cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29636249
title: DeepGW

description: The ancestors of insects are considered to be crustaceans of the phylum Arthropoda, including mollusks, arachnid organisms, etc. In this study, 119 species genomes were selected from the National Center for Biotechnology Information database(https://www.ncbi.nlm.nih.gov/), and protein-coding genes were used as the constructed dataset for DeepGW (Table S1). The 119 species were categorized into 38 wingless (i.e., Malacostraca, Arachnida, and Collembola) and 81 winged (81 winged insects in 14 orders) based on the evolutionary characteristics of wings, and the molecular mechanisms of key genes on the origin and evolution of insect wings were investigated by DeepGW .
DOI: 10.6084/m9.figshare.29636249.v2
title: DeepGW

description: The ancestors of insects are considered to be crustaceans of the phylum Arthropoda, including mollusks, arachnid organisms, etc. In this study, 119 species genomes were selected from the National Center for Biotechnology Information database(https://www.ncbi.nlm.nih.gov/), and protein-coding genes were used as the constructed dataset for DeepGW (Table S1). The 119 species were categorized into 38 wingless (i.e., Malacostraca, Arachnida, and Collembola) and 81 winged (81 winged insects in 14 orders) based on the evolutionary characteristics of wings, and the molecular mechanisms of key genes on the origin and evolution of insect wings were investigated by DeepGW .
DOI: 10.6084/m9.figshare.29636249.v1
title: DeepGW

description: The ancestors of insects are considered to be crustaceans of the phylum Arthropoda, including mollusks, arachnid organisms, etc. In this study, 119 species genomes were selected from the National Center for Biotechnology Information database(https://www.ncbi.nlm.nih.gov/), and protein-coding genes were used as the constructed dataset for DeepGW (Table S1). The 119 species were categorized into 38 wingless (i.e., Malacostraca, Arachnida, and Collembola) and 81 winged (81 winged insects in 14 orders) based on the evolutionary characteristics of wings, and the molecular mechanisms of key genes on the origin and evolution of insect wings were investigated by DeepGW .
DOI: 10.6084/m9.figshare.10272029
title: BRIDGES - RAD51D

description: This dataset includes files of the functional analysis of potential spliceogenic variants of the RAD51D gene<br>
DOI: 10.6084/m9.figshare.10272029.v1
title: BRIDGES - RAD51D

description: This dataset includes files of the functional analysis of potential spliceogenic variants of the RAD51D gene<br>
DOI: 10.15468/dl.ffqthk
title: Occurrence Download

description: A dataset containing 1636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Iris rossii"
 ]
}

 The dataset includes 1636 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043879-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdgssf
title: Occurrence Download

description: A dataset containing 18734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryobates minor",
 "MediaType is Image"
 ]
}

 The dataset includes 18734 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043882-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/jk09gg
title: atm_hist_1980_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/eguywc
title: atm_hist_1980_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/5uqpc7
title: atm_hist_1980_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/mbfxxf
title: atm_hist_1980_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/zz4o3t
title: atm_hist_1980_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/fifo5m
title: atm_hist_1980_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/lbk5og
title: atm_hist_1980_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/zjki40
title: atm_hist_1980_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/kbsk55
title: atm_hist_1980_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/pfiolk
title: atm_hist_1980_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/bxcj6m
title: atm_hist_1980_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/spx1hu
title: atm_hist_1980_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/32awkp
title: atm_hist_1985_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/ez6ync
title: atm_hist_1985_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/fxiksp
title: atm_hist_1985_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/9oac7x
title: atm_hist_1985_07.nc4

description: :unav
DOI: 10.25442/hku.29509670
title: Supporting data for “INTERMOLECULAR AND INTRAMOLECULAR (4 + 3) CYCLOADDITIONS OF OXETANYL AND AZETIDINYL ENOLSILANES”

description: This dataset contains supporting data for the thesis titled “INTERMOLECULAR AND INTRAMOLECULAR (4 + 3) CYCLOADDITIONS OF OXETANYL AND AZETIDINYL ENOLSILANES”. The study focuses on the development of synthetic strategies for 2-acyl oxetanes and azetidines, and their subsequent application in (4 + 3) cycloaddition reactions using their enolsilane derivatives.The dataset contains three compressed files:<br><br>(1) All experiments pictures.zip – this file includes photographs taken during the experimental process, such as observations of reaction phenomena, setup configurations;<br>(2) All lab notebooks.zip – this file contains scanned images of laboratory notebooks documenting experimental conditions, procedures, and observations throughout the project;<br>(3) Compound data.zip – this file includes compound characterization data (where applicable), such as spectra and analytical results for key intermediates and products.<br><br>All data are presented for the purpose of supporting the findings discussed in the thesis. No confidential or sensitive personal information is included.<br>
DOI: 10.25442/hku.29509670.v1
title: Supporting data for “INTERMOLECULAR AND INTRAMOLECULAR (4 + 3) CYCLOADDITIONS OF OXETANYL AND AZETIDINYL ENOLSILANES”

description: This dataset contains supporting data for the thesis titled “INTERMOLECULAR AND INTRAMOLECULAR (4 + 3) CYCLOADDITIONS OF OXETANYL AND AZETIDINYL ENOLSILANES”. The study focuses on the development of synthetic strategies for 2-acyl oxetanes and azetidines, and their subsequent application in (4 + 3) cycloaddition reactions using their enolsilane derivatives.The dataset contains three compressed files:<br><br>(1) All experiments pictures.zip – this file includes photographs taken during the experimental process, such as observations of reaction phenomena, setup configurations;<br>(2) All lab notebooks.zip – this file contains scanned images of laboratory notebooks documenting experimental conditions, procedures, and observations throughout the project;<br>(3) Compound data.zip – this file includes compound characterization data (where applicable), such as spectra and analytical results for key intermediates and products.<br><br>All data are presented for the purpose of supporting the findings discussed in the thesis. No confidential or sensitive personal information is included.<br>
DOI: 10.48668/vfb9lp/uqnta8
title: atm_hist_1985_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/jdy5lg
title: atm_hist_1985_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/xek4rb
title: atm_hist_1985_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/fmk6wh
title: atm_hist_1985_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/xspmrs
title: atm_hist_1985_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/auk9rw
title: atm_hist_1985_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/xj5f7x
title: write_df.R

description: :unav
DOI: 10.48668/vfb9lp/gw4ffu
title: atm_hist_1990_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/jphv8y
title: atm_hist_1990_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/wvq04i
title: atm_hist_1990_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/m2xhfc
title: atm_hist_1990_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/zmab57
title: atm_hist_1990_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/jb9bz8
title: atm_hist_1990_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/vyfasi
title: atm_hist_1990_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/h2l21e
title: atm_hist_1990_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/s4ryyy
title: atm_hist_1990_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/m61itm
title: atm_hist_1990_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/f1ykcr
title: atm_hist_1990_03.nc4

description: :unav
DOI: 10.15468/dl.dd66q7
title: Occurrence Download

description: A dataset containing 1224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lilium tsingtauense"
 ]
}

 The dataset includes 1224 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043885-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/lfvaiq
title: atm_hist_1990_09.nc4

description: :unav
DOI: 10.15468/dl.hygyfu
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gymnospermium microrrhynchum"
 ]
}

 The dataset includes 37 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043883-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eg8mjj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043884-250717081556266/datasets/export for details.
DOI: 10.48668/vfb9lp/baiad0
title: atm_hist_1995_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/cxcx5h
title: atm_hist_1995_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/jlkjxg
title: atm_hist_1995_07.nc4

description: :unav
DOI: 10.15468/dl.26xydw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Alligator mississippiensis)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043886-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/negfxf
title: atm_hist_1995_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/mmuc3q
title: atm_hist_1995_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/fz0kt1
title: atm_hist_1995_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/igdtn3
title: atm_hist_1995_03.nc4

description: :unav
DOI: 10.15468/dl.pkmt5w
title: Occurrence Download

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

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043888-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/bryxnb
title: atm_hist_1995_12.nc4

description: :unav
DOI: 10.15468/dl.mkn2ug
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus retroflexus",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 258 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043887-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/oplctv
title: atm_hist_1995_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/zcgett
title: atm_hist_1995_11.nc4

description: :unav
DOI: 10.5281/zenodo.14712885
title: Datasets for MulitModalSpectralTransformer project

description: Data Repository for "Advancing Structure Elucidation with a Flexible Multi-Spectral AI Model"

IMPORTANT NOTE: This is part of a multi-part data repository. Due to the large size of the files, the complete dataset, models, and experimental results are split across three separate Zenodo uploads. To fully reproduce the findings of our publication, you must download all files from all three of the following links:





Data Repository Part 1: https://doi.org/10.5281/zenodo.16076914




Data Repository Part 2: https://doi.org/10.5281/zenodo.16257786




Data Repository Part 3: https://doi.org/10.5281/zenodo.16283829



This repository contains the complete dataset, pre-trained models, and experimental results required to reproduce the findings presented in our publication, "Advancing Structure Elucidation with a Flexible Multi-Spectral AI Model." The source code is available separately on GitHub.

Contents

The downloaded files are split archives that, once combined and extracted, will create the following folders:





models/: Pre-trained model weights for MultiModalSpectralTransformer (MMST), SGNN, Mol2Mol, and ChemProp-IR networks.




data/: Complete training and validation datasets, including:





ZINC dataset (4M molecules with simulated spectra)




PubChem dataset (1.5M molecules with simulated spectra)




IBM Alberts dataset (650k molecules with simulated spectra)






past_experiments/: Complete experimental validation results, benchmarks, and reproducibility data.



Setup Instructions





Clone the GitHub repository:git clone https://github.com/mpriessner/MultiModalSpectralTransformer.git




Download all compressed files: Make sure to download every .partXX file from all three Zenodo links provided above. Place all of them together in the same directory.




Combine and Extract: Once all parts are downloaded, use a file archiver that supports split .tar.xz archives (like tar on Linux/macOS or 7-Zip on Windows) to extract the contents. You only need to run the extraction command on the first part of each archive (e.g., data.tar.xz.partaa); the tool will automatically find and combine the other parts.




Organize Folders: Move the extracted folders (models, data, and past_experiments) directly into the main repository directory you cloned in step 1.



After extraction, your repository structure should contain the necessary models/, data/, and past_experiments/ folders with all the files required for running the notebooks and reproducing the results.

For implementation details, usage instructions, and the complete source code, please refer to our Github Reporitory: https://github.com/mpriessner/MultiModalSpectralTransformer
DOI: 10.5281/zenodo.16076914
title: Datasets for MulitModalSpectralTransformer project

description: Data Repository for "Advancing Structure Elucidation with a Flexible Multi-Spectral AI Model"

IMPORTANT NOTE: This is part of a multi-part data repository. Due to the large size of the files, the complete dataset, models, and experimental results are split across three separate Zenodo uploads. To fully reproduce the findings of our publication, you must download all files from all three of the following links:





Data Repository Part 1: https://doi.org/10.5281/zenodo.16076914




Data Repository Part 2: https://doi.org/10.5281/zenodo.16257786




Data Repository Part 3: https://doi.org/10.5281/zenodo.16283829



This repository contains the complete dataset, pre-trained models, and experimental results required to reproduce the findings presented in our publication, "Advancing Structure Elucidation with a Flexible Multi-Spectral AI Model." The source code is available separately on GitHub.

Contents

The downloaded files are split archives that, once combined and extracted, will create the following folders:





models/: Pre-trained model weights for MultiModalSpectralTransformer (MMST), SGNN, Mol2Mol, and ChemProp-IR networks.




data/: Complete training and validation datasets, including:





ZINC dataset (4M molecules with simulated spectra)




PubChem dataset (1.5M molecules with simulated spectra)




IBM Alberts dataset (650k molecules with simulated spectra)






past_experiments/: Complete experimental validation results, benchmarks, and reproducibility data.



Setup Instructions





Clone the GitHub repository:git clone https://github.com/mpriessner/MultiModalSpectralTransformer.git




Download all compressed files: Make sure to download every .partXX file from all three Zenodo links provided above. Place all of them together in the same directory.




Combine and Extract: Once all parts are downloaded, use a file archiver that supports split .tar.xz archives (like tar on Linux/macOS or 7-Zip on Windows) to extract the contents. You only need to run the extraction command on the first part of each archive (e.g., data.tar.xz.partaa); the tool will automatically find and combine the other parts.




Organize Folders: Move the extracted folders (models, data, and past_experiments) directly into the main repository directory you cloned in step 1.



After extraction, your repository structure should contain the necessary models/, data/, and past_experiments/ folders with all the files required for running the notebooks and reproducing the results.

For implementation details, usage instructions, and the complete source code, please refer to our Github Reporitory: https://github.com/mpriessner/MultiModalSpectralTransformer
DOI: 10.48668/vfb9lp/kfuonc
title: atm_hist_1995_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/w3otf9
title: atm_hist_1995_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/wdyyyg
title: atm_hist_1979_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/lmjaoq
title: atm_hist_1979_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/2zkcj9
title: atm_hist_1979_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/9xmgoy
title: atm_hist_1979_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/ph7vvw
title: atm_hist_1979_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/bovjea
title: atm_hist_1979_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/zvsfar
title: atm_hist_1979_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/8meqsl
title: atm_hist_1979_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/5aluxd
title: atm_hist_1979_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/22e9gn
title: atm_hist_1979_06.nc4

description: :unav
DOI: 10.15468/dl.5568k9
title: Occurrence Download

description: A dataset containing 54104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Alligator mississippiensis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 54104 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043868-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/szxgon
title: atm_hist_1979_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/uvqd6n
title: atm_hist_1979_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/w1qz3w
title: atm_hist_1982_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/jmgent
title: atm_hist_1981_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/el4ykh
title: atm_hist_1981_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/2hxntd
title: atm_hist_1982_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/x22hje
title: atm_hist_1981_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/inn0wt
title: atm_hist_1981_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/teomwe
title: atm_hist_1981_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/rcdlxz
title: atm_hist_1981_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/dzow98
title: atm_hist_1982_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/7itab6
title: atm_hist_1982_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/pjqiyj
title: atm_hist_1981_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/qjqaug
title: atm_hist_1981_04.nc4

description: :unav
DOI: 10.6084/m9.figshare.29644037
title: IZ_food_sharing

description: This dataset contains raw behavioral records from a field study on food sharing in wild Azure-winged Magpies (<i>Cyanopica cyanus</i>). It includes data on feeder triggering, food type, amount, feeder type, group size, and aggression during each event. These data support analyses of cooperative and competitive behaviors as reported in the associated manuscript. Variable definitions are provided in the README file.
DOI: 10.6084/m9.figshare.29644037.v1
title: IZ_food_sharing

description: This dataset contains raw behavioral records from a field study on food sharing in wild Azure-winged Magpies (<i>Cyanopica cyanus</i>). It includes data on feeder triggering, food type, amount, feeder type, group size, and aggression during each event. These data support analyses of cooperative and competitive behaviors as reported in the associated manuscript. Variable definitions are provided in the README file.
DOI: 10.48668/vfb9lp/61766b
title: atm_hist_1982_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/slgitl
title: atm_hist_1981_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/lpaie9
title: atm_hist_1982_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/8yuoll
title: atm_hist_1982_03.nc4

description: :unav
DOI: 10.15468/dl.7f39vk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudocercospora mangifericola",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043889-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/gwftvd
title: atm_hist_1981_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/hl2pfv
title: atm_hist_1981_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/f99hrl
title: atm_hist_1982_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/eokbxt
title: atm_hist_1982_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/5owo8d
title: atm_hist_1982_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/uhpljc
title: atm_hist_1982_11.nc4

description: :unav