Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
5,573
datasets available to search
ShareScore release 0.9.0
Dataset results
5,573 results for “optimality”
Data source-Nuclear penetration-Energy loss and optimization-Resilience
<p>The dataset contains seven sub-files and an Introduction file. The Introduction file details the contents of the seven sub-files and the data sources of each image shown in this work.</p>
B4: Towards Optimal Assessment of Plausible Code Solutions with Plausible Tests
<p>We provide the data and online Appendix for the paper "<strong>B4: Towards Optimal Assessment of Plausible Code Solutions with Plausible Tests</strong>". </p> <p>File list:</p> <ul> <li><strong>Appendix.pdf</strong>: including the proofs for the theorems in our paper.</li> <li><strong>data.zip</strong>: including datasets and generated code solutions/test cases used for our replicated package, which is available at <a href="https://github.com/ZJU-CTAG/B4">https://github.com/ZJU-CTAG/B4</a>. </li> </ul>
Iterative quantum optimization of spin glass problems with rapidly oscillating transverse fields
Open the record for dataset details and reuse information.
Enhancement of vitamin B6 production driven by omics analysis combined with fermentation optimization
<p>Transcriptome analysis of the mutant strain E. coli in response to PN overproduction from 6 h to 16 h;</p> <p>Metabolic analysis of the mutant strain E. coli in response to PN overproduction between the early and late stages of fermentation</p>
A sample dataset for dose calculation / optimization
<p>This is an example dataset for our dose calculation and treatment plan optimization framework, tentatively named FastDose.</p>
Optimizing Sustainable Dairy Farming: A Techno-Economic Analysis of Graphene Ranch Restoration
<p> </p> <p>This dataset, titled Standardized Dairy Farm Cost Output Table, contains financial and production information related to the establishment and operation of a proposed dairy farm. It includes initial investment costs such as stock cows, fixed assets, and working capital, as well as production capacity and budget projections over multiple years.</p> <p>Key sections include:<br>Initial Cost of Investment: Covers items like stock cows and fixed assets.<br>Production Capacity: Provides figures on dairy farm output over the years.<br>Budget Projections: Displays financial allocations and expected expenditures over different time periods.</p> <p>The dataset consists of multiple columns spanning projected years and various financial indicators to help estimate the cost-output relationship in dairy farming operations.</p>
Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations"
<p>Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations", including data, codes and figures.</p>
Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations"
<p>Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations", including data, codes and figures.</p>
Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations"
<p>Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations", including data, codes and figures.</p>
Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations"
<p>Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations", including data, codes and figures.</p>
Eletronic Companion - A Novel MILP Formulation for Optimal Allocation and Coordination of Protective and Switching Devices in Active Distribution Networks
<p>This release is associated with a paper entitled "A Novel MILP Formulation for Optimal Allocation and Coordination of Protective and Switching Devices in Active Distribution Networks".</p> <p>The attached document provides the data adopted to obtain the results presented in the paper.</p>
Programmable optoelectronic Ising machine for optimization of real-world problems
<p>The data and code provided here are used to generate the figures in the manuscript titled "Programmable optoelectronic Ising machine for optimization of real-world problems" and its supplementary materials.</p>
Improved global soil salinity and sodicity mapping through Box-Cox-based sample transformation and feature optimization
<p>We introduce a novel framework that leverages the Box-Cox transformation to address the skewed distribution of samples and incorporates additional critical predictors to enhance the accuracy of soil salinity (measured as electrical conductivity of the saturated soil extract, ECe) and sodicity (measured as exchangeable sodium percentage, ESP) estimates.</p> <p>We provide high-resolution (1 km × 1 km) global maps of soil salinity and sodicity from 1980 to 2022 in GeoTIFF file format for each year.</p> <p>Note: the scale factor for ECe and ESP maps is 0.001</p>
Replication package tied with the paper "WasteLess: An Optimal Provisioner for Self-Adaptive Second-Generation Serverless Applications"
<p>This is the replication package tied with paper "WasteLess: An Optimal Provisioner for Self-Adaptive Second-Generation Serverless Applications" submitted to the 20th International Conference on Software Engineering for Adaptive and Self-Managing Systems (SEAMS'25)</p> <p><strong>Contents<br></strong>The package contains a single zip file (WlessPackage.zip) with all the material used for conducting the paper experimentsation. Refer to the README.md file contained in the zip package for a detailed description of its content.</p>
Electromagnetic Coil Optimization for Reduced Lorentz Forces
<p>This is the dataset and code used for the paper "Electromagnetic Coil Optimization for Reduced Lorentz Forces" by Hurwitz et al. For the main file itself, see the 'analysis.ipynb' Jupyter notebook. </p>
Performance Advancements in P-Type TaFeSb-Based Thermoelectric Materials through Composition and Composite Optimizations
<p>The full data sets for the manuscript "Performance Advancements in P-Type TaFeSb-Based Thermoelectric Materials through Composition and Composite Optimizations" by Naderloo, et al.</p> <p>The paper is published in Energy & Environmental Science: <a title="Link to landing page via DOI" href="https://doi.org/10.1039/D4EE04819A">https://doi.org/10.1039/D4EE04819A</a></p>
Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations"
<p>Data and codes in support of "Accelerating Green Shipping by Spatially Optimized Offshore Charging Stations", including data, codes and figures.</p>
Optimizing Outcomes in Phacoemulsification: Addressing Intraoperative and Postoperative Complications in a Case Series from Iraq
<p>The manuscript presents a retrospective analysis of 31 cases of phacoemulsification cataract surgeries performed at a private clinic in Baghdad. The study reports visual acuity outcomes, highlighting a significant improvement postoperatively despite complications like posterior capsular rupture (PCR) and elevated intraocular pressure (IOP). Through a systematic review, the manuscript contextualizes these results within broader literature, emphasizing effective complication management strategies. This study underscores phacoemulsification's effectiveness while suggesting further refinement in surgical and postoperative protocols for high-risk patients.</p>
Learning to rank quantum circuits for hardware-optimized performance enhancement
<p>These data were used in the work described in the manuscript <em>Learning to rank quantum circuits for hardware-optimized performance enhancement</em>, <a href="https://arxiv.org/abs/2411.03302">https://arxiv.org/abs/2411.03302</a>. </p> <p>Data was collected throughout a 9 month period. The data for each individual collection run is stored in a separate directory, for example <code>ibmq_guadalupe_2022_11_22_14_49_51</code>.</p> <p>The <code>jobs.pkl</code> file is a pickled dictionary that contains essentially all of the relevant data. Note that the dictionary includes Qiskit <code>QuantumCircuit</code> objects created with an older version of Qiskit, and as such an older Qiskit version must be used to load these files (version 0.43.0 works).</p> <ul> <li>The keys are integers indexing the circuit (0, 1, ..., n-1)</li> <li>The values are themselves dictionaries containing various data fields:</li> <li>'initial_circuit': the initial circuit, before transpilation or layout selection</li> <li>'num_qubits': the number of qubits used in the circuit</li> <li>'circuit_type': a string denoting the type of circuit (qaoa, bv, inv_qft, or clifford)</li> <li>'seed_compiler': the compiler PRNG seed</li> <li>'target_state': the target state for so-called one-hot or deterministic circuits</li> <li>'target_state_bin': the target state represented in binary</li> <li>'transpiled circuit': the transpiled circuit</li> <li>'deflated circuit': the deflated transpiled circuit (unused qubits are dropped)</li> <li>'layouts': a list of layouts (each represented by a list), determining the subgraph isomorphism</li> <li>'mm transpiled circuits (no dd)': the set of transpiled layouts (without dynamical decoupling)</li> <li>'mm transpiled circuits (dd)': the set of transpiled layouts (with dynamical decoupling)</li> <li>'job success': whether the job succeeded (True or False)</li> <li>'success fraction': the Hellinger fidelity, which equals success probability for one-hot circuits</li> <li>'mm fidelity': the Mapomatic score</li> <li>'T1 times': the single-qubit idle times</li> <li>'T1 fidelity': the T1 score</li> <li>'zz phases': the set of ZZ phase accumulations for two-qubit mutually-idle periods</li> <li>'zz fidelity': the ZZ fidelity</li> </ul>
Replication Package of "Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough?"
<p>This repository contains the datasets and the scripts to replicate our work "Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough?".</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.