cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/1thf-fr07
title: ExoNet Database: Wearable Camera Images of Human Locomotion Environments

description: Recent advances in computer vision and artificial intelligence have allowed researchers to develop environment recognition systems for robotic lower-limb exoskeletons and prostheses. However, inadequate and private training datasets have impeded the widespread development and dissemination of image classification algorithms for environment recognition. To address these shortcomings, we developed “ExoNet” - the first open-source, large-scale hierarchical database of high-resolution wearable camera images of human locomotion environments. Unparalleled in both scale and diversity, ExoNet comprises over 5.6 million images of different indoor and outdoor real-world walking environments, which were collected using a lightweight wearable smartphone camera system throughout the summer, fall, and winter seasons. Approximately 940,000 images in ExoNet were human-annotated using a 12-class hierarchical labelling architecture. Available publicly through the IEEE DataPort repository, ExoNet offers an unprecedented communal platform for training, developing, and comparing image classification algorithms for next-generation environment recognition systems. Beyond the control of lower-limb exoskeletons and prostheses, applications of ExoNet extend to humanoid and autonomous legged robotics.Reference: Laschowski B, McNally W, Wong A, and McPhee J. (2020). ExoNet Database: Wearable Camera Images of Human Locomotion Environments. Under Review.
DOI: 10.21227/kf8m-2m83
title: ExoNet Database: Wearable Camera Images of Human Locomotion Environments

description: Recent advances in computer vision and artificial intelligence have allowed researchers to develop environment recognition systems for robotic lower-limb exoskeletons and prostheses. However, inadequate and private training datasets have impeded the widespread development and dissemination of image classification algorithms for environment recognition. To address these shortcomings, we developed “ExoNet” - the first open-source, large-scale hierarchical database of high-resolution wearable camera images of human locomotion environments. Unparalleled in both scale and diversity, ExoNet comprises over 5.6 million images of different indoor and outdoor real-world walking environments, which were collected using a lightweight wearable smartphone camera system throughout the summer, fall, and winter seasons. Approximately 940,000 images in ExoNet were human-annotated using a 12-class hierarchical labelling architecture. Available publicly through the IEEE DataPort repository, ExoNet offers an unprecedented communal platform for training, developing, and comparing image classification algorithms for next-generation environment recognition systems. Beyond the control of lower-limb exoskeletons and prostheses, applications of ExoNet extend to humanoid and autonomous legged robotics.Reference: Laschowski B, McNally W, Wong A, and McPhee J. (2020). ExoNet Database: Wearable Camera Images of Human Locomotion Environments. Under Review.
DOI: 10.17632/jyyjc875m3.1
title: DHARMA simulation data illustrated in Silber et al. (GRL, 2020)

description: DHARMA model output of the baseline and GW ensemble simulations (Figures 2 and 3 in Silber et al., GRL, 2020). Reference: Silber et al. (GRL, 2020), Non-Turbulent Liquid-Bearing Polar Clouds: Observed Frequency of Occurrence and Simulated Sensitivity to Gravity Waves.
DOI: 10.25345/c5hh6m
title: MassIVE MSV000085317 - novel mAbs sequencing through LC and CE
title: In this research, capillary electrophoresis was combined with liquid chromatography to sequence novel monoclonal antibodies. It was demonstrated CE can provide highly complemetary information to LC in the process of novel mAbs sequencing.
DOI: 10.25387/g3.12124485
title: Supplemental Material for Dubin, Roop, and Brem, 2020

description: A. Each row reports the value for one gene of <i>D<sub>XY</sub></i>, a metric of sequence divergence,<i> </i>between the <i>S. cerevisiae </i>population in the column header and the European <i>S. paradoxus </i>population. ‘NaN’ indicates an undefined <i>D<sub>XY</sub></i> value.B. Each row reports the value for one gene of <i>D<sub>XY</sub></i>, a metric of sequence divergence,<i> </i>between the <i>S. cerevisiae </i>European vineyard population and the North American <i>S. paradoxus </i>subpopulation in the column header. ‘NaN’ indicates an undefined <i>D<sub>XY</sub></i> value.<br>Table S1 contains D<sub>XY</sub> values between <i>S. cerevisiae </i>and <i>S. paradoxus </i>populations.<br>Table S2 contains D<sub>XY</sub> significance values measured between the indicated <i>S. paradoxus</i> subpopulation and European vineyard <i>S. cerevisiae</i>.<br>Table S3 contains data sources used in this study.<br>Figure S1 depicts phylogenetic analyses of peroxisomal membrane genes.<br>Figure S2 depicts expression divergence across <i>Saccharomyces</i> sensu stricto in peroxisome membrane genes.
DOI: 10.25387/g3.12124485.v1
title: Supplemental Material for Dubin, Roop, and Brem, 2020

description: A. Each row reports the value for one gene of <i>D<sub>XY</sub></i>, a metric of sequence divergence,<i> </i>between the <i>S. cerevisiae </i>population in the column header and the European <i>S. paradoxus </i>population. ‘NaN’ indicates an undefined <i>D<sub>XY</sub></i> value.B. Each row reports the value for one gene of <i>D<sub>XY</sub></i>, a metric of sequence divergence,<i> </i>between the <i>S. cerevisiae </i>European vineyard population and the North American <i>S. paradoxus </i>subpopulation in the column header. ‘NaN’ indicates an undefined <i>D<sub>XY</sub></i> value.<br>Table S1 contains D<sub>XY</sub> values between <i>S. cerevisiae </i>and <i>S. paradoxus </i>populations.<br>Table S2 contains D<sub>XY</sub> significance values measured between the indicated <i>S. paradoxus</i> subpopulation and European vineyard <i>S. cerevisiae</i>.<br>Table S3 contains data sources used in this study.<br>Figure S1 depicts phylogenetic analyses of peroxisomal membrane genes.<br>Figure S2 depicts expression divergence across <i>Saccharomyces</i> sensu stricto in peroxisome membrane genes.
DOI: 10.17632/h288d2rtgb.1
title: Data for: Is dollarization an alternative for Latin America?

description: Economic data for 19 Latin American & Caribean countries, USA, European Union, and China. Variables include: Exports, Real GDP, GDP sector composition, inflation, balance of payments, central government debt and primary net lending-borrowing. Real GDP data is segmented into two series: 1960-2000: Annual GDP in USD, base year = 2010. 2001-2018: Quarterly GDP in local currency, base year vary by country.
DOI: 10.25346/s6/zjkuac/appcru
title: 2020-04-17_data-cleaning-r.mp4

description: Workshop on using R for data cleaning.
DOI: 10.18426/obm.6mu80tb53go0
title: Database query for Panurus Biarmicus Database: survival_MSData

description: The current dataset contains information about the effects of an experimental manipulation of IGF-1 on survival and oxidative damage of bearded reedlings (Panurus biarmicus). Results of this study are reported in https://doi.org/10.1101/2020.03.27.012120
DOI: 10.15468/hc5kw8
title: Chirostylidae of the Western and Central Pacific: Uroptychus and a new genus (Crustacea: Decapoda: Anomura)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Baba, Keiji (2018): Chirostylidae of the Western and Central Pacific: Uroptychus and a new genus (Crustacea: Decapoda: Anomura). In: Tropical Deep-Sea Benthos. Mémoires du Muséum national d'Histoire naturelle 30 (212): 1-612, ISBN: 978-2-85653-822-7, DOI: http://doi.org/10.5281/zenodo.3760976
DOI: 10.5281/zenodo.3759841
title: The Evolution and Genomic Basis of Beetle Diversity

description: Datasets S1-S4. (each is contained in a separate .zip file) <strong>Dataset S1.</strong> Gene trees for plant cell wall degrading enzyme phylogenetic analyses in the directory ‘Pfam Candidate Genes trees and phy’ 1. Phylip formatted files for each gene used in ML analyses. 2. ML tree files for each gene studied showing TBE bootstrap support (100 replicates) (corresponding to Figs. S15-S26). 3. ML tree files for each gene studied showing ML bootstrap support (100 replicates) from IQtree (corresponding to Figs. S15-S26). <strong>Dataset S2.</strong> Directory (Blast_10best_hits_Pfam_Candidate_Genes) including: Blast results (10 best hits) for all sequences extracted from the transcriptome and genome assemblies for the plant cell wall degrading enzyme analysis in the directory ‘Pfam_Candidate_Genes_Fas’ (before filtering). <strong>Dataset S3.</strong> Directory (Pfam_Candidate_Genes_Fas) including: Candidate genes/transcripts encoding plant cell wall degrading enzymes extracted from the transcriptome and genome assemblies (before filtering). <strong>Dataset S4.</strong> Directory (Supermatrices_partitions) including: Supermatrix for Fig. 1 (amino acid and nucleotide level, PHYLIP formats) and Supermatrix for Fig. S10 (amino acid level, PHYLIP format). Partition schemes for supermatrix for Fig. 1 (Fig_1_Partition_finder_best_scheme). Partition schemes for supermatrix for Fig. 1 prior to Partitionfinder (AA_partitions). Partition schemes for supermatrix for NT prior to Partitionfinder (NT_partitions). Partition schemes for supermatrix for Fig. S10 (Fig_S10_Partition_finder_best_scheme) <strong>Data Use Statement.</strong> Data on genetic material contained in this paper are published for non-commercial use only. Utilization by third parties for purposes other than non-commercial scientific research may infringe the conditions under which the genetic resources were originally accessed, and should not be undertaken without obtaining consent from the corresponding author of the paper and/or obtaining permission from the original provider of the genetic material.
DOI: 10.15468/6nfyvq
title: Family Rhinolophidae. Horseshoe Bats in Checklist of African Mammals

description: This dataset contains the digitized treatments in Plazi based on the original journal article Allen, Glover M. (1939): Family Rhinolophidae. Horseshoe Bats in Checklist of African Mammals. Bulletin of the Museum of Comparative Zoology at Harvard College 81: 72-78, DOI: http://doi.org/10.5281/zenodo.3759519
DOI: 10.17632/tggrsbz3bb.1
title: Dataset for country profile and mobility analysis in the assessment of COVID19 pandemic

description: There is a multitude of dimensions that must be taken into consideration to analyze the COVID19 pandemic in the world. With this in mind, this dataset consists of variables related to sociodemographic characteristics compiled from UN Data [1], mobility metrics that can assist the analysis of social distancing [2], and daily counts of cases and deaths by COVID19 [3]. By merging and preprocessing these three datasets, plus some feature engineering, we are able to provide a single dataset with time series data from February 15, 2020 to April 11, 2020, with a total of 57 days and 131 countries.
DOI: 10.17632/f8xbtd2shn.2
title: Data for: Holocene temperature and hydrological changes reconstructed by bacterial 3-hydroxy fatty acids in a stalagmite from central China

description: Biomarker data in a speleothem from central China record the temperature and hydrological changes over the last 9 ka BP. Supplementary Data Sheet 1: Data sheets include the distributions of 3-hydroxy fatty acids in the overlying soils, cave surface sediments and HS4 stalagmite. Supplementary Data Sheet 2: Data sheets include the RIAN values from HS4 stalagmite along with other reported hydrological data in central China. Supplementary Data Sheet 3: Data sheets include the RAN15 values from HS4 stalagmite along with other published records. Supplementary Information: 1) Distribution of 3-hydroxy fatty acids in cultured bacteria isolated from cave drip water. 2) Spearman rank correlation analysis between the RIAN from HS4 stalagmite and hopanoids from Dajiuhu peatland, central China.
DOI: 10.7910/dvn/ottbdx/jhfbdr
title: geoc_inv_person.zip

description: :unav
DOI: 10.7910/dvn/ottbdx/ytg2lb
title: geoc_app_person.txt

description: :unav
DOI: 10.17632/b63kw9wk6k.1
title: Diet Recommendation System with Fullness Factor

description: A dataset with 152 rows with food items containing their 9 attributes as stated below is prepared. The content is prepared from food facts on nutrition sites like 100mealplan, nutritiondata, fatsecret,agritech.tnau.ac.in,gilisting,myfitnesspal,dietandfitnesstoday and verywellfit. a) Glycemic Index b) Grams c) Protein d) Carbohydrates e) Dietary Fibre f) Total Fat g) Glycemic Load h) Calories i) Fullness Factor The Glycemic load, Calories and Fullness Factor are calculated from the food facts. The optimization algorithm gives the quantity of each based on the glycemic load, calories and fullness factor.
DOI: 10.18112/openneuro.ds002718.v1.0.0
title: Face processing EEG dataset for EEGLAB
DOI: 10.5287/bodleian:pdz8dd60x
title: Anxiety-like behaviour is regulated independently from sex, mating status, and the sex peptide receptor in Drosophila melanogaster - DATA
DOI: 10.5281/zenodo.3759735
title: Videos of live transcription of T48 in D. melanogaster during nuclear cycle 14

description: Videos showing live imaging of transcription of T48 (green) at the start of nuclear cycle 14 in developing embryos of <em>Drosophila melanogaster</em>. Video names indicate the enhancer allele used, and the number in the name indicates the replicate number.
DOI: 10.5281/zenodo.3759736
title: Videos of live transcription of T48 in D. melanogaster during nuclear cycle 14

description: Videos showing live imaging of transcription of T48 (green) at the start of nuclear cycle 14 in developing embryos of <em>Drosophila melanogaster</em>. Video names indicate the enhancer allele used, and the number in the name indicates the replicate number.
DOI: 10.17632/5jfsx6j75g.1
title: Trajectory data of molecular dynamics simulation of SARS-CoV-2 Main Protease and inhibitor drug candidates

description: MD simulations were performed using Desmond 41 on supercomputer TSUBAME 3.0. The inhibitor-SARS-CoV-2 Mpro complex models were placed in the orthorhombic box with a buffer distance of 10 Å in order to create a hydration model. TIP3P water model42 was used for creation of the hydration model. We performed MD simulations under the NPT ensemble for 1 μs on three complex structures using OPLS3e force field.
DOI: 10.17632/hpdbgf38mp.3
title: Data for "Does a home team win lead to more less-educated mothers? Evidence from Korean professional baseball league"

description: Data used for "Does a home team win lead to more less-educated mothers? Evidence from Korean professional baseball league "
DOI: 10.5281/zenodo.3759168
title: Platon RDS dataset

description: This dataset was used in the Platon manuscript/publication comprising: chromosome sequences plasmid sequences UniRef90 bacterial representative protein sequences UniRef90 protein / chromosome & plasmid hit counts artificial contigs RDS threhsold metrics
DOI: 10.5281/zenodo.3759169
title: Platon RDS dataset

description: This dataset was used in the Platon manuscript/publication comprising: chromosome sequences plasmid sequences UniRef90 bacterial representative protein sequences UniRef90 protein / chromosome & plasmid hit counts artificial contigs RDS threhsold metrics
DOI: 10.5281/zenodo.3759348
title: Improving early estimates of large ea­­rthquake's final fault lengths and magnitudes leveraging source fault structural maturity information - supplementary data

description: Supplementary dataset for <em>Improving early estimates of large ea­­rthquake’s final fault lengths and magnitudes leveraging source fault structural maturity information. </em>This contains individual performance test results for the algorithm discussed in this publication for each earthquake included in the study
DOI: 10.17632/48hd5zsw87.2
title: Results of a Survey of Musicals and Musicals Award Ceremony in China

description: 100 valid questionnaires on participants' musical knowledge, experience, and attitude towards musical award ceremonies.
DOI: 10.17632/bbbf2ng3bz.5
title: COVID-19 Outbreak: A Data Sheet on Panic Buying among Malaysians during Movement Control Order (MCO)

description: Since the number of infections of COVID-19 in Malaysia dramatically increase, the government then decided to announce Movement Control Order (MCO) to all Malaysians for two weeks. As a consequence to this announcement, most Malaysians experienced panic buying situation. This descriptive data on panic buying situation among consumers during the first stage of MCO A survey was conducted throughout the country including Sabah and Sarawak using an open-ended questionnaire that was distributed online.
DOI: 10.17632/hsv83m5zbb.1
title: KomNET: : Face Image Dataset from Various Media

description: Face image originated from media of mobile phone camera and digital camera were collected in Computer Laboratory, Department of Electrical Engineering, State Polytechnics of Bali. The collected files were in the format of .jpg or .jpeg or .png. Face images were taken with frontal face facing to the camera. Meanwhile, the other images were originated from the media social of Facebook. This data collection of Facebook face images was done by collecting images from the subjects on Facebook. Every image was arranged in three main folders, namely mobile phone folder, digital camera folder, and media social folder.
DOI: 10.25386/genetics.12061659.v2
title: Supplemental Material for Linder et al., 2020

description: Figure S1 contains dot plots four all founders of a structural variant present on chromosome IV. Figure S2 is a dendrogram showing relatedness between all founder strains. Figures S3 and S4 show the estimated error rate of our haplotype calling algorithm. Figure S5 and S6 show the haplotype frequencies genome-wide for 18F1v2 and 18F2v2, respectively. Figure S7 is a close-up view of haplotype frequency for founder A5 across multiple meiotic generations. Shown in Figure S8 is the distribution of unrecombined haplotype block lengths in 18F12v1 and 18F12v2. Figure S9 shows inferred haplotypes of haploid clones derived from 18F12v1 and 18F12v2 at chromosome 10. Table S1 lists primers used in the study. Table S2 shows sporulation efficiency of each of the 121 pairwise crosses. Table S3 details sporulation conditions specific for each population. Table S4 shows the pairwise SNP differences between all founder strains. Table S5 shows the mean haplotype frequencies genome-wide through multiple rounds of outcrossing in 18F12v2. The Supplementary Notes contain Notes S1 through S4.
DOI: 10.17632/2r7sbwv3sk.2
title: Livestock manure management

description: SEM Analysis for the original TBP model
DOI: 10.17632/2r7sbwv3sk.3
title: Livestock manure management

description: SEM Analysis for the original TBP model
DOI: 10.5281/zenodo.3759869
title: Supply and demand shocks in the COVID-19 pandemic: An industry and occupation perspective

description: Supply and demand shocks in the COVID-19 pandemic: An industry and occupation perspective<br> R. Maria del Rio-Chanona, Penny Mealy, Anton Picheler, Francois Lafond, J. Doyne Farmer<br> contact:<br> Results <br> The supply, demand, and total shocks at the industry and occupation level are in files: industry_variables_and_shock.csv<br> occupation_variables_and_shock.csv To reproduce our results we also include<br> The employment data between industries and occupations<br> industry_occupation_employment.csv<br> The classification of work activities<br> iwa_remotelabor_labels.csv<br> The essential score of industries at the NAICS 4d level<br> essential_score_industries_naics_4d_rev.csv<br> Update with respect to the previous version We have now included our code to reproduce our study from scratch.
DOI: 10.17632/cvmzwtd4vj.1
title: CDK7 source data

description: Contains the original files of the published data
DOI: 10.17632/wyb73tkf9z.2
title: ECMO as a rescue treatment for severe COVID-19 patients in Wuhan, China

description: COVID-19 has spread all over the world. Moreover, COVID-19 has a high fatality. Most of severe COVID-19 patients have acute respiratory distress syndrome and need mechanical vantilation. Nevertheless, some very severe COVID-19 patients still fail to respond to the respiratory treatment. Extracorporeal membrane oxygenation (ECMO) has been indicated to be rescue treatment for very severe COVID-19 patients. The dataset here comes from the hospital in Wuhan, China, organized by a rescue team of china.
DOI: 10.3886/e113159v1-23845
title: Replication data for: Tourism and Economic Development: Evidence from Mexico's Coastline

description: Tourism is a fast-growing services sector in developing countries. This paper combines a rich collection of Mexican microdata with a quantitative spatial equilibrium model and a new empirical strategy to study the long-term economic consequences of tourism both locally and in the aggregate. We find that tourism causes large and significant local economic gains relative to less touristic regions that are in part driven by significant positive spillovers on manufacturing. In the aggregate, however, these local spillovers are largely offset by reductions in agglomeration economies among less touristic regions, so that the national gains from trade in tourism are mainly driven by a classical market integration effect.
DOI: 10.17632/kgf66z9bmf.1
title: Ecological risk of heavy metals in sediment in Yangtze, Yellow, Pearl, and Liaohe rivers, China

description: These data provide primary data for assessing the ecological risks of heavy metals in river sediments
DOI: 10.17632/r3sxt3m8xj.1
title: Muscular metabolic adaptations following revascularization or exercise training in periperhal artery disease
DOI: 10.6084/m9.figshare.3761562.v1459
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: 10.17632/75bm3bz998.1
title: Testate amoeba analysis from the peat core Krugloye

description: Here you can see raw testate amoeba data from the peat core, which was collected in the omprotrophic bog Krugloye. The bog is located in the southern taiga subzone in West Siberia. These data can be useful in palaeoenvironmental reconstruction and also for the estimation of water-table changes on this bog that occured during the history of its development.
DOI: 10.17632/tr5b8dpp58.1
title: Determination of toxic elements (As, Bi, Cd, Pb, Sb, Se, Te) in spent automobile catalysts by high-resolution continuum source graphite furnace atomic absorption spectrometry with and without chemical separation: Precise method development and validation
DOI: 10.5281/zenodo.3760085
title: MarkusThill/MGAB: The Mackey-Glass Anomaly Benchmark

description: This repository contains the Mackey-Glass anomaly benchmark (MGAB), which is composed of synthetic Mackey-Glass time series with non-trivial anomalies. Mackey-Glass time series are known to exhibit chaotic behavior under certain conditions. MGAB contains 10 MG time series of length 100k. Into each time series 10 anomalies are inserted with a procedure as described below. In contrast to other synthetic benchmarks, it is very hard for the human eye to distinguish the introduced anomalies from the normal (chaotic) behavior.