cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16283829
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: 10.15468/dl.jxtekm
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Petrocephalus balayi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043903-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/rjlsvl
title: atm_hist_1991_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/1aovql
title: atm_hist_1992_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/bvxq6b
title: atm_hist_1992_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/6mzsiw
title: atm_hist_1991_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/yw3lni
title: atm_hist_1991_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/x0u11m
title: atm_hist_1992_09.nc4

description: :unav
DOI: 10.15468/dl.h9k9zh
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenix dactylifera"
 ]
}

 The dataset includes 539 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043904-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/k0sl9u
title: atm_hist_1992_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/f6vgzl
title: atm_hist_1992_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/bqpvtg
title: atm_hist_1992_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/irzv1v
title: atm_hist_1991_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/rz3646
title: atm_hist_1991_09.nc4

description: :unav
DOI: 10.15468/dl.d3xjzp
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043906-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/zsfwku
title: atm_hist_1991_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/x7446j
title: atm_hist_1991_10.nc4

description: :unav
DOI: 10.15468/dl.3cygkn
title: Occurrence Download

description: A dataset containing 431983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ammodramus savannarum)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 431983 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043871-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/ketvxv
title: atm_hist_1991_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/p9oxqn
title: atm_hist_1994_03.nc4

description: :unav
DOI: 10.15468/dl.src3xz
title: Occurrence Download

description: A dataset containing 2154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2154 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043908-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/bu4hij
title: atm_hist_1994_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/wqfm2i
title: atm_hist_1994_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/ivhtl0
title: atm_hist_1994_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/pyucia
title: atm_hist_1994_08.nc4

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

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Istiompax indica"
 ]
}

 The dataset includes 772 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043905-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/w7nmrs
title: atm_hist_1993_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/qglphl
title: atm_hist_1994_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/o32oux
title: atm_hist_1993_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/a2o8sd
title: atm_hist_1994_01.nc4

description: :unav
DOI: 10.15468/dl.99t8nz
title: Occurrence Download

description: A dataset containing 7730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.45270192052383 48.25594899876677, 16.608309214127893 48.24672858669505, 16.62206819992014 48.35141466439043, 16.466141230947933 48.360657158893005, 16.45270192052383 48.25594899876677))"
 ]
}

 The dataset includes 7730 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043907-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/otrgar
title: atm_hist_1993_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/ogwdjr
title: atm_hist_1994_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/wiolwl
title: atm_hist_1993_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/zfjxcw
title: atm_hist_1994_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/1ciuub
title: atm_hist_1993_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/cg4kis
title: atm_hist_1993_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/1bc6nd
title: atm_hist_1993_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/nnbc14
title: atm_hist_1993_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/dakicc
title: atm_hist_1994_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/kjcznd
title: atm_hist_1994_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/fm8v3q
title: atm_hist_1993_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/gx7sr0
title: atm_hist_1994_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/mjncz1
title: atm_hist_1993_07.nc4

description: :unav
DOI: 10.25442/hku.29534483
title: Supporting data for "Enhancing Early Identification of Autism Spectrum Disorder in Young Children"

description: This study aimed to improve the competence and screening accuracy of preschool teachers in identifying children at risk of autism spectrum disorder (ASD) using the Classroom Observation Scale for Autism in Preschool (COSA-P). A total of 151 teachers from 14 preschools in Hong Kong participated in the study. Teachers in the intervention group (<i>n</i>=78) underwent 120 minutes of training designed to promote high metacognitive engagement through methods such as inducing cognitive conflicts, using video case illustrations, and engaging in hands-on case practice on scoring. The control group (<i>n</i>=73) received a 30-minute didactic briefing on utilizing the COSA-P. Post-training evaluation revealed that the intervention group outperformed the control group in terms of perceived mastery of ASD knowledge, belief in the importance of early identification, self-efficacy in implementing pedagogical accommodations, and motivation to utilise the COSA-P. Subsequently, all teachers observed a total of 1112 preschoolers in their classrooms using the COSA-P. Clinical assessments conducted on 195 selected children at a two-month follow-up demonstrated that the COSA-P had higher predictive accuracy in the intervention group than in the control group. These findings provide valuable insights for designing effective training programs aimed at enhancing teachers’ competence in adopting new initiatives for early identification.<br><br>
DOI: 10.48668/vfb9lp/wgjvy4
title: atm_hist_1993_11.nc4

description: :unav
DOI: 10.25442/hku.29534483.v1
title: Supporting data for "Enhancing Early Identification of Autism Spectrum Disorder in Young Children"

description: This study aimed to improve the competence and screening accuracy of preschool teachers in identifying children at risk of autism spectrum disorder (ASD) using the Classroom Observation Scale for Autism in Preschool (COSA-P). A total of 151 teachers from 14 preschools in Hong Kong participated in the study. Teachers in the intervention group (<i>n</i>=78) underwent 120 minutes of training designed to promote high metacognitive engagement through methods such as inducing cognitive conflicts, using video case illustrations, and engaging in hands-on case practice on scoring. The control group (<i>n</i>=73) received a 30-minute didactic briefing on utilizing the COSA-P. Post-training evaluation revealed that the intervention group outperformed the control group in terms of perceived mastery of ASD knowledge, belief in the importance of early identification, self-efficacy in implementing pedagogical accommodations, and motivation to utilise the COSA-P. Subsequently, all teachers observed a total of 1112 preschoolers in their classrooms using the COSA-P. Clinical assessments conducted on 195 selected children at a two-month follow-up demonstrated that the COSA-P had higher predictive accuracy in the intervention group than in the control group. These findings provide valuable insights for designing effective training programs aimed at enhancing teachers’ competence in adopting new initiatives for early identification.<br><br>
DOI: 10.48668/vfb9lp/shp2lg
title: atm_hist_1993_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/jyxc3c
title: atm_hist_1997_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/bvr62l
title: atm_hist_1997_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/2jsni1
title: atm_hist_1996_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/gs0ykq
title: atm_hist_1997_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/qgznzd
title: atm_hist_1996_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/kdxhid
title: atm_hist_1997_10.nc4

description: :unav
DOI: 10.15468/dl.83u3tv
title: Occurrence Download

description: A dataset containing 3 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 (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043909-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/jdjnuv
title: atm_hist_1996_08.nc4

description: :unav
DOI: 10.6084/m9.figshare.29609538.v2
title: Examining the characteristics of balance dysfunction in patients with stroke using Item response theory

description: Balance dysfunction in patients with stroke involves specific postural control systems. Identifying which balance functions are most prone to impairment in patients with stroke may guide interventions to enhance safety, activities of daily living, and ambulation. To characterize balance dysfunction in patients with stroke by comparing them with community-dwelling older adults and patients with musculoskeletal disorders using the Brief-BESTest and Item Response Theory (IRT). We enrolled 75 inpatients with stroke, 75 community-dwelling older adults, and 71 inpatients with musculoskeletal disorders. Before applying the graded response model, we confirmed the Brief-BESTest’s unidimensionality, local dependence, and monotonicity. We then evaluated item difficulty using β parameters across and within groups. Total scores did not differ among the three groups. Patients with stroke scored significantly lower than both comparison groups on Item 2 (functional reach forward) and Item 7 (stance with eyes closed on foam). Hierarchical ordering based on β values suggested that Item 7 was the most challenging task for patients with stroke. IRT analysis suggested that Item 7 (standing with eyes closed on foam) is a particularly challenging and stroke-specific task. IRT complemented classical test theory by revealing the potential stroke-specific characteristics of balance dysfunction.
DOI: 10.48668/vfb9lp/sby8am
title: atm_hist_1996_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/nzqsy4
title: atm_hist_1996_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/jhel2y
title: atm_hist_1997_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/vwrnu4
title: atm_hist_1997_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/dyrqki
title: atm_hist_1997_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/jywa5f
title: atm_hist_1997_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/mrzm6q
title: atm_hist_1997_03.nc4

description: :unav
DOI: 10.15468/dl.ycc5g7
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011618-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsqgkh
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Albizia sinaloensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011619-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd6xjt
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Naturalis Biodiversity Center (NL) - Botany, Edinburgh (E) Herbarium Specimens, UCBG TAPIR Provider, Museo Argentino de Ciencias Naturales \"Bernardino Rivadavia\" (MACN). Vascular Plants National Collection (BAv), Tropicos MO Specimen Data)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eriosyce chilensis (Hildm. ex K.Schum.) Katt."
 ]
}

 The dataset includes 93 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006951-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7d2-8sr-2ky
title: Ptilostemon strictus (Ten.) Greuter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jgh-8mj-tfr
title: Ptilostemon stellatus (L.) Greuter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48331/scielodata.vffsop/97aodh
title: README.txt
DOI: 10.3535/efn-rgs-fjw
title: Moehringia muscosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xf3-7h4-kn4
title: Teucrium montanum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/213-hb9-blz
title: Sonchus asper (L.) Hill

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xpz-51l-zd4
title: Inula crithmoides L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48331/scielodata.vffsop/xvcxsc
title: r_script_for_meta-analysis_cynthia_campolina.R

description: R script with the commands used to run the meta-analysis on the predation effect by cats and rodents on the reproducitve success of seabirds, using the data available on the "CM20023-EST03-1BD03-E" file.
DOI: 10.6084/m9.figshare.29420804
title: Macro- and Micro-injury Define the Heart Failure Progression after Permanent Coronary Ligation or Ischemia-Reperfusion in Risk-Free Mice

description: S-Figure 1-4
DOI: 10.3535/11v-xyw-dtp
title: Lotus dorycnium L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48331/scielodata.vffsop/pf3pkz
title: list_of_articles_for_review_cynthia_campolina.txt

description: List of articles available in the literature used in the systematic review about the predation effect by cats and rodents on the reproducitve success of seabirds.
DOI: 10.6084/m9.figshare.29420804.v2
title: Macro- and Micro-injury Define the Heart Failure Progression after Permanent Coronary Ligation or Ischemia-Reperfusion in Risk-Free Mice

description: S-Figure 1-4
DOI: 10.6084/m9.figshare.29420804.v3
title: Macro- and Micro-injury Define the Heart Failure Progression after Permanent Coronary Ligation or Ischemia-Reperfusion in Risk-Free Mice

description: S-Figure 1-4
DOI: 10.3535/bkv-lda-d7k
title: Teucrium chamaedrys L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jeh-sa1-xnz
title: Galium lucidum All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3s7-7yz-r40
title: Salvia officinalis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vhc-19m-6md
title: Juniperus phoenicea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48331/scielodata.lkp4gm
title: Data for: Terapia de Exposição Narrativa para o tratamento de transtorno do estresse pós-traumático com pessoas que passaram por violência doméstica e comunitária: estudo de série de casos em dois centros de saúde no Rio de Janeiro

description: Exemplo de caso clínico (reconstruído) de Terapia de Exposição Narrativa
DOI: 10.3535/q0f-zrw-02p
title: Scabiosa triandra L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ptv-hf2-bnb
title: Calystegia R. Br.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qgj-08l-tqc
title: Digitalis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48331/scielodata.lkp4gm/5xbqea
title: Figura 1-Terapia de Exposição Narrativa para o tratamento de transtorno do estresse pós-1.pdf

description: Figura 1 do artigo: Terapia de Exposição Narrativa para o tratamento de transtorno do estresse pós-traumático com pessoas que passaram por violência doméstica e comunitária: estudo de série de casos em dois centros de saúde no Rio de Janeiro. (Serpeloni et al., 2023, Ciência e Saúde Coletiva)
DOI: 10.3535/1v2-lr5-k5l
title: Rhamnus alaternus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3bf-v34-s1z
title: Parietaria diffusa Mert. & W. D. J. Koch

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.7j5t2g
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus ciliaris",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000828-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cxx-8gf-vfw
title: Rumex bucephalophorus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nvg-rny-8qk
title: Galactites tomentosa Moench

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48331/scielodata.lkp4gm/dsewcr
title: README.txt