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

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celtis tala Gillies ex Planch."
 ]
}

 The dataset includes 179 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008693-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sm8rsh
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthophyllum ancolanum Miq."
 ]
}

 The dataset includes 55 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100096-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3guw8x
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Hydrornis oatesi Hume, 1873",
 "Year 2013-2023"
 ]
}

 The dataset includes 75 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036205-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjdjhn
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-100.49799 15.33254,-91.42437 15.33254,-91.42437 18.96044,-100.49799 18.96044,-100.49799 15.33254))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agave scaposa Gentry",
 "Year 2010-2020"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082018-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9shfuc
title: Occurrence Download

description: A dataset containing 10436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loxodonta africana (Blumenbach, 1797)"
 ]
}

 The dataset includes 10436 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100097-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec4ve6
title: Occurrence Download

description: A dataset containing 26679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Lomentariaceae)"
 ]
}

 The dataset includes 26679 records from 357 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036245-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsfxs8
title: Occurrence Download

description: A dataset containing 613297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is September",
 "OccurrenceStatus is Present",
 "Year 2009-2020"
 ]
}

 The dataset includes 613297 records from 290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070050-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srf74g
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vicia alpestris Steven"
 ]
}

 The dataset includes 336 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131103-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wb4re8
title: Occurrence Download

description: A dataset containing 207721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba verna L."
 ]
}

 The dataset includes 207721 records from 1300 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036265-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt5kr9
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callisia warmingiana (Seub.) Christenh. & Byng"
 ]
}

 The dataset includes 43 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022252-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gb4bv
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is South America",
 "Country is Peru",
 "TaxonKey is Ricinus communis L."
 ]
}

 The dataset includes 229 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198916-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e1vrx
title: Occurrence Download

description: A dataset containing 878 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selaginella erythropus (Mart.) Spring"
 ]
}

 The dataset includes 878 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007068-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrc2fz
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haplolobus H.J.Lam"
 ]
}

 The dataset includes 898 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213880-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5zqxb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanoseris bonatii (Beauverd) Ze H.Wang"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133870-230224095556074/datasets/export for details.
DOI: 10.15468/dl.55bwtc
title: Occurrence Download

description: A dataset containing 2104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ampedus elongatulus (Fabricius, 1787)"
 ]
}

 The dataset includes 2104 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213876-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbkg1z
title: Occurrence Download

description: A dataset containing 2025 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "Year 1960-2020",
 "TaxonKey is Pinus sylvestris L."
 ]
}

 The dataset includes 2025 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015493-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vctww8
title: Occurrence Download

description: A dataset containing 20706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Megaptera novaeangliae (Borowski, 1781)"
 ]
}

 The dataset includes 20706 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037206-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yg2y2
title: Occurrence Download

description: A dataset containing 240804 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus petraea (Matt.) Liebl."
 ]
}

 The dataset includes 240804 records from 760 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213855-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp0mcv
title: Occurrence Download

description: A dataset containing 2025 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "Year 1960-2020",
 "TaxonKey is Pinus sylvestris L."
 ]
}

 The dataset includes 2025 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015492-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eab7k3
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanoseris macrantha (C.B.Clarke) N.Kilian & J.W.Zhang"
 ]
}

 The dataset includes 127 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133887-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ugfsu
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didymeles Thouars"
 ]
}

 The dataset includes 283 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213882-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yagdhw
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynebacterium ulcerans"
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0414472-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hk4t9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Airampoa Fric"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213885-210914110416597/datasets/export for details.
DOI: 10.15468/dl.3gc3yr
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mikania micrantha Kunth",
 "Year 2010-2023"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133864-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bczfoh
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Kerriodoxa J.Dransf.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002270-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mfdvb
title: Occurrence Download

description: A dataset containing 754 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Uromastyx acanthinura Bell, 1825"
 ]
}

 The dataset includes 754 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276224-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmugfh
title: Occurrence Download

description: A dataset containing 8514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria ×ananassa (Weston) Rozier",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8514 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038567-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l6nbrf
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 {
 "or" : [
 "PublishingOrg is 41d6acb0-48b5-11db-a1c2-b8a03c50a862",
 "PublishingOrg is d9699a79-4736-45c2-925c-f4033ac67d52",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "PublishingOrg is 485ff490-e3b7-11db-9acc-b8a03c50a862",
 "PublishingOrg is 90fd6680-349f-11d8-aa2d-b8a03c50a862",
 "PublishingOrg is 174c6da2-e002-42fe-9f56-2f9d670240f4",
 "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862"
 ]
 },
 "TaxonKey is Pinguicula vulgaris L."
 ]
}

 The dataset includes 380 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002277-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3rgm4
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptoblepharus ochrus Horner, 2007"
 ]
}

 The dataset includes 158 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276219-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kzuvm
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanoseris ciliata (C.Shih) N.Kilian"
 ]
}

 The dataset includes 65 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133871-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hug2cg
title: Occurrence Download

description: A dataset containing 538 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vectors and pathogens responsible for Lymphatic Filariasis"
 ]
}

 The dataset includes 538 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179819-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9exeqd
title: Occurrence Download

description: A dataset containing 1294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Clematis crispa L."
 ]
}

 The dataset includes 1294 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0422735-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k4tgh
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.31036 21.87618,-99.3227 21.87618,-99.3227 25.72983,-102.31036 25.72983,-102.31036 21.87618))",
 "TaxonKey is Ariocarpus retusus Scheidw."
 ]
}

 The dataset includes 658 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022303-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12751/g-node.rp2ft3
title: Perceptual variability, bias, and prior in hue perception

description: The dataset and codes for the manuscript A Bayesian observer model reveals a prior for natural daylights in hue perception.
description: IsSupplementTo: Su, Y., Shi, Z., & Wachtler, T. (2023). A Bayesian observer model reveals a prior for natural daylights in hue perception. Vision Research 220:108406 (https://doi.org/10.1016/j.visres.2024.108406)
description: IsSupplementTo: Su, Y., Shi, Z., & Wachtler, T. (2023). A Bayesian observer model reveals a prior for natural daylights in hue perception. bioRxiv 2023.06.06.543889 (https://doi.org/10.1101/2023.06.06.543889)
DOI: 10.15468/dl.54rzyy
title: Occurrence Download

description: A dataset containing 17630 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampetra fluviatilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 17630 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118126-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws8nsb
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenaea reticulata Ducke"
 ]
}

 The dataset includes 188 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017760-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfj9hh
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Droogmansia chevalieri (Harms) Hutch. & Dalziel"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017761-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kd4wz
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenaea rubriflora Ducke"
 ]
}

 The dataset includes 346 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017763-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wqraf
title: Occurrence Download

description: A dataset containing 4059 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros biológicos a partir de actividades de pesca deportiva en los Llanos Orientales"
 ]
}

 The dataset includes 4059 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017762-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdesdz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenaea torrei León"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017765-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tphdzw
title: Occurrence Download

description: A dataset containing 1837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia brownei (Jacq.) Schinz"
 ]
}

 The dataset includes 1837 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017764-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11283185
title: The global biophysical potential for mangrove restoration dataset

description: This dataset is the restoration potential area estimates, restoration potential index scores and ecosystem service values (carbon and fisheries) to accompany the paper "The global biophysical potential for mangrove restoration" -  Worthington et al. (In Review). 

Description of files

R Scripts & Data



This folder contain several R scripts and datafiles used to calculate the values in Worthington et al. (In Review)


Mangrove_Typology_v3_Composite



This folder contains a shapefile that is the spatial framework of the research. Full details of the mangrove typology can be found at A global biophysical typology of mangroves version 3.



The data in 'Data Exports' can be joined to the mangrove spatial typology shapefile using the 'ID' column.




Data Exports



This folder contains several data exports that summarise the data behind Worthington et al., (In Review) 



Unit_Area_Data.csv: This spreadsheet has area statistic data for each of the 3983 mangrove typological units.

Restoration_Index_Data.csv: This spreadsheet has the restoration potential index data for each of the 3983 mangrove typological units.

Fisheries_Benefits_Data.csv: 3) Fisheries_Benefits_Data.csv: This spreadsheet has the potential additional individuals of 37 mangrove-affiliated marine fish and invertebrate species of commercial importance whose populations are estimated to increase with mangrove restoration.

AGB_Carbon_Benefits_Data.csv: This spreadsheet has the potential secured and restored aboveground biomass (AGB) carbon stock (MgC) over a 40-year time horizon from restoration of mangroves.

SOC_Carbon_Benefits_Data.csv: his spreadsheet has the potential secured and restored soil carbon stock (MgC, top 1 m) over a 40-year time horizon from restoration of mangroves

Country_Statistics.csv: This spreadsheet summarises the restoration, fisheries and carbon benefits at the national level.