cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.256vc9
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Colpoma crispum (Pers.) Sacc.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 41 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315862-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z64jm3
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium reineckei Schltr."
 ]
}

 The dataset includes 11 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020108-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vphnqa
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum capillosum H.Øllg. & Uhlemann"
 ]
}

 The dataset includes 290 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005652-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9czyyj
title: Occurrence Download

description: A dataset containing 841422 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Puerto Rico Long-Term Coral Reef Monitoring Program Database Compilation"
 ]
}

 The dataset includes 841422 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0429644-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnkmm9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mugilogobius nuicocensis Nguyen & Vo, 2005"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0332346-210914110416597/datasets/export for details.
DOI: 10.15468/dl.erbyxh
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.37_1",
 "TaxonKey is Hydrangeaceae"
 ]
}

 The dataset's 6 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118881-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhedpe
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saperda carcharias (Linnaeus, 1758)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370531-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tf2f2h
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium hirsutum Baker"
 ]
}

 The dataset includes 17 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134835-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6s7eg
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptotila ochraceiventris Chapman, 1914"
 ]
}

 The dataset includes 891 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370545-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xph47x
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Moniliophthora roreri (Cif.) H.C.Evans, Stalpers, Samson & Benny",
 "TaxonKey is Moniliophthora roreri var. gileri H.C.Evans"
 ]
}

 The dataset includes 153 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0386709-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45kdhp
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Material citation, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bolitoglossa robusta (Cope, 1894)"
 ]
}

 The dataset includes 57 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000895-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bngz2
title: Occurrence Download

description: A dataset containing 2533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates",
 "Issue is Recorded date invalid",
 "Issue is Collection match none",
 "Issue is Institution match fuzzy",
 "Issue is Institution match none",
 "Issue is Occurrence status inferred from individual count"
 ]
 },
 "TaxonKey is Hylotrupes bajulus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2533 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0386695-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btw6z8
title: Occurrence Download

description: A dataset containing 2006 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xenospiza baileyi Bangs, 1931"
 ]
}

 The dataset includes 2006 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011590-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nktnqy
title: Occurrence Download

description: A dataset containing 113917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coleroa circinans (Fr.) G.Winter, Colias croceus (Geoffroy, 1785))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 113917 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315847-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnrbdh
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium galapagense Ravenna"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134810-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brtt2v
title: Occurrence Download

description: A dataset containing 31338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptotila cassinii Lawrence, 1867"
 ]
}

 The dataset includes 31338 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370533-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fav6u8
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schwackaea cupheoides (Benth.) Cogn."
 ]
}

 The dataset includes 568 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118874-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqanq2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolytochelus multistriatus Reitter, 1913",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370536-210914110416597/datasets/export for details.
DOI: 10.15468/dl.rquj5n
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium elmeri Greene"
 ]
}

 The dataset includes 152 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134782-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nedeqp
title: Occurrence Download

description: A dataset containing 916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolytus multistriatus (T.Marsham, 1802)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 916 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370551-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7s7p7
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petrolisthes lamarckii (Leach, 1820)"
 ]
}

 The dataset includes 602 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134790-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cywve
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vermivora luciae (J.G.Cooper, 1861)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370537-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdryup
title: Occurrence Download

description: A dataset containing 930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stenocercus guentheri (Boulenger, 1885)"
 ]
}

 The dataset includes 930 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134808-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aamkdb
title: Occurrence Download

description: A dataset listing the 293 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.73349 28.71002,-108.56008 28.61292,-108.15777 28.97014,-108.02945 29.04297,-107.93234 29.16435,-107.86298 29.17823,-108.00708 29.81519,-109.08377 29.5944,-108.94157 29.2684,-108.19245 29.55625,-108.11269 29.421,-108.73349 28.71002))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset's 293 records were derived from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042736-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dv28cg
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenocercus guentheri (Boulenger, 1885)"
 ]
}

 The dataset includes 1134 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134807-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz6v88
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thymus linearis Benth.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 363 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259942-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwmewh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thymelaea microphylla Coss. & Durieu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259948-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4uc62
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenocercus guentheri (Boulenger, 1885)"
 ]
}

 The dataset includes 1134 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134815-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/5155
title: tajik-wikipedia-corpus
DOI: 10.5281/zenodo.14533761
title: Dataset for Antenna Array Pattern with Sidelobe Level Control Using Deep Learning

description: This dataset contains simulation results (output data) from various amplitude and phase configurations applied to an 8-element linear antenna array. Each row represents a unique combination of amplitude and phase settings, followed by the resulting array factor (AF) calculated across angles from 0° to 180°.

Structure of the CSV File

Total Columns: 197

Columns 1–8: Amplitudes (A₁, A₂, …, A₈)





Represent the amplitude weights applied to each antenna element.




Amplitude values range from 0 to 1 in increments of 0.02.




Higher amplitude values indicate greater contribution from the corresponding antenna element to the total radiated signal.




An amplitude of 0 means the antenna element is effectively turned "off".



Columns 9–16: Phases (ϕ₁, ϕ₂, …, ϕ₈)





Represent the phase shifts applied to each antenna element, expressed in radians.




Phase values range from −90° to +90° in increments of 2°, converted to radians.




Phases determine how each antenna element’s signal is shifted, effectively steering the beam direction.



Columns 17–197: Array Factor (AF)





Each row contains 181 values representing the computed array factor across angles 0° to 180° (at 1° increments).




The AF describes the spatial radiation pattern resulting from the combined amplitude and phase settings of the 8-element array.




These values can be further processed (e.g., converted to magnitude or dB scale) for detailed analysis.



How to Use the Data

To use this dataset effectively and efficiently, follow these three basic steps.





Load: Load the CSV file into your preferred analytical environment (e.g., Python, MATLAB, R).




Extract: Columns 1–8 for amplitudes  |  Columns 9–16 for phases  |  Columns 17–197 for array factor / radiation patterns.




Analyze:





Evaluate how different amplitude and phase combinations affect the antenna array’s radiation pattern.




Perform conversions as needed (e.g., magnitude or decibel scale).




Utilize the data as input or output for machine learning and optimization tasks, such as predicting radiation patterns or optimizing array configurations.





Potential Applications





Antenna Array Design:





Explore the influence of amplitude tapering and phase shifts on beamforming and radiation patterns.






Machine Learning and Optimization:





Serve as a comprehensive training dataset for algorithms designed to optimize antenna element settings to meet desired radiation characteristics.





Citation

If you find this dataset useful for your research or projects, please cite it appropriately:

https://doi.org/10.5281/zenodo.14533762

 
description: The amplitudes follow a tapering pattern, often setting middle elements closer to 1 to strengthen the main beam while tapering edge elements.




Phases transition from negative to positive values to allow effective beam steering across the broadside.




The amplitude and phase ranges are specifically chosen to cover realistic and practical configurations commonly encountered in antenna array design.
DOI: 10.5281/zenodo.15224580
title: A HS Dataset Collected at Strathclyde University

description: Note: This dataset was captured by UG EEE students at the University of Strathclyde. 

Overview

This dataset contains 26 uncalibrated hyperspectral images captured at Strathclyde University. Each image is provided with hyperspectral and annotation data. Seven material classes have been used to label the dataset: artificial, rock, sky, soil, water, wood, vegetation.

For each sample, the following files are included:





image.npy – a NumPy array containing the hyperspectral data with shape (800, 800, 600).




image.json – annotations created using LabelMe, describing object masks and regions of interest.




baslerPIA1600_calibration.txt – a text file containing the wavelengths corresponding to each of the 600 spectral bands captured by the camera. These values are crucial for interpreting the spectral dimension of the data.



Convert JSON to Annotated Image

You can convert the `.json` annotations into masks and visualisations using the LabelMe tools. 

Install labelme if you haven't:pip install labelme

Run the following command inside a sample directory:

    labelme_json_to_dataset image.json

This will generate a folder image_json/ containing:





label.png – a PNG mask of labels




label_viz.png – a visual representation of the annotation




label_names.txt – list of class labels