cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2nqs7z
title: Occurrence Download

description: A dataset containing 36655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Quercus alba L."
 ]
}

 The dataset includes 36655 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004896-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfrd2z
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is Copernicia alba Morong"
 ]
}

 The dataset includes 349 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044383-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10033993
title: Corpus Nummorum - Coin Image Dataset

description: Corpus Nummorum - Coin Image Dataset
This dataset is a collection of ancient coin images from three different sources: the Corpus Nummorum (CN) project, the Münzkabinett Berlin and the Bibliothèque nationale de France, Département des Monnaies, médailles et antiques. It covers Greek and Roman coins from ancient Thrace, Moesia Inferior, Troad and Mysia. This is a selection of the coins published on the CN portal (due to copyrights). 
The dataset contains 115,160 images with about 29,000 unique coins. The images are split in three main folders with different assignment of the coins. Each main folder is sorted with the help fo subfolders which hold the coin images. The "dataset_coins" folder contains the coin photos divided into obverse and reverse and arranged by coin types. In the "dataset_types" folder the obverse and reverse image of the coins are concatenated and transformed to a quadratic format with black bars on the top and bottom. The images here are sorted by their coin type. The last folder "dataset_mints" contains the also concatenated images sorted by their mint. An "sources" csv file holds the sources for every image. Due to copyrights the image size is limited to 299*299 pixels. However, this should be sufficient for most ML approaches. 
The main purpose for this dataset in the CN project is the training of Machine Learning based Image Recognition models. We use three different Convolutional Neural Network based architectures: VGG16, VGG19 and ResNet50. Our best model (VGG16) archieves on this dataset a 79% Top-1 and a 97% Top-5 accuracy for the coin type recognition. The mint recognition achieves an 79% Top-1 and 94% Top-5 accuracy. We have a Colab notebook with two models (trained on the whole CN dataset) online.
During the summer semester 2023, we held the "Data Challenge" event at our Department of Computer Science at the Goethe-University. We gave our students this dataset with the task to achieve better results than us. Here are their experiments:
Team 1: Voting and stacking of models
Team 2: Multimodal model
Team 3: Transformer models
Team 4: Dockerized TIMM Computer Vision Backend & FastAPI

Approach | Type Dataset | Mint Dataset
Ours                  79%                79%
Team 1                -                    86%
Team 2              86%                  -
Team 3              88%                58%
Team 4                -                      -
 
Now we would like to invite you to try out your own ideas and models on our coin data.
If you have any questions or suggestions, please, feel free to contact us.
DOI: 10.6084/m9.figshare.26379241
title: US crop yield

description: In this study, we show the response of corn and soybean yield stability to hot, dry and excess rainfall by using regression model for rainfed corn and soybean based on statistical yield data and process-based crop model ensemble simulation in the US Midwest. The results using observational data and model simulations consistently indicate that increased hot, dry and excess rainfall jointly reduce the corn and soybean yield stability. The crop insurance loss records indicate yield losses are the major source of declined yield stability. The influence of hot and dry to corn yield stability changes are similar, and hot predominantly drives the changes in soybean yield stability in the US Midwest.
DOI: 10.5281/zenodo.10844511
title: Dataset for the Calponin-3 antibody screening study

description: This dataset contains the following underlying data included in a study aiming at characterizing eight commercial antibodies for the Calponin-3 (CNN3) protein. The study is available on Zenodo (DOI: 10.5281/zenodo.8356134).
DOI: 10.5281/zenodo.10844512
title: Dataset for the Calponin-3 antibody screening study

description: This dataset contains the following underlying data included in a study aiming at characterizing eight commercial antibodies for the Calponin-3 (CNN3) protein. The study is available on Zenodo (DOI: 10.5281/zenodo.8356134).
DOI: 10.5281/zenodo.13152165
title: Binary black-hole simulation SXS:BBH:1237

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152166
title: Binary black-hole simulation SXS:BBH:1237

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.6084/m9.figshare.26314729.v1
title: AI data set.xls

description: This was a descriptive cross-sectional study aimed at assessing the use ChatGPT and other Artificial Intelligence (AI) tools among medical faculty in Uganda. We interviewed university staff involved in teaching students both clinical and non-clinical disciplines. These involved teaching assistants, lecturers, senior lecturers, professors, deans of faculty.
DOI: 10.15472/f6xiiq
title: Avifauna del Banco de Hábitat Bosque Húmedo Tropical – El Cairo

description: Los bancos de hábitat se definen como un área en la que se pueden realizar actividades de preservación, restauración, rehabilitación, recuperación y/o uso sostenible para la conservación de la biodiversidad. Así mismo se convierten en un mecanismo de implementación de inversiones ambientales y compensaciones, ampliamente utilizado en otros países, los cuales han demostrado generar resultados permanentes y sostenibles en materia de conservación de ecosistemas, contribuyendo en la implementación de las medidas compensatorias.
description: En este conjunto de datos (174 registros biológicos) se presentan los resultados de la caracterización para el grupo de aves del Banco de Hábitat Bosque Húmedo Tropical – El Cairo. El Banco de Hábitat está localizado en una franja altitudinal entre los 200 y 275 m.s.n.m. al norte del municipio de Victoria - Caldas. El muestreo se realizó en abril de 2023, y corresponde a la línea base y monitoreos del componente aves con la cual se podrá comparar y evaluar el estado y avance de las acciones de preservación y restauración ecológica a implementar y a su vez, analizar la permanencia y ganancia ecosistémica con base en cada uno de los indicadores fijados en el plan de monitoreo de este Banco de Hábitat.
DOI: 10.5281/zenodo.13152178
title: Binary black-hole simulation SXS:BBH:1289

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152179
title: Binary black-hole simulation SXS:BBH:1289

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.3snhxg
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is Euterpe edulis Mart."
 ]
}

 The dataset includes 303 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044385-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jh9cqz
title: Occurrence Download

description: A dataset containing 857 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anodorhynchus leari Bonaparte, 1856"
 ]
}

 The dataset includes 857 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044384-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgfj3w
title: Occurrence Download

description: A dataset containing 8 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 Croton pyrifolius Müll.Arg."
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044386-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbrp77
title: Occurrence Download

description: A dataset containing 8938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cervus nippon Temminck, 1838"
 ]
}

 The dataset includes 8938 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044388-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13152192
title: Binary black-hole simulation SXS:BBH:1305

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152193
title: Binary black-hole simulation SXS:BBH:1305

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.d7ah9d
title: Occurrence Download

description: A dataset containing 5641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vallisneria natans (Lour.) H.Hara, Salvinia natans (L.) All.)",
 "HasCoordinate is true",
 "Year is greater than 1900",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5641 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044387-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsqhq3
title: Occurrence Download

description: A dataset containing 8938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cervus nippon Temminck, 1838"
 ]
}

 The dataset includes 8938 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044389-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xwz37
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is one of (Geonoma elegans Mart., Geonoma gamiova Barb.Rodr., Geonoma pohliana Mart., Geonoma schottiana Mart.)"
 ]
}

 The dataset includes 622 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044390-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13152200
title: Binary black-hole simulation SXS:BBH:1339

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152201
title: Binary black-hole simulation SXS:BBH:1339

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.6084/m9.figshare.26314729
title: AI data set.xls

description: This was a descriptive cross-sectional study aimed at assessing the use ChatGPT and other Artificial Intelligence (AI) tools among medical faculty in Uganda. We interviewed university staff involved in teaching students both clinical and non-clinical disciplines. These involved teaching assistants, lecturers, senior lecturers, professors, deans of faculty.
DOI: 10.6084/m9.figshare.26314729.v2
title: AI data set.xls

description: This was a descriptive cross-sectional study aimed at assessing the use ChatGPT and other Artificial Intelligence (AI) tools among medical faculty in Uganda. We interviewed university staff involved in teaching students both clinical and non-clinical disciplines. These involved teaching assistants, lecturers, senior lecturers, professors, deans of faculty.
DOI: 10.6084/m9.figshare.26314729.v3
title: AI data set.xls

description: This was a descriptive cross-sectional study aimed at assessing the use ChatGPT and other Artificial Intelligence (AI) tools among medical faculty in Uganda. We interviewed university staff involved in teaching students both clinical and non-clinical disciplines. These involved teaching assistants, lecturers, senior lecturers, professors, deans of faculty.
DOI: 10.15468/dl.hqemmh
title: Occurrence Download

description: A dataset containing 607514 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant"
 ]
}

 The dataset includes 607514 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044374-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13152224
title: Binary black-hole simulation SXS:BBH:1243

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152225
title: Binary black-hole simulation SXS:BBH:1243

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152237
title: Binary black-hole simulation SXS:BBH:1281

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152238
title: Binary black-hole simulation SXS:BBH:1281

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.6adnbr
title: Occurrence Download

description: A dataset containing 922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is Jubaea chilensis (Molina) Baill."
 ]
}

 The dataset includes 922 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044391-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26428249
title: Trail_fig_share.xlsx

description: trail
DOI: 10.6084/m9.figshare.26428249.v1
title: Trail_fig_share.xlsx

description: trail
DOI: 10.5281/zenodo.13133095
title: Canonical Decision Diagrams Modulo Theories - Benchmarking

description: This archive contains all data and results that were used to benchmark the approach Canonical Decision Diagrams Modulo Theories. The archive contains the following files: 3 subfolders, one for each dataset that was used in the benchmarking process, each one containing a "data" subfolder which contains the problems (in SMT/SMT2 format) and some output folders which contain JSON files describing in detail the results of each run on the problems.
DOI: 10.5281/zenodo.13133096
title: Canonical Decision Diagrams Modulo Theories - Benchmarking

description: This archive contains all data and results that were used to benchmark the approach Canonical Decision Diagrams Modulo Theories. The archive contains the following files: 3 subfolders, one for each dataset that was used in the benchmarking process, each one containing a "data" subfolder which contains the problems (in SMT/SMT2 format) and some output folders which contain JSON files describing in detail the results of each run on the problems.
DOI: 10.5281/zenodo.13145056
title: Free energy, rates, and mechanism of transmembrane dimerization in lipid bilayers

description: Data supporting the article:

 

"Free energy, rates, and mechanism of transmembrane dimerization in lipid bilayers"Emil Jackel,1, 2, a) Gianmarco Lazzeri,3, 2, a) and Roberto Covino*4, 21)Institute of Biophysics, Goethe University Frankfurt, Frankfurt am Main,Germany.2)Frankfurt Institute for Advanced Studies, Frankfurt am Main,Germany.3)Institute of Biochemistry, Goethe University Frankfurt, Frankfurt am Main,Germany.4)Institute of Computer Science, Goethe University Frankfurt, Frankfurt am Main,Germany.(*Author to whom any correspondence should be addressed: covino@fias.uni-frankfurt.de
DOI: 10.5281/zenodo.13145057
title: Free energy, rates, and mechanism of transmembrane dimerization in lipid bilayers

description: Data supporting the article:

 

"Free energy, rates, and mechanism of transmembrane dimerization in lipid bilayers"Emil Jackel,1, 2, a) Gianmarco Lazzeri,3, 2, a) and Roberto Covino*4, 21)Institute of Biophysics, Goethe University Frankfurt, Frankfurt am Main,Germany.2)Frankfurt Institute for Advanced Studies, Frankfurt am Main,Germany.3)Institute of Biochemistry, Goethe University Frankfurt, Frankfurt am Main,Germany.4)Institute of Computer Science, Goethe University Frankfurt, Frankfurt am Main,Germany.(*Author to whom any correspondence should be addressed: covino@fias.uni-frankfurt.de
DOI: 10.5281/zenodo.13151471
title: 4DHydro_Results_Tetis_Po_15sec_daily_exp21_19900101_20221231

description: Modeling results with TETIS software, for Po River with a spatial resolution of 15 sec, and temporal resolution daily. Experiment 21

Includes results for the following variables:



Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2

Total evapotranspiration flux in kg m-2 s-1

Snow water equivalent in kg m-2
DOI: 10.5281/zenodo.13151472
title: 4DHydro_Results_Tetis_Po_15sec_daily_exp21_19900101_20221231

description: Modeling results with TETIS software, for Po River with a spatial resolution of 15 sec, and temporal resolution daily. Experiment 21

Includes results for the following variables:



Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2

Total evapotranspiration flux in kg m-2 s-1

Snow water equivalent in kg m-2
DOI: 10.5281/zenodo.13152243
title: Binary black-hole simulation SXS:BBH:1245

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152244
title: Binary black-hole simulation SXS:BBH:1245

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.9gqpxj
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agathemera crassa (Blanchard, 1851))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044392-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/ct0b-sh28
title: JWST NIRSpec data for J1201+0211

description: NIRSpec IFS data for metal poor dwarf galaxy J1201+0211
DOI: 10.5281/zenodo.13152251
title: Binary black-hole simulation SXS:BBH:1318

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152252
title: Binary black-hole simulation SXS:BBH:1318

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.fgsjhm
title: Occurrence Download

description: A dataset containing 764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is one of (Syagrus campylospatha (Barb.Rodr.) Becc., Syagrus cerqueirana Noblick & Lorenzi, Syagrus flexuosa (Mart.) Becc., Syagrus hoehnei Burret, Syagrus lilliputiana (Barb.Rodr.) Becc., Syagrus loefgrenii Glassman, Syagrus oleracea (Mart.) Becc., Syagrus romanzoffiana (Cham.) Glassman)"
 ]
}

 The dataset includes 764 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044393-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.az84wz
title: Occurrence Download

description: A dataset containing 9402 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (chocó)",
 "TaxonKey is one of (Amphibia)"
 ]
 }
 ]
}

 The dataset includes 9402 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044394-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ea783r
title: Occurrence Download

description: A dataset containing 8 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 Croton pyrifolius Müll.Arg."
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044395-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13152259
title: Binary black-hole simulation SXS:BBH:1332

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13152260
title: Binary black-hole simulation SXS:BBH:1332

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.8cmaxn
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Specklinia microphylla (A.Rich. & Galeotti) Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 61 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044396-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10839337
title: Dataset for the Prolow-density lipoprotein receptor-related protein1 (LRP-1) antibody screening study

description: This project contains the following underlying data included in a study aimed at characterizing ten commercial antibodies against Prolow-density lipoprotein receptor-related protein 1 (LRP-1) protein, encoded by LRP1 gene. The study is available on Zenodo (DOI:10.5281/zenodo.7971951).
DOI: 10.5281/zenodo.10839338
title: Dataset for the Prolow-density lipoprotein receptor-related protein1 (LRP-1) antibody screening study

description: This project contains the following underlying data included in a study aimed at characterizing ten commercial antibodies against Prolow-density lipoprotein receptor-related protein 1 (LRP-1) protein, encoded by LRP1 gene. The study is available on Zenodo (DOI:10.5281/zenodo.7971951).