cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr02204
title: Higher Education General Information Survey (HEGIS), 1985-1986: Salaries, Tenure, and Fringe Benefits of Full-Time Faculty
title: Archival Version

description: The Higher Education General Information Survey (HEGIS)
 series was designed to provide comprehensive information on various
 aspects of postsecondary education in the United States and its
 territories (American Samoa, Guam, Puerto Rico, the Virgin Islands,
 and the Marshall Islands) and Department of Defense schools outside
 the United States. Data are available for both public and private
 two-year and four-year institutions. The HEGIS Salaries component for
 1985-1986 sought data from 3,388 institutions on the type and control
 of the institution, and the number of employed personnel by primary
 function and employment status. Key data elements, presented for up
 to four record types for each institution (corresponding to length of
 contract and sex), include academic rank, number of faculty,
salaries, tenure status, and fringe benefits.
description: Datasets: 
DS0: Study-Level Files
DS1: Main Data File
DS2: HEGIS Record Layout
description: All postsecondary institutions in operation in 1985-1986
 in the United States and its territories (American Samoa, Guam, Puerto
 Rico, the Virgin Islands, and the Marshall Islands) and Department of
Defense schools outside the United States.
description: (1) The HEGIS Record Layout file (Part 2) is an Excel
 worksheet of record layouts for all components of the HEGIS survey,
 including the 1985-1986 Salaries component (see the "emp" folder in
 the worksheet). (2) The titles "Employees in Institutions of Higher
 Education" and "Salaries and Tenure of Full-Time Instructional
 Faculty" are used interchangeably by the National Center for
 Education Statistics (NCES) to refer to the Salaries component of
 HEGIS. (3) This collection has not been processed by ICPSR
 staff. ICPSR is distributing the data and documentation for this
 collection in essentially the same form in which they were
 received. When appropriate, hardcopy documentation has been converted
 to machine-readable form and variables have been recoded to ensure
 respondents' anonymity. (4) The codebook and data collection
 instrument are provided as a Portable Document Format (PDF) file. The
 PDF file format was developed by Adobe Systems Incorporated and can be
 accessed using PDF reader software, such as the Adobe Acrobat
 Reader. Information on how to obtain a copy of the Acrobat Reader is
provided through the ICPSR Website on the Internet.
DOI: 10.5519/qd.7fu0tvyn
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (2706 records)
DOI: 10.3886/icpsr02373.v1
title: Vocational Education [United States]: Survey of Characteristics of Students in Noncollegiate Postsecondary Schools, 1980-1981
title: Version 1

description: This survey was designed to collect data on students
 currently enrolled in occupational programs in public and private
 noncollegiate postsecondary schools in the United States and Puerto
 Rico. Data were collected on students' age, sex, racial/ethnic
 background, current employment, future educational and employment
plans, and parental background.
description: The sample of schools was chosen from the 1980
 Postsecondary Career School Survey and consists of 404 public and
 private noncollegiate postsecondary schools and a total of 7,977
students.
description: Datasets: 
DS1: Vocational Education [United States]: Survey of Characteristics of Students in Noncollegiate Postsecondary Schools, 1980-1981
description: Students attending occupational programs in public and
 private noncollegiate postsecondary schools in the United States and
Puerto Rico.
description: The codebook and data collection instrument are
 provided as a Portable Document Format (PDF) file. The PDF file format
 was developed by Adobe Systems Incorporated and can be accessed using
 PDF reader software, such as the Adobe Acrobat Reader. Information on
 how to obtain a copy of the Acrobat Reader is provided on the
ICPSR Web site.
DOI: 10.3886/icpsr02373
title: Vocational Education [United States]: Survey of Characteristics of Students in Noncollegiate Postsecondary Schools, 1980-1981
title: Archival Version

description: This survey was designed to collect data on students
 currently enrolled in occupational programs in public and private
 noncollegiate postsecondary schools in the United States and Puerto
 Rico. Data were collected on students' age, sex, racial/ethnic
 background, current employment, future educational and employment
plans, and parental background.
description: The sample of schools was chosen from the 1980
 Postsecondary Career School Survey and consists of 404 public and
 private noncollegiate postsecondary schools and a total of 7,977
students.
description: Datasets: 
DS1: Vocational Education [United States]: Survey of Characteristics of Students in Noncollegiate Postsecondary Schools, 1980-1981
description: Students attending occupational programs in public and
 private noncollegiate postsecondary schools in the United States and
Puerto Rico.
description: The codebook and data collection instrument are
 provided as a Portable Document Format (PDF) file. The PDF file format
 was developed by Adobe Systems Incorporated and can be accessed using
 PDF reader software, such as the Adobe Acrobat Reader. Information on
 how to obtain a copy of the Acrobat Reader is provided on the
ICPSR Web site.
DOI: 10.6084/m9.figshare.29391794
title: FRET Data for Figure 4

description: solution-state SNARE assembly assay with catalysis by low concentrations of the core Munc13-1 domain.
DOI: 10.6084/m9.figshare.29391794.v1
title: FRET Data for Figure 4

description: solution-state SNARE assembly assay with catalysis by low concentrations of the core Munc13-1 domain.
DOI: 10.6084/m9.figshare.29391803
title: Figure 5 CPX Bleaching Assay

description: reconstituted vesicle docking and fusion in TIRFM mode with labeled Complexin 1 to count Complexin binding events via bleaching. This can be used in turn to count the number of assembled SNARE complexes under a docked vesicle.
DOI: 10.6084/m9.figshare.29391803.v1
title: Figure 5 CPX Bleaching Assay

description: reconstituted vesicle docking and fusion in TIRFM mode with labeled Complexin 1 to count Complexin binding events via bleaching. This can be used in turn to count the number of assembled SNARE complexes under a docked vesicle.
DOI: 10.6084/m9.figshare.29391833
title: Figure 6 Complexin and Vesicle Counting Data

description: Same assay as described in Figure 5
DOI: 10.6084/m9.figshare.29391833.v1
title: Figure 6 Complexin and Vesicle Counting Data

description: Same assay as described in Figure 5
DOI: 10.6084/m9.figshare.29391848
title: Figure 7 C. elegans behavior data

description: quantitative C. elegans behavioral assays including sensitivity to inhibitors of cholinesterase and thrash frequency. Several transgenic strains were used in the unc-13(s69) genetic background compared to N2 as the wild-type reference strain. All transgenic strains are extrachromosomal arrays expressing variants of UNC-13L under a pan-neuronal promoter (snb-1).
DOI: 10.6084/m9.figshare.29391848.v1
title: Figure 7 C. elegans behavior data

description: quantitative C. elegans behavioral assays including sensitivity to inhibitors of cholinesterase and thrash frequency. Several transgenic strains were used in the unc-13(s69) genetic background compared to N2 as the wild-type reference strain. All transgenic strains are extrachromosomal arrays expressing variants of UNC-13L under a pan-neuronal promoter (snb-1).
DOI: 10.15468/dl.fawjpc
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meconopsis quintuplinervia Regel"
 ]
}

 The dataset includes 375 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066447-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/symr-bz19
title: "SmartGrid-CyberPhysical-Attack-Dataset"

description: "This dataset provides cyber-physical data for evaluating attack detection techniques in smart power grids. It includes synchronized cyber and physical measurements under multiple scenarios, including benign operation and various cyber attacks such as backdoor, brute force, false data injection (FDI), ransomware, and reverse shell attacks. Each scenario contains paired cyber and physical data files to enable cyber-physical fusion approaches. The dataset is specifically designed to support research on advanced detection techniques for intrusion detection and anomaly detection in smart grid environments. It can also be used for benchmarking cyber-physical security models and for developing machine learning-based and deep learning-based detection frameworks. The dataset aims to facilitate reproducible research and promote advancements in securing smart power grids against emerging cyber-physical threats."
DOI: 10.5281/zenodo.15730706
title: UAV LiDAR data, Epena and Ekolongouma, Republic of Congo, 2019

description: Data acquired in Epena and Ekolongouma, Republic of Congo, in February 2019, using a Delair DT26x drone, equipped with a Riegl VUX-1UAV scanner, with a ground point density up to 35 per squ.m. used with a local DGPS ground station.

Coordinate system WGS84, EPSG:4326
DOI: 10.15468/dl.jmkh84
title: Occurrence Download

description: A dataset containing 3065 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnothorax flavimarginatus (Rüppell, 1830)"
 ]
}

 The dataset includes 3065 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067340-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15730705
title: UAV LiDAR data, Epena and Ekolongouma, Republic of Congo, 2019

description: Data acquired in Epena and Ekolongouma, Republic of Congo, in February 2019, using a Delair DT26x drone, equipped with a Riegl VUX-1UAV scanner, with a ground point density up to 35 per squ.m. used with a local DGPS ground station.

Coordinate system WGS84, EPSG:4326
DOI: 10.15468/dl.8rbvcc
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Caledonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Capparis quiniflora DC."
 ]
}

 The dataset includes 82 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067341-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29391857
title: Model of Munc13 catalysis of SV docking and fusion used in Figure 8 - Igor Pro

description: Simple counting model implemented in Igor Pro v8 (Wavemetrics). This model compares the impact of Munc13 binding, oligomerization, and cooperativity on SV fusion probability to demonstrate the powerful effect of oligomerization on the efficiency of Munc13-mediated SV priming.
DOI: 10.6084/m9.figshare.29391857.v1
title: Model of Munc13 catalysis of SV docking and fusion used in Figure 8 - Igor Pro

description: Simple counting model implemented in Igor Pro v8 (Wavemetrics). This model compares the impact of Munc13 binding, oligomerization, and cooperativity on SV fusion probability to demonstrate the powerful effect of oligomerization on the efficiency of Munc13-mediated SV priming.
DOI: 10.6084/m9.figshare.29039264.v1
title: Inference in generalized linear models with robustness to misspecified variances

description: Generalized linear models usually assume a common dispersion parameter, an assumption that is seldom true in practice. Consequently, standard parametric methods may suffer appreciable loss of type I error control. As an alternative, we present a semi-parametric group-invariance method based on sign flipping of score contributions. Our method requires only the correct specification of the mean model, but is robust against any misspecification of the variance. We present tests for single as well as multiple regression coefficients. The test is asymptotically valid but shows excellent performance in small samples. We illustrate the method using RNA sequencing count data, for which it is difficult to model the overdispersion correctly. The method is available in the R library flipscores.
DOI: 10.5281/zenodo.15731449
title: Data for "Dual relaxation oscillations in a Josephson-junction array"
DOI: 10.5281/zenodo.15731448
title: Data for "Dual relaxation oscillations in a Josephson-junction array"
DOI: 10.48546/workflowhub.datafile.12.2
title: Grikod

description: Grikod (Gri Kod, Gray Code)

Tanım (Türkçe)
Gri Kod: Grikod İkili sayıları Gri Koda çevirir.

Description (English)
Gri Kod: Grikod converts binary numbers to Gray Code.

Kurulum (Türkçe) / Installation (English)
Python ile Kurulum / Install with pip, conda, mamba
pip install grikod -U
python -m pip install -U grikod
conda install bilgi::grikod -y
mamba install bilgi::grikod -y
- pip uninstall grikod -y
+ pip install -U grikod
+ python -m pip install -U grikod
PyPI

Test Kurulumu / Test Installation
pip install -i https://test.pypi.org/simple/ grikod -U
Github Master Kurulumu / GitHub Master Installation
Terminal:

pip install git+https://github.com/KuantumBS/grikod.git
Jupyter Lab, Notebook, Visual Studio Code:

!pip install git+https://github.com/KuantumBS/grikod.git
# or
%pip install git+https://github.com/KuantumBS/grikod.git
Kullanım (Türkçe) / Usage (English)
import grikod # Restart Kernel veya/or Restart Kernel and Clear Outputs

# veya/or
import importlib
import grikod
importlib.reload(grikod) # Modülünüzün ana dosyasını burada yeniden yükler

# Run this cell (Shift+Enter): Input: 100
#Output example
#000:000
#001:001
#010:011
#011:010
#100:110
#101:111
#110:101
#111:100

import grikod
grikod.__version__
Development
# Clone the repository
git clone https://github.com/KuantumBS/grikod.git
cd grikod

# Install in development mode
python -m pip install -ve . # Install package in development mode

# Run tests
pytest

Notebook, Jupyterlab, Colab, Visual Studio Code
!python -m pip install git+https://github.com/KuantumBS/grikod.git
DOI: 10.17909/3s4q-h538
title: F606W, F814W Images of (120347) Salacia-Actaea System, HST 11178 PI: Will Grundy

description: These images in the F606W and F814W filters taken with WFPC2 resolve each component of the (120347) Salacia-Actaea TNO binary system.
DOI: 10.6084/m9.figshare.29383145.v17
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.5281/zenodo.15672981
title: Supporting Data: Error-resilient Reversal of Quantum Chaotic Dynamics Enabled by Scramblons

description: # Data and Processing Scripts

This repository provides the raw experimental data and the necessary scripts to post-process the data and perform error mitigation. For a comprehensive understanding, please refer to our paper: "Error-resilient Reversal of Quantum Chaotic Dynamics Enabled by Scramblons".

This section details the data files and the Mathematica scripts used to process them and generate figures for the main text.

## Data

* **Hamiltonian 1:** Data is located in `./16pulse_xx-yy_scale0.4to0.1.xlsx`.* **Hamiltonian 2:** Data is located in `./16pulse_xy+yx_scale0.4.xlsx`.* **Hamiltonian 3:** This data is stored in the folder `./mulxiple_xi_diag_scale0.1`. Within this folder, files named `PhaseEncodedSignal_XX` through `PhaseEncodedSignal_ZZ` contain the correlator $F_{\alpha\gamma}(\phi,t)$ data for different $\alpha\gamma$ directions. Each file includes data for multiple anisotropic parameters, with $\xi_{yy} \in [-0.4, 0.2]$ and $\xi_{xx}=0.2$.

---

## Scripts

**Requirement:** Mathematica, Matlab

The following Mathematica notebooks are used to generate the figures presented in the main text:

* `draft_fig2.nb`* `draft_fig3.nb`* `draft_fig4.nb`

For convenience, PDF versions of these scripts are also provided:

* `draft_fig2.pdf`* `draft_fig3.pdf`* `draft_fig4.pdf`

The Matlab code to illustrate the decomposition of the error Hamiltonian $\delta\hat{H}$ into ISTOs.* `simu_deltaH_FM expansion.mlx`
DOI: 10.6084/m9.figshare.29383145.v18
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.6084/m9.figshare.29383145.v19
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.6084/m9.figshare.29383145.v20
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.18126/hc1f-8y48
title: W edge dislocation relaxation with LAMMPS
DOI: 10.6084/m9.figshare.29383145.v21
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.6084/m9.figshare.29383145
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.6084/m9.figshare.29383145.v23
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.6084/m9.figshare.29383145.v22
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.15468/dl.rm35nz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Caledonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atractocarpus pancherianus (Guillaumin) Mouly"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067345-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmy6gq
title: Occurrence Download

description: A dataset containing 102807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Acer negundo L."
 ]
}

 The dataset includes 102807 records from 1112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067339-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3yb9b
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cryptotis obscura (Merriam, 1895)"
 ]
}

 The dataset includes 138 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076469-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg6az2
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-46.9814 -24.23505,-40.74191 -24.23505,-40.74191 -21.38304,-46.9814 -21.38304,-46.9814 -24.23505))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma Jardine, 1834"
 ]
}

 The dataset includes 63 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067468-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaf4nu
title: Occurrence Download

description: A dataset containing 1866 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Crustacea del Museo Nacional de Historia Natural de Chile"
 ]
}

 The dataset includes 1866 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009809-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb87ak
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Loxodonta africana (Blumenbach, 1797)",
 "Year 2020-2021"
 ]
}

 The dataset includes 358 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0251567-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vafn28
title: Occurrence Download

description: A dataset containing 801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynocephalus helioscopus (Pallas, 1771)"
 ]
}

 The dataset includes 801 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067470-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckvx63
title: Occurrence Download

description: A dataset containing 10850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Calocitta colliei (Vigors, 1829)"
 ]
}

 The dataset includes 10850 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007474-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xks5e9
title: Occurrence Download

description: A dataset containing 409180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus oleraceus L."
 ]
}

 The dataset includes 409180 records from 2104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008136-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fabb8
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agriosphodrus dohrni (Signoret, 1862)"
 ]
}

 The dataset includes 74 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289607-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.