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

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((80 10,90 10,90 20,80 20,80 10))"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014560-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxp2ea
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-160 -20,-150 -20,-150 -10,-160 -10,-160 -20))"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014561-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2x686
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene sensitiva, Aeschynomene sensitiva, Aeschynomene sensitiva)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2032 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014563-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6nh2x
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Clivia gardenii"
 ]
}

 The dataset includes 100 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014562-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zug28a
title: Occurrence Download

description: A dataset containing 2502 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Fritillaria ruthenica)"
 ]
}

 The dataset includes 2502 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014565-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5g737h4z
title: MassIVE MSV000099468 - Supporting raw MS data for paper (doi:T.B.D.) by Goerzen, D. et al (2025), titled "Machine perception liquid biopsy identifies brain tumors via systemic immune and tumor microenvironment signature".
title: Supporting MS data for paper (doi:T.B.D.) by Goerzen, D. et al (2025), titled "Machine perception liquid biopsy identifies brain tumors via systemic immune and tumor microenvironment signature." The index of experiments, related MS files, and labels is provided in the uploaded Excel file.
DOI: 10.15468/dl.5m6s33
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-170 -20,-160 -20,-160 -10,-170 -10,-170 -20))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014566-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jude8x
title: Occurrence Download

description: A dataset containing 44779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola rosea"
 ]
}

 The dataset includes 44779 records from 522 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014564-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgxe5y
title: Occurrence Download

description: A dataset containing 7333 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The scientific articles of the Falz-Fein readings"
 ]
}

 The dataset includes 7333 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014567-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fkhst
title: Occurrence Download

description: A dataset containing 7347 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rare species of flora and fauna of Ukrainian Carpathians"
 ]
}

 The dataset includes 7347 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014569-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se6ynf
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014568-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b38sxs
title: Occurrence Download

description: A dataset containing 1386 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassula perforata"
 ]
}

 The dataset includes 1386 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014570-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s22ft2
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 10,100 10,100 20,90 20,90 10))"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014571-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz3x4p
title: Occurrence Download

description: A dataset containing 31840 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Museu de Ciències Naturals de Barcelona: MCNB-Cord"
 ]
}

 The dataset includes 31840 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014572-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtrxfz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 -20,-170 -20,-170 -10,-180 -10,-180 -20))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014574-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hq5m63
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((100 10,110 10,110 20,100 20,100 10))"
 ]
}

 The dataset includes 57 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014575-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h89skz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((110 10,120 10,120 20,110 20,110 10))"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014577-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nquz3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((170 -10,180 -10,180 0,170 0,170 -10))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014579-251009101135966/datasets/export for details.
DOI: 10.7910/dvn/mcuqwv
title: Replication Data for: Hot Weather, Undernutrition, and Adaptation in Rural India

description: This folder contains the replication package for this paper. It includes all code used to create the analysis datasets, as well as the analysis code. It includes the analysis datasets, weather data, and citations for the raw data.
DOI: 10.15468/dl.jkuux7
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Kotschya lutea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 102 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014581-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wny9sy
title: Occurrence Download

description: A dataset containing 127350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Viburnum tinus L.",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 127350 records from 434 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014499-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17177424
title: RetroSynFormer: Planning multi-step chemical synthesis routes via a Decision Transformer

description: Overview

This repository contains the datasets used in "RetroSynFormer: Planning multi-step chemical synthesis routes via a Decision Transformer".  The repository contains the building blocks, templates and routes for the Standard, Small and Large datasets. In addition, predicted N1 and N5 routes mentioned in the publication is also attached.

Code is available at: https://github.com/emmaryd/retrosynformer/tree/main

 

File Description

Building Blocks:

standard_building_blocks.csv → set of building block included in the standard dataset

small_building_blocks.csv → set of building block included in the small dataset

large_building_blocks.csv → set of building block included in the large dataset

Reaction Templates:

standard_reaction_templates.pickle → reaction templates included in the standard dataset

small_reaction_templates.pickle → reaction templates included in the small dataset

large_reaction_templates.pickle → reaction templates included in the large dataset

Routes:

standard_routes.json → routes in the standard dataset

small_routes.json → routes in the small dataset

large_routes.json → routes in the large dataset

Predicted routes:

predicted_routes_bw50_n1.json → predictions for N1 test set, using the model trained on standard dataset, using beam width = 50

predicted_routes_bw50_n5.json → predictionsfor N5 test set, using the model trained on standard dataset, using beam width = 50
DOI: 10.5281/zenodo.17177425
title: RetroSynFormer: Planning multi-step chemical synthesis routes via a Decision Transformer

description: Overview

This repository contains the datasets used in "RetroSynFormer: Planning multi-step chemical synthesis routes via a Decision Transformer".  The repository contains the building blocks, templates and routes for the Standard, Small and Large datasets. In addition, predicted N1 and N5 routes mentioned in the publication is also attached.

Code is available at: https://github.com/emmaryd/retrosynformer/tree/main

 

File Description

Building Blocks:

standard_building_blocks.csv → set of building block included in the standard dataset

small_building_blocks.csv → set of building block included in the small dataset

large_building_blocks.csv → set of building block included in the large dataset

Reaction Templates:

standard_reaction_templates.pickle → reaction templates included in the standard dataset

small_reaction_templates.pickle → reaction templates included in the small dataset

large_reaction_templates.pickle → reaction templates included in the large dataset

Routes:

standard_routes.json → routes in the standard dataset

small_routes.json → routes in the small dataset

large_routes.json → routes in the large dataset

Predicted routes:

predicted_routes_bw50_n1.json → predictions for N1 test set, using the model trained on standard dataset, using beam width = 50

predicted_routes_bw50_n5.json → predictionsfor N5 test set, using the model trained on standard dataset, using beam width = 50
DOI: 10.4121/ca8682da-5ab3-4bd4-af37-95517f20a0a5
title: A curated data set of P-space representations for 61 East Asian metro networks

description: A curated dataset of P-space representations in .json format for 61 metro networks in East Asia. Network structures are built from non-English open data rather than standard GTFS feeds and harmonized into a consistent topological format. Primary sources are ktdb.go.kr for Seoul, Busan, Daegu, and Incheon; tdx.transportdata.tw for Taipei, Taoyuan, Taichung, and Kaohsiung; odpt.org for Tokyo, Yokohama, Kyoto, Kobe, Sapporo, Sendai, and Fukuoka; and lbs.amap.com (a Chinese local map provider) for the remaining 47 systems. Since the raw data sources are often in Japanese, Chinese, or Korean, language skills may be required if exact station names or local conventions are of interest.
DOI: 10.4121/ca8682da-5ab3-4bd4-af37-95517f20a0a5.v1
title: A curated data set of P-space representations for 61 East Asian metro networks

description: A curated dataset of P-space representations in .json format for 61 metro networks in East Asia. Network structures are built from non-English open data rather than standard GTFS feeds and harmonized into a consistent topological format. Primary sources are ktdb.go.kr for Seoul, Busan, Daegu, and Incheon; tdx.transportdata.tw for Taipei, Taoyuan, Taichung, and Kaohsiung; odpt.org for Tokyo, Yokohama, Kyoto, Kobe, Sapporo, Sendai, and Fukuoka; and lbs.amap.com (a Chinese local map provider) for the remaining 47 systems. Since the raw data sources are often in Japanese, Chinese, or Korean, language skills may be required if exact station names or local conventions are of interest.
DOI: 10.15468/dl.pmq987
title: Occurrence Download

description: A dataset containing 116157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.19863 48.66741,-1.12168 48.67812,-0.92149 48.76289,-0.93479 48.88978,-1.04334 49.02071,-1.27818 49.00473,-1.44983 48.81006,-1.3531 48.68959,-1.19863 48.66741))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 116157 records from 432 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021589-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqbs7q
title: Occurrence Download

description: A dataset containing 3196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.77088 39.28692,11.61645 39.28692,11.61645 45.3526,2.77088 45.3526,2.77088 39.28692))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Physeter macrocephalus"
 ]
}

 The dataset includes 3196 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021611-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/d665ec96-dd8b-4e6e-918d-d062a4e1ad42
title: A curated data set of L-space representations for 61 East Asian metro networks

description: A curated dataset of L-space representations in .json format for 61 metro networks in East Asia. Network structures are built from non-English open data rather than standard GTFS feeds and harmonized into a consistent topological format. Primary sources are ktdb.go.kr for Seoul, Busan, Daegu, and Incheon; tdx.transportdata.tw for Taipei, Taoyuan, Taichung, and Kaohsiung; odpt.org for Tokyo, Yokohama, Kyoto, Kobe, Sapporo, Sendai, and Fukuoka; and lbs.amap.com (a Chinese local map provider) for the remaining 47 systems. Since the raw data sources are often in Japanese, Chinese, or Korean, language skills may be required if exact station names or local conventions are of interest.
DOI: 10.4121/d665ec96-dd8b-4e6e-918d-d062a4e1ad42.v1
title: A curated data set of L-space representations for 61 East Asian metro networks

description: A curated dataset of L-space representations in .json format for 61 metro networks in East Asia. Network structures are built from non-English open data rather than standard GTFS feeds and harmonized into a consistent topological format. Primary sources are ktdb.go.kr for Seoul, Busan, Daegu, and Incheon; tdx.transportdata.tw for Taipei, Taoyuan, Taichung, and Kaohsiung; odpt.org for Tokyo, Yokohama, Kyoto, Kobe, Sapporo, Sendai, and Fukuoka; and lbs.amap.com (a Chinese local map provider) for the remaining 47 systems. Since the raw data sources are often in Japanese, Chinese, or Korean, language skills may be required if exact station names or local conventions are of interest.
DOI: 10.34740/kaggle/dsv/13648516
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48579/pro/oxiyrj
title: Référentiel hydrographique modélisé du territoire de l'Agence de l'Eau Seine-Normandie

description: Référentiel hydrographique couvrant le territoire de l'Agence de l'Eau Seine-Normandie. Il est composé de trois couches d'information SIG : le réseau hydrographique (couche de lignes) représentant le tracé des rivières, les bassins versant dits "élémentaires" associés à chaque linéaire de rivière (couche de polygones) et les bassins versants fluviaux (couche de polygones de regroupement des bassins versants élémentaires par fleuve). Ces données ont été produites avec le concours de l'Agence de l'Eau Seine-Normandie pour servir de référentiel dans les outils de modélisation développés au sein du programme PIREN-Seine. Le réseau est simplifié au niveau des confluences : il ne contient aucune diffluence (pas de bras secondaire sur les rivières, etc.).
DOI: 10.15468/dl.vghstg
title: Occurrence Download

description: A dataset containing 1084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is BirdMap Data - GPS tracking of Storks, Cranes and birds of prey, breeding in Northern and Eastern Europe",
 {
 "or" : [
 "Geometry POLYGON((31.38863 52.7809,31.39453 50.52022,31.39453 52.79144,31.37776 52.76681,31.38863 52.7809))",
 "Geometry POLYGON((24.08653 50.6265,23.8641 50.03504,25.57782 49.95416,25.40089 51.25841,23.79332 51.14213,24.08653 50.6265))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1084 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021616-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17536215
title: Films and posters from movies released between 01/01/1980 and 31/12/1989

description: The dataset consists, on the one hand, of a CSV file that includes the following fields:

•    ID_Film: Unique identifier for the film (IMDb ID).•    Title: Name of the film.•    Year: Year of release of the film.•    Genre: Main genres of the film (e.g. action, drama, comedy, etc.).•    Rating: Average rating given by IMDb users.•    Votes: Total number of votes received on IMDb.•    URL: Link to the film's page on IMDb•    Image_URL: Link to the film's cover on IMDbAnd, on the other hand, a folder with all the downloaded images, which are named according to the ‘ID_Film’ field in the CSV file, ensuring that the image names match the identifiers for each film.

The data included in the dataset will focus exclusively on films released in the 1980s, i.e. between 1 January 1980 and 31 December 1989, that are not intended solely for adults. The reason for this filtering, in addition to obviously reducing the size of the final dataset and not overloading the server, is based on the fact that, at that time, film posters were one of the main attractions of these films. In other words, all the digital marketing that is done today was concentrated, practically, on film posters and trailers, which could generally only be seen in cinemas.For all these reasons, this is one of the best periods for conducting this type of study on the influence of posters on the success of films.

Only 250 films have been included, which is clearly too low a number to use in a CNN-based study, as it is only a sample. The programme allows you to specify how many you want to download in case you want to generate a larger dataset in the future.