cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u8y882
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeschynomene indica L.",
 "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/0046711-250525065834625/datasets/export for details.
DOI: 10.15468/dl.fuaxb9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeschynomene indica L.",
 "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/0046712-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15210985
title: 5G-NR TDL Channel Dataset for Deep Learning

description: he dataset was generated using the MATLAB Data Synthesis for Channel Estimation in fifth-generation (5G) code (DL_Matlab_5G-NR) . A summary of the parameters used to generate the dataset, such as the type of physical channel (e.g., Physical Downlink Shared Channel (PDSCH)), central frequency, Subcarrier Spacing (SCS), Cyclic Prefix (CP) type, number of RBs, code rate, and modulation, among others, is provided in this paper .Compared to the original code, some minor modifications were made. Specifically, the SNR values ranged between 0 and 20dB, instead of 0 to 10 dB, and we generated 1024 samples for each SNR value, resulting in a total of 11,264 samples (11SNR values × 1024 samples per value), with a split of 70% for training, 15% for validation, and 15% for testing. The truelabels are generated by assuming full CSI, while the model inputs are of two types: LS estimates on the pilot symbols, forHELENA and LSiDNN, and LI after the initial LS estimates, as utilized in ChannelNet, EDSR, AttRNet, and CEViT.
DOI: 10.5281/zenodo.15210986
title: 5G-NR TDL Channel Dataset for Deep Learning

description: he dataset was generated using the MATLAB Data Synthesis for Channel Estimation in fifth-generation (5G) code (DL_Matlab_5G-NR) . A summary of the parameters used to generate the dataset, such as the type of physical channel (e.g., Physical Downlink Shared Channel (PDSCH)), central frequency, Subcarrier Spacing (SCS), Cyclic Prefix (CP) type, number of RBs, code rate, and modulation, among others, is provided in this paper .Compared to the original code, some minor modifications were made. Specifically, the SNR values ranged between 0 and 20dB, instead of 0 to 10 dB, and we generated 1024 samples for each SNR value, resulting in a total of 11,264 samples (11SNR values × 1024 samples per value), with a split of 70% for training, 15% for validation, and 15% for testing. The truelabels are generated by assuming full CSI, while the model inputs are of two types: LS estimates on the pilot symbols, forHELENA and LSiDNN, and LI after the initial LS estimates, as utilized in ChannelNet, EDSR, AttRNet, and CEViT.
DOI: 10.5281/zenodo.15665333
title: 521_acholi_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15665332
title: 521_acholi_interior_robinson_crusoe.docx
DOI: 10.15468/dl.xa5ftn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis tenuissima (Nees) Kunth",
 "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 ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046713-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15665338
title: Responden Data

description: Data respondent fro research
DOI: 10.5281/zenodo.15665339
title: Responden Data

description: Data respondent fro research
DOI: 10.21227/y6ag-t181
title: "Microscopic dimensional analysis of the silhouette of automotive parts"

description: "Consistent quality inspection of manufactured parts remains a key challenge in automotive production. Thisdaataset presents a real-time data system that integrates embedded digital microscopy with a digital twin operationalmodel. The system improves human-machine collaboration, following Industry 5.0 principles. It uses AI computer visionto detect asymmetries caused by machining and to identify surface contamination through feature-based image analysis."
DOI: 10.15468/dl.wssd2p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis tenuissima (Nees) Kunth",
 "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 ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046714-250525065834625/datasets/export for details.
DOI: 10.15468/dl.q8t7zb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis tenuissima (Nees) Kunth",
 "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 ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046716-250525065834625/datasets/export for details.
DOI: 10.15468/dl.dmjfuy
title: Occurrence Download

description: A dataset containing 6139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera frugiperda J.E.Smith, 1797",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 5000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Machine Observation, Unknown evidence)"
 ]
 }
 }
 ]
}

 The dataset includes 6139 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046715-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mpm7f
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis tenuissima (Nees) Kunth",
 "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 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046717-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15664511
title: Digital Image-Based Characterization of Particle Size and Shape Distribution in Industrial Hemp Shives

description: This dataset contains original and processed images of industrial hemp shives intended for quantitative analysis of particle size and shape using image analysis techniques. The images were acquired using flatbed scanning and subsequently processed in ImageJ to produce binarized and labeled versions. In total, 99 samples are included, covering three particle size ranges (2–4 mm, >4 mm, and a 50/50 mix of both).

The dataset consists of:

- **Raw scans** (`/Hemp_Shives_Scans`): high-resolution PNG images of loose hemp shives- **Binary images** (`/Binary_Images`): thresholded versions used for particle segmentation- **Labeled particle images** (`/Labelled_Particles_Images`): images with particle IDs drawn by ImageJ- **Summary_of_Results.xlsx**: spreadsheet containing particle count and geometric descriptors per sample (area, perimeter, Feret diameters)

Each sample represents one of the following sieve groups:- `S1_2-4` to `S33_2-4`: particles retained between 2 mm and 4 mm sieves- `S34_4` to `S66_4`: particles retained on a 4 mm sieve- `S67_50-50` to `S99_50-50`: a 50/50 mix of the above two fractions

### Use cases:This dataset is intended for use in:- Training and validation of image-based particle analysis algorithms- Research on bio-based construction materials- Morphological analysis of lignocellulosic aggregates

All data were processed using ImageJ (version 1.54p). Manual thresholding and “Analyze Particles” functions were applied with filtering by size and circularity. Full processing parameters are available upon request.

**License:** CC BY-NC 4.0 – non-commercial academic use only. Redistribution and adaptation are permitted with proper citation.

If you use this dataset, please cite:Piątkiewicz W., Narloch P., Anysz H., Wółczyńska Z., Mańczak J. (2025). *Size and Shape Distribution of Hemp Shives Based on Image Analysis*. Warsaw University of Technology. DOI: 10.5281/zenodo.15664512
description: This dataset supports a series of upcoming research publications focused on the material properties of hemp-lime composites. The data include image-based particle geometry analysis of industrial hemp shives, which serve as bio-aggregates in composite formulations. The dataset enables reproducible analysis of particle size and shape distributions and is intended for use in physical modeling, thermal simulations, and mechanical testing of hemp-based building materials.
DOI: 10.5281/zenodo.15664512
title: Digital Image-Based Characterization of Particle Size and Shape Distribution in Industrial Hemp Shives

description: This dataset contains original and processed images of industrial hemp shives intended for quantitative analysis of particle size and shape using image analysis techniques. The images were acquired using flatbed scanning and subsequently processed in ImageJ to produce binarized and labeled versions. In total, 99 samples are included, covering three particle size ranges (2–4 mm, >4 mm, and a 50/50 mix of both).

The dataset consists of:

- **Raw scans** (`/Hemp_Shives_Scans`): high-resolution PNG images of loose hemp shives- **Binary images** (`/Binary_Images`): thresholded versions used for particle segmentation- **Labeled particle images** (`/Labelled_Particles_Images`): images with particle IDs drawn by ImageJ- **Summary_of_Results.xlsx**: spreadsheet containing particle count and geometric descriptors per sample (area, perimeter, Feret diameters)

Each sample represents one of the following sieve groups:- `S1_2-4` to `S33_2-4`: particles retained between 2 mm and 4 mm sieves- `S34_4` to `S66_4`: particles retained on a 4 mm sieve- `S67_50-50` to `S99_50-50`: a 50/50 mix of the above two fractions

### Use cases:This dataset is intended for use in:- Training and validation of image-based particle analysis algorithms- Research on bio-based construction materials- Morphological analysis of lignocellulosic aggregates

All data were processed using ImageJ (version 1.54p). Manual thresholding and “Analyze Particles” functions were applied with filtering by size and circularity. Full processing parameters are available upon request.

**License:** CC BY-NC 4.0 – non-commercial academic use only. Redistribution and adaptation are permitted with proper citation.

If you use this dataset, please cite:Piątkiewicz W., Narloch P., Anysz H., Wółczyńska Z., Mańczak J. (2025). *Size and Shape Distribution of Hemp Shives Based on Image Analysis*. Warsaw University of Technology. DOI: 10.5281/zenodo.15664512
description: This dataset supports a series of upcoming research publications focused on the material properties of hemp-lime composites. The data include image-based particle geometry analysis of industrial hemp shives, which serve as bio-aggregates in composite formulations. The dataset enables reproducible analysis of particle size and shape distributions and is intended for use in physical modeling, thermal simulations, and mechanical testing of hemp-based building materials.
DOI: 10.15468/dl.eu9zst
title: Occurrence Download

description: A dataset containing 1127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Geophis Wagler, 1830",
 "Year 1960-2025"
 ]
}

 The dataset includes 1127 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046718-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.05zyty
title: Occurrence Download

description: A dataset containing 5428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is April",
 "TaxonKey is Vanessa cardui (Linnaeus, 1758)"
 ]
}

 The dataset includes 5428 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008010-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxpyux
title: Occurrence Download

description: A dataset containing 2640 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phenology and biological traits of migrating river lamprey sampled by electrofishing in the Oir river (France)."
 ]
}

 The dataset includes 2640 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006042-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bhnie
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.02429 13.48718,-83.97571 13.48718,-83.97571 25.51282,-114.02429 25.51282,-114.02429 13.48718))",
 "HasCoordinate is true",
 "TaxonKey is Pachycereus weberi (J.M.Coult.) Backeb.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 209 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010628-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63hff3
title: Occurrence Download

description: A dataset containing 966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Arundo donax L."
 ]
}

 The dataset includes 966 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275352-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8feg5
title: Occurrence Download

description: A dataset containing 1420 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is National Lamprey Survey of Scotland (2003-2005)"
 ]
}

 The dataset includes 1420 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006004-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88w3j6
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon creaseri Hartweg, 1934"
 ]
}

 The dataset includes 172 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014837-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ni1uag
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-128.03931 -24.62742,-14.96069 -24.62742,-14.96069 20.62742,-128.03931 20.62742,-128.03931 -24.62742))",
 "HasCoordinate is true",
 "TaxonKey is Pseudobombax septenatum (Jacq.) Dugand",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 375 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010632-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd9zsu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conophthorus radiatae Hopkins, 1915",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0393625-210914110416597/datasets/export for details.
DOI: 10.15468/dl.ajrsu9
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006031-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uff1c4
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-126.00280 12.89340,-72.99720 12.89340,-72.99720 34.10660,-126.00280 34.10660,-126.00280 12.89340))",
 "HasCoordinate is true",
 "TaxonKey is Stenocereus stellatus (Pfeiff.) Riccob.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 280 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010638-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs5usq
title: Occurrence Download

description: A dataset containing 1814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anser cygnoides (Linnaeus, 1758)",
 "Year 2011-2018"
 ]
}

 The dataset includes 1814 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238369-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tschbk
title: Occurrence Download

description: A dataset containing 22124 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Peru",
 "Country is Ecuador",
 "Country is Bolivia (Plurinational State of)",
 "Country is Colombia",
 "Country is Canada",
 "Country is Argentina",
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Chile"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Dalea L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22124 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010637-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq2sud
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odontarrhena fallacina (Hausskn.) Španiel, Al-Shehbaz, D.A.German & Marhold",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001654-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gjeqz
title: Occurrence Download

description: A dataset containing 2275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Calycobolus Willd. ex Schult."
 ]
}

 The dataset includes 2275 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238379-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8ulle
title: Occurrence Download

description: A dataset containing 311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus polystictus (Cope, 1865)"
 ]
}

 The dataset includes 311 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022021-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.er5pms
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001655-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.