cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18150/ykpdzp
title: Study of 3–methyl–1,2,3–butanetricarboxylic acid (MBTCA) degradation using mass spectrometry technique and DFT methods

description: The energetic stability of the MBTCA anion, a component of biogenic SOA, was investigated using advanced mass spectrometry and DFT modeling. Energetic and reaction studies revealed main degradation pathways: decarboxylation and dehydration. Experimental energies (104–171 kJ/mol) matched theoretical values (107–180 kJ/mol), providing insights into fragmentation conditions and enhancing understanding of SOA chemical aging in the gas phase. The repository contains the original quantum chemical computational files from Gaussian.Please consult the Readme.txt file for additional information.
DOI: 10.18150/gxhexn
title: Mechanistic insight into the kinetic fragmentation of norpinonic acid in the gas phase: an experimental and density functional theory (DFT) study

description: Norpinonic acid, a major product of β-pinene oxidation in the atmosphere, was studied to reveal its gas-phase fragmentation. Using tandem mass spectrometry (ER-CID) and quantum chemical calculations, two main pathways were found: decarboxylation (m/z 125) and loss of C4H6O (m/z 99). Further fragments (m/z 69, 57, 55) and proton transfer studies confirmed the ion structures, thereby enhancing the understanding of its role in secondary organic aerosol formation. The repository contains the original quantum chemical computational files from Gaussian.Please consult the Readme.txt file for additional information.
DOI: 10.15468/dl.9u6jah
title: Occurrence Download

description: A dataset containing 22185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Festuca trachyphylla"
 ]
}

 The dataset includes 22185 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002938-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8n5sja
title: Occurrence Download

description: A dataset containing 43166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Skeletonema costatum"
 ]
}

 The dataset includes 43166 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002941-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.982vhz
title: Occurrence Download

description: A dataset containing 2393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (Oceania, Asia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex breviculmis"
 ]
}

 The dataset includes 2393 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002942-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh4vqq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes cynosbati",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002943-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezfbu6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes cynosbati",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002944-250827131500795/datasets/export for details.
DOI: 10.15468/dl.yfhwpj
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Portunus segnis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002945-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtqwdj
title: Occurrence Download

description: A dataset containing 27716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is TRUE",
 "TaxonKey is one of (Indicator archipelagicus, Caloramphus fuliginosus, Caloramphus hayii, Psilopogon australis, Psilopogon chrysopogon, Psilopogon corvinus, Psilopogon duvaucelii, Psilopogon haemacephalus, Psilopogon henricii, Psilopogon mystacophanos, Psilopogon oorti, Psilopogon pulcherrimus, Psilopogon pyrolophus, Psilopogon rafflesii, Blythipicus rubiginosus, Chrysocolaptes guttacristatus, Chrysocolaptes lucidus, Chrysophlegma flavinucha, Chrysophlegma mentale, Chrysophlegma miniaceum, Dendrocopos analis, Dendrocopos macei, Dinopium javanense, Dryocopus javensis, Gecinulus rafflesii, Hemicircus concretus, Meiglyptes tristis, Meiglyptes tukki, Micropternus brachyurus, Mulleripicus fulvus, Mulleripicus pulverulentus, Picumnus innominatus, Picus canus, Picus chlorolophus, Picus puniceus, Picus vittatus, Reinwardtipicus validus, Sasia abnormis, Yungipicus canicapillus, Yungipicus moluccensis)"
 ]
}

 The dataset includes 27716 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002946-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.synrac
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalius keadicus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002947-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5v40kc0m
title: MassIVE MSV000098959 - GNPS_Molecular Networking Asteropus_20250828_test8
title: Molecular Networking of Marine sponges, Asteropus sp..
DOI: 10.15468/dl.zjgysc
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Distylium racemosum"
 ]
}

 The dataset includes 2609 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002948-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hr3n7p
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes nigrum",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 200 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002952-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnz2dq
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002950-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddrc3f
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes nigrum",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 329 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002951-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m632a
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithocarpus kostermansii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002953-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mmy26
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.6.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Ixobrychus sinensis"
 ]
}

 The dataset includes 144 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002954-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jewjys
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sargocentron rubrum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 305 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002956-250827131500795/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.28541423
title: Chemical tuning of quantum spin-electric coupling in molecular magnets

description: ESR spectra. Spin-electric coupling data. Theory calculation results.
DOI: 10.6084/m9.figshare.28541423.v1
title: Chemical tuning of quantum spin-electric coupling in molecular magnets

description: ESR spectra. Spin-electric coupling data. Theory calculation results.
DOI: 10.15468/dl.jvdakb
title: Occurrence Download

description: A dataset containing 1617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus phillyraeoides"
 ]
}

 The dataset includes 1617 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002957-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj3x4m
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes nigrum",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002958-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aad7ag
title: Occurrence Download

description: A dataset containing 7307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes nigrum",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7307 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002959-250827131500795/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.27123465
title: Differentially Expressed Genes between 1mM L-DOPA-fed and sucrose-fed A. gambiae female mosquitoes.

description: Transcriptional data from A. gambiae female mosquitoes fed with a sugar meal supplemented with 1 mM L-DOPA and DESeq2 Median Ratio normalization for 902 differentially expressed genes in A. gambiae whole female mosquito post dietary L-DOPA.
DOI: 10.6084/m9.figshare.27123465.v1
title: Differentially Expressed Genes between 1mM L-DOPA-fed and sucrose-fed A. gambiae female mosquitoes.

description: Transcriptional data from A. gambiae female mosquitoes fed with a sugar meal supplemented with 1 mM L-DOPA and DESeq2 Median Ratio normalization for 902 differentially expressed genes in A. gambiae whole female mosquito post dietary L-DOPA.
DOI: 10.6084/m9.figshare.29401205
title: Global distribution of research efforts, disease burden, and impact of U.S. public funding withdrawal

description: This repository contains the Stata Do-File and associated datasets required to fully replicate all figures and analyses in Schmallenbach et al. (2025). The study investigates the divergence between global health research (publications) and disease burden, including differences by region, and explores future trends and dependencies und public U.S. funding.
DOI: 10.6084/m9.figshare.29401205.v1
title: Global distribution of research efforts, disease burden, and impact of U.S. public funding withdrawal

description: This repository contains the Stata Do-File and associated datasets required to fully replicate all figures and analyses in Schmallenbach et al. (2025). The study investigates the divergence between global health research (publications) and disease burden, including differences by region, and explores future trends and dependencies und public U.S. funding.
DOI: 10.15468/dl.5843nd
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalius orpheus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002961-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6shbvx
title: Occurrence Download

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

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002960-250827131500795/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.29378186
title: Flexoelectricity and surface ferroelectricity of water ice

description: Data for Figures 1~5 and Figures S1~S13
DOI: 10.6084/m9.figshare.29378186.v1
title: Flexoelectricity and surface ferroelectricity of water ice

description: Data for Figures 1~5 and Figures S1~S13
DOI: 10.5281/zenodo.16978126
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.6084/m9.figshare.26505985
title: Digital Twin for Chemical Sciences

description: Figure 1-4 are created in illustrator. 

The procedure for generating data in Figure 3 can be found in the demo notebook in Supplementary Code. 

The procedure for generating data of Figure 4 has been uploaded in fig4_figshare.zip file. Specifically, this involves the following three steps, as specified in fig4_figshare.zip. We first used the Data Generation.ipynb python notebook in the 1_inputs folder to generate the .csv files for one pressure condition, two pressure conditions, and six pressure conditions. They are included in the subfolders 1run, 2pressures, and 6pressures under the 1_inputs folder. These .csv files represent the subfigures in Figure 5a), b), and c) respectively. Next, we used the Basin Hopping.ipynb and Gaussian Processing.ipynb python notebooks under the 2_bh_and_gp folder to run Basin Hopping and Gaussian Process inverse solutions, respectively. The inputs for these notebooks are the .csv files provided in 1_input. The outputs of these notebooks are another set of .csv files saved in the basin_hopping and gaussian_processing subfolders. For streamlined experiences, we do not recommend overwriting these .csv files. We report all results that are stopped manually at 1000 iterations. Lastly, we use the Figure 4.ipynb notebook in the 3_outputs folder to plot the subfigures in d), e), f). Observing that Basin Hopping performs better than Gaussian Process, we plot the degeneracy result with 0.1 error cutoff to obtain the subfigures in g), h), i). The subfigures d-f are included in the subfigures subfolder. Additionally, the spectra .png files corresponding to subfigures a), b), and c) are included under the extras folder. We have also included a README file under each of the folders: 1_inputs, 2_bh_and_gp, 3_outputs, and extras, to help guide the process. Please change the path in the jupyter notebooks accordingly in order to run the code.
DOI: 10.6084/m9.figshare.26505985.v1
title: Digital Twin for Chemical Sciences

description: Figure 1-4 are created in illustrator. 

The procedure for generating data in Figure 3 can be found in the demo notebook in Supplementary Code. 

The procedure for generating data of Figure 4 has been uploaded in fig4_figshare.zip file. Specifically, this involves the following three steps, as specified in fig4_figshare.zip. We first used the Data Generation.ipynb python notebook in the 1_inputs folder to generate the .csv files for one pressure condition, two pressure conditions, and six pressure conditions. They are included in the subfolders 1run, 2pressures, and 6pressures under the 1_inputs folder. These .csv files represent the subfigures in Figure 5a), b), and c) respectively. Next, we used the Basin Hopping.ipynb and Gaussian Processing.ipynb python notebooks under the 2_bh_and_gp folder to run Basin Hopping and Gaussian Process inverse solutions, respectively. The inputs for these notebooks are the .csv files provided in 1_input. The outputs of these notebooks are another set of .csv files saved in the basin_hopping and gaussian_processing subfolders. For streamlined experiences, we do not recommend overwriting these .csv files. We report all results that are stopped manually at 1000 iterations. Lastly, we use the Figure 4.ipynb notebook in the 3_outputs folder to plot the subfigures in d), e), f). Observing that Basin Hopping performs better than Gaussian Process, we plot the degeneracy result with 0.1 error cutoff to obtain the subfigures in g), h), i). The subfigures d-f are included in the subfigures subfolder. Additionally, the spectra .png files corresponding to subfigures a), b), and c) are included under the extras folder. We have also included a README file under each of the folders: 1_inputs, 2_bh_and_gp, 3_outputs, and extras, to help guide the process. Please change the path in the jupyter notebooks accordingly in order to run the code.
DOI: 10.5281/zenodo.15321823
title: Performance of Real-Time PPP with Trimble RTX correction service for geo-dynamic monitoring

description: This dataset originates from an evaluation study of Trimble Inc.'s patented CenterPoint RTX real-time GNSS correction service, conducted through a comparative analysis with the conventional single-baseline RTK (Real-Time Kinematic) technique. The investigation involved a series of controlled field experiments specifically designed to assess the suitability of the RTX method for real-time geodetic monitoring of seismically or volcanically active zones, landslide-prone areas, and critical engineering structures. Emphasis was placed on the system’s capability to detect and quantify displacements of varying amplitude and velocity.

During the tests, a geodetic-class GNSS antenna was simultaneously connected to two receivers, each operating in RTX and RTK mode respectively. Controlled 3D displacements were introduced using a micrometric translation sled and a telescopic rod to simulate realistic movement scenarios.

The dataset is organized into clearly separated RTX and RTK data ASCII files. For each configuration, the data are provided in:



complete NMEA format;

processed ENU (East-North-Up) coordinate time series,evaluated for each session across three experimental categories:


1.      Moderate Rate of Displacement,

2.      Rapid Displacement, and

3.      Blackout Test (simulating signal or correction interruptions).

In total, 108 measurement sessions were conducted, resulting in 286,116 one-second observations, offering a rich and structured dataset for performance assessment and further methodological development in high-precision GNSS applications.
DOI: 10.5281/zenodo.15758257
title: Performance of Real-Time PPP with Trimble RTX correction service for geo-dynamic monitoring

description: This dataset originates from an evaluation study of Trimble Inc.'s patented CenterPoint RTX real-time GNSS correction service, conducted through a comparative analysis with the conventional single-baseline RTK (Real-Time Kinematic) technique. The investigation involved a series of controlled field experiments specifically designed to assess the suitability of the RTX method for real-time geodetic monitoring of seismically or volcanically active zones, landslide-prone areas, and critical engineering structures. Emphasis was placed on the system’s capability to detect and quantify displacements of varying amplitude and velocity.

During the tests, a geodetic-class GNSS antenna was simultaneously connected to two receivers, each operating in RTX and RTK mode respectively. Controlled 3D displacements were introduced using a micrometric translation sled and a telescopic rod to simulate realistic movement scenarios.

The dataset is organized into clearly separated RTX and RTK data ASCII files. For each configuration, the data are provided in:



complete NMEA format;

processed ENU (East-North-Up) coordinate time series,evaluated for each session across three experimental categories:


1.      Moderate Rate of Displacement,

2.      Rapid Displacement, and

3.      Blackout Test (simulating signal or correction interruptions).

In total, 108 measurement sessions were conducted, resulting in 286,116 one-second observations, offering a rich and structured dataset for performance assessment and further methodological development in high-precision GNSS applications.