cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10108963
title: Patch metrics and landscape patterns of forest disturbances at the beginning of the 20th Century

description: Summary:

The database consists of a compressed .CSV file containing structural information of forest disturbance patches identified between 2002 and 2014 using the Global Forest Change Tree Cover Loss Year dataset version 1.6 (Hansen et al, 2013) available at https://earthenginepartners.appspot.com/science-2013-global-forest/download_v1.6.html. Each row in the database represents a patch (249,149,911 in total). The columns (15) represent the structural metrics calculated for each patch, as well as the landscape patterns identified using kmeans cluster analysis. 

The methods used for building this database are published in the paper: Acil, N., Sadler, J.P., Senf, C. et al. Landscape patterns in stand-replacing disturbances across the world’s forests. Nat Sustain 8, 86–98 (2025). https://doi.org/10.1038/s41893-024-01450-3

Aggregated global maps of the patch metrics can be visualised in Google Earth Engine and accessed in the asset "http://projects/ee-treemort-disturbances-nacil/assets/PatchMetrics_Means_nonLU_2002-2014/". 

Some of the scripts associated with this project are hosted in GitHub and Google Earth Engine.

Additional scripts and data will be made available upon request.

 

  

Database structure: 

Patch metrics

Occurrence: 

Patch form and year were retrieved from the Global Forest Change tree cover loss year dataset version 1.6 (Hansen et al, 2013).




Column name
Description
Unit
Format
Valid values


PID
Patch unique identifier in the format Tile_Year_PatchNumber (e.g. 01U_02_00000001).
 
Characters
 


X_INT_deg
Longitude of the patch's internal centroid
Degrees
Float
[-180-180]


Y_INT_deg
Latitude of the patch's internal centroid
Degrees
Float
[-90-90]


YEAR_maj
Year of patch majority occurrence. 
 
Integer
[2-14]


YEAR_n
Number of years over which the patch exhibited continuous growth.
 
Integer
>0




Metrics: 

These patch and landscape metrics were calculated from the patch delineated.




Column name
Description
Unit
Format
Valid values


AREA_G_ha
Patch geodesic area
Hectares
Float
>0


PERIM_G_m
Patch geodesic perimeter
Meters
Float
>0


PARA
Perimeter-area ratio
 
Float
>0


SHAPE
Shape index
 
Float
>=1


ELONG
Elongation index
 
Float
[0-1[


FRAC
Fractal dimension index
 
Float
[1-2]


NN5000_T0_n
Number of patches assigned the same year within 5 km radius.
 
Integer
>0


NN5000_AREA_T0_perc
Percent of the total area disturbed over the period 2001-2018 within 5 km radius from the focal patch centroid.
%
Float
[0-100]




Clusters:

Cluster identification was performed using AREA_G_ha, YEAR_n, SHAPE, ELONG, NN5000_T0_n and NN5000_AREA_T0_perc. 




Column name
Description
Unit
Format
Valid values


CLUSTER_CODE
Code assigned to each cluster
 
Integer
[1-4]


CLUSTER_LABEL
Name given to the cluster identified. 
 
Character




Small-isolated

Clustered

Complex

Large-multiyear
DOI: 10.15468/dl.8kaaga
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus banaticus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007437-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8pya6
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Identificación de insectos plaga y benéficos del café en Colombia"
 ]
}

 The dataset includes 944 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007438-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k92mcf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aphyosemion aureum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007439-250914085247600/datasets/export for details.
DOI: 10.15468/dl.54eg6z
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007442-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tauu8
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007443-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a5t2e
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 141 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007444-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rdwhe
title: Occurrence Download

description: A dataset containing 38800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year is 1972",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 38800 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007440-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u55mhx
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dasyproctidae"
 ]
}

 The dataset includes 360 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007445-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17099252
title: Linking biodiversity and ecosystem services: a meta-analysis of sustainable agricultural practices in large-scale crops
DOI: 10.5281/zenodo.17099253
title: Linking biodiversity and ecosystem services: a meta-analysis of sustainable agricultural practices in large-scale crops
DOI: 10.15468/dl.kbffap
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 312 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007447-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93gn6y
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 503 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007449-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h8c9k
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007448-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4tbmn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Australoheros robustus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007450-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13079808
title: Daftar Pengadilan Indonesia
DOI: 10.15468/dl.rtbgd9
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus chrysanthus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 143 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007453-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2d8cc
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.28.48_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 378 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007454-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x68ub
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apodemus semotus"
 ]
}

 The dataset includes 675 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007456-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ys4hwz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pisodonophis hypselopterus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007455-250914085247600/datasets/export for details.
DOI: 10.6084/m9.figshare.30139075
title: The cross-parameterisation method. Source: developed by the authors based on the methods of Huang et al. (2012) and Zhou et al. (2021).

description: This figure shows the cross-parameterisation method. Source: developed by the authors based on the methods of Huang et al. (2012) and Zhou et al. (2021)
DOI: 10.6084/m9.figshare.30139075.v1
title: The cross-parameterisation method. Source: developed by the authors based on the methods of Huang et al. (2012) and Zhou et al. (2021).

description: This figure shows the cross-parameterisation method. Source: developed by the authors based on the methods of Huang et al. (2012) and Zhou et al. (2021)
DOI: 10.15468/dl.jvsg33
title: Occurrence Download

description: A dataset containing 5436189 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Kenya"
 ]
}

 The dataset includes 5436189 records from 1492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007408-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6zm4b
title: Occurrence Download

description: A dataset containing 3593 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Continent is Oceania",
 "Continent is Asia",
 "Continent is Europe",
 "Continent is North America"
 ]
 },
 "MediaType is Image",
 "TaxonKey is Viola odorata L."
 ]
}

 The dataset includes 3593 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355377-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa99vf
title: Occurrence Download

description: A dataset containing 732 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malpighia coccigera L."
 ]
}

 The dataset includes 732 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024345-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4kvhy
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nannorrhops H.Wendl."
 ]
}

 The dataset includes 109 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213707-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bnee4
title: Occurrence Download

description: A dataset containing 717 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpailurus yagouaroundi (É.Geoffroy Saint-Hilaire, 1803)"
 ]
}

 The dataset includes 717 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0377832-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqspa7
title: Occurrence Download

description: A dataset containing 4407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Didelphis virginiana Kerr, 1792"
 ]
}

 The dataset includes 4407 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003220-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbejdw
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulbaghia simmleri Beauverd"
 ]
}

 The dataset includes 85 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024376-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2hyyw
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platydracus brevicornis (Motschulsky, 1861)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0311355-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78w2rf
title: Occurrence Download

description: A dataset containing 40862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelophylax lessonae (Camerano, 1882)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 40862 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015859-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62c2cn
title: Occurrence Download

description: A dataset containing 53411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((97.58163997409885 14.612096258853004,103.05283138034885 14.612096258853004,103.05283138034885 5.710902131614234,97.58163997409885 5.710902131614234,97.58163997409885 14.612096258853004))",
 {
 "or" : [
 "IucnRedListCategory is VU",
 "IucnRedListCategory is EN",
 "IucnRedListCategory is CR"
 ]
 }
 ]
}

 The dataset includes 53411 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023202-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zsz5s
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Gracilaria birdiae E.M.Plastino & E.C.Oliveira"
 ]
}

 The dataset includes 111 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020412-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjxqtb
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus arctos Linnaeus, 1758",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 70 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355374-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ngnpp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulbaghia calcarea Engl. & Krause"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024316-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfhtn9
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bivalvia",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 500 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213715-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f83ymz
title: Occurrence Download

description: A dataset containing 257962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-08-03",
 "EventDate is less than or equal to 2023-09-02",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 257962 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000483-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t27rsw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthozoa",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213757-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf427h
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulbaghia tenuior K.Krause & Dinter"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024383-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h3neg
title: Occurrence Download

description: A dataset containing 535451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2022-03-15",
 "EventDate is less than or equal to 2022-04-14",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 535451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272767-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.