cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15209824
title: GloCE v1.0: Global CO2 Enhancement Dataset 2019-2023

description: We present a globally consistent, satellite-derived dataset of CO_2 enhancement (ΔXCO_2), quantifying the spatially resolved excess in atmospheric CO_2 concentrations as a collective consequence of anthropogenic emissions and terrestrial carbon uptake. This dataset is generated from the deviations of NASA's OCO-3 satellite retrievals comprising 54 million observations across more than 200 countries from 2019 to 2023.



The dataset is now encrypted and will be openly accessable once the article review process completes. 

If you are eager for early access of the dataset, please email <your name, affiliation, and data use> to yulunzhou@hku.hk. We will carefully consider your request. 


 

Dear reviewers, please download the datasets here and access using the password enclosed in the review documents. Many thanks!

 

Data Descriptions ----------------------------------------- 



CO2_enhancement_global.nc contains all enhancement data globally. 

CO2_enhancement_cities.nc contains all enhancement data in global urban areas. 

Each data row contains the following columns: <latitude, longitude, time, xco2, co2_enhancement>

Datasets are stored in netcdf files and can be accessed using the Python code below:




# install pre-requests

! pip install netcdf4! pip install h5netcdf

# read co2 enhancement dataimport xarray as xrfn = './CO2_Enhancements_Global.nc'data = xr.open_dataset(fn)type(data)




please refer to xarray documentation for basic xarray operations. https://docs.xarray.dev/en/latest/generated/xarray.Dataset.html


 

Please cite at least one of the following for any use of the CO2E dataset.



Zhou, Y.*, Fan, P., Liu, J., Xu, Y., Huang, B., Webster, C. (2025). GloCE v1.0: Global CO2 Enhancement Dataset 2019-2023 [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15209825

Fan, P., Liu, J., Xu, Y., Huang, B., Webster, C., & Zhou, Y*. (Under Review) A global dataset of CO2 enhancements during 2019-2023. 


 

For any data inquiries, please email Yulun Zhou at yulunzhou@hku.hk.
DOI: 10.15468/dl.577eze
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.14_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Cygnus columbianus",
 "Year 1990-2024"
 ]
}

 The dataset includes 71 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074093-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqk35a
title: Occurrence Download

description: A dataset containing 241516 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 2025-12-10",
 "EventDate is less than or equal to 2026-01-09",
 {
 "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)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 241516 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074086-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dg7es6
title: Occurrence Download

description: A dataset containing 14323 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bruguiera"
 ]
}

 The dataset includes 14323 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074094-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqsqa3
title: Occurrence Download

description: A dataset containing 97723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium hybridum)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97723 records from 885 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074087-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13373070
title: Ugum NFWF 1 (RGB) - August 23 2024

description: This orthomosaic of Talofofo, Guam was created from 353 images taken on August 23 2024, at 100 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using DroneDeploy.This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550), and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer. Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.5281/zenodo.13373071
title: Ugum NFWF 1 (RGB) - August 23 2024

description: This orthomosaic of Talofofo, Guam was created from 353 images taken on August 23 2024, at 100 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using DroneDeploy.This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550), and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer. Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.15468/dl.vb3ndy
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Toxicodendron radicans",
 "Year 1970-2026"
 ]
}

 The dataset includes 84 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074095-251120083545085/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.30997162
title: Data

description: Against the backdrop of intensifying drought risks and hydrological fluctuations driven by global climate change, the productivity enhancement of plantation forests—as vital carbon sinks and timber resources—increasingly relies on water management. However, how long-term water supplementation influences nutrient allocation and chemometric balance at the tree organ level remains a critical knowledge gap. We conducted a five-year experiment in a <i>Populus tomentosa</i> plantation to examine how long-term water supplementation, interacting with stand development, shapes nutrient allocation and stoichiometric ratios among fine roots, coarse roots, stumps, stems, branches, and leaves.
DOI: 10.6084/m9.figshare.30997162.v1
title: Data

description: Against the backdrop of intensifying drought risks and hydrological fluctuations driven by global climate change, the productivity enhancement of plantation forests—as vital carbon sinks and timber resources—increasingly relies on water management. However, how long-term water supplementation influences nutrient allocation and chemometric balance at the tree organ level remains a critical knowledge gap. We conducted a five-year experiment in a <i>Populus tomentosa</i> plantation to examine how long-term water supplementation, interacting with stand development, shapes nutrient allocation and stoichiometric ratios among fine roots, coarse roots, stumps, stems, branches, and leaves.
DOI: 10.5281/zenodo.13377286
title: Ugum NFWF 2 (RGB) - August 23 2024

description: This orthomosaic of Talofofo, Guam was created from 759 images taken on August 23 2024, at 100 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using DroneDeploy.This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550), and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer. Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.5281/zenodo.13377287
title: Ugum NFWF 2 (RGB) - August 23 2024

description: This orthomosaic of Talofofo, Guam was created from 759 images taken on August 23 2024, at 100 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using DroneDeploy.This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550), and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer. Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.15468/dl.k3mp7k
title: Occurrence Download

description: A dataset containing 940119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium pratense)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 940119 records from 3629 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074091-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13118103
title: Wieś w Generalnym Gubernatorstwie - 59.268.158

description: Protokół z posiedzenia Rady Gromadzkiej wsi Głuchów z dnia 12 grudnia 1939 roku

Źródło: Archiwum Państwowe w Rzeszowie, Akta gminy Łańcut Wieś powiat Łańcut, sygn. 158.

Dane gromadzone w ramach projektu "Wieś w Generalnym Gubernatorstwie w dokumentach administracji gminnej (1939-1945) - opracowanie materiałów źródłowych" (NPRH/F/SP/0037/2024/13).

 

Files
DOI: 10.5281/zenodo.13118104
title: Wieś w Generalnym Gubernatorstwie - 59.268.158

description: Protokół z posiedzenia Rady Gromadzkiej wsi Głuchów z dnia 12 grudnia 1939 roku

Źródło: Archiwum Państwowe w Rzeszowie, Akta gminy Łańcut Wieś powiat Łańcut, sygn. 158.

Dane gromadzone w ramach projektu "Wieś w Generalnym Gubernatorstwie w dokumentach administracji gminnej (1939-1945) - opracowanie materiałów źródłowych" (NPRH/F/SP/0037/2024/13).

 

Files
DOI: 10.15468/dl.5xasu7
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dipturus kwangtungensis (Chu, 1960)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 187 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006280-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13118094
title: Wieś w Generalnym Gubernatorstwie - 59.268.151

description: Protokół Komisji Rewizyjnej gminy Łańcut Wieś z dnia 15 czerwca 1940 roku

Źródło: Archiwum Państwowe w Rzeszowie, Akta gminy Łańcut Wieś powiat Łańcut, sygn. 151.

Dane gromadzone w ramach projektu "Wieś w Generalnym Gubernatorstwie w dokumentach administracji gminnej (1939-1945) - opracowanie materiałów źródłowych" (NPRH/F/SP/0037/2024/13).

Aby zobaczyć kolejne pliki należy zjechać kursorem niżej strony i kliknąć przycisk "Preview".
DOI: 10.5281/zenodo.13118095
title: Wieś w Generalnym Gubernatorstwie - 59.268.151

description: Protokół Komisji Rewizyjnej gminy Łańcut Wieś z dnia 15 czerwca 1940 roku

Źródło: Archiwum Państwowe w Rzeszowie, Akta gminy Łańcut Wieś powiat Łańcut, sygn. 151.

Dane gromadzone w ramach projektu "Wieś w Generalnym Gubernatorstwie w dokumentach administracji gminnej (1939-1945) - opracowanie materiałów źródłowych" (NPRH/F/SP/0037/2024/13).

Aby zobaczyć kolejne pliki należy zjechać kursorem niżej strony i kliknąć przycisk "Preview".
DOI: 10.15468/dl.y5kvc4
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chilothorax brancoi (Baraud, 1981)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006282-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn2b3w
title: Occurrence Download

description: A dataset containing 14220503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-25 20,100 20,100 82,-25 82,-25 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Falconiformes, Galliformes, Gruiformes, Otidiformes, Phaethontiformes, Suliformes)",
 "Year 1980-2023"
 ]
}

 The dataset includes 14220503 records from 2919 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237184-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15113187
title: Dataset of charge transport calculations for graphynes using DFTBephy

description: This dataset is associated with the publication titled "Charge Carrier Mobilities in γ-Graphynes: A computational approach".The ZIP file contains input files and results obtained using DFTBephy for graphyne and graphdiyne. It also contains input files and results for structural optimization and band structure calculations performed with VASP. Additionally, Jupyter notebooks used for analytical mobility calculations are provided. Each main directory features a detailed README.md file for guidance.
DOI: 10.5281/zenodo.15113188
title: Dataset of charge transport calculations for graphynes using DFTBephy

description: This dataset is associated with the publication titled "Charge Carrier Mobilities in γ-Graphynes: A computational approach".The ZIP file contains input files and results obtained using DFTBephy for graphyne and graphdiyne. It also contains input files and results for structural optimization and band structure calculations performed with VASP. Additionally, Jupyter notebooks used for analytical mobility calculations are provided. Each main directory features a detailed README.md file for guidance.
DOI: 10.15468/dl.rvgdr9
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrovernix scaber (L.fil.) Koek.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 300 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010902-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15746639
title: Sequence for phylogeny
DOI: 10.5281/zenodo.15746640
title: Sequence for phylogeny
DOI: 10.3886/icpsr03962.v1
title: Expenditure and Employment Data for the Criminal Justice System [United States]: CJEE Extracts File, 2001
title: Version 1

description: This file provides data on federal, state, and local
 governmental expenditures and employment for criminal justice activities
 in the United States. Information is supplied on police protection,
 judicial and legal services, and correctional institutions and agencies.
 Variables describing each of these criminal justice functions include
 number of, and payroll for, full-time, part-time, and
 full-time-equivalent employees, current total and general expenditures,
capital outlay, and intergovernmental expenditures.
description: Larger governments were selected with certainty. Smaller
 governments were selected using probability sampling based on a ratio of
 governmental expenditures or indebtedness to the total expenditures and
indebtedness of all noncertainty governments in specified groups.
description: Datasets: 
DS1: Expenditure and Employment Data for the Criminal Justice System [United States]: CJEE Extracts File, 2001
description: All federal, state, and local governments in the United
States.
description: The codebook for this collection is provided by ICPSR as
 a Portable Document Format (PDF) file. The PDF file format was developed
 by Adobe Systems Incorporated and can be accessed using PDF reader
 software, such as the Adobe Acrobat Reader. Information on how to obtain
a copy of the Acrobat Reader is provided on the ICPSR Web site.
DOI: 10.15468/dl.zqf7rc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Danxiaorchis singchiana J.W.Zhai, F.W.Xing & Z.J.Liu"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006695-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7sv6m6
title: Occurrence Download

description: A dataset containing 1305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calystegia sepium subsp. spectabilis Brummitt)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1305 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006727-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5287/bodleian:ngo7xqboq
title: Blood culture storage data

description: The data is from generated from Shoklo Malaria Research Unit, Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit and Cambodia Oxford Medical Research Unit. It is raw data and data generated using STATA (indicated in data dictionary). No software is required to read the data.