Find research datasets worth reusing

opencc-by-4.0Jan 2023View details →

Spectral response of disorder-free localized lattice gauge theories

Raw data for all figures in the manuscript "Spectral response of disorder-free localized lattice gauge theories"

opencc-by-4.0Mar 2023View details →

GaAs quantum dots under quasi-uniaxial stress: experiment and theory (raw data)

Here is the raw data of "GaAs quantum dots under quasi-uniaxial stress: experiment and theory ", we share this data to researchers aroud the world to test their theoretical models with our experimental data. The data contains two parts: the first one is AFM image of nano-holes on AlGaAs, which can be treated as the morphology of GaAs QDs studied in this work. The second part contains two typical polarization spectra of quantum dots under different stress. Meanwhile the  polarization spectra of bulk GaAs on top of quantum dots are provided to estimate the stress precisely.

opencc-by-4.0May 2023View details →

Supplementary data and code for "Higher order theory of quasi-isodynamicity near the magnetic axis of stellarators"

VMEC equilibria and plotting code for Figure 3 in "Higher order theory of quasi-isodynamicity near the magnetic axis of stellarators".

opencc-by-4.0Aug 2019View details →

Replication package for: Weak Instruments in Instrumental Variables Regression: Theory and Practice

The package contains all the code necessary to reproduce the figures and tables in  <a href="https://www.annualreviews.org/doi/abs/10.1146/annurev-economics-080218-025643">Weak Instruments in Instrumental Variables Regression: Theory and Practice</a> Isaiah Andrews, James H. Stock, Liyang Sun Annual Review of Economics 2019 11:1, 727-753 Detailed instructions are given in a readme therein.  Section A is an overview on the directory structure of the replication files. Section B describes features collected from articles and specifications in the AER sample.

opencc-by-4.0Jun 2023View details →

TBAQ, TCAQ and TBQ1-5 structures predicted at the BMK/6-31G(d,p) (+PCM) level of theory

This dataset contains the BMK/6-31G(d,p) structures of possible conformers for TBAQ and TCAQ and the structures of the TBQ1-5 dimers in CH2Cl2, using the PCM solvation model

opencc-by-4.0Jul 2023View details →

A sea state dependent gas transfer velocity for CO$_2$ unifying theory, model and field data

Dataset for "A sea state dependent gas transfer velocity for CO2 unifying theory, model and field data" WaveWatch III simulated  significant wave height (Hs, unit:m), volume of entrained air ('wva', unit m/s), 10-meter wind vector  ( 'uwnd','vwnd', unit, m/s) for 9 datasets from 11 cruises. The information of dataset is shown in name of each file.

Fig. 4 in Density functional theory study on the coupling and reactions of diferuloylputrescine as a lignin monomer

Fig. 4. Gibbs free energies of reaction for radical coupling to form quinone methides and rearomatization for cross-coupled diferuloylputrescine-coniferyl alcohol dimers.

Fig. 3 in Density functional theory study on the coupling and reactions of diferuloylputrescine as a lignin monomer

Fig. 3. Gibbs free energies of reaction for radical coupling to form quinone methides and rearomatization for homo-coupled diferuloylputrescine dimers.

Fig. 2 in Density functional theory study on the coupling and reactions of diferuloylputrescine as a lignin monomer

Fig. 2. Optimized geometries for diferuloylputrescine, the diferuloylputrescine radical (with spin densities) and homo-coupled diferuloylputrescine dimers.

Fig. 7 in Density functional theory study on the coupling and reactions of diferuloylputrescine as a lignin monomer

Fig. 7. Gibbs free energy of reaction for dehydrogenation and bond dissociation of cross-coupled diferuloylputrescine-coniferyl alcohol dimers.

Fig. 6 in Density functional theory study on the coupling and reactions of diferuloylputrescine as a lignin monomer

Fig. 6. Gibbs free energy of reaction for dehydrogenation and bond dissociation of homo-coupled diferuloylputrescine dimers.

opencc-by-4.0May 2023View details →

Density Functional Theory and Machine Learning for Electrochemical Square-Scheme Prediction: An Application to Quinone-type Molecules Relevant to Redox Flow Batteries

The uploaded data contains (i) "01_Data" optimized molecular structure in XYZ format and the primary attributes and SMILES, (ii) "02_Datasets" datasets used in the publication, and (iv) "03_pynb_script" a Jupyter-Notebook. The 01_Data directory contains more than 8000 subdirectories. Each is for a molecule that undergoes a two-proton two-electron transfer reaction. In each subdirectory, one finds the following files: (1) directories named corresponding to the ones in Figure 1 of the paper. Inside each, there are geometries and properties in XYZ and CSV format, respectively. (2) "freeEnergy.dat" contains the free energy of different states. (3) "schemesquare.dat" has the parameters of the electrochemical scheme of square representation. ├── A │   ├── info.csv │   └── pos.xyz ├── A1- │   ├── info.csv │   └── pos.xyz ├── A2- │   ├── info.csv │   └── pos.xyz ├── AH │   ├── info.csv │   └── pos.xyz ├── AH1+ │   ├── info.csv │   └── pos.xyz ├── AH1- │   ├── info.csv │   └── pos.xyz ├── AH2 │   ├── info.csv │   └── pos.xyz ├── AH21+ │   ├── info.csv │   └── pos.xyz ├── AH22+ │   ├── info.csv │   └── pos.xyz ├── freeEnergy.dat └── schemesquare.dat ****************************************************** The new version (v1.1) contains some updates around: (i) The DFT calculations workflow in a folder called "04_workflow_of_DFT"           The Gaussian input files have been explained in the "README" file. (ii) The Python scripts for data extraction have been added and can be found in "05_how_to_extracted_data" (iii) We explained how to compute the Purbaix diagram in great detail "06_how_to_compute_Pourbaix_diagram/" All these changes/improvements were applied/made following the Referee of Digital Discovery Journal. Here, we would like to thank him/her.

opencc-by-4.0Sep 2023View details →

Mesh data for multi-impeller mixing performance prediction in stirred tanks using mean age theory approach

The upload files include mesh data for all configurations studied in the research: multi-impeller mixing performance prediction in stirred tanks using mean age theory approach.

restrictedIPD-UNDECIDEDFeb 2026View details →

Study of Theories About Myopia Progression (STAMP)

ClinicalTrials.gov study NCT00335049. IPD Sharing: Not stated. Countries: 1. Publications: 8.

Examining the Effectiveness of Education Based on Social Learning Theory in Fostering Self-care and Social Skills

ClinicalTrials.gov study NCT06485882. IPD Sharing: NO. Countries: 1. Publications: 3.

Effectiveness of a Nursing Intervention for Nurses Have Experienced Trauma: a Study Based on Swanson's Caring Theory

ClinicalTrials.gov study NCT04989582. IPD Sharing: NO. Countries: 1. Publications: 1.

Examining the Effects of Theory-based Education on Individuals' Sexual Behavior.

ClinicalTrials.gov study NCT07145749. IPD Sharing: NO. Countries: 1. Publications: 5.

restrictedIPD-UNDECIDEDFeb 2026View details →

fMRI of Theory of Mind in Schizophrenia and Bipolar Disorder

ClinicalTrials.gov study NCT02834182. IPD Sharing: Not stated. Countries: 1. Publications: 1.

Exploration of Theory of Mind in a Situation of Social Rejection in Borderline Personality Disorder

ClinicalTrials.gov study NCT03968081. IPD Sharing: NO. Countries: 1. Publications: 7.

Male Circumcision and Comfort Theory

ClinicalTrials.gov study NCT04105556. IPD Sharing: NO. Countries: 1. Publications: 5.