cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13477127
title: Composite activity type and stride-specific energy expenditure estimation model for thigh-worn accelerometry

description: This repository contains code and data for the research project 'Estimation of activity induced energy expenditure using thigh-worn accelerometry and machine learning approaches'.



The code subfolder contains Jupyter Notebooks and a Python file with helper functions. Further, the models subfolder contains the trained models.

The data subfolder contains the raw accelerometer files (AX) as well as the raw data from the indirect calorimetry (CPET). Further, different processing files can be found here. The file log_master.csv contains the sociodemographic and timestamp data.

The figures subfolder contains all relevant figures, which are created as part of running the Jupyter Notebooks. These figures are also part of the research publication.
DOI: 10.15468/dl.2z2g67
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.83 31.36,115.95 31.36,115.95 33.12,112.83 33.12,112.83 31.36))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nipponia nippon (Temminck, 1835)",
 "Year 2013-2022"
 ]
}

 The dataset includes 187 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118384-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13709906
title: Data for DeepRank2 tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank2 tutorials for processing and later training on protein-protein interfaces and protein structures containing single residue variants.


The PDB files in data_raw/ppi/ folder have been generated using PANDORA software.


The PDB files in data_raw/srv/ folder have been retrieved from Ramakrishnan et al.
DOI: 10.5281/zenodo.7997586
title: Data for DeepRank-Core PPI tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank-Core tutorials for Protein-Protein Interfaces data processing and training. See the folder tutorials/ at https://github.com/DeepRank/deeprank-core for more information.
DOI: 10.5281/zenodo.8028064
title: Data for DeepRank-Core PPI tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank-Core tutorials for Protein-Protein Interfaces data processing and training. See the folder tutorials/ at https://github.com/DeepRank/deeprank-core for more information.
DOI: 10.5281/zenodo.8187806
title: Data for DeepRank-Core tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank-Core tutorials for processing and later training on protein-protein interfaces and protein structures containing missense variants. See the folder tutorials/ at https://github.com/DeepRank/deeprank-core for more information. The PDB files in data_raw/ppi/ folder have been generated using PANDORA software. The PDB files in data_raw/variant folder have been retrieved from Ramakrishnan et al.
description: {"references": ["Marzella DF, Parizi FM, van Tilborg D, Renaud N, Sybrandi D, Buzatu R, Rademaker DT, 't Hoen PAC, Xue LC. PANDORA: A Fast, Anchor-Restrained Modelling Protocol for Peptide: MHC Complexes. Front Immunol. 2022 May 10;13:878762. doi: 10.3389/fimmu.2022.878762. PMID: 35619705; PMCID: PMC9127323.", "Ramakrishnan G, Baakman C, Heijl S, Vroling B, van Horck R, Hiraki J, Xue LC, Huynen MA. Understanding structure-guided variant effect predictions using 3D convolutional neural networks. Front Mol Biosci. 2023 Jul 5;10:1204157. doi: 10.3389/fmolb.2023.1204157. PMID: 37475887; PMCID: PMC10354367."]}
DOI: 10.5281/zenodo.8349335
title: Data for DeepRank2 tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank2 tutorials for processing and later training on protein-protein interfaces and protein structures containing single residue variants. The PDB files in data_raw/ppi/ folder have been generated using PANDORA software. The PDB files in data_raw/srv/ folder have been retrieved from Ramakrishnan et al.
description: {"references": ["Marzella DF, Parizi FM, van Tilborg D, Renaud N, Sybrandi D, Buzatu R, Rademaker DT, 't Hoen PAC, Xue LC. PANDORA: A Fast, Anchor-Restrained Modelling Protocol for Peptide: MHC Complexes. Front Immunol. 2022 May 10;13:878762. doi: 10.3389/fimmu.2022.878762. PMID: 35619705; PMCID: PMC9127323.", "Ramakrishnan G, Baakman C, Heijl S, Vroling B, van Horck R, Hiraki J, Xue LC, Huynen MA. Understanding structure-guided variant effect predictions using 3D convolutional neural networks. Front Mol Biosci. 2023 Jul 5;10:1204157. doi: 10.3389/fmolb.2023.1204157. PMID: 37475887; PMCID: PMC10354367."]}
DOI: 10.5281/zenodo.7997585
title: Data for DeepRank2 tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank2 tutorials for processing and later training on protein-protein interfaces and protein structures containing single residue variants.


The PDB files in data_raw/ppi/ folder have been generated using PANDORA software.


The PDB files in data_raw/srv/ folder have been retrieved from Ramakrishnan et al.
DOI: 10.5281/zenodo.8034819
title: Data for DeepRank-Core PPI tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank-Core tutorials for Protein-Protein Interfaces data processing and training. See the folder tutorials/ at https://github.com/DeepRank/deeprank-core for more information. The PDB files have been generated using PANDORA software.
DOI: 10.5281/zenodo.8370237
title: Data for DeepRank2 tutorials

description: This data contains raw PDB files and other metadata that can be used to run DeepRank2 tutorials for processing and later training on protein-protein interfaces and protein structures containing single residue variants.


The PDB files in data_raw/ppi/ folder have been generated using PANDORA software.


The PDB files in data_raw/srv/ folder have been retrieved from Ramakrishnan et al.
DOI: 10.15468/dl.d3fcww
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Thymus carnosus Boiss."
 ]
}

 The dataset includes 175 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118385-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8s4sj
title: Occurrence Download

description: A dataset containing 4662 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Berberis julianae C.K.Schneid."
 ]
}

 The dataset includes 4662 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118386-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9927h
title: Occurrence Download

description: A dataset containing 154592 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Virgin Islands (U.S.)"
 ]
}

 The dataset includes 154592 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118370-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy8fkv
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Asperugo procumbens L."
 ]
}

 The dataset includes 334 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118387-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5s9vp
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.83 31.36,115.95 31.36,115.95 33.12,112.83 33.12,112.83 31.36))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Halcyon pileata (Boddaert, 1783)",
 "Year 2013-2022"
 ]
}

 The dataset includes 154 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118388-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuhxvx
title: Occurrence Download

description: A dataset containing 1498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (China, Russian Federation, Mongolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus monacha Temminck, 1835"
 ]
}

 The dataset includes 1498 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118390-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syb3yx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Asperugo procumbens L."
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118391-240626123714530/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.25944484.v2
title: Supporting information for "Impact-melt-crystallized magnetite on the Moon" to GRL

description: Text S1 contains the thermodynamic calculation for the proposed electron exchange reaction. Text S2 involves magnetite abundance estimation. Text S3 provides the EPMA analysis settings. Figures S1 to S5 present the petrological and geochemical features of the impact glass examined in this study. Figure S6 illustrates methods for identifying impact melts on the Moon. Figure S7 exhibits location of the Chang’e-5 landing site. Figures S8 and S9 show the impact melts exhibiting magnetic anomalies on the Moon. Table S1 and Table S3 present the chemical compositions of minerals and the impact glass. Table S2 outlines the characteristics of impact-melt-crystallized magnetite, which are generally in agreement with the impact-melt-crystallization formation mechanism. Table S4 summarizes information on impact melts exhibiting magnetic anomalies.
DOI: 10.15468/dl.hfhc2h
title: Occurrence Download

description: A dataset containing 75530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "PublishingOrg is f9912a00-84a9-11d9-8952-b8a03c50a862",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 75530 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118389-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13709854
title: Supporting data (Sample location and age data)

description: Supporting data for the manuscript entitled "The Early Cretaceous to Miocene tectonic evolution of the NW Cyclades based on 40Ar/39Ar multiple single crystal dating of white mica from Andros", submitted to Tectonics.
DOI: 10.5281/zenodo.13709855
title: Supporting data (Sample location and age data)

description: Supporting data for the manuscript entitled "The Early Cretaceous to Miocene tectonic evolution of the NW Cyclades based on 40Ar/39Ar multiple single crystal dating of white mica from Andros", submitted to Tectonics.
DOI: 10.5281/zenodo.11086985
title: SLR result_HCI elements_CDSS performance
DOI: 10.18112/openneuro.ds005455.v1.0.4
title: An fMRI dataset for investigating language control and cognitive control in bilinguals
DOI: 10.15468/dl.hs7bt4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.83 31.36,115.95 31.36,115.95 33.12,112.83 33.12,112.83 31.36))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coturnix japonica Temminck & Schlegel, 1848",
 "Year 2013-2022"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118392-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13709631
title: Data set for "Stabilization of nesquehonite for application in carbon capture utilization and storage"

description: The dataset contains all relavent raw data from the study titile, "Stabilization of nesquehonite for application in carbon capture utilization and storage".
DOI: 10.5281/zenodo.13709632
title: Data set for "Stabilization of nesquehonite for application in carbon capture utilization and storage"

description: The dataset contains all relavent raw data from the study titile, "Stabilization of nesquehonite for application in carbon capture utilization and storage".
DOI: 10.15468/dl.s5tjed
title: Occurrence Download

description: A dataset containing 42165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Gaviiformes"
 ]
}

 The dataset includes 42165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118395-240626123714530/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.26954306
title: The redistributive and welfare impact of fiscal policies in Ghana: new evidence from CEQ methodology

description: This study presents evidence on the effect of fiscal policies on poverty and inequality in Ghana for the 2017 fiscal year based on the Commitment to Equity (CEQ) assessment framework. Also, the CEQ framework was used to simulate the short-term distributional consequences (‘morning-after’ effects) of Ghana’s Free Senior High School (SHS) Policy and utility subsidies during the COVID-19 pandemic. We find that government spending and taxation in Ghana lowered inequality (Gini coefficient) by 5.94 percentage points. We also find a reduction in poverty rates, but this was mainly driven by in-kind benefits associated with public spending on health and more so education, without which poverty rate would have been higher. In its blanket form, the ‘morning-after’ effects of the Free SHS Policy was a marginal reduction in both inequality and poverty. We find further that in contrast to the effect of the blanket subsidy on water, the subsidies on electricity which had some elements of targeting reduced both poverty and inequality, but marginally. The findings underscore the need for more targeted subsidy and spending programmes to enhance their short-term poverty reduction and redistributive impacts. This study investigates the effect of fiscal policies on poverty and inequality in Ghana using the Commitment to Equity (CEQ) assessment framework. The study has far-reaching implications on development policy and also makes an empirical contribution to the literature with respect to the relationship between fiscal policies and welfare in developing countries. The study sheds light on the effectiveness of government fiscal policies at redistributing income, and how specific adjustments to taxation and social spending would mean for poverty and inequality. Indeed, the subject area of this study relates directly to Sustainable Development Goal (SDG) 10, which seeks to reduce inequality within and across countries, of which the redistributive impact of fiscal policy has been adopted as an official indicator. While the key results from this study are important for tracking SDG 10 in Ghana, they are also useful in guiding policy makers on choosing fiscal policy instruments that do not only address prevailing macroeconomic imbalances but also improve on poverty and inequality situation in Ghana.
DOI: 10.6084/m9.figshare.26954306.v1
title: The redistributive and welfare impact of fiscal policies in Ghana: new evidence from CEQ methodology

description: This study presents evidence on the effect of fiscal policies on poverty and inequality in Ghana for the 2017 fiscal year based on the Commitment to Equity (CEQ) assessment framework. Also, the CEQ framework was used to simulate the short-term distributional consequences (‘morning-after’ effects) of Ghana’s Free Senior High School (SHS) Policy and utility subsidies during the COVID-19 pandemic. We find that government spending and taxation in Ghana lowered inequality (Gini coefficient) by 5.94 percentage points. We also find a reduction in poverty rates, but this was mainly driven by in-kind benefits associated with public spending on health and more so education, without which poverty rate would have been higher. In its blanket form, the ‘morning-after’ effects of the Free SHS Policy was a marginal reduction in both inequality and poverty. We find further that in contrast to the effect of the blanket subsidy on water, the subsidies on electricity which had some elements of targeting reduced both poverty and inequality, but marginally. The findings underscore the need for more targeted subsidy and spending programmes to enhance their short-term poverty reduction and redistributive impacts. This study investigates the effect of fiscal policies on poverty and inequality in Ghana using the Commitment to Equity (CEQ) assessment framework. The study has far-reaching implications on development policy and also makes an empirical contribution to the literature with respect to the relationship between fiscal policies and welfare in developing countries. The study sheds light on the effectiveness of government fiscal policies at redistributing income, and how specific adjustments to taxation and social spending would mean for poverty and inequality. Indeed, the subject area of this study relates directly to Sustainable Development Goal (SDG) 10, which seeks to reduce inequality within and across countries, of which the redistributive impact of fiscal policy has been adopted as an official indicator. While the key results from this study are important for tracking SDG 10 in Ghana, they are also useful in guiding policy makers on choosing fiscal policy instruments that do not only address prevailing macroeconomic imbalances but also improve on poverty and inequality situation in Ghana.
DOI: 10.15468/dl.w7xg5p
title: Occurrence Download

description: A dataset containing 232044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pelophylax bedriagae (Camerano, 1882), Pelophylax bergeri (Günther, 1986), Pelophylax caralitanus (Arikan, 1988), Pelophylax cerigensis (Beerli, Hotz, Tunner, Heppich & Uzzell, 1994), Pelophylax chosenicus (Okada, 1931), Pelophylax cretensis (Beerli, Hotz, Tunner, Heppich & Uzzell, 1994), Pelophylax demarchii (Scortecci, 1929), Pelophylax epeiroticus (Schneider, Sofianidou & Kyriakopoulou-Sklavounou, 1984), Pelophylax fukienensis (Pope, 1929), Pelophylax hubeiensis (Fei & Ye, 1982), Pelophylax kurtmuelleri (Gayda, 1940), Pelophylax lateralis (Boulenger, 1887), Pelophylax lessonae (Camerano, 1882), Pelophylax nigromaculatus (Hallowell, 1861), Pelophylax perezi (López-Seoane, 1885), Pelophylax plancyi (Lataste, 1880), Pelophylax porosus (Cope, 1868), Pelophylax terentievi (Mezhzherin, 1992), Pelophylax shqipericus (Hotz, Uzzell, Günther, Tunner & Heppich, 1987), Pelophylax ridibundus (Pallas, 1771), Pelophylax tenggerensis (Zhao, Macey & Papenfuss, 1988), Pelophylax saharicus (Boulenger, 1913))"
 ]
}

 The dataset includes 232044 records from 2041 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118381-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xky8ux
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cophixalus clapporum Kraus, 2012)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067855-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-13541
title: Put' = Voie = [The way], no. 46 (January-March 1935)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.pp53qu
title: Occurrence Download

description: A dataset containing 1002 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syacium ovale (Günther, 1864)"
 ]
}

 The dataset includes 1002 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0337522-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.562c7h
title: Occurrence Download

description: A dataset containing 2493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-100.26214 25.76546,-100.45792 25.67836,-100.20311 25.50571,-100.0099 25.57517,-100.05431 25.61106,-100.09447 25.75065,-100.25315 25.76908,-100.26214 25.76546))",
 "OccurrenceStatus is Present",
 "TaxonKey is Asteraceae"
 ]
}

 The dataset includes 2493 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067841-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-10231
title: Put' = Voie = [The way], no. 14 (December 1928)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.rmwhq6
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypsibarbus vernayi (Norman, 1925)"
 ]
}

 The dataset includes 44 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0337515-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-10633
title: Put' = Voie = [The way], no. 17 (July 1929)

description: [description english/roman)] Irregular frequency