cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24716877.v2
title: LDSPEC_data_release_120223

description: Data release accompanying initial submission (120223) of the paper "Pervasive correlations between causal disease<br>effects of proximal SNPs vary with functional annotations and implicate stabilizing selection".snp_info.zip: .pvar file of 14,820,648 imputed SNPs. "snp_list_chr@.MAF_001_INFO_06.txt" contains the list of MAF&gt;0.1% and INFO&gt;0.6 SNPs. "ukb_imp_chr@_v3_aa.pvar" contains the final set of SNPs where "REF_Chimp" was used as the ancestral allele (opposite of derived allele)annot_single165.zip: 165 single-SNP annotations in the baseline-SP model (across 14,820,648 imputed SNPs).annot_pair136.zip: 136 SNP-pair annotations in the baseline-SP model (across 14,820,648 imputed SNPs).main.avgr: LDSPEC ".avgr" file for average LD (r) of the SNP-pair annotations.trait_list_paper.txt: list of 70 diseases/traits analyzed in the paper.ldspec_results.zip: LDSPEC results for 70 diseases/traitsAdditionally, other data files are in separate folders:LD scores and directional LD scores: https://figshare.com/account/projects/188052/articles/24716901GWAS summary statistics: https://figshare.com/account/projects/188052/articles/24716952 <br><br>
DOI: 10.6084/m9.figshare.24716877.v1
title: LDSPEC_data_release_120223

description: Data release accompanying initial submission (120223) of the paper "Pervasive correlations between causal disease<br>effects of proximal SNPs vary with functional annotations and implicate stabilizing selection". snp_info.zip: .pvar file of 14,820,648 imputed SNPs.annot_single165.zip: 165 single-SNP annotations in the baseline-SP model (across 14,820,648 imputed SNPs).annot_pair136.zip: 136 SNP-pair annotations in the baseline-SP model (across 14,820,648 imputed SNPs).annot_pair136.txt: paths of the 136 SNP-pair annotations (should be changed to local paths for customized analysis)main.avgr: average LD (r) for the SNP-pair annotations (required for LDSPEC analysis).trait_list_all.txt: list of 70 diseases/traits analyzed in the paper.
DOI: 10.34740/kaggle/dsv/7115562
title: German C1.1 words
DOI: 10.26183/3apj-wq10
title: Language and Literacy Learning and Teaching with Augmented Reality (AR) dataset

description: The dataset comprises qualitative data, namely videos and photographs of lesson observations, interview audio files and transcripts, screenshots of augmented reality apps, video logs and other classroom artefacts in three classrooms of a school in Sydney. <p>
This project aims to first investigate primary language and literacy teachers’ knowledge and concerns in teaching literacies associated with communication modes, followed by building their knowledge of the educational benefits of augmented reality (AR) and ways of harnessing it to integrate language and literacy. Drawing on data from an online survey, observations, individual teacher interviews and samples of work from teachers and students, the project aims to foster students’ inventiveness in appropriating educational benefits of emergent technologies by involving primary school teachers and students in creating texts using AR. The project findings will guide primary school teachers to evaluate the educational benefits of AR, provide principles and lesson ideas to support educational uses of AR, and recommend units of work for all stages to draw on critical and creative pedagogies to meet the Australian Curriculum: English (ACARA, 2015) outcomes. 
This data contains identifying information and cannot be published openly. Contact Lynde Tan Lynde.Tan@westernsydney.edu.au ORCID 0000-0002-9853-9930 to discuss.
DOI: 10.20383/102.0563
title: On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages

description: Pre-trained Language Models (PLM) such as CodeBERT and GraphCodeBERT, when trained on a large corpus of code, have recently displayed promising results in Software Engineering (SE) down-stream tasks. A PLM is most useful if it can be leveraged to improve the performance on code corpora written in low-resource programming languages, where training data is limited. In this work, our focus is on studying the impact of PLMs on a low-resource programming language corpus — specifically, we choose Ruby as the study subject. A recent study by Ahmed and Devanbu reported that using a corpus of code written in multilingual datasets to fine-tune multilingual PLMs achieves higher performance as opposed to using a corpus of code written in just one programming language. However, no analysis was made with respect to monolingual PLMs. Furthermore, some programming languages are inherently different and code written in one language usually cannot be interchanged with the others, i.e., Ruby and Java code possess very different structure. To better understand how monolingual and multilingual PLM affects different programming languages, we investigate 1) the performance of PLMs on Ruby for two popular SE tasks: Code Summarization and Code Search, 2) the strategy (to select programming languages) that works well on fine-tuning multilingual PLMs for Ruby, and 3) the performance of the fine-tuned PLMs on Ruby given different code lengths — here, we bin the Ruby code based on its number of tokens; understanding the performance on different code lengths will enable developers to make more informed decision on the use of PLMs based on their code. This dataset, containing the PLMs and their fine-tuned models (there are over a hundred trained and fine-tuned models), was generated by the researchers at the University of British Columbia, Singapore Management University and JetBrains.
DOI: 10.20383/103.0576
title: Data for: Estimating the Total Economic Costs of Nutrient Emission Reduction Policies to Halt Eutrophication in the Great Lakes

description: These data contains the loss of value-added (VA) to the Canadian economy in million CAD due to the implementation of Total Phosphorus reduction policies, targeting different lake sub-basins on the Great Lakes and different polluting sectors. The loss in VA is aggregated and presented by region where this occur: -DIR_COST_GLB -&gt; VA loss on the industries directly targeted within the Great Lakes Basin (GLB). -IND_COST_GLB -&gt; VA loss caused indirectly on the remaining industries within the GLB. -IND_COST_ROP -&gt; VA loss caused indirectly on the industries located on the rest of the province of Ontario. -IND_COST_ROC -&gt; VA loss caused indirectly on the industries located on the rest of Canada. -TOTAL_COST -&gt; Total VA loss caused by the target reduction. These dataset contains the results of the manuscript: Garcia-Hernandez, J. A., Brouwer, R., & Pinto, R. (2022). Estimating the Total Economic Costs of Nutrient Emission Reduction Policies to Halt Eutrophication in the Great Lakes. Water Resources Research, 58, e2021WR030772. https://doi.org/10.1029/2021WR030772.
DOI: 10.34740/kaggle/dsv/7115795
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.34740/kaggle/dsv/7115820
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.34740/kaggle/dsv/7115821
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.34740/kaggle/dsv/7115819
title: German C1 words (an die Arbeit)
DOI: 10.57967/hf/1419
title: TuPi-Portuguese-Hate-Speech-Dataset
DOI: 10.5517/ccdc.csd.cc2hlm7z
title: CCDC 2311801: Experimental Crystal Structure Determination

description: Related Article: Jian Li|2023|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.34740/kaggle/dsv/7115872
title: Full TMDB Movies Dataset 2023 (930K Movies)
DOI: 10.6084/m9.figshare.14132333
title: Functional connectivity in sympatric spiny rats reflects different dimensions of Amazonian forest-association

description: Supporting Information for the manuscript: Functional connectivity in sympatric spiny rats reflects different dimensions of Amazonian forest-association. Including:-Genetic Data: Raw and Filtered VCF;-Spatial Data: csv with sampled localities;-MLPE tables for IBR;-Table S1;-Supporting Information file (Appendix S1, S2, and S3) in a single pdf;
DOI: 10.15151/esrf-es-1422678104
title: Thermal expansion of volcanic material

description: We will test the improvements performed on the induction furnace by heating volcanic materials to 800 degC EXPERIMENTS SIMILAR TO BLC14209 and IHES108
DOI: 10.25451/flinders.19130702
title: Mapping central projections of colorectal afferent fibres

description: This study was conducted to identify and map the distribution of sensory afferent neurons innervating the colon and their central projections. Mice underwent retrograde tracing using Cholera Toxin Subunit B (CTB) from the colon wall and four days later labelled neurons were localised within spinal dorsal root ganglia at spinal cord levels thoracic (T9-T13), lumbar (L1-L6) and sacral (S1) and within nodose/jugular ganglia complex (N/J) that were CLARITY cleared and visualised using confocal microscopy (neuronal counts data attached). Seven days later labelled fibres were localised and mapped within the spinal cord dorsal horn and the caudal medulla. Fibres were found to be in close location to neurons activated by distension of the colon and rectum (CRD). The number of neurons activated by CRD in the dorsal horn and the dorsal vagal complex were then compared following noxiuos and non-noxious colorectal stimuli relative to no stimuli to identify where colorectal afferents relay information relevant to nociceptive (pain) processing (neuronal counts data attached).
DOI: 10.25451/flinders.19130702.v1
title: Mapping central projections of colorectal afferent fibres

description: This study was conducted to identify and map the distribution of sensory afferent neurons innervating the colon and their central projections. Mice underwent retrograde tracing using Cholera Toxin Subunit B (CTB) from the colon wall and four days later labelled neurons were localised within spinal dorsal root ganglia at spinal cord levels thoracic (T9-T13), lumbar (L1-L6) and sacral (S1) and within nodose/jugular ganglia complex (N/J) that were CLARITY cleared and visualised using confocal microscopy (neuronal counts data attached). Seven days later labelled fibres were localised and mapped within the spinal cord dorsal horn and the caudal medulla. Fibres were found to be in close location to neurons activated by distension of the colon and rectum (CRD). The number of neurons activated by CRD in the dorsal horn and the dorsal vagal complex were then compared following noxiuos and non-noxious colorectal stimuli relative to no stimuli to identify where colorectal afferents relay information relevant to nociceptive (pain) processing (neuronal counts data attached).
DOI: 10.25451/flinders.19130702.v2
title: Mapping central projections of colorectal afferent fibres

description: This study was conducted to identify and map the distribution of sensory afferent neurons innervating the colon and their central projections. Mice underwent retrograde tracing using Cholera Toxin Subunit B (CTB) from the colon wall and four days later labelled neurons were localised within spinal dorsal root ganglia at spinal cord levels thoracic (T9-T13), lumbar (L1-L6) and sacral (S1) and within nodose/jugular ganglia complex (N/J) that were CLARITY cleared and visualised using confocal microscopy (neuronal counts data attached). Seven days later labelled fibres were localised and mapped within the spinal cord dorsal horn and the caudal medulla. Fibres were found to be in close location to neurons activated by distension of the colon and rectum (CRD). The number of neurons activated by CRD in the dorsal horn and the dorsal vagal complex were then compared following noxiuos and non-noxious colorectal stimuli relative to no stimuli to identify where colorectal afferents relay information relevant to nociceptive (pain) processing (neuronal counts data attached).
DOI: 10.25919/v6re-nc38
title: Parkes observations for project P1229 semester 2023OCTS_05

description: We propose a pulsar timing campaign of three millisecond pulsars discovered in previous pulsar searches of Fermi gamma-ray sources. Despite an original follow-up effort, it was not possible to produce a pulsar timing solution with which to detect the expected gamma-ray pulsations. The proposed campaign combines a set of dense, initial observations with additional observations at increasing separation, a bootstrap approach which is generally successful at constraining all the fundamental parameters of the pulsar timing solution. Securing the gamma-ray pulsations will enable probes of the radio and gamma-ray emission mechanisms and searches for multi-wavelength counterparts. And perhaps more importantly, it will allow these pulsars to be incorporated into the gamma-ray pulsar timing array, providing additional baselines which will increase its sensitivity to low-frequency gravitational waves.
DOI: 10.25919/gv3y-5x69
title: Parkes observations for project P1226 semester 2023OCTS_02

description: Fast Radio Bursts(FRBs) are often proposed as useful cosmological probes, however much work is needed to better understand the foreground environment that it propgates through, such as the Galactic ISM and Milky Way Halo. We propose to observe three satellite dwarf spheroidal galaxies of the Milky Way to search for FRBs and pulsars. We plan to take advantage of the new CryoPAF's wide field of view to survey high stellar density dwarf satellite galaxies with substantial angular sizes: Fornax, Sculptor and Sagittarius II. Detections of FRBs and pulsars will allow us to measure the Circumgalactic Medium contribution to FRB dispersion and also the dark matter halos of these dwarf galaxies.
DOI: 10.25919/sv2t-ng93
title: Parkes observations for project P1219 semester 2023OCTS_07

description: The magnetic field potentially regulates the process of star formation and the evolution of molecular clouds. It is inherently difficult to measure interstellar magnetic field strengths, with the measurement of Zeeman splitting a unique method to estimate the magnetic field strength along the line of sight directly. Despite the detection of Zeeman splitting in other mediums, there are as yet no Zeeman detections against compact background sources in quiescent molecular clouds or the cold neutral medium. Pulsars with extremely small solid angles and relatively high transverse velocities are ideal background sources to study the magnetic field in molecular clouds, providing a distinct signal to measure splitting against. There are four pulsars with OH absorption detections, namely PSR B1849+00, B1641-45, B1718-35, and B1749-28. We propose to utilize these four pulsars to explore the properties of the magnetic field and its variations within molecular clouds through both the Zeeman splitting of OH absorption and rotation measure estimations, between epochs. If a detection is confirmed, it will open a new window on the hard-to-measure magnetic fields in molecular clouds, independent of interpretation, thus shedding light on the physics of star formation and the interstellar medium.
DOI: 10.6084/m9.figshare.24718371.v1
title: HWDD_Dataset.zip Dataset for Human Walking Direction Detection Using Wireless Signals Channel State Information (CSI)

description: The dataset is structured with a hierarchical organization, encompassing nine folders, each corresponding to a distinct user. Within each user folder, there exist two subfolders, namely "classroom" and "meeting room," signifying the source of the data collected from two distinct rooms. <em><strong>Collected dataset characteristic:</strong></em> Activities - Left, Right, Up, Down, Empty(no activity) # of participants involved - 9 # of environments used - 2 Wi-Fi router - TP-link TLWDR4300 Channel bandwidth - 20MHz Frequency - 2.4 GHz Antennas - 2Rx x 2Tx # of subcarriers - 56
DOI: 10.34740/kaggle/dsv/7116059
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.6084/m9.figshare.24718371
title: Human Walking Direction Detection Using Wireless Signals and Machine Learning Algorithms

description: The dataset is structured with a hierarchical organization, encompassing nine folders, each corresponding to a distinct user. Within each user folder, there exist two subfolders, namely "classroom" and "meeting room," signifying the source of the data collected from two distinct rooms. <em><strong>Collected dataset characteristic:</strong></em> Activities - Left, Right, Up, Down, Empty(no activity) # of participants involved - 9 # of environments used - 2 Wi-Fi router - TP-link TLWDR4300 Channel bandwidth - 20MHz Frequency - 2.4 GHz Antennas - 2Rx x 2Tx # of subcarriers - 56
DOI: 10.6084/m9.figshare.24718572
title: CS 3891-05 Special Topics - DDI Supplementals

description: This dataset is a comprehensive collection of supplementary materials for the research project conducted in CS 3891-05, focusing on Drug-Drug Interactions (DDIs). It includes detailed Excel sheets such as 'merged_centrality_data', 'drug_degree_info', and 'node_centrality' which contain data on drug interactions and their network centrality metrics. Additionally, visualization files like 'DegreeCentralityTop10Percent.png' and 'UglyHubVisualization.png' offer graphical insights into our findings. The dataset is to be used as an accompany for the network analysis undertaken in the study, providing a view of the pharmacokinetic interactions and their implications.
DOI: 10.6084/m9.figshare.24718572.v1
title: CS 3891-05 Special Topics - DDI Supplementals

description: This dataset is a comprehensive collection of supplementary materials for the research project conducted in CS 3891-05, focusing on Drug-Drug Interactions (DDIs). It includes detailed Excel sheets such as 'merged_centrality_data', 'drug_degree_info', and 'node_centrality' which contain data on drug interactions and their network centrality metrics. Additionally, visualization files like 'DegreeCentralityTop10Percent.png' and 'UglyHubVisualization.png' offer graphical insights into our findings. The dataset is to be used as an accompany for the network analysis undertaken in the study, providing a view of the pharmacokinetic interactions and their implications.
DOI: 10.6084/m9.figshare.24718590
title: combined_data.xlsx

description: this is a test.
DOI: 10.57756/tw1z4s
title: MicroCT scan of axis bone of a mute swan (Cygnus olor) - Supplementary material to "Mayr et al. (2023): Reinterpretation of tuberculate cervical vertebrae of Eocene birds as an exceptional anti-predator adaptation against the mammalian craniocervical killing bite"

description: <p>MicroCT (x-ray
microcomputed tomography, YXLON FF35 CT) dataset of an axis bone of an extant mute swan
(<i>Cygnus olor</i>). The specimen is part of the bird collection of the first
zoological department of the Natural History Museum Vienna. </p>
DOI: 10.6084/m9.figshare.22762118
title: Fu, Y. Genome assembly and annotations of<i> Smittia aterrima</i> and <i>Smittia pratorum</i> (Diptera, Chironomidae)

description: Two chromosome-level genomes of <i>Smittia aterrima</i> and <i>Smittia pratorum</i> (Diptera, Chironomidae) are annotated with repeat sequences, protein-coding genes, and non-coding RNA.
DOI: 10.6084/m9.figshare.12845897
title: Characterizing the complexity assembly of pore structure in a coal matrix: principle, methodology, and modeling application

description: Here we identify the microstructures in a coal matrix as a dual-complexity system consisting of the original and behavioral complexities, where the former includes the scaling types of single- or multi-scale/phase/type characteristics, and the latter determines the scale-invariance properties of self-similarity, self-affinity, and multifractality. Next we clarify the essentials of scale-invariance properties and unify the definition of behavioral complexity. By employing Voronoi diagrams, we develop a dual-porosity coupling algorithm to describe the original complexity, and set up a mathematical framework to characterize the complexity assembly in fractal dual-porosity media. For modeling demonstration, we select some typical coal samples from different reservoirs in China, extract the scale-invariance parameters and establish fractal topography based on mercury intrusion porosimetry (MIP) and N<sub>2</sub> adsorption data. Using experimental tests, mathematical derivation and numerical simulations in combination, we reveal the principle and methodology for the characterization of the complexity assembly in a coal matrix.
DOI: 10.6084/m9.figshare.12845897.v1
title: Characterizing the complexity assembly of pore structure in a coal matrix: principle, methodology, and modeling application

description: Here we identify the microstructures in a coal matrix as a dual-complexity system consisting of the original and behavioral complexities, where the former includes the scaling types of single- or multi-scale/phase/type characteristics, and the latter determines the scale-invariance properties of self-similarity, self-affinity, and multifractality. Next we clarify the essentials of scale-invariance properties and unify the definition of behavioral complexity. By employing Voronoi diagrams, we develop a dual-porosity coupling algorithm to describe the original complexity, and set up a mathematical framework to characterize the complexity assembly in fractal dual-porosity media. For modeling demonstration, we select some typical coal samples from different reservoirs in China, extract the scale-invariance parameters and establish fractal topography based on mercury intrusion porosimetry (MIP) and N<sub>2</sub> adsorption data. Using experimental tests, mathematical derivation and numerical simulations in combination, we reveal the principle and methodology for the characterization of the complexity assembly in a coal matrix.
DOI: 10.17632/r4ztj33y35.1
title: Primers identified through microsatellite mining from Leiarius marmoratus

description: Report of primers identified by the batchprimer3 program in the article "Development and mapping of microsatellite markers for Leiarius marmoratus obtained by partial denovo genome assembly".
DOI: 10.17632/b6bn3b3szw.1
title: Image Dataset of Macroscopic Appearance of Wood Formation in Anthocephalus macrophyllus Based on The Pinning Method

description: Macroscopic images of Anthocephalus macrophyllus wood formation were captured using a Keyence VHX-7000 digital microscope at a magnification of 20x. The capture was performed at the Nano Imaging-Advanced Research Laboratory, IPB University, Bogor, Indonesia (6°03'16.5″ South Latitude, 106°04'25.8″ East Longitude). The original image format was JPG with dimensions of 2880 × 2160 pixels.
DOI: 10.17632/kkxfj57922.1
title: viscosity

description: Data Set S1
DOI: 10.17632/8dr7rrhtnt.1
title: Linjie Chen 2023 GCA DATA

description: Antimony Isotope Fractionation During Evaporation from Sb Chloride Solution
DOI: 10.17632/9t96f6zt2n.1
title: Research Data

description: Data analysis using SPSS AMOS 26.0