cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18243132
title: Programming code for: Supporting ecological restoration: leveraging satellite data and machine learning to map invasive alien tree biomass

description: Programming code for: Supporting ecological restoration: leveraging satellite data and machine learning to map invasive alien tree biomass

This repository hosts the code for the processing of raw biomass and satellite-derived datasets to develop an invasive alien tree biomass model.

SummaryIn this study we aim to test the performance of multi-source remote sensing-derived datasets for the estimation of biomass of invasive alien trees in South Africa.

LiDAR and field-measured invasive alien tree metrics were used to develop a regional biomass model for an alien infested region of the Aguhlas Plain, in the Cape Florisitc Region of South Africa. This study leveraged satellite-derived datasets (Sentinel-1, Sentinel-2, SRTM, GEDI-L2A, and Global Canopy Height) and machine learning to develop a regional-scale model for estimating invasive alien tree biomass at a 25m resolution. Performance of the models were assessed using the coeffiecent of determination (R-squared), Spearman correlation coeffiecent (rs), PBias, and RMSE. Predictor variable importance were also tested for. Once the models were developed, they were validated with an independant alien infested ground truth site. Additionally, the most effective model was applied to ecologically distinct catchments to test model transferability and to demonstrate how the model could be used in a practical management scenario.



Note: 'Invasive alien trees' refer to taxa such as Pinus, Eucalyptus, Neltuma, and Acacia spp that are non-native to South Africa that can displace native vegetation and cause environmental and economic harm.


Repository ComponentsThe components of this repository include five primary phases each including a set of method workflow notes and code scriptsThe five phases include the following:

(1) Develop a target variable dataset

(2) Develop a predictor variable dataset containing different data types

(3) Model Validation

(4) Ground-truthing

(5) Model application

 

Google Earth Engine App

The invasive alien tree biomass maps for each catchment can be found here:



Tugela: https://ee-lscogill4.projects.earthengine.app/view/tugela-iat-biomass

Luvuvhu: https://ee-lscogill4.projects.earthengine.app/view/luvuvhu-iat-biomass

Olifants-Doring: https://ee-lscogill4.projects.earthengine.app/view/olifantsdoring-iatbiomass
DOI: 10.15468/dl.kuevk4
title: Occurrence Download

description: A dataset containing 1613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Brugmansia versicolor, Brugmansia suaveolens, Brugmansia sanguinea, Brugmansia aurea)"
 ]
}

 The dataset includes 1613 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002234-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.maafbz
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Neolamprologus fasciatus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002235-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18642552
title: Corpus of research report: Prosody and valence in newscasting

description: Data set of the research report: Prosody and valence in newscasting
DOI: 10.5281/zenodo.18642551
title: Corpus of research report: Prosody and valence in newscasting

description: Data set of the research report: Prosody and valence in newscasting
DOI: 10.48544/ea16ce05-5130-415e-ac84-d612950eb490
title: Crime Prevention Through Environmental Design (CPTED) Theory and Praxis
DOI: 10.15468/dl.ht433s
title: Occurrence Download

description: A dataset containing 22242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pinguicula vulgaris",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 22242 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002237-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18803088
title: PLUS and SWAT+ Model Outputs for Quantification of Hydrological Ecosystem Services in the Ulla River Basin (NW Spain)

description: Simulated land use outputs from the PLUS model in the near (2035) and far (2095) future under the four development scenarios: Business As Usual (BAU), Socio-Economic Development Priority (SEDP), Ecological Protection Priority (EPP), and Sustainable Development (SD). 

Type 1 = Built-Up Land; Type 2: Agricultural Land; Type 3: Forest; Type 4: Shrubland/Grassland; Type 5: Bare Land; Type 6: Water Areas.

Monthly outputs (Jan 2005 - Dec 2024) from the calibrated SWAT+ model of water yield (mm), blue/green water flow (mm), sediment yield (t/ha), and Local climate regulation index (LCI). Outputs from IAHRIS software for analyzing the degree of hydrological alteration at the downstream channel (CH01) are also included.

Version 2 of this record includes additional files that were inadvertently omitted from Version 1. No changes were made to the data processing, methodology, or results.

This work was supported by the CHIST-ERA grant CHIST-ERA-23-MultiGIS-06, project PCI2025-163208 funded by MICIU/AEI /10.13039/501100011033 and co-financed by the European Union.
DOI: 10.15468/dl.gjtcvq
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Neolamprologus leloupi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002240-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18713726
title: PLUS and SWAT+ Model Outputs for Quantification of Hydrological Ecosystem Services in the Ulla River Basin (NW Spain)

description: Simulated land use outputs from the PLUS model in the near (2035) and far (2095) future under the four development scenarios: Business As Usual (BAU), Socio-Economic Development Priority (SEDP), Ecological Protection Priority (EPP), and Sustainable Development (SD). 

Type 1 = Built-Up Land; Type 2: Agricultural Land; Type 3: Forest; Type 4: Shrubland/Grassland; Type 5: Bare Land; Type 6: Water Areas.

Monthly outputs (Jan 2005 - Dec 2024) from the calibrated SWAT+ model of water yield (mm), blue/green water flow (mm), sediment yield (t/ha), and Local climate regulation index (LCI). Outputs from IAHRIS software for analyzing the degree of hydrological alteration at the downstream channel (CH01) are also included.

Version 2 of this record includes additional files that were inadvertently omitted from Version 1. No changes were made to the data processing, methodology, or results.

This work was supported by the CHIST-ERA grant CHIST-ERA-23-MultiGIS-06, project PCI2025-163208 funded by MICIU/AEI /10.13039/501100011033 and co-financed by the European Union.
DOI: 10.60966/7pfpgt0f
title: Dataset of Sanctioned firms and individuals

description: The firms and individuals listed have been sanctioned for having engaged in fraudulent, corrupt, collusive, coercive or obstructive practices (collectively, Prohibited Practices), in violation of the IDB Group’s Sanctions Procedures and anti-corruption policies.  Sanctions are meant to prevent and deter Prohibited Practices in IDB Group-financed activities. Such sanctions are imposed as a result of: Determinations by the Sanctions Officer and Decisions of the Sanctions Committee of the IDB Group; Negotiated Resolution Agreements entered between the Bank Group and companies or individuals as a result of investigations undertaken by OII; or Cross debarment in accordance with the Agreement for Mutual Enforcement of Debarment Decisions dated 9 April 2010, which, as of 11 July 2012, has been made effective by the African Development Bank, Asian Development Bank, European Bank for Reconstruction and Development, Inter-American Development Bank, and World Bank. In accordance with the IDB Group’s Sanctions Procedures, the Sanctions Officer and Sanctions Committee may impose any sanction that it deems to be appropriate under the circumstances, including but not limited to reprimand, debarment, conditional non-debarment, and conditions on future contracting. Debarred firms or individuals are ineligible to be awarded and participate in any IDB financed contract for the periods indicated.  Ineligibility may extend to any firm or individual who directly or indirectly controls the debarred firm or any firm which the debarred firm directly or indirectly controls. In the case of a debarred individual, ineligibility may extend to any firm which the debarred individual directly or indirectly controls.
DOI: 10.15468/dl.66pvx5
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scutiger mammatus"
 ]
}

 The dataset includes 166 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002241-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5cgjv
title: Occurrence Download

description: A dataset containing 5476 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Luzula spicata",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5476 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002242-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17639/nott.7624
title: In situ monitoring of the annealing process using Spatially Resolved Acoustic Spectroscopy

description: The upcoming data set will assist in reconstructing the images presented in the article.
DOI: 10.5255/ukda-sn-9512-1
title: Better Outcomes through linked Data: Homelessness and Offending, England, 2011-2023: Secure Access
title: BOLD

description: &lt;div&gt;&lt;span style="font-style: italic;"&gt;Better Outcomes through linked Data: Homelessness and Offending, England, 2011-2023: Secure Access&lt;/span&gt; has been produced as a part of the &lt;span style="font-style: italic;"&gt;Better Outcomes through Linked Data&lt;/span&gt; (BOLD) programme. Each record in the dataset gives information about a single person and their individual housing support and offending (custodial and/or probation) journey. &lt;/div&gt;&lt;div&gt;&lt;br&gt;&lt;/div&gt;&lt;div&gt;As part of BOLD, records have been deidentified and deduplicated, using Ministry of Justice's (MoJ) probabilistic record linkage package, Splink, so that a unique identifier is assigned to all records believed to relate to the same person, allowing for longitudinal analysis and investigation of appearances in different datasets. This aims to improve on data links across government. This opens up the potential to better understand any associations between housing support and offending 'journeys' so that action can be taken to reduce the risk of poor housing outcomes and of reoffending.&lt;span style="white-space: pre;"&gt; &lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;br&gt;&lt;/div&gt;
DOI: 10.5281/zenodo.18803206
title: Minimum reproducibility package for reproducing cross-correlation bar graphs

description: Here one can find a minimum reproducibility package for reproducing the cross-correlation bar graphs encountered at the results section in the work "The interplay between melodic and durational contours in prosodic prominence and phrasing".  This package contains an R script for generating bar graphs with the tidyverse R library, and the final cross-correlation result tables used to generate each cross-correlation figure.
DOI: 10.5281/zenodo.18803205
title: Minimum reproducibility package for reproducing cross-correlation bar graphs

description: Here one can find a minimum reproducibility package for reproducing the cross-correlation bar graphs encountered at the results section in the work "The interplay between melodic and durational contours in prosodic prominence and phrasing".  This package contains an R script for generating bar graphs with the tidyverse R library, and the final cross-correlation result tables used to generate each cross-correlation figure.
DOI: 10.60966/ihisavwe
title: IDB Projects Dataset

description: This dataset compiles information about the IDB sovereign guaranteed and non-sovereign guaranteed programs and projects in preparation and approved to support the IDB’s 26 borrowing member-countries. This includes credit lines, lending and grant financing facilities, financing programs, loans, guarantees, investment grants, technical cooperation and equity investments, starting in 1960 up to date.
DOI: 10.15468/dl.ctsatb
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Neolamprologus modestus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002244-260226173443078/datasets/export for details.
DOI: 10.3886/e246431
title: TIC data

description: TIC curriculum data
DOI: 10.3886/e246431v1
title: TIC data

description: TIC curriculum data
DOI: 10.15468/dl.ng4scj
title: Occurrence Download

description: A dataset containing 969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Arabidopsis lyrata",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 969 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002245-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18802824
title: nWGS Pipeline Reference Files - v5.0

description: nWGS_pipeline is a comprehensive bioinformatics workflow designed for the analysis of Central Nervous System (CNS) tumor samples using Oxford Nanopore sequencing data. It integrates multiple analytical modules, including copy number variation (CNV) detection, DNA methylation profiling, structural variant calling, and MGMT promoter methylation status assessment.

Users can access the reference materials, example datasets, and detailed usage instructions via the project's GitHub repository.For references and licensing terms, see:🔗 https://github.com/VilhelmMagnusLab/nWGS_pipeline
DOI: 10.5281/zenodo.18802823
title: nWGS Pipeline Reference Files - v5.0

description: nWGS_pipeline is a comprehensive bioinformatics workflow designed for the analysis of Central Nervous System (CNS) tumor samples using Oxford Nanopore sequencing data. It integrates multiple analytical modules, including copy number variation (CNV) detection, DNA methylation profiling, structural variant calling, and MGMT promoter methylation status assessment.

Users can access the reference materials, example datasets, and detailed usage instructions via the project's GitHub repository.For references and licensing terms, see:🔗 https://github.com/VilhelmMagnusLab/nWGS_pipeline
DOI: 10.6084/m9.figshare.31431091
title: Chronic neck pain on aerocapacity among adults.

description: This data presents the association of CNNP on aerobic capacity among adults.
DOI: 10.6084/m9.figshare.31431091.v1
title: Chronic neck pain on aerocapacity among adults.

description: This data presents the association of CNNP on aerobic capacity among adults.
DOI: 10.15468/dl.j3cgnc
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Neolamprologus mondabu"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002246-260226173443078/datasets/export for details.
DOI: 10.6084/m9.figshare.28536512
title: Data Base Tiktok y Reclutamiento Estado Mayor Central del las FARC

description: Se adopta un enfoque cualitativo apoyado en la teoría de redes y técnicas de <i>web scraping</i><i> </i>para realizar rastreo asociado a etiquetas que mediante visualizaciones de datos explican recurrencia, frecuencia e intencionalidad para examinar contenido en TikTok de 625 videos entre 2017 y 2024; posterior a ello se realiza el análisis con Procesamiento de Lenguaje Natural.
DOI: 10.6084/m9.figshare.28536512.v1
title: Data Base Tiktok y Reclutamiento Estado Mayor Central del las FARC

description: Este base de datos incluye 625 registros extraidos mediante scraping de TikTok, relacionados con el reclutamiento en Colombia, en el periodo comprendido entre el 01 de junio de 2017 y el 9 de diciembre de 2024.
DOI: 10.6084/m9.figshare.28536512.v2
title: Data Base Tiktok y Reclutamiento Estado Mayor Central del las FARC

description: Se adopta un enfoque cualitativo apoyado en la teoría de redes y técnicas de <i>web scraping</i><i> </i>para realizar rastreo asociado a etiquetas que mediante visualizaciones de datos explican recurrencia, frecuencia e intencionalidad para examinar contenido en TikTok de 625 videos entre 2017 y 2024; posterior a ello se realiza el análisis con Procesamiento de Lenguaje Natural.
DOI: 10.15468/dl.f2bjyj
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Minuartia rubella",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 164 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002247-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxk8gq
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scutiger nyingchiensis"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002248-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bytpw3
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Variabilichromis moorii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002249-260226173443078/datasets/export for details.
DOI: 10.15468/dl.gqq7du
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Erythroxylum coca, Erythroxylum novogranatense)"
 ]
}

 The dataset includes 160 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002251-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18803270
title: Dataset Roland et al CB-CH chondrites