cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10048171
title: Full-coverage high-resolution (Daily, 1-km) PM2.5 dataset in China (2000-present) - 2023

description: Full-coverage daily estimates spanning the years 2019-2022 are archived here. These records, organized by month, are available for download in GEOTIFF format. 

 

We have estimated full-coverage, daily 1-km PM2.5 data from 2000 to 2022 in China using a random forest-based hindcast modeling method. Our modeling method focused on improving pre-2013 PM2.5 estimates because for those years no available PM2.5 measurements can be directly used for constructing the model and evaluating the model performance. In our proposed method, observed predictor information before 2013 was incoporated into the modeling for the first time. Multiple sources were used as inputs, including MAIAC AOD, meteorological data from CMA, reanalysis data from ERA-5, and other land-related data. The daily average data during 2000-2022 are released here and free for non-commercial use. If you want use our dataset, please cite the following publication. 

The estimates in 2021-2022 are separately predicted using the same modeling method developed in the publication below and samples in the corresponding predictive year (sample-based 10-fold cross validation R2 [RMSE] values are 0.91 [8.84 ug/m3] for 2021 and 0.93 [7.42 ug/m3] for 2022, respectively. 

 

-He, Q., Ye, T., Wang, W., Luo, M., Song, Y., & Zhang, M. (2023). Spatiotemporally continuous estimates of daily 1-km PM2. 5 concentrations and their long-term exposure in China from 2000 to 2020. Journal of Environmental Management, 342, 118145.[url]

-He, Q., Wang, W., Song, Y., Zhang, M., & Huang, B. (2023). Spatiotemporal high-resolution imputation modeling of aerosol optical depth for investigating its full-coverage variation in China from 2003 to 2020. Atmospheric Research, 281, 106481.[url]

 

If you want more data (e.g.daily estimates before 2015), have any question, or further collaborate with us, please contact us via qqhe@whut.edu.cn.

If you want to use monthly estimates from 2000 to 2022, please go to 10.5281/zenodo.8084388.

if you want to use daily estimates from 2015 to 2018, please go to 10.5281/zenodo.8437234.

if you want to use daily estimates from 2019 to 2022, please go to Version 1 (10.5281/zenodo.10048172).

We also estimate other atmospheric data:

For full-coverage, 1-km, AOD data in China, please go to harvard dataverse. This dataset was imputed based on MODIS MAIAC 1-km AOD retrievals.

For full-coverage, 1-km, CO2 data in China, please go to 10.5281/zenodo.10022904. This dataset was reconstructed based on OCO-2 XCO2 retrievals and machine learning algorithm.
DOI: 10.5518/939
title: Supporting datasets for 'Accelerated mass loss of Himalayan glaciers since the Little Ice Age'.

description: Vector and raster files on glaciers across the Himalaya during the Little Ice Age
DOI: 10.17909/41s9-pk58
title: TESS "Fast" Target Pixel Files: Sector 82

description: All target pixel files for "fast" (20-second cadence) observations from Sector 82.
DOI: 10.17909/fp4x-vr18
title: TESS Target Pixel Files: Sector 82

description: All target pixel files for (2-minute cadence) observations from Sector 82.
DOI: 10.17909/wh56-rz62
title: TESS "Fast" Light Curves: Sector 82

description: All light curve files for "fast" (20-second cadence) observations from Sector 82.
DOI: 10.17909/0hj4-f519
title: TESS Light Curves: Sector 82

description: All light curve files for (2-minute cadence) observations from Sector 82.
DOI: 10.17909/e9y6-mp40
title: TESS Raw Full Frame Images: Sector 82

description: All raw full frame images from Sector 82.
DOI: 10.17909/7813-h260
title: TESS Calibrated Full Frame Images: Sector 82

description: All calibrated full frame images from Sector 82.
DOI: 10.17909/e1rn-2b64
title: TESS Data Validation Files: Sector 82

description: All data validation files from Sector 82.
DOI: 10.15468/dl.b4uvjr
title: Occurrence Download

description: A dataset containing 698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "TaxonKey is Atriplex L."
 ]
}

 The dataset includes 698 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014170-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gsbzj
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "TaxonKey is Astragalus L."
 ]
}

 The dataset includes 1140 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014169-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13904011
title: Integrated Omics-Based Discovery of Novel Genes, Secondary Metabolites Clusters, and Small Molecules in Penicillium spp. with Disparate Fungal Isolates
title: Penicillium expansum R19 reannotation
title: Penicillium expansum Pe21 Genome Assembly
title: Penicillium chrysogenum 404 Genome Assembly
title: Penicillium chrysogenum 413 Genome Assembly

description: Penicillium expansum is a ubiquitous postharvest pathogen of pome fruit that causes blue mold decay of apple fruit while another member of the genus, P. chrysogenum, is a well-studied saprophyte used for antibiotic and small molecule production. While these two fungi have been investigated individually, the recent discovery of P. chrysogenum hindering P. expansum apple fruit infection has not been well studied. To shed light on this interaction between the two species, we conducted a comparative transcriptomic, metabolomic, and genomic study. Global transcriptional and metabolomic outputs were disparate between the species, nearly identical for the P. chrysogenum isolates, and different between P. expansum isolates. Further, the two P. chrysogenum genomes revealed secondary metabolite gene clusters that differed from P. expansum. This included the absence of an intact patulin gene cluster in P. chrysogenum, which corroborates the metabolomic data regarding the species’ inability to produce patulin. Additionally, P. expansum virulence gene homologues were identified in P. chrysogenum and were similarly transcriptionally regulated in vitro. Molecules with potential antimicrobial activity, and phytohormones like indole-3-acetic acid (IAA), were detected for the first time in P. expansum while pharmacological compounds like the well-studied antibiotic penicillin G were identified in P. chrysogenum culture supernatants. Our findings provide new omics-based resources that enable the study of small molecule production of interest, the potential of Penicillium-derived antimicrobials for postharvest decay control, and P. expansum’s metabolites roles in host-pathogen interactions.
DOI: 10.5281/zenodo.13904012
title: Integrated Omics-Based Discovery of Novel Genes, Secondary Metabolites Clusters, and Small Molecules in Penicillium spp. with Disparate Fungal Isolates
title: Penicillium expansum R19 reannotation
title: Penicillium expansum Pe21 Genome Assembly
title: Penicillium chrysogenum 404 Genome Assembly
title: Penicillium chrysogenum 413 Genome Assembly

description: Penicillium expansum is a ubiquitous postharvest pathogen of pome fruit that causes blue mold decay of apple fruit while another member of the genus, P. chrysogenum, is a well-studied saprophyte used for antibiotic and small molecule production. While these two fungi have been investigated individually, the recent discovery of P. chrysogenum hindering P. expansum apple fruit infection has not been well studied. To shed light on this interaction between the two species, we conducted a comparative transcriptomic, metabolomic, and genomic study. Global transcriptional and metabolomic outputs were disparate between the species, nearly identical for the P. chrysogenum isolates, and different between P. expansum isolates. Further, the two P. chrysogenum genomes revealed secondary metabolite gene clusters that differed from P. expansum. This included the absence of an intact patulin gene cluster in P. chrysogenum, which corroborates the metabolomic data regarding the species’ inability to produce patulin. Additionally, P. expansum virulence gene homologues were identified in P. chrysogenum and were similarly transcriptionally regulated in vitro. Molecules with potential antimicrobial activity, and phytohormones like indole-3-acetic acid (IAA), were detected for the first time in P. expansum while pharmacological compounds like the well-studied antibiotic penicillin G were identified in P. chrysogenum culture supernatants. Our findings provide new omics-based resources that enable the study of small molecule production of interest, the potential of Penicillium-derived antimicrobials for postharvest decay control, and P. expansum’s metabolites roles in host-pathogen interactions.
DOI: 10.15468/dl.trv3sa
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "TaxonKey is Brachiaria (Trin.) Griseb."
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014173-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/940
title: In situ protein unfolding defines network architecture and mechanics of protein hydrogels - Results and Analysis

description: A dataset containing the raw data and analysis results of a simulation series designed to investigate the structural characteristics of (BSA) protein-based hydrogels.
DOI: 10.15468/dl.6kevkp
title: Occurrence Download

description: A dataset listing the 4302 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.42117 -0.97566,-75.81853 -0.68582,-76.11166 -0.6272,-76.27451 -0.68582,-76.36896 -0.7021,-76.18331 -0.9431,-76.01395 -0.93658,-76.00418 -1.30781,-76.47319 -1.26222,-76.77934 -1.35665,-76.76957 -1.44782,-76.17354 -1.692,-76.01721 -1.70503,-75.68825 -1.65945,-75.56123 -1.55527,-75.42117 -0.97566))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 4302 records were derived from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014136-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14018667
title: Democratic Knowledge Database

description: The Democratic Knowledge Database was developed within the EU-funded project Network of Networks 4 Democracy, as part of WP3, Connecting Scattered Knowledge on Democratic Innovations. It aims to systematize and classify extensive knowledge generated by academia and civil society on inclusive democratic innovations. The current version includes metadata and content data for 346 policy and academic documents on democratic innovation. An accompanying report details the database’s goals, selection process, coding procedures, and variable descriptions.
DOI: 10.5281/zenodo.14018668
title: Democratic Knowledge Database

description: The Democratic Knowledge Database was developed within the EU-funded project Network of Networks 4 Democracy, as part of WP3, Connecting Scattered Knowledge on Democratic Innovations. It aims to systematize and classify extensive knowledge generated by academia and civil society on inclusive democratic innovations. The current version includes metadata and content data for 346 policy and academic documents on democratic innovation. An accompanying report details the database’s goals, selection process, coding procedures, and variable descriptions.
DOI: 10.15468/dl.8mxb3n
title: Occurrence Download

description: A dataset containing 975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "TaxonKey is Cajanus Adans."
 ]
}

 The dataset includes 975 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014174-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3hf78
title: Occurrence Download

description: A dataset containing 3963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Toxicodendron radicans (L.) Kuntze",
 "Year 2018-2018"
 ]
}

 The dataset includes 3963 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014175-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9d78t
title: Occurrence Download

description: A dataset containing 6428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "TaxonKey is Cenchrus L."
 ]
}

 The dataset includes 6428 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014176-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuxuu3
title: Occurrence Download

description: A dataset containing 216131 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita muscaria (L.) Lam."
 ]
}

 The dataset includes 216131 records from 483 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014134-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvqwyu
title: Occurrence Download

description: A dataset containing 2962 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Armeria alliacea (Cav.) Hoffmanns. & Link"
 ]
}

 The dataset includes 2962 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013180-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.po7hlg
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Fig. 3) Pollen counts of the PG1756 core from Lake Billyakh"
 ]
}

 The dataset includes 138 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009550-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t75zfs
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Abarema abbottii (Rose & Leonard) Barneby & J.W.Grimes, Abarema adenophora (Ducke) Barneby & J.W.Grimes)"
 ]
}

 The dataset's 4 records were derived from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249901-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mehbay
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros grisebachii (Hiern) Standl."
 ]
}

 The dataset includes 258 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156159-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpxusr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alchemilla coruscans Buser",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069950-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l8yaet
title: Occurrence Download

description: A dataset containing 11729 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estudios bióticos (Plantas, Fauna Edáfica, Anfibios y Aves) en el Complejo de Páramos Chingaza"
 ]
}

 The dataset includes 11729 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009550-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shethk
title: Occurrence Download

description: A dataset containing 2701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anser caerulescens (Linnaeus, 1758)",
 "Year 2011-2018"
 ]
}

 The dataset includes 2701 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249385-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ifthb2
title: Occurrence Download

description: A dataset containing 686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "TaxonKey is Pleroma heteromalla (D.Don) D.Don",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 686 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004360-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugxjeq
title: Occurrence Download

description: A dataset containing 4327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum flavum L., Linum hirsutum L., Linum hirsutum subsp. glabrescens Soó, Linum hirsutum subsp. hirsutum, Linum hologynum Rchb., Linum hypericifolium Salisb., Linum leonii F.W.Schultz, Linum maritimum L., Linum milletii Sennen & Gonzalo, Linum narbonense L.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 4327 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069952-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvvf2v
title: Occurrence Download

description: A dataset containing 829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-101.006 21.743,-100.878 21.743,-100.878 21.864,-101.006 21.864,-101.006 21.743))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 829 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249911-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dchfoc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Bolitoglossa oaxacensis Parra-Olea, García-París & Wake, 2002"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgz523
title: Occurrence Download

description: A dataset containing 2042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum arboreum L., Linum austriacum L., Linum austriacum subsp. austriacum, Linum alpinum subsp. collinum (Guss. ex Boiss.) J.-M.Tison, Linum austriacum subsp. squamulosum (Juz.), Linum austriacum subsp. marschallianum (Juz.) Greuter & Burdet, Linum austriacum subsp. tommasinii (Rchb.) Greuter & Burdet, Linum basarabicum (Savul. & Rayss) Klokov ex Juz., Linum bienne Mill., Linum caespitosum Sibth. & Sm.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 2042 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069948-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qrynd
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Coral",
 "OccurrenceStatus is Present",
 "TaxonKey is Chromobacteriaceae"
 ]
}

 The dataset includes 229 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248632-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.