cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5258/soton/d3519
title: Data for thesis titled: 'Additively Manufactured Porous Metamaterials: An Investigation of Mechanical Behaviour and the Effects of Geometry Variations within Uniform and Stochastic Lattices'

description: Data to support thesis including mechanical test data (compression tests, nanoindentation data), image analysis (height maps collected using Alicona, strut diameters on microscope) and relative density data (collected using mass and overall dimensions).

This dataset contains:
Data.xlsx: Sheet which contains the sheet name and corresponding figure/table numbers and sheets with the data that can be used to recreate the figures/tables
Sheets are organised by the data type/test, SD means standard deviation.

Height_Maps_Figs 3.4, 4.8, 4.9, 4.11, 5.8, 5.9.zip: Raw data of height distortion data taken from Alicona profilometer including image files created, both pre and post post-processsing. 
.txt files contain the information regarding data acquisition and the .xyz files contain the height data. Both can be viewed as a note file.
height maps saved as .png files with the naming convention: strutdiameterbeforedecimal_strutdiameterafterdecimal_repeatnumber_.png. 
Files with BCC_C or BCCz_C are continously graded, BCC_R or BCCz_R are randomly graded with a disorder of 0.8, BCC_R or BCCz_R04 are randomly graded with a disorder of 0.4 and Both_R are a mixed of BCC and BCCz, randomly graded with a disorder of 0.8.

Stress_Strain_Plots.zip: MATLAB figure files with all the stress strain plots. Data can be extracted from each figure files to run own analysis. Will need MATLAB to open.
The zip file is divided into 2 folders, Uniform (Chapters 3 and 4) and Graded (Chapter 5).

Stress_Strain_Data_All.csv: CSV file (can be opened in excel) with all processed stress strain data (arranged by sample as given in first row). Strain in % and stress in MPa.
DOI: 10.15468/dl.98vn8w
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Haloxylon persicum Bunge"
 ]
}

 The dataset includes 69 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043240-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15495084
title: Repository: Abundant non-mare components in the Chang'e 6 lunar regolith: constraints from plagioclase fragments and impact glasses

description: This repository contains all geochemical data (Supplementary Tables S1-S2) generated in the paper "Abundant non-mare components in the Chang’e 6 lunar regolith: constraints from plagioclase fragments and impact glasses".

Supplementary Tables.

Table S1. Size parameters, major-, and trace-element compositions of plagioclase fragments in CE-6 regolith and plagioclase phenocrysts in basalt clasts.

Table S2. Size parameters, major-, and trace-element compositions of homogeneous impact glasses in CE-6 regolith.
DOI: 10.15468/dl.fnaapg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craticula halophila (Grunow) D.G.Mann, 1990",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043241-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29314787
title: Supporting information for Qiao's manuscript.(GRL)

description: This information is suppored for Manuscript writen by Qiao et al.
DOI: 10.6084/m9.figshare.29314787.v1
title: Supporting information for Qiao's manuscript.(GRL)

description: This information is suppored for Manuscript writen by Qiao et al.
DOI: 10.15468/dl.aj7wrp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton stuhlmannii Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043242-250525065834625/datasets/export for details.
DOI: 10.15468/dl.q2hmaf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craticula halophila (Grunow) D.G.Mann, 1990",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043243-250525065834625/datasets/export for details.
DOI: 10.17045/sthlmuni.27940407
title: Fig. 3j | Cholinergic markers in the in-vitro derived motor neurons

description: This item is part of the <b>Figshare Project</b>:<br><b>Early mitochondrial dysfunction revealed across FUS- and TARDBP-ALS at single cell resolution</b><br>From <i>Data Availability Statement</i> for the paper in <i>Nature Communications</i> entitled:<b>Single-cell RNA sequencing reveals early mitochondrial dysfunction unique to motor neurons shared across FUS- and TARDBP-ALS</b>"We have deposited all raw and processed RNA sequencing data generated in this study on the NCBI Gene Expression Omnibus (GEO) under the accession number GSE226482. The <i>C9orf72</i>-ALS bulk RNA sequencing data was retrieved directly from the authors of the study.[Items under this Figshare Project contain:] "Scans of fluorescent western blots, raw imaging files from confocal microscopy, the analysis files from Opera Phenix, qPCR data sets, and Seahorse assay result files."--------------------------------------------[Item specific description:]Confocal immunofluorescence microscopy in in-vitro derived ALS mutant motor neurons with cholinergic marker and motor neuron markers.Information about the file format CZI can be found here: https://www.zeiss.com/microscopy/en/products/software/zeiss-zen/czi-image-file-format.html
DOI: 10.17045/sthlmuni.27940407.v1
title: Fig. 3j | Cholinergic markers in the in-vitro derived motor neurons

description: This item is part of the <b>Figshare Project</b>:<br><b>Early mitochondrial dysfunction revealed across FUS- and TARDBP-ALS at single cell resolution</b><br>From <i>Data Availability Statement</i> for the paper in <i>Nature Communications</i> entitled:<b>Single-cell RNA sequencing reveals early mitochondrial dysfunction unique to motor neurons shared across FUS- and TARDBP-ALS</b>"We have deposited all raw and processed RNA sequencing data generated in this study on the NCBI Gene Expression Omnibus (GEO) under the accession number GSE226482. The <i>C9orf72</i>-ALS bulk RNA sequencing data was retrieved directly from the authors of the study.[Items under this Figshare Project contain:] "Scans of fluorescent western blots, raw imaging files from confocal microscopy, the analysis files from Opera Phenix, qPCR data sets, and Seahorse assay result files."--------------------------------------------[Item specific description:]Confocal immunofluorescence microscopy in in-vitro derived ALS mutant motor neurons with cholinergic marker and motor neuron markers.Information about the file format CZI can be found here: https://www.zeiss.com/microscopy/en/products/software/zeiss-zen/czi-image-file-format.html
DOI: 10.15468/dl.me4wtf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton stuhlmannii Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043244-250525065834625/datasets/export for details.
DOI: 10.15468/dl.czb256
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craticula halophila (Grunow) D.G.Mann, 1990",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043246-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qby4tx
title: Occurrence Download

description: A dataset containing 37152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reseda phyteuma L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37152 records from 555 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043245-250525065834625/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.29312000
title: Effect of atmospheric turbulence anisoplanatism toward LEO satellite-to-ground laser communications link

description: Low Earth Orbit (LEO) satellite-to-ground laser communications (SGLC) link experience continuous variation in both the propagation paths and the atmospheric turbulence due to the satellite's orbital motion. This paper presents an Atmospheric Turbulence Measurement System (ATMS) capable of simultaneously monitoring multiple optical paths to characterize turbulence parameters and validate anisoplanatism effects. The system evaluates atmospheric turbulence by analyzing both scintillation in light intensity and centroid drift in stellar speckle images. To enhance the accuracy of centroid positioning, a sub-pixel interpolation algorithm based on Zernike moments is proposed, further enhanced through a gray-gradient-weighted refinement strategy. Experimental results from LEO-SGLC scenarios indicate that single-path measurements consistent with the expected statistical properties of atmospheric turbulence. However, low correlation coefficients between different measurement paths were 0.0151 and 0.1667 respectively, demonstrate significant anisoplanatism. These findings underscore the critical role of multi-path observations in identifying minute scale optimal communication windows, thereby enhancing the stability and reliability of LEO-SGLC link.
DOI: 10.6084/m9.figshare.29312000.v1
title: Effect of atmospheric turbulence anisoplanatism toward LEO satellite-to-ground laser communications link

description: Low Earth Orbit (LEO) satellite-to-ground laser communications (SGLC) link experience continuous variation in both the propagation paths and the atmospheric turbulence due to the satellite's orbital motion. This paper presents an Atmospheric Turbulence Measurement System (ATMS) capable of simultaneously monitoring multiple optical paths to characterize turbulence parameters and validate anisoplanatism effects. The system evaluates atmospheric turbulence by analyzing both scintillation in light intensity and centroid drift in stellar speckle images. To enhance the accuracy of centroid positioning, a sub-pixel interpolation algorithm based on Zernike moments is proposed, further enhanced through a gray-gradient-weighted refinement strategy. Experimental results from LEO-SGLC scenarios indicate that single-path measurements consistent with the expected statistical properties of atmospheric turbulence. However, low correlation coefficients between different measurement paths were 0.0151 and 0.1667 respectively, demonstrate significant anisoplanatism. These findings underscore the critical role of multi-path observations in identifying minute scale optimal communication windows, thereby enhancing the stability and reliability of LEO-SGLC link.
DOI: 10.4121/1ad5f239-5c41-4870-890a-91a2fa1b6653
title: Data underlying the publication: Experimental validation of boson sampling using detector binning

description: This repository contains the experimental data and processing scripts used in our boson sampling experiment, as presented in the paper **"Experimental Validation of Boson Sampling Using Detector Binning"**. The dataset includes raw measurements, pre-processed data, and analysis scripts to facilitate reproduction and further study. Additionally, it provides tools to visualize and customize the figures presented in our accompanying physics paper.<br>
DOI: 10.4121/1ad5f239-5c41-4870-890a-91a2fa1b6653.v1
title: Data underlying the publication: Experimental validation of boson sampling using detector binning

description: This repository contains the experimental data and processing scripts used in our boson sampling experiment, as presented in the paper **"Experimental Validation of Boson Sampling Using Detector Binning"**. The dataset includes raw measurements, pre-processed data, and analysis scripts to facilitate reproduction and further study. Additionally, it provides tools to visualize and customize the figures presented in our accompanying physics paper.<br>
DOI: 10.15468/dl.fz9m4b
title: Occurrence Download

description: A dataset containing 1415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Elephas maximus Linnaeus, 1758",
 "Year 2015-2025"
 ]
}

 The dataset includes 1415 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043247-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqmr3j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton stuhlmannii Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043248-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ernf5z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craticula halophila (Grunow) D.G.Mann, 1990",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043249-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29301419
title: MATH_code : False Data Injection Attack Detection in Smart Grids based on Reservoir Computing

description: <b>1_matlab_data_generation/</b><br>MATLAB scripts used to generate the synthetic datasets based on the IEEE 57-bus system. These scripts simulate clean power flow measurements and apply targeted FDIA manipulations to create labeled datasets for training and evaluation.<b>2_familiarize_with_models.ipynb</b><br>A preliminary notebook used to explore and understand the behavior and structure of various machine learning models in the context of FDIA detection.<b>3_literature_analysis_and_mapping.ipynb</b><br>Contains the Python code used for executing the systematic mapping study (SMS), including automated processing of literature data and thematic clustering.<b>4_final_models_pipeline.ipynb</b><br>The final implementation pipeline that loads the data, applies preprocessing and encoding (e.g., latency or ISI), trains the detection models, and stores performance metrics.<b>5_statistical_analysis.ipynb</b><br>Jupyter notebook that conducts the full statistical evaluation of all trained models, including hypothesis testing (Shapiro-Wilk, Friedman, Wilcoxon) and visualization of key performance metrics.<b>datasets_and_case/</b><br>Directory containing all 21 generated datasets (plus the base case). These include manipulated datasets with varying attack intensities and compromised meter counts.<b>literature_data/</b><br>CSV and text exports of the literature search results from scientific databases, used as the basis for the systematic mapping study.<br>rc_all_models_final_results.csv
DOI: 10.6084/m9.figshare.29301419.v1
title: MATH_code : False Data Injection Attack Detection in Smart Grids based on Reservoir Computing

description: <b>1_matlab_data_generation/</b><br>MATLAB scripts used to generate the synthetic datasets based on the IEEE 57-bus system. These scripts simulate clean power flow measurements and apply targeted FDIA manipulations to create labeled datasets for training and evaluation.<b>2_familiarize_with_models.ipynb</b><br>A preliminary notebook used to explore and understand the behavior and structure of various machine learning models in the context of FDIA detection.<b>3_literature_analysis_and_mapping.ipynb</b><br>Contains the Python code used for executing the systematic mapping study (SMS), including automated processing of literature data and thematic clustering.<b>4_final_models_pipeline.ipynb</b><br>The final implementation pipeline that loads the data, applies preprocessing and encoding (e.g., latency or ISI), trains the detection models, and stores performance metrics.<b>5_statistical_analysis.ipynb</b><br>Jupyter notebook that conducts the full statistical evaluation of all trained models, including hypothesis testing (Shapiro-Wilk, Friedman, Wilcoxon) and visualization of key performance metrics.<b>datasets_and_case/</b><br>Directory containing all 21 generated datasets (plus the base case). These include manipulated datasets with varying attack intensities and compromised meter counts.<b>literature_data/</b><br>CSV and text exports of the literature search results from scientific databases, used as the basis for the systematic mapping study.<br>rc_all_models_final_results.csv
DOI: 10.15468/dl.3txnru
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton stuhlmannii Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043250-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ywpgcc
title: Occurrence Download

description: A dataset containing 135798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juncus acutiflorus Ehrh. ex Hoffm.",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 135798 records from 502 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043239-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htndxa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craticula halophila (Grunow) D.G.Mann, 1990",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043251-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.11472536
title: A dataset of laymen olfactory perception for 74 monomolecular odors

description: The molecular structure of an odor determines whether and how it is perceived by humans. However, the principles of how  odorant chemistry links to perceptual patterns remain largely unknown and are primarily studied using odor rating datasets from highly trained olfactory experts, such as perfumers. This limits our knowledge of typical odor perception and its variability over individuals. We provide a dataset featuring free descriptions, evaluative ratings, and qualitative labels for 74 chemically diverse mono-molecular odors, rated by a large sample of young adults. A total of 1,227 participants described and rated the odors, and completed questionnaires covering their demographic background, personality traits, and the role of olfaction in their daily lives. The dataset offers a valuable foundation for research aimed at understanding the fundamentals of olfactory perception.