cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30730199.v1
title: Development of a 2D HXR imaging system on the HL-3 tokamak

description: This data package contains a total of 6 files, which are the original data for Figure 8 and Figure 10 in the article "Development of a Two-Dimensional Hard X-Ray Imaging System on the HL-3 Tokamak". They are respectively the original data of the energy spectra measured by the detector and the energy deposition of photons in its scintillator measured by the detector.<br>Files and variablesFile: Run11_PHA_LG_0_0_fig8_left.txtDescription: The data used to plot the energy spectrum in Figure 8 (left).Variables:The count of photons. The row number corresponding to this data is the channel address of the detector.<br>File: Run13_list_fig8_right.txtDescription: In Figure 8 (right), it is the original data obtained when the detector measures the energy spectrum. It records the photon energy measured instantaneously for a certain channel (ch0) and the corresponding time.Variables:Brd：The serial number of the electronics systemCh：The serial numbers of the measurement channels usedLG：The photon energy measured by the "low gain" amplification chainHG：It was not turned on, so there is no dataTstamp_us：The timestamp of the measured photonsTrgID：Trigger sequence numberNHits：The number of valid measurement channels<br>File: Run13_PHA_LG_0_0_fig8_right.txtDescription: The data for drawing the energy spectrum in Figure 8 (right).Variables:The count of photons. The row number corresponding to this data is the channel address of the detector.<br>File: Run59_list_fig10_right.txtDescription: In Figure 10 (right), it is the original data of the photon count on the detector. It records the number of photons measured by all channels at each moment.Variables:Brd：The serial number of the electronics systemCh：The serial numbers of the measurement channels usedCnt：countTstamp_us：The timestamp corresponding to the triggerTrgID：Trigger sequence numberNHits：The number of valid measurement channels<br>File: Run61_list_fig10_left.txtDescription: In Figure 10 (left), it is the original data of the photon count on the detector. It records the number of photons measured by all channels at each moment.Variables:Brd：The serial number of the electronics systemCh：Channel numberCnt：CountTstamp_us：The timestamp corresponding to the triggerTrgID：Trigger serial numberNHits：The number of valid measurement channels<br>File: Run11_list_fig8_left.txtDescription: In Figure 8 (left), it is the original data obtained when the detector measures the energy spectrum. It records the photon energy measured instantaneously by a certain channel (ch0) and the corresponding time.Variables:Brd：Serial number of the electronics systemCh：The serial number of the measurement channel usedLG：The photon energy measured by the "low gain" amplification chainHG：It is not activated, so there is no dataTstamp_us：The timestamp of the measured photonsTrgID：Trigger serial numberNHits：The number of valid measurement channels<br>
DOI: 10.6084/m9.figshare.30729404
title: Smart Classroom Picture Dataset

description: It was compiled from a recorded university C-programming lecture, it comprises 169 time-series images sampled in accordance with the progression of knowledge points. About 10,000 keypoints encompassing 11 upper-body joints (nose, eyes, ears, shoulders, elbows, and wrists) were densely labeled on each frame, producing about 10,000 accurate labels appropriate for pose identification and behavior analysis in the classroom.
DOI: 10.6084/m9.figshare.30729404.v1
title: Smart Classroom Picture Dataset

description: It was compiled from a recorded university C-programming lecture, it comprises 169 time-series images sampled in accordance with the progression of knowledge points. About 10,000 keypoints encompassing 11 upper-body joints (nose, eyes, ears, shoulders, elbows, and wrists) were densely labeled on each frame, producing about 10,000 accurate labels appropriate for pose identification and behavior analysis in the classroom.
DOI: 10.7910/dvn/kzeyfh
title: PDB:7WSL, PD-1 in complex with Dostarlimab (310K, 37°C, 100 ns)

description: 7WSL, PD-1 in complex with Dostarlimab (310K, 37°C, 100 ns). PDBs obtained every 50 ns.
DOI: 10.15468/dl.npq28v
title: Occurrence Download

description: A dataset containing 85026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plectrohyla charadricola, Rana megapoda, Scinax catharinae, Amietophrynus pantherinus, Hylarana moellendorffi, Nymphargus puyoensis, Platymantis solomonis, Hydromantes strinatii, Hypodactylus brunneus, Platymantis nexipus, Hypsiboas leptolineatus, Buergeria pollicaris, Batrachoseps aridus, Pristimantis douglasi, Rana areolata, Litoria barringtonensis, Platypelis alticola, Hylarana scutigera, Platymantis insulatus, Phyllomedusa ayeaye, Pleurodema fuscomaculatum, Plectrohyla ephemera, Pseudoeurycea praecellens, Litoria auae, Amietophrynus regularis, Scinax kautskyi, Leptolalax firthi, Rana sierramadrensis, Amietophrynus gracilipes, Hylarana maosonensis, Hypodactylus mantipus, Austrochaperina guttata, Batrachylodes gigas, Litoria dorsivena, Hypsiboas marianitae, Syncope tridactyla, Hypsiboas leucocheilus, Cyclorana vagitus, Cyclorana platycephala, Litoria lesueurii, Xenophrys serchhipii, Amolops kangtingensis, Phrynobatrachus accraensis, Fejervarya nepalensis, Hyla chrysoscelis, Litoria daviesae, Rulyrana tangarana, Litoria booroolongensis, Hylarana moluccana, Hypsiboas semiguttatus, Platymantis pelewensis, Hylarana mortenseni, Litoria purpureolata, Hypsiboas roraima, Cyclorana maini, Odontophrynus barrioi, Rana johni, Phyllomedusa duellmani, Uperoleia capitulata, Rana weiningensis, Litoria andiirrmalin, Scinax v-signatus, Litoria serrata, Scinax humilis, Platymantis neckeri, Pseudophilautus nanus, Liophryne schlaginhaufeni, Xenophrys minor, Pseudoeurycea boneti, Scinax strigilatus, Leptolalax bidoupensis, Hylarana labialis, Albericus darlingtoni, Odorrana utsunomiyaorum, Rhacophorus harrissoni, Bombina lichuanensis, Litoria aurea)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 85026 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011310-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/f0xjc3
title: PDB:7WSL, PD-1 in complex with Dostarlimab (311K, 38°C, 100 ns)

description: 7WSL, PD-1 in complex with Dostarlimab (311K, 38°C, 100 ns). PDBs obtained every 50 ns.
DOI: 10.15468/dl.2za2qa
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pithecophaga jefferyi",
 "Year 2000-2025"
 ]
}

 The dataset includes 93 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011320-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17731681
title: COVID-19-Hospitalisierungen in Deutschland

description: Im Datensatz "COVID-19-Hospitalisierungen in Deutschland" des Robert Koch-Institutswerden täglich aktualisierte Informationen zu Hospitalisierungen im Zusammenhang mit COVID-19 basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Neben tagesaktuellen Fallzahlen und Inzidenzen auf Bundes- und Länderebene enthält der Datensatz auch modellgestützte Schätzungen verzögert gemeldeter Hospitalisierungen mittels Nowcasting. Ziel ist es, die tatsächliche Belastung des Gesundheitssystems durch COVID-19 besser abzubilden, insbesondere durch die Berechnung adjustierter 7-Tage-Hospitalisierungsinzidenzen.
DOI: 10.15468/dl.bntf5m
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pithecophaga jefferyi",
 "Year 2000-2025"
 ]
}

 The dataset includes 93 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011321-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wasrpi
title: PDB:7WSL, PD-1 in complex with Dostarlimab (312K, 39°C, 100 ns)

description: 7WSL, PD-1 in complex with Dostarlimab (312K, 39°C, 100 ns). PDBs obtained every 50 ns.
DOI: 10.15468/dl.bhwwum
title: Occurrence Download

description: A dataset containing 71797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is one of (Nepal, India, China, Bhutan, Bangladesh, Afghanistan, Myanmar, Pakistan)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Testudines, Crocodylia, Squamata, Sphenodontia)"
 ]
}

 The dataset includes 71797 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011300-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/oyezox
title: PDB:7WSL, PD-1 in complex with Dostarlimab (313K, 40°C, 100 ns)

description: 7WSL, PD-1 in complex with Dostarlimab (313K, 40°C, 100 ns). PDBs obtained every 50 ns.
DOI: 10.15468/dl.yq4bre
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heteropterys lindeniana"
 ]
}

 The dataset includes 201 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011322-251120083545085/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.30730253
title: PEMS-BAY Traffic Flow Dataset for Time-Series Forecasting

description: PEMS-BAY数据集由湾区公路系统各传感器收集的交通流量数据组成。这些数据用于时间序列预测任务，目标是基于历史传感器数据预测未来的交通模式。该数据集包含数月的交通流量读数，常用于评估时间序列预测模型
DOI: 10.6084/m9.figshare.30730253.v1
title: PEMS-BAY Traffic Flow Dataset for Time-Series Forecasting

description: PEMS-BAY数据集由湾区公路系统各传感器收集的交通流量数据组成。这些数据用于时间序列预测任务，目标是基于历史传感器数据预测未来的交通模式。该数据集包含数月的交通流量读数，常用于评估时间序列预测模型
DOI: 10.34740/kaggle/dsv/13890349
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17730688
title: Dataset for "Evaluating Mechanical Property Prediction across Material Classes using Molecular Dynamics Simulations with Universal Machine-Learned Interatomic Potentials"

description: Supporting dataset for: “Evaluating Mechanical Property Prediction across Material Classes using Molecular Dynamics Simulations with Universal Machine-Learned Interatomic Potentials”, Konstantin Stracke, Connor W. Edwards and Jack D. Evans, 2025

Contains (in a zipped directory):



0 - Barostat parameter fine-tuning: Scripts for barostat optimization including job submission (submit.py, batch_compressibility.submit), thermal expansion calculations (variable_thermal_expansion.py), volume analysis (volume.py), and plotting (plot.py).

1 - Run scripts: Simulation setup and execution scripts for both NPT ensemble (structure optimization and thermal expansion runs) and NVT ensemble (batch optimization and variable volume runs).

2 - Calculation scripts: Python scripts for computing mechanical properties including negative thermal expansion (calculate_NTE.py), bulk modulus via NPT (calculate_bulk_NPT.py) and NVT (calculate_bulk_NVT.py) methods, anisotropic properties (calculate_anisotropic.py), densities (calculate_densities.py), decomposition analysis (calculate_decomp.py), and volume/pressure fluctuation methods with correlation analysis.

3 - Analysis scripts: Scripts for generating figures including metric comparisons (Figure 1), violin plots (Figure 2), method scoring (Figure 3), isotropy vs anisotropy comparisons (Figure 4a), structural comparisons (Figure 4b), and MOF vs non-MOF comparisons (Figure SI).

4 - Data: Cached simulation data (combined_methods.npz), pressure and volume correlation results for NVT and NPT ensembles, bulk moduli results from multiple methods, coordination data (bonds.npz), stability results, negative thermal expansion reference data, computed property deltas from reference values, and job runtime information.
DOI: 10.5281/zenodo.17730689
title: Dataset for "Evaluating Mechanical Property Prediction across Material Classes using Molecular Dynamics Simulations with Universal Machine-Learned Interatomic Potentials"

description: Supporting dataset for: “Evaluating Mechanical Property Prediction across Material Classes using Molecular Dynamics Simulations with Universal Machine-Learned Interatomic Potentials”, Konstantin Stracke, Connor W. Edwards and Jack D. Evans, 2025

Contains (in a zipped directory):



0 - Barostat parameter fine-tuning: Scripts for barostat optimization including job submission (submit.py, batch_compressibility.submit), thermal expansion calculations (variable_thermal_expansion.py), volume analysis (volume.py), and plotting (plot.py).

1 - Run scripts: Simulation setup and execution scripts for both NPT ensemble (structure optimization and thermal expansion runs) and NVT ensemble (batch optimization and variable volume runs).

2 - Calculation scripts: Python scripts for computing mechanical properties including negative thermal expansion (calculate_NTE.py), bulk modulus via NPT (calculate_bulk_NPT.py) and NVT (calculate_bulk_NVT.py) methods, anisotropic properties (calculate_anisotropic.py), densities (calculate_densities.py), decomposition analysis (calculate_decomp.py), and volume/pressure fluctuation methods with correlation analysis.

3 - Analysis scripts: Scripts for generating figures including metric comparisons (Figure 1), violin plots (Figure 2), method scoring (Figure 3), isotropy vs anisotropy comparisons (Figure 4a), structural comparisons (Figure 4b), and MOF vs non-MOF comparisons (Figure SI).

4 - Data: Cached simulation data (combined_methods.npz), pressure and volume correlation results for NVT and NPT ensembles, bulk moduli results from multiple methods, coordination data (bonds.npz), stability results, negative thermal expansion reference data, computed property deltas from reference values, and job runtime information.
DOI: 10.15468/dl.zjxtyh
title: Occurrence Download

description: A dataset containing 296804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pardalotus striatus",
 "Year is one of (1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 296804 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011279-251120083545085/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.30724760
title: research data set

description: This research examines how environmental gradients shape plant community composition in the Woleqa, Betto, and Abay National Park (WBANP) vegetation of northeast Ethiopia. The study analyzed species diversity, community structure, and vegetation–environment relationships. Multivariate analyses, including hierarchical clustering and canonical correspondence analysis, revealed that altitude, slope, soil characteristics, and grazing intensity are the major factors influencing community organization. The dataset provides essential baseline information for understanding biodiversity patterns and supporting conservation and sustainable land-use planning in WBANP.
DOI: 10.6084/m9.figshare.30724760.v1
title: research data set

description: This research examines how environmental gradients shape plant community composition in the Woleqa, Betto, and Abay National Park (WBANP) vegetation of northeast Ethiopia. The study analyzed species diversity, community structure, and vegetation–environment relationships. Multivariate analyses, including hierarchical clustering and canonical correspondence analysis, revealed that altitude, slope, soil characteristics, and grazing intensity are the major factors influencing community organization. The dataset provides essential baseline information for understanding biodiversity patterns and supporting conservation and sustainable land-use planning in WBANP.
DOI: 10.15468/dl.ztvzm4
title: Occurrence Download

description: A dataset containing 3708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tricholestes criniger",
 "Year is one of (1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 3708 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011325-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17731783
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2025-11-27 — cumulative data.
DOI: 10.15468/dl.n2z9ep
title: Occurrence Download

description: A dataset containing 157860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gambusia holbrooki, Mugilogobius wilsoni, Xiphophorus maculatus, Chelon planiceps, Chenonetta jubata, Gracilimugil argenteus, Anguilla reinhardtii, Pseudomugil signifer, Rhincodon typus, Mugil cephalus)",
 "StateProvince is Queensland",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Occurrence evidence, Material sample, Human Observation, Specimen, Machine Observation, Observation)"
 ]
}

 The dataset includes 157860 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011293-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13889653
title: Fabric Shade Variation Dataset by HSV augmentation
DOI: 10.15468/dl.bjkdwd
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphorhynchus aequatorialis",
 "Year is one of (1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011326-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbdxf7
title: Occurrence Download

description: A dataset listing the 61979 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2014-2025"
 ]
}

 The dataset's 61979 records were derived from 2679 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011323-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2k1863
title: CSD 2354704: Experimental Crystal Structure Determination

description: Related Article: Zhen Ting|2024|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.g88kd2
title: Occurrence Download

description: A dataset containing 848249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buteo lagopus (Pontoppidan, 1763)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 848249 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011168-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9xkyk5
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia oocarpa Stapf"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011169-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10314547
title: Glacial lake inventories in the 1960s and 2020 and GLOF susceptibility along the Sichuan-Tibet Railway
DOI: 10.5281/zenodo.10314546
title: Glacial lake inventories in the 1960s and 2020 and GLOF susceptibility along the Sichuan-Tibet Railway
DOI: 10.5281/zenodo.11164785
title: Effects of individual traits vs. trait syndromes on assemblages of various herbivore guilds associated with central European Salix

description: Data on studied willows, their traits, associated arthropod herbivore species, and script to perform analyses for the manuscript: "Effects of individual traits vs. trait syndromes on assemblages of various herbivore guilds associated with central European Salix".
DOI: 10.5281/zenodo.11164786
title: Effects of individual traits vs. trait syndromes on assemblages of various herbivore guilds associated with central European Salix

description: Data on studied willows, their traits, associated arthropod herbivore species, and script to perform analyses for the manuscript: "Effects of individual traits vs. trait syndromes on assemblages of various herbivore guilds associated with central European Salix".