cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11531777
title: Severe Weather Archive of the Philippines (2010~Present)

description: Severe Weather Archive of the Philippines (SWAP) is a project that archives the severe weather events focused on Tornadoes, Hails, and Waterspouts with its underlying information within the Philippine Archipelago from 2010 to Present, may extend prior to 2010. Given the lack of severe weather research in the country, most of these data were obtained and compiled from various sources; mainly from news reports/records and their photographic and videographic evidences, eyewitness accounts, including a recent and formal/undergraduate case study by Capuli (2024) on a tornadic event. 

The goal of this project is to map the locations and time of these hazardous weather events, although researching youtube, wikipedia, or any other social media platforms for these information can be difficult for rare or older events, hence sparce. While there is no official source for such data and information in the country, this project through its severe weather documentation hopes to serve as a key starting point on such research field and historical record within the area of interest. Thus, accessible to researchers, policymakers, and the general public.

Furthermore, while the meteorological data can exist and so do the severe weather reports, bouncing back and forth between these two datasets or attempting to unearth evidence of climate links and evolution is a largely manual and tumultuous process. 

In future versions, we are hoping to perform rigorous quality control on these records by attempting to review and verify radar reflectivity and radial velocity scans (assumming availability) and include their respective proximity sounding/vertical profile.
description: No. of Severe Weather Events: 150*






Before 2010



2010



2011



2012



2013



2014



2015



2016



2017



2018



2019



2020



2021



2022



2023



2024



2025





3



1



7



3



8



4



8



6



10



7



11



11



15



33



13



10



-





*As of June 3, 2024. Past years/events with supporting evidences are difficult to scour/dig around. 

If you use this dataset/archive, kindly cite the following;

Capuli, G. (2024). Severe Weather Archive of the Philippines (2010~Present) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.11236890

You can contact me through this form: SWAP Contact Form
description: Next update/version can or will feature:





Project Logo




Geographic distribution of each severe weather events compiled in this project.




Improvements to the coordinates of the events. 




Additional severe weather events.
DOI: 10.5281/zenodo.15036308
title: Willingness of communities to pay for ecosystem services from bats within the Mount Elgon Biosphere Reserve, Uganda

description: This is a dataset collected on willingness to pay for ecosystem services in Mount Elgon areas of Uganda. The unit of data collection was household.
DOI: 10.5281/zenodo.15036309
title: Willingness of communities to pay for ecosystem services from bats within the Mount Elgon Biosphere Reserve, Uganda

description: This is a dataset collected on willingness to pay for ecosystem services in Mount Elgon areas of Uganda. The unit of data collection was household.
DOI: 10.15468/dl.j7awzc
title: Occurrence Download

description: A dataset listing the 11 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((0 53.1,0.1 53.1,0.1 53.2,0 53.2,0 53.1))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 11 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011218-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uwa9a
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthicus crinitus La Ferté-Sénectère, 1849",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011223-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qufq5m
title: Occurrence Download

description: A dataset listing the 114 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-0.3 51.5,-0.2 51.5,-0.2 51.6,-0.3 51.6,-0.3 51.5))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 114 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011220-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fg4hve
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colopterus posticus (Erichson, 1889)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 168 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011227-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3bn5x
title: Occurrence Download

description: A dataset containing 1882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "DatasetKey is one of (Colección de Herpetología del Instituto de Ciencias Naturales (ICN-MHN-Her), Colección Herpetológica (Anfibios) del Museo de Historia Natural de la Universidad Industrial de Santander, Colección de anfibios - Museo de Herpetología de la Universidad de Antioquia, Colección de anfibios y reptiles, Universidad del Valle (Colección UV-C), Registros de Anfibios y Reptiles de la Reserva Natural La Planada - Resguardo Indígena Awá Pialapí Pueblo Viejo, Ricaurte, departamento de Nariño, Colombia, Registros de herpetos del Valle de Aburrá asociados al estudio del análisis de la conectividad ecológica funcional y estructural en el Área Metropolitana del Valle de Aburrá, Caracterización biológica preliminar de aves y herpetos en zona limítrofe a la Reserva Natural La Planada, Registros de Anuros asociados a paisajes acústicos en el municipio de La Cumbre, Valle del Cauca, Colección de Anfibios del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-Am), Colección de anfibios del Museo de Historia Natural de la Pontificia Universidad Javeriana)",
 "Elevation 1407.0-2237.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is one of (universidad nacional de colombia (unal), universidad industrial de santander (uis), universidad de antioquia (udea), universidad del valle, universidad de nariño (udenar), área metropolitana del valle de aburrá (amva), resguardo indígena integrado pialapí pueblo viejo (riippv), universidad del valle (univalle), instituto de investigación de recursos biológicos alexander von humboldt (iavh), pontificia universidad javeriana (puj))",
 "StateProvince is Antioquia",
 "TaxonKey is Squamata",
 "Year 1990-2025"
 ]
}

 The dataset includes 1882 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011229-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbujte
title: Occurrence Download

description: A dataset containing 8335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bauhinia purpurea L."
 ]
}

 The dataset includes 8335 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011230-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzzeu3
title: Occurrence Download

description: A dataset containing 9457 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CETUS: Cetacean monitoring surveys in the Eastern North Atlantic"
 ]
}

 The dataset includes 9457 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011232-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qamc2z
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyalinobatrachium uranoscopum (Müller, 1924)"
 ]
}

 The dataset includes 40 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011233-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qufyat
title: Occurrence Download

description: A dataset containing 716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GadmGid is BRA.15_1",
 "TaxonKey is Senna Mill."
 ]
}

 The dataset includes 716 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011234-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15035272
title: 2023 Osier Simulation Results

description: These data contain were generated as part of Samuel Dotson's Preliminary Exam

presentation as part of the requirements for the degree of Doctor of Philosophy

in Nuclear, Plasma, and Radiological Engineering. This databundle was created to

streamline the reproduction of plots for the Dissertation.


Algorithm Comparison


The files in the `algorithm_comparison` folder were used to generate a plot

comparing several genetic algorithms.


Model Comparison


The files in the `model_comparison` folder were used to generate a plot

comparing the `Osier` tool with the `Temoa` tool.


Caveats


It is possible that some of these files cannot be opened on a Windows machine

due to embedded metadata from a Unix machine (the files were created on a Unix

machine).
DOI: 10.5281/zenodo.15035273
title: 2023 Osier Simulation Results

description: These data contain were generated as part of Samuel Dotson's Preliminary Exam

presentation as part of the requirements for the degree of Doctor of Philosophy

in Nuclear, Plasma, and Radiological Engineering. This databundle was created to

streamline the reproduction of plots for the Dissertation.


Algorithm Comparison


The files in the `algorithm_comparison` folder were used to generate a plot

comparing several genetic algorithms.


Model Comparison


The files in the `model_comparison` folder were used to generate a plot

comparing the `Osier` tool with the `Temoa` tool.


Caveats


It is possible that some of these files cannot be opened on a Windows machine

due to embedded metadata from a Unix machine (the files were created on a Unix

machine).
DOI: 10.5281/zenodo.15036329
title: 2023 Osier Simulation Results

description: These data contain were generated as part of Samuel Dotson's Preliminary Exam

presentation as part of the requirements for the degree of Doctor of Philosophy

in Nuclear, Plasma, and Radiological Engineering. This databundle was created to

streamline the reproduction of plots for the Dissertation.


Algorithm Comparison


The files in the `algorithm_comparison` folder were used to generate a plot

comparing several genetic algorithms.


Model Comparison


The files in the `model_comparison` folder were used to generate a plot

comparing the `Osier` tool with the `Temoa` tool.


Caveats


It is possible that some of these files cannot be opened on a Windows machine

due to embedded metadata from a Unix machine (the files were created on a Unix

machine).
DOI: 10.15468/dl.bj5ajy
title: Occurrence Download

description: A dataset listing the 42 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-0.2 51.1,-0.1 51.1,-0.1 51.2,-0.2 51.2,-0.2 51.1))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 42 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011226-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h67guf
title: Occurrence Download

description: A dataset containing 6331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Formica lugubris Zetterstedt, 1838",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6331 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011235-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edad7e
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-0.8 54.2,-0.7 54.2,-0.7 54.3,-0.8 54.3,-0.8 54.2))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 6 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011228-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6078/m7bc3wqk
title: Images Documenting Looting in the North Cemetery at Abydos, Egypt
DOI: 10.15468/dl.26varx
title: Occurrence Download

description: A dataset listing the 95 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((0.7 52.3,0.8 52.3,0.8 52.4,0.7 52.4,0.7 52.3))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 95 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011225-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2g3hr
title: Occurrence Download

description: A dataset containing 186193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "Geometry POLYGON((18.38593 -33.98109,18.49747 -33.98109,18.49747 -33.91836,18.38593 -33.91836,18.38593 -33.98109))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 186193 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011224-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15032283
title: Measurements of Forbush Decrease Events at the Center of the South Atlantic Magnetic Anomaly with Muon Detectors

description: Overview

This dataset contains measurements of cosmic-ray muons collected in Paraguay, located at the center of the South Atlantic Magnetic Anomaly (SAMA). The measurements were conducted using a low-cost muon detector constructed with scintillation plates coupled to silicon photomultipliers (SiPM). The dataset spans two observation periods, capturing Forbush decrease (FD) events in May and October 2024 and their correlation with geomagnetic disturbances.

Contents

The dataset is structured into two periods:





First Period (May 2024)



data/first_period/muon_counts.csv: Time series of muon flux measurements.

data/first_period/dst.csv: Disturbance Storm Time (Dst) index values.

data/first_period/neutrons.csv: Neutron monitor data for correlation analysis.





Second Period (October 2024)



data/second_period/muon_counts.csv: Time series of muon flux measurements.

data/second_period/dst.csv: Dst index values.

data/second_period/neutrons.csv: Neutron monitor data.




Each file is formatted as a CSV table with time-stamped measurements at a fixed sampling rate.

Methodology



The detector was deployed at a location where the geomagnetic cutoff rigidity is 9.63 GV.

Muon flux was recorded continuously and analyzed using the Truncated Time-Shift (TTS) test, a statistical method for detecting transient correlations in time series.

The dataset is complemented with Dst index values obtained from geomagnetic monitoring databases and neutron flux data from global neutron monitor networks.


Usage and Applications



Space weather research: Investigating cosmic-ray variations and their relationship with geomagnetic storms.

Muon detector validation: Benchmarking low-cost detection systems in high-radiation environments.

Machine learning & time-series analysis: Developing models for forecasting cosmic-ray intensity variations.


Software and Analysis

The dataset is accompanied by Python scripts and Jupyter notebooks for data processing and visualization, including:



analysis.ipynb: A step-by-step guide for analyzing the Forbush decrease events.

requirements.txt: A list of dependencies needed to reproduce the analysis.
DOI: 10.34740/kaggle/dsv/11053760
title: Grocery Inventory
DOI: 10.18150/m9piiw
title: Composite detectors as a beneficial tool for dose measurements of secondary radiation in Boron Neutron Capture Therapy

description: A concept for studying the effects of secondary radiation in boron neutron capture therapy based on the application of multilayer composite scintillators was proposed in this work. Such composite scintillators can be used for simultaneous measurement of the dose of various types of ionizing radiation, including 7Li ions, α-particles and γ-rays. For this purpose, three types of composite detectors based on the single crystalline films and single crystals of Y3Al5O12 and Lu3Al5O12 garnets, doped with Ce3+, Pr3+ and Sc3+ ions, were produced using the liquid phase epitaxy growth method. The scintillation reader for in-situ dose measurement of different radiation components at BNCT was constructed based on the developed types of composite detectors. The possibility of recording various radiation components was demonstrated using: 1) the differences in the pulse height spectra and scintillation decay kinetics of various parts of composite detectors under excitation by α-particles of 239Pu source; 2) the difference in the radioluminescence spectra of films and crystal scintillators in composite detectors under excitation by γ-rays of 192Ir (392 keV) source. The obtained results were discussed for choice of the best registration methods and types of composite detectors for direct dose measurements of secondary radiation under excitation with thermal neutrons.
DOI: 10.15468/dl.jbu6bq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Forcipomyia brevis (Johannsen, 1927)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011236-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdnxt5
title: Occurrence Download

description: A dataset containing 245426406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Geometry POLYGON((-80.60192 29.1696,-70.25912 29.36649,-62.43911 35.14332,-65.1282 44.29175,-68.46307 45.21144,-74.13116 42.24147,-78.23097 39.36055,-79.44573 37.57742,-84.68437 28.28403,-80.60192 29.1696))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 245426406 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011181-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf9gwf
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Miniopterus natalensis (A.Smith, 1833)"
 ]
}

 The dataset includes 288 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011237-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3fg36
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Furchadaspis zamiae (Morgan, 1890)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011240-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtmdbn
title: Occurrence Download

description: A dataset containing 3479315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-75.01843 3.69906,-73.05553 3.69906,-73.05553 5.63038,-75.01843 5.63038,-75.01843 3.69906))",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 2015-2025"
 ]
}

 The dataset includes 3479315 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011219-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8gnet
title: Occurrence Download

description: A dataset listing the 77 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-0.4 51.4,-0.3 51.4,-0.3 51.5,-0.4 51.5,-0.4 51.4))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 77 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011238-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb7b23
title: Occurrence Download

description: A dataset listing the 55 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((0.4 51.6,0.5 51.6,0.5 51.7,0.4 51.7,0.4 51.6))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2015"
 ]
}

 The dataset's 55 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011239-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.