cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4f234mww6s
title: Climate Change Adaptation Innovation in the Water Sector in Africa: Dataset

description: Our data comprises of socioeconomic and sociopolitical indicators for African countries drawn from three credible sources. These indicators include patents as proxy for technological innovation; research and development activity; water stress; quality of institutions; education as proxy for absorptive capacity for innovation; trade openness as proxy for technology transmission mechanism; and income per capita as proxy for size. 

Consistent with the theory, data and literature, we use water-related climate change adaptation technological developments to examine the degree to which the vulnerability to climate change in the water sector is motivating these innovations. Using the pooled data for African countries between 1990 and 2016, we estimate the relationship between climate-induced vulnerability in the water sector and water-related innovations, controlling for country size and proxies for technology transfer environment, institutional and regulatory quality, knowledge base, and research and development activity.

We find evidence that countries most exposed to water stress are innovating at lower rates. Though counterintuitive, this result is explained by the fact that such vulnerable countries also tend to have little research and development infrastructure needed to develop the kind of high quality innovations that usually necessitates patenting. Our result suggests that African countries experiencing water stress may need to reconsider priorities in the design of water-related adaptation to climate change. We also find that a country’s knowledge base and openness to trade are important determinants of adaptation technologies in the water sector
DOI: 10.17632/h84459c2t6
title: Data for: Long-lived localized magmatism in eastern Borborema Province (NE Brazil): Implications for tectonic setting, heat sources, and lithospheric reworking

description: Geochemical and geochronological data
DOI: 10.6084/m9.figshare.25764408.v1
title: Synthetic augmentation of cancer cell line multi-omic datasets using unsupervised deep-learning: mixOmics

description: Calculated multi-omics latent representation using MixOmics (PMID: 29099853).
DOI: 10.17632/jjgc53prjx
title: Microbial activity and litter invertebrate dataset

description: Data collected in eight study areas in São Paulo, linked to the article "Variability in soil microbial activity and litter invertebrates across land use gradients in pasture restoration." Spreadsheet 1 has information about microbial activity and litter invertebrates; Spreadsheet 2 has information about the tree community, litter production, and soil quality; Spreadsheet 3 has the metadata.
DOI: 10.17632/ryj88ckjww
title: pt-br2libras-gloss

description: This dataset is a UTF-8 encoded Comma-Separated Values (CSV) format containing a bilingual parallel corpus of 127,349 aligned sentence pairs in Brazilian Portuguese and LIBRAS gloss. The file includes four columns:

pt-br: Original sentences in Brazilian Portuguese.

libras-gloss: Corresponding translations in LIBRAS gloss notation, forming the primary aligned pair with the Brazilian Portuguese sentences.

is_government_source: A boolean field indicating whether the source sentence was extracted from an official Brazilian Federal Government website (True) or from a non-governmental source (False).

english_translation: An automatically generated English translation of the Brazilian Portuguese sentence. This field serves as supplementary metadata for general understanding and is not part of the core bilingual alignment.

A total of 55,047 sentence pairs in the dataset originate from government sources. This dataset is primarily intended to support research in bilingual corpora, machine translation, and sign language processing, specifically focusing on applications involving Brazilian Portuguese and Brazilian Sign Language (LIBRAS).
DOI: 10.6084/m9.figshare.12016506.v1
title: Gridded GDP projections compatible with the five SSPs (Shared Socioeconomic Pathways)

description: Estimated GDPs by 1/12-degree grids during 1850—2100 by 10 year intervals. In the estimation, national GDP data (past data until 2010; future projection under SSPs after 2020) is downscaled considering spatial and economic interactions among cities, urban growth patterns compatible with SSPs, and other auxiliary geographic data (land cover, road network, etc.). For the estimation methods, see Murakami et al. (in prep)<br>Murakami, D., Yoshida, Y., Yamagata, Y. (in prep) Gridded GDP projections compatible with the five SSPs (Shared Socioeconomic Pathways).
DOI: 10.6084/m9.figshare.2008404.v1
title: Parameter fits

description: CSV file containing parameters fit by the antisaccade drift-model.
DOI: 10.6084/m9.figshare.28462994.v1
title: Replication Data for: The multi-level semantic network characteristics and topic distribution of regional development policy texts: An empirical analysis of the Guangdong-Macao In-Depth Cooperation Zone in Hengqin

description: Replication Data for: The multi-level semantic network characteristics and topic distribution of regional development policy texts: An empirical analysis of the Guangdong-Macao In-Depth Cooperation Zone in Hengqin
DOI: 10.6084/m9.figshare.5598631.v1
title: PhytoPhylo database files

description: This data set contains the PhytoPhylo tree, a version of it converted to comma separated data, and a SQLite-compatible database file. Newick tree downloaded from https://github.com/jinyizju/S.PhyloMaker
DOI: 10.6084/m9.figshare.7628564.v2
title: Summary of data used in reviewing the analysis of dLUC emissions for Australia

description: This dataset is used in a review of the tool developed by Blonk Consultants to assess greenhouse gas emissions associated with direct Land Use Change. It contains the raw data, as collected from FAOStats, and the treatment of the data for its used in the review. <br>
DOI: 10.17632/9x87km32n6
title: PIRADS 3 dataset

description: this dataset provides the MRI and prostate biopsy data involved in a single-institution study about the diagnostic accuracy of lesion volume in PIRADS 3 subcategory to discriminate wether or not the suspected lesion should be biopsied.
DOI: 10.6084/m9.figshare.13642874.v1
title: XW_Data_2018-2019.xls

description: Raw data of sequential working memory in Xuanwu Hospital
DOI: 10.6084/m9.figshare.5989840.v1
title: Breast Cancer Images & Segmentation - Correlation of Gene Expression Subtypes and Image Features

description: -Lesion-Raw-Anonymized-Images.zip (73 sets of images)-Contralateral-Raw-Anonymized-Images.zip (71 sets of images)<br>The above files decompress to folders specific for each subject having ID according to data provided in the original publicacion (http://dx.doi.org/10.1371/journal.pone.0193871).<br>The original (but anonymized) DICOM image is provided as a file "ResultRaw.dcm".<br>The radiologist trace is provided as "_Result.dcm" in lesions files.<br>Similarly, the control trace is provided as "_Result.dcm" in contralateral files.
DOI: 10.15468/dl.q5b3v8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.6413 -34.1504,26.9648 -34.0826,26.9648 -25.1504,17.9648 -25.1504,17.9648 -34.1504,26.6413 -34.1504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013127-250525065834625/datasets/export for details.
DOI: 10.17632/wcjtvmnjy7
title: ASA

description: Analysis of anticipatory synergy index and Anticipatory synergy onset time according to UCM hypothesis. 20 trials of forehand stroke in both fast and slow stimulus were performed by 10 novice participants and 10 skilled athletes. and muscle modes covariance that stabilize cop performance calculated in ASA time interval before action onset time. up to the forth folder, only the data of two representative participants are added (according to numerous files) including 1. skilled participant perform fast, 2. skilled participant perform slow, 3. novice participant perform fast, 4. novice participant perform slow. however from folder number 5 up to the end, the cumulative data of all participants are included.
DOI: 10.6084/m9.figshare.28447901.v1
title: Supplemental materials for Low Serum 25-hydroxyvitamin D as a Risk Factor for Frailty in Community-dwelling Older Men: A Korean Nationwide Study

description: Differences in frailty index according to serum 25(OH)D status in men and women.
DOI: 10.6084/m9.figshare.29087513.v1
title: Supplementary Tables S5 and S6.xlsx

description: <b>Supplementary Tables for </b><b>Land use and mineral type determine stability of newly formed mineral-associated organic matter</b><b>Article abstract:</b>Formation of mineral-associated organic matter (MAOM) is a key process in the global carbon cycle, stabilising organic carbon in soils. The relative importance of mineral composition and land use as potential controls of MAOM stability at regional scales and underlying microbial processes are still unresolved. Here, we assessed the stability of MAOM formed on goethite (iron oxide) and illite (phyllosilicate clay) exposed for five years in topsoils at 68 forest and grassland sites across Germany. We incubated the newly formed MAOM, determined its extractability, and analysed the composition and functioning of associated microbial communities. Decomposition of MAOM was always significantly lower for goethite than illite, highlighting that higher organic carbon accumulation on goethite was not exclusively due to its larger sorption capacity. Instead, reduced organic carbon extractability and higher phosphorus-acquiring enzyme activities indicated stronger substrate limitation of microbial growth on goethite than illite. Across the two minerals, MAOM decomposition was consistently lower for forests than grasslands, relating to greater nutrient constraints and a different microbial community composition in forests. Overall, mineral type and land use explained 34.6 and 23.2% of the variance in MAOM decomposition. The pronounced land use effect on MAOM stability underlines its potential responsiveness to environmental change.
DOI: 10.6084/m9.figshare.12941710.v1
title: Encounters with the rare genus <i>Helicosalpa</i> (Chordata, Thaliacea, Salpida), using citizen science data

description: Species within the genus <i>Helicosalpa</i> are pelagic tunicates with keg-shaped solitary zooids and aggregate zooids in chains (not whorls). They are also among the most rarely collected salps, with most observations from subtropical and tropical regions. Pictures and videos of live, aggregate helicosalp species <i>in situ</i> are rare. As a pilot study, we present material (images and videos) showing previously poorly described characteristics for live, aggregate <i>Helicosalpa virgula</i>, <i>H</i>. cf. <i>komaii</i> and <i>H</i>. cf. <i>younti</i> (e.g. shape and colours of gonads with projections). Our material is based on citizen science data from both Atlantic and Pacific Oceans. <i>Helicosalpa virgula</i> is the only helicosalp species recorded from the Atlantic Ocean, and is considered a circum-(sub) tropical species, with a few recordings in the temperate zone, off the NW coast of Scotland and the NW coast of Spain. We report on <i>Helicosalpa virgula</i> for the first time north to Norway (60–63°N), between Bømlo and Kristiansund. Salp species are seldom reported from nearshore Norwegian waters, although a few salp species are occasionally reported offshore. Some of these nearshore encounters may be due to climate variability, e.g. influx of warmer water mass and/or changing of ocean currents.
DOI: 10.6084/m9.figshare.6662972.v1
title: EEG Raw Data

description: The raw EEG data recorded during the working memory test.5000: Comparison Group;6000-8000: ADHD Group
DOI: 10.6084/m9.figshare.7178531.v1
title: PH-neutralization.xlsx

description: the neutralization reaction of a strong acid (HNO<sub>3</sub>, q<sub>1</sub>), a buffer stream (NaHCO<sub>3</sub>, q<sub>2</sub>) and a strong base (NaOH, q<sub>3</sub>) in the reaction tank. The PH value of the output stream is measurable and determined by the flow rate of inlet (q<sub>1</sub>~ q<sub>3</sub>) and outlet (q<sub>4</sub>). In order to keep a constant level in the tank, the flow rate of outlet stream varies with the inlets streams flow rate. A data set of 81 samples points was obtained under the conditions of different inlet flow rate to verify the relationship between the pH and the liquid flow q<sub>1</sub>~q<sub>4.</sub>
DOI: 10.6084/m9.figshare.19076921.v1
title: Newspaper Columns.mx20

description: Corpus-assisted analysis of online newspaper columns<br>Rhetorical analysis of corpus Mixed-method apprach (Frequency and Chi-square analysis and qualitative analysis)
DOI: 10.17632/t9n68ykfk3
title: Multi-sensor dataset of human activities in a smart home environment

description: This dataset is about sensor recordings of activities performed by a single user in a smart home environment. The sensors used include, passive infrared, force sensing resistors, reed switches, mini photocell light sensors, temperature and humidity, and smart plugs. The data captured include, the user's interactions with the environment, such as indoor movements, pressure applied on the bed or couch, use of the stove, TV, and fridge, or the use of electrical appliances, such as, coffee maker, dishwasher, washing machine, sandwich maker, or microwave. The dataset can be useful in several areas, including, analysis of different methods, e.g., data-driven algorithms for activity recognition or habit recognition. The dataset contains three csv files, namely, sensor, sensor_sample_int, and sensor_sample_float. The sensor file contains information, such as, the type of sensor measurement or the sensor name. The sensor_sample_int file contains sensor measurements of integer datatype while sensor_sample_float file contains sensor measurements of datatype float.
DOI: 10.17632/zhwkrc6k93
title: Hybrid Hydrogen Home Storage for Decentralized Energy Autonomy

description: To determine the cost minimal supply system and its operation for a self-sufficient building, a Mixed Integer Linear Program is developed within the modelling framework FINE. It uses the optimisation modelling language Pyomo and is available open source. The model represents decisions on the buildings’ energy system structure (technology selection), sizing (capacity of energy supply units) and operation for one representative year in a set of linear equations with continuous and binary variables. Sizing and operation for a self-sufficient supply has been optimized for the representative year with one-hour time-steps towards a goal function representing equivalent total annual costs.
DOI: 10.6084/m9.figshare.14267219.v5
title: Tabula Sapiens Single-Cell Dataset

description: v5 of the dataset fixes a bug with the previous versions where the 'sublingual' salivary gland anatomical location was incorrectly labeled 'submandibular'
DOI: 10.6084/m9.figshare.16691575.v3
title: Geographical Characterisation of British Urban Form and Function using the Spatial Signatures Framework

description: Spatial signatures characterise space based on form and function in a way designed to understand urban environments. This data product, part of the Urban Grammar project, contains a typology of spatial signatures in Great Britain. Each type has a distinct character capturing what the place looks like (form) and how it is used (function). <br>The data product contains bespoke Signature geometry with signature type, summary of input variables per each geometry and per each type, interpolation of signature types to OA and LSOA geometry and short pen portraits for the typology, shorthand descriptions of the characteristics of each signature type. <br>The interactive map showing the typology is available at https://urbangrammarai.xyz/great-britain/. More details about the project can be found at the project website https://urbangrammarai.xyz.
DOI: 10.6084/m9.figshare.21699464.v4
title: Data associated with "k-mer-based GWAS enhances the discovery of causal variants and candidate genes in soybean"

description: Data associated with the paper "k-mer-based GWAS enhances the discovery of causal variants and candidate genes in soybean"<br> <br> <br> This dataset includes output from GWAS, as well as input genotypic and phenotypic data used in the analysis.<br> <br> <br> More details regarding each file can be found in the README.md file. <br> Code used for the analyses can be found at https://github.com/malemay/soybean_kmer_gwas <br>
DOI: 10.6084/m9.figshare.26346562.v1
title: category

description: Q&As extracted from 24 catogories academic paper.
DOI: 10.6084/m9.figshare.27159852.v1
title: Cohort 1 and 2 raw data (anonymized) from: Barkoci et al. (2024) Measuring generation and dispersal of infectious respiratory particles – using respiratory and oral commensal bacteria as index organisms for respiratory pathogens .xlsx

description: This dataset contains information from two cohorts of participants. In Cohort 1 (n=16), participants were asked to speak in their normal conversational voice, followed by shouting. In Cohort 2 (n=15), participants performed various respiratory activities—shouting, breathing, singing, and coughing—while wearing randomly assigned face coverings. These included disposable medical face masks and four types of transparent face coverings.The experiments were conducted using the IMADGENN (Isolator to Measure Aerosol and Droplet GENeration), a flexible-film isolator supplied with HEPA-filtered air, with all outputs also extracted through HEPA filtration. Participants performed the respiratory activities by opening a front window of the isolator, with settle plates containing Columbia blood agar positioned at distances of 10–100 cm to the left, right, and center. Additionally, a slit-to-agar air sampler was placed 1.2m from the participants.Oral commensal bacteria (most commonly Streptococci and Neisseria spp.) captured on the settle plates and air sampler were used as proxies for respiratory pathogens.
DOI: 10.17632/ntc7r779f5
title: Energy Enterprises Dataset

description: Energy Enterprises Dataset for publication in data in brief
DOI: 10.6084/m9.figshare.27273006.v1
title: Babakhani_etal_Main_Text_Figure_Source_Data

description: Data source for the figures in the main text of the article Babakhani et al., (2024) Preservation of organic carbon in marine sediments sustained by sorption and transformation processes, <i>Nature Geoscience</i>
DOI: 10.17632/dj7rry8h46
title: Electricity Distribution Company 7 Years Data for Power Import and Power Export

description: Dataset includes a file named 'dataset' which is a MATLAB workspace file with following 7 fields:

1. HeatIndex: Heat Index values (132960 observations) of complete region serviced by electricity distribution company logged at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021.

2. PowerImport: Power import (132960 observations) by electricity distribution company and logged by telemetry system at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021.

3. PowerExport: Power export (132960 observations) by electricity distribution company and logged by telemetry system at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021.

4. TOD: Time-of-day numeric values at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021. 

5. weekday_number: Numeric value for each day of week at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021. 

6. yearmonthdatehour: Year, month, date, hour and miuntes string (format: 'yyyy-mm-dd HH:MM') at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021.

7. yearmonthdatehour_number: Numeric value for string 'yyyy-mm-dd HH:MM' at 30 minutes resolution for duration June 1st, 2014 to December 31st, 2021.
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Further dataset includes folder '2015' (3rd party data) which presents following data of Peshawar Electricity Distribution Company, Pakistan for year 2015 only logged at 30 minutes resolution. For more data files for years 2016, 2017, 2018, 2019, 2020, 2021 (3rd party data). And for code and model, please email: mr.a.z@ieee.org.

The folder '2015' includes 12 sub-folders namely January2015 to December2015. Each sub-folder further includes 30 microsoft excel files (one file for each day of month) generated by our system.

1. Common Distribution Point (CDP) name 
2. Grid Station name
3. Circuit name
4. Circuit type (Import or Export)
5. Circuit breaker name
6. Date and time information
7. Active energy 
8. Reactive energy 
9. Current (of each of the 3 phases)
10. Voltage (of each of the 3 phases)
11. Power factor 
12. Active power per circuit 
13. Apparent power per circuit
14. Total Power import
15. Total power export
16. Total power consumed
DOI: 10.6084/m9.figshare.22634854.v1
title: Dipsadidae phylogeny, with outgroups

description: Bayesian phylogenetic reconstruction of Dipsadidae (287 species), with outgroups (57 species). This tree was used to estimate the ancestral range of Dipsadidae and its historical biogeography throughout the New World.
DOI: 10.6084/m9.figshare.24183660.v1
title: Amino acid sequences of <i>Monochamus</i> <i>alternatus</i><i> </i>protein-coding genes

description: Fasta file of amino acid sequences of <i>Monochamus</i> <i>alternatus</i><i> </i>protein-coding genes.
DOI: 10.6084/m9.figshare.28502849.v1
title: Additional file 6 of Comprehensive genetic variant analysis reveals combination of KRAS and LRP1B as a predictive biomarker of response to immunotherapy in patients with non-small cell lung cancer

description: Supplementary Material 6: Additional file 6.xlsx– Summary of variants classified as VUS, VUS + and VUS++: Shows a list of patients and each variant classified as VUS, VUS + or VUS++. The table also includes the results from the point-based evaluation system. Abbreviations used: VUS = variant of unknown significance.
DOI: 10.17632/5ngc9n3shd
title: Dataset: The role of elections as drivers of tropical deforestation

description: This data set was created to investigate the relationship between national elections and deforestation. The data incorporates the deforestation on national and sub-national level and contains elections at national and sub-national level. Additional governance variables are on a national scale. The data shows that elections are associated with lower deforestation but that competitive ones are associated with higher deforestation.
DOI: 10.17632/9y6cbwtwbg
title: Isogenic Human Trophectoderm Cells Demonstrate the Role of NDUFA4 and Associated Variants in ZIKV Infection 

description: Raw data of western blotting for NDUFA4 expression.
DOI: 10.17632/nm2vc4v2br
title: Energy Usage Measurements for Public Schools in Western Cape, South Africa.

description: The dataset contains energy usage measurements for 53 public primary and secondary least affluent and energy-poor schools located in Western Cape, South Africa. The data was collected using smart meters installed in the schools over one year, from December 1, 2022, to November 30, 2023.