cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17091840
title: Supporting Dataset for the article "Forest Structure Recovery Around West Africa's Last Great Rainforest: Modeling Complex Dynamics in Taï National Park"

description: This Terri4Sol dataset accompanies the manuscript:

Houphouet, A.D.L., Sangne, Y.C., Adou Yao, Y.C., Betbeder, J., Diarrassouba, A., & Hérault, B. (2024).Forest Structure Recovery Around West Africa’s Last Great Rainforest: Modeling Complex Dynamics in Taï National Park.

It provides detailed plot-level forest structure and environmental data used to model forest recovery in and around Taï National Park, one of the largest remaining blocks of tropical rainforest in West Africa.

📁 Included Datasets

1. data_2ry.csv — Secondary Forest Plots

104 plots sampled in regenerating forests after agricultural or mining use.

Variables:





Plot_ID: Unique plot identifier




x, y: Longitude and latitude (decimal degrees, WGS84)




year: Time since land abandonment (years)




Gini: Structural homogeneity (unitless, inverse of tree size inequality)




QMD: Quadratic Mean Diameter (cm)




Lorey: Lorey’s Height (m, basal area-weighted tree height)




AGB_Ha: Aboveground biomass (tons/ha)




land_use: Previous land use (1 = Cocoa, 2 = Mining, 3 = Other)




Animals: Number of mammal species observed via indirect signs (integer, 0–3+)




water: Soil hydromorphy (1 = Hydromorphic, 0 = Well-drained)




Maranthaceae: Presence of dense Marantaceae understory (0/1)




AGB_ha_rmnt: Biomass of remnant trees (tons/ha)




HumAct: Human disturbance score (0–3)




pld_250: % forest cover within 250 m buffer (forest connectivity)



2. data_OGF_und.csv — Undisturbed Old-Growth Forest

7 plots in intact old-growth forest used as reference.

Variables:Plot_ID, x, y, Gini, QMD, Lorey, Maranthaceae (same definitions as above)

3. data_OGF_dist.csv — Disturbed Old-Growth Forest

7 plots impacted by selective logging or extractive activities.Same variables as data_OGF_und.csv.

4. data_OGF_sup.csv — Supplementary Old-Growth Forest (DBH ≥ 10 cm only)

25 plots where only trees ≥10 cm DBH were inventoried (used to calibrate asymptotic reference values).

Variables:Plot_ID, x, y, Gini, QMD, Lorey

🗺️ Study Area and Methods





Location: Taï National Park and surrounding landscape, Côte d’Ivoire




Period: September 2023 – July 2024




Plot size: 625 m² (25 × 25 m)




DBH threshold: ≥ 2.5 cm for most datasets; ≥10 cm for data_OGF_sup




Biomass calculation: Based on species-level allometries (Réjou-Méchain et al., 2017)



📌 Notes





Variable names align with those in the manuscript.




Coordinates may be slightly imprecise to protect sensitive locations.




Data are suitable for forest structure modeling and Bayesian recovery analysis.
DOI: 10.15468/dl.4kw6qm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Pionites melanocephalus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024180-251120083545085/datasets/export for details.
DOI: 10.15468/dl.99rdb7
title: Occurrence Download

description: A dataset containing 15625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -20.914722",
 "DecimalLatitude is less than or equal to -15.914722",
 "DecimalLongitude is greater than or equal to 55.0",
 "DecimalLongitude is less than or equal to 60.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 15625 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024179-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qt6c3b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Accipiter tachiro"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024182-251120083545085/datasets/export for details.
DOI: 10.15125/bath-01417
title: Dataset for Radiofrequency Induction Heating for Green Chemicals Manufacture: A Systematic Model of Energy Losses and a Scale-Up Case-Study

description: The dataset includes all data for the results presented graphically as figures in the academic publication which is available open access courtesy of ACS Engineering AU. This includes data illustrating the impact of the various loss terms upon objective functions such as field strength, losses and overall effectiveness of RF induction heating both in general in section one and then specifically as applied to the ethanol dehydration reaction.
description: The methodology is described thoroughly in the article. Broadly it covers the development and demonstration and application of a new mathematical model for RF induction heating as applied to the chemicals industry.
DOI: 10.15468/dl.gbjedn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((42.71778 43.24391,43.20201 43.88955,43.25723 44.45874,43.12131 44.82403,42.84521 44.82403,42.4247 44.15291,42.25904 43.22267,42.71778 43.24391))",
 "TaxonKey is Mus musculus"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024183-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqw24f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Cyanopsitta spixii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024184-251120083545085/datasets/export for details.
DOI: 10.15468/dl.yta682
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Celastrus"
 ]
}

 The dataset includes 658 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024188-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr35j2
title: Occurrence Download

description: A dataset containing 4918 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreochromis aureus"
 ]
}

 The dataset includes 4918 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024185-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/m0mqur
title: PAN-00050240 - Late Medieval/early modern strap loop

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00050240&lt;/p&gt;
description: Modified: 2025-05-16T17:02:01+02:00
DOI: 10.15468/dl.u9pejf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aproteles bulmerae",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024189-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17799754
title: Data to support Fig. 2 in the main text

description: This is the code for calculating the renormalized spectrum.
DOI: 10.5281/zenodo.16568176
title: Data to support Fig. 2 in the main text

description: This is the code for calculating the renormalized spectrum.
DOI: 10.15468/dl.2wrhdj
title: Occurrence Download

description: A dataset containing 29573 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Posidonia oceanica"
 ]
}

 The dataset includes 29573 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024187-251120083545085/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.30773072
title: tpm_op_6-10tpmpfc

description: tpm_op_6-10tpmpfc
DOI: 10.6084/m9.figshare.30773072.v1
title: tpm_op_6-10tpmpfc

description: tpm_op_6-10tpmpfc
DOI: 10.15468/dl.p5dsm8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Agapornis canus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024192-251120083545085/datasets/export for details.
DOI: 10.15468/dl.ts2esa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Pionus fuscus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024191-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17799695
title: Multi-omics integrated analysis identifies multidimensional features to improve clinical outcomes and immunotherapy resistance in microsatellite stability colorectal cancer

description: Codes related to MLDMPIS construction and all data used in this study
DOI: 10.5281/zenodo.17799694
title: Multi-omics integrated analysis identifies multidimensional features to improve clinical outcomes and immunotherapy resistance in microsatellite stability colorectal cancer

description: Codes related to MLDMPIS construction and all data used in this study
DOI: 10.15468/dl.s2rwve
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Cyanoramphus malherbi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024194-251120083545085/datasets/export for details.
DOI: 10.15468/dl.r3pq7q
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((5.566934014571746 47.999294887931235, 5.565858572320231 48.008072831305185, 5.562251009403323 48.01654127109973, 5.556248823708122 48.024374525304324, 5.548081894628225 48.03127119000517, 5.538063768439632 48.036965779447264, 5.526579655735809 48.041238997182575, 5.51407159486432 48.043926233117546, 5.501021356469241 48.044923949292205, 5.4879317625860065 48.04419369983019, 5.475307163686128 48.041763624294816, 5.463633854529485 48.03772735462867, 5.453361212412659 48.032240379468796, 5.4448843092382635 48.025514011287434, 5.438528683699132 48.01780719699281, 5.434537865603699 48.00941649721036, 5.433064126339425 48.0006646299408, 5.434162794111255 47.991888027939964, 5.437790326845374 47.98342389416331, 5.443806186434599 47.97559725507018, 5.451978411756273 47.96870850748476, 5.461992650222278 47.963021931853525, 5.47346428310198 47.95875560459404, 5.4859531719843355 47.956073086786375, 5.498980464989473 47.9550771980972, 5.512046833316887 47.9558061061843, 5.524651462383101 47.95823187569692, 5.536311097657949 47.96226153024644, 5.546578443566746 47.96774058828847, 5.555059234499226 47.97445894266075, 5.561427339878939 47.98215886648444, 5.565437329951278 47.990544848144786, 5.566934014571746 47.999294887931235))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "EventDate is greater than or equal to 2015-01-01",
 "Modified is greater than or equal to 2025-06-01"
 ]
}

 The dataset includes 65 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024195-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97q6k5
title: Occurrence Download

description: A dataset containing 2817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.14949 37.38143,-7.16689 37.38173,-7.17748 37.37572,-7.18655 37.3658,-7.18693 37.35618,-7.18013 37.34927,-7.16386 37.34626,-7.15328 37.35137,-7.14115 37.3559,-7.13699 37.36432,-7.14153 37.37634,-7.14949 37.38143))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2817 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024196-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/rdyltu
title: PAN-00177058 - Roman horse gear pendant group B6

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177058&lt;/p&gt;
description: Modified: 2025-07-31T18:28:14+02:00
DOI: 10.15468/dl.7p4udg
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabitragus jayakari",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024197-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/b68yhr
title: Herbier régional d'Occitanie (TL 111)

description: The Occitanie Regional Herbarium was compiled over the years, from the first quarter of the 19th century to the end of the 20th century. It includes an almost exhaustive panel of phanerogams from these eight departments: often several parts of the same species, from different localities, but also collected at different dates. The collectors numbered in the dozens: professors, of course, but also students, established botanists, and amateurs, both known and unknown. It contains approximately 70,000 plates divided into 453 binders from 1820 to 2000. The inventory of this immense herbarium is still on going.
L’Herbier Régional d’Occitanie a été constitué au fil des années depuis le premier quart du XIXe siècle, jusqu’à la fin du XXe siècle. Il comprend un panel presque exhaustif des phanérogames de ces 8 départements : souvent plusieurs parties d'une même espèce, dans des localités différentes, mais aussicollectés à différentes dates. Les collecteurs se comptent par dizaines : professeurs bien sûr, mais aussi étudiants, botanistes confirmés ou amateurs connus ou inconnus. Il contient environ 70000 planches réparties en 453 classeurs de 1820 à 2000. L'inventaire de cet immense herbier est toujours en cours.
DOI: 10.15468/dl.ngccjv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Agapornis pullarius"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024199-251120083545085/datasets/export for details.
DOI: 10.15468/dl.z285ep
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Pionus maximiliani"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024198-251120083545085/datasets/export for details.
DOI: 10.15468/dl.2xc6q8
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Canirallus oculeus (Hartlaub, 1855)"
 ]
}

 The dataset includes 77 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035449-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt4a39
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bolitoglossa riletti Holman, 1964"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109557-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcwthf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Palaeotodus itardiensis Mourer-Chauviré, 1985"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122231-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdmug5
title: Occurrence Download

description: A dataset containing 10553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Clusia L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10553 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008620-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7uekq
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaeocarpus oriomensis Weibel"
 ]
}

 The dataset includes 37 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035491-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ly4x0q
title: Occurrence Download

description: A dataset containing 25202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gambusia affinis (Baird & Girard, 1853)"
 ]
}

 The dataset includes 25202 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008620-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wd6gx5
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Antirrhinum charidemi Lange"
 ]
}

 The dataset includes 240 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127221-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du6tjk
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dischidia imbricata (Blume) Steud."
 ]
}

 The dataset includes 72 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035412-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e62avx
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is USNM",
 "OccurrenceStatus is Present",
 "TaxonKey is Hylopetes spadiceus (Blyth, 1847)"
 ]
}

 The dataset includes 116 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072091-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyq4qa
title: Occurrence Download

description: A dataset containing 457654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptotila verreauxi Bonaparte, 1855",
 "HasCoordinate is true",
 "Year is greater than 1989"
 ]
}

 The dataset includes 457654 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343692-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpg258
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbascum nudatum Murb."
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130949-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns9r8s
title: Occurrence Download

description: A dataset containing 1036 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Chapter 7: Linnaean Plant Names and their Types (part C)"
 ]
}

 The dataset includes 1036 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035492-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9r3vqn
title: Occurrence Download

description: A dataset containing 166837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-142.22210 3.92622,-77.64614 3.92622,-77.64614 49.18105,-142.22210 49.18105,-142.22210 3.92622))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Toxostoma redivivum (Gambel, 1845)",
 "Year 1899-2020"
 ]
}

 The dataset includes 166837 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074107-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmzvt2
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus semecarpifolia Sm."
 ]
}

 The dataset includes 374 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127203-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qz5hen
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaeocarpus nodosus Baker fil."
 ]
}

 The dataset includes 58 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035424-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.