canopy damage'

description: This Zenodo repository contains the processed dataset and R code used in the research paper titled "Tree growth after a major hurricane reflects pre-disturbance vigor rather than canopy damage" (add jounal, year, DOI). In this study, we provide a first assessment of how continuous, individual-level crown damage from a major hurricane affected stem growth.

Key Finding: Contrary to expectations, pre-disturbance growth was a stronger predictor of post-storm growth than biomass loss or competitive release. Our findings highlight the resilience of surviving trees in this hurricane-prone forest and demonstrate that modeling large-scale disturbance effects must account for local context and individual responses.
DOI: 10.5281/zenodo.18657454
title: Dataset Accompanying the Study by Boeschoten et al. 'Tree growth after a major hurricane reflects pre-disturbance vigor rather than canopy damage'

description: This Zenodo repository contains the processed dataset and R code used in the research paper titled "Tree growth after a major hurricane reflects pre-disturbance vigor rather than canopy damage" (add jounal, year, DOI). In this study, we provide a first assessment of how continuous, individual-level crown damage from a major hurricane affected stem growth.

Key Finding: Contrary to expectations, pre-disturbance growth was a stronger predictor of post-storm growth than biomass loss or competitive release. Our findings highlight the resilience of surviving trees in this hurricane-prone forest and demonstrate that modeling large-scale disturbance effects must account for local context and individual responses.
DOI: 10.15468/dl.w28sn4
title: Occurrence Download

description: A dataset containing 54 records in GBIF matching the query:

SELECT
 countryCode,
 GBIF_ISEA3HCode(
 7, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 COUNT(DISTINCT speciesKey) AS unique_species_count
FROM occurrence
WHERE countryCode = 'TH'
AND coordinateUncertaintyInMeters &lt;= 2000
AND hasGeospatialIssues = FALSE
AND hasCoordinate = TRUE
AND occurrenceStatus = 'PRESENT'
GROUP BY countryCode, geogrid_id;


 The dataset's 54 records were derived from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021764-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8pgns
title: Occurrence Download

description: A dataset containing 4573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.09445 47.33163,0.33346 47.33163,0.33346 47.71293,-0.09445 47.71293,-0.09445 47.33163))",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "OccurrenceStatus is Present",
 "Year 2000-2026"
 ]
}

 The dataset includes 4573 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021773-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enscdy
title: Occurrence Download

description: A dataset listing the 38229 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Switzerland",
 "PublishingCountry is Switzerland"
 ]
}

 The dataset's 38229 records were derived from 452 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021762-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18657346
title: A Global and Regional Atmospheric Methane Record from a Tropical Ice Core (In Review)

description: This repository archives the necessary data to recreate Figure 1 as well as run the four-box model to calculate the methane source strengths and plot Figure 2 as presented in A Global and Regional Atmospheric Methane Record from a Tropical Ice Core" (Lamantia et al., in review).

The code drives a Monte Carlo simulation of methane source strengths for four latitude boxes from 0 to 1800 CE, using ice core data as the basis for each box input and calculating source strengths based on transport and oxidation rates where core data is not available. Explanation of the box model calculations are available in the methods section of the manuscript.

Read Me

Data supporting the paper

A Global and Regional Atmospheric Methane Record from a Tropical Ice Core (in review)

Authors

Kara A. Lamantia, Lonnie G. Thompson, Emilie Beaudon, Mary E. Davis, Ben Riddell-Young, Ellen Mosley-Thompson, Ivo Strawson, Newton Nguyen, and Edward J. Brook

Figure 1 - Files

The following files are available in this repository to enable the recreation of Figure 1, panels a, b, and c. Core data includes both data from this study and other previous studies.



Figure 1 core data.xlsx



README tab contains citations to all data used from previous studies

Figure 1ab and Figure 1c tabs contain the core data necessary to recreate the full Figure 1. 



Figure 1.py



The code to recreate Figure 1 plotting all the core data referenced in the manuscript.




Figure 2 - Files

The following files are available in this repository to enable the running of the four-box model described in the main text. Core data from this study is presented as 20- year avgs and polar data obtained for the model is from (Mitchell et al., 2013 and Rhodes et al., 2013).



- Mitchell-GISP2.csv

- Mitchell-WAIS.csv

- Rhodes_NEEM.csv

- Summit_20yr_avgs.csv

Figure 2 Model Runs.py



The four-box model code using only polar data (GISP2, NEEM, and WAIS) to estimate latitudinal methane source strengths in Tg/yr and the four-box model code with the inclusion of the data from the Huascaran, Peru summit core to estimate latitudinal methane source strengths in Tg/yr. Outputs include two .csv files necessary for plotting Figure 2



Figure 2 abc.py



The code to recreate Figure 2 plotting both the core data from Figure 1a and the model results with and without the SCA coe data.
DOI: 10.5281/zenodo.17314490
title: A Global and Regional Atmospheric Methane Record from a Tropical Ice Core (In Review)

description: This repository archives the necessary data to recreate Figure 1 as well as run the four-box model to calculate the methane source strengths and plot Figure 2 as presented in A Global and Regional Atmospheric Methane Record from a Tropical Ice Core" (Lamantia et al., in review).

The code drives a Monte Carlo simulation of methane source strengths for four latitude boxes from 0 to 1800 CE, using ice core data as the basis for each box input and calculating source strengths based on transport and oxidation rates where core data is not available. Explanation of the box model calculations are available in the methods section of the manuscript.

Read Me

Data supporting the paper

A Global and Regional Atmospheric Methane Record from a Tropical Ice Core (in review)

Authors

Kara A. Lamantia, Lonnie G. Thompson, Emilie Beaudon, Mary E. Davis, Ben Riddell-Young, Ellen Mosley-Thompson, Ivo Strawson, Newton Nguyen, and Edward J. Brook

Figure 1 - Files

The following files are available in this repository to enable the recreation of Figure 1, panels a, b, and c. Core data includes both data from this study and other previous studies.



Figure 1 core data.xlsx



README tab contains citations to all data used from previous studies

Figure 1ab and Figure 1c tabs contain the core data necessary to recreate the full Figure 1. 



Figure 1.py



The code to recreate Figure 1 plotting all the core data referenced in the manuscript.




Figure 2 - Files

The following files are available in this repository to enable the running of the four-box model described in the main text. Core data from this study is presented as 20- year avgs and polar data obtained for the model is from (Mitchell et al., 2013 and Rhodes et al., 2013).



- Mitchell-GISP2.csv

- Mitchell-WAIS.csv

- Rhodes_NEEM.csv

- Summit_20yr_avgs.csv

Figure 2 Model Runs.py



The four-box model code using only polar data (GISP2, NEEM, and WAIS) to estimate latitudinal methane source strengths in Tg/yr and the four-box model code with the inclusion of the data from the Huascaran, Peru summit core to estimate latitudinal methane source strengths in Tg/yr. Outputs include two .csv files necessary for plotting Figure 2



Figure 2 abc.py



The code to recreate Figure 2 plotting both the core data from Figure 1a and the model results with and without the SCA coe data.
DOI: 10.15468/dl.ssen58
title: Occurrence Download

description: A dataset containing 89687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sepia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 89687 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021745-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7pufq
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Invertebrados Bentónicos de la II y III Expedición Colombia a la Antártica (CCO)"
 ]
}

 The dataset includes 436 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258637-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7786gu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrochelys temminckii Troost, 1835",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214718-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq2tah
title: Occurrence Download

description: A dataset containing 131083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2022-11-26",
 "EventDate is less than or equal to 2022-12-26",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 131083 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229989-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnf4rw
title: Occurrence Download

description: A dataset containing 11602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Saxicola rubetra (Linnaeus, 1758)",
 "Year 2001-2023"
 ]
}

 The dataset includes 11602 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258640-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4ypyj
title: Occurrence Download

description: A dataset containing 99911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombus impatiens Cresson, 1863",
 "Year 2006-2023"
 ]
}

 The dataset includes 99911 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256355-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnqvjc
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllotis amicus Thomas, 1900"
 ]
}

 The dataset includes 156 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245133-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdcse6
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macleania pubiflora Benth."
 ]
}

 The dataset includes 68 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258638-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh3qae
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylobates agilis F.Cuvier, 1821",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214719-220831081235567/datasets/export for details.
DOI: 10.15468/dl.rynvkt
title: Occurrence Download

description: A dataset containing 186097 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bryophyte Herbarium, Oslo (O) UiO"
 ]
}

 The dataset includes 186097 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258618-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wb36ec
title: Occurrence Download

description: A dataset containing 10968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-72.89994 5.45953,-72.48279 5.81789,-72.51359 6.18185,-73.17991 6.19025,-73.6054 6.12546,-73.73145 6.10626,-73.74824 5.7423,-73.59146 5.48473,-73.3003 5.46513,-73.07352 5.6947,-73.04553 5.44833,-72.89994 5.45953))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, NT)"
 ]
}

 The dataset includes 10968 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273211-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vccdna
title: Occurrence Download

description: A dataset containing 35428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-105.03094 45.42837,-95.50897 45.42837,-95.50897 48.92247,-105.03094 48.92247,-105.03094 45.42837))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Haliaeetus leucocephalus (Linnaeus, 1766), Athene cunicularia (Molina, 1782), Tympanuchus cupido (Linnaeus, 1758), Centrocercus urophasianus (Bonaparte, 1827), Sternula antillarum R.Lesson, 1847, Lanius ludovicianus Linnaeus, 1766, Numenius americanus Bechstein, 1812, Falco peregrinus Tunstall, 1771, Anthus spragueii (Audubon, 1844))"
 ]
}

 The dataset includes 35428 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228422-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7fgbx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tockus deckeni (Cabanis, 1868)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214728-220831081235567/datasets/export for details.
DOI: 10.15468/dl.kp9338
title: Occurrence Download

description: A dataset containing 2419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-131.13942 3.65076,-56.86058 3.65076,-56.86058 33.34924,-131.13942 33.34924,-131.13942 3.65076))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus deppei Peters, 1863",
 "Year 1800-2023"
 ]
}

 The dataset includes 2419 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273219-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.