cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9pegt7
title: Occurrence Download

description: A dataset containing 787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zingiber officinale Roscoe)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 787 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010286-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbx5cu
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Metelectrona ventralis (Becker, 1963)"
 ]
}

 The dataset includes 374 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005107-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enm2ka
title: Occurrence Download

description: A dataset containing 1333 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampanyctus australis Tåning, 1932"
 ]
}

 The dataset includes 1333 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005106-250525065834625/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/11699225
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.zxafz4
title: Occurrence Download

description: A dataset listing the 55022 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cetacea, Elasmobranchii, Polychaeta, Cnidaria, Mollusca, Echinodermata, Porifera, Malacostraca)",
 "Year 2017-2021"
 ]
}

 The dataset's 55022 records were derived from 3898 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017745-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hzcf2
title: Occurrence Download

description: A dataset listing the 86478 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "Country is Australia",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Museums Victoria provider for OZCAM, International Barcode of Life project (iBOL), Victorian Biodiversity Atlas, NSW DPI Biosecurity Collections, Australian Museum provider for OZCAM, Queensland Museum provider for OZCAM, Australian National Insect Collection, Tasmanian Museum and Art Gallery provider for OZCAM)",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 86478 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010736-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc501y4
title: CCDC 149015: Experimental Crystal Structure Determination

description: Related Article: I.Wharf, M.G.Simard|1998|Inorg.Chim.Acta|282|30|doi:10.1016/S0020-1693(98)00190-X
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/cc50nh9
title: CCDC 149590: Experimental Crystal Structure Determination

description: Related Article: Ta-Yung Chi, C.Pariya, Jih Ru Hwu, Chung-Sun Chung|1999|Inorg.Chim.Acta|285|107|doi:10.1016/S0020-1693(98)00332-6
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/ccs7jbv
title: CCDC 722217: Experimental Crystal Structure Determination

description: Related Article: G.K.Cantrell, S.J.Geib, T.Y.Meyer|2000|Organometallics|19|3562|doi:10.1021/om000360v
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/cc4qb38
title: CCDC 140619: Experimental Crystal Structure Determination

description: Related Article: P.R.Bontchev, B.B.Ivanova, R.P.Bontchev, D.R.Mehandjiev|2001|Polyhedron|20|231|doi:10.1016/S0277-5387(00)00639-2
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/cc5h8lh
title: CCDC 163636: Experimental Crystal Structure Determination

description: Related Article: Ok-Sang Jung, Sung Ho Park, Young-A Lee, Uk Lee|2000|Chem.Lett.|29|1012|doi:10.1246/cl.2000.1012
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/cc5h8mj
title: CCDC 163637: Experimental Crystal Structure Determination

description: Related Article: Y.Suzuki, R.Hirotani, H.Komatsu, H.Yamazaki|1999|Chem.Lett.|28|1299|doi:10.1246/cl.1999.1299
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: 10.5281/zenodo.15470090
title: Dataset & code for : "A machine learning approach for estimating forage maize yield and quality in NW Spain"

description: Data and Code for article: "A machine learning approach for estimating forage maize yield and quality in NW Spain".



Code: Jupyter Notebooks for forage maize yields (Dry Matter, Crude Protein and UFL)




📙 Dry Matter forage maize yield predcitions using Machine Learning ensemble methods for NW of Spain

📙 UFL(Plant Lactation Total Energy) forage maize yield predcitions using Machine Learning ensemble methods for NW of Spain

📙 Crude Protein forage maize yield predcitions using Machine Learning ensemble methods for NW of Spain

📙 Dry Matter forage maize yield predcitions using Machine Learning ensemble methods and Bootstrapping for NW of Spain


Dataset:  (MS Excel File)

The data file contains 1449 data for forage maize production covering 23 years from 2000 to 2022 and corresponds to 7 locations in NW of Spain (Grado, Barcia and Villaviciosa) in Asturias and (Ordes, Ribadeo, Sarria and Deza) in Galicia region. The production variables are:



kg DM/ha, kilograms of Dry Matter by hectar

UFL / ha, Unit of Forage milk by hectar

kg CP / ha, kilograms of Crude Protein by hectar


The input variables are 14:

 




Location
Year
Cultivar
Sowing date(Julian day)


Elevation (m)
WHC(mm)
C(%)
pH


Tmax(ºC)
Tmin(ºC)
Radiation(MJ/m2 day)
Precipitation(mm)


Anthesis date(Julian day)
Harvest date(Julian day)
DOI: 10.15468/dl.umytne
title: Occurrence Download

description: A dataset containing 808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schisandra sphenanthera Rehder & E.H.Wilson",
 "HasCoordinate is true"
 ]
}

 The dataset includes 808 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044135-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2hzkf
title: Occurrence Download

description: A dataset containing 2675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amazona ventralis (Statius Muller, 1776))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2675 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020821-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qusmj
title: Occurrence Download

description: A dataset containing 171366896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Material sample)",
 {
 "or" : [
 "IdentifiedBy is not null",
 "RecordedBy is not null"
 ]
 },
 {
 "or" : [
 {
 "not" : {
 "VerbatimScientificName" : [
 "is not null"
 ]
 }
 },
 {
 "not" : {
 "or" : [
 "VerbatimScientificName ~*BOLD:*",
 "VerbatimScientificName ~*BOLD-*",
 "VerbatimScientificName ~*BIOUG*"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 171366896 records from 22491 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141123-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgdzzf
title: Occurrence Download

description: A dataset containing 4722958 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Copepoda"
 ]
}

 The dataset includes 4722958 records from 1464 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011675-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ay9-74b-739
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q88-kky-nw2
title: Belemnites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0dx-tq3-wmg
title: †Rhipidomella Oehlert, 1890

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nja-w9j-2my
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qev-qjn-ja4
title: †Schizophoria King, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/28s-ey1-6cs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hap-asw-88f
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm9-qs7-rkv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwg-8ga-h5j
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eal-qtr-25m
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/01j-lw2-bpj
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhx-w98-rgv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8yg-v03-31r
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1sp-gwm-qys
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2vc-86h-2yq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6b-dy8-7jt
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j1q-j3r-e8v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/48b-k55-d5t
title: Astartidae A. d'Orbigny, 1844 (1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0h5-gb9-zv8
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ma-v2r-dq0
title: †Neochonetes Muir-Wood, 1962

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/52l-x1n-hkn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5r3-q6h-e7q
title: Terebratula Müller, 1776

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cs6-5sp-840
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yk2-klp-vzd
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7e8-mew-650
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sp2-xng-v5p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8rx-0yq-za0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a5a-q3j-drc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pca-h6k-avm
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xdw-sk7-rhz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smx-987-24l
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ge-z1g-qc0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ene-yqn-9bf
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gc5-515-3b3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gll-64n-l2e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz4-q2h-x51
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ll8-2nl-nfq
title: Hibolithes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncw-4x3-yg4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b60-ecj-0fv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wlt-k9z-dka
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.y8qjby
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbonymus gonionotus",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082892-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.baybna
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna spectabilis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082891-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsy5x2
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptereleotris grammica"
 ]
}

 The dataset includes 68 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034795-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anymyg
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptereleotris grammica grammica"
 ]
}

 The dataset includes 39 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034796-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5ewck
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACG8039"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034797-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr4dx2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACS5589"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034798-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hu6s7h
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptereleotris grammica melanota"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034799-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1434969
title: Educational Research Studies on Collaboration and Learning: Objectives, Methods, and Key Findings

description: This compiles ten peer-reviewed educational research papers published in 2025, covering diverse domains such as STEM education, creativity, collaborative learning, teacher training, and social-emotional learning. Each row represents a single study, with attributes detailing bibliographic information, research problem, objectives, contributions, hypotheses, methodology, sample characteristics, data sources, analysis methods, evaluation metrics, theoretical frameworks, educational context, intervention details, measured learning outcomes, key findings, policy implications, educator roles, limitations, and suggested future work. This structured format facilitates cross-study comparison and meta-analysis of contemporary educational interventions and observational research.
DOI: 10.48366/r1434971
title: Educational Research Studies on Collaboration and Instruction: Objectives, Methods, and Key Findings

description: This compiles ten peer-reviewed educational research papers published in 2025, covering diverse domains such as STEM education, creativity, collaborative learning, teacher training, and social-emotional learning. Each row represents a single study, with attributes detailing bibliographic information, research problem, objectives, contributions, hypotheses, methodology, sample characteristics, data sources, analysis methods, evaluation metrics, theoretical frameworks, educational context, intervention details, measured learning outcomes, key findings, policy implications, educator roles, limitations, and suggested future work. This structured format facilitates cross-study comparison and meta-analysis of contemporary educational interventions and observational research.
DOI: 10.15468/dl.zv7ckn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADS6227"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034800-250802193616735/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/12725056
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.dkv5yr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADY0029"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034802-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65ph6b
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (PHL.57_1, PHL.58_1)",
 "TaxonKey is Macaca fascicularis",
 "Year 2000-2025"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034804-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.