cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/bckm-sk30
title: "NSL-KDD"

description: "The NSL-KDD data set has the following advantages over the original KDD data set: It does not include redundant records in the train set, so the classifiers will not be biased towards more frequent records.There is no duplicate records in the proposed test sets; therefore, the performance of the learners are not biased by the methods which have better detection rates on the frequent records.The number of selected records from each difficultylevel group is inversely proportional to the percentage of records in the original KDD data set. As a result, the classification rates of distinct machine learning methods vary in a wider range, which makes it more efficient to have an accurate evaluation of different learning techniques.The number of records in the train and test sets are reasonable, which makes it affordable to run the experiments on the complete set without the need to randomly select a small portion. Consequently, evaluation results of different research works will be consistent and comparable."
DOI: 10.15468/dl.vfbba5
title: Occurrence Download

description: A dataset containing 1600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.82724364537262 48.60308091681885, 16.842546046293673 48.71448850514735, 16.675359791683857 48.7246628462377, 16.66042597966878 48.61322911141296, 16.82724364537262 48.60308091681885))"
 ]
}

 The dataset includes 1600 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019473-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15004060
title: Probiotic strain Bacillus subtilis TO-A modulates the formation of neutrophil extracellular traps
DOI: 10.5281/zenodo.15004061
title: Probiotic strain Bacillus subtilis TO-A modulates the formation of neutrophil extracellular traps
DOI: 10.5281/zenodo.15589039
title: Probiotic strain Bacillus subtilis TO-A modulates the formation of neutrophil extracellular traps
DOI: 10.15468/dl.y22bdt
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019472-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmzfaf
title: Occurrence Download

description: A dataset containing 52728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.95187 -2.65687,-78.05971 -2.65506,-78.06192 -1.44403,-78.95342 -1.44501,-78.95187 -2.65687))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 52728 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021466-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/51z3ub
title: 2_Description_Variables_V5.pdf

description: This file describes the variables of the dataset.
DOI: 10.57745/55idn7
title: 3_Description_Articles-1.pdf

description: This file describes the variables of the dataset.
DOI: 10.57745/ctqbut
title: 1_Data_V4.tab

description: This file contains the data.
DOI: 10.57745/dn4z03
title: 1_Data.tab

description: This file contains the data.
DOI: 10.57745/dp8jiq
title: 3_Description_Articles.pdf

description: This file describes the articles from which the data comes from.
DOI: 10.57745/gihdik
title: 3_Description_Articles_V2.pdf

description: This file describes the articles from which the data comes from.
DOI: 10.57745/ixyjba
title: 1_Data_V5.tab

description: This file contains the data.
DOI: 10.57745/mcmro3
title: 2_Description_Variables.pdf

description: This file describes the variables of the dataset.
DOI: 10.57745/xyhzf8
title: 3_Description_Articles_V5.pdf

description: This file describes the articles from which the data comes from.
DOI: 10.15129/fda72763-74f6-44db-9daf-ff5e28b6ee8e
title: Data for “Entangled states from sparsely coupled spins for metrology with neutral atoms”

description: Using the scripts and data provided, one should be able to reproduce the figures in the paper. All the data for the plots are provided with appropriate Readme
DOI: 10.5281/zenodo.15588018
title: AlphaFold models of host-pathogen interactions elucidate the prevalence and structural modes of molecular mimicry

description: This repository contains the FASTA files, AlphaFold-multimer models, and PyMol session files associated with the manuscript "AlphaFold models of host-pathogen interactions elucidate the prevalence and structural modes of molecular mimicry".
DOI: 10.5281/zenodo.15588019
title: AlphaFold models of host-pathogen interactions elucidate the prevalence and structural modes of molecular mimicry

description: This repository contains the FASTA files, AlphaFold-multimer models, and PyMol session files associated with the manuscript "AlphaFold models of host-pathogen interactions elucidate the prevalence and structural modes of molecular mimicry".
DOI: 10.15468/dl.m9qeq7
title: Occurrence Download

description: A dataset containing 406163 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is World Plant Specimen from the Herbaria in China"
 ]
}

 The dataset includes 406163 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019728-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12056475
title: World Stock Prices ( Daily Updating )
DOI: 10.15468/dl.sddr5b
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colletotrichum kahawae J.M.Waller & Bridge"
 ]
}

 The dataset includes 190 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019739-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjvuqu
title: Occurrence Download

description: A dataset containing 2593837 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 2023 Contributions of Plant Specimen Data inside China"
 ]
}

 The dataset includes 2593837 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019729-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15591400
title: AI-peer friendship on English-Speaking
DOI: 10.5281/zenodo.15591401
title: AI-peer friendship on English-Speaking
DOI: 10.34740/kaggle/dsv/12056492
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/12056498
title: Iranian Snack & Chips Detection (YOLO Format)
DOI: 10.57745/6y5h18
title: T1206_T242_combined_scores.tab

description: :unav
DOI: 10.57745/7pkweu
title: T242_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/aict6e
title: T1206_T242_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/e3dntd
title: LICENSE

description: :unav
DOI: 10.57745/hfcluw
title: MassiveFold_CASP16_Abstract.pdf

description: :unav
DOI: 10.57745/k6psrn
title: T242_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/lxiwxl
title: README.txt

description: :unav
DOI: 10.57745/nvguh4
title: T1206_T242_combined_scores.tab

description: :unav
DOI: 10.57745/qrhh4s
title: T1206_T242_only_pdbs_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/sqoezq
title: gather_runs.py

description: :unav
DOI: 10.57745/whvupg
title: T242_CAPRI_scoring.pdb.gz

description: :unav
DOI: 10.5281/zenodo.15488752
title: WATER SAMPLES REFLET RHIZOSPH'AIR 2024

description: This repository contains four files containing data collected from the Rhizosphere pilot operated by INRAE within the framework of the MULTISOURCE project.
DOI: 10.5281/zenodo.15488753
title: WATER SAMPLES REFLET RHIZOSPH'AIR 2024

description: This repository contains four files containing data collected from the Rhizosphere pilot operated by INRAE within the framework of the MULTISOURCE project.
DOI: 10.57745/cmdkr5
title: H1204_T240_combined_scores.tab

description: :unav
DOI: 10.57745/dtdmc6
title: LICENSE

description: :unav
DOI: 10.57745/giyfmz
title: README.txt

description: :unav
DOI: 10.57745/gm1w7p
title: H1204_T240_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/igeg1b
title: T240_CAPRI_scoring.pdb.gz

description: :unav
DOI: 10.57745/lhkljy
title: H1204_T240_combined_scores.tab

description: :unav
DOI: 10.57745/ljo1ib
title: H1204_T240_only_pdbs_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/ncgxm9
title: gather_runs.py

description: :unav
DOI: 10.57745/nyikdf
title: T240_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/skutdx
title: MassiveFold_CASP16_Abstract.pdf

description: :unav
DOI: 10.57745/uehtsm
title: T240_CAPRI_assessment.tab

description: :unav
DOI: 10.15468/dl.rm6wae
title: Occurrence Download

description: A dataset listing the 256 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GbifRegion is Asia",
 "OccurrenceStatus is Present",
 "StateProvince is one of (Zhejiang (浙江省), JIANGXI Prov., AnHui)",
 "TaxonKey is Lepidoptera",
 "Year 2015-2025"
 ]
}

 The dataset's 256 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019738-250525065834625/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.29234846
title: Dataset

description: Location records and environmental variables used to assess climate change impacts on distribution dynamics of Lysimachia christinae in China through MaxEnt Modeling.
DOI: 10.6084/m9.figshare.29234846.v1
title: Dataset

description: Location records and environmental variables used to assess climate change impacts on distribution dynamics of Lysimachia christinae in China through MaxEnt Modeling.
DOI: 10.57745/6wpors
title: H1208_T244_combined_scores.tab

description: :unav
DOI: 10.57745/cbxwop
title: H1208_T244_combined_scores.tab

description: :unav
DOI: 10.57745/cncn0p
title: gather_runs.py

description: :unav
DOI: 10.57745/dekfez
title: README.txt

description: :unav
DOI: 10.57745/hvwi0v
title: H1208_T244_only_pdbs_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/la3qyi
title: LICENSE

description: :unav
DOI: 10.57745/n9hgtb
title: T244_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/rufryw
title: T244_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/tvin1d
title: H1208_T244_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/xngpxt
title: MassiveFold_CASP16_Abstract.pdf

description: :unav
DOI: 10.57745/xr1rxr
title: T244_CAPRI_scoring.pdb.gz

description: :unav
DOI: 10.57745/19cxqk
title: LICENSE

description: :unav
DOI: 10.57745/bdbcs7
title: H1215_T248_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/cdai4l
title: H1215_T248_only_pdbs_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/fsgl9k
title: H1215_T248_combined_scores.tab

description: :unav
DOI: 10.57745/kdpbty
title: gather_runs.py

description: :unav
DOI: 10.57745/pen8d3
title: T248_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/tjnjul
title: H1215_T248_combined_scores.tab

description: :unav
DOI: 10.57745/uahesz
title: MassiveFold_CASP16_Abstract.pdf

description: :unav
DOI: 10.57745/uk3igl
title: T248_CAPRI_scoring.pdb.gz

description: :unav
DOI: 10.57745/z4mxnz
title: README.txt

description: :unav
DOI: 10.57745/zy3lql
title: T248_CAPRI_assessment.tab

description: :unav
DOI: 10.15468/dl.8abu5f
title: Occurrence Download

description: A dataset containing 147706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Charadrius semipalmatus Bonaparte, 1825)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 147706 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019732-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15584455
title: Data for Zhao et al 2025 – SAI and tipping elements (2)

description: This repository contains the SAI+1.0 (multi-objective, 60N+60S) and SAI+0.5 (multi-objective) data needed to run the analysis in Zhao et al. 2025 - Tipping elements response to different strategies of stratospheric aerosol injection. For questions and other SAI experimental data please contact the author.
DOI: 10.5281/zenodo.15584456
title: Data for Zhao et al 2025 – SAI and tipping elements (2)

description: This repository contains the SAI+1.0 (multi-objective, 60N+60S) and SAI+0.5 (multi-objective) data needed to run the analysis in Zhao et al. 2025 - Tipping elements response to different strategies of stratospheric aerosol injection. For questions and other SAI experimental data please contact the author.
DOI: 10.15468/dl.28699s
title: Occurrence Download

description: A dataset containing 1389121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Charadrius semipalmatus Bonaparte, 1825)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 1389121 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019731-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15591152
title: Inventeringsunderlag kombinerat med Maxent

description: Resultatet från kapitel 4.3 i studien Inventerade Lämningars Landskap: Modellering av fornlämningars utbredning i landskapet med GIS och Maxent.  Består utav tre högupplösta versioner av bilderna från studien som går att ladda ner för att enklare kunna granska och zooma materialet själv. Det finns även en geopackage av vektor och raster data med fördefinerade symboler och stil för att kunna ladda upp och få samma resultat som på bilderna direkt i QGIS.
DOI: 10.5281/zenodo.15591153
title: Inventeringsunderlag kombinerat med Maxent

description: Resultatet från kapitel 4.3 i studien Inventerade Lämningars Landskap: Modellering av fornlämningars utbredning i landskapet med GIS och Maxent.  Består utav tre högupplösta versioner av bilderna från studien som går att ladda ner för att enklare kunna granska och zooma materialet själv. Det finns även en geopackage av vektor och raster data med fördefinerade symboler och stil för att kunna ladda upp och få samma resultat som på bilderna direkt i QGIS.
DOI: 10.15468/dl.4kxdgb
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colletotrichum kahawae J.M.Waller & Bridge"
 ]
}

 The dataset's 1 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019740-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15585308
title: Data for Zhao et al 2025 – SAI and tipping elements (3)

description: This repository contains the HIST and SAI+1.5 (multi-objective) data needed to run the analysis in Zhao et al. 2025 - Tipping elements response to different strategies of stratospheric aerosol injection. For questions and other SAI experimental data please contact the author.
DOI: 10.5281/zenodo.15585309
title: Data for Zhao et al 2025 – SAI and tipping elements (3)

description: This repository contains the HIST and SAI+1.5 (multi-objective) data needed to run the analysis in Zhao et al. 2025 - Tipping elements response to different strategies of stratospheric aerosol injection. For questions and other SAI experimental data please contact the author.
DOI: 10.15468/dl.yhmmfa
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Architeuthis dux Steenstrup, 1857"
 ]
}

 The dataset includes 135 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019743-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/ts7r-pt21
title: "PNV-ObsceneDB1K"

description: "The proliferation of online content has raised significant concerns regarding the identification and regulation of obscene content, necessitating robust datasets for research and development. This study presents a curated dataset comprising 1,000 videos, equally divided into 500 obscene and 500 non-obscene videos. These were collected from various internet and online platforms. These videos are from various languages and regions (e.g., Hindi, English, Japanese, and other regional languages) and content types (e.g., adult scene, nudity, suggestive). Each video label is an obscene or non-obscene. To ensure labeling quality, a multi-annotator approach was employed to address the subjective nature of obscene content, with subcategories defined for precise classification. The videos range in duration from 10 seconds to 17 minutes, offering a diverse and representative sample for analyzing obscene content. This dataset serves as a valuable resource for developing AI models content moderation systems and aimed at mitigating harmful online content."
DOI: 10.5281/zenodo.15522631
title: Dataset of Surface Coal Mine Extents from 1984 to 2023

description: This dataset provides the spatiotemporal distribution of surface coal mines from 1984 to 2023 across three provinces in China: Inner Mongolia, Shanxi, and Shaanxi. The data are provided in Shapefile (.shp) format.
DOI: 10.5281/zenodo.15522630
title: Dataset of Surface Coal Mine Extents from 1984 to 2023

description: This dataset provides the spatiotemporal distribution of surface coal mines from 1984 to 2023 across three provinces in China: Inner Mongolia, Shanxi, and Shaanxi. The data are provided in Shapefile (.shp) format.
DOI: 10.15468/dl.h2caex
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Charadrius semipalmatus Bonaparte, 1825)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019745-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhjp8z
title: Occurrence Download

description: A dataset containing 2261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meles meles (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((6.021702 45.981693, 10.483959 45.981693, 10.483959 47.827908, 6.021702 47.827908, 6.021702 45.981693))",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2000"
 ]
}

 The dataset includes 2261 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019744-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbuvgr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Peru",
 "PublishingOrg is 90fd6680-349f-11d8-aa2d-b8a03c50a862",
 "TaxonKey is Dactylocardamum Al-Shehbaz"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019746-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.