cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gbdf8fkv89.1
title: BRAZILIAN SOIL δ13C ISOSCAPE BASED ON MULTIPLE LINEAR REGRESSION ANALYSIS 

description: Carbon stable isotope ratios (δ13C) have been applied in several environmental contexts, such as feeding habits, origin of migratory species, and vegetation distribution patterns. Brazil presents a vast environmental diversity, which enables the development of studies to identify the soil δ13C distribution patterns. This work aimed to identify the environmental variables that influence the soil δ13C and develop a spatial model of Brazilian soil δ13C, based on multiple linear regression analysis. The model used 717 samples at a depth of 0-20 centimeters and a set of climate, soil, and vegetation variables. The model showed a range of soil δ13C values between -30‰ and -13‰, with the highest estimated values in the southeastern regions and the highest estimated values in northwestern Brazil. The results pointed out regional patterns in the spatial distribution of the soil δ13C and the relationships between the environmental variables incorporated in the model and the soil δ13C. Due to the high environmental diversity of Brazil and the local environmental characteristics, some of these variables presented opposite behavior to that reported in previous studies, which makes necessary the development of studies aimed at the better understanding of these relations. Nevertheless, the soil δ13C isoscape model presented a general panorama of the distribution of Brazilian soil δ13C with a more refined level of detail concerning the existing models for the region.
DOI: 10.17632/tyjd2csyk8.2
title: M.G. Manoj; Rakesh V.; Sreekumar Haridas et al., 2021

description: VHF Radar data and Swarm Bravo Satellite Data of Ionospheric Irregularities
DOI: 10.17632/rf55vcwdbh.1
title: Energy Indicators and Energy Consumption Values of Turkey 1970-2020

description: Some economic, social, and environmental issues in Turkey from 1970 to 2020 were examined, as well as a demand estimation study for future electrical energy consumption. Gross energy consumption was used as an output variable, whereas GDP, electricity sales price, electrical energy import, population, and temperature were used as input variables. The Worldbank, Turkish Electricity Transmission Corporation, Statista, TURKSTAT (Turkish Statistical Institute), and Turkish State Meteorological Service provided variable data for the country.
DOI: 10.17632/fsfzv5fwxz.1
title: Spatial distribution of soil δ13C in the central Brazilian savanna

description: Stable carbon isotope ratios (δ13C) of soil record information regarding C3 and C4 plants at the landscape scale that can be used to document vegetation distribution patterns. The Central Brazilian savanna (locally called the Cerrado) has a substantial potential to develop studies of patterns of dynamics and distribution of soil δ13C, due to its environmental diversity. The purpose of this work was to develop a spatial model of soil δ13C (soil δ13C isoscape) to the Cerrado, based on multiple linear regression analysis, and compare the results with the existing model to obtain greater detail of the soil δ13C distribution. The model used 219 soil samples (0–20 cm depth) and a set of climatic, pedological, topographic, and vegetation correlations. The soil δ13C isoscape model presentedamplitude between - 29‰ and -13‰, with the highest estimated values in the southern and the lowest values inthe northern of the Cerrado. Results indicate that soil δ13C, by reflecting the relative contribution of C3 and C4 species to plant community productivity, served as a proxy indicator of the vegetation history at the landscape scale for the Central Brazilian savanna. Despite the large sampling effort, there are still regions with some gaps that the model could not estimate. However, the soil δ13C isoscape model filled most the existing gaps and provided greater detail of some unique local aspects of the Cerrado.
DOI: 10.17632/53sdh5s4bz.1
title: Original immuno-blotting data for: Proteostasis regulated by testis-specific ribosomal protein RPL39L maintains mouse spermatogenesis

description: Original images of Western blotting and Coomassie blue staining for: Proteostasis regulated by testis-specific ribosomal protein RPL39L maintains mouse spermatogenesis.
DOI: 10.17632/8wgcvs8v88.1
title: SR DATA 

description: DATA FOR SYSTEMATIC REVIEW
DOI: 10.17632/cmzhkkf3r5.1
title: Hypolipidemia with COVID

description: Associated with hypolipidemia in COVID19
DOI: 10.17632/gjm7jzpjxy.1
title: Augmented reality survey for energy engineering online education (2021)

description: The survey assesses the usefulness of Augmented reality technology in energy engineering education during COVID-19 pandemic (questions and results). The survey took place during October 14-19, 2021.  
It was filled in by 145 participants, most of them students enroled in the energy engineering field (BSc level) within the Faculty of Energy Engineering, University Politehnica of Bucharest, Romania.
DOI: 10.17632/mrj6p778f8.1
title: Dataset of Clinical Features of Tuberculosis Due of SIT745/EAI-MYS Genotype and  Non- SIT745/EAI-MYS In Malaysia

description: This Data related to an article submitted to data in brief journal
DOI: 10.17632/zscjbdvr9v.1
title: Parcel Manager Data set

description: Data contained in this repository can be used for replicating the two use cases of Parcel Manager software application presented in the paper (Colomb et al., 2021, submitted).

The first use case enables the simulation of a scenario called test scenario designed specifically to test different parcel division processes and workflows with Parcel Manager. The area under study is a small community (Gennes, 681 inhabitants) located in the east of France. Data used are from the French IGN BD Topo 2018.

The second use case enables the comparison of the shape of parcels created by simulation with the shape of parcels in real cases. The comparison concerns the parcel plans in 2003 and 2018 of 11 communities of the Seine-et-Marne department, near Paris capital city (France). Data for 2018 are from the French IGN BD Topo 2018. They have been cleaned manually as follows:
– removing parcels that represent driveways or roads which could be used by residential parcels, 
– removing the tiny parcels resulting from a former division process and that could prevent the access to roads of neighbouring parcels, 
– removing parcels located on water surfaces or railways, 
– removing roads of type ’trails’ and ’stairs’.

Parcel data for 2003 are from the IGN BD-Parcellaire 2003. Building and road data come from the IGN BD-Topo 2005. The cleaning results of the 2018 parcel plan have been copied into the 2003 parcel plan.

The road network encompasses every types of paths that are accessible with a car.
– Driveways are small paths for cars that connect a house to the road network. Driveways are included in parcels and are not considered as a proper road.
– Gravel roads are non-asphalted trails. They can occasionally be used by cars. Their level of attraction is low (level 2).
– Lanes are small roads dedicated to house access. Their level of attraction is maximal (level 4). Note that peripheral roads created with the straight skeleton algorithm are classified as lanes.
– Streets are roads that connect lanes. Their level of attraction is high (level 3).
– Arterial roads are high-speed roads connecting communities. Their level of attraction for parcel contact is minimal (level 1).

In the data set created for the test Scenario, the road layer has been manually enriched: missing trails and lanes have been added; type and level of attraction of some road segments have been changed.
DOI: 10.17632/t3rwv64364.2
title: Malaria and Anaemia: Prevalence, Risk Factors and Impact of Preventive Methods among Pregnant Women in the Akatsi South District, Ghana: A Hospital-Based Cross-Sectional Study.

description: This study entailed a hospital based cross-sectional study using simple random sampling technique among 200 pregnant women receiving antenatal care and laboratory services at the Akatsi South District Hospital, Ghana from May to July, 2016. 

Data collection
A semi-structured questionnaire was administered to the pregnant women by the researchers. Data collected included
sociodemographic characteristics of the respondents i.e., maternal age, level of education, occupation, location etc.; 
Obstetric details included gravidity, parity, gestational period in weeks; Malaria preventive methods i.e., IPTp-SP use, sleeping under LLIN and mosquito repellent use.

Laboratory investigations
Blood film for malaria parasites
The blood film preparation and observation was done following standard procedures outlined by Monica Chesbrough (District Laboratory Practice in Tropical Countries. Second ed. New York: Cambridge University Press; 2009. 244-8 p.). Reading of the slides were carried out by two trained microscopists. Absence of malaria parasite after 200 high power fields were examined was considered negative for malaria. A discrepancy in the slide reading outcome between the two initial scientists was resolved by a third opinion from a senior microscopist.

Hemoglobin estimation
Participant’s haemoglobin concentration was determined using the fully automated Sysmex XS-800i hematology analyzer (https://www.sysmex-europe.com/n/products/products-detail/xs-800i.html; Europe) following standard quality-controlled procedures. Anaemia in pregnant women was defined as hemoglobin concentration less than 11.0 g/dL while hemoglobin concentrations greater than or equal to 11.0 g/dL was considered normal. Anemia was further subclassified as mild (hemoglobin :10-10.9 g/dL), moderate (hemoglobin: 7-9.9 g/dL) and severe anemia (hemoglobin <7 g/dL)  [16].

Brief Findings
Prevalence of anaemia in pregnancy (AiP), malaria in pregnancy (MiP) and AiP/MiP comorbidity was 63.5% (95% CI:56.4-70.2), 11.0% (96% CI:7.0-16.2) and 10.5% (95% CI:6.6-15.6) respectively. Prevalence rates of AiP (66.7%) and MiP (18.5%) predominated among pregnant women aged < 20 years. High IPTp-SP (64.0%) and LLIN (90.0%) use was observed in this study. Only 42.0% used repellent. Not being on the IPTp-SP program independently posed a 10.44 times risk of malaria (95% CI:2.01-54.19; p=0.005) compared to pregnant women on the IPTp-SP program. Similarly, not sleeping under LLIN posed a 6.63 risk of malaria (95% CI:1.51-29.01; p=0.012) compared to pregnant women who slept under LLIN. Meanwhile, being positive for malaria posed a significantly 10.73 times risk (95% CI:1.35-85.06; p=0.025) of anemia compared to those negative for malaria whereas failure to adhere to IPTp-SP posed 6.24 times risk (95% CI:1.78-21.89; p=0.004) of anemia among the pregnant women studied.

Data is an SPSS file and coded with appropriate labels. All reference variables are coded 0.
DOI: 10.17632/23mt4wm5kv.1
title: Original data table of manuscript Linking Regeneration Niche to monodominance in biodiverse tropical forest landscapes

description: Geographical coordinates of the occurrence records, monodominant patches and density records of the secondary data and the values of previous forest cover in the landscape (FC-%); mean germination rate (GR-%), mean germination time (GT-days), dominance (%), values of the PCA axis 1 (pca1) and PCA axis 2 (pca2) extracted in each location.
DOI: 10.17632/2mhscy879g.1
title: Combined data set on COVID compliance in Peruvian markets - June and November 2020

description: Supplementary material to the paper "COVID Policy and Urban Food Markets: Market ownership matters for compliance with social distancing measures", authored by Giel Ton, Mauricio Espinoza & Ricardo Fort.
DOI: 10.17632/2jkvh687n6.1
title: Certificates of conversion, registers of conversion and sanad or asnads of the converts files 2008-2020 (388-659)

description: This is the raw data on the status of those non-Muslims that converted to Islam in Sindh over the past few decades. The sources, included conversion certificates, registers of the converts maintained by religious clerics, audio and video interviews, court judgements, petitions filed by neo converts against their parents, CNICs, Marriage certificates etc.  The data was gathered by Ghulam Hussain, Senior Research Officer at the Institute of Policy Studies (IPS), Islamabad.
DOI: 10.17632/rbrywry2my.1
title: Proterozoic to Phanerozoic Tectonism in Southwestern Montana Basement Ranges Constrained by Low Temperature Thermochronometric Data

description: This supporting information includes all zircon and apatite (U-Th)/He data collected for the manuscript "Proterozoic to Phanerozoic Tectonism in Southwestern Montana Basement Ranges Constrained by Low Temperature Thermochronometric Data" in Kaempfer et al. (2021).
DOI: 10.17632/h8byr7w3sx.1
title: A systems-level study reveals regulators of membrane-less organelles in human cells. Berchtold et al.

description: Raw images of main and supplementary figures
DOI: 10.17632/tnws7yjksf.1
title: Biochar applied to soils as a strategy circular economy in agribusiness: datasets and Supplementary Materials

description: Title: Biochar applied to soils as a strategy circular economy in agribusiness: Datasets and Supplementary Materials
Version: 1.0
Date of Release: 27/10/2021
DOI: 10.17632/v38nbb9rtp.2
title: Dataset for characterization data of palladium alumina on activated biochar catalyst for hydrogenolysis reactions

description: Raw profiles and images were collected for the biochar, activated biochar, and metal-loaded activated biochar. The catalysts were characterized using XRD (Bruker D8 Discover), TGA (SDT Q600, T.A. Instruments), NH3–TPD (Micromeritics Autochem-2920), Pyridine diffuse reflectance infrared Fourier transform spectroscopy (DRIFT, Thermofisher Scientific NICOLET iS50 FTIR spectrometer), XPS (PHI5000 Version Probe III (ULVAC-PHI)), HRSEM (Hitachi S-4800) and HRTEM (JEM-2100 Plus, JEOL, Japan). 
The aim of this dataset is to provide open-source collection data on which characterization analysis was performed on the catalysts to develop innovative methods.
DOI: 10.17632/tpfphf89g3.1
title: Data Package for Probabilistic Evauation of the Retaining Walls Against Rockfalls

description: The dataset are divided into three spreadsheets, namely, Samples Generated (first sheet), Bounce Height Contours (second sheet), and Energy Contours (third sheet). The arrangement of the data in these three sheets is as follows:
(1) The first sheet contains 1000 samples generated for each input variable in Columns A to K. Additionally, the endpoint data obtained from the rockfall simulations are provided in Column I.
(2) The second sheet displays data related to the bounce height obtained from the rockfall simulations. In this sheet, the location of the retaining wall is provided in Column A, and the exceedance probability is given in the 2nd row. The rest of the data, i.e., Cells B3 to N101, indicate the bounce heights. Thus, by selecting the location and target probability level, the required height of the retaining wall is specified.
(3) The third sheet provides the data related to the total kinetic energy obtained from the rockfall simulations. In this sheet, the location from the slope origin is shown in Column A, and the exceedance probability is provided in the 2nd row. The rest of the data, i.e., from Cell B3 to T101, show the falling rock energy. Hence, by specifying the desired location and target probability, the total kinetic energy of the falling rocks at the selected location is determined.
DOI: 10.17632/c3t4s98rrh.1
title: SARS-CoV-2 susceptibility and COVID-19 disease severity are associated with genetic variants affecting gene expression in a wide variety of tissues

description: Variability in SARS-CoV-2 susceptibility and COVID-19 disease severity between individuals is partly due to genetic factors. Here, we identifyied four genomic loci with suggestive associations for SARS-CoV-2 susceptibility and nineteen for COVID-19 disease severity. Four of these 23 loci likely hadve an ethnicity-specific component. GWAS signals in eleven loci colocalized with eQTLs associated with the expression of 20 genes in 62 tissues/cell types (range: 1:43 tissues/gene) including lung, brain, heart, muscle, skin as well as the digestive system and immune system. We performed genetic fine mapping to compute 99% credible SNP sets, which identifyied ten GWAS loci that includedhave eight or fewer SNPs in the credible set, including three loci with one single likely causal SNP. Our study suggests that the diverse symptoms and disease severity of COVID-19 observed between individuals is associated with variants across the genome affecting gene expression levels in a wide variety of tissue types. 

Supplementary Tables
Table S1: Genome-wide-significant COVID-19 loci
Table S2: Colocalization between GWAS signals and eQTLs in 62 tissues at each of the 23 genome-wide significant loci
Table S3: Fine mapped loci using eQTL information
Table S4: Posterior probabilities of association at each of the 11 fine mapped loci
DOI: 10.17632/z64d3tvkg4.2
title: Supplementary data: Age, Diet, and Cyp2b status (Cyp2b-null) contribute to changes in lipidomic profiles

description: The effects of age (9 months old), high-fat diet (4.5 months old), and the loss of Cyp2b9, Cyp2b10, and Cyp2b13 (Cyp2b-null mice) on the male murine hepatic lipidome was compared. Hierarchical clustering and principal component analysis show that age perturbs phospholipid profiles and serum lipid markers the most compared to healthy, young mice; followed by a high-fat diet and then loss of Cyp2b. 

WT and Cyp2b-null male mice were divided into groups and fed either commercially available diets; normal chow diet (ND; 2018S-Envigo Teklad Diet) or a high-fat diet (HFD; Envigo TD.06414) for 10 weeks. Mice were 4.5 months old at the end of the HFD study and referred to as ND-fed young or HFD-fed young; WT or Cyp2b-null mice. An additional experimental group of WT and Cyp2b-null male mice were fed a ND until they reached 9 months (termed old). Serum biomarkers and liver triglycerides (TAG) were measured. Liver and inguinal white adipose tissue (WAT) were excised, weighed, and divided by total body weight to determine the hepatosomatic index (HSI) and white adipose somatic index (WSI). Mass spectrometry performed using a Sciex AC LC system and Sciex QTrap5500 mass spectrometer. Phospholipid species were identified and quantified from the livers of mice (n=3 for young (4.5 mo) ND and HFD-fed mice; n=5 for old from each experimental group by LC-MS/MS at the Emory Integrated Lipidomics Core (EILC) as described in their online protocols. 

Supplementary File 1. Lipidomic data from all treatment groups. Lipid species were identified from liver samples of male mice from arachidonic (ARA), linoleic (LA), α-linolenic (ALA) and docosahexaenoic acid (DHA). Treatment groups are ND-fed young (4.5 mo), ND-fed old (9 mo), and young mice fed a HFD for 10 weeks. All data is in relative percent.

Supplementary File 2. Data used to make Figure 4 principal component analysis (PCA) biplot. 

Supplementary File 3. (A) Lipids that are statistically different by Student's t-tests between Cyp2b-null and WT mice in the different age and diet groups. (B) Important or significantly perturbed phospholipid species in Cyp2b-null mice compared to WT mice identified by both random forest analysis and Student’s t-tests in young (4.5 mo) ND-fed, young (4.5 mo) HFD-fed, and old (9 mo) mice. 

Supplementary File 4. Perturbed hepatic phospholipid species in Cyp2b-null mice within each group. (A) Venn diagram of important lipid species between Cyp2b-null and WT mice of each featured group based on random forest analysis (MDA > 0). (B) Venn diagram of significantly increased (red) or decreased (blue) lipid species in Cyp2b-null mice of each featured group as determined by Student’s t-tests (p < 0.05). 

Supplementary File 5. Data used to make principal component analysis (PCA) biplot for Figure 5b. (A-top) Data. (B-bottom) PCA contribution graph below containing the top 10 contributing variables of the PCA plot based on loading strength expressed in percent contribution.
DOI: 10.17632/x54dg53rmr.1
title: Dataset_Arabic_speech_mispronunciation_detection

description: We introduce the largest Arabic speech mispronunciation error dataset in the Egyptian dialogues. The dataset is composed of annotated audio files representing the top 100 words that are most frequently used in the Arabic language pronounced by 100 Egyptian kids (aged between 2 and 8 years old). The dataset is collected and annotated on segmental pronunciation errors by expert listeners.
DOI: 10.17632/96zz2fv87m.1
title: Certificates of conversion, registers of conversion and sanad or asnads of the converts files 2008-2020 (1-388)

description: This is the raw data on the status of those non-Muslims that converted to Islam in Sindh over the past few decades. The sources, included conversion certificates, registers of the converts maintained by religious clerics, audio and video interviews, court judgements, petitions filed by neo converts against their parents, CNICs, Marriage certificates etc.  The data was gathered by Ghulam Hussain, Senior Research Officer at the Institute of Policy Studies (IPS), Islamabad.
DOI: 10.6084/m9.figshare.16892149
title: April 2021 Covid-19 Twitter Streaming Dataset

description: The file contains Tweet IDs* for COVID-19 related tweets collected in <b>April, 2021</b> from <b>Twitter's COVID-19 Streaming Endpoint </b>via a custom script developed by the <b>Social Media Lab (https://socialmedialab.ca/)</b>.<br>Visit <b>our interactive dashboard at https://stream.covid19misinfo.org</b>/ for a preview and some general stats about this COVID-19 Twitter streaming dataset.<br>For more info about <b>Twitter's COVID-19 Streaming Endpoint</b>, visit <b>https://developer.twitter.com/en/docs/labs/covid19-stream/overview</b><br><b>Note</b>: In accordance with Twitter API Terms, the dataset only includes Tweet IDs (as opposed to the actual tweets and associated metadata). To recollect tweets contained in this dataset, you can use programs such as Hydrator (https://github.com/DocNow/hydrator/) or the Python library Twarc (https://github.com/DocNow/twarc/).
DOI: 10.6084/m9.figshare.16892149.v1
title: April 2021 Covid-19 Twitter Streaming Dataset

description: The file contains Tweet IDs* for COVID-19 related tweets collected in <b>April, 2021</b> from <b>Twitter's COVID-19 Streaming Endpoint </b>via a custom script developed by the <b>Social Media Lab (https://socialmedialab.ca/)</b>.<br>Visit <b>our interactive dashboard at https://stream.covid19misinfo.org</b>/ for a preview and some general stats about this COVID-19 Twitter streaming dataset.<br>For more info about <b>Twitter's COVID-19 Streaming Endpoint</b>, visit <b>https://developer.twitter.com/en/docs/labs/covid19-stream/overview</b><br><b>Note</b>: In accordance with Twitter API Terms, the dataset only includes Tweet IDs (as opposed to the actual tweets and associated metadata). To recollect tweets contained in this dataset, you can use programs such as Hydrator (https://github.com/DocNow/hydrator/) or the Python library Twarc (https://github.com/DocNow/twarc/).
DOI: 10.6084/m9.figshare.3761562.v2024
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.48531/jbru.calmip/fem6n9
title: Waste-to-nutrition: a review of current and emerging conversion pathways - Supplementing information

description: Background data and supplementing information related to the manuscript "Waste-to-nutrition: a review of current and emerging conversion pathways"
DOI: 10.5281/zenodo.5605708
title: Improving Formal Verification with Portfolio-based Runtime Techniques: Dataset

description: Evaluation Dataset of the Scientific Students’ Association Report titled Improving Formal Verification with Portfolio-based Runtime Techniques