cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8smphw
title: Occurrence Download

description: A dataset containing 3169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cygnus atratus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3169 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024275-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vvb9y
title: Occurrence Download

description: A dataset containing 22801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittacula himalayana)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 22801 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024278-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jep7d
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Cheirotonus terunumai, Cheirotonus parryi, Cheirotonus battareli, Cheirotonus formosanus, Cheirotonus jansoni, Cheirotonus macleayi, Propomacrus davidi, Propomacrus bimucronatus, Euchirus dupontianus, Euchirus longimanus, Cheirotonus peracanus, Cheirotonus jambar)"
 ]
}

 The dataset includes 971 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024277-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rhwme
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fundulopanchax fallax)",
 "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/0024279-250802193616735/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12698265
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.etnnrv
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 (Islerothraupis cristata)",
 "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/0024280-250802193616735/datasets/export for details.
DOI: 10.15468/dl.3rvg4y
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 (Islerothraupis cristata)",
 "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/0024281-250802193616735/datasets/export for details.
DOI: 10.15468/dl.92ejsu
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus losea",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024285-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9q7eg
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 (Islerothraupis cristata)",
 "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/0024283-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ykcn4n
title: Occurrence Download

description: A dataset containing 7052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cygnus atratus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7052 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024286-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt6mwf
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Discospermum whitfordii"
 ]
}

 The dataset includes 58 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024288-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmbd6a
title: Occurrence Download

description: A dataset containing 22712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittacula longicauda)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 22712 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024287-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dv4r3w
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plumatella recluse"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024289-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ta55g
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 (Tachyphonus rufus)",
 "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/0024291-250802193616735/datasets/export for details.
DOI: 10.15468/dl.wge9jz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis gobroni)",
 "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/0024290-250802193616735/datasets/export for details.
DOI: 10.15468/dl.56u698
title: Occurrence Download

description: A dataset containing 1 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 (Tachyphonus rufus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024292-250802193616735/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.29850518
title: Tango* Data

description: This contains the models required to run Tango*. The models and data are an exact replicate of those in the following paper - Double-Ended Synthesis Planning with Goal-Constrained Bidirectional Searchhttps://proceedings.neurips.cc/paper_files/paper/2024/file/cd091a4d8e97157d32940428f902c7b0-Paper-Conference.pdf
DOI: 10.6084/m9.figshare.29850518.v1
title: Tango* Data

description: This contains the models required to run Tango*. The models and data are an exact replicate of those in the following paper - Double-Ended Synthesis Planning with Goal-Constrained Bidirectional Searchhttps://proceedings.neurips.cc/paper_files/paper/2024/file/cd091a4d8e97157d32940428f902c7b0-Paper-Conference.pdf
DOI: 10.15468/dl.fxzx22
title: Occurrence Download

description: A dataset containing 142241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittacula eupatria)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 142241 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024260-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5fx74b14
title: MassIVE MSV000098756 - Non-canonical EZH2-TRIM28 axis regulates heparan sulfate biosynthesis and drives melanoma metastasis
title: Analysis of EZH2-TRIM28 complex via mass spectrometry
DOI: 10.15468/dl.brmc46
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus tanezumi",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024294-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14882068
title: Data for "Earthworm and soil microarthropod abundances affected by agricultural land use and soil properties"

description: Data on earthworm, springtail and soil mite abundance in arable land, field margins, and grassland in Austria. Earthworms were sampled using handsorting (20x20x20 cm) of three subsamples. Springtails and soil mites were sampled from three soil cubes (5.6x5.6x5 cm) constituting a composite sample, and extracted using the Berlese method. Abundances are given per m2.

Sampling took place in April and May 2024.

Coordinates are rounded for privacy protection reasons and do not refer to the exact sampling location.

Soil parameters:



Bulk density was measured for the top 5 cm

Water content refers to gravimetric water content

Microbial C and N content was measured for the top 10 cm, and determined using the chloroform fumigation method

The remaining soil parameters were measured by the Austrian agency for health and food safety following standard protocols


For more information see the corresponding article: https://doi.org/10.1016/j.pedobi.2025.151073
DOI: 10.15468/dl.ynxq8t
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 (Tachyphonus rufus)",
 "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/0024297-250802193616735/datasets/export for details.
DOI: 10.15468/dl.9uaf8p
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aidia bakeri"
 ]
}

 The dataset includes 18 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024295-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3q2r3z
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 (Tachyphonus rufus)",
 "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/0024298-250802193616735/datasets/export for details.
DOI: 10.15468/dl.296ugu
title: Occurrence Download

description: A dataset containing 6358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittacula roseata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 6358 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024296-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xf55n
title: Occurrence Download

description: A dataset containing 66953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cygnus atratus",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66953 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024262-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcc8zj
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Creagrutus vexillapinnus)",
 "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 39 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024299-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6hn24
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittaculirostris cervicalis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024300-250802193616735/datasets/export for details.
DOI: 10.15468/dl.vw34jr
title: Occurrence Download

description: A dataset containing 593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittaculirostris desmarestii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 593 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024302-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3pxz3
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 389 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024304-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us8g7b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Milyeringa justitia)",
 "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/0024303-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.16753688
title: Dataset for "Preparing for the worst: Long-term and short-term weather extremes in resource adequacy assessment"

description: These are data accompanying "Preparing for the worst: Long-term and short-term weather extremes in resource adequacy assessment". They consist of



pre-solved PyPSA network files and additionally needed resources, and

processing files needed for the analysis.


In order to reproduce the results, clone the GitHub repository https://github.com/aleks-g/stressed-system (as descriped in README.md) and then download the data provided here and move the corresponding subfolders to the right location within the stressed-system directory:




Download folder/archive
Target directory
Description


resources
workflow/pypsa-eur/resources/
GeoJSON files needed for the plots in the analysis (would be recreated if re-run from scratch)


results
workflow/pypsa-eur/results/




`means/` contains dataframes needed to compute anomalies

`periods/` contains system-defining events (SDEs), in particular `sde_new_store_1941-2021_100bn_12-336h_90_elec_lc1.25_Co2L.csv` which is used for the main analysis. The remaining periods are used for sensitivity analyses (coming from stressful-weather-sensitivities.yaml)

`stressful-weather/weather_year_{year}/networks` contains the pre-solved PyPSA networks in `networks/`

`stressful-weather-sensitivities/weather_year_{year}` contains the pre-solved PyPSA networks without transmission expansion in `networks/` that are needed for the validation (dispatch optimisation) where unserved energy is saved for every operational year in .csv files in `validation/`




clustering
workflow/notebooks/clustering/
Clustering data with the system-defining events (SDEs).


processing_data
workflow/notebooks/processing_data/
Processing data to generate plots. Need to run `_generate_data_for_analysis.py` in stressed-system/notebooks to re-generate these data.


sensitivity_analysis
workflow/notebooks/sensitivity_analysis/
Contains the remaining data needed for the plots and supplementary material. `_generate_data_for_analysis.py` with small changes to the configuration options needs to be run to regenerate these data.




 

For more details on how these files were generated and further questions see https://github.com/aleks-g/stressed-system.
DOI: 10.15468/dl.b7r37h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittaculirostris godmani)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024305-250802193616735/datasets/export for details.