cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.szn66q
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-149.61906 13.82233,-61.38094 13.82233,-61.38094 49.17767,-149.61906 49.17767,-149.61906 13.82233))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis occultus",
 "Year 1970-2020"
 ]
}

 The dataset includes 355 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033650-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nv3kdn
title: Occurrence Download

description: A dataset containing 26327 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Population counts for dragonflies in Flanders, Belgium"
 ]
}

 The dataset includes 26327 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033651-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu24j6
title: Occurrence Download

description: A dataset containing 3182 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Population counts of priority vascular plants species in Flanders, Belgium"
 ]
}

 The dataset includes 3182 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033652-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65ht3a
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Sightings for Ephippiger ephippiger in Flanders, Belgium"
 ]
}

 The dataset includes 182 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033654-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upeyfy
title: Occurrence Download

description: A dataset containing 435427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trochilidae",
 "StateProvince is Colorado"
 ]
}

 The dataset includes 435427 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033617-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1184/r1/29321561.v1
title: Dataset for <b>Causal parametric language mapping with electrical stimulation </b><b>during awake neurosurgery</b>

description: <b>Abstract:</b> Functional mapping with Direct Electrical Stimulation (DES) is widely used during awake neurosurgery to generate causal evidence about person-specific neuroanatomical organization of cognitive abilities. According to longstanding clinical and scientific orthodoxy, if the application of DES to a given brain region does not result in performance errors, that site is considered to not be involved in the task. Here, we show that DES has systematic effects on performance speed, even on correct trials, that can be predicted using fine-grained measures of when DES starts and stops relative to task processing. This approach, Causal Parametric Mapping, provides a framework for functionally dissociating processing stages in the human brain using reversible causal evidence.
DOI: 10.15468/dl.mykf2x
title: Occurrence Download

description: A dataset containing 160750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0)",
 "TaxonKey is one of (Calendula officinalis, Taraxacum officinale, Cynodon dactylon, Digitaria sanguinalis, Festuca rubra, Phleum pratense, Setaria pumila, Panicum dichotomiflorum, Lolium perenne, Lolium multiflorum)"
 ]
}

 The dataset includes 160750 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033628-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ca8bze
title: Occurrence Download

description: A dataset containing 4061 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Site counts for butterflies in Flanders, Belgium"
 ]
}

 The dataset includes 4061 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033660-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28n29w
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Sightings for Stenobothrus stigmaticus in Flanders, Belgium"
 ]
}

 The dataset includes 112 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033659-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhtavn
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Sightings for Natterjack toad in Flanders, Belgium"
 ]
}

 The dataset includes 117 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033658-251025141854904/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/dyje2
title: Dynamical Modeling Pathway
DOI: 10.15468/dl.j34m8s
title: Occurrence Download

description: A dataset containing 16 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.datasetkey = '86f5947b-b728-4021-8075-1da02bd8893f'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 16 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033644-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sw54mb
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.7616 39.89453,-83.7616 39.9537,-83.84658 39.9537,-83.84658 39.89453,-83.7616 39.89453))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 330 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033661-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqxtmt
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Transects for Eresus sandaliatus in Flanders, Belgium"
 ]
}

 The dataset includes 73 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033662-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17611559
title: Foruster Anti-Forensic Dataset v1.0

description: This dataset contains 500 files designed for testing anti-forensic detection techniques. Each file has a deliberately mismatched file extension (e.g., a ZIP archive named report.jpg). The file contents are benign, but their headers (magic numbers) do not match the claimed extension. This dataset was created to evaluate the recall of the anomaly detection engine in the Foruster forensic tool, as described in the accompanying research paper.
DOI: 10.5281/zenodo.17611558
title: Foruster Anti-Forensic Dataset v1.0

description: This dataset contains 500 files designed for testing anti-forensic detection techniques. Each file has a deliberately mismatched file extension (e.g., a ZIP archive named report.jpg). The file contents are benign, but their headers (magic numbers) do not match the claimed extension. This dataset was created to evaluate the recall of the anomaly detection engine in the Foruster forensic tool, as described in the accompanying research paper.
DOI: 10.15468/dl.m7fxx6
title: Occurrence Download

description: A dataset containing 9476 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Transects for dragonflies in Flanders, Belgium"
 ]
}

 The dataset includes 9476 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033664-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240309
title: HIFLD OPEN

description: This dataset contains U.S. maritime limits and maritime boundaries as developed by NOAA’s Office of Coast Survey. It includes the 12 nautical mile Territorial Sea, 24 nautical mile Contiguous Zone, and 200 nautical mile Exclusive Economic Zone (EEZ), measured from the U.S. normal baseline depicted on NOAA charts.<br>
It reflects an ongoing multi-year project begun in 2002 to re-evaluate the U.S. baseline using the most recent NOAA nautical charts and authoritative supplemental sources.<br>
The dataset also includes boundaries with adjacent or opposite nations and the U.S.–Canada International Boundary on land and in the Great Lakes.<br>
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.<br>
DOI: 10.3886/e240309v2
title: HIFLD OPEN

description: This dataset contains U.S. maritime limits and maritime boundaries as developed by NOAA’s Office of Coast Survey. It includes the 12 nautical mile Territorial Sea, 24 nautical mile Contiguous Zone, and 200 nautical mile Exclusive Economic Zone (EEZ), measured from the U.S. normal baseline depicted on NOAA charts.<br>
It reflects an ongoing multi-year project begun in 2002 to re-evaluate the U.S. baseline using the most recent NOAA nautical charts and authoritative supplemental sources.<br>
The dataset also includes boundaries with adjacent or opposite nations and the U.S.–Canada International Boundary on land and in the Great Lakes.<br>
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.<br>
DOI: 10.15468/dl.fp8h5c
title: Occurrence Download

description: A dataset containing 4702 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Atlantic salmon microbiota"
 ]
}

 The dataset includes 4702 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033665-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fbh34
title: Occurrence Download

description: A dataset containing 1493891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Singapore"
 ]
}

 The dataset includes 1493891 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033634-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppja6x
title: Occurrence Download

description: A dataset containing 3118 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Transects for fire salamanders in Flanders, Belgium"
 ]
}

 The dataset includes 3118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033666-251025141854904/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/13734647
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17378716
title: SMILE Synthetic Orbit Datasets with Soft Proton Flux Predictions (2025–2028)

description: Two whitespace-delimited datasets providing synthetic SMILE orbital ephemerides, space-weather parameters (Cycle-23 analog), FootType (T96/IRBEM), and XGBoost-based soft-proton predictions (92.2–159.7 keV) for SMILE's planned first 3 years of mission life from 2025-10-01 to 2028-09-30. We provide two scenarios: near-median solar-wind conditions and a disturbed subset (Vx below the 5th percentile). Rows with r<6 R_E are excluded. Columns, parsing instructions (datetime split into date/time tokens), coordinate system (GSE), and usage notes are detailed in the included metadata file. 

Timestamps and positions originate from the Innovation Academy for Microsatellites (IAMC), Chinese Academy of Sciences, China, provided in a J2000 Position–Velocity file (7 columns; time, X, Y, Z, Vx, Vy, Vz; original filename: SMILE_GSEAxesPosVel.txt). In this deposit, we retain timestamps and positions only (x_GSE, y_GSE, z_GSE; km) and omit velocities.
DOI: 10.5281/zenodo.17378715
title: SMILE Synthetic Orbit Datasets with Soft Proton Flux Predictions (2025–2028)

description: Two whitespace-delimited datasets providing synthetic SMILE orbital ephemerides, space-weather parameters (Cycle-23 analog), FootType (T96/IRBEM), and XGBoost-based soft-proton predictions (92.2–159.7 keV) for SMILE's planned first 3 years of mission life from 2025-10-01 to 2028-09-30. We provide two scenarios: near-median solar-wind conditions and a disturbed subset (Vx below the 5th percentile). Rows with r<6 R_E are excluded. Columns, parsing instructions (datetime split into date/time tokens), coordinate system (GSE), and usage notes are detailed in the included metadata file. 

Timestamps and positions originate from the Innovation Academy for Microsatellites (IAMC), Chinese Academy of Sciences, China, provided in a J2000 Position–Velocity file (7 columns; time, X, Y, Z, Vx, Vy, Vz; original filename: SMILE_GSEAxesPosVel.txt). In this deposit, we retain timestamps and positions only (x_GSE, y_GSE, z_GSE; km) and omit velocities.
DOI: 10.5281/zenodo.17611535
title: SMILE Synthetic Orbit Datasets with Predictions of the Probability for Soft Proton Flux to Exceed Significant Thresholds (2025–2028)

description: Two comma-separated datasets providing augmented SMILE orbital ephemerides, solar-cycle-23-analog space-weather parameters, magnetic-footpoint topology (T96/IRBEM), and machine-learning–derived soft-proton risk predictions (92.2–159.7 keV) for SMILE’s first three years of operations (2025-10-01 to 2028-09-30). We supply two scenarios: (1) near-median solar-wind conditions and (2) a disturbed subset where the solar-wind Vx falls below the 5th percentile. Each dataset includes per-orbit probability estimates (XGBoost + Logistic Regression ensemble mean) for exceedances of 10 and 100 cm⁻² s⁻¹ sr⁻¹ keV⁻¹, together with corresponding binary high-risk flags. Spatial points with radial distance r < 6 R_E are excluded. All coordinates are given in GSE; timestamps are ISO-8601 UTC. Columns, units, derivation procedures, and usage instructions are fully documented in the accompanying metadata file.

Timestamps and positions originate from the Innovation Academy for Microsatellites (IAMC), Chinese Academy of Sciences, China, provided in a J2000 Position–Velocity file (7 columns; time, X, Y, Z, Vx, Vy, Vz; original filename: SMILE_GSEAxesPosVel.txt). In this deposit, we retain timestamps and positions only (x_GSE, y_GSE, z_GSE; km) and omit velocities.
DOI: 10.5281/zenodo.17611534
title: SMILE Synthetic Orbit Datasets with Predictions of the Probability for Soft Proton Flux to Exceed Significant Thresholds (2025–2028)

description: Two comma-separated datasets providing augmented SMILE orbital ephemerides, solar-cycle-23-analog space-weather parameters, magnetic-footpoint topology (T96/IRBEM), and machine-learning–derived soft-proton risk predictions (92.2–159.7 keV) for SMILE’s first three years of operations (2025-10-01 to 2028-09-30). We supply two scenarios: (1) near-median solar-wind conditions and (2) a disturbed subset where the solar-wind Vx falls below the 5th percentile. Each dataset includes per-orbit probability estimates (XGBoost + Logistic Regression ensemble mean) for exceedances of 10 and 100 cm⁻² s⁻¹ sr⁻¹ keV⁻¹, together with corresponding binary high-risk flags. Spatial points with radial distance r < 6 R_E are excluded. All coordinates are given in GSE; timestamps are ISO-8601 UTC. Columns, units, derivation procedures, and usage instructions are fully documented in the accompanying metadata file.

Timestamps and positions originate from the Innovation Academy for Microsatellites (IAMC), Chinese Academy of Sciences, China, provided in a J2000 Position–Velocity file (7 columns; time, X, Y, Z, Vx, Vy, Vz; original filename: SMILE_GSEAxesPosVel.txt). In this deposit, we retain timestamps and positions only (x_GSE, y_GSE, z_GSE; km) and omit velocities.
DOI: 10.26275/nzv2-prih
title: PennEPI00049

description: Epilepsy.Science
description: PennEpi
description: Multimodal dataset for a single subject that underwent intracranial evaluation for medication-resistant focal epilepsy.
DOI: 10.15468/dl.z2bgac
title: Occurrence Download

description: A dataset containing 389740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1981-1994"
 ]
}

 The dataset includes 389740 records from 438 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033616-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25976/0i7h-6k85
title: Assessment of PFAS contamination across the Saint Lawrence River and its tributaries

description: A comprehensive survey was conducted to evaluate the occurrence of 77 anionic, cationic, and zwitterionic PFAS across the Saint Lawrence watershed.
description: Surface water samples were collected over two years (2020–2021) along a 700 km stretch of the St. Lawrence River and its tributaries. A 500 mL surface water sample was taken from each location, followed by solid-phase extraction (SPE) and analysis using UHPLC-HRMS Q-Exactive Orbitrap.
description: Scripts used to process the data are published and available on Open Science Framework (OSF) (DOI: 10.17605/OSF.IO/9RXSW). CAS numbers and synonyms of PFAS CharacteristicNames can be found in the ResultComment column of the data file (.csv download).
DOI: 10.15468/dl.c84scf
title: Occurrence Download

description: A dataset containing 1142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.22616 39.50781,-79.61377 38.68134,-80.00101 37.43637,-82.35673 36.4304,-82.22765 35.83094,-80.29144 36.35247,-76.70946 35.98776,-76.22541 36.4304,-76.35449 37.71769,-77.3226 38.32779,-76.96762 38.80718,-77.35032 39.02096,-78.22616 39.50781))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus"
 ]
}

 The dataset includes 1142 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033669-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caus8x
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Country is United States of America",
 "TaxonKey is Potamopyrgus antipodarum"
 ]
}

 The dataset includes 284 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033670-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j93kr3
title: Occurrence Download

description: A dataset containing 54327720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present",
 "Year 1991-2020"
 ]
}

 The dataset includes 54327720 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033631-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/lz2d3z6bw3gh
title: Seasat Level 1 Synthetic Aperture Radar Products
DOI: 10.15468/dl.d6pheu
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Cichorium intybus"
 ]
}

 The dataset includes 114 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033671-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpxb8d
title: Occurrence Download

description: A dataset containing 39961666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present",
 "Year 1991-2020"
 ]
}

 The dataset includes 39961666 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033635-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.