cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13924261
title: Data and code in support of "Quantifying international climate finance needs and its social and climate benefits"

description: This dataset reports the data and scripts for the replication of results and figures reported in "Quantifying international climate finance needs and its social and climate benefits".

Contents

The folder `DataProcessing_Figures` contains:



00-03 scripts used to process the raw simulation output to produce dataframes used for figures generation

80-99 scripts containing additional functions and figures' aesthetic settings

`data_` scripts containing different versions of the data (raw, clean, analysis, and support)

figure_XX scripts for the main figures

figure_SXX scripts for the supplementary figures 


The folder `Optimization_Simulation` contains the scripts used for optimization and simulation of policies. It contains two folders `WITCHAdaptation` (sensitivity to alternative assumptions for adaptation) and `FullAdaptation` (used for the main figures). Each of these two folders contains:



a main `CRICE` folder used to simulate the optimized policies

 9 folders containing the CRICE version used for optimization containing the output of the optimization

a script used to compile and run the optimization and postprocessing `compileRun.sh` 

a script used to analyze the runtime of the optimization algorithm `plotRuntime.py`

a script used to simulate the best-performing seed / runtime `bestRuntime.py`
DOI: 10.15468/dl.pv4tzx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Andrena ocreata (Christ, 1791)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011029-241007104925546/datasets/export for details.
DOI: 10.15468/dl.jp7gjh
title: Occurrence Download

description: A dataset listing the 155 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-95.70622 39.1051,-95.70308 39.1051,-95.70308 39.10923,-95.70622 39.10923,-95.70622 39.1051))"
 ]
}

 The dataset's 155 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011014-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5sjsa
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Calathea guzmanioides L.B.Sm. & Idrobo"
 ]
}

 The dataset includes 234 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011030-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qptgf
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus chilensis chilensis",
 "Year 1990-2024"
 ]
}

 The dataset includes 186 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011031-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ddpcj
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Goeppertia gymnocarpa (H.Kenn.) Borchs. & S.Suárez"
 ]
}

 The dataset includes 121 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011033-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahm9jv
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (May, June, July, August, September, October, November)",
 "TaxonKey is Nasuella olivacea (Gray, 1865)",
 "Year 1987-2024"
 ]
}

 The dataset includes 629 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011034-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqfepf
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Goeppertia indecora (Woodson) Borchs. & S.Suárez"
 ]
}

 The dataset includes 109 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011035-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spesw5
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Calathea inocephala Kuntze, 1891"
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011036-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utywqh
title: Occurrence Download

description: A dataset containing 684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Goeppertia marantifolia (Standl.) Borchs. & S.Suárez"
 ]
}

 The dataset includes 684 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011039-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frprsb
title: Occurrence Download

description: A dataset containing 174320 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis lupus Linnaeus, 1758"
 ]
}

 The dataset includes 174320 records from 703 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011027-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.re563c
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Calathea retroflexa H.Kenn."
 ]
}

 The dataset includes 70 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011040-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsu7dy
title: Occurrence Download

description: A dataset containing 920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Kohleria tigridia (Ohlend.) Roalson & Boggan"
 ]
}

 The dataset includes 920 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011042-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9vcjp
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Carapichea affinis (Standl.) L.Andersson"
 ]
}

 The dataset includes 439 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011043-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53p3u7
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Engystomops puyango Ron, Toral, Rivera & Terán-Valdez, 2010"
 ]
}

 The dataset includes 220 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011045-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yczhuq
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atelopus coynei Miyata, 1980, Atelopus arthuri Peters, 1973, Atelopus longirostris Cope, 1868, Atelopus palmatus Andersson, 1945)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than 10000",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 340 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011046-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13924281
title: Four spatial prediction datasets of susceptibility to gully erosion, comparing machine learning models, in the Piraí drainage basin, southeastern Brazil

description: The data in this repository refer to the article published in the journal Land, entitled: Machine Learning Models for the Spatial Prediction of Gully Erosion Susceptibility in the Piraí Drainage Basin, Paraíba do Sul Middle Valley, Southeast Brazil.
DOI: 10.5281/zenodo.13924282
title: Four spatial prediction datasets of susceptibility to gully erosion, comparing machine learning models, in the Piraí drainage basin, southeastern Brazil

description: The data in this repository refer to the article published in the journal Land, entitled: Machine Learning Models for the Spatial Prediction of Gully Erosion Susceptibility in the Piraí Drainage Basin, Paraíba do Sul Middle Valley, Southeast Brazil.
DOI: 10.34965/i32544
title: 20240556
DOI: 10.34965/i32583
title: 20240556-1
DOI: 10.34965/i32591
title: 20240546-1
DOI: 10.15468/dl.h3yf6j
title: Occurrence Download

description: A dataset containing 27084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Eumomota superciliosa (Sandbach, 1837)",
 "Year 1990-2024"
 ]
}

 The dataset includes 27084 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011048-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acuc26
title: Occurrence Download

description: A dataset containing 37883 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichechus manatus Linnaeus, 1758"
 ]
}

 The dataset includes 37883 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011047-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jx7mq
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Engystomops randi (Ron, Cannatella & Coloma, 2004)"
 ]
}

 The dataset includes 294 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011049-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgrpxb
title: Occurrence Download

description: A dataset containing 37883 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichechus manatus Linnaeus, 1758"
 ]
}

 The dataset includes 37883 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011050-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8v3eh
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis duellmani (Lynch, 1980)"
 ]
}

 The dataset includes 174 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011052-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yy28b
title: Occurrence Download

description: A dataset containing 172448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus chilensis (Molina, 1782)",
 "Year 1990-2024"
 ]
}

 The dataset includes 172448 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011044-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kyahx
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epicrionops bicolor Boulenger, 1883"
 ]
}

 The dataset includes 123 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011054-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.yrcop4o4
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (622031 records)
DOI: 10.15468/dl.kcmt58
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis eremitus (Lynch, 1980)"
 ]
}

 The dataset includes 95 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011055-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13924222
title: 2.4 million GLOVE word/phrase vectors SQLite database trained on PubMed abstracts

description: This is a 2.4 million GLOVE word/phrase vectors SQLite database trained on PubMed 2021 abstracts that can be used as word/phrase embeddings in machine learning applications.
DOI: 10.5281/zenodo.13924223
title: 2.4 million GLOVE word/phrase vectors SQLite database trained on PubMed abstracts

description: This is a 2.4 million GLOVE word/phrase vectors SQLite database trained on PubMed 2021 abstracts that can be used as word/phrase embeddings in machine learning applications.
DOI: 10.15468/dl.3avtpz
title: Occurrence Download

description: A dataset containing 19178876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanerpes Swainson, 1832",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19178876 records from 612 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011037-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5urd5
title: Occurrence Download

description: A dataset containing 3334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Charadrius dubius Scopoli, 1786"
 ]
}

 The dataset includes 3334 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034422-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnzaq6
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "GadmGid is PHL",
 "TaxonKey is Eonycteris robusta Miller, 1913"
 ]
}

 The dataset includes 149 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014497-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ylw3pw
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinella granulosa (Spix, 1824)",
 "DatasetKey is Museum of Comparative Zoology, Harvard University"
 ]
}

 The dataset includes 99 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083495-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqmqev
title: Occurrence Download

description: A dataset containing 2036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Togo",
 "Year 1980-1985"
 ]
}

 The dataset includes 2036 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034423-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6h59e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Frontopsylla elata glabra Ioff, 1946",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010377-231120084113126/datasets/export for details.
DOI: 10.15468/dl.xild80
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinella granulosa (Spix, 1824)",
 "DatasetKey is UTA Reptiles"
 ]
}

 The dataset includes 68 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083497-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q33x7a
title: Occurrence Download

description: A dataset containing 520484 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callipepla gambelii (Gambel, 1843)"
 ]
}

 The dataset includes 520484 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176189-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3u3crd
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oriastrum polymallum Phil."
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063771-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm97t2
title: Occurrence Download

description: A dataset containing 99325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nerium oleander L."
 ]
}

 The dataset includes 99325 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034423-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2xupu
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinella granulosa (Spix, 1824)",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083500-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxw34g
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia attenuatifolia Michelang."
 ]
}

 The dataset includes 47 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176207-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69qw9j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ectinorus disjugis Jordan, 1942",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010386-231120084113126/datasets/export for details.
DOI: 10.15468/dl.3oeoiq
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fungi",
 "Country is Togo"
 ]
}

 The dataset includes 258 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034436-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0i2zz0
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinella granulosa (Spix, 1824)",
 "DatasetKey is MVZ Herp Collection (Arctos)"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083501-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.