cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14724086
title: REX3 data including LULUCF emissions and code for the study "Rising GHGs embodied in the global bioeconomy supply chain"

description: This repository includes the data of the study Rising greenhouse gas emissions embodied in the global bioeconomy supply chain published in Communications Earth & Environment. It includes two folders:

1) GHG_data_REX3: GHG data on LULUCF emissions and distinction of emission sources in REX3, which are stored in the following matrices as mat.files:



d_CC_REX3_timeline.mat: 6 emission sources x 30807 country-sector combinations x 28 years (1995 to 2022)

Q_LULUCF_REX3_timeline.mat: 30807 country-sector combinations x 28 years (1995 to 2022)

Q_Y_LULUCF_REX3_timeline.mat: 189 countries x 28 years (1995 to 2022)


The labels of these matrices are found in the separate Labels folder:



Labels_Countries_REX3.mat: 189 countries

Labels_Emission_sources.mat: 6 emission sources

Labels_Countrysector_combinations.mat: 30807 country-sector combinations

Labels_years: 28 years from 1995 to 2022


These data can be combined with the REX3 database to calculate GHG emissions (including LULUCF) embodied in global supply chains for 189 countries and 163 sectors (1995 to 2022).

 

2) GHG_bioeconomy_code: MATLAB codes to calculate the results for the study "Rising greenhouse gas emissions embodied in the global bioeconomy supply chain" and its interactive data visualizer:



Integrate_Blue_into_REX3.m: code to integrate the LULUCF data from the BLUE model, which are stored under the folder Files/LUC_Blue_Data_for_REX.csv and based on Hansis et al and Schwingshackl et al.

Impact_coeff_emission_source.m: code to calculates the impact coefficients for the different emission sources, using the price vector from the folder Files/price_final_REX.mat as input.

SCIM_calculations_6D.m: code to calculate the 6D impact array

Compile_data_for_sankeys.m code to compile the data for the sankeys

 Compile_data_for_tableau_6D.m code to compile data for tableau to create the interactive data visualizer.


The codes rely on the REX3 database.

 

Download & conversion from .mat to .zarr files for efficient data handling:A package for downloading, extracting, and converting REX3 data from MATLAB (.mat) to .zarr format has been provided by Yanfei Shan here: https://github.com/FayeShan/REX3_handler. Once the files are converted to .zarr format, the data can be explored and processed flexibly. For example, you can use pandas to convert the data into CSV, or export it as Parquet, which is more efficient for handling large datasets. Please note note that this package is still under development and that more functions for MRIO analysis will be added in the future.
DOI: 10.5281/zenodo.14858675
title: Source data to create the figures of the study "Rising greenhouse gas emissions embodied in the global bioeconomy supply chain" using REX3 with new GHG extension including LULUCF

description: This repository contains the source data to create the figures of the study Rising greenhouse gas emissions embodied in the global bioeconomy supply chain published in Communications Earth & Environment. The results were calculated with the REX3 database in Version 3.2 of this repository and the GHG extension and matlab codes in Version 3.4 of this repository.

Figure 1, and 3–5 were created in Rstudio with the attached Rcode Bioeconomy_GHG_sankeys.R

Figure 2 was created in tableau with an interactive data visualizer that allows to zoom into the global bioeconomy supply chain.
DOI: 10.5281/zenodo.8098721
title: Source data to create the figures of the study "Rising greenhouse gas emissions embodied in the global bioeconomy supply chain" using REX3 with new GHG extension including LULUCF

description: This repository contains the source data to create the figures of the study Rising greenhouse gas emissions embodied in the global bioeconomy supply chain published in Communications Earth & Environment. The results were calculated with the REX3 database in Version 3.2 of this repository and the GHG extension and matlab codes in Version 3.4 of this repository.

Figure 1, and 3–5 were created in Rstudio with the attached Rcode Bioeconomy_GHG_sankeys.R

Figure 2 was created in tableau with an interactive data visualizer that allows to zoom into the global bioeconomy supply chain.
DOI: 10.5281/zenodo.8098722
title: Resolved Exiobase version 3 (REX3)

description: This was a preliminary version. Please use the version REX3 database.
DOI: 10.25549/whit-c170-49728
title: Interiors and exteriors of stores, Compton and 2012 East Anaheim Street, Long Beach, Southern California, 1933

description: 4 photographs of interiors and exteriors of abandoned stores, Compton and 2012 East Anaheim Street, Long Beach, Southern California, 1933. "Subject: Interiors + exteriors of stores, #2, 3, - 2012 Anaheim B[ou]l[e]v[ar]d, [sic] Long Beach, #1, 4, Compton; Client: A. and P. Stores, 4527 Loma Vista, Original Print Order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy]; Job: 4-11-40; Year: 1933" -- on envelope front. "Operator's Report Name: Joe; Original Photographs-Size: 4-8x10; 40 Miles: Transportation at 7c; 3 Hours: Time: @ 2.00; Amount: 6.00, 2.80, 6.00; Extra Charges: Witt" -- on envelope back.
DOI: 10.15468/dl.jdsmst
title: Occurrence Download

description: A dataset containing 1268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta palliata (Gray, 1849)"
 ]
}

 The dataset includes 1268 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000846-150304104939900/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-79896
title: Mr. March, Southern California, 1935

description: Photograph of photographic portrait of Mr. March, Southern California, 1935. "Subject: Copy of Mr. March; Agency: Logan & Stebbins; Client: Signal Oil Co.; Original Print Order: 3; Size: 8x10; Finish: gl[ossy]; Job: 10-23-185; Year: 1935" -- on envelope front. "1 Copies; Amount: 1.00; Extra Charges: 9419" -- on envelope back.
DOI: 10.15468/dl.2324ua
title: Occurrence Download

description: A dataset containing 1212994 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Achillea millefolium L.)"
 ]
}

 The dataset includes 1212994 records from 4158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004733-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4pdb7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vachellia sphaerocephala",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059510-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6erbt
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((-103 -26,106 -26,106 28,-103 28,-103 -26))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acer truncatum Bunge"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012570-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15159/phytop.127
title: Pühajärv

description: Phytoplankton biomass, diversity and abundance in samples collected from Lake Pühajärv during the period 1951-2000.
DOI: 10.15468/dl.vngggq
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "Geometry POLYGON((109.72562 19.87902,124.05354 19.87902,124.05354 32.35935,109.72562 32.35935,109.72562 19.87902))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "VerbatimScientificName is Solidago canadensis",
 "Year 2005-2025"
 ]
}

 The dataset includes 107 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010778-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/okwfc4
title: Global Register of Introduced and Invasive Species - Anguilla

description: The Global Register of Introduced and Invasive Species (GRIIS) presents validated and verified checklists of introduced (alien) and invasive alien species at the country level. Phase 1 of the project has focused on developing validated and verified checklists of countries that are Party to the Convention on Biological Diversity. This annotated checklist is of introduced (alien) and invasive alien species known to occur in the British overseas territory of Anguilla in the West Indies in the Caribbean.
DOI: 10.6084/m9.figshare.28473722
title: LiDAR data (ROS bag) and demo videos of RealRecon.

description: We collected five ROS bags containing LiDAR and odometry data from real-world experiments and two additional ROS bags from Unreal Engine simulation environments.<br>DemoVideos contains 3 sub demo videos which are used for demonstration.
DOI: 10.15468/dl.w9h2wz
title: Occurrence Download

description: A dataset containing 2508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptorhynchus lapathi (C.Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2508 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010779-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11048247
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.bx3gbb
title: Occurrence Download

description: A dataset containing 46580 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Weed and native flora data for the Swan Coastal Plain"
 ]
}

 The dataset includes 46580 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010781-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11048270
title: World Stock Prices ( Daily Updating )
DOI: 10.15468/dl.jrbrhg
title: Occurrence Download

description: A dataset containing 4727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrtepistomus castaneus (Roelofs, 1873)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4727 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010784-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15034565
title: Artificial Intelligence Adoption for Sustainable Audit Quality in Non-Big Four Accounting Firm

description: The dataset from questionnaire summary results from data collection from respondents
DOI: 10.5281/zenodo.15034566
title: Artificial Intelligence Adoption for Sustainable Audit Quality in Non-Big Four Accounting Firm

description: The dataset from questionnaire summary results from data collection from respondents
DOI: 10.15468/dl.ubeh94
title: Occurrence Download

description: A dataset containing 12780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "TaxonKey is Oniscus asellus Linnaeus, 1758"
 ]
}

 The dataset includes 12780 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010786-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xtebu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccotrypes rhizophorae Wood & Bright, 1992",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010787-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a43nhx
title: Occurrence Download

description: A dataset containing 4647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Europe, Asia)",
 "IucnRedListCategory is one of (VU, NT, EN)",
 "OccurrenceStatus is Present",
 "OrganismQuantity is greater than or equal to 5.0",
 "TaxonKey is Plantae",
 "Year 1995-2005"
 ]
}

 The dataset includes 4647 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010788-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14733690
title: Stability of multifunctional Pd‒Rh electrocatalysts supported on Co3O4(111) in alkaline environment: Impact of the electronic metal support interaction

description: SRPES dataset, STM images, Pyton script for calculation the metal dissolution analysis based on SRPES data
DOI: 10.5281/zenodo.14733691
title: Stability of multifunctional Pd‒Rh electrocatalysts supported on Co3O4(111) in alkaline environment: Impact of the electronic metal support interaction

description: SRPES dataset, STM images
DOI: 10.5281/zenodo.15034567
title: Stability of multifunctional Pd‒Rh electrocatalysts supported on Co3O4(111) in alkaline environment: Impact of the electronic metal support interaction

description: SRPES dataset, STM images, Pyton script for calculation the metal dissolution analysis based on SRPES data
DOI: 10.15468/dl.ykgdmy
title: Occurrence Download

description: A dataset containing 5888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-12.39654 33.66445,34.07238 33.66445,34.07238 68.75177,-12.39654 68.75177,-12.39654 33.66445))",
 "HasGeospatialIssue is false",
 "TaxonKey is Grus grus (Linnaeus, 1758)",
 "Year 2025-2025"
 ]
}

 The dataset includes 5888 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010789-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrcht5
title: Occurrence Download

description: A dataset containing 3229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "IucnRedListCategory is one of (EN, VU, CR)",
 "OccurrenceStatus is Present",
 "OrganismQuantity is greater than or equal to 5.0",
 "TaxonKey is Plantae",
 "Year 2005-2015"
 ]
}

 The dataset includes 3229 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010790-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chn8aq
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccotrypes dactyliperda (J.C.Fabricius, 1802)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 306 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010792-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk94qq
title: Occurrence Download

description: A dataset containing 1111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Sylvilagus floridanus (J.A.Allen, 1890)"
 ]
}

 The dataset includes 1111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010791-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6wx8e
title: Occurrence Download

description: A dataset containing 1030844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "Geometry POLYGON((150.6092 -33.90996,150.30854 -33.93267,150.15714 -34.04731,150.10523 -34.28739,150.29016 -34.42258,150.55837 -34.45827,150.74546 -34.45611,150.86875 -34.37608,150.94986 -34.14464,150.99853 -34.01053,150.91742 -33.91428,150.6092 -33.90996))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1030844 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010785-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txz5et
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urtica parviflora Roxb."
 ]
}

 The dataset includes 83 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010793-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9wdjz
title: Occurrence Download

description: A dataset containing 9841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "IucnRedListCategory is one of (EN, VU, CR, NT)",
 "OccurrenceStatus is Present",
 "OrganismQuantity is greater than or equal to 5.0",
 "TaxonKey is Plantae",
 "Year 2005-2015"
 ]
}

 The dataset includes 9841 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010796-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgw6qd
title: Occurrence Download

description: A dataset containing 4647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "OccurrenceStatus is Present",
 "OrganismQuantity is greater than or equal to 5.0",
 "TaxonKey is Plantae",
 "Year 1995-2005"
 ]
}

 The dataset includes 4647 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010795-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6fbx2
title: Occurrence Download

description: A dataset containing 1111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Sylvilagus floridanus (J.A.Allen, 1890)"
 ]
}

 The dataset includes 1111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010797-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urr8zb
title: Occurrence Download

description: A dataset containing 6541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "OccurrenceStatus is Present",
 "OrganismQuantity is greater than or equal to 5.0",
 "TaxonKey is Plantae",
 "Year 2015-2025"
 ]
}

 The dataset includes 6541 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010798-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vtpwj
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aloina Kindb."
 ]
}

 The dataset includes 247 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010800-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqyeg9
title: Occurrence Download

description: A dataset containing 2447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bruchidius villosus (Fabricius, 1792)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2447 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010799-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9s3dn
title: Occurrence Download

description: A dataset containing 355498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is DOF/BirdLife Denmark - Observations from DOFbasen",
 "Year 2025-2025"
 ]
}

 The dataset includes 355498 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010794-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdcqbb
title: Occurrence Download

description: A dataset containing 3060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.85548 51.64518,-1.85589 51.64711,-1.85728 51.64878,-1.86145 51.65198,-1.86464 51.65304,-1.87004 51.65218,-1.87372 51.65284,-1.87438 51.65071,-1.86423 51.64645,-1.85818 51.64619,-1.85728 51.64492,-1.85548 51.64518))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3060 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010801-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15034448
title: Test data for esMPRA
DOI: 10.5281/zenodo.15034449
title: Test data for esMPRA
DOI: 10.15468/dl.q9k6yn
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paraleyrodes bondari Peracchi, 1971",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 123 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010803-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhjmxn
title: Occurrence Download

description: A dataset containing 46580 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Weed and native flora data for the Swan Coastal Plain"
 ]
}

 The dataset includes 46580 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010804-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.