Find research datasets worth reusing

opencc-by-4.0Sep 2019View details →

Analysis of opposing histone modifications H3K4me3 and H3K27me3 reveals candidate diagnostic biomarkers for triple negative breast cancer and gene set prediction combinations

Supplementary data of manuscript 'Analysis of opposing histone modifications H3K4me3 and H3K27me3 reveals candidate diagnostic biomarkers for triple negative breast cancer and gene set prediction combinations  Analysis of opposing histone modifications H3K4me3 and H3K27me3 reveals candidate diagnostic biomarkers for triple negative breast cancer and gene set prediction combinations'

opencc-by-4.0Sep 2019View details →

VILE: Vial Imaging and Label Extraction example image set

Example images from 100 vials within the Gillies collection of Ephemeroptera at the Natural History Museum, London. Vials were imaged on a rotating stage.

opencc-by-4.0Sep 2019View details →

Festival of Frequency Measurement data set

Festival of Frequency Measurement data set from Frank O'Donnell K6FOD, location DM04wc

opencc-by-4.0Oct 2019View details →

CUPAC - The Coventry University Public Road Data Set for Automated Cars

This article presents a dataset recorded with a sensor-equipped research vehicle on public roads in the city of Coventry in the United Kingdom. The sensor suite includes a monocular-, infrared- and smartphone-camera, as well as a LiDAR unit, GPS receiver, Smartphone sensors and vehicle CAN bus data logger. Data were collected by day and night in a variety of traffic, weather and road surface conditions with a focus on the correlation between vehicle dynamics and the environmental perception process of automated vehicles. Please have a look at attached readme file, where detailed information on the data structure and acquisition process are given.

opencc-by-4.0Oct 2019View details →

AutoMate project - Data sets VEDECOM demonstrators

Data sets from the experiments carried out by VEDECOM within the framework of the AutoMate project.

opencc-byOct 2019View details →

Data set large files

Large files

DATA SETS: Are tropical reptiles really declining? A six-year survey of snakes in Drake Bay, Costa Rica, and the role of temperature, rain and light

Raw data sets of the article: Are tropical reptiles really declining? A six-year survey of snakes in Drake Bay, Costa Rica, and the role of temperature, rain and light   ABSTRACT Introduction: Even though snake declines seem to be a reality in many parts of the world, some reports are based on anecdotal evidence and there is a need of prolonged and intensive studies, especially in the tropics, for corroboration. Objective:  To investigate if snake populations in Drake Bay are decreasing, and if there is a relationship with prey, time,  temperature, rain and moonlight. Methods: We counted snakes seen per hour when walking along a single trail in the coastal forest of Drake Bay, Costa Rica. We walked the trail at night for a total of 842 nights (over 4 000 hours of observations), from 2012 through 2017 and recorded all the individual snakes we could see with head flashlights. We used ANOVA tests to check correlations among counts per hour with moonlight and rain; and graphic analysis for associations with diet, temperature, month and year. Results: We recorded 25 species (five families); they feed mostly on terrestrial vertebrates.  Counts per hour have fallen over the years, especially for species that prey on amphibians and reptiles; Mastigodryas melanolomus has remained in similar numbers; and Siphlophis compressus has not been seen since May 2016. Temperature is relatively constant along the year in Drake, but month strongly affected the counts, which increased from August to September. Most species were seen more often in rainy nights (0,11 per hour versus only 0,03 per hour in nights without rain, ANOVA p<0.05); we saw less Leptodeira septentrionalis on bright nights (0.12 per hour, versus 0,21 per hour in dark nights; ANOVA, p=0.01), but all other species were unaffected by moonlight (ANOVA, P >0.05). Conclusion: Night field counts of snakes in Drake Bay, Costa Rica, are not strongly affected by light or temperature, but are lower when there is no rain and show a strong decline from 2012 through 2017, particularly for species that feed on amphibians and reptiles. We have no reason to believe that the decline is an erroneous interpretation or that the snakes moved elsewhere,  the decline of snakes in Drake seems to be real and needs attention from the conservation authorities.

High Definition Modular Multilevel Converter (1st Call for Joint Experiment Final Report and data set)

This project aims to validate experimentally the High definition Modular Multilevel Converter (HD-MMC) which was developed by ORE Catapult. The concept can generate a lower THD than Conventional MMC (C-MMC) helping to increase power density and efficiency. You will find data set and final report here

Dataset for "Sources of organic aerosols in Europe: A modelling study using CAMx with modified volatility basis set scheme"

Model data for figures in the publication "Sources of organic aerosols in Europe: A modelling study using CAMx with modified volatility basis set scheme" Jiang, J., Aksoyoglu, S., El-Haddad, I., Ciarelli, G., Denier van der Gon, H. A. C., Canonaco, F., Gilardoni, S., Paglione, M., Minguillón, M. C., Favez, O., Zhang, Y., Marchand, N., Hao, L., Virtanen, A., Florou, K., O’Dowd, C., Ovadnevaite, J., Baltensperger, U., and Prévôt, A. S. H.: Sources of organic aerosols in Europe: A modelling study using CAMx with modified volatility basis set scheme, Atmos. Chem. Phys., 2019.  All the data are stored in .mat file, and the variable names are self-explanatory.

data set for control and drug treated group zebrafish larvae

The data includes all the required information for swimming speed, head and tail angle, forces and power and all the other information that can be calculated with the above information such as power distribution and force variation along fish body. there are 60 groups in total, 20 for both acid and control group, and 10 for both DPH and yohimbine group.

Set 02

Images

opencc-by-4.0Aug 2024View details →

Implementing Visual Literacy Techniques among Future Educators in Pre-school and Primary School Settings

In today's society, the pervasive influence of visual culture underscores the necessity of audiovisual literacy, particularly for primary education teachers who have to navigate a digital, image-centric world. This research aims to evaluate the impact of a visual competence intervention on early childhood and primary school teachers (N= 224) assessing its educational and social significance. Employing both quantitative and qualitative methodologies, the study involved a questionnaire on socio-demographic information and audiovisual habits, alongside an analysis of 31 open-ended questions focusing on Perception, Interpretation, Reception, and Creation/Production. Additionally, photographs taken by students post-training were examined for evidence of significant learning. The findings revealed an enhanced awareness among students regarding photographic content and messaging, confirming the hypothesis that future teachers lack essential visual competence. The study highlights the critical need for improved visual culture education among future teachers to better serve a society increasingly oriented towards audiovisual communication.

opencc-by-4.0Jul 2024View details →

Data Sets for: Trace elements in aerosol from Northwest Pacific marginal sea, Indian Ocean and South Pacific to Antarctica: Spatial variability and source identification

This dataset includes the concentrations of trace elements in aerosols, along with location and time information, collected during a cruise from November 2021 to April 2022. The cruise covered the Pacific, the Indian Ocean, the Southern Ocean.

opencc-by-4.0May 2024View details →

ASDF: Assembly State Detection Utilizing Late Fusion by Integrating 6D Pose Estimation - Training Set - Hand Screw Clamp

@article{schieber2024asdf,   title={ASDF: Assembly State Detection Utilizing Late Fusion by Integrating 6D Pose Estimation},   author={Schieber, Hannah and Li, Shiyu and Corell, Niklas and Beckerle, Philipp and Kreimeier, Julian and Roth, Daniel},   journal={arXiv preprint arXiv:2403.16400},   year={2024} }

opencc-by-4.0Aug 2024View details →

Importance of updated benchmark sets for statistically correct AlphaFold applications

Open the record for dataset details and reuse information.

FIG. 3 in A Target Enrichment Bait Set for Studying Relationships among Ostariophysan Fishes

FIG. 3. Maximum likelihood phylogenetic hypothesis of relationships among taxa comprising the anostomoid dataset with family names in color. Parodon hilarii is the outgroup taxon, and bootstrap support is indicated at each node. The numbers in parentheses to the right of each taxon denote the count of loci enriched from that organism. See Data Accessibility for tree file.

FIG. 5 in A Target Enrichment Bait Set for Studying Relationships among Ostariophysan Fishes

FIG. 5. Maximum likelihood phylogenetic hypothesis of relationships among taxa comprising the characiform dataset with family names in color. Ictalurus punctatus is the outgroup taxon, and bootstrap support is indicated at each node. An asterisk by any taxon name indicates that these data were harvested, in silico, from existing genome assemblies, and the numbers in parentheses to the right of each taxon denote the count of loci enriched/harvested from that organism. See Data Accessibility for tree file.

FIG. 7 in A Target Enrichment Bait Set for Studying Relationships among Ostariophysan Fishes

FIG. 7. Venn diagram indicating the number of ultraconserved element (UCE) loci detected in four genomeenabled taxa for each of three existing UCE bait sets designed for fishes (Faircloth et al., 2013; Alfaro et al., 2018; this study).

FIG. 2 in A Target Enrichment Bait Set for Studying Relationships among Ostariophysan Fishes

FIG. 2. Maximum likelihood phylogenetic hypothesis of relationships among taxa comprising the gymnotiform dataset with family names in color. Danio rerio is the outgroup taxon, and bootstrap support is indicated at each node. An asterisk by any taxon name indicates that these data were harvested, in silico, from existing genome assemblies, and the numbers in parentheses to the right of each taxon denote the count of loci enriched/harvested from that organism. See Data Accessibility for tree file.

FIG. 6 in A Target Enrichment Bait Set for Studying Relationships among Ostariophysan Fishes

FIG. 6. Maximum likelihood phylogenetic hypothesis of relationships among taxa comprising the otocephalan dataset with family names in color. Lepisosteus oculatus is the outgroup taxon, and bootstrap support is indicated at each node. An asterisk by any taxon name indicates that these data were harvested, in silico, from existing genome assemblies, and the numbers in parentheses to the right of each taxon denote the count of loci enriched/harvested from that organism. See Data Accessibility for tree file.