cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.umvhf5
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((105.00668 -1.60009,105.04286 -2.14986,105.45239 -2.2298,105.6344 -2.2311,105.92212 -2.87371,106.60486 -3.21159,106.82808 -3.05983,106.65627 -2.91521,107.02754 -2.53954,106.04276 -1.34564,105.00668 -1.60009))",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198274-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thet16
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Martinique",
 "TaxonKey is Blattodea"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036273-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yhyvr
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbophyllum wallichii Rchb.f."
 ]
}

 The dataset includes 67 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076388-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caq9ea
title: Occurrence Download

description: A dataset containing 2987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-133.03209 13.22409,-43.86131 13.22409,-43.86131 48.93298,-133.03209 48.93298,-133.03209 13.22409))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Molothrus bonariensis (Gmelin, 1789)"
 ]
}

 The dataset includes 2987 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106445-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwz2ne
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1990-2018",
 "Geometry POLYGON((-100.41607 20.77859,-100.25333 20.77859,-100.25333 20.93451,-100.41607 20.93451,-100.41607 20.77859))",
 "HasCoordinate is true",
 "TaxonKey is Chordata",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036274-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzgve4
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gerbera perrieri Humbert"
 ]
}

 The dataset includes 38 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011966-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkoftp
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Crotalus aquilus Klauber, 1952",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 171 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036275-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4th8j
title: Occurrence Download

description: A dataset containing 759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coffea arabica L.",
 "Year 1000-2021"
 ]
}

 The dataset includes 759 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199806-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdkof1
title: Occurrence Download

description: A dataset containing 430860 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa pratensis L."
 ]
}

 The dataset includes 430860 records from 752 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036275-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.996b3r
title: Occurrence Download

description: A dataset containing 1108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habromys Hooper & Musser, 1964"
 ]
}

 The dataset includes 1108 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348687-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k6s5w
title: Occurrence Download

description: A dataset containing 9032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Piper L."
 ]
}

 The dataset includes 9032 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115486-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ulgknf
title: Occurrence Download

description: A dataset containing 265038 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Year 1990-2018",
 "Geometry POLYGON((-88.22571 21.23818,-88.36853 20.49906,-88.08289 19.84939,-87.41272 19.72534,-87.22595 20.06625,-86.47888 20.85881,-86.53381 21.57572,-87.39075 21.71868,-88.22571 21.23818))",
 "TaxonKey is Chordata",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 265038 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036276-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.barjyj
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halicampus nitidus (Günther, 1873)"
 ]
}

 The dataset includes 106 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346614-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afv27j
title: Occurrence Download

description: A dataset containing 23738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Salix triandra L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23738 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036279-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2eb82
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Oncocalamus wrightianus Hutch."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199840-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aey7e7
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peribatodes umbraria (Hübner)"
 ]
}

 The dataset includes 257 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199801-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.alsuhe
title: Occurrence Download

description: A dataset containing 4897385 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Naturalis Biodiversity Center (NL) - Botany"
 ]
}

 The dataset includes 4897385 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036281-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfg4ny
title: Occurrence Download

description: A dataset containing 702701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Morocco",
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 }
 ]
}

 The dataset includes 702701 records from 807 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348693-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmakd7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A new species of the genus Orchestes Illiger, 1798 (Coleoptera, Curculionidae) from New Guinea"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046648-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxj78h
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A new species and records of Diolenius Thorell, 1870 (Araneae: Salticidae) from New Guinea"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046649-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z68wzx
title: Occurrence Download

description: A dataset containing 42017535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "Year 2007-2023"
 ]
}

 The dataset includes 42017535 records from 366 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046637-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s92c32
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thalassobathia pelagica Cohen, 1963"
 ]
}

 The dataset includes 21 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046650-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.14186
title: Datensätze für: Pattern-Studie HybridLR

description: Patterns are an established didactical format to convey practical knowledge. On the platform e-teaching.org, patterns are used to describe examples of hybrid learning spaces, i.e., the systematic linking of physical and digital learning environments in which teaching and learning scenarios can be implemented at universities. The study exploratively tests the impact of the degree of abstraction in the patterns on text understanding, topic interest and motivation to apply the hybrid learning space. In addition, based on the construal level theory (Trope & Liberman, 2010), it is assumed that abstract (vs. concrete) descriptions of practical examples will lead to a higher (vs. a lower) degree of psychological distance (temporal, spacial, social, and hypothetical). Participants will be randomly allocated to one of two conditions (abstract vs. concrete) and read a practical example of hybrid learning spaces. Text understanding, topic interest, psychological distance, usability reflection, self-efficacy measures and intentions to apply the practical example will be assessed with questionnaires. In case the sample size allows an additional between subject factor (= 200 participants), a second practical example will be included in order to rule out any effects that only occur due to the topic. Topic interest will additionally be assessed with the subsequent browsing behavior at the end of the questionnaire. The data will contribute to the improvement of the writing style in didactical patterns.
description: Dataset A: Experiment on inverse conferences (SPSS and CSV files) Dataset B: Experiment on aural videoexams (SPSS and CSV files) Codebooks on Dataset A and B
DOI: 10.15468/dl.7eeueg
title: Occurrence Download

description: A dataset containing 1270 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actinidia eriantha Benth."
 ]
}

 The dataset includes 1270 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046651-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spkz5w
title: Occurrence Download

description: A dataset containing 6303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aegilops tauschii Coss."
 ]
}

 The dataset includes 6303 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046652-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zubus
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A review of the New Guinea species of Chimarra Stephens (Trichoptera: Philopotamidae)"
 ]
}

 The dataset includes 100 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046653-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21942/uva.28082129
title: Extended data chapter 2

description: Extended data as part of PhD thesis by Nanne Taks (2025)
DOI: 10.21942/uva.28082129.v1
title: Extended data chapter 2

description: Extended data as part of PhD thesis by Nanne Taks (2025)
DOI: 10.5281/zenodo.14547174
title: Gumbinnen Bahnhofs Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.14547180
title: Gumbinnen Zur Altstadt Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.14547203
title: Grossefehn Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.14169484
title: Comprehensive dataset from high resolution UAV land cover mapping of diverse natural environments in Serbia

description: This dataset consists of raw RGB and NIR images captured using the DJI Inspire 1 UAV equipped with interchangeable RGB and NDVI-modified cameras. Data were collected across 27 diverse study sites in Serbia, representing a variety of ecological and landscape features. The UAV flights followed pre-defined grid missions, capturing high-resolution imagery with a ground sampling distance (GSD) of 3–4 cm. The collected images were processed to produce georeferenced orthomosaics, which serve as the basis for detailed land cover classification and analysis.
DOI: 10.5281/zenodo.14547219
title: Grossenlücker Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.11085384
title: Comprehensive dataset from high resolution UAV land cover mapping of diverse natural environments in Serbia

description: This dataset comprises processed outputs from an unmanned aerial vehicle (UAV) image acquisition campaign conducted across 27 study sites in Serbia. Each site is organized in a separate folder, labeled by study site name, and includes the following output data for both Object-Based Image Analysis (OBIA) and Convolutional Neural Network (CNN) approaches.






S.No



Data Alias



File Type



Description





1



name_of_the_study site_multiband (OBIA)



.tif



Five band raster orthomosaic containing RGB, DSM and NDVI layers rescaled from (0-255).





2



Vectorized_r3 (OBIA+LSMS)



.shp



The output from the segmentation process and is a basis of preparation for data labeling.





3



train_val_set (OBIA+RF)



.shp



Contain labeled samples of land use classes for training and validation sets for respective study site.





4



ClassifiedVector (OBIA+RF)



.shp



Classified vectorized output in rectangle shape.





5



ClassifiedVector_fixed (OBIA+RF)



.shp



Final output of the classified orthomosaic in a vector file containing all the classes in the attribute table.





6



RandomForest (OBIA)



.txt



Represents trained model.





7



confusion_matrix (OBIA+RF)



.csv



Confusion matrix for each study site





8



number_of_polygons (OBIA+RF)



.csv



Contains the number of polygons marked for training and validation.





9



class_area_percentage (OBIA+RF)



.csv



Refers to percentage coverage of each class for a given study site.





10



name_of_the_study_site_result (OBIA)



.png



Image showing the evaluation metric values for each site.





11



train_val_set_CNN



.geojson



Bounding box labeling dataset used for CNN model training for each site.





12



train_parameter (CNN)



.csv



Hyperparameters used for training the CNN model.





13



CNN_models



.h5



CNN models for each site trained with defined hyperparameters.





14



CNN_confusion_matrix



.png



Confusion matrix for each study site.





15



Classified_rasters_CNN



.tif



Classified rasters through CNN model, both reclassified and colormapped.
DOI: 10.5281/zenodo.14547238
title: Gonsenheim Gemeinde Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.14547260
title: Grumbach Linden Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.zgcyju
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New and little-known genera and species of Agraeciini (Orthoptera: Tettigoniidae: Conocephalinae) from New Guinea"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046656-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.