cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ff3k23
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Procardium indicum, Cardium darwini, Cardium delpeutum, Cardium indicum)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057384-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17970583
title: Monthly scale process data for each station in the North China Plain

description: 华北平原各站的TWSC、SWSC和GWSC月度工艺数据
DOI: 10.5281/zenodo.17970582
title: Monthly scale process data for each station in the North China Plain

description: 华北平原各站的TWSC、SWSC和GWSC月度工艺数据
DOI: 10.15468/dl.w86qfr
title: Occurrence Download

description: A dataset containing 678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Serripes groenlandicus, Aphrodite columba, Cardium boreale, Cardium edentula, Cardium groenlandicum, Cardium groenlandicum, Cardium groenlandicum unciangulare, Mactra radiata, Serripes gronlandicus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 678 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057385-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3c262
title: Occurrence Download

description: A dataset containing 634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dicrurus remifer"
 ]
}

 The dataset includes 634 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057386-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsb4wt
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachycardium consors, Cardium consors, Cardium consors laxum, Cardium consors laxum, Cardium laxum, Laevicardium consors)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057387-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17970617
title: DAO Analyzer dataset

description: DAO-Analyzer's dataset.


Explore data from Decentralized Autonomous Organizations deployed on the DAOstack, DAOhaus and Aragon platforms.
description: DAO-Analyzer is created under the umbrella of multiple research projects:



Chain Community, funded by the Spanish Ministry of Science and Innovation (RTI2018‐096820‐A‐I00) and led by Javier Arroyo and Samer Hassan

P2P Models, funded by the European Research Council (ERC-2017-STG 625 grant no.: 75920), led by Samer Hassan.

DAOapplications, funded by the Spanish Ministry of Science and Innovation (PID2021-127956OB-I00) and led by Javier Arroyo, Samer Hassan and maria Cruz Valiente
DOI: 10.15468/dl.ak2g25
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachycardium isocardia, Cardium eburniferum, Cardium isocardia)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 56 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057388-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y7yku
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tridacna gigas, Chama gigantea, Chama gigas, Dinodacna cookiana)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1064 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057389-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9ukd3
title: Occurrence Download

description: A dataset containing 90625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 45.0",
 "DecimalLatitude is less than or equal to 50.0",
 "DecimalLongitude is greater than or equal to -130.0",
 "DecimalLongitude is less than or equal to -125.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 90625 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057372-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p33p9k
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tridacna mbalavuana, Tridacna tevoroa)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057391-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8eb2t
title: Occurrence Download

description: A dataset containing 14632 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscopus occipitalis"
 ]
}

 The dataset includes 14632 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057390-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17970510
title: geocities
DOI: 10.5281/zenodo.17970511
title: geocities
DOI: 10.5281/zenodo.17970635
title: Dateset_EC,WUE,Yield
DOI: 10.5281/zenodo.17970636
title: Dateset_EC,WUE,Yield
DOI: 10.6084/m9.figshare.30646376
title: A global base temperature dataset for building energy demand modeling

description: Accurate building energy demand modeling is critical to decarbonizing regional energy systems. The cooling and heating degree-day models are widely used due to their simplicity and low data requirements; however, the lack of accurate base temperature data limits their performance. In particular, the scarcity of high temporal resolution building energy demand data constrains regional-scale base temperature estimation through conventional methods such as the energy signature method and the performance line method. To address this limitation, this study develops a global regional-scale base temperature dataset based on the BiLSTM neural network framework with an attention mechanism. The dataset includes both cooling base temperature (<i>Tcool</i>) and heating base temperature (<i>Theat</i>) for each region, defined at a spatial scale equivalent to a U.S. state or a Chinese province.
DOI: 10.6084/m9.figshare.30646376.v1
title: A global base temperature dataset for building energy demand modeling

description: Accurate building energy demand modeling is critical to decarbonizing regional energy systems. The cooling and heating degree-day models are widely used due to their simplicity and low data requirements; however, the lack of accurate base temperature data limits their performance. In particular, the scarcity of high temporal resolution building energy demand data constrains regional-scale base temperature estimation through conventional methods such as the energy signature method and the performance line method. To address this limitation, this study develops a global regional-scale base temperature dataset based on the BiLSTM neural network framework with an attention mechanism. The dataset includes both cooling base temperature (<i>Tcool</i>) and heating base temperature (<i>Theat</i>) for each region, defined at a spatial scale equivalent to a U.S. state or a Chinese province.
DOI: 10.6084/m9.figshare.30646376.v2
title: A global base temperature dataset for building energy demand modeling

description: Accurate building energy demand modeling is critical to decarbonizing regional energy systems. The cooling and heating degree-day models are widely used due to their simplicity and low data requirements; however, the lack of accurate base temperature data limits their performance. In particular, the scarcity of high temporal resolution building energy demand data constrains regional-scale base temperature estimation through conventional methods such as the energy signature method and the performance line method. To address this limitation, this study develops a global regional-scale base temperature dataset based on the BiLSTM neural network framework with an attention mechanism. The dataset includes both cooling base temperature (<i>Tcool</i>) and heating base temperature (<i>Theat</i>) for each region, defined at a spatial scale equivalent to a U.S. state or a Chinese province.
DOI: 10.15468/dl.esytwd
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vasticardium angulatum, Acrosterigma alternatum, Cardium alternatum, Cardium angulatum, Cardium pulicarium, Trachycardium angulatum)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057392-251120083545085/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.30908042
title: Genestrings for paper by Thomson et al. submitted to EMBO J. 2025

description: Genestrings use in a manuscript submitted to EMBO J. by Elizabeth Gillam, Raine Thomson and co-authors, M/S# EMBOJ-2025-120404.
DOI: 10.6084/m9.figshare.30908042.v1
title: Genestrings for paper by Thomson et al. submitted to EMBO J. 2025

description: Genestrings use in a manuscript submitted to EMBO J. by Elizabeth Gillam, Raine Thomson and co-authors, M/S# EMBOJ-2025-120404.
DOI: 10.5281/zenodo.17706553
title: Reproducibility Archive for Integrated Model Development, Consensus ML Screening, Protein Selection, Docking, and MD to Identify GSK3β Inhibitors

description: This Zenodo repository contains the complete reproducibility archive for the study:

“Integrated Model Development, Consensus ML Screening, Protein Selection, Docking, and MD to Identify GSK3β Inhibitors”

The archive includes:

Machine Learning

·       Raw and processed datasets

·       Full descriptor matrices (normalized + raw)

·       Pre-processing, feature selection, and PCA scripts

·       Hyperparameter tuning and model development notebooks

Virtual Screening

·       ASINEX screening datasets (full, AD-filtered, ML-filtered)

·       Screening workflow notebooks and scripts

Molecular Docking

·       Receptor files (cleaned PDB, PDBQT)

·       Ligand structures (SDF)

·       Grid parameter files- config file

·       Docking logs and best poses for selected ligands

·       Docking preparation and analysis notebooks

·       Binding energy results from docking

Molecular Dynamics (AMBER + GROMACS Hybrid Workflow)

·       All AMBER input files: tleap.in, min.in, heat.in, density.in, equil.in, mmpbsa.in

·       GROMACS production input (prod.mdp), GRO/TOP/TPR files

·       Ligand parameterization files (mol2, frcmod)

·       Conversion scripts (acpype, parmed)

·       Per-ligand MD directories with input files

·       RMSD, RMSF, SASA, Rg, PCA, HBond, DSSP analysis scripts and outputs

·       Per-residue MMGBSA and MMPBSA energy results

Webtool

·       Full Streamlit webtool implementation

·       Final trained RF and ET models (.pkl)

·       Applicability domain statistics (means, covariance matrices, cutoffs)

·       ML models, AD cutoffs

·       Validation datasets and codes

 

This archive is provided to ensure complete transparency and computational reproducibility for peer review.It will be made public upon acceptance of the manuscript.

First author: Ajwin Joseph MartinCorresponding author: Dr. Dileep Kumar
DOI: 10.5281/zenodo.17970575
title: Dateset_EC,WUE,Yield
DOI: 10.15468/dl.d942tf
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vasticardium elongatum, Acrosterigma elongatum, Acrosterigma elongatum elongatum, Cardium elongatum, Cochlea nebulosa, Trachycardium elongatum, Vasticardium elongatum elongatum)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057394-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8twcf
title: Occurrence Download

description: A dataset containing 102506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus inermis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 102506 records from 900 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057375-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvm3ks
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chlorophytum geophilum Peter ex Poelln."
 ]
}

 The dataset includes 101 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081216-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzjek5
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia antisyphilitica Zucc.",
 "Country is Mexico"
 ]
}

 The dataset includes 231 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018208-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ce6f99
title: Occurrence Download

description: A dataset containing 2954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anisosticta Chevrolat, 1836",
 "Year 2020-2023"
 ]
}

 The dataset includes 2954 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027427-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpe63e
title: Occurrence Download

description: A dataset containing 164776 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaerophyllum temulum L."
 ]
}

 The dataset includes 164776 records from 1032 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081215-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apy2d1
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Feuerlöschteich, Wald und Dünen in den Holmer Sandbergen"
 ]
}

 The dataset includes 121 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018208-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4t2fb
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria xanthochlora Schltr."
 ]
}

 The dataset includes 24 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017679-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmh9vx
title: Occurrence Download

description: A dataset containing 11475703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Anatidae",
 "Year 2021-2021"
 ]
}

 The dataset includes 11475703 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029728-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t34oj
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Eintauchen in die Natur /Harraser Weg (AWO - Kita Oberheldrungen)"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018210-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e23xy
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heptapleurum brassaiellum (Ridl.) Lowry & G.M.Plunkett"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017745-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esnkk7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Graphium kuroshium F.Na, J.D.Carrillo & Eskalen",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029854-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkbheh
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tirpitzia ovoidea Chun & F.C.How ex W.L.Sha"
 ]
}

 The dataset includes 87 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029862-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahxkaw
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aktion Wiese und Wegrain Gitzenheide"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018211-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npd6sn
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliciopsis rufidula Sleumer"
 ]
}

 The dataset includes 28 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017709-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpubb9
title: Occurrence Download

description: A dataset containing 8412975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8412975 records from 2872 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022549-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64pn7e
title: Occurrence Download

description: A dataset containing 2992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Acorus L."
 ]
}

 The dataset includes 2992 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126310-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.