cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2k60f7
title: CCDC 2359268: Experimental Crystal Structure Determination

description: Related Article: liu jia|2024|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: 10.15468/dl.ymkxcu
title: Occurrence Download

description: A dataset containing 732 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Mastozoológica de la Universidad Industrial de Santander"
 ]
}

 The dataset includes 732 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004886-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyk59u
title: Occurrence Download

description: A dataset containing 1145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Onychodactylus Tschudi, 1838",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1145 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185854-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2k61pj
title: CCDC 2359307: Experimental Crystal Structure Determination

description: Related Article: jin di|2024|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: 10.15468/dl.gm2o1z
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strix chacoensis Cherrie & Reichenberger, 1921"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002876-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btkrbj
title: Occurrence Download

description: A dataset containing 110624 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Marine invertebrate collection NTNU University Museum"
 ]
}

 The dataset includes 110624 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336118-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3syc5
title: Occurrence Download

description: A dataset containing 4698075 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 4698075 records from 2589 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080599-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xb248j
title: Occurrence Download

description: A dataset containing 64935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salmo salar Linnaeus, 1758",
 "Year 1000-2020"
 ]
}

 The dataset includes 64935 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111322-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naxis7
title: Occurrence Download

description: A dataset containing 5124 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 "Country is Colombia",
 {
 "or" : [
 "PublishingOrg is 478a9e81-e716-42dc-a68d-03487953a32e",
 "PublishingOrg is 85be57ed-f187-49c9-b7ff-eaa622e06217",
 "PublishingOrg is 2a7e3080-28a9-11dd-97cd-b8a03c50a862",
 "PublishingOrg is 0e2f2e28-7790-4c82-b8fb-6ef7b4c764e2",
 "PublishingOrg is 8edbbde0-055e-11d8-b850-b8a03c50a862",
 "PublishingOrg is bc709e2f-6eb4-4cbe-a295-e12eed0679f2",
 "PublishingOrg is cccff716-2694-4209-9f9e-2f7a484465a0",
 "PublishingOrg is 66522820-055c-11d8-b84e-b8a03c50a862",
 "PublishingOrg is e8eada63-4a33-44aa-b2fd-4f71efb222a0",
 "PublishingOrg is 073e52d4-44bd-41d7-bdfa-88c2735c694b"
 ]
 },
 "Geometry POLYGON((-78.65662 4.69666,-79.83215 1.59851,-78.48083 1.08215,-76.79993 0.01648,-73.38318 0.37903,-73.07556 1.26892,-73.15247 2.25769,-73.25134 5.11414,-78.65662 4.69666))",
 "HasCoordinate is true",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 5124 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009581-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zwxp2
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplazium kuoi T.C.Hsu"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026051-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5c9hr
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Neanderthal"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130983-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gkvgz
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vanilla polylepis Summerh."
 ]
}

 The dataset includes 75 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132858-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3d4x1g
title: Occurrence Download

description: A dataset containing 542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Salix prolixa Andersson",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 542 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009581-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vg85h
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didymoplexiella siamensis (Rolfe ex Downie) Seidenf."
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026081-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7w4mn
title: Occurrence Download

description: A dataset containing 5758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidiscidae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than 2000"
 ]
}

 The dataset includes 5758 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133186-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkzorg
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogostemon formosanus Oliv."
 ]
}

 The dataset includes 112 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009581-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2ndxa
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactyladenia dichotoma (De Wild.) Prance & F.White"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130980-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cwhv5
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros sphaerosepala Baker"
 ]
}

 The dataset includes 770 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026113-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ildcc2
title: Occurrence Download

description: A dataset containing 1813 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phainopepla nitens lepida Van Tyne, 1925"
 ]
}

 The dataset includes 1813 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009582-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnbyaz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vernonia orgyalis S.Moore"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132859-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ykqxn
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felis yagouaroundi Desmarest, 1816"
 ]
}

 The dataset includes 108 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134591-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7sx36
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros singaporensis Bakh."
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026037-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhc3dy
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alsodes montanus (Lataste, 1902)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111337-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8clp5
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 {
 "or" : [
 "PublishingOrg is 2e167bb0-4441-11db-9ba2-b8a03c50a862",
 "PublishingOrg is f56c5f80-055c-11d8-b84e-b8a03c50a862",
 "PublishingOrg is 52c8f620-1816-11da-9544-b8a03c50a862",
 "PublishingOrg is 66522820-055c-11d8-b84e-b8a03c50a862",
 "PublishingOrg is 84d451a0-644d-11de-b910-b8a03c50a862",
 "PublishingOrg is 4200d851-2340-4411-bda9-126613424633",
 "PublishingOrg is 609765e0-4ce8-11db-b80e-b8a03c50a862",
 "PublishingOrg is 939ed180-aa7b-11db-8edf-b8a03c50a862"
 ]
 },
 "Year 2000-2018",
 "HasCoordinate is true",
 "TaxonKey is Sceloporus virgatus Smith, 1938",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009582-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qz6etc
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Distylium pingpienense (Hu) E.Walker"
 ]
}

 The dataset includes 40 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026073-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g81sh9
title: Occurrence Download

description: A dataset containing 1215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veratrum californicum Durand",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1215 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009582-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reubzq
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus Pallas, 1780",
 "Year 2006-2021"
 ]
}

 The dataset includes 729 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002422-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghkdb9
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drepananthus hexagynus (Miq.) Survesw. & R.M.K.Saunders"
 ]
}

 The dataset includes 40 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026042-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oeat80
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Virola venosa (Benth.) Warb.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 333 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009591-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gmacz
title: Occurrence Download

description: A dataset containing 2568812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2568812 records from 397 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002406-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sevlyp
title: Occurrence Download

description: A dataset containing 83381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is GEO",
 "TaxonKey is Plantae",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "Country is Albania",
 "Country is Austria",
 "Country is Bosnia and Herzegovina",
 "Country is Belgium",
 "Country is Bulgaria",
 "Country is Belarus",
 "Country is Switzerland",
 "Country is Cyprus",
 "Country is Czechia",
 "Country is Germany",
 "Country is Denmark",
 "Country is Estonia",
 "Country is Spain",
 "Country is Finland",
 "Country is France",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Greece",
 "Country is Croatia",
 "Country is Hungary",
 "Country is Ireland",
 "Country is Iceland",
 "Country is Italy",
 "Country is Lithuania",
 "Country is Luxembourg",
 "Country is Latvia",
 "Country is Moldova, Republic of",
 "Country is Montenegro",
 "Country is Malta",
 "Country is North Macedonia",
 "Country is Netherlands",
 "Country is Norway",
 "Country is Poland",
 "Country is Portugal",
 "Country is Romania",
 "Country is Serbia",
 "Country is Russian Federation",
 "Country is Sweden",
 "Country is Slovenia",
 "Country is Slovakia",
 "Country is Ukraine"
 ]
 }
 ]
}

 The dataset includes 83381 records from 855 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009591-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9a4r8
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Allium galanthum Kar. & Kir."
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025414-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fsdtw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.3851 2.81803,-77.90884 2.81803,-77.90884 3.35043,-78.3851 3.35043,-78.3851 2.81803))",
 "HasGeospatialIssue is false",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025415-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzcyux
title: Occurrence Download

description: A dataset containing 1041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ostrinia furnacalis (Guenée, 1854)"
 ]
}

 The dataset includes 1041 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025416-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13823145
title: Training set
DOI: 10.5281/zenodo.13823146
title: Training set
DOI: 10.15468/dl.pa8pqx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Allium decipiens Fisch. ex Schult. & Schult.f."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025417-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tepe3y
title: Occurrence Download

description: A dataset containing 1505 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eulepethidae"
 ]
}

 The dataset includes 1505 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025418-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8a8nr
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Chilo partellus Swinhoe, 1885, Chilo partellus kapaurensis Bhattacherjee, 1971, Chilo partellus partellus, Chilo partellus acutus Bhattacherjee, 1971)"
 ]
}

 The dataset includes 162 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025419-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpckyn
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chilo suppressalis Walker, 1863"
 ]
}

 The dataset includes 509 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025420-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13823171
title: TSSCXG-17: Global Gridded Dataset of Surface Ocean pCO2 and Air-Sea CO2 Flux (1993-2020)

description: This dataset presents a global gridded reconstruction of the partial pressure of CO2 (pCO2) in the surface ocean and the corresponding air-sea CO2 flux, covering the period from 1993 to 2020. Developed to enhance understanding of climate change and the global carbon cycle, this dataset addresses gaps in oceanic carbon flux data through innovative machine learning techniques. The reconstruction process integrates in situ observations, satellite data, and reanalysis products, employing a three-step algorithm involving dimensionality reduction, clustering, and regression.
description: Temporal Coverage: Monthly data from 1993 to 2020.

Spatial Resolution: 1° × 1° grid globally.

Data Acquisition: Integrated data from multiple sources, including in situ measurements and model outputs.

Preprocessing:



Engineered features to fill gaps in chlorophyll-a concentration using model historical simulations.

Extended climatological data of dissolved inorganic nutrients.

Reduced dimensionality through Principal Component Analysis (PCA) and applied log10 transformations to skewed variables.



Machine Learning Framework:



Utilized t-Distributed Stochastic Neighbor Embedding (t-SNE) for non-linear dimensionality reduction to tackle the "curse of dimensionality."

Applied Spectral Clustering to group similar regions based on thermodynamic and biological characteristics.

Employed XGBoost regression to model the relationship between observed pCO2 and selected features, optimized via 10-fold cross-validation and Bayesian hyperparameter tuning.