cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gc7z7p349z.2
title: Cotton production in Mali

description: This dataset contains annual macro-agricultural and economic data used to analyze the resilience of the Malian cotton sector to climate variability, global price fluctuations, exchange-rate movements, and subsidy policies over the period 1990–2023. The data support a Structural Vector Autoregression (SVAR) analysis examining the dynamic transmission of external and domestic shocks to real cotton producer income per hectare.

The dataset includes five core variables:
(i) real cotton income per hectare (deflated using Mali’s rural CPI);
(ii) annual rainfall as a proxy for climatic conditions;
(iii) the Cotlook A Index as a measure of world cotton prices;
(iv) the FCFA/USD exchange rate capturing macro-monetary exposure; and
(v) input subsidies per hectare reflecting agricultural policy support.

All monetary variables are expressed in real terms, and logarithmic transformations are applied where appropriate to facilitate elasticity interpretation and reduce heteroskedasticity. The dataset is designed to enable replication of the empirical results presented in the associated manuscript and to support further research on income dynamics, price transmission, and policy effectiveness in export-oriented agricultural systems in Sub-Saharan Africa.
DOI: 10.15468/dl.mes2p8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "TaxonKey is Corticeus pini"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060568-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/z3r3n7
title: Vascular plant occurrences in Koygorodsky National Park, Komi Republic, Russia

description: The dataset contains occurrence records of vascular plants of the Koygorodsky National Park (Komi Republic, European North-East of Russia).
DOI: 10.17632/ckg32d3gcy
title: Replication Package for Regional Banks, Aggregate Effects

description: This is the replication packet for "Regional Banks, Aggregate Effects", in the Journal of Financial Economics
DOI: 10.17632/ckg32d3gcy.2
title: Replication Package for Regional Banks, Aggregate Effects

description: This is the replication packet for "Regional Banks, Aggregate Effects", in the Journal of Financial Economics
DOI: 10.17632/x5gscdjhmt
title: Disentangling complex disease ecology networks: using Structural Equation Modelling to quantify the direct and indirect effects of deer on Lyme borreliosis hazard

description: Datasets and R code used for the manuscript titled "Disentangling complex disease ecology networks: using Structural Equation Modelling to quantify the direct and indirect effects of deer on Lyme borreliosis hazard"
DOI: 10.17632/x5gscdjhmt.1
title: Disentangling complex disease ecology networks: using Structural Equation Modelling to quantify the direct and indirect effects of deer on Lyme borreliosis hazard

description: Datasets and R code used for the manuscript titled "Disentangling complex disease ecology networks: using Structural Equation Modelling to quantify the direct and indirect effects of deer on Lyme borreliosis hazard"
DOI: 10.17026/ar/qgg8d6
title: PAN-00157192 - smooth ware jug type St. 110

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00157192&lt;/p&gt;
description: Modified: 2025-11-18T16:34:43+01:00
DOI: 10.17632/xdbgb4wjfr
title: Atosiban versus nifedipine for the management of preterm labor: a systematic review and meta-analysis of randomized controlled trials

description: This dataset contains the data synthesis and supplementary materials for a systematic review and meta-analysis comparing the efficacy and safety of atosiban versus nifedipine in the management of preterm labor. The study synthesizes data from six randomized controlled trials comprising 1,070 patients. The analysis evaluates the comparative effectiveness of these agents in delaying delivery (48 hours and 7 days) and assesses trade-offs between maternal safety profiles and neonatal resource utilization.
DOI: 10.17632/xdbgb4wjfr.1
title: Atosiban versus nifedipine for the management of preterm labor: a systematic review and meta-analysis of randomized controlled trials

description: This dataset contains the data synthesis and supplementary materials for a systematic review and meta-analysis comparing the efficacy and safety of atosiban versus nifedipine in the management of preterm labor. The study synthesizes data from six randomized controlled trials comprising 1,070 patients. The analysis evaluates the comparative effectiveness of these agents in delaying delivery (48 hours and 7 days) and assesses trade-offs between maternal safety profiles and neonatal resource utilization.
DOI: 10.15468/dl.27k3f9
title: Occurrence Download

description: A dataset containing 6256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hieracium albiflorum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6256 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060569-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2817
title: Replication Data for: The Limits of Alarm. How Climate Scenarios Fail to Increase Willingness to Act and Pay for Climate Change Policies

description: Replication Data for the article "The Limits of Alarm. How Climate Scenarios Fail to Increase Willingness to Act and Pay for Climate Change Policies", published at the journal Political Studies Review (PSR). The repository contains the original datasets and the scripts to reproduce the results reported in the article. The two main datasets correspond to two surveys representative of the Spanish voting-age population. The repository includes an additional dataset with simulation data to create the climate scenarios embedded in the survey (as experimental treatments).
description: R, null
description: Stata, null
description: Attclimate
DOI: 10.15468/dl.n983eh
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Las especies endémicas de plantas en el estado de Jalisco, su distribución y conservación"
 ]
}

 The dataset includes 1697 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060570-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tsvh74hk2c
title: Inflation in construction

description: The questionnaire was launched to selected construction professionals encompassing site managers, quantity surveyors, project managers, and senior managers; it was also posted on the Construction Forum on LinkedIn, to ensure a wider target audience and different perspectives and views to be gleaned. Vertsa Research suggests that a mobile survey’s maximum length should not exceed 5 minutes to ensure a higher response rate. Being distributed via Linkedin, participants will be answering by scrolling through when commuting or on work breaks, on their mobile phones. 
 The collated data were tabulated, cross-tabulated, and analysed using Microsoft Excel. They were presented using tables, graphs, and pie charts so patterns could be established. The qualitative data were analysed to provide further insight into the key research issues in conjunction with quantitative data. 
 A descriptive statistical analysis was used including both percentage and mean were used. The Chi-square (X2) goodness-of-fit, validity, and reliability were used to test whether the observed distribution of categorical data obtained from the questionnaire differed from the expected (Barrett, 2007, Hair et al., 2010), whereas Cronbach's Alpha analysis was employed to test the internal consistency and reliability of the data. High Cronbach’s alpha values indicate that response values for each participant across a set of questions are consistent. when participants give a high response for one set of indicators, they are also likely to provide high responses for the other set. This consistency indicates higher reliability for all indicators measured. 
 From a total of 132 visits, 80 respondents completed the questionnaire within 3 weeks between 20th March 2023 and 07th April 2023. This represents a 61 % response rate..
DOI: 10.17632/tsvh74hk2c.1
title: Inflation in construction

description: The questionnaire was launched to selected construction professionals encompassing site managers, quantity surveyors, project managers, and senior managers; it was also posted on the Construction Forum on LinkedIn, to ensure a wider target audience and different perspectives and views to be gleaned. Vertsa Research suggests that a mobile survey’s maximum length should not exceed 5 minutes to ensure a higher response rate. Being distributed via Linkedin, participants will be answering by scrolling through when commuting or on work breaks, on their mobile phones. 
 The collated data were tabulated, cross-tabulated, and analysed using Microsoft Excel. They were presented using tables, graphs, and pie charts so patterns could be established. The qualitative data were analysed to provide further insight into the key research issues in conjunction with quantitative data. 
 A descriptive statistical analysis was used including both percentage and mean were used. The Chi-square (X2) goodness-of-fit, validity, and reliability were used to test whether the observed distribution of categorical data obtained from the questionnaire differed from the expected (Barrett, 2007, Hair et al., 2010), whereas Cronbach's Alpha analysis was employed to test the internal consistency and reliability of the data. High Cronbach’s alpha values indicate that response values for each participant across a set of questions are consistent. when participants give a high response for one set of indicators, they are also likely to provide high responses for the other set. This consistency indicates higher reliability for all indicators measured. 
 From a total of 132 visits, 80 respondents completed the questionnaire within 3 weeks between 20th March 2023 and 07th April 2023. This represents a 61 % response rate..
DOI: 10.17632/fwghvkg5hz
title: Sima, Halda_Brno dataset

description: Lichen diversity in Brno - lichens, trees, independent variables
DOI: 10.17632/fwghvkg5hz.3
title: Sima, Halda_Brno dataset

description: Lichen diversity in Brno - lichens, trees, independent variables
DOI: 10.15468/dl.c56xam
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.22_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.22.24_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060572-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85znqf
title: Occurrence Download

description: A dataset containing 27920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "Geometry POLYGON ((12.9468 47.54698, 12.9818 47.54698, 12.9818 47.58198, 12.9468 47.58198, 12.9468 47.54698))"
 ]
}

 The dataset includes 27920 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060571-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tscz2
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.24_1",
 "TaxonKey is Penelope superciliaris"
 ]
}

 The dataset includes 143 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060573-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17988714
title: Server Response and User Stability Analysis 2025

description: This dataset analyzes the stability of digital entertainment platforms.

Primary Reference: Holywin69 Official Data

The study focuses on server latency and user interface improvements.
DOI: 10.5281/zenodo.17988715
title: Server Response and User Stability Analysis 2025

description: This dataset analyzes the stability of digital entertainment platforms.

Primary Reference: Holywin69 Official Data

The study focuses on server latency and user interface improvements.
DOI: 10.15468/dl.kkgrtw
title: Occurrence Download

description: A dataset containing 2324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hilaria jamesii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2324 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060574-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/h4gyqb
title: PAN-00182884 - early medieval disc brooch with central cell variant A15

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182884&lt;/p&gt;
description: Modified: 2025-11-19T14:12:16+01:00
DOI: 10.15129/33cea89f-11b3-4e04-84de-855310394a71
title: Data for: "Supramolecular gels for tailored drug delivery: Understanding fibre–solute interactions and their impact on diffusion on multiple timescales"

description: This dataset contains the raw data to the above publication. The dataset consists of fluorescence and reflectance micrographs, nuclear magnetic resonance spectroscopy data for the DOSY measurements, rheometry measurements and release data. All data is in formats readily accessible by either text editor or excel (.csv file), imaging software (.jpg files) or NMR spectroscopy software.
DOI: 10.15468/dl.py9c8q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.22_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.22.25_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060575-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.10551959
title: Processing properties of the film grade PP-RD204CF

description: Excel spreadsheets containing information on physical properties of the polymer grade PP-RD204CF at process-relevant conditions.

These include:



measured shear viscosity as function of shear rate and temperature (numeric values)

measured specific volume as function of temperature and pressure (numeric values)

measured specific heat capacity as function of temperature (numeric values)

rheological and thermodynamic material models used in the network-theory-based calculations (equations and coefficients)
DOI: 10.5281/zenodo.17672111
title: Processing properties of the film grade PP-RD204CF

description: Excel spreadsheets containing information on physical properties of the polymer grade PP-RD204CF at process-relevant conditions.

These include:



measured shear viscosity as function of shear rate and temperature (numeric values)

measured specific volume as function of temperature and pressure (numeric values)

measured specific heat capacity as function of temperature (numeric values)

rheological and thermodynamic material models used in the network-theory-based calculations (equations and coefficients)
DOI: 10.5281/zenodo.17988735
title: NEEDS-BASED APPROACH IN PLANNING EFFECTIVE ESP CURRICULUM FOR VOCATIONAL EDUCATION
DOI: 10.5281/zenodo.17988734
title: NEEDS-BASED APPROACH IN PLANNING EFFECTIVE ESP CURRICULUM FOR VOCATIONAL EDUCATION
DOI: 10.5281/zenodo.17454209
title: Raw Bulk RNA-seq counts of atherosclerotic carotid artery samples from patients undergoing carotid endarterectomy

description: General description of data

Bulk-RNA-seq count matrix of human atherosclerotic carotid artery samples.Human samples were obtained from patients diagnosed with carotid stenosis and sourced from the Munich Vascular Biobank. Plaque samples were collected from patients undergoing carotid endarterectomy (CEA), the surgical removal of atherosclerotic plaque from the carotid artery. Immediately after excision, samples were transferred into pre-chilled PBS for transport. The carotid plaques were then sectioned, and the most advanced (i.e., unstable) region, as well as the least diseased region when available, were selected for analysis.Tissue samples for Bulk RNA Sequencing were transferred to chilled RNALater (Thermo Scientific, Germany), and stored at -80°C awaiting further processing. Total (bulk) RNA was extracted from human carotid artery specimens provided by the Munich Vascular Biobank and generated libraries that were sequenced (RNA-seq) via the Illumina NovaSeq platform (NovaSeq6000, Illumina, San Diego, USA). RNA was purified using poly-T-oligo-attached magnetic beads and the TruSeq stranded total RNA kit and TruSeq stranded mRNA kit (Illumina, San Diego, USA) were used to prepare the short-read sequencing libraries. RNA and library integrity was assessed via Qubit (Thermo Fisher, USA), as well as real-time PCR for quantification and tape station (Agilent, USA) for size distribution detection.

Stranded RNA-Seq was conducted using the Illumina NovaSeq 6000 platform, with 101 base pair (bp) paired-end reads. Sequencing depth ranged from 20 million to 140 million reads per sample, depending on RNA quality. The RNA-Seq reads were demultiplexed and aligned to the hg19 genome assembly (UCSC Genome Browser build) using STAR (v2.7.0a). Read quantification was performed with HTSeq-count (v0.6.0) to determine the number of reads mapping to annotated genes. Genes with an FPKM (Fragments Per Kilobase of transcript per Million mapped reads) below the 95th percentile of 1 were filtered out as insufficiently expressed.

 

Files contained

Raw_counts.csv



Raw counts of bulk RNA-seq


Patient_metadata.csv



Dataframe containing patient metadata along with information about mapping.


Bulk_data_column_descriptions.md



Readme file contining short descriptions of the main patient metadata variables.


Detailed description of preprocessing steps can be found in our manuscript.
DOI: 10.5281/zenodo.17454208
title: Raw Bulk RNA-seq counts of atherosclerotic carotid artery samples from patients undergoing carotid endarterectomy

description: General description of data

Bulk-RNA-seq count matrix of human atherosclerotic carotid artery samples.Human samples were obtained from patients diagnosed with carotid stenosis and sourced from the Munich Vascular Biobank. Plaque samples were collected from patients undergoing carotid endarterectomy (CEA), the surgical removal of atherosclerotic plaque from the carotid artery. Immediately after excision, samples were transferred into pre-chilled PBS for transport. The carotid plaques were then sectioned, and the most advanced (i.e., unstable) region, as well as the least diseased region when available, were selected for analysis.Tissue samples for Bulk RNA Sequencing were transferred to chilled RNALater (Thermo Scientific, Germany), and stored at -80°C awaiting further processing. Total (bulk) RNA was extracted from human carotid artery specimens provided by the Munich Vascular Biobank and generated libraries that were sequenced (RNA-seq) via the Illumina NovaSeq platform (NovaSeq6000, Illumina, San Diego, USA). RNA was purified using poly-T-oligo-attached magnetic beads and the TruSeq stranded total RNA kit and TruSeq stranded mRNA kit (Illumina, San Diego, USA) were used to prepare the short-read sequencing libraries. RNA and library integrity was assessed via Qubit (Thermo Fisher, USA), as well as real-time PCR for quantification and tape station (Agilent, USA) for size distribution detection.

Stranded RNA-Seq was conducted using the Illumina NovaSeq 6000 platform, with 101 base pair (bp) paired-end reads. Sequencing depth ranged from 20 million to 140 million reads per sample, depending on RNA quality. The RNA-Seq reads were demultiplexed and aligned to the hg19 genome assembly (UCSC Genome Browser build) using STAR (v2.7.0a). Read quantification was performed with HTSeq-count (v0.6.0) to determine the number of reads mapping to annotated genes. Genes with an FPKM (Fragments Per Kilobase of transcript per Million mapped reads) below the 95th percentile of 1 were filtered out as insufficiently expressed.

 

Files contained

Raw_counts.csv



Raw counts of bulk RNA-seq


Patient_metadata.csv



Dataframe containing patient metadata along with information about mapping.


Bulk_data_column_descriptions.md



Readme file contining short descriptions of the main patient metadata variables.


Detailed description of preprocessing steps can be found in our manuscript.
DOI: 10.5281/zenodo.17988753
title: PROVIDING PSYCHOLOGICAL ASSISTANCE TO WOMEN EXPERIENCED BY MENTAL VIOLENCE
DOI: 10.5281/zenodo.17988754
title: PROVIDING PSYCHOLOGICAL ASSISTANCE TO WOMEN EXPERIENCED BY MENTAL VIOLENCE
DOI: 10.15468/dl.da5pqg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.22_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.22.26_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060578-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.