Find research datasets worth reusing

Datasets for Health care workers' knowledge on identification, management and treatment of snakebite cases in rural Malawi

This is the data for a Health care workers' knowledge on identification, management and treatment of snakebite cases in rural Malawi: a descriptive study.

An Empirical Evaluation of Competitive Programming AI: A Case Study of AlphaCode

Abstract AlphaCode, the code generation system by DeepMind, is an AI technology for assisting software developers in solving competitive programming problems using natural language problem descriptions. However, there is no existing work comparing AlphaCode-generated codes with human codes. In this paper, we conduct an empirical study to find code similarities and performance differences between AlphaCode-generated codes and human codes. We collect 44 generated codes in C++ and Python languages from AlphaCode official website that solve 22 problems on Codeforces. We then retrieve 31,736 human codes by using Codeforces API. The results show that (i) the generated code from AlphaCode and the human code is not similar (i.e., the similarity of 0.26 for both C++ and Python), however, the code fragments in the generated code are comprised of various human codes (i.e., uniqueness of 3.30\% and 8.94\% for C++ and Python respectively) and (ii) the generated code performs on par with or worse than the human code in terms of execution time and memory usage. Moreover, AlphaCode employs excessive nested loops and unnecessary variable declarations  (e.g., used \textit{long long} instead of \textit{int}), which causes a low performance regarding our manual investigation.

Datasets for the publication " Enhancing drought resilience and energy security through complementing hydro by offshore wind power - the case of Brazil"

This repository contains the datasets for the publication "Enhancing drought resilience and energy security through complementing hydro by offshore wind power - the case of Brazil". <ul> <li>Bias correction</li> <li>Technical data of existing farms (ABBEólica) </li> <li>Bias correction factors at the farm level</li> </ul>   <ul> <li>Demand</li> <li>Simulated wind and solar power</li> <li>Biomass, nuclear, and small hydropower generation in 2019</li> <li>Raw demand data</li> <li>Updated demand </li> </ul>   <ul> <li>Hydropower time series</li> <li>Affluent Natural energy of run-of-rivers (fio d'água, in Portuguese) and reservoirs (reservatórios, in Portuguese), installed capacity, and maximal storage</li> </ul>   <ul> <li>Offshore wind farms</li> <li>Locations, coordinates, water depth, available areas, water depth, distance to shore, technology,and  maximal capacity;</li> <li>Code to estimate offshore wind farm capex and opex.</li> </ul>   <ul> <li>Results of Calliope model </li> <li>capacity</li> <li>carrier_prod (power generation)</li> <li>storage</li> <li>costs</li> <li>emissions</li> </ul>

opencc-by-4.0Sep 2017View details →

Rape cases increasing as women's dresses excite men (Tips for personal hygiene in cities)

यह वीडियो "पत्रकारिता और प्रकाशन का नैतिक पतन : एक पत्र" शीर्षक सामग्री से संबद्ध है। मूल सामग्री यहां देख सकते हैं :    <pre>This video is related to content titled "The Moral Decline of Journalism and Publishing: A Letter". Original content can be viewed here:</pre>

Claims State Aid cases: Apple and Ilva

Datasets of the claims made by different actors during the politicisation of the Apple and Ilva state aid cases.  <div> </div>

Data for The genetics monopolistic industry, as expected, is missing information two inches beyond their nose: in this case, transcripts

De novo transcriptome assembly is one of the many fundamental pieces of new research in genomics. It is, for example, the preferred method for studying non-model organisms, since it is easier and cheaper than building a genome, and reference methods are not possible without an existing genome. The transcriptomes of these organisms can thus reveal novel proteins and their isoforms that are implicated in such unique biological phenomena. This technique is also useful in cancer research as it makes possible to detect potentially significant chimeric transcripts in cancer and normal somatic tissues. Given that the genetics industry is organized in the form of a monopoly controlled by hidden lobbies who also control Academia, all the available software for de novo transcriptome assembly is being developed by academic researchers under the open-source paradigm. We report here, that as anyone could have very easily deduced from past experiences in other industries, this unethical form of organization in the industry is resulting in incompetence whose effects include missing a significant portion of the available information that could be obtained from some genomics studies. In this case, missing transcripts in transcriptome studies. We won't deep in on the consequences, but these could include overpricing, over costs, and failing to achieve the goals of some studies.

Trained models and code accompanying 'Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia'

Trained models and code accompanying 'Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia'.

opencc-by-4.0Jun 2022View details →

Datasets accompanying 'Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia'

Datasets required to replicate the experiment described in the paper: 'Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia' This includes NetCDF files used to generate training data and processed climate data for model training, trained models and outputs from model predictions. It also contains the datasets used for comparisons (CORDEX and CMIP6)

dryad36/100

Species as conservation umbrellas: a case study with lesser prairie-chicken (Tympanuchus pallidicinctus) in the southern Great Plains of North America

Qualitative index of conservation benefit conferred by management for the lesser prairie chicken on non-target at-risk wildlife species.

opencc-zeroAug 2022View details →

Environmental Reconstructions Based on Aquatic and Terrestrial Snails Originating from the Early Bronze Age and the Late Islamic Period– A Stable Isotope Case Study from the Al-Khashbah Archaeological Site, Sultanate of Oman

Supplementary data for the article: "Environmental Reconstructions Based on Aquatic and Terrestrial Snails Originating from the Early Bronze Age and the Late Islamic Period– A Stable Isotope Case Study from the Al-Khashbah Archaeological Site, Sultanate of Oman"

opencc-by-4.0Jan 2022View details →

OA eBook Usage Data Use-Cases by Stakeholder Diagram

This image was developed as a part of the "Developing a Data Trust for Open Access Ebook Usage" project funded by The Andrew W. Mellon Foundation. The image summarizes findings of various uses of OA eBook usage data contributed through asynchronous activities and virtual design workshops held with stakeholder groups from 2020-2021. It provides an overview of how publishers, libraries, and book publishing platforms and services use OA book usage data.  Christina Drummond designed and facilitated the virtual processes that generated the input for this image. Ms. Drummond and Kevin Hawkins developed image content. Philemon Eniola designed the graphical layout.

opencc-by-4.0Nov 2022View details →

Anticipated versus Actual Effects of Platform Design Change: A Case Study of Twitter's Character Limit

The design of online platforms is both critically important and challenging, as any changes may lead to unintended consequences, and it can be hard to predict how users will react. Here we conduct a case study of a particularly important real-world platform design change: Twitter's decision to double the character limit from 140 to 280 characters to soothe users' need to "cram'' or  "squeeze'' their tweets, informed by modeling of historical user behavior. In our analysis, we contrast Twitter's anticipated pre-intervention predictions about user behavior with actual post-intervention user behavior: Did the platform design change lead to the intended user behavior shifts, or did a gap between anticipated and actual behavior emerge? Did different user groups react differently? We find that even though users do not "cram'' as much under 280 characters as they used to under 140 characters, emergent "cramming'' at the new limit seems to not have been taken into account when designing the platform change. Furthermore, investigating textual features, we find that, although post-intervention ``crammed'' tweets are longer, their syntactic and semantic characteristics remain similar and indicative of "squeezing''. Applying the same approach as Twitter policy-makers, we create updated counterfactual estimates and find that the character limit would need to be increased further to reduce cramming that re-emerged at the new limit. We contribute to the rich literature studying online user behavior with an empirical study that reveals a dynamic interaction between platform design and user behavior, with immediate policy and practical implications for the design of socio-technical systems.

Headache in workers. A matched case-control study

Data utilized for the study to be published

Data for 'Vast ecosystem disturbance in a warming climate may jeopardize our climate goal of reducing CO2: a case study for the megafires in Australian 'Black Summer''

These data support the manuscript 'Vast ecosystem disturbance in a warming climate may jeopardize our climate goal of reducing CO2 a case study for the megafires in Australian ‘Black Summer'', including megafire CO2 emissions  in Australian 'Black Summer' estimated by BBM model and a top-down method. The  delta RF simulations by GEOS-Chem RRTMG are also contained. In each separate folder there is a README.txt file as a user's guide. The methodology for deriving the datasets and more information can be found in the manuscript and SI.

Supplementary materials of the paper entitled: "Metamorphic Testing Meets Regression Testing: A Case Study of Scientific Software Maintenance"

Supplementary materials of the paper entitled: “Metamorphic Testing Meets Regression Testing: A Case Study of Scientific Software Maintenance” file01 - source code for detecting and comparing output relations of a given metamorphic relation file02 - interview transcripts and qualitative coding results file03 - system script for compiling SWMM, creating sSWMM simulation outputs, and logging execution time file04 - source code for SWMM 5.1.014 file05 - source code for SWMM 5.1.015 file06 - a suite of 40 regression tests (40 .inp files) file07 - result table for 760 cases (19 MRs × 40 .inp files) file08 - 491 automatically generated follow-up .inp files via reuse file09 - result table for mutation analysis file10 - output files for mutation analysis with metamorphic testing:         a. Original source output         b. Original follow-up output         c. Mutant source output         d. Mutant follow-up output

opencc-zeroAug 2022View details →

dryad36/100

Integrative species delimitation reveals fine-scale allopatric speciation in a good-flying insect: A case study on Cylindera pseudocylindriformis complex (Coleoptera, Cicindelidae)

Alpha taxonomy is fundamental for many biological fields. Delineation of species boundary, however, can be challenging in a species complex, where different species share a similar morphology and diagnostic characters may not be available. In this context, integrative approaches that incorporate molecular and morphological data sets and account for speciation history can be helpful to alpha taxonomy. Different approaches to species delimitation based on different assumptions are complementary, and by integrating the results from multiple approaches we can generate a more reliable and objective taxonomic decision. In this study, we applied three molecular approaches to species delimitation and inferred the demographic history based on an isolation with migration model to test a morphologically based taxonomic hypothesis for the Cylindera pseudocylindriformis complex. We discuss the association between genetic divergence and microhabitat specialization, and we further corroborated that C. subtilis sp. nov. is a valid new species by integrating the results from model-based species delimitation and the genealogical divergence index. We argue that genetic endemism can form at a small geographic scale, even in a winged insect-like tiger beetle. Our results also indicated that there may still be undocumented species diversity of Taiwanese Cylindera remaining to be discovered.

Generalized Convulsion: Case Definition Pictorial Algorithm

This post contains the Pictorial Algorithm for Generalized Convulsion. They are included in the case definition companion guides, which contain resources and tools specific to events that have a published Brighton Collaboration case definition.

Acute Encephalitis: Case Definition Pictorial Algorithm

This post contains the Pictorial Algorithm for Acute Encephalitis. They are included in the case definition companion guides, which contain resources and tools specific to events that have a published Brighton Collaboration case definition.

Anaphylaxis: Case Definition Pictorial Algorithm

This post contains the Pictorial Algorithm for Anaphylaxis. They are included in the case definition companion guides, which contain resources and tools specific to events that have a published Brighton Collaboration case definition.

Acute Myelitis: Case Definition Pictorial Algorithm

This post contains the Pictorial Algorithm for Acute Myelitis. They are included in the case definition companion guides, which contain resources and tools specific to events that have a published Brighton Collaboration case definition.