cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11283186
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.
DOI: 10.15468/dl.n64y7p
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenaea velutina Ducke"
 ]
}

 The dataset includes 534 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017767-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw4vbw
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Quercus canariensis Willd."
 ]
}

 The dataset includes 658 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017768-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yxky3
title: Occurrence Download

description: A dataset containing 2177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenaea verrucosa Gaertn."
 ]
}

 The dataset includes 2177 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017769-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2gaa5
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia cubilquitzensis (Donn.Sm.) Pittier"
 ]
}

 The dataset includes 147 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017770-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqtcyg
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.68418 18.70408,-69.92561 18.70408,-69.92561 19.40721,-71.68418 19.40721,-71.68418 18.70408))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Campylopus Brid."
 ]
}

 The dataset includes 45 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017771-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kmd3a
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-98.18112 -11.56934,-62.81888 -11.56934,-62.81888 2.56934,-98.18112 2.56934,-98.18112 -11.56934))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxopterygium huasango Spruce ex Engl."
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017772-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/4rwc-1714
title: Wi-Fi CSI Sensing for Sleep Disturbances in the Care of Older People

description: This dataset contains Wi-Fi sensing data using Channel State Information (CSI) for various sleep disturbance parameters, from respiratory disturbances, to motion-based disturbances from posture shifts, leg restlessness and confusional arousals.The Wi-Fi CSI data was collected using the Wi-Fi module on the ESP32 Microcontroller units using the esp32-csi-tool.The Wi-Fi CSI respiratory disturbance data is accompanied by respiration belt data taken with the Wi-Fi measurements simultaneously using the Neulog NUL-236 respiration belt logger as ground truth. The motion-based sleep disturbances are accompanied by a timestamped actionsheet. The dataset was collected from experiments designed to investigate the monitoring sleep-disordered breathing and disturbances using Wi-Fi CSI-based non-contact sensors in the context of care of older people.
DOI: 10.15468/dl.vb6n5d
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia fusca Pierre"
 ]
}

 The dataset includes 93 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017773-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qummk2
title: Occurrence Download

description: A dataset containing 5528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poecile lugubris (Temminck, 1820)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 5528 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017775-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfgazp
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Justicia pectoralis Jacq."
 ]
}

 The dataset includes 126 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017776-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfr5uw
title: Occurrence Download

description: A dataset containing 152001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Tinca tinca (Linnaeus, 1758))",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 152001 records from 319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017737-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgdfcm
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia hypoleuca Pittier"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017779-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swzm92
title: Occurrence Download

description: A dataset containing 6128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares), Plant Resources Center, NMNH Extant Specimen Records (USNM, US), Digitalización y sistematización de las colecciones biológicas del INECOL (Herbario), Computarización del Herbario ENCB. Fase I (Base de datos de los ejemplares del Valle de México), Tropicos MO Specimen Data, Catálogo electrónico de especímenes depositados en el Herbario de la Universidad de Texas en Austin, Fase IV (Ejemplaresimagenes), Digitalización de la colección científica del Herbario de Querétaro \"Dr. Jerzy Rzedowski\" QMEX, Etapa final de la captura y catalogación del Herbario del Instituto de Ecología, A.C., Centro Regional del Bajío)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ipomoea purpurea (L.) Roth, Ipomoea nil (L.) Roth)"
 ]
}

 The dataset includes 6128 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017778-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmuv2q
title: Occurrence Download

description: A dataset containing 2092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "TaxonKey is Gentianella Moench"
 ]
}

 The dataset includes 2092 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017777-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9xpbbk
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Desmognathus organi Crespi, Browne & Rissler, 2010)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 53 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017780-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aygq8g
title: Occurrence Download

description: A dataset containing 23471 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erodium malacoides (L.) L'Hér."
 ]
}

 The dataset includes 23471 records from 415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017781-240906103802322/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.27038287
title: Strobe check list

description: This is a cross sectional research data.
DOI: 10.6084/m9.figshare.27038287.v1
title: Strobe check list

description: This is a cross sectional research data.
DOI: 10.15468/dl.v4t9gy
title: Occurrence Download

description: A dataset containing 4855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Acilius sulcatus (Linnaeus, 1758))",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4855 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017782-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ej8kn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is India Biodiversity Portal publication grade dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017783-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94eanr
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tarenna hutchinsonii Bremek."
 ]
}

 The dataset includes 83 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017784-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5x4ex7
title: Occurrence Download

description: A dataset containing 475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astrocaryum murumuru Mart."
 ]
}

 The dataset includes 475 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017785-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjsrcn
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stachytarpheta mutabilis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041981-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12743960
title: 9Genomes_Pseudomonas

description: These 9 genomes are associated with the paper entittled "Biocontrol-relevant diversity of wheat-associated Pseudomonas: prevalence of P. sivasensis and identification of the novel species P. arvensis sp. nov. ". The paper is published in PeerJ. Strains are under the patent PAT-20934.
DOI: 10.5281/zenodo.12743961
title: 9Genomes_Pseudomonas

description: These 9 genomes are associated with the paper entittled "Biocontrol-relevant diversity of wheat-associated Pseudomonas: prevalence of P. sivasensis and identification of the novel species P. arvensis sp. nov. ". The paper is published in PeerJ. Strains are under the patent PAT-20934.
DOI: 10.15468/dl.yzf5kw
title: Occurrence Download

description: A dataset containing 14616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Larix kaempferi (Lamb.) Carrière",
 {
 "not" : {
 "Country" : [
 "is United States of America"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is unknown or invalid"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is United States"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is United States of America"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is Canada"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is Canada"
 ]
 }
 },
 {
 "not" : {
 "Continent" : [
 "is North America"
 ]
 }
 }
 ]
}

 The dataset includes 14616 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045943-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkaclm
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Kinixys homeana Bell, 1827",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033816-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-68679
title: Redemption tidings, vol. 49, nos. 1-52, 4 Jan. - 27 Dec. 1973

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.9hh9tg
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epigodromia nodosa (Sakai, 1936)"
 ]
}

 The dataset includes 13 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118664-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfqcjv
title: Occurrence Download

description: A dataset containing 4234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Krascheninnikovia ceratoides (L.) Gueldenst.",
 {
 "not" : {
 "Country" : [
 "is United States of America"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is unknown or invalid"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is United States"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is United States of America"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is Canada"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is Canada"
 ]
 }
 },
 {
 "not" : {
 "Continent" : [
 "is North America"
 ]
 }
 }
 ]
}

 The dataset includes 4234 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045937-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb26qs
title: Occurrence Download

description: A dataset containing 11818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.81795 6.85611,-2.18205 6.85611,-2.18205 55.14389,-122.81795 55.14389,-122.81795 6.85611))",
 "HasCoordinate is true",
 "TaxonKey is Coluber constrictor Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11818 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033819-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gemxaz
title: Occurrence Download

description: A dataset containing 9159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Merluccius australis (Hutton, 1872)"
 ]
}

 The dataset includes 9159 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098844-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-68715
title: Redemption tidings, vol. 49, nos. 1-52, 4 Jan. - 27 Dec. 1973

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.pfb4g9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Marisora berengerae (Miralles, 2006))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045950-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-68753
title: Redemption tidings, vol. 49, nos. 1-52, 4 Jan. - 27 Dec. 1973

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.nz7zhx
title: Occurrence Download

description: A dataset containing 2067188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Euphorbiaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2067188 records from 1888 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041368-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhhrza
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Angola)",
 "TaxonKey is one of (Canidae)"
 ]
}

 The dataset includes 132 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0326894-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hlpouy
title: Occurrence Download

description: A dataset containing 1221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paulownia tomentosa (Thunb.) Steud."
 ]
}

 The dataset includes 1221 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001212-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.har88q
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psittacanthus nudus (Ant.Molina) Kuijt & Feuer"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187952-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck998x
title: Occurrence Download

description: A dataset containing 4028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "TaxonKey is Buceros bicornis Linnaeus, 1758",
 "Year 2017-2023"
 ]
}

 The dataset includes 4028 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009433-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytfaq4
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteleopsis myrtifolia (M.A.Lawson) Engl. & Diels"
 ]
}

 The dataset includes 854 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329283-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.