cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3386rf
title: Occurrence Download

description: A dataset containing 1103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.03856 42.24181,-71.03856 42.2713,-71.11367 42.2713,-71.11367 42.24181,-71.03856 42.24181))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 1103 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015695-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdzf2f
title: Occurrence Download

description: A dataset containing 102881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.11.20_1",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 102881 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015659-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4efjz
title: Occurrence Download

description: A dataset containing 4506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 {
 "or" : [
 "Geometry POLYGON((8.10873 51.55843,8.12371 51.55843,8.12371 51.57279,8.10873 51.57279,8.10873 51.55843))",
 "Geometry POLYGON((8.08481 51.54958,8.13736 51.54958,8.13736 51.58858,8.08481 51.58858,8.08481 51.54958))"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4506 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015697-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c79za9
title: Occurrence Download

description: A dataset containing 78534951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (e2e717bf-551a-4917-bdc9-4fa0f342c530, a4ee8241-94f8-40b8-8c47-31aaf9430c90, 6788a029-61be-47f2-8867-d5f8f1e14a14, 4c46f883-69c1-42ac-8a20-4cdba2afb9a6, 96835ce2-d3af-4f6e-af81-faa0c7576fa4)",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 78534951 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015663-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epsrpm
title: Occurrence Download

description: A dataset containing 3212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Geometry POLYGON((-100.07892 18.2153,-97.81736 18.2153,-97.81736 20.27292,-100.07892 20.27292,-100.07892 18.2153))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptotila verreauxi",
 "Year 1960-2025"
 ]
}

 The dataset includes 3212 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015700-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bx3t8b
title: Occurrence Download

description: A dataset containing 25859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.84232 42.8746,-87.84232 43.18424,-88.08566 43.18424,-88.08566 42.8746,-87.84232 42.8746))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 25859 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015699-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enytyw
title: Occurrence Download

description: A dataset containing 23774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-93.19715 44.89379,-93.19715 45.0513,-93.32903 45.0513,-93.32903 44.89379,-93.19715 44.89379))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 23774 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015701-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyux9h
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstonia boonei"
 ]
}

 The dataset's 1 records were derived from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015683-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8afc6z
title: Occurrence Download

description: A dataset containing 6834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tremarctos ornatus",
 "Year 2010-2025"
 ]
}

 The dataset includes 6834 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015705-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szdsyq
title: Occurrence Download

description: A dataset containing 947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-88.03435 30.65453,-88.03435 30.70915,-88.0994 30.70915,-88.0994 30.65453,-88.03435 30.65453))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 947 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015708-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6d4gge
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus arctos",
 "Year 1950-2025"
 ]
}

 The dataset includes 95 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015709-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eept89
title: Occurrence Download

description: A dataset containing 961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vaccinium crassifolium"
 ]
}

 The dataset includes 961 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015711-251025141854904/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/13614912
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17526297
title: Pyrenees Mountain Routes Dataset

description: This dataset contains comprehensive information about hiking and trekking routes in the Pyrenees mountains, extracted from Rutespirineus.cat, a leading Catalan platform for mountain routes. The data includes detailed technical specifications, geographical information, and difficulty ratings for various mountain routes across different regions of the Pyrenees.

The dataset is valuable for researchers in tourism studies, sports science, geography, and environmental studies, as well as for developers creating outdoor applications and route planners.
DOI: 10.5281/zenodo.17526298
title: Pyrenees Mountain Routes Dataset

description: This dataset contains comprehensive information about hiking and trekking routes in the Pyrenees mountains, extracted from Rutespirineus.cat, a leading Catalan platform for mountain routes. The data includes detailed technical specifications, geographical information, and difficulty ratings for various mountain routes across different regions of the Pyrenees.

The dataset is valuable for researchers in tourism studies, sports science, geography, and environmental studies, as well as for developers creating outdoor applications and route planners.
DOI: 10.5281/zenodo.17525810
title: Real-World Drone Audio Dataset Collected by Fraunhofer IDMT (August 2022)

description: This dataset contains real-world audio recordings of drone flights collected by Fraunhofer IDMT during an experiment in August 2022 in Berne, Lower Saxony, Germany. The recordings capture drones (DJI Phantom, DJI Mavic, and Align models) performing static, linear, and random flights, captured using a microphone array.

The dataset employs an 8-microphone array arranged in a 15 cm cubic configuration. The coordinate system of the array is defined as:





x-axis pointing north




z-axis pointing upward




y-axis following the right-hand rule



An illustration of the array configuration and coordinate system is presented in Figure 1 of the reference paper.

A total of eight reliable flight recordings were selected, with durations ranging from 4 to 23 minutes, totaling approximately 106 minutes. Most flights occurred within 200 meters of the microphone array, with a maximum distance of 430 meters. All flight recordings were split into 30-second segments, with each segment a single sample. Each sample contains the audio recording and the corresponding real-time drone coordinates (DOATruePos.csv).

Each drone and the array were equipped with a GPS-Logger 3 (SM Modellbau), providing high-precision location data with ±2.5 m accuracy at a 10 Hz update rate. Real-time latitude and longitude data enabled calculation of each drone’s distance and azimuth relative to the microphone array.  Azimuth angles were computed based on the dihedral angle in space. Distances between drones and the array were calculated using the Haversine formula, assuming equal altitude. These measurements provide the drone’s direction and corresponding azimuth angles, which are critical for validating audio-based drone localization models.
DOI: 10.5281/zenodo.17525811
title: Real-World Drone Audio Dataset Collected by Fraunhofer IDMT (August 2022)

description: This dataset contains real-world audio recordings of drone flights collected by Fraunhofer IDMT during an experiment in August 2022 in Berne, Lower Saxony, Germany. The recordings capture drones (DJI Phantom, DJI Mavic, and Align models) performing static, linear, and random flights, captured using a microphone array.

The dataset employs an 8-microphone array arranged in a 15 cm cubic configuration. The coordinate system of the array is defined as:





x-axis pointing north




z-axis pointing upward




y-axis following the right-hand rule



An illustration of the array configuration and coordinate system is presented in Figure 1 of the reference paper.

A total of eight reliable flight recordings were selected, with durations ranging from 4 to 23 minutes, totaling approximately 106 minutes. Most flights occurred within 200 meters of the microphone array, with a maximum distance of 430 meters. All flight recordings were split into 30-second segments, with each segment a single sample. Each sample contains the audio recording and the corresponding real-time drone coordinates (DOATruePos.csv).

Each drone and the array were equipped with a GPS-Logger 3 (SM Modellbau), providing high-precision location data with ±2.5 m accuracy at a 10 Hz update rate. Real-time latitude and longitude data enabled calculation of each drone’s distance and azimuth relative to the microphone array.  Azimuth angles were computed based on the dihedral angle in space. Distances between drones and the array were calculated using the Haversine formula, assuming equal altitude. These measurements provide the drone’s direction and corresponding azimuth angles, which are critical for validating audio-based drone localization models.
DOI: 10.15468/dl.p7p7gx
title: Occurrence Download

description: A dataset containing 1050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.25711 32.33658,-86.25711 32.41873,-86.3453 32.41873,-86.3453 32.33658,-86.25711 32.33658))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 1050 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015710-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hts9xw
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stylosanthes hippocampoides"
 ]
}

 The dataset includes 68 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015714-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9a52x
title: Occurrence Download

description: A dataset containing 42545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Ailanthus altissima",
 "Year 2000-2025"
 ]
}

 The dataset includes 42545 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015715-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n526d2
title: Occurrence Download

description: A dataset containing 907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.34563 40.16377,-85.34563 40.21372,-85.42448 40.21372,-85.42448 40.16377,-85.34563 40.16377))",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 907 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015716-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gz47ic
title: São Paulo Real Estate Taxes - 2019 to 2024

description: Bases de dados dos principais tributos do mercado imobiliário da cidade de são paulo, entre os anos de 2019 e 2024. Esse dados são foram tratados e estão prontos para análise.
DOI: 10.6084/m9.figshare.30535415
title: <b>Supplementary Material - </b><b>Reestablishment of </b><b><i>Euterpe longevaginata</i></b><b> as a species distinct </b><b>from </b><b><i>E. precatoria</i></b><b> and their respective typifications</b>

description: <b>Records surveyed for </b><b><i>E. precatoria</i></b><b> and </b><b><i>E. longevaginata</i></b>
DOI: 10.6084/m9.figshare.30535415.v1
title: <b>Supplementary Material - </b><b>Reestablishment of </b><b><i>Euterpe longevaginata</i></b><b> as a species distinct </b><b>from </b><b><i>E. precatoria</i></b><b> and their respective typifications</b>

description: <b>Records surveyed for </b><b><i>E. precatoria</i></b><b> and </b><b><i>E. longevaginata</i></b>
DOI: 10.6084/m9.figshare.30535415.v2
title: <b>Supplementary Material - </b><b>Reestablishment of </b><b><i>Euterpe longevaginata</i></b><b> as a species distinct </b><b>from </b><b><i>E. precatoria</i></b><b> and their respective typifications</b>

description: <b>Records surveyed for </b><b><i>E. precatoria</i></b><b> and </b><b><i>E. longevaginata</i></b>
DOI: 10.15468/dl.kuaxfu
title: Occurrence Download

description: A dataset containing 929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.20313 43.18933,-86.20313 43.26694,-86.33607 43.26694,-86.33607 43.18933,-86.20313 43.18933))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 929 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015717-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzctd9
title: Occurrence Download

description: A dataset containing 795538 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Xeno-canto - Bird sounds from around the world"
 ]
}

 The dataset includes 795538 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015707-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwa3fy
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.20_2",
 "StateProvince is Magdalena",
 "VerbatimScientificName is mammalia"
 ]
}

 The dataset's 1 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015702-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43daph
title: Occurrence Download

description: A dataset containing 325894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.90724 40.70047,-73.90724 40.87872,-74.01769 40.87872,-74.01769 40.70047,-73.90724 40.70047))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 325894 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015674-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkvm7x
title: Occurrence Download

description: A dataset listing the 26 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.4_1",
 "Geometry POLYGON((-66.03162 47.04412,-65.47896 47.04412,-65.47896 47.55733,-66.03162 47.55733,-66.03162 47.04412))",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset's 26 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015706-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnrj67
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Country is Iran (Islamic Republic of)",
 "Issue is one of (Coordinate invalid, Coordinate out of range)",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015718-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/29422
title: Chandra X-ray Observatory ObsId 29422

description: Chandra and XMM-Newton Observations of the Most Extreme z &gt; 1.25 ACTPol Survey Clusters
DOI: 10.5281/zenodo.17522023
title: GAL-2™ — Public Observational Metrics (Phase 2, 24-Hour Drift-Free Run, San Juan PR, Nov 2025)

description: This dataset presents the public observational metrics from a 24-hour stability test of the GAL-2™ (Global Alignment Layer | Fractal Time) system, conducted in San Juan, Puerto Rico (November 2025).

The test demonstrates zero-drift coherence (Δ = 0 ms average deviation) between GAL-2™ time and UTC over 86,400 seconds of uninterrupted operation. Included files provide observable outputs only: drift intervals, Allan deviation approximations, summary statistics, and alignment notes. No proprietary algorithms, constants, or internal correction logic are disclosed.

All results are released for open scientific validation and reproducibility purposes.  License: CC BY-NC 4.0  Cite as: Torres Alvarado, F. E. (2025). *GAL-2™ — Public Observational Metrics (Phase 2)*. Zenodo. https://doi.org/10.5281/zenodo.17522023
DOI: 10.5281/zenodo.17522022
title: GAL-2™ — Public Observational Metrics (Phase 2, 24-Hour Drift-Free Run, San Juan PR, Nov 2025)

description: This dataset presents the public observational metrics from a 24-hour stability test of the GAL-2™ (Global Alignment Layer | Fractal Time) system, conducted in San Juan, Puerto Rico (November 2025).

The test demonstrates zero-drift coherence (Δ = 0 ms average deviation) between GAL-2™ time and UTC over 86,400 seconds of uninterrupted operation. Included files provide observable outputs only: drift intervals, Allan deviation approximations, summary statistics, and alignment notes. No proprietary algorithms, constants, or internal correction logic are disclosed.

All results are released for open scientific validation and reproducibility purposes.  License: CC BY-NC 4.0  Cite as: Torres Alvarado, F. E. (2025). *GAL-2™ — Public Observational Metrics (Phase 2)*. Zenodo. https://doi.org/10.5281/zenodo.17522023
DOI: 10.15468/dl.m5mj37
title: Occurrence Download

description: A dataset containing 1767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "Geometry POLYGON((8.09437 51.56378,8.12114 51.56378,8.12114 51.57857,8.09437 51.57857,8.09437 51.56378))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1767 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015719-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryxzmv
title: Occurrence Download

description: A dataset containing 696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrocomia aculeata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen)",
 {
 "not" : {
 "MediaType" : [
 "is one of (Image)"
 ]
 }
 }
 ]
}

 The dataset includes 696 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015720-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17526362
title: IMMUcan BC1 for peer review

description: Code, Input and output data to reproduce figures in the manuscript by Van Renne et al.:

A multi-omics analysis of advanced Triple-Negative Breast Cancer identifies predictors to chemo-immunotherapy and on-treatment dynamics