cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28684934.v9
title: VISTA (Vaginal Inference of Subspecies and Typing Algorithm)

description: Data and code to run the VISTA and the app. Unlike other parts of the body, a healthy vaginal microbiome is usually simple, with just a few types of bacteria—mostly <i>Lactobacillus</i> species. When the vaginal microbiome becomes more diverse and includes bacteria like <i>Gardnerella</i>, <i>Sneathia</i>, <i>Prevotella</i>, or <i>“Candidatus Lachnocurva vaginae”</i>, it’s considered less optimal and can increase the risk of reproductive and urinary health problems.<br>To describe these differences, scientists often use a system called <b>Community State Types (CSTs)</b>, which groups vaginal microbiomes based on the types and amounts of lactic acid–producing bacteria they contain. For example:CST I: mostly <i>Lactobacillus crispatus</i>CST II: mostly <i>Lactobacillus gasseri</i>CST III: mostly <i>Lactobacillus iners</i>CST IV: mostly diverse anaerobic bacteriaCST V: mostly <i>Lactobacillus jensenii</i>However, this system doesn’t capture the full complexity. Many strains and species in the vaginal microbiome go undetected with traditional methods. These hidden differences can be important for understanding how the microbiome affects health.To dig deeper, researchers look at the <b>genetic makeup</b> of the bacteria—specifically, the full set of genes found in each species. These genetic groupings are called <b>metagenomic subspecies (mgSs)</b>. When you combine all the mgSs in a sample, you get a <b>metagenomic Community State Type (mgCST)</b>, which gives a more detailed picture of how the microbiome might be influencing health.<br>This software package, VISTA (Vaginal Inference of Subspecies and Typing Algorithm), allows for classification of vaginal metagenomes to mgCSTs.
DOI: 10.6084/m9.figshare.28684934.v8
title: VISTA (Vaginal Inference of Subspecies and Typing Algorithm)

description: Data and code to run the VISTA and the app. Unlike other parts of the body, a healthy vaginal microbiome is usually simple, with just a few types of bacteria—mostly <i>Lactobacillus</i> species. When the vaginal microbiome becomes more diverse and includes bacteria like <i>Gardnerella</i>, <i>Sneathia</i>, <i>Prevotella</i>, or <i>“Candidatus Lachnocurva vaginae”</i>, it’s considered less optimal and can increase the risk of reproductive and urinary health problems.<br>To describe these differences, scientists often use a system called <b>Community State Types (CSTs)</b>, which groups vaginal microbiomes based on the types and amounts of lactic acid–producing bacteria they contain. For example:CST I: mostly <i>Lactobacillus crispatus</i>CST II: mostly <i>Lactobacillus gasseri</i>CST III: mostly <i>Lactobacillus iners</i>CST IV: mostly diverse anaerobic bacteriaCST V: mostly <i>Lactobacillus jensenii</i>However, this system doesn’t capture the full complexity. Many strains and species in the vaginal microbiome go undetected with traditional methods. These hidden differences can be important for understanding how the microbiome affects health.To dig deeper, researchers look at the <b>genetic makeup</b> of the bacteria—specifically, the full set of genes found in each species. These genetic groupings are called <b>metagenomic subspecies (mgSs)</b>. When you combine all the mgSs in a sample, you get a <b>metagenomic Community State Type (mgCST)</b>, which gives a more detailed picture of how the microbiome might be influencing health.<br>This software package, VISTA (Vaginal Inference of Subspecies and Typing Algorithm), allows for classification of vaginal metagenomes to mgCSTs.
DOI: 10.15468/dl.t9aph7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046218-250827131500795/datasets/export for details.
DOI: 10.15468/dl.bep3r3
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046220-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4hytv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva verticillata",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046219-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4n7yz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gastromyzon katibasensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046221-250827131500795/datasets/export for details.
DOI: 10.5284/1084809
title: Images from an archaeological evaluation of Land off Dunley Road, Stourport on Severn, Worcestershire 2021

description: This collection comprises an archaeological evaluation report and site photographs from an archaeological evaluation carried out in May 2020 in advance of a proposed erection of a new medical centre.
DOI: 10.15468/dl.pdpkxg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neosarmatium malabaricum"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046223-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/859d1n
title: Global Earthquake Total Economic Loss Risk Deciles

description: The Global Earthquake Total Economic Loss Risk Deciles is a 2.5 minute grid of global earthquake total economic loss risks. A process of spatially allocating Gross Domestic Product (GDP) based upon the Sachs et al. (2003) methodology is utilized. First the proportional contributions of subnational units to their respective national GDP are determined using sources of various origin. The contribution rates are then applied to published World Bank Development Indicators to determine a GDP value for the subnational unit. Once the national GDP has been spatially stratified into the smallest administrative units available, GDP values for grid cells are derived using Gridded Population of the World, Version 3 (GPWv3) data population distributions. A per capita contribution value is determined within each subnational unit, and then this value is multiplied by the population per grid cell. Once a GDP value has been determined on a per grid cell basis, then the regionally variable loss rate as derived from the historical records of EM-DAT is used to determine the total economic loss risks posed to a grid cell by earthquake hazards. The final surface does not present absolute values of total economic loss, but rather a relative decile (1-10 with increasing risk) ranking of grid cells based upon the calculated economic loss risks. This data set is the result of collaboration among the Columbia University Center for Hazards and Risk Research (CHRR), International Bank for Reconstruction and Development/The World Bank, and Columbia University Center for International Earth Science Information Network (CIESIN).
description: To provide a spatial surface of the total economic impacts of global earthquake hazard.
DOI: 10.15468/dl.qrk5em
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neosarmatium meinerti"
 ]
}

 The dataset includes 206 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046224-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/6qjv-1296.89
title: Indian Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - August 2025

description: The Media and Climate Change Observatory Data monitors 126 sources (across newspapers, radio and TV) in 58 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.37t9cb
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neosarmatium smithi"
 ]
}

 The dataset includes 177 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046226-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2a9s3
title: Occurrence Download

description: A dataset containing 519097895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Continent is North America",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Passeriformes",
 "Year 2015-2025"
 ]
}

 The dataset includes 519097895 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046157-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rc2sw
title: Occurrence Download

description: A dataset containing 118549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorex"
 ]
}

 The dataset includes 118549 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046202-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf9aqx
title: Occurrence Download

description: A dataset listing the 5889 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Plantae [GBIF Backbone Taxonomy])",
 "GadmGid is one of (COL.11_2)",
 "StateProvince is one of (Cauca)"
 ]
 }
 ]
}

 The dataset's 5889 records were derived from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046195-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17081237
title: FlowBack & FlowBack-Adjoint: Generative backmapping of coarse-grained molecular systems

description: Train/validation/test splits for protein structures used for FlowBack training and evaluation as well as pre-processed features. DESRES data for post-training FlowBack-Adjoint. Force field information for FlowBack-Adjoint.
DOI: 10.5281/zenodo.17081236
title: FlowBack & FlowBack-Adjoint: Generative backmapping of coarse-grained molecular systems

description: Train/validation/test splits for protein structures used for FlowBack training and evaluation as well as pre-processed features. DESRES data for post-training FlowBack-Adjoint. Force field information for FlowBack-Adjoint.
DOI: 10.15468/dl.5xwuc8
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046206-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/9u85m6
title: Global Earthquake Proportional Economic Loss Risk Deciles

description: The Global Earthquake Proportional Economic Loss Risk Deciles is a 2.5 minute grid of earthquake hazard economic loss as proportions of Gross Domestic Product (GDP) per analytical unit. Estimates of GDP at risk are based on regional economic loss rates derived from historical records of the Emergency Events Database (EM-DAT). Loss rates are weighted by the hazard's frequency and distribution. The methodology of Sachs et al. (2003) is followed to determine baseline estimates of GDP per grid cell. To better reflect the confidence surrounding the data and procedures, the range of proportionalities is classified into deciles, 10 class of an approximately equal number of grid cells of increasing risk. This data set is the result of collaboration among the Columbia University Center for Hazards and Risk Research (CHRR), International Bank for Reconstruction and Development/The World Bank, and Columbia University Center for International Earth Science Information Network (CIESIN).
description: To provide a spatial surface of the proportional economic impacts of global earthquake hazard.
DOI: 10.15468/dl.twfkfj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva verticillata",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046228-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69xyse
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva verticillata",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046229-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqes8z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva verticillata",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046230-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tq4upe
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chitala blanci)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046231-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk79jc
title: Occurrence Download

description: A dataset containing 192127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Microtus"
 ]
}

 The dataset includes 192127 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046213-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zad2bw
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphingidae",
 "Geometry POLYGON ((-71.49608110813226 -12.91107802069860, \n -71.34654743497030 -12.91107802069860, \n -71.34654743497030 -12.80531091717124, \n -71.49608110813226 -12.80531091717124, \n -71.49608110813226 -12.91107802069860))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 83 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046233-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wej36t
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046234-250827131500795/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc2k2c78
title: CCDC 2355759: Experimental Crystal Structure Determination

description: Related Article: Kurt F. Hoffmann, Rayni P. Noriega, Paul D. Boyle, Marcus W. Drover|2024|Chem.Commun.|60|9222|doi:10.1039/D4CC02665A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jqwnt
title: CCDC 2345697: Experimental Crystal Structure Determination

description: Related Article: Congcong Chen, Zhongshiqi Luo, Mengke Zhang, Xiaojing Li, Tonghuan Zhang, Jian Chen|2025|Dalton Trans.|54|12658|doi:10.1039/D5DT01465D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jqwpv
title: CCDC 2345698: Experimental Crystal Structure Determination

description: Related Article: Congcong Chen, Zhongshiqi Luo, Mengke Zhang, Xiaojing Li, Tonghuan Zhang, Jian Chen|2025|Dalton Trans.|54|12658|doi:10.1039/D5DT01465D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k56qp
title: CCDC 2358502: Experimental Crystal Structure Determination

description: Related Article: Ze Xu, Xiaopeng Zhang, Xiaofeng Yuan, Wanchen Zhang, Pengcheng Wang, Qiuhan Lin, Ming Lu, Yuangang Xu|2025|J.Mol.Struct.|1348|143552|doi:10.1016/j.molstruc.2025.143552
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2gtflb
title: CCDC 2288562: Experimental Crystal Structure Determination

description: Related Article: Manoj Kumar, Seraj Ahmad, Kahkashan Khatoon, Saleem Javed, Ravindra Singh, Ramesh Chandra, Himanshu Arora, Akram Ali|2023|Chem.Phys.Imp|7|100386|doi:10.1016/j.chphi.2023.100386
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k8t4t
title: CCDC 2361956: Experimental Crystal Structure Determination

description: Related Article: Ze Xu, Xiaopeng Zhang, Xiaofeng Yuan, Wanchen Zhang, Pengcheng Wang, Qiuhan Lin, Ming Lu, Yuangang Xu|2025|J.Mol.Struct.|1348|143552|doi:10.1016/j.molstruc.2025.143552
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kfnwk
title: CCDC 2366629: Experimental Crystal Structure Determination

description: Related Article: Linlu Li, Cuimeng Huo, Pengjue Liu, Fei Yang, Libing Guo, Zongwei Wang, Xiaopeng Xuan|2025|J.Mol.Struct.|1348|143575|doi:10.1016/j.molstruc.2025.143575
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kfqk9
title: CCDC 2366681: Experimental Crystal Structure Determination

description: Related Article: surendra pothuraju|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kxcyt
title: CCDC 2380767: Experimental Crystal Structure Determination

description: Related Article: Xia-Ying Zhao, Lei Yue, Meng-Yu Xu, Gui-Fang Zhang, Xi-Yan Dong, Yong-Li Wei, Quan-Jun Li|2025|Inorg.Chem.Front.|12|5419|doi:10.1039/D5QI00550G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.