cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5258/soton/d3509
title: Data supporting the publication "Exploring five types of beam shaping using tiled-aperture coherent beam combining"

description: The data is collated in 3 main folders , namely "Code Data", "Figure Data", and "Raw Data"

1. Figure Data

All figures presented in the main manuscript and the supplementary information are provided in the directory:

root/Figure Data/

- Figures in the main manuscript:
 - Stored as "Figure 1.png" to "Figure 6.png".

- Figures in the Supplementary Information:
 - Stored as "Figure S1.png" to "Figure S10.png".


2. Code for Figures

The Python scripts used to generate the figures are provided in:

root/Code Data/

- Scripts for the main manuscript figures:
 - Named "Figure 1.py" to "Figure 6.py".

- Scripts for the Supplementary Information figures:
 - Named "Figure S1.py" to "Figure S10.py".

Note: Some scripts require GPU acceleration via the CuPy library.
Please refer to the CuPy installation guide at:
https://docs.cupy.dev/en/stable/install.html

Important: Each script includes a line such as:
file_dir = ".../Raw Data/Figure X/"

This is a placeholder. Please replace it with the correct path to the corresponding raw data directory on your local system; otherwise, the script will not run correctly.


3. Raw Data

All raw data used to generate the figures are stored under:

root/Raw Data/

- Each subfolder corresponds to a specific figure (e.g., "Figure 1", "Figure S2", etc.).
- Files are typically named based on the z-position at which the data were acquired.

For example:
"1.320.png" indicates that the image was captured at a z-position of 1.320 cm.
DOI: 10.15468/dl.yqqc2h
title: Occurrence Download

description: A dataset containing 20146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Bupleurum ranunculoides"
 ]
}

 The dataset includes 20146 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053670-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpd3fb
title: Occurrence Download

description: A dataset containing 7678 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichostema dichotomum L."
 ]
}

 The dataset includes 7678 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018320-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5c7xxn
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Zeidora A.Adams, 1860"
 ]
}

 The dataset includes 199 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018322-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nf42jd
title: Occurrence Download

description: A dataset containing 1124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is Tanzania, United Republic of",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 1124 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018321-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ga2hf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Peru, Brazil, Colombia, Venezuela (Bolivarian Republic of))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bazzania boliviana (Steph.) Fulford"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018325-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x28u3g
title: Occurrence Download

description: A dataset containing 3902 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum squamatum (L.) Pers."
 ]
}

 The dataset includes 3902 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018324-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c52f7k314
title: MassIVE MSV000095272 - GNPS of Streptomyces sp. B2 isolated from soil
title: Saccharopolyspora spinosa with its spinosyn cluster deleted gene mutant is analyzed through tandem mass spectrometry and it contains a lot of secondary metabolites mainly, macrolides, alkaloids, quinones, peptides, oligosaccharides, and many more.
DOI: 10.15468/dl.5ezbxj
title: Occurrence Download

description: A dataset containing 17011 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum syriacum (Jacq.) Dum.Cours."
 ]
}

 The dataset includes 17011 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018329-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/086omzdjp2w6
title: SnowEx23 Mar22 IOP Snow Depth Measurements, Version 1
DOI: 10.5067/6qd3ujvaby6d
title: SnowEx23 Mar23 IOP Community Snow Depth Measurements, Version 1
DOI: 10.15468/dl.z2vq89
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Colombia, Venezuela (Bolivarian Republic of), Peru, Bolivia (Plurinational State of), Guyana, Ecuador, French Guiana, Brazil)",
 "TaxonKey is Bazzania cuneistipula (Gottsche & Lindenb.) Trevis."
 ]
}

 The dataset includes 77 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018330-240626123714530/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.26218550
title: Data

description: The data consists of variables that assess the relationship between the county-level measure of SDoH and county-level fatal crash counts among geriatric and non-geriatric road users. We pooled data from the Fatality Analysis Reporting System and limited our analyses to the 3,108 contiguous US counties. The outcome measures were county-level fatal crash counts involving (1) geriatric (65 years and older) road users, (2) non-geriatric road users, and (3) the general population. The predictor variable was the Multidimensional Deprivation Index (MDI), a three-level categorical variable defined as: very highly deprived, highly deprived, and average-to-low deprivation.
DOI: 10.6084/m9.figshare.26218550.v1
title: Data

description: The data consists of variables that assess the relationship between the county-level measure of SDoH and county-level fatal crash counts among geriatric and non-geriatric road users. We pooled data from the Fatality Analysis Reporting System and limited our analyses to the 3,108 contiguous US counties. The outcome measures were county-level fatal crash counts involving (1) geriatric (65 years and older) road users, (2) non-geriatric road users, and (3) the general population. The predictor variable was the Multidimensional Deprivation Index (MDI), a three-level categorical variable defined as: very highly deprived, highly deprived, and average-to-low deprivation.
DOI: 10.15468/dl.jb4bju
title: Occurrence Download

description: A dataset containing 6880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is one of (COL.28_2, COL.23_2, COL.7_2, COL.15_2)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pristimantis Jiménez de la Espada, 1870"
 ]
}

 The dataset includes 6880 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018331-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38huh6
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Human Observation, Machine Observation, Observation)",
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fagus lucida Rehder & E.H.Wilson",
 "Year 1000-2024"
 ]
}

 The dataset includes 246 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018332-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drasaz
title: Occurrence Download

description: A dataset listing the 539 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-97.45621 37.53833,-97.14078 37.53833,-97.14078 37.88669,-97.45621 37.88669,-97.45621 37.53833))",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 539 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018323-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvxave
title: Occurrence Download

description: A dataset containing 2627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gypsophila struthium Loefl."
 ]
}

 The dataset includes 2627 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018333-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12701189
title: Supplemental Material: Computational experiments in Computer Science: A bibliometric study

description: This laboratory package contains supplemental material from the study: "Supplemental Material: Computational experiments in Computer Science: A bibliometric study". The supplementary material contains:

1. The .xlsx files of the dataset used to analyze the RQs.

2. The .pdf files of the figures published in the paper.

3. The .xlsx files of the tables published in the paper.
DOI: 10.5281/zenodo.12701188
title: Supplemental Material: Computational experiments in Computer Science: A bibliometric study

description: This laboratory package contains supplemental material from the study: "Supplemental Material: Computational experiments in Computer Science: A bibliometric study". The supplementary material contains:

1. The .xlsx files of the dataset used to analyze the RQs.

2. The .pdf files of the figures published in the paper.

3. The .xlsx files of the tables published in the paper.
DOI: 10.15468/dl.t25wrt
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Teucrium turredanum Losa & Rivas Goday"
 ]
}

 The dataset includes 274 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018334-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8adaxe
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Panama, Trinidad and Tobago, French Guiana, Guyana, Ecuador, Bolivia (Plurinational State of), Venezuela (Bolivarian Republic of), Peru, Brazil, Colombia)",
 "TaxonKey is Bazzania falcata (Lindenb.) Trevis."
 ]
}

 The dataset includes 220 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018335-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hdg7g
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenocereus eruca (Brandegee) A.C.Gibson & K.E.Horak"
 ]
}

 The dataset includes 390 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018336-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebzfcb
title: Occurrence Download

description: A dataset containing 725336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-69.38104 6.12466,-70.23149 5.56064,-71.10556 4.94902,-72.09774 4.57234,-72.61746 4.26615,-73.47514 3.90548,-73.76988 4.17888,-74.05395 3.83647,-73.66335 3.49393,-73.21358 3.08035,-72.57443 2.69025,-72.0418 2.67843,-71.18828 2.71828,-70.78585 3.07291,-69.81529 3.48649,-69.49571 3.6755,-69.06961 3.69913,-68.08721 4.01798,-67.82682 4.01798,-67.80315 4.21867,-67.87416 4.76146,-67.81498 5.22132,-67.6256 5.50414,-67.49541 5.86925,-67.79131 6.29296,-68.45413 6.13999,-69.05778 6.08115,-69.38104 6.12466))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 725336 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018328-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sznte
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Santolina viscosa Lag."
 ]
}

 The dataset includes 499 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018337-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10045886
title: Simulation data of 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'

description: The simulation data of the manuscript 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'.
DOI: 10.5281/zenodo.11541008
title: Simulation data of 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'

description: The simulation data of the manuscript 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'.
DOI: 10.5281/zenodo.8122544
title: Simulation data of 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'

description: The simulation data of the manuscript 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'.
DOI: 10.5281/zenodo.8122545
title: Simulation data of 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'

description: The simulation data of the manuscript 'Effects of Nonmigrating Diurnal Tides on the Na Layer in the Mesosphere and Lower Thermosphere'.
DOI: 10.15468/dl.jekdpr
title: Occurrence Download

description: A dataset containing 31181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coris monspeliensis L."
 ]
}

 The dataset includes 31181 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018338-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssneby
title: Occurrence Download

description: A dataset containing 8910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catasetum tabulare Lindl."
 ]
}

 The dataset includes 8910 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148755-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gst6rc
title: Occurrence Download

description: A dataset containing 23119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "PublishingOrg is 8edbbde0-055e-11d8-b850-b8a03c50a862"
 ]
}

 The dataset includes 23119 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043353-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r68fsw
title: Occurrence Download

description: A dataset containing 2957 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 2957 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194613-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbxs5q
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megachile elongata Smith, 1879"
 ]
}

 The dataset includes 59 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043354-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3ba8y
title: Occurrence Download

description: A dataset containing 5893861 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odonata",
 "Year 1970-2021"
 ]
}

 The dataset includes 5893861 records from 1756 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194593-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13939624
title: Awarded grants from U.S. IMLS Office of Museum Services related to digitization up to fiscal year 2024

description: The dataset was created on October 16 of 2024 using the Awarded Grants database from the U.S. Institute of Museum and Library Services (IMLS) with the following search parameters:



Fiscal Year: Select All

Funding Office: Office of Museum Services

State/City/Institution/Program: Any (default)

Search Term: digitization


n.b. The U.S. federal budget for fiscal year (FY) 2024 runs from October 1, 2023, to September 30, 2024.
DOI: 10.5281/zenodo.13939625
title: Awarded grants from U.S. IMLS Office of Museum Services related to digitization up to fiscal year 2024

description: The dataset was created on October 16 of 2024 using the Awarded Grants database from the U.S. Institute of Museum and Library Services (IMLS) with the following search parameters:



Fiscal Year: Select All

Funding Office: Office of Museum Services

State/City/Institution/Program: Any (default)

Search Term: digitization


n.b. The U.S. federal budget for fiscal year (FY) 2024 runs from October 1, 2023, to September 30, 2024.
DOI: 10.15468/dl.xh4r22
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paphiopedilum argus (Rchb.f.) Stein"
 ]
}

 The dataset includes 77 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017756-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ehnpt
title: Occurrence Download

description: A dataset containing 17674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum virgatum L.",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 17674 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017753-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/htlg35/u6hwwm
title: Daily weather data for Ndiaye (Senegal) from 2013 to 2018.xls
DOI: 10.7910/dvn/htlg35/9wqbmj
title: Dictionary.xls
DOI: 10.17632/tvrmjxptv8.1
title: Metal/Metal oxides

description: Construction of transition metal-based MoNi4/WO₃ heterostructure for enhanced hydrogen evolution reaction
DOI: 10.15468/dl.qpnfp6
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MCME UPLB Museum Plant Collection"
 ]
}

 The dataset includes 268 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017757-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13yrcdu
title: Compilation of Geospatial Data (GIS) for the Mineral Industries of Select Countries in the Indo-Pacific

description: The U.S. Geological Survey (USGS) has compiled a geodatabase containing mineral-related geospatial data for 19 countries of interest in the Indo-Pacific region (area of study): Bangladesh, Bhutan, Brunei, Burma, Fiji, Malaysia, Mongolia, Nauru, New Caledonia, New Zealand, Papua New Guinea, Philippines, Singapore, Solomon Islands, South Korea (Republic of Korea), Sri Lanka, Taiwan, Timor-Leste, and Vietnam. The data can be used in analyses of the extractive fuel and nonfuel mineral industries integral for the successful operation of the mineral industries within the area of study. This geodatabase reflects the USGS ongoing commitment to its mission of understanding the nature and distribution of global mineral commodity supply chains by updating and publishing the georeferenced locations of mineral commodity production and processing facilities, mineral exploration sites, and mineral sites and processing facilities under development for the countries in the area of study. The geodatabase contains data feature classes from USGS, foreign governmental, and open-source sources as follows: (1) mineral production and processing facilities, (2) mineral exploration sites, (3) mineral production and processing facilities under development, (4) undiscovered mineral resource tracts for copper, (5) coal occurrence areas, (6) undiscovered, technically recoverable conventional and continuous hydrocarbon resources (by USGS geologic province), and (7) cumulative production and recoverable conventional resources (by province groups).