cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vvx3p7ph59
title: Results of the evaluation with video games

description: These data correspond to the results obtained from the evaluations using video games, to first-level students of different careers at the Universidad Indoamérica in 4 consecutive periods
DOI: 10.6084/m9.figshare.13065938.v3
title: Datasets + instructions Studies 1 - 5

description: Datasets
DOI: 10.6084/m9.figshare.14691579.v4
title: A global dataset for the projected impacts of climate change on four major crops

description: Reliable estimates of the impacts of climate change on crop production are critical for assessing the sustainability of food systems. Global, regional, and site-specific crop simulation studies have been conducted for nearly four decades, representing valuable sources of information for climate change impact assessments. However, the wealth of data produced by these studies has not been made publicly available. Here, we develop a global dataset by consolidating previously published meta-analyses and data collected through a new literature search covering recent crop simulations. The new global dataset builds on 8703 simulations from 202 studies published between 1984 and 2020. It contains projected yields of four major crops (maize, rice, soybean, and wheat) in 91 countries under major emission scenarios for the 21st century, with and without adaptation measures, along with geographical coordinates, current temperatures, local and global warming levels. This dataset provides a solid basis for a quantitative assessment of the impacts of climate change on crop production and will facilitate the rapidly developing data-driven machine learning applications.
DOI: 10.6084/m9.figshare.23246579.v1
title: Mutation profiles

description: Files related to profiling of Cas9 mutational outcomes in repair-knockout mesc cell lines.1) Mutations.tsv:Processed mutation profiles generated by Cas9 cuts in mesc cell lines with repair gene knockouts.Outcomes are represented as a compressed mutation string of the form: [I(nsertion)/D(eletion)][size_of_mutation]_L[cutsite_relative_index_of_leftmost_change_inclusive_of_microhomology]C[number of bases of microhomology_if_any][additional_I(nsertion)/D(eletion)_if_any][size_of_mutation]R[cutsite_relative_index_of_rightmost_change]_[identity_of_inserted_bases_if_any]2) test_predictions.csvMeasured and predicted outcome frequencies for test set of targets. <br>3) kl_data.csvSymmetric KL divergence between predictions and observations for each target. Also contains the observed vs predicted fraction of in-frame mutations for each target. <br>4) endogenous_validation.csvMeasured and predicted outcome frequencies for each target in the endogenous validation. <br>5) umap_table.tsvUmap coordinates, cluster labels, and log-fold-changes in each knockout for each target-outcome pair included in the UMAP.
DOI: 10.6084/m9.figshare.6112562.v1
title: traffic-signs-data.zip

description: German Traffic Sign Dataset
DOI: 10.17632/wf3dccrzb2
title: Genome-wide ambiguous variant-calls from the misalignments of SNPs-stricken next-generation sequencing reads

description: A gzipped variant-call-format (VCF) file of genome-wide ambiguous variant-calls from the misalignments of SNPs-stricken next-generation sequencing reads. The variant-calls calls are 'complement'/missing from the gnomAD v3.1 database's common (>=1% MAF) SNPs of 7 populations. 

The investigated populations are afr: African/African American, amr: Latino/Admixed American, asj: Ashkenazi Jewish, eas: East Asian, fin: Finnish, nfe: Non-Finnish European and sas: South Asian. The simulated data sets were based on two common read-lengths/-formats: 1x100bp and 2x150bp. The intention for such a design was to mimic short DNA fragments' insert sizes with the 1x100bp and good quality DNA fragments with the 2x150bp read format. 

Within the VCF, "SM" information tag denotes the name of the sample, which the variant is ambiguously called from. The samples' naming convention follows the format of "<read-length>-<population>".  As such, "100-sas" would denote 100bp read-length data set simulated with common (>= 1% MAF) SNPs specific to the South Asian population.
DOI: 10.6084/m9.figshare.26087827.v1
title: HiGTS_2007s2

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2007s2 contains the data from April 1, 2007 to June 30, 2007.
DOI: 10.17632/2x62n2dgds
title: Data for: Quantify continental crustal thickness using the machine learning method

description: Table S1 The compositions and corresponding crustal thickness of the training data
Table S2 The compositions and predicted crustal thickness of the Kohistan arc
Table S3 The compositions and predicted crustal thickness of the magmatic rocks in Gangdese belt in southern Tibet
Table S4  The compositions and predicted crustal thickness of the Talkeetna arc
Table S5 The compositions and predicted crustal thickness of the Mesozoic magmatic rocks in the Erguna Block
Table S6 The porphyry copper deposits in the Erguna Block
Crustal_thickness.py The python code of our web application that allows researchers to apply the ML model
DOI: 10.6084/m9.figshare.25472383.v1
title: Thermochronological data

description: Table S2 apatite and zircon U-Th/He data.
DOI: 10.6084/m9.figshare.28328294.v1
title: <b>Sleep Quality as a Mediator in the Relationship between Screen Time and Impulsivity</b>

description: <b>Purpose:</b> Digital natives have grown up in a tech-dominated environment. To understand the screen time-impulsivity link, this study aimed to explore the mediating role of sleep quality in the relationship between screen time and impulsivity.<b>Method:</b> The research sample consisted of 203 Alzahra University students in Tehran during 2023-2024 were selected by the cluster random sampling. The questionnaires used were Screen Time Questionnaire (STQ), Barratt Impulsivity Scale (BIS-11), and Sleep Condition Indicator (SCI).<b>Finding:</b> The structural model showed positive relationship between screen time watching and impulsivity and there was significant and negative relationship between sleep quality and impulsivity. Mediation analysis showed screen time watching related to impulsivity via sleep quality (quantity and consequences of low quality), indicating that screen time watching may contribute to low quality of sleep and it may lead to impulsive behaviors.
DOI: 10.17632/79gzvszgjm
title: Dataset of the first de novo transcriptome assembly of Rhizome in Curcuma aeruginosa Roxb.

description: The RNA-seq data was obtained from 3 bulk parts of the rhizome of the temu ireng (C. aeruginosa) representing a complete set of transcriptome data from primary, secondary and tertiary rhizomes produced from 6-month-old plants.
DOI: 10.6084/m9.figshare.27102136.v1
title: Data for: Briddon et al (2025) "Evolution under competition increases phytoplankton productivity by reducing the density-dependence of net energy fluxes and growth" - published in Ecology & Evolution

description: Experimental evolution of three phytoplankton species under either intraspecific (monoculture) or interspecific competition (polyculture).Species are: Dunaliella tertiolecta (RCC6), Amphidinium carterae (RCC88), Tisochrysis lutea (RCC90) from Roscoff Culture Collection. All data were collected during two common garden experiments performed at week 9 (originally called "CG2") and week 17 ("CG3") of experimental evolution.Data collected are:population density: cells/ulcell volume: um3population biovolume = density x size: um3/ulpopulation photosynthesis P_J_min measured in a 5ml vialpopulation respiration DM_J_min measured in a 5 ml vial<br>
DOI: 10.6084/m9.figshare.5670007.v3
title: Oxford Screening of CSF and Respiratory Samples ('OSCAR'): Supplementary resources for a project using Next Generation Sequencing (NGS) for identification of viruses from clinical laboratory samples

description: This is a file set that describes the methods used in a small pilot study to investigate 'next generation sequencing' (NGS) derived from an Illumina platform, applied to clinical diagnostic samples following routine testing in a UK microbiology laboratory.We briefly summarise the benefits and challenges of an NGS approach to diagnostics, and conclude with some potential methodological improvements.The file set includes anonymised metadata for the samples tested (10 respiratory and 10 CSF).Results have been made available through a separate DOI: 10.6084/m9.figshare.5712091 and the entire genomic metadata have been submitted to European Nucleotide Archive (ENA); (primary accession PRJEB22949). This study was approved through the UK integrated research application system (REC reference 14/LO/1077).
DOI: 10.17632/9pgv3ktk33
title: SeSame / Weed Aerial Dataset

description: Sesame-weed aerial dataset was recorded with the Phantom 3 standard drone and Agrocam NDVI. 
Photographs of sesame fields were taken near Ballo Shahabal, Jhang, Punjab, Pakistan. These campaigns range in length from 16 to 45 days for the sesame crop. A ground sampling distance of 0.33 cm/pixel is achieved by flying the drone at an average height of 15 feet. The three channels of the Agrocam camera—NIR, G, and B—when combined, produce NGB composite images. Agrocam lacks the R (red channel), therefore the green grass appears orange in the pictures. Pictures were captured for both datasets at a resolution of 1920 × 1080 pixels, however for faster processing, we cropped non-overlapping images to a size of 480 x 352 pixels. Using the MATLAB Image Labeler app, we labelled the photos by hand. A label image in 8-bit unsigned grayscale is produced by the software. The depicted image has the pixel values 0, 1, and 2 assigned to the background, crop, and weed, respectively. Since there are no aerial dataset available publicly to the best of our knowledge, these datasets could be utilized to support further research in Sesame crop.
No.	Field   Attribute/ images	   Timing Around / Date Captured	     Soil Condition
1	S3	  Test / 120	           6:30am / 09 Aug 2020	                     Before irrigation
2	S1	  Train / 600	           8:30am / 09 Aug 2020	                     Before irrigation
3	S1	  Test / 120	           11:30am / 10 Aug 2020	             Before irrigation
4	S1	  Test / 120	           6:00pm / 19 Aug 2020	                     Before irrigation
5	S4	  Test / 120	           8:30am / 21 Aug 2020	                     After irrigation 
6	S2	  Train / 600	           2:00pm / 21 Aug 2020	                     After irrigation 
7	S3	  Test / 120	           3:30pm / 28 Aug 2020	                     After irrigation 
8	S4	  Test / 120	           6:00pm / 06 Sep 2020	                     After irrigation 

Citation Request: if you use these datasets in your research or projects by any means, please cite following publications. 
1) Patch-wise weeds coarse segmentation mask from aerial imagery of sesame crop
(Published in Computers and Electronics in Agriculture 2022, HEC Recognized W category, Impact factor 6.757, Q1)
2) Towards automated weed detection through two-stage semantic segmentation of tobacco and weed pixels in aerial Imagery 
(Published in Smart Agricultural Technology (A companion journal of Computers and Electronics in Agriculture))
3) A Patch-Image Based Classification Approach for Detection of Weeds in Sugar Beet Crop
(Published in IEEE Access, Impact factor 3.1, Q1)

Acknowledgement Request
This work is funded by the Higher Education Commission of Pakistan and the National center for Robotics and Automation (DF-1009–31). Please Acknowledge.

Find More data  and research papers in related links attached.
DOI: 10.6084/m9.figshare.12037593.v1
title: The rise of angiosperms pushed conifers to decline during global cooling

description: The ZIP files contains the datasets of: (1) the phylogenetic trees at the species level, (2) the fossil record at the genus level, and (3) the paleo-environmental variables used to fit the diversification models.
DOI: 10.6084/m9.figshare.c.3936850_d1.v1
title: Additional file 1: of Predictability of the effects of facet joint infiltration in the degenerate lumbar spine when assessing MRI scans

description: Original study data. (XLSX 23 kb)
DOI: 10.17632/2677g3pjmf
title: social representations of typical, male, and female leaders

description: free associations, evaluations of free associations and Peabody's (1985) semantial differential were collected for the stimuli typical leader, male leader, and female leader. Questionnaire, codebook, and data are provided.
DOI: 10.17632/m9ry8nbfwj
title: Ambient noise cross-correlations in the North China Craton

description: This dataset (NCFall.zip) contains 74,114 ambient noise cross-correlations functions (NCFs) calculated between North China Array and adjacent permanent stations within the North China Craton. These NCFs were mainly used to retrieve body waves reflected from the 410- and 660-km interfaces and perform further analysis. Details can be found in the readme file.
DOI: 10.6084/m9.figshare.22785971.v1
title: A georeferenced dataset of heavy metal occurrence in the soils of the Yangtze River Basin, China (2000-2020)

description: Understanding the spatial pattern of heavy metals at a fine scale is critical for optimal control of environmental capacity and targeted treatment of pollutants. We summarize the up-to-date dataset on the occurrence of common heavy metals in soils of the Yangtze River Basin, a large basin in China of vital economic and ecological importance, by searching peer-reviewed literatures published between 2000 and 2020. The dataset ensures the accuracy of literature screening through quality control procedures, mainly extracting detailed geographic location and concentration of heavy metal. The dataset includes a total of 7867 records (Zn: 1045, Cu: 1140, Pb: 1261, Cr: 980, Cd: 1242, Ni: 649, As: 821, Hg: 729) of heavy metal occurrence in soils of the Yangtze River Basin, distributed at four scale levels of province, prefecture, county, township or finer. The up-to-date dataset provides the latest status of heavy metal occurrence in soils of the Yangtze River Basin, which can be used as a further ecological and health risk assessment, and as a data basis for the repair and prevention of soil heavy metal pollution in the Yangtze River Basin. and ecological importance, by searching peer-reviewed literatures published between 2000 and 2020. The dataset ensures the accuracy of literature screening through quality control procedures, mainly extracting detailed geographic location and concentration of heavy metal. The dataset includes a total of 7867 records (Zn: 1045, Cu: 1140, Pb: 1261, Cr: 980, Cd: 1242, Ni: 649, As: 821, Hg: 729) of heavy metal occurrence in soils of the Yangtze River Basin, distributed at four scale levels of province, prefecture, county, township or finer. The up-to-date dataset provides the latest status of heavy metal occurrence in soils of the Yangtze River Basin, which can be used as a further ecological and health risk assessment, and as a data basis for the repair and prevention of soil heavy metal pollution in the Yangtze River Basin.
DOI: 10.6084/m9.figshare.4290044.v1
title: Abrolhos viromes - reads

description: These fasta files contain reads after QC as described in Silveira et al., 2017 "Bacteriophage genomic signatures and transfer of bacterial virulence genes in coral reefs".
DOI: 10.5281/zenodo.15568557
title: The network weights of the universal SOC Hamiltonian Model (Uni-HamGNN) and several calculation examples
DOI: 10.6084/m9.figshare.15060675.v2
title: Liver Tumor Ablation Enhancement by Induction Heating System With Bitter-Like Deep Magnetic Field Coil.xlsx

description: Liver Tumor Ablation Enhancement by Induction Heating System With Bitter-Like Deep Magnetic Field Coil
DOI: 10.6084/m9.figshare.24051111.v2
title: Data and R codes for Meng et al. Scale-dependent changes in ecosystem temporal stability over six decades of succession

description: Data and R codes for Meng et al. Scale-dependent changes in ecosystem temporal stability over six decades of succession
DOI: 10.6084/m9.figshare.28586810.v1
title: Data Set Assessing DWP and SMS on LAG.csv.xlsx

description: The manufacturing industry as well as the infrastructure industry play an important role in the past, present, and future economic growth of Indonesia. In facing diverse and tough business challenges, learning agility is pivotal. Because of those reasons, this article is interested in identifying the influential factors of learning agility development. By using organizational theory as a theoretical approach, this article tries to recognize the impact of self-management skills, authentic leadership, and digital workplace on learning agility. This article is based on a survey-based empirical study that has involved 412 digital natives working in manufacturing and infrastructure. Descriptive and causal statistical analyses were performed using PLS-SEM and the SmartPLS very 4.0 application. The results explain that authoritative leadership does not affect learning agility strongly. However, the digital workspace and self-management have a positive effect on learning agility. For companies in the manufacturing and infrastructure industries in Indonesia to develop the learning agility of their employees, it is recommended to provide a digital workplace and to strengthen self-management skills.
DOI: 10.17632/97srt7m5cp
title: High-resolution structure and strain comparison of infectious mammalian prions, Kraus et al.

description: This dataset includes image files associated with the manuscript "High-resolution structure and strain comparison of infectious mammalian prions", Kraus et al., Molecular Cell 2021. Corresponding Figure Legends: Fig. 1. EM images and density maps of 263K prion fibrils. (A) Negatively stained transmission EM image (bar = 50 nm). (B) Raw 2D cryo-EM image. Fig. 3. Anchorless RML (aRML) prions have distinct fibril topologies and cross-sectional densities. (A) Negative stain electron micrograph of aRML fibril preparations. Scale bar = 50 nm. (B) Representative micrograph of cryo fibril preparations. Scale bar = 50 nm. Supplemental Fig. 1. 263K PrPSc preparations are protease-resistant, seed-competent, and highly infectious. (A) Gel analysis of two independent hamster 263K purifications. Purified 263K prions from two preparations were subjected to PK digestion (PK+) and used for gel analysis and subsequent silver staining or PrP immunoblotting as indicated. Untreated 263K (PK-) is shown in the first lane. Predominant bands at ~20-32 kDa, or oligomers thereof, comigrated with bands reacting with PrP antibodies in the immunoblot. PK-generated size shift was consistent with cleavages within the N-terminal domain up to ~residue 90, leaving the remaining C-terminal residues intact (Hope et al., 1986; Prusiner et al., 1984). Densitometry of protein-stained gels indicated that the preparations were ~97-98% PrP. (E) Brain tissue from animals inoculated at the highest dose was used for PrP and GFAP immunostaining, and hematoxylin and eosin (H&E) staining. Consistent with the features observed with typical 263K clinical disease, PrP deposition, astrogliosis (GFAP), and spongiform change were observed. Scale bar = 50 µm Supplemental Figure 2. Tomography of 263K prions shows left-handed fibrils and asymmetric decoration with globules. (A) Tomographic slice of a fibril with globules visible on the ends, outlined with white circles in (A’). The globules were spaced at 7-10 nm but could be seen along the entire length of some fibrils (Supplemental Fig. 1A,B & Movies S1-3) and increased overall fibril widths by ~2-4 nm (Supplemental Table 1). Although the nature of these globules remains unclear, they might have been due in part to binding of residual lipids, detergent or other non-PrPSc molecules. (B) Another slice with globules, as marked in (B’). (C,D) Two slices of a 263K fibril without apparent globules. (E-H) Fibrils from 4 different tomograms showing the top, middle, and bottom slices, illustrating the left-handed helix found in &gt;99% of fibrils analyzed by tomography. Scale bars: (A-D) = 25 nm, (E-H) = 50 nm.
DOI: 10.17632/kxchfjdrwv
title: Interfaith Marriage vs Interfaith Dating in Indonesia : Datas from Google Trends 2004 - 2024

description: Dataset Description for Scientific Research

Dataset Title: Google Search Trends on Interfaith Marriage vs. Interfaith Dating in Indonesia (2004–2024)
Data Source: Google Trends (Secondary Data)
DOI: 10.17632/kcchfjdrwv.1
Contributors: Muhammad Qudwatie, Mohd Yakub@ Zulkifli Mohd Yusoff, Alihanafiah Norasid

Scope and Content:

Time Period: January 2004–December 2024 (20 years).

Analytical Variables:

Relative search volume for the following keywords:

"nikah beda agama" (interfaith marriage).

"nikah islam kristen" (Islamic-Christian marriage).

"hukum nikah beda agama" (legality of interfaith marriage).

"pacaran beda agama" (interfaith dating).

Trend comparison between interfaith dating and interfaith marriage.

Data Format:

Quantitative File: interfaith_dating_vs_interfaith_marriage_indonesia.csv (3.05 KB), containing comparative search volume data.

Qualitative Files: 6 Google Trends screenshots (JPG format, total ~447 KB) visualizing search trends and legal analysis.

Data Collection Method:

Data extracted via Google Trends with geographic filters set to Indonesia and a time range of 2004–2024.

Keywords were selected based on common Indonesian terms used to discuss interfaith marriage/dating.

Research Relevance:

This dataset offers insights into public interest, awareness, and concerns regarding interfaith marriage/dating in Indonesia over two decades.

Enables analysis of correlations between search trends and socio-political dynamics or regulatory changes (e.g., post-law revisions).

Facilitates comparative studies between interfaith dating (as a social practice) and interfaith marriage (as a legal/religious decision).

Limitations and Considerations:

Data reflects relative search volume, not absolute user counts.

Limited to Indonesia’s internet users, potentially excluding offline populations.

Does not represent actual interfaith marriage/dating practices, only public interest inferred from searches.

Potential Applications:

Temporal trend analysis (e.g., spikes in searches about legality after legal reforms).

Regional or demographic comparisons (if combined with supplementary data).

Foundation for qualitative follow-up studies (interviews, surveys) on societal perceptions.

Additional Notes:

The dataset includes graphical visualizations (screenshots) to aid trend interpretation.
DOI: 10.6084/m9.figshare.26196479.v2
title: Draft assembly of P. australis, North American invasive lineage scaffolded to chromosome level and its genome annotation

description: The draft genome of Phragmites australis ( Oh et al. 2022) representing the invasive lineage was scaffolded to chromosome level, when mapped against our chromosome level reference genome assembly using Ragtag. This file is the genome fasta file. The proportion of gaps were filled with Ns.Oh, D.H., Kowalski, K.P., Quach, Q.N., Wijesinghege, C., Tanford, P., Dassanayake, M. and Clay, K., 2022. Novel genome characteristics contribute to the invasiveness of Phragmites australis (common reed). <i>Molecular Ecology</i>, <i>31</i>(4), pp.1142-1159.
DOI: 10.6084/m9.figshare.7110401.v4
title: Unsupervised software defect prediction sysmatic review meta-data synthesized from 49 selected papers

description: This dataset is extracted and synthesized from 49 primary studies which related to unsupervised defect prediction published between January 2000 and March 2018 and satisfied our inclusion criteria. It contains 2456 individual experimental results. We use this dataset to conduct a comparison study between supervised and unsupervised defect prediciton techniques.