cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15493/dea.mims.45112024
title: Processed CTD continuous observations from the Anchovy Recruitment Survey on the Africana Voyage 112, May 1993

description: Africana Voyage 112.
description: Here we present processed downcast Conductivity-Temperature-Depth (CTD) continuous data collected, between 18 May and 05 June 1993, during the Anchovy Recruitment Survey on the Africana Voyage 112, in the Benguela Current Large Marine Ecosysten (BCLME) region on the west coast of Southern Africa. Neil Brown MK3 and MK4 CTD instruments were used to measure pressure, temperature and conductivity through the water column during research and monitoring cruises between 1983 and 2000.
description: Neil Brown MK3 and MK4 CTD instruments were used to measure pressure, temperature and conductivity through the water column during research and monitoring cruises between 1983 and 2000. Temperature was converted from the IPTS-68 scale to the ITS-90 scale, and salinity was computed from conductivity measurements on the 1978 Practical Salinity Scale, according to UNESCO (1991) algorithms. UNESCO (1993) quality control procedures were applied to the data, and obvious erroneous values resulting from problems including electronic spikes, data collection in air, inadequate flow through the conductivity cell, among others, have been removed. Any additional calibrations or corrections have been specified in each data file, where applicable and available.
DOI: 10.15493/dea.mims.43112024
title: Processed CTD continuous observations from the South Coast Demersal Biomass Survey on the Africana Voyage 111, April 1993

description: Africana Voyage 111.
description: Here we present processed downcast Conductivity-Temperature-Depth (CTD) continuous data collected, between 15 April and 12 May 1993, during the South Coast Demersal Biomass Survey on the Africana Voyage 111, in the Agulhas Current Large Marine Ecosysten (ACLME) region on the south coast of Southern Africa. Neil Brown MK3 and MK4 CTD instruments were used to measure pressure, temperature and conductivity through the water column during research and monitoring cruises between 1983 and 2000.
description: Neil Brown MK3 and MK4 CTD instruments were used to measure pressure, temperature and conductivity through the water column during research and monitoring cruises between 1983 and 2000. Temperature was converted from the IPTS-68 scale to the ITS-90 scale, and salinity was computed from conductivity measurements on the 1978 Practical Salinity Scale, according to UNESCO (1991) algorithms. UNESCO (1993) quality control procedures were applied to the data, and obvious erroneous values resulting from problems including electronic spikes, data collection in air, inadequate flow through the conductivity cell, among others, have been removed. Any additional calibrations or corrections have been specified in each data file, where applicable and available.
DOI: 10.15493/dea.mims.46112024
title: Processed CTD discrete observations from the Anchovy Recruitment Survey on the Africana Voyage 112, May 1993

description: Africana Voyage 112.
description: Here we present processed Conductivity-Temperature-Depth (CTD) discrete data from the upcast collected, between 18 May and 05 June 1993, during the Anchovy Recruitment Survey on the Africana Voyage 112, in the Benguela Current Large Marine Ecosystem (BCLME) region on the west coast of Southern Africa. Neil Brown MK3 and MK4 CTD instruments were used to measure pressure, temperature and conductivity through the water column during research and monitoring cruises between 1983 and 2000.
description: Neil Brown MK3 and MK4 CTD instruments were used to measure pressure, temperature and conductivity through the water column during research and monitoring cruises between 1983 and 2000. Temperature was converted from the IPTS-68 scale to the ITS-90 scale, and salinity was computed from conductivity measurements on the 1978 Practical Salinity Scale, according to UNESCO (1991) algorithms. UNESCO (1993) quality control procedures were applied to the data, and obvious erroneous values resulting from problems including electronic spikes, data collection in air, inadequate flow through the conductivity cell, among others, have been removed. Any additional calibrations or corrections have been specified in each data file, where applicable and available.
DOI: 10.15468/dl.punmeg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pangio elongata)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045427-250827131500795/datasets/export for details.
DOI: 10.60893/figshare.apl.29892335
title: Supplementary Material

description: Additional methods descriptions, figures, and discussions supporting the results in the main text of our work.
DOI: 10.60893/figshare.apl.29892335.v1
title: Supplementary Material

description: Additional methods descriptions, figures, and discussions supporting the results in the main text of our work.
DOI: 10.7910/dvn/906geu
title: Select ICD-9 and ICD-10 code mapping data from the icd R package

description: These R data files were downloaded from the icd R package GitHub page at https://github.com/jackwasey/icd. They link International Classification of Diseases (ICD; 9th and 10th revisions) diagnosis codes to the Agency for Healthcare Research and Quality’s Clinical Classifications Software (CCS) algorithm, enabling interpretable analysis of hospitalization records by grouping ICD codes. &lt;br /&gt;
&lt;br /&gt;
This package is no longer available on CRAN, but this data can be easily loaded into R using: &lt;br /&gt;
remotes::install_github("jackwasey/icd") &lt;br /&gt;
library(icd) &lt;br /&gt;
data("icd9_map_single_ccs") &lt;br /&gt;
data("icd10_map_ccs") &lt;br /&gt;
&lt;br /&gt;
However, data cannot be loaded into secure systems, such as Harvard University Research Computing and Data Services' Regulated Data (ReD) environment, in this way.
DOI: 10.15468/dl.6wj9ck
title: Occurrence Download

description: A dataset containing 632 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus griffithii"
 ]
}

 The dataset includes 632 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045428-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6es8fc
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Flacourtia jangomas",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045429-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exrx5q
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Flacourtia jangomas",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045430-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.apl.29923367
title: Supplementary Material

description: Additional material on the optical doing, the sample structure, the simulations and fitting procedure as well as the 𝐤⋅𝐩 calculation.
DOI: 10.60893/figshare.apl.29923367.v1
title: Supplementary Material

description: Additional material on the optical doing, the sample structure, the simulations and fitting procedure as well as the 𝐤⋅𝐩 calculation.
DOI: 10.60893/figshare.apl.29901704
title: Zero-Field Skyrmion Creation via Surface Acoustic Waves

description: Methods: Experimental details, MOKE image processing, Edge Nucleation method for DMI measurement, Topological Hall measurements, Brillouin Light Scattering, FFT analysis. 
Poisson ratios of the constituent layers of the multilayer; The frequency response measurement (a) transmission: left to right (S12) and right to left (S21) and (b) Reflection: left (S11) and right (S22) with an input power of -10 dBm; The MOKE hysteresis loop before and after annealing of the same heterostructure; A magnetic hysteresis loop using Kerr microscopy shows MOKE images of dimension 92 μm×92 μm at different points along the loop with and without SAW; Number and polarity of skyrmions as a function of applied field, showing the regions of the hysteresis loop where skyrmions are present.; Skyrmion number ∆N as a function of time for different SAW voltages for R→L propagating SAW; The FFT analysis showing the process details; The intensity of FFT signal along k_x and k_y at t=200 s with and without SAW. Log(intensity) variation along the azimuthal direction φ of the FFT with and without SAW; Temperature as a function of time without and with SAW at 2.9 V for SW, L→R, and R→L propagating SAW.
DOI: 10.60893/figshare.apl.29901704.v1
title: Zero-Field Skyrmion Creation via Surface Acoustic Waves

description: Methods: Experimental details, MOKE image processing, Edge Nucleation method for DMI measurement, Topological Hall measurements, Brillouin Light Scattering, FFT analysis. 
Poisson ratios of the constituent layers of the multilayer; The frequency response measurement (a) transmission: left to right (S12) and right to left (S21) and (b) Reflection: left (S11) and right (S22) with an input power of -10 dBm; The MOKE hysteresis loop before and after annealing of the same heterostructure; A magnetic hysteresis loop using Kerr microscopy shows MOKE images of dimension 92 μm×92 μm at different points along the loop with and without SAW; Number and polarity of skyrmions as a function of applied field, showing the regions of the hysteresis loop where skyrmions are present.; Skyrmion number ∆N as a function of time for different SAW voltages for R→L propagating SAW; The FFT analysis showing the process details; The intensity of FFT signal along k_x and k_y at t=200 s with and without SAW. Log(intensity) variation along the azimuthal direction φ of the FFT with and without SAW; Temperature as a function of time without and with SAW at 2.9 V for SW, L→R, and R→L propagating SAW.
DOI: 10.15468/dl.yya86v
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen)",
 "Geometry POLYGON((35.73841 22.17691,37.1554 22.03571,37.46209 22.80025,36.01164 24.96126,34.39876 27.30984,33.60064 28.2868,32.86568 29.5647,32.30883 30.26875,31.90174 29.79075,33.02413 27.24716,34.90645 24.11535,35.73841 22.17691))",
 "HasGeospatialIssue is false",
 "TaxonKey is Conidae"
 ]
}

 The dataset includes 136 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045432-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.apm.30017629
title: Supplementary Material

description: The supplementary material contains further information about the sample growth, device dimensions, measurement setup, more detailed analyses of magnetotransport measurements, and other supporting data.
DOI: 10.60893/figshare.apm.30017629.v1
title: Supplementary Material

description: The supplementary material contains further information about the sample growth, device dimensions, measurement setup, more detailed analyses of magnetotransport measurements, and other supporting data.
DOI: 10.15468/dl.c6efek
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Benthophiloides turcomanus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045436-250827131500795/datasets/export for details.
DOI: 10.15468/dl.qn9tz5
title: Occurrence Download

description: A dataset containing 26718 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ostrinia nubilalis"
 ]
}

 The dataset includes 26718 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045431-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc7hb9b
title: CCDC 223271: Experimental Crystal Structure Determination

description: Related Article: M.B.Hursthouse, T.Gelbrich, M.B.Smith|2003|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.5zzntx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus tremula",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045435-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ek7rrb
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus tremula",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045433-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fb8zht
title: Occurrence Download

description: A dataset containing 20608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus tremula",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20608 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045434-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccyqdkl
title: CCDC 885470: Experimental Crystal Structure Determination

description: Related Article: M.Haddow,G.Owen,M.Slivarichova|2012|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.58119/ulg/dgkhvl
title: Replication Data for: Association between executive functions and COMT Val108/158Met polymorphism among healthy younger and older adults: a preliminary study

description: The Dataset includes behavioral data from 100 participants (55 younger and 45 older). The data were used in a study examining whether genetic polymorphism for catechol-O-methyltransferase (COMT Val158Met) is related to performance on updating, shifting and inhibition tasks during aging. The Dataset is made available to comply with FAIR principles.
DOI: 10.5281/zenodo.17084748
title: Datasets for intrinsic dimension estimation

description: Intrinsic Dimension Estimation Dataset

This repository is dedicated to datasets for testing intrinsic dimension estimators. It contains code for generating datasets and sample datasets in CSV format.

📊 Included Dataset

 




Dataset
Description


Hyper Ball
A dataset sampled from a d-dimensional hyperball.


Hyper Sphere
A dataset sampled from the d-dimensional hypersphere.


Hyper Twin Peaks
Plane with protruding peaks


Swiss Roll with Spheres
A Swiss roll surface combined with a uniform distribution of points from a 3-sphere inside the roll.


Toroidal Spiral
A looped spiral on the surface of a torus


Torus
2-dimensional torus


Lorenz Attractor
Attractor that arises in a simplified system of equations describing the two-dimensional flow of fluid


Hilbert Curve
Points sampled along a space-filling Hilbert curve, illustrating fractal geometry


Dumbbell
Piecewise linear model of a 2-dimensional dumbbell in 3-dimensional space


SO(n)
Special Orthogonal group in dimension n


Benchmark Manifolds
Commonly used benchmark set of synthetic manifolds with known intrinsic dimension described by Hein et al. and Campadelli et al.


MNIST
Handwritten digit images from the MNIST dataset




 

💻 Code

Attached code is a snippet from our  fork of the scikit-dimension repository.

Main Features Added in the Fork

- Sampling Hilbert curve- Sampling torus- Sampling toroidal spiral- Sampling Lorenz attractor- Sampling a piecewise linear model of a 2-dimensional dumbbell- Sampling an arbitrary surface of Revolution- Sampling a special orthogonal group- Ensuring uniform (with respect to the Hausdorff measure) sampling Hyper Twin Peaks - Fetching the MNIST dataset

 

📁 Dataset Format

Each dataset is provided as a `.csv` file. Each row corresponds to a single data point. Information about the intrinsic dimension of presented datasets and parameters used in generation files are stored in json files in the 'parameters' folder.

 

📦 Repository Structure

/<root>├── data/│   └── BenchmarkManifolds/├── README.md├── parameters│   └── BenchmarkManifolds/└── code/

🧪 Credits

Original scikit-dimension code for generating datasets was created by Jonathan Bac. The BenchmarkManifold class has been adapted from the implementation by Mokrov Nikita, Marina Gomtsyan, Maxim Panov, and Yury Yanovich.

The authors of the new features are John Harvey, Ka Man Yim, and James Binnie.

The method for sampling from the Lorenz attractor incorporates code by Christian Hill.

The method for sampling from the Hilbert curve is based on Kyle Finn's javascript code.
DOI: 10.5281/zenodo.17084747
title: Datasets for intrinsic dimension estimation

description: Intrinsic Dimension Estimation Dataset

This repository is dedicated to datasets for testing intrinsic dimension estimators. It contains code for generating datasets and sample datasets in CSV format.

📊 Included Dataset

 




Dataset
Description


Hyper Ball
A dataset sampled from a d-dimensional hyperball.


Hyper Sphere
A dataset sampled from the d-dimensional hypersphere.


Hyper Twin Peaks
Plane with protruding peaks


Swiss Roll with Spheres
A Swiss roll surface combined with a uniform distribution of points from a 3-sphere inside the roll.


Toroidal Spiral
A looped spiral on the surface of a torus


Torus
2-dimensional torus


Lorenz Attractor
Attractor that arises in a simplified system of equations describing the two-dimensional flow of fluid


Hilbert Curve
Points sampled along a space-filling Hilbert curve, illustrating fractal geometry


Dumbbell
Piecewise linear model of a 2-dimensional dumbbell in 3-dimensional space


SO(n)
Special Orthogonal group in dimension n


Benchmark Manifolds
Commonly used benchmark set of synthetic manifolds with known intrinsic dimension described by Hein et al. and Campadelli et al.


MNIST
Handwritten digit images from the MNIST dataset




 

💻 Code

Attached code is a snippet from our  fork of the scikit-dimension repository.

Main Features Added in the Fork

- Sampling Hilbert curve- Sampling torus- Sampling toroidal spiral- Sampling Lorenz attractor- Sampling a piecewise linear model of a 2-dimensional dumbbell- Sampling an arbitrary surface of Revolution- Sampling a special orthogonal group- Ensuring uniform (with respect to the Hausdorff measure) sampling Hyper Twin Peaks - Fetching the MNIST dataset

 

📁 Dataset Format

Each dataset is provided as a `.csv` file. Each row corresponds to a single data point. Information about the intrinsic dimension of presented datasets and parameters used in generation files are stored in json files in the 'parameters' folder.

 

📦 Repository Structure

/<root>├── data/│   └── BenchmarkManifolds/├── README.md├── parameters│   └── BenchmarkManifolds/└── code/

🧪 Credits

Original scikit-dimension code for generating datasets was created by Jonathan Bac. The BenchmarkManifold class has been adapted from the implementation by Mokrov Nikita, Marina Gomtsyan, Maxim Panov, and Yury Yanovich.

The authors of the new features are John Harvey, Ka Man Yim, and James Binnie.

The method for sampling from the Lorenz attractor incorporates code by Christian Hill.

The method for sampling from the Hilbert curve is based on Kyle Finn's javascript code.
DOI: 10.5517/ccdc.csd.cc1mm78r
title: CCDC 1508034: Experimental Crystal Structure Determination

description: Related Article: Peter G. Jones, María-José Fernández, Jose Vicente|2016|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1q8404
title: CCDC 1586735: Experimental Crystal Structure Determination

description: Related Article: Nicholas P. Ruhs, Julia R. Khusnutdinova, Nigam P. Rath, Liviu M. Mirica|2019|Organometallics|38|3834|doi:10.1021/acs.organomet.9b00505
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1q93sx
title: CCDC 1587689: Experimental Crystal Structure Determination

description: Related Article: Guillermo Ahumada|2019|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.