cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.e4bumd
title: Occurrence Download

description: A dataset containing 1168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.38726 44.11082,0.44953 44.11082,0.44953 44.16831,0.38726 44.16831,0.38726 44.11082))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2015-2026"
 ]
}

 The dataset includes 1168 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010949-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15161/oar.it/3ed47-an409
title: Data output and source code for MC-RADIO - ICSC Spoke 8 WP2
DOI: 10.15161/oar.it/w6x1b-zbe05
title: Data output and source code for MC-RADIO - ICSC Spoke 8 WP2
DOI: 10.15468/dl.9byk7c
title: Occurrence Download

description: A dataset listing the 1358 species recorded in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is 0e919a55-08d3-4bd2-aec1-200858fafd92",
 "RecordedBy is one of (Hoenselaar H.J.)"
 ]
}

 The dataset's 1358 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010931-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uqkhz
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kuntheria pedunculata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 151 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010950-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3mvdg
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malawi",
 "DatasetKey is BID-Malawi-Arctiidae-Biodiversity-Data",
 "Year 2006-2026"
 ]
}

 The dataset includes 45 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010951-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63hjs4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma sericeum",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010952-260208012135463/datasets/export for details.
DOI: 10.15468/dl.uf93gr
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton piptocalyx",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 96 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010953-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjsd26
title: Occurrence Download

description: A dataset containing 6905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6905 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010954-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ntkap
title: Occurrence Download

description: A dataset containing 1756489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Specimen, Occurrence evidence)",
 "Country is Indonesia",
 "HasCoordinate is true",
 "IucnRedListCategory is one of (EX, EW, CR, EN, VU, NT, LC, DD, NE)",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "Year 1980-2026"
 ]
}

 The dataset includes 1756489 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010865-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3yxrz
title: Occurrence Download

description: A dataset containing 888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "GadmGid is one of (FRA.12_1, FRA.3_1)",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Procambarus clarkii",
 "Year 2020-2026"
 ]
}

 The dataset includes 888 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010955-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2afxn
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus virginalis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)",
 "Year is greater than or equal to 1980",
 "Geometry POLYGON((-24.6 34.6, 35.65 34.6, 35.65 72, -24.6 72, -24.6 34.6))"
 ]
}

 The dataset includes 418 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010957-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ta3run
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "GadmGid is one of (FRA.12_1, FRA.3_1)",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Ambrosia artemisiifolia",
 "Year 2020-2026"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010956-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n65tut
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.99242 43.64569,3.87170 43.64569,3.87170 43.99726,2.99242 43.99726,2.99242 43.64569))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coenagrion pulchellum"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010960-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky7xvg
title: Occurrence Download

description: A dataset containing 7912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-122.82009 36.89854,-121.37733 36.89854,-121.37733 38.39733,-122.82009 38.39733,-122.82009 36.89854))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Canis latrans"
 ]
}

 The dataset includes 7912 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010959-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jd5kg
title: Occurrence Download

description: A dataset containing 3175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Belone belone",
 "Year 1998-2026"
 ]
}

 The dataset includes 3175 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010958-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwd5x6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma spondylus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010961-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9atzmr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ornithoglossum zeyheri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010962-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwdvf8
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Esenbeckia leiocarpa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 349 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010963-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkk8x5
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Daphne cneorum",
 "Year 1950-2026"
 ]
}

 The dataset includes 627 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010964-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ct7c55
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micromelum integerrimum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010965-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5gbec
title: Occurrence Download

description: A dataset containing 22748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriocheir sinensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)",
 "Year is greater than or equal to 1980",
 "Geometry POLYGON((-24.6 34.6, 35.65 34.6, 35.65 72, -24.6 72, -24.6 34.6))"
 ]
}

 The dataset includes 22748 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010966-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxvmjw
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma stroumpoulos",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010967-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ca7gxe
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sandersonia aurantiaca",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 70 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010968-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89zp4h
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus guaranitica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 679 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010969-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/qyfi1u
title: The Role of Exports for Income and Job Creation in Sub-Saharan African Countries: New Evidence using the Africa Supply and Use Tables Database
title: GGDC Research Memorandum 197

description: This paper is number 197 in the &lt;a href="https://www.rug.nl/ggdc/iframe/memoranda" target="_blank"&gt;Groningen Growth and Development's Research Memoranda series&lt;/a&gt;.&lt;br&gt;&lt;br&gt;

&lt;b&gt;Abstract&lt;/b&gt;&lt;br&gt;
This paper examines the role of exports for income and job creation in sub-Saharan African countries. It introduces the Africa Supply and Use Tables (ASUT) database, which provides annual data on the production structure of eleven countries from 1990 to 2019. For each country, official supply and use tables are benchmarked to national accounts and trade data that reflect production and usage by 20
sectors. Using input-output techniques, we document five key stylized facts: i) African economies face increased international competition, during a period in which the production process has been further fragmented; ii) An increasing share of domestic value-added exports (income content of exports) comes from manufacturing and services; iii) The income content of exports is becoming increasingly diversified, especially between 1990 and 2007, but continuing albeit at a slower pace from 2007 to 2019; iv) A rising number of manufacturing jobs are sustained by exports, increasing from 4.1 million workers in 1990 to 8.6 million workers by 2019; v) Inter-industry linkages are expanding, where the rising linkages are particularly observed in services sectors.

&lt;br&gt;&lt;br&gt;
The dataset is hosted separately on Dataverse and can be accessed through: &lt;br&gt;
&lt;a href="https://doi.org/10.34894/IMKXNT" target="_blank"&gt;Africa Supply and Use Tables (ASUT) Database DOI: 10.34894/IMKXNT&lt;/a&gt;
description: The dataset is hosted separately on Dataverse and can be accessed through: <br>
Africa Supply and Use Tables (ASUT) Database DOI: 10.34894/IMKXNT
DOI: 10.15468/dl.rtvwre
title: Occurrence Download

description: A dataset containing 7732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lindera glauca",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 7732 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010970-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15299529
title: Cosmopolitanism in the depths of Barbaricum - Archaeogenomic evidence from the Late Iron Age Gothic community of the Masłomęcz group. - Supplementary Tables 13, 14 and 16

description: Suppementary Tables 13, 14 and 16 for manuscript "Cosmopolitanism in Barbaricum - Archaeogenomic evidence from the Late Iron Age Gothic community of the Masłomęcz group." submitted to Science Advances
DOI: 10.15468/dl.xjx872
title: Occurrence Download

description: A dataset containing 7269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ukraine",
 "Geometry POLYGON((23.01543 48.99258,22.75309 49.03669,22.56474 48.85114,22.82036 48.62489,23.13651 48.53143,23.32485 48.52698,23.43248 48.67822,23.47284 48.82457,23.01543 48.99258))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Vaccinium myrtillus L., Plantae)"
 ]
}

 The dataset includes 7269 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006250-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15258765
title: Training Data, Models, and Moldens for CEONet

description: Training data for CEONet

Three datasets were used to train the CEONet model. Each dataset contains .pt files of molecular geometries, molecular orbital coefficients, and molecular orbital energies.  The .pt files are named using 'type_occupancy_size' format, where 'occ' and 'virt' indicate 'occupied' and 'virtual' orbitals, respectively.

Specifically, the three datasets are:

- sto3g: QM9 dataset with molecular orbital properties calculated at HF/STO-3G level of theory

- qh9: QM9 dataset with molecular orbital properties calculated at B3LYP/Def2-SVP level of theory

- tm: Transition metal complexes dataset with moleular orbital properties calculated at HF/STO-3G level of theory

Trained CEONet models

Models with the lowest validation mean absolute errors (MAEs) are in included in best_models.tar file

Molden Files

The hfmoldens .zip files contain the moldens of STO-3G QM9 and TMQM computed for the paper. Tmconstructed.zip contains the moldens of the constructed orbitals and tmconstructed_h5 contains the .h5 data of these orbitals that can be fed into CEONet
DOI: 10.5281/zenodo.15258766
title: Training data for CEONet

description: Datasets used to train CEONet

Three datasets were used to train CEONet. Each dataset contains .pt files of molecular geometries, molecular orbital coefficients, and molecular orbital energies.  The .pt files are named using 'type_occupancy_size' format, where 'occ' and 'virt' indicate 'occupied' and 'virtual' orbitals, respectively.

The datasets used in this work include:

- sto3g: QM9 dataset with molecular orbital properties calculated at HF/STO-3G level of theory

- qh9: QM9 dataset with molecular orbital properties calculated at B3LYP/Def2-SVP level of theory

- tm: Transition metal complexes dataset with moleular orbital properties calculated at HF/STO-3G level of theory
DOI: 10.5281/zenodo.15265233
title: Training data and best models for CEONet

description: Training data for CEONet

Three datasets were used to train the CEONet model. Each dataset contains .pt files of molecular geometries, molecular orbital coefficients, and molecular orbital energies.  The .pt files are named using 'type_occupancy_size' format, where 'occ' and 'virt' indicate 'occupied' and 'virtual' orbitals, respectively.

Specifically, the three datasets are:

- sto3g: QM9 dataset with molecular orbital properties calculated at HF/STO-3G level of theory

- qh9: QM9 dataset with molecular orbital properties calculated at B3LYP/Def2-SVP level of theory

- tm: Transition metal complexes dataset with moleular orbital properties calculated at HF/STO-3G level of theory

Best models for CEONet

The best trained models with the lowest mean absolute errors (MAEs) are in included in best_models.tar file
DOI: 10.5281/zenodo.15273310
title: Training Data, Models, and Moldens for CEONet

description: Training data for CEONet

Three datasets were used to train the CEONet model. Each dataset contains .pt files of molecular geometries, molecular orbital coefficients, and molecular orbital energies.  The .pt files are named using 'type_occupancy_size' format, where 'occ' and 'virt' indicate 'occupied' and 'virtual' orbitals, respectively.

Specifically, the three datasets are:

- sto3g: QM9 dataset with molecular orbital properties calculated at HF/STO-3G level of theory

- qh9: QM9 dataset with molecular orbital properties calculated at B3LYP/Def2-SVP level of theory

- tm: Transition metal complexes dataset with moleular orbital properties calculated at HF/STO-3G level of theory

Trained CEONet models

Models with the lowest validation mean absolute errors (MAEs) are in included in best_models.tar file

Molden Files

The hfmoldens .zip files contain the moldens of STO-3G QM9 and TMQM computed for the paper. Tmconstructed.zip contains the moldens of the constructed orbitals and tmconstructed_h5 contains the .h5 data of these orbitals that can be fed into CEONet
DOI: 10.15468/dl.94qmsr
title: Occurrence Download

description: A dataset containing 4595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alces alces (Linnaeus, 1758)",
 "Geometry POLYGON((12.33565966 47.67374686, 25.66434034 47.67374686, 27.15544237 56.59312379, 10.84455763 56.59312379, 12.33565966 47.67374686))"
 ]
}

 The dataset includes 4595 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006253-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cc9d2
title: Occurrence Download

description: A dataset containing 8963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Eleutherodactylus planirostris (Cope, 1862))"
 ]
}

 The dataset includes 8963 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006254-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3agza
title: Occurrence Download

description: A dataset containing 11695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dama dama (Linnaeus, 1758)",
 "Geometry POLYGON((12.33565966 47.67374686, 25.66434034 47.67374686, 27.15544237 56.59312379, 10.84455763 56.59312379, 12.33565966 47.67374686))"
 ]
}

 The dataset includes 11695 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006256-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.