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

description: A dataset containing 883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON ((-2.142949 36.73405, -2.142961 36.73443, -2.142998 36.7348, -2.14306 36.73518, -2.143145 36.73555, -2.143255 36.73591, -2.143389 36.73627, -2.143546 36.73663, -2.143726 36.73698, -2.143928 36.73732, -2.144153 36.73765, -2.144398 36.73797, -2.144665 36.73828, -2.144951 36.73858, -2.145256 36.73887, -2.14558 36.73914, -2.145921 36.7394, -2.146279 36.73964, -2.146652 36.73987, -2.14704 36.74009, -2.147441 36.74028, -2.147854 36.74046, -2.148278 36.74063, -2.148713 36.74077, -2.149156 36.7409, -2.149607 36.741, -2.150064 36.74109, -2.150527 36.74116, -2.150993 36.74121, -2.151462 36.74124, -2.151932 36.74125, -2.152402 36.74124, -2.152871 36.74121, -2.153337 36.74116, -2.1538 36.74109, -2.154257 36.741, -2.154708 36.7409, -2.155151 36.74077, -2.155586 36.74063, -2.15601 36.74046, -2.156424 36.74028, -2.156825 36.74009, -2.157212 36.73987, -2.157585 36.73964, -2.157943 36.7394, -2.158284 36.73914, -2.158608 36.73887, -2.158913 36.73858, -2.1592 36.73828, -2.159466 36.73797, -2.159712 36.73765, -2.159936 36.73732, -2.160139 36.73698, -2.160319 36.73663, -2.160476 36.73627, -2.160609 36.73591, -2.160719 36.73555, -2.160805 36.73518, -2.160866 36.7348, -2.160903 36.73443, -2.160915 36.73405, -2.160903 36.73367, -2.160866 36.7333, -2.160805 36.73292, -2.160719 36.73255, -2.160609 36.73219, -2.160476 36.73183, -2.160319 36.73147, -2.160139 36.73112, -2.159936 36.73078, -2.159712 36.73045, -2.159466 36.73013, -2.1592 36.72982, -2.158913 36.72952, -2.158608 36.72923, -2.158284 36.72896, -2.157943 36.7287, -2.157585 36.72845, -2.157212 36.72823, -2.156825 36.72801, -2.156424 36.72781, -2.15601 36.72764, -2.155586 36.72747, -2.155151 36.72733, -2.154708 36.7272, -2.154257 36.7271, -2.1538 36.72701, -2.153337 36.72694, -2.152871 36.72689, -2.152402 36.72686, -2.151932 36.72685, -2.151462 36.72686, -2.150993 36.72689, -2.150527 36.72694, -2.150064 36.72701, -2.149607 36.7271, -2.149156 36.7272, -2.148713 36.72733, -2.148278 36.72747, -2.147854 36.72764, -2.147441 36.72781, -2.14704 36.72801, -2.146652 36.72823, -2.146279 36.72845, -2.145921 36.7287, -2.14558 36.72896, -2.145256 36.72923, -2.144951 36.72952, -2.144665 36.72982, -2.144398 36.73013, -2.144153 36.73045, -2.143928 36.73078, -2.143726 36.73112, -2.143546 36.73147, -2.143389 36.73183, -2.143255 36.73219, -2.143145 36.73255, -2.14306 36.73292, -2.142998 36.7333, -2.142961 36.73367, -2.142949 36.73405))"
 ]
}

 The dataset includes 883 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013522-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/uuid:37264fde-2344-4af2-860c-effda9caa3e8
title: Kite power flight data acquired on 24 March 2017

description: Flight test data of a kite power system acquired by several different sensors on the wing, the suspended kite control unit and the ground station. Raw data in csv-format.
DOI: 10.4121/68d70f59-9318-4e90-9482-0c7593d9ad4f.v2
title: Kite power flight data acquired on 24 March 2017

description: Flight test data of a kite power system acquired by several different sensors on the wing, the suspended kite control unit and the ground station. Raw data in csv-format.
DOI: 10.15468/dl.gum8re
title: Occurrence Download

description: A dataset containing 662 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thamnophis fulvus"
 ]
}

 The dataset includes 662 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013523-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/ntvpb
title: Replication package for: Sealed-Bid versus Ascending Spectrum Auctions

description: Code and data used in the paper "Sealed-Bid versus Ascending Spectrum Auctions".
DOI: 10.15468/dl.rpk5mf
title: Occurrence Download

description: A dataset containing 5189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax"
 ]
}

 The dataset includes 5189 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013524-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14854199
title: Marine Soundscape Data

description: Marine soundscape data in Three frequncy ranges 1) 10-500 Hz, 2) 500-3000 Hz, 3) 3000-24000 Hz in different seasons:

1) Win1-Winter(Jan-Feb)

2) Spr-Spring(Mar-May)

3) Summ-Summer(May-Sep)

4) Aut- Autumn (Sep-Oct)

5) Win2-Winter(Nov-Dec)
DOI: 10.5281/zenodo.15342622
title: Marine Soundscape Data

description: Marine soundscape data in Three frequncy ranges 1) 10-500 Hz, 2) 500-3000 Hz, 3) 3000-24000 Hz in different seasons:

1) Win1-Winter(Jan-Feb)

2) Spr-Spring(Mar-May)

3) Summ-Summer(May-Sep)

4) Aut- Autumn (Sep-Oct)

5) Win2-Winter(Nov-Dec)
DOI: 10.6084/m9.figshare.30737849
title: The LC/MS data from honeybee brains

description: The dataset is the LC/MS data from honeybee brains, including three subfiles consisting of "Brain_Dopamine", "Brain_Octopamine", and "Brain_Serotonin".
DOI: 10.6084/m9.figshare.30737849.v1
title: The LC/MS data from honeybee brains

description: The dataset is the LC/MS data from honeybee brains, including three subfiles consisting of "Brain_Dopamine", "Brain_Octopamine", and "Brain_Serotonin".
DOI: 10.5281/zenodo.15585783
title: Parry, J. Wang, Y. Sorokina, H. Valbuena, Ruben. Linser, Stefanie. Mazziotta, Adriano. et al. (2025). D5.3 Dataset of selected IFM indicators derived from remote sensing technologies. Horizon 2020 Project No. 101036849, European Commission, 45 pp.

description: This dataset included the data used in presenting several methods for assessing and monitoring indicators of integrative forest management (IFM) using remote sensing. This has been done using a combination of field and desk-based feasibility studies focused on the TRANSFORMIT Living Lab model. Remote sensing technologies have been ranked according to their technology readiness level (TRL) to help facilitate evidence-based monitoring of key IFM indicator variables. The indicators explored here include, but are not limited to, those decided through an intensive stakeholder engagement process (D5.2). A systematic review (MS16) was used to confirm the most viable technologies to be taken forward to feasibility studies. These were: Multispectral and hyperspectral satellite imagery (M/HSI), Airborne laser scanning (ALS), Airborne multispectral and hyperspectral imagery (AM/HSI), and Terrestrial laser scanning (TLS).
DOI: 10.5281/zenodo.15585782
title: Parry, J. Wang, Y. Sorokina, H. Valbuena, Ruben. Linser, Stefanie. Mazziotta, Adriano. et al. (2025). D5.3 Dataset of selected IFM indicators derived from remote sensing technologies. Horizon 2020 Project No. 101036849, European Commission, 45 pp.

description: This dataset included the data used in presenting several methods for assessing and monitoring indicators of integrative forest management (IFM) using remote sensing. This has been done using a combination of field and desk-based feasibility studies focused on the TRANSFORMIT Living Lab model. Remote sensing technologies have been ranked according to their technology readiness level (TRL) to help facilitate evidence-based monitoring of key IFM indicator variables. The indicators explored here include, but are not limited to, those decided through an intensive stakeholder engagement process (D5.2). A systematic review (MS16) was used to confirm the most viable technologies to be taken forward to feasibility studies. These were: Multispectral and hyperspectral satellite imagery (M/HSI), Airborne laser scanning (ALS), Airborne multispectral and hyperspectral imagery (AM/HSI), and Terrestrial laser scanning (TLS).
DOI: 10.15468/dl.y4ykk9
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucaena lanceolata"
 ]
}

 The dataset includes 773 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013530-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc8yrv
title: Occurrence Download

description: A dataset containing 621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucaena esculenta"
 ]
}

 The dataset includes 621 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013529-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy5fzk
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thamnophis godmani"
 ]
}

 The dataset includes 377 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013531-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emwgtp
title: Occurrence Download

description: A dataset containing 1512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucaena leucocephala"
 ]
}

 The dataset includes 1512 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013532-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17455108
title: Unveiling Nonlinear Ecological Dynamics in Marine Soundscapes with Explainable AI

description:  





A curated sample dataset sufficient to reproduce the workflow is provided as Sample_data.csv (2018 monitored)




The complete, all-in-one analysis notebook is provided as XAI_SC.ipynb (Optuna tuning → XGBoost training → SHAP interpretation → figure/table export).




A short user guide with environment details, expected columns, and run instructions is included as Readme_XAI_Soundscape.rtf.  



These files are supplied as supplementary materials with the manuscript. The full 2014–2018 raw PAM archive can be shared upon reasonable request to the author and subject to institutional/data-provider permissions. All code needed to regenerate the results from the sample dataset is contained in the notebook.
DOI: 10.5281/zenodo.17743056
title: ForestNavigator GLOBIOM-G4M-X Baseline (Deliverable 6.3)

description: This dataset presents the Baseline projection of GHG emissions and removals for forest land and harvested wood products from GLOBIOM-G4M-X for EU27 and the single Member States.
DOI: 10.5281/zenodo.17743055
title: ForestNavigator GLOBIOM-G4M-X Baseline (Deliverable 6.3)

description: This dataset presents the Baseline projection of GHG emissions and removals for forest land and harvested wood products from GLOBIOM-G4M-X for EU27 and the single Member States.
DOI: 10.15468/dl.fuma8v
title: Occurrence Download

description: A dataset containing 69768354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 69768354 records from 3945 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013480-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccuoff
title: Occurrence Download

description: A dataset containing 77075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CABI Africa Invasive and Alien Species data"
 ]
}

 The dataset includes 77075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014975-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcgshb
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine longii Fernald"
 ]
}

 The dataset includes 143 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348609-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42942g
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.825931321946 5.194819216218789,-72.18179265008695 5.194819216218789,-72.18179265008695 7.838957888077843,-74.825931321946 7.838957888077843,-74.825931321946 5.194819216218789))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anolis chloris Boulenger, 1898"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002208-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.or1fij
title: Occurrence Download

description: A dataset containing 211418 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Mentha aquatica L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 211418 records from 426 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014976-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36m8z3
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Hemiscyllium ocellatum (Bonnaterre, 1788))"
 ]
}

 The dataset includes 204 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170043-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ux8dg
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea andrambovatensis J.-F.Leroy"
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002225-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sfkom
title: Occurrence Download

description: A dataset containing 39275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Thalictrum flavum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39275 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014977-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kaxxcp
title: Occurrence Download

description: A dataset containing 64518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Hexacorallians of the world",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 64518 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145961-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx2tyf
title: Occurrence Download

description: A dataset containing 158 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 Trachylepis binotata (Bocage, 1867)"
 ]
}

 The dataset includes 158 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002339-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ji7w70
title: Occurrence Download

description: A dataset containing 395538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "BasisOfRecord is Specimen",
 "License is CC0 1.0"
 ]
}

 The dataset includes 395538 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014975-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/za6k-s576
title: Optical image of Mrk 841

description: 1992 image of Mrk 841 made in the optical through HST WFPC.
DOI: 10.15468/dl.3vra2w
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea boinensis A.P.Davis & Rakotonas."
 ]
}

 The dataset includes 37 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002315-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvh7b8
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum depauperatum (Fernald) G.L.Nesom"
 ]
}

 The dataset includes 200 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348606-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u4qei
title: Occurrence Download

description: A dataset containing 4482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 {
 "or" : [
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is August",
 "Month is April"
 ]
 },
 "Year 2003-2003",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Falco sparverius Linnaeus, 1758"
 ]
}

 The dataset includes 4482 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014977-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7zt3d
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Jatropha pedersenii Lourteig"
 ]
}

 The dataset includes 72 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097304-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utd9wj
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium corruscans Fr."
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025244-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4q6mfr
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acianthera alainii (Dod) A.Doucette"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137279-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzglas
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-113.55469 80.76626,-136.05469 73.83461,-138.16406 65.96079,-135.35156 58.09646,-108.63281 57.34549,-100.89844 63.87552,-113.55469 80.76626))",
 "TaxonKey is Arctia brachyptera Troubridge & Lafontaine, 2000",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014977-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9hkxu
title: Occurrence Download

description: A dataset containing 1193488 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is USGS GAP - Alaska - Vertebrates - 1867-2009"
 ]
}

 The dataset includes 1193488 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106011-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa4efz
title: Occurrence Download

description: A dataset containing 6906579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ericales)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 6906579 records from 4676 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025246-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jknkvc
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asthenochloa tenera Buse"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071354-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.