cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10401277
title: Data repository for study "Stabilizing international wheat prices through international cooperation after the Russian invasion of Ukraine"

description: This repository contains both the input and output data associated with the study. The data are crucial for running and understanding the results generated by the  TWIST  model and the FSC models.

Directory Structure and Data Description

Input Data

Directory: fsc

Contains files necessary to run the FSC model:



wheat_export_restriction_*.csv: National export restrictions for various scenarios.

wheat_total_production_decline_*.csv: National production reductions for different scenarios.


Directory: twist

Includes files required for the TWIST model simulations:



psd_wheat_*_world_1961to2031.csv: Historical and projected global wheat data for production, consumption and stocks based on USDA-PSD data

World_country_codes.csv: World code reference.

US_BLS_ConsumerPriceIndex_Annual_1960to2019.csv: Annual Consumer Price Index data from the US BLS.

monthlyNominalGrainPricesWB_WheatUSHRW_1960to2022.csv: Monthly nominal observed wheat prices.

Scenario-specific files (world_export_restrictions_*.csv, world_import_strategy_*.csv, world_production_anomaly_*.csv): Global export restrictions, import strategies, and production changes for respective scenarios.


Output Data

Directory: fsc



raw: Contains the raw output data from the FSC model for all scenarios.

processed: Includes datasets of national impaired supply relative to baseline supply and baseline domestic reserves, with results summarized per scenario.


Directory: twist



Contains the raw output data from the TWIST model.


Contact Information

For inquiries, please contact Dr. Kilian Kuhla at kilian.kuhla@pik-potsdam.de
DOI: 10.21223/ndya1o
title: Using deep learning to estimate symptom score of SPVD in sweetpotato crops

description: It is the first deep learning approach for an image-based analysis developed in Python to estimate the symptom score of sweetpotato virus disease (SPVD), the most important disease affecting sweetpotato, evaluated by experts at the field level.
DOI: 10.6084/m9.figshare.24877815
title: TMT16 Plex Proteomics of RV and LV Mitochondrial Enrichments from control and PAB pigs

description: Mitochondrial Enrichments Subjected to TMT16 plex labeling for quantification in control and PAB pigs
DOI: 10.6084/m9.figshare.24877815.v1
title: TMT16 Plex Proteomics of RV and LV Mitochondrial Enrichments from control and PAB pigs

description: Mitochondrial Enrichments Subjected to TMT16 plex labeling for quantification in control and PAB pigs
DOI: 10.6084/m9.figshare.24877536
title: Sugen Hypoxia Mitochondrial Proteomics

description: TMT16 plex analysis of RV Mitochondrial Enrichments from Control, SuHX, and SuHX-IF animals
DOI: 10.6084/m9.figshare.24877536.v1
title: Sugen Hypoxia Mitochondrial Proteomics

description: TMT16 plex analysis of RV Mitochondrial Enrichments from Control, SuHX, and SuHX-IF animals
DOI: 10.34740/kaggle/ds/4182399
title: IMDb Top 50 Movies
DOI: 10.5517/ccdc.csd.cc29gs3p
title: CCDC 2129362: Experimental Crystal Structure Determination

description: Related Article: Jia-Meng Dai, Bing-Chao Yan, Ling-Mei Kong, Kun Hu, Xing-Ren Li, Xiao-Nian Li, Han-Dong Sun, Yan Li, Pema-Tenzin Puno|2023|Org.Chem.Front.|11|37|doi:10.1039/D3QO01679J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc29gs7t
title: CCDC 2129366: Experimental Crystal Structure Determination

description: Related Article: Jia-Meng Dai, Bing-Chao Yan, Ling-Mei Kong, Kun Hu, Xing-Ren Li, Xiao-Nian Li, Han-Dong Sun, Yan Li, Pema-Tenzin Puno|2023|Org.Chem.Front.|11|37|doi:10.1039/D3QO01679J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25345/c5ws8hx4s
title: MassIVE MSV000093701 - GNPS L5 LuYa's data analysis on rice media
title: the fungi strain collected from the polluted oil samples and grown in rice media for 14days the cultured using, methanol the ethyl acetate.
DOI: 10.6084/m9.figshare.24878175
title: Summary of Raw Data of Transcriptomics, Proteomics, and Metabolomics/Lipidomics Analyses

description: Raw data of bulk RNA seq, 16plex TMT proteomics, and metabolomics/lipidomics analysis
DOI: 10.6084/m9.figshare.24878175.v1
title: Summary of Raw Data of Transcriptomics, Proteomics, and Metabolomics/Lipidomics Analyses

description: Raw data of bulk RNA seq, 16plex TMT proteomics, and metabolomics/lipidomics analysis
DOI: 10.6084/m9.figshare.24088707
title: <b>ASSESSING POLICY, GOVERNANCE AND INSTITUTIONAL SYSTEMS FOR WATER-ENERGY-FOOD NEXUS: THE CASE OF THE VHEMBE DISTRICT, LIMPOPO PROVINCE, SOUTH AFRICA</b>

description: This is the data in SPSS that we are still using for other articles that we are busy working on.
DOI: 10.6084/m9.figshare.24088707.v1
title: <b>ASSESSING POLICY, GOVERNANCE AND INSTITUTIONAL SYSTEMS FOR WATER-ENERGY-FOOD NEXUS: THE CASE OF THE VHEMBE DISTRICT, LIMPOPO PROVINCE, SOUTH AFRICA</b>

description: This is the data in SPSS that we are still using for other articles that we are busy working on.
DOI: 10.5281/zenodo.10125586
title: Data supporting the publication "Observation of Landau levels and chiral edge states in photonic crystals through pseudomagnetic fields induced by synthetic strain"

description: Data supporting the publication "Observation of Landau levels and chiral edge states in photonic crystals through pseudomagnetic fields induced by synthetic strain"
DOI: 10.5281/zenodo.10410752
title: Landslide inventories for Nepal: Database 2010 - 2021
DOI: 10.6084/m9.figshare.24845574
title: Data from Group phenotypic composition drives task performances in ants

description: Original dataset of all experiments
DOI: 10.6084/m9.figshare.24845574.v1
title: Data from Group phenotypic composition drives task performances in ants

description: Original dataset of all experiments
DOI: 10.5281/zenodo.8274972
title: Causal association between non-steroidal anti-inflammatory drugs use and the risk of benign prostatic hyperplasia: A univariable and multivariable Mendelian randomization study

description: Raw data using Mendelian randomization to analyze the association between non-steroidal anti-inflammatory drugs and benign prostatic hyperplasia.
DOI: 10.5281/zenodo.8274973
title: Causal association between non-steroidal anti-inflammatory drugs use and the risk of benign prostatic hyperplasia: A univariable and multivariable Mendelian randomization study

description: Raw data using Mendelian randomization to analyze the association between non-steroidal anti-inflammatory drugs and benign prostatic hyperplasia.
DOI: 10.4121/ee851e3f-163e-40b9-8318-0fc6c20aebec.v1
title: Coded Dataset of Neuroscience Studies

description: This dataset comprises a curated collection of articles. Each article is categorized according to four key criteria: 1) the specific type of article, 2) the year of publication, 3) the variety of neuroscience tools employed (applicable only to empirical studies), and 4) its relevance and application in the field of marketing.<br>For specifics on the data see: Alvino, L., Pavone, L., Abhishta, A., & Robben, H. (2020). Picking Your Brains: Where and How Neuroscience Tools Can Enhance Marketing Research. <em style="color:rgb(102, 102, 102);">Frontiers in Neuroscience</em>, <em style="color:rgb(102, 102, 102);">14</em>, Article 577666. https://doi.org/10.3389/fnins.2020.577666
DOI: 10.6084/m9.figshare.24877281
title: egocentric citation network

description: egocentric citation networks for ERGM
DOI: 10.6084/m9.figshare.24877281.v1
title: egocentric citation network

description: egocentric citation networks for ERGM
DOI: 10.5255/ukda-sn-856831
title: A Comparative Study Data on Early-Years Education of Children in India and Pakistan, 2020-2021

description: This dataset is a cross-sectional survey collected from two provinces in Pakistan (Punjab) and India (State of Gujarat). The sample included both urban and rural parts of the two countries. The dataset mainly looks at children’s learning and general life experiences in the early years of childhood (at ages 4 to 8). We assessed 1,129 children on tasks of basic numeracy, literacy, and social-emotional learning using a standardised measure of assessment, implemented at two points in time with a gap of 12 months. Also, we collected data on household characteristics, children's learning performance and a parents' survey of children's activities and learning outcomes.
DOI: 10.17909/ea8b-xq67
title: GJ12_Spoc_LC
DOI: 10.18112/openneuro.ds004784.v1.0.0
title: Phantom EEG Dataset with Motion, Muscle, and Eye Artifacts and Example Scripts
DOI: 10.17031/6582fdddd03f7
title: CPR Data request - Dorota Kolbuk- MARBEFES - 20/12/2023

description: CPR data. From January 2012 to December 2020. From 53.234N to 54.157N and -6.33E to -2.632E. 
Only taxa (Zooplankton and Phytoplankton) that are present in at least one sample are kept (27 large zooplankton > 2mm, 45 small zooplankton <= 2mm, 76 phytoplankton).
DOI: 10.6084/m9.figshare.20647016.v1
title: Supplemental Table S6: from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Percent of times that a model had the high Akaike model weight across the posterior distribution of trees from Alencar et al. 2016.
DOI: 10.6084/m9.figshare.20647016
title: Supplemental Table S6: from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Percent of times that a model had the high Akaike model weight across the posterior distribution of trees from Alencar et al. 2016.
DOI: 10.6084/m9.figshare.20647019
title: Supplemental Table S4 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Relationship between body length and fang length within several viperid snake lineages.
DOI: 10.6084/m9.figshare.20647019.v1
title: Supplemental Table S4 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Relationship between body length and fang length within several viperid snake lineages.
DOI: 10.6084/m9.figshare.20647022
title: Supplemental Figures from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Document containing supplemental figures S1-S4
DOI: 10.6084/m9.figshare.20647022.v1
title: Supplemental Figures from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Document containing supplemental figures S1-S4
DOI: 10.6084/m9.figshare.20647025.v1
title: Supplemental Table S3 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Cited diet literatured used for diet data collation.
DOI: 10.6084/m9.figshare.20647025
title: Supplemental Table S3 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Cited diet literatured used for diet data collation.
DOI: 10.6084/m9.figshare.20647028
title: Supplemental Table S6 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Summarized diet data from published literature. Data are percentage of total diet items recorded.
DOI: 10.6084/m9.figshare.20647028.v1
title: Supplemental Table S6 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Summarized diet data from published literature. Data are percentage of total diet items recorded.
DOI: 10.6084/m9.figshare.20647031.v1
title: Supplemental Table S1 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Morphological data and associated museum accession numbers of specimens used in this study.
DOI: 10.6084/m9.figshare.20647031
title: Supplemental Table S1 from Evolutionary allometry and ecological correlates of fang length evolution in vipers

description: Morphological data and associated museum accession numbers of specimens used in this study.
DOI: 10.17909/pjdp-y566
title: GJ12_TESS_LC
DOI: 10.2908/hlth_ehis_am7d
title: Utilisation auto-déclarée des services de soins à domicile par niveau de handicap (restriction d'activité), sexe et âge
title: Eigene Angaben zur Inanspruchnahme von Pflegeleistungen am Wohnort der Patienten, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Self-reported use of home care services by level of disability (activity limitation), sex and age
DOI: 10.2908/hlth_ehis_bm1d
title: BMI, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Body mass index (BMI) by level of disability (activity limitation), sex and age
title: Indice de masse corporelle (IMC) par niveau de handicap (restriction d'activité), sexe et âge
DOI: 10.2908/hlth_ehis_am7th
title: Utilisation auto-déclarée des services de soins à domicile par âge, niveau de difficulté dans les activités de soins personnels ou dans les activités domestiques et type de ménage
title: Self-reported use of home care services by age, level of difficulty with personal care or household activities and household type
title: Eigene Angaben zur Inanspruchnahme von Pflegeleistungen am Wohnort der Patienten, nach Alter, Schwierigkeitsgrad der Tätigkeiten der persönlichen Pflege und im Haushalt und Haushaltstyp
DOI: 10.2908/hlth_ehis_cd1d
title: Personnes déclarant une maladie chronique par niveau de handicap (restriction d'activité), sexe et âge
title: Personen, die über eine oder mehrere Krankheiten berichten, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Persons reporting a chronic disease by level of disability (activity limitation), sex and age
DOI: 10.2908/hlth_ehis_am2d
title: Eigene Angaben zur Konsultation eines Arztes, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Self-reported consultations of a medical professional by level of disability (activity limitation), sex and age
title: Consultations auto-déclarées d'un médecin par niveau de handicap (restriction d'activité), sexe et âge
DOI: 10.2908/hlth_ehis_am6d
title: Self-reported consultation of mental healthcare or rehabilitative care professionals by level of disability (activity limitation), sex and age
title: Eigene Angaben zur Konsultation von Fachpersonen für psychische Gesundheit oder für rehabilitative Pflege, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Consultations auto-déclarée de professionnels de soins de santé mentale ou de réadaptation par niveau de handicap (restriction d'activité), sexe et âge
DOI: 10.14469/hpc/13417
title: redel2(M15L -3633.928352) Def2-TZVPP MN11L G = -3636.572701

description: Gaussian 16 (C01) calculation
DOI: 10.25452/figshare.plus.19306594
title: Magnetic Resonance Imaging (MRI) scans from the study "effects of TBS of the DLPFC with TMS-EEG"

description: This dataset contains structural MRI scans from 24 subjects that participated in an experiment designed to investigate the effects of intermittent theta burst stimulation (iTBS) and continuous theta burst stimulation (cTBS) (for a detailed description please refer to the original article doi: https://doi.org/10.1038/s41597-022-01820-6).<br>Structural MRI scans obtained using a Philips Achieva 3T (TX) - DS MRI scanner (Zipped). All MRI scans have been de-identified and anonymised using the Fieldtrip <i>ft_defacevolume </i>and <i>ft_anonymizedata</i> functions. For all participants, T1-weighted sequences (TR= 5.7 ms, TE=2.6ms, FOV=250×250×190 mm, voxel size=1×1×1 mm, matrix 250x250, Flip angle 8°, 190 sagittal plane slices) was used to acquire structural MR images covering the whole brain. In the same session, high-resolution DTI (TR= 13737 ms, TE=59 ms, FOV=240×240×120 mm, voxel size=2×2x2 mm, matrix 120×120, Flip angle 90°, 30 transverse plane slices) was also acquired.<br>Documentation files:<br><b>README.txt</b>: Description of dataset and its experimental sessions, MATLAB scripts, getting started (how to use the codes) and contact for queries.<br><b>dataset_description.csv</b>: Name of experiment, reference to manuscript, authors and basic description of the datasets.For a detailed description please refer to the original article (doi: https://doi.org/10.1101/2021.06.21.449219).<br><b>participants.csv</b>: Spreadsheet with the participant number, demographic information (age, gender, ethnicity and years of education) and experimental sessions' information (RMT, TBS intensity, TEP intensity, sessions dates, session condition and adverse events) for the 24 subjects.<br><br><b>metadata summary.csv</b>: Measurement(s); Technology Type(s); Factor Types(s); Sample Characteristic - Organism.<br><b>DTI bval and bvec </b>files for each subject relevant for DTI analysis. <b>bval:</b> contains a single number per volume that indicates how large of a diffusion gradient was applied to the data.<b> </b><b>bvec</b>: contains a triplet of numbers per volume that shows in what directions the gradients were applied.<br>See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.5910329
DOI: 10.25934/pr00009370.0
title: Available datapackage for study 'An Open-Label, Multicenter, Phase 1b Study of JNJ-54767414 (HuMax CD38) (Anti-CD38 Monoclonal Antibody) in Combination With Backbone Regimens for the Treatment of Subjects With Multiple Myeloma'

description: The purpose of this study is to evaluate the safety, tolerability, and dose regimen of daratumumab when administered in combination with various treatment regimens for the treatment of multiple myeloma.
DOI: 10.15770/eum_sec_clm_0054
title: Atmospheric Motion Vectors Climate Data Record Release 1 - MSG - Indian Ocean 41.5 degrees E
title: MSGAMV415IODC1

description: This is the first release of the reprocessed Meteosat Second Generation (MSG) Atmospheric Motion Vectors (AMV) Thematic Climate Data Record (TCDR) for the Indian Ocean Data Coverage (IODC) region. It contains AMV at all heights below the tropopause, derived from images in 2 channels (Water Vapor 6.2, Infrared 10.8) of the instrument SEVIRI on board MSG. Vectors are retrieved by tracking the motion of clouds and other atmospheric constituents such as water vapor patterns. The height assignment of the AMVs is calculated using the Cross-Correlation Contribution (CCC) function to determine the height using the pixels that contribute the most to the vectors. The final vector is estimated averaging the speed and height over 4 consecutive images. A quality indicator is derived for each vector to assess the reliability of the retrieval. Products are stored in netCDF4 format and generated from Meteosat-8 satellite, covering the period from February 2017 to August 2019.
DOI: 10.25452/figshare.plus.19306594.v2
title: Magnetic Resonance Imaging (MRI) scans from the study "effects of TBS of the DLPFC with TMS-EEG"

description: This dataset contains structural MRI scans from 24 subjects that participated in an experiment designed to investigate
the effects of intermittent theta burst stimulation (iTBS) and
continuous theta burst stimulation (cTBS) (for a detailed description please refer to the original article doi: https://doi.org/10.1038/s41597-022-01820-6).
<br>
Structural MRI scans obtained using a Philips Achieva 3T (TX) - DS MRI scanner (Zipped). All MRI scans have been de-identified and anonymised using the Fieldtrip <em>ft_defacevolume </em>and <em>ft_anonymizedata</em> functions. For all participants, T1-weighted sequences (TR= 5.7 ms, TE=2.6ms, FOV=250×250×190 mm, voxel size=1×1×1 mm, matrix 250x250, Flip angle 8°, 190 sagittal plane slices) was used to acquire structural MR images covering the whole brain. In the same session, high-resolution DTI (TR= 13737 ms, TE=59 ms, FOV=240×240×120 mm, voxel size=2×2x2 mm, matrix 120×120, Flip angle 90°, 30 transverse plane slices) was also acquired.
<br>
Documentation files:
<br>
<strong>README.txt</strong>: Description of dataset and its experimental sessions, MATLAB scripts, getting started (how to use the codes) and contact for queries.
<br>
<strong>dataset_description.csv</strong>: Name of experiment, reference to manuscript, authors and basic description of the datasets.
For a detailed description please refer to the original article (doi: https://doi.org/10.1101/2021.06.21.449219).
<br>
<strong>participants.csv</strong>: Spreadsheet with the participant number, demographic information (age, gender, ethnicity and years of education) and experimental sessions' information (RMT, TBS intensity, TEP intensity, sessions dates, session condition and adverse events) for the 24 subjects.<br>

<br>
<strong>metadata summary.csv</strong>: Measurement(s); Technology Type(s); Factor Types(s); Sample Characteristic - Organism.<br>

<strong>xDTI32DIR1.bval</strong>: Contains a single number per volume that indicates how large of a diffusion gradient was applied to the data. 
<br>
<strong>xDTI32DIR1.bvec</strong>: Contains a triplet of numbers per volume that shows in what directions the gradients were applied.
<br>
See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.5910329
DOI: 10.5281/zenodo.10411056
title: costaria_costata_zanfona_1.fasta.gz

description: .
DOI: 10.5281/zenodo.10411057
title: costaria_costata_zanfona_1.fasta.gz

description: .
DOI: 10.6084/m9.figshare.24878373
title: Six segmented sandstone images with porosity and permeability measurements

description: Segmented micro-CT images of six sandstone samples. In the segmented images, zero represents pore (void) and 1 represents grain (solid).The porosity and permeability of the core plugs were measured using the AP-608 automated porosimeter-permeameter.<br>More details are available in the related publications:1- https://link.springer.com/article/10.1007/s12517-023-11314-32- https://onepetro.org/OMCONF/proceedings-abstract/OMC21/All-OMC21/4731943- https://eprints.kfupm.edu.sa/id/eprint/141373/<br>To view the images, you may use Fiji software:https://imagej.net/software/fiji/downloads
DOI: 10.2908/hlth_ehis_fv1d
title: Häufigkeit des Verzehrs von Obst und Gemüse, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Fréquence de consommation de fruits et de légumes par niveau de handicap (restriction d'activité), sexe et âge
title: Frequency of fruit and vegetables consumption by level of disability (activity limitation), sex and age
DOI: 10.2908/hlth_ehis_fv3d
title: Daily consumption of fruit and vegetables by level of disability (activity limitation), sex and age
title: Täglicher Verzehr von Obst und Gemüse, nach Grad der Behinderung (Aktivitätseinschränkungen), Geschlecht und Alter
title: Consommation quotidienne de fruits et de légumes par niveau de handicap (restriction d'activité), sexe et âge
DOI: 10.2908/hlth_ehis_ha1d
title: Difficulties in household activities by sex, age and level of disability (activity limitation)
title: Schwierigkeiten bei Tätigkeiten im Haushalt, nach Geschlecht, Alter und Grad der Behinderung (Aktivitätseinschränkungen)
title: Difficultés relatives aux activités domestiques par sexe, âge et niveau de handicap (restriction d'activité)
DOI: 10.2908/hlth_ehis_pc1d
title: Difficultés relatives aux activités de soins personnels par sexe, âge et niveau de handicap (restriction d'activité)
title: Difficulties in personal care activities by sex, age and level of disability (activity limitation)
title: Schwierigkeiten bei Tätigkeiten der persönlichen Pflege, nach Geschlecht, Alter und Grad der Behinderung (Aktivitätseinschränkungen)