cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ut8xex
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Epiplatys ruhkopfi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019612-250802193616735/datasets/export for details.
DOI: 10.15468/dl.zfnv9u
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pithecellobium dulce",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019613-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.58132/nn3vmu
title: Noisy atomic magnetometry with Kalman filtering and measurement-based feedback

description: Data used to generate figures for the publication "Noisy atomic magnetometry with Kalman filtering and measurement-based feedback" (https://arxiv.org/abs/2403.14764, forthcoming in PRX Quantum).The dataset includes numerical simulations of quantum state estimation and feedback control under various noise models, ensemble sizes, and filtering strategies (Kalman Filter, Extended Kalman Filter, and model-based feedback). All simulations were performed using Julia Programming Language.Each zip file corresponds to a specific figure in the manuscript and contains .csv or .txt files with either individual or averaged trajectories of physical quantities (e.g., spin components, variances, squeezing parameters, estimation errors). Folder and file names follow a consistent structure to reflect simulation parameters.A detailed description of all data structures, variables, and file contents is provided in the included in README.txt.
DOI: 10.5281/zenodo.15380904
title: High-Resolution Gridded Climate Data for Djebel Aïssa NP (SW Algeria) Derived via Downscaling of WorldClim v2.1 Using GAM and RF

description: This dataset provides high-resolution climatic data for Djebel Aïssa National Park, located in southwestern Algeria. It was produced by downscaling WorldClim version 2.1 data (1 km resolution) using a hybrid statistical approach that combines Generalised Additive Models (GAM) and Random Forests (RF) to enhance spatial resolution. The downscaling process integrates local topographic variables derived from the ALOS PALSAR Digital Elevation Model (12.5 m resolution) to improve the accuracy of precipitation estimates across complex terrain. To further improve reliability, bias correction was applied. Precipitation data were corrected using quantile mapping based on a gamma distribution, with reference values extrapolated from a lapse rate gradient to better capture altitudinal variability. Temperature data were corrected using a non-parametric quantile mapping approach, aligning the empirical distributions of modelled and extrapolated values. These corrections reduce systematic biases and improve consistency with observed local climate conditions, thereby enhancing the dataset’s suitability for fine-scale ecological, hydrological, and climate impact studies. All R scripts used to generate and process these data are provided in an accompanying R Markdown (.Rmd) file and compiled PDF report, ensuring full transparency and reproducibility of the workflow.

Dataset details:





Geographic coverage: Djebel Aissa National Park, SW-Algeria




Data source: Downscaled WorldClim Version 2.1




Temporal resolution: 1970-2000.




Spatial resolution: 12.5 m spatial resolution.




Coordinate reference system: WGS 84 (EPSG: 4326)




Format: GeoTIFF (.tif) files 




Usage: This data can be used for climatic modeling, ecological studies, and environmental monitoring, particularly for studies related to vegetation dynamics, hydrology, and climate change impacts within Djebel Aissa National Park.




Precipitation Variables





Monthly Precipitation





Format: 12 rasters (.tif)




Unit: millimetres (mm)




Description: Total precipitation per month.






Annual Precipitation





Format: Single raster




Calculation: Sum of all 12 monthly precipitation rasters.





Temperature Variables





Monthly Minimum Temperature (Tmin)





Format: 12 rasters (tif)




Unit: Degrees Celsius (°C)




Description: Minimum temperature for each month.






Monthly Maximum Temperature (Tmax)





Format: 12 raster (tif)




Unit: Degrees Celsius (°C)




Description: Maximum temperature for each month.






Monthly Average Temperature (Tavg)





Format: 12 raster (tif)




Calculation: (Tmax+Tmin)/2




Description: Average monthly temperature.






Annual Mean Temperature





  Format: Single raster (tif)




Calculation: Mean of monthly average temperatures
DOI: 10.5281/zenodo.16752621
title: High-Resolution Gridded Climate Data for Djebel Aïssa NP (SW Algeria) Derived via Downscaling of WorldClim v2.1 Using GAM and RF

description: This dataset provides high-resolution climatic data for Djebel Aïssa National Park, located in southwestern Algeria. It was produced by downscaling WorldClim version 2.1 data (1 km resolution) using a hybrid statistical approach that combines Generalised Additive Models (GAM) and Random Forests (RF) to enhance spatial resolution. The downscaling process integrates local topographic variables derived from the ALOS PALSAR Digital Elevation Model (12.5 m resolution) to improve the accuracy of precipitation estimates across complex terrain. To further improve reliability, bias correction was applied. Precipitation data were corrected using quantile mapping based on a gamma distribution, with reference values extrapolated from a lapse rate gradient to better capture altitudinal variability. Temperature data were corrected using a non-parametric quantile mapping approach, aligning the empirical distributions of modelled and extrapolated values. These corrections reduce systematic biases and improve consistency with observed local climate conditions, thereby enhancing the dataset’s suitability for fine-scale ecological, hydrological, and climate impact studies. All R scripts used to generate and process these data are provided in an accompanying R Markdown (.Rmd) file and compiled PDF report, ensuring full transparency and reproducibility of the workflow.

Dataset details:





Geographic coverage: Djebel Aissa National Park, SW-Algeria




Data source: Downscaled WorldClim Version 2.1




Temporal resolution: 1970-2000.




Spatial resolution: 12.5 m spatial resolution.




Coordinate reference system: WGS 84 (EPSG: 4326)




Format: GeoTIFF (.tif) files 




Usage: This data can be used for climatic modeling, ecological studies, and environmental monitoring, particularly for studies related to vegetation dynamics, hydrology, and climate change impacts within Djebel Aissa National Park.




Precipitation Variables





Monthly Precipitation





Format: 12 rasters (.tif)




Unit: millimetres (mm)




Description: Total precipitation per month.






Annual Precipitation





Format: Single raster




Calculation: Sum of all 12 monthly precipitation rasters.





Temperature Variables





Monthly Minimum Temperature (Tmin)





Format: 12 rasters (tif)




Unit: Degrees Celsius (°C)




Description: Minimum temperature for each month.






Monthly Maximum Temperature (Tmax)





Format: 12 raster (tif)




Unit: Degrees Celsius (°C)




Description: Maximum temperature for each month.






Monthly Average Temperature (Tavg)





Format: 12 raster (tif)




Calculation: (Tmax+Tmin)/2




Description: Average monthly temperature.






Annual Mean Temperature





  Format: Single raster (tif)




Calculation: Mean of monthly average temperatures
DOI: 10.15468/dl.ct7wnq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona versicolor)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019615-250802193616735/datasets/export for details.
DOI: 10.15468/dl.4vxdvn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boulenophrys kuatunensis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019614-250802193616735/datasets/export for details.
DOI: 10.15468/dl.4m6ynt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona versicolor)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019616-250802193616735/datasets/export for details.
DOI: 10.15468/dl.tkxeag
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona versicolor)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 938 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019617-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.je2jdu
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phalcoboenus albogularis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 103 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019618-250802193616735/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.29837032
title: Mortality data from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: Raw mortality data (.csv).
DOI: 10.6084/m9.figshare.29837032.v1
title: Mortality data from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: Raw mortality data (.csv).
DOI: 10.6084/m9.figshare.29837035
title: Reaction norms from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: Reaction norms used to parameterise the model.
DOI: 10.6084/m9.figshare.29837035.v1
title: Reaction norms from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: Reaction norms used to parameterise the model.
DOI: 10.6084/m9.figshare.29837038
title: Empirical analysis code from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: An R markdown script for the empirical component of our study
DOI: 10.6084/m9.figshare.29837038.v1
title: Empirical analysis code from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: An R markdown script for the empirical component of our study
DOI: 10.6084/m9.figshare.29837041
title: Fecundity data from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: Raw fecundity data (.csv).
DOI: 10.6084/m9.figshare.29837041.v1
title: Fecundity data from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: Raw fecundity data (.csv).
DOI: 10.6084/m9.figshare.29837044
title: Mathematical modelling code from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: A Jupyter notebook for our mathematical simulations.
DOI: 10.6084/m9.figshare.29837044.v1
title: Mathematical modelling code from Novel stressors and trait variation determine X-linked meiotic drive frequency

description: A Jupyter notebook for our mathematical simulations.
DOI: 10.15468/dl.tfkxzf
title: Occurrence Download

description: A dataset containing 122789735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 122789735 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019586-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zywtuk
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAE3723"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019619-250802193616735/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.29836934
title: Landsat Composites The Gambia

description: These Landsat Composites have been compiled in Google Earth Engine.
DOI: 10.6084/m9.figshare.29836934.v1
title: Landsat Composites The Gambia

description: These Landsat Composites have been compiled in Google Earth Engine.
DOI: 10.15468/dl.gdnbde
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pithecellobium dulce",
 "Country is Malaysia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019622-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgbw3n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pithecellobium dulce",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019621-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttqejg
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sicydium hildebrandi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 76 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019623-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b69h9z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pithecellobium dulce",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019625-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yv56m3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona versicolor)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019624-250802193616735/datasets/export for details.
DOI: 10.15468/dl.4s5q9r
title: Occurrence Download

description: A dataset containing 174154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phalacrocorax fuscicollis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 174154 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019598-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wu2jtb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona versicolor)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019626-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.16752756
title: Data for Simulation-based Inference for Gravitational-waves from Intermediate-Mass Binary Black Holes in Real Noise
DOI: 10.5281/zenodo.16752757
title: Data for Simulation-based Inference for Gravitational-waves from Intermediate-Mass Binary Black Holes in Real Noise
DOI: 10.15468/dl.tn7tfj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona versicolor)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019627-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ub9nva
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phalcoboenus australis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019628-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wd7bp6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AEL2425"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019629-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcffcu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boulenophrys ombrophila",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019630-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.