cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12558709
title: Dataset: iShares MSCI Water Management Multisector ETF (IWTR) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558712
title: Dataset: IX Acquisition Corp. (IXAQ) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558713
title: Dataset: IX Acquisition Corp. (IXAQ) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558714
title: Dataset: IX Acquisition Corp. (IXAQU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558715
title: Dataset: IX Acquisition Corp. (IXAQU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.15468/dl.5sq95q
title: Occurrence Download

description: A dataset listing the 5388 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Jersey",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 5388 records were derived from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001103-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12558718
title: Dataset: IX Acquisition Corp. (IXAQW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558719
title: Dataset: IX Acquisition Corp. (IXAQW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558720
title: Dataset: Incannex Healthcare Inc. (IXHL) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558721
title: Dataset: Incannex Healthcare Inc. (IXHL) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558724
title: Dataset: iShares Core MSCI Total International Stock ETF (IXUS) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12558725
title: Dataset: iShares Core MSCI Total International Stock ETF (IXUS) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.15468/dl.43sjeb
title: Occurrence Download

description: A dataset listing the 179588 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 179588 records were derived from 3153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001102-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qb82xt
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null",
 "Geometry POLYGON((-103.5 47.8, -103.3 47.8, -103.3 47.95, -103.5 47.95, -103.5 47.8))"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012872-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7t6k3
title: Occurrence Download

description: A dataset containing 2003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gastropoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 -90,0 -90,0 -60,-30 -60,-30 -90))"
 ]
}

 The dataset includes 2003 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012871-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av5s7j
title: Occurrence Download

description: A dataset containing 6822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 6822 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071913-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjp5sb
title: Occurrence Download

description: A dataset containing 857445860 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is one of (United States of America, Mexico)"
 ]
}

 The dataset includes 857445860 records from 7153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078863-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17533360
title: Magnetic symmetry and hyperfine fields of V4 tetrahedral clusters in the multiferroic lacunar spinel GeV4S8

description: -Raw NMR Data of rotational fieldswept 51V NMR spectra about 110 and 100 axis,

-zero-field 51V NMR spectra

-spin-spin relaxation recovery (T2)
DOI: 10.5281/zenodo.17533361
title: Magnetic symmetry and hyperfine fields of V4 tetrahedral clusters in the multiferroic lacunar spinel GeV4S8

description: -Raw NMR Data of rotational fieldswept 51V NMR spectra about 110 and 100 axis,

-zero-field 51V NMR spectra

-spin-spin relaxation recovery (T2)
DOI: 10.15468/dl.bev5mx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lineus trilobulatus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017876-251025141854904/datasets/export for details.
DOI: 10.5519/qd.byt15ki5
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.3bbfz7
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procyon pygmaeus",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2002",
 "Year is less than or equal to 2012"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017877-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kkqvt
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Cereus stenogonus"
 ]
}

 The dataset includes 110 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017875-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y28kuh
title: Occurrence Download

description: A dataset containing 5707 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Travisia forbesii"
 ]
}

 The dataset includes 5707 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017879-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4b9ux
title: Occurrence Download

description: A dataset containing 13340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Panthera leo)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13340 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017878-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sasja9
title: Occurrence Download

description: A dataset containing 1039192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Diomedeidae"
 ]
}

 The dataset includes 1039192 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017831-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4e9v8
title: Occurrence Download

description: A dataset containing 180710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus vulgaris"
 ]
}

 The dataset includes 180710 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017818-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17532595
title: Feature Prevalence in Java Programs
DOI: 10.15468/dl.dw8bgg
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Shorea robusta"
 ]
}

 The dataset includes 97 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017883-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15487446
title: Feature Prevalence in Java Programs
DOI: 10.5281/zenodo.17532160
title: The references found by the chatbots.

description: This dataset contains the raw data used in the study evaluating the accuracy of bibliographic references generated by large language model–based chatbots. Six chatbot configurations were tested:





ChatGPT (OpenAI, USA) - versions 4.0, 4.1, and 4.1 with web browsing enabled,




Gemini (Google, USA) - versions 1.5 Pro, 2.5 Pro, and 2.5 Pro with web search.



Each chatbot was asked to generate references for a predefined set of prompts related to auditory research. The dataset includes all responses- 1947 references.
DOI: 10.5281/zenodo.17532161
title: The references found by the chatbots.

description: This dataset contains the raw data used in the study evaluating the accuracy of bibliographic references generated by large language model–based chatbots. Six chatbot configurations were tested:





ChatGPT (OpenAI, USA) - versions 4.0, 4.1, and 4.1 with web browsing enabled,




Gemini (Google, USA) - versions 1.5 Pro, 2.5 Pro, and 2.5 Pro with web search.



Each chatbot was asked to generate references for a predefined set of prompts related to auditory research. The dataset includes all responses- 1947 references.
DOI: 10.6084/m9.figshare.30541010
title: Aerosol and ozone climatic effects in China from 2013 to 2060

description: This dataset includes modeling results of aerosol and ozone climatic effects in China from 2013 to 2060. Simulations are performed with two models, including WRF-Chem (WRF) and ModelE2-YIBs (MY). All simulations take into account the biogeochemical feedback of ozone.ALL: both ozone (based on S2007 scheme) and aerosol effects are includedNO3: only aerosol effect is includedNO3A: neither ozone nor aerosol effects are consideredALL-L: ozone effect is considered with L2013 schemeFIX: anthropogenic emissions are fixed to 2013
DOI: 10.6084/m9.figshare.30541010.v1
title: Aerosol and ozone climatic effects in China from 2013 to 2060

description: This dataset includes modeling results of aerosol and ozone climatic effects in China from 2013 to 2060. Simulations are performed with two models, including WRF-Chem (WRF) and ModelE2-YIBs (MY). All simulations take into account the biogeochemical feedback of ozone.ALL: both ozone (based on S2007 scheme) and aerosol effects are includedNO3: only aerosol effect is includedNO3A: neither ozone nor aerosol effects are consideredALL-L: ozone effect is considered with L2013 schemeFIX: anthropogenic emissions are fixed to 2013
DOI: 10.15468/dl.yg9ezx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lineus viviparus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017886-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.15236523
title: Research data supporting: "Maximum Information Extraction From Noisy Data Via Shannon Entropy Minimization"

description: This repository contains the set of data and the code to reproduce the results shown in: "Maximum Information Extraction Via Clustering and Minimization of Shannon Entropy", version v3. 

The script /run_all.py, run in the main folder,  runs ent-to-end all the analyses necessary to generate all the figures in the paper. 

Some of the Supporting Information figures are instead generated with the script review_tests/run_all.py. 

Contains the following folders: 



datasets/ contains the trajectory files of ice/water coexistence, and the .json files for the analysis of Fig3. 

Fig1/ contains the code for the analyses shown in Fig1. 

Fig2/ contains the code for the analyses shown in Fig2 and FigS1. 

Fig3/ contains the code for the analyses shown in Fig3. 

Fig4/ contains the trajectory and code for the analyses shown in Fig4 and FigS2. 

Fig4_3D_case/ contains the trajectory and code for the gray curves in Fig4 (3D case). 

review_tests/ contains the data and code for some additional analyses reported in the SI.
DOI: 10.5281/zenodo.17377505
title: A Comprehensive Dataset of Chemical Reactions Covering Second and Third Row Elements with Million-Scale Quantum Calculations

description: Files contained in Reaction-QM

The Reaction-QM dataset consists of three datasets: GFN2-RXN, B3LYP-RXN, and B3LYP-IRC, which are organized as follows:

GFN2-RXN



GFN2_reaction_info.csv: Summarizes reactions with reaction SMILES (SMARTS) and reaction properties calculated at the GFN2-xTB level.

GFN2_xTB_X_Y.h5: Contains the fully optimized geometries of reactants, products, and transition states, along with their corresponding electronic energies calculated at the GFN2-xTB level. Here, X and Y denote the indices of the grouped reactions within the dataset.


B3LYP-RXN



B3LYPD3_TZVP_reaction_info.csv: Summarizes reactions with reaction SMILES (SMARTS) and reaction properties calculated at the B3LYP-D3/TZVP level.

B3LYPD3_TZVP.h5: Contains the fully optimized geometries of reactants, products, and transition states, along with their corresponding electronic energies calculated at the B3LYP-D3/TZVP level.


B3LYP-IRC



B3LYPD3_TZVP_IRC_X_Y.h5: Contains IRC trajectories of the reactions included in B3LYP-RXN, calculated at the B3LYP-D3/TZVP level using Gaussian 16. Here, X and Y denote the minimum and maximum number of atoms contained in the trajectories within each file.


 

The following script is a simple example for reading GFN2_xTB_X_Y.h5 file or B3LYPD3_TZVP.h5 file:

import h5py

h5file = h5py.File('Path/To/File.h5', 'r')

for rxn_name_key, reaction_point_dict in h5file.items(): # Main file = { Reaction name : Reaction data dictionary }

    reactants_data_dict = reaction_point_dict.get('R')  # Reaction data dictionary = { 'R': Reactant data,    products_data_dict = reaction_point_dict.get('P')   # 'P' : Product data,    ts_data_dict = reaction_point_dict.get('TS')        # 'TS' : Transition state data }

    for species_key, species_data in reactants_data_dict.items(): # Reactant data = { Species key : Species data }        # Species data = A dictionary containing the information of one molecule        E_H_G_tuple = species_data['EHG'][()]        atomic_numbers_array = species_data['atomic_number'][()]        atomic_coordinates_array = species_data['coords'][()]

The following script is another example code for reading B3LYPD3_TZVP_IRC_X_Y.h5 file:

import h5py

h5file = h5py.File('Path/To/File.h5', 'r')

for num_atoms_key, TS_dict in h5file.items():  # Main file = { Number of atoms : Dictionary of TS data }     for TS_name_key, TS_info_dict in TS_dict.items():  # Dictionary of TS data = { TS ID : Information dictionary of each reaction }        # Information dictionary of each reaction contains full IRC trajectory        atomic_numbers = TS_info_dict['numbers'][()]        atomic_coordinates = TS_info_dict['coords'][()]        atomic_energies = TS_info_dict['energies'][()]        atomic_forces = TS_info_dict['forces'][()]
DOI: 10.5281/zenodo.17531272
title: Research data supporting: "Maximum Information Extraction From Noisy Data Via Shannon Entropy Minimization"

description: This repository contains the set of data and the code to reproduce the results shown in: "Maximum Information Extraction Via Clustering and Minimization of Shannon Entropy", version v3. 

The script /run_all.py, run in the main folder,  runs ent-to-end all the analyses necessary to generate all the figures in the paper. 

Some of the Supporting Information figures are instead generated with the script review_tests/run_all.py. 

Contains the following folders: 



datasets/ contains the trajectory files of ice/water coexistence, and the .json files for the analysis of Fig3. 

Fig1/ contains the code for the analyses shown in Fig1. 

Fig2/ contains the code for the analyses shown in Fig2 and FigS1. 

Fig3/ contains the code for the analyses shown in Fig3. 

Fig4/ contains the trajectory and code for the analyses shown in Fig4 and FigS2. 

Fig4_3D_case/ contains the trajectory and code for the gray curves in Fig4 (3D case). 

review_tests/ contains the data and code for some additional analyses reported in the SI.
DOI: 10.15468/dl.ag2evw
title: Occurrence Download

description: A dataset containing 1269870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 1269870 records from 358 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017859-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8z723
title: Occurrence Download

description: A dataset containing 853058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Bolivia (Plurinational State of)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 853058 records from 354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017861-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57680/asep.0640428
title: Český literární exil 1948–1989
title: Czech Literary Exile 1948–1989
title: Český literární exil 1948–1989 – říjen 2025

description: Dataset obsahuje metadata k záznamům článků ze 40 exilových periodik.
description: The dataset contains metadata to records of articles from 40 exile periodicals.
DOI: 10.25574/29424
title: Chandra X-ray Observatory ObsId 29424

description: Studying a Co-Evolving Cluster Population over 9 Gyr with Chandra
DOI: 10.15472/fljun1
title: Creación de un área protegida pública local en los municipios de Roldanillo, La Unión y Toro.

description: Se encuentran 1003 registros de Plantas, Aves, Reptiles, Anfibios y Mamíferos, registrados en el ecosistema de Arbustal y Matorral Medio Muy Seco en Montaña Fluvio-Gravitacional en los municipios de Roldanillo, La Unión y Toro.