cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5vxeke
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 129 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035091-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ya3ab5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035092-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.28838339
title: <b>Zoonotic pathogen-driven antibiotic resistance emerges in urban soils: A large-scale study in 13 cities across China</b>

description: The ARGs annotation table of this manuscript
DOI: 10.6084/m9.figshare.28838339.v1
title: <b>Zoonotic pathogen-driven antibiotic resistance emerges in urban soils: A large-scale study in 13 cities across China</b>

description: The ARGs annotation table of this manuscript
DOI: 10.15468/dl.b25vk5
title: Occurrence Download

description: A dataset listing the 908 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is one of (IDN.30_1, IDN.31_1, IDN.32_1, IDN.16_1, IDN.24_1, IDN.3_1, IDN.17_1, IDN.1_1, IDN.8_1, IDN.5_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset's 908 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035072-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyenhn
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 375 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035093-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5w669n43
title: MassIVE MSV000098920 - Light on its feet: Acclimation to high and low diurnal light is flexible in Chlamydomonas reinhardtii
title: Investigating how diurnal photoacclimation influences algal fitness and documenting the molecular events during reacclimation upon a change in daylight intensity. Samples were digested with trypsin, labeled with TMT 11-Plex, then analyzed by LC-MS/MS. Data was searched with MS-GF+ using PNNL's DMS Processing pipeline.
DOI: 10.15468/dl.jm7r4v
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Serbia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 201 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035094-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz4g6f
title: Occurrence Download

description: A dataset containing 469873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is NLD.9.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2020-2025"
 ]
}

 The dataset includes 469873 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035061-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3wbfp
title: Occurrence Download

description: A dataset containing 730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 730 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035095-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa9svx
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035098-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk9c6h
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 598 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035096-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sccp39
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035097-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2b5dg
title: Occurrence Download

description: A dataset listing the 928 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Occurrence evidence)",
 "Continent is Asia",
 "Country is Indonesia",
 "GadmGid is one of (IDN.30_1, IDN.31_1, IDN.32_1, IDN.8_1, IDN.1_1, IDN.16_1, IDN.5_1, IDN.3_1, IDN.17_1, IDN.24_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset's 928 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035079-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymxf65
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Fagus lucida, Fagus hayatae)",
 "Year 1961-2025"
 ]
}

 The dataset includes 133 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035100-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16932913
title: RevMan dataset for systematic review and meta-analysis
DOI: 10.5281/zenodo.16932914
title: RevMan dataset for systematic review and meta-analysis
DOI: 10.15468/dl.prswr9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035102-250811113504898/datasets/export for details.
DOI: 10.15468/dl.9b3ek5
title: Occurrence Download

description: A dataset containing 32511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32511 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035101-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gxjyq
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saudi Arabia",
 "DatasetKey is Atlas of the dragonflies and damselflies of West and Central Asia"
 ]
}

 The dataset includes 450 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035104-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmx2px
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035106-250811113504898/datasets/export for details.
DOI: 10.15468/dl.vcfy96
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035105-250811113504898/datasets/export for details.
DOI: 10.15468/dl.2ycrnu
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035107-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.heyeez
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035109-250811113504898/datasets/export for details.
DOI: 10.15468/dl.jad9d7
title: Occurrence Download

description: A dataset containing 1525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1525 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035110-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ay4rh5
title: Occurrence Download

description: A dataset containing 1293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1293 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035111-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cu6sty
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Fagus engleriana, Fagus lucida, Fagus hayatae)",
 "Year 1961-2025"
 ]
}

 The dataset includes 233 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035112-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5rj4973p
title: MassIVE MSV000098921 - Proteomic Analyses of Blood Samples of Highly Trained Athletes
title: Changes in the proteomic profile of athletes' plasma associated with exercise intensity
DOI: 10.15468/dl.zuk6pf
title: Occurrence Download

description: A dataset containing 9508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9508 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035114-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zm23wr
title: Occurrence Download

description: A dataset containing 25922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25922 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035113-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aryd79
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myrmecophaga tridactyla"
 ]
}

 The dataset includes 195 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035115-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzws9n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum murinum",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035116-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16932944
title: DP-TST DATADETS

description: This dataset systematically collected the depolarization characteristics of typical vehicle-road environment targets. The experimental subjects included five types of typical targets: car doors, wheel hubs, leaves, traffic signs, and asphalt pavement. We built a laboratory full-polarization imaging system, adjusting the incident angle within the range of 10° to 80°, and recording the backscattered light of the targets under different polarized incident illumination conditions. The code folder contains the code for key polarization characteristic parameters obtained through Stokes parameter reconstruction, including polarization degree (DoP) and polarization ellipticity (ellipticity), providing a foundation for studying the polarization response patterns of traffic scene targets and the application of active polarization imaging.

Currently, only one example dataset is publicly available to showcase the content and format of the dataset.If you need the complete dataset, please contact us via email and provide your name, affiliated institution, research direction, and purpose.Contact information: unisource_crane@chd.edu.cn 

After review, we will provide the password for decompressing the dataset and code archive. This dataset is exclusively for academic research purposes and is prohibited for any commercial use. Users must strictly abide by the usage agreement and should indicate the source of the data when publishing their results publicly.
DOI: 10.5281/zenodo.16932945
title: DP-TST DATADETS

description: This dataset systematically collected the depolarization characteristics of typical vehicle-road environment targets. The experimental subjects included five types of typical targets: car doors, wheel hubs, leaves, traffic signs, and asphalt pavement. We built a laboratory full-polarization imaging system, adjusting the incident angle within the range of 10° to 80°, and recording the backscattered light of the targets under different polarized incident illumination conditions. The code folder contains the code for key polarization characteristic parameters obtained through Stokes parameter reconstruction, including polarization degree (DoP) and polarization ellipticity (ellipticity), providing a foundation for studying the polarization response patterns of traffic scene targets and the application of active polarization imaging.

Currently, only one example dataset is publicly available to showcase the content and format of the dataset.If you need the complete dataset, please contact us via email and provide your name, affiliated institution, research direction, and purpose.Contact information: unisource_crane@chd.edu.cn 

After review, we will provide the password for decompressing the dataset and code archive. This dataset is exclusively for academic research purposes and is prohibited for any commercial use. Users must strictly abide by the usage agreement and should indicate the source of the data when publishing their results publicly.
DOI: 10.6084/m9.figshare.27676215
title: Water-constrained revegetation potential in China’s drylands using a multi-data ensemble approach

description: This repository contains the datasets and codes for the research titled "Water-constrained revegetation potential in China’s drylands using a multi-data ensemble approach". The study focuses on assessing revegetation and conversion potentials. The repository includes the following Python scripts for data processing and analysis:<b> </b><b>calculate_human_water_data.py</b>: Processeshuman water use data<b>; </b><b>calculate_AWR.py</b>: Calculates available water resources (AWR) from multiple data sources<b>; </b><b>calculate_WUE.py</b>: computes water use efficiency (WUE) for different vegetation types<b>; </b><b>calculate_revegetation_potential.py</b>: Estimates revegetation potential based on water availability constraints<b>; </b><b>calculate_conversion_potential.py</b>: Computes vegetation conversion potential between different land cover types, visualization scripts (<b>figure2.py</b>, <b>figure3.py</b>, <b>figure4.py</b>, <b>figure5.py</b>) for all manuscript figures. The<b><i> p</i></b><b><i>rocessed_data.zip </i></b>provides processed data, including: ensemble precipitation data from multiple sources, ensemble evapotranspiration (ET) data products, processed human water use data, revegetation potential assessments, vegetation conversion potential calculations, etc.
DOI: 10.6084/m9.figshare.27676215.v1
title: Water-constrained revegetation potential in China’s drylands using a multi-data ensemble approach

description: This repository contains the datasets and codes for the research titled "Water-constrained revegetation potential in China’s drylands using a multi-data ensemble approach". The study focuses on assessing revegetation and conversion potentials. The repository includes the following Python scripts for data processing and analysis:<b> </b><b>calculate_human_water_data.py</b>: Processeshuman water use data<b>; </b><b>calculate_AWR.py</b>: Calculates available water resources (AWR) from multiple data sources<b>; </b><b>calculate_WUE.py</b>: computes water use efficiency (WUE) for different vegetation types<b>; </b><b>calculate_revegetation_potential.py</b>: Estimates revegetation potential based on water availability constraints<b>; </b><b>calculate_conversion_potential.py</b>: Computes vegetation conversion potential between different land cover types, visualization scripts (<b>figure2.py</b>, <b>figure3.py</b>, <b>figure4.py</b>, <b>figure5.py</b>) for all manuscript figures. The<b><i> p</i></b><b><i>rocessed_data.zip </i></b>provides processed data, including: ensemble precipitation data from multiple sources, ensemble evapotranspiration (ET) data products, processed human water use data, revegetation potential assessments, vegetation conversion potential calculations, etc.
DOI: 10.15468/dl.vwqu56
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saudi Arabia",
 "DatasetKey is Atlas of the dragonflies and damselflies of West and Central Asia"
 ]
}

 The dataset includes 450 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035119-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg4cba
title: Occurrence Download

description: A dataset containing 37967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-13.54722 29.76625,37.09593 28.52035,36.2351 46.38235,-13.30773 45.50882,-13.54722 29.76625))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Echinoidea"
 ]
}

 The dataset includes 37967 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035118-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqyqf8
title: Occurrence Download

description: A dataset containing 664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erigeron bonariensis"
 ]
}

 The dataset includes 664 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035120-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16919377
title: Datasets for CRISPR-MBTF Project

description: This record contains processed, CSV-formatted data from multiple sources, prepared for the CRISPR-MBTF project.

Part 1: DeepCRISPR Off-Target Data: The dataset includes off-target data originally published as part of the DeepCRISPR study (Chuai et al., 2018). The original files for the K562 and HEK293T cell lines were converted from their '.epiotrt' format into three user-friendly CSV files: k562_data.csv, hek293t_data.csv, and a combined all_data.csv. These files contain on-target/off-target DNA sequence pairs, four epigenetic features for each site, and a binary label for off-target activity.

Part 2: CRISOT Scoring Parameters: The dataset also includes scoring parameters derived from the CRISOT model (Kim et al., 2019), sourced from the bm2-lab/CRISOT GitHub repository. Specifically, the pandas DataFrame object containing model parameters was extracted from the models/crisot_score_param.pkl file and saved as score_param_df.csv. Other Python objects from the original pickle file were not included.Original Sources: 1. Chuai, G., Ma, H., Yan, J. et al. DeepCRISPR: optimized CRISPR guide RNA design for high-fidelity genome editing. Genome Biol 19, 80 (2018). https://doi.org/10.1186/s13059-018-1459-42. Kim, H., Min, S., Song, M. et al. Deep learning-based prediction of CRISPR-Cpf1 guide RNA activity for high-fidelity genome editing. Nat Biotechnol 37, 1317–1326 (2019). https://doi.org/10.1038/s41587-019-0264-6