cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15319336
title: rayid-mojumder/Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design: v1.0.0

description: 🚀 Release v1.0.0 Preview

We're excited to unveil v1.0.0 of Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design. This release offers two complementary synthetic datasets tailored for cylindrical waveguides and on‐chip photonic interconnects in glass substrates—perfect for integrated photonics, HBM interposers, AI/GPU accelerators, and beyond.

📈 Available Datasets





Physics-Only Dataset



50 000 samples generated directly from first‐principles waveguide equations

Computes normalized frequency (V), mode‐field diameter (MFD), confinement (Γ), attenuation (α), effective index (nₑff), polarization ratios, cross‐coupling, and output power

Ideal for pure physics‐inspired ML benchmarks in photonic device design





Realistic Dataset (Noise + Experimental Infusion)



Builds on the physics core, then injects 5 % Gaussian noise to emulate fabrication/measurement variability

Calibrated against literature measurements (propagation loss, MFD, etc.) across fused silica, phosphate, chalcogenide, and doped‐glass waveguides

Marries analytical rigor with real‐world data for robust, generalizable model training




🔧 Highlights





Physics-Inspired FoundationsMarcuse's empirical MFD formula, Rayleigh scattering theory, Gaussian overlap coupling, exponential loss decay




Noise InjectionControlled 5 % Gaussian perturbations to simulate device and measurement uncertainties




Experimental Data InfusionTuned to match published propagation‐loss and mode‐field statistics for glass and silicon-based waveguides




Target Applications



Integrated Photonics

High-Bandwidth Memory (HBM) Interposers

AI/GPU Photonic Accelerators

Optical Neural Networks & On-Chip Optical Links




📂 Quick Start

git clone https://github.com/rayid-mojumder/Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design.git
cd Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design
DOI: 10.15468/dl.m66tp8
title: Occurrence Download

description: A dataset containing 2054 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 Sigmodon arizonae Mearns, 1890",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 2054 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003608-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzwthb
title: Occurrence Download

description: A dataset containing 764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauritia flexuosa L.f."
 ]
}

 The dataset includes 764 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003607-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u94cg5
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hymenonema Cass."
 ]
}

 The dataset includes 109 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003610-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7ky29
title: Occurrence Download

description: A dataset containing 725 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 Peromyscus merriami Mearns, 1896",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 725 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003612-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9mbqu
title: Occurrence Download

description: A dataset containing 10061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Scleria P.J.Bergius)",
 "Country is Brazil"
 ]
}

 The dataset includes 10061 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003611-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47wznn
title: Occurrence Download

description: A dataset containing 10704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hymenopappus L'Hér."
 ]
}

 The dataset includes 10704 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003613-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15268072
title: Scenario_data_Van Vuuren et al._Climate impacts in IAMs

description: Content:    

Scenario data from the following paper: Van Vuuren et al. (under review) "A more complete image: Enhancing the climate change impact representation in integrated assessment models" 

By:            

Detlef P. van Vuuren, Mathijs Harmsen, Isabela Tagomori, Astrid Bos, Jonathan C. Doelman, Lotte de Vos, Kaj-Ivar van der Wijst, Geanderson Ambrósio, Harmen-Sytze de Boer, Edward Byers, Vassilis Daioglou, David Gernaat, Alexandra Marquez, Nicole van Maanen and Elke Stehfest
DOI: 10.5281/zenodo.15268073
title: Scenario_data_Van Vuuren et al._Climate impacts in IAMs

description: Content:    

Scenario data from the following paper: Van Vuuren et al. (under review) "A more complete image: Enhancing the climate change impact representation in integrated assessment models" 

By:            

Detlef P. van Vuuren, Mathijs Harmsen, Isabela Tagomori, Astrid Bos, Jonathan C. Doelman, Lotte de Vos, Kaj-Ivar van der Wijst, Geanderson Ambrósio, Harmen-Sytze de Boer, Edward Byers, Vassilis Daioglou, David Gernaat, Alexandra Marquez, Nicole van Maanen and Elke Stehfest
DOI: 10.15468/dl.gan652
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-69.17787 12.20276,-69.01442 12.20276,-69.01442 12.36873,-69.17787 12.36873,-69.17787 12.20276))",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphalidae"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030986-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpk3tk
title: Occurrence Download

description: A dataset containing 741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Formicivora erythronotos Hartlaub, 1852"
 ]
}

 The dataset includes 741 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030983-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fdrap
title: Occurrence Download

description: A dataset containing 10368 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vermont Bumble Bee Atlas 2012 - 2014"
 ]
}

 The dataset includes 10368 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030984-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3-4ede-xa49
title: Comparison of sclerobiont communities between three brachiopod host species from the Upper Ordovician Fairview Formation (Eastern USA) - Appendices

description: This is the supplementary dataset for the paper: Comparison of sclerobiont communities between three brachiopod host species from the Upper Ordovician Fairview Formation (Eastern USA), being published in Lethaia. Freeman Peters G.T., Schneider C.L., & Leighton L.R. (In Press) Comparison of sclerobiont communities between three brachiopod host species from the Upper Ordovician Fairview Formation (Eastern USA). Lethaia
DOI: 10.15468/dl.xrpzug
title: Occurrence Download

description: A dataset containing 7990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.67587 6.08561,-75.67698 6.08799,-75.68488 6.08523,-75.70022 6.08588,-75.70819 6.07281,-75.71426 6.07453,-75.72325 6.08217,-75.72667 6.07802,-75.73283 6.07428,-75.73859 6.0738,-75.74666 6.06968,-75.74598 6.06492,-75.73912 6.06382,-75.73819 6.04752,-75.73398 6.04424,-75.73905 6.03872,-75.7385 6.03373,-75.74294 6.03584,-75.745 6.03529,-75.7485 6.03414,-75.75243 6.02975,-75.75757 6.01886,-75.76078 6.01728,-75.76013 6.01571,-75.76709 6.00002,-75.76443 6.00084,-75.7618 5.99814,-75.7575 6.00154,-75.74298 6.00164,-75.73908 6.00519,-75.73635 6.00541,-75.73589 6.00309,-75.731 5.99849,-75.72888 5.99884,-75.72727 5.99577,-75.72492 5.9952,-75.71731 5.98526,-75.71121 5.9814,-75.70552 5.98296,-75.70214 5.98074,-75.69819 5.98193,-75.69415 5.98556,-75.68989 5.98508,-75.68774 5.98891,-75.67951 5.99635,-75.67422 5.99872,-75.67095 5.99802,-75.66848 6.00028,-75.66496 6.01103,-75.66026 6.01563,-75.6709 6.0372,-75.67423 6.04075,-75.67759 6.04095,-75.68424 6.04643,-75.67726 6.05381,-75.67393 6.05337,-75.67155 6.0548,-75.67262 6.05927,-75.67018 6.06228,-75.67224 6.07102,-75.67148 6.07761,-75.67587 6.08561))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 7990 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030988-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c48fjj
title: Occurrence Download

description: A dataset listing the 131 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-56.30607 -17.38143,-55.84387 -17.99531,-55.39206 -17.47278,-55.87476 -17.05198,-56.30607 -17.38143))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2005-2024"
 ]
}

 The dataset's 131 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030969-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78r98e
title: Occurrence Download

description: A dataset containing 3351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-63.89764 -55.90564,-56.05689 -51.25669,-64.73176 -46.0851,-58.05879 -39.22555,-52.0531 -34.1454,-47.38202 -28.33741,-46.71473 -25.58702,-45.94428 -24.17909,-46.08011 -21.69762,-57.93277 -19.63618,-59.44265 -19.25286,-61.88168 -19.66353,-62.43337 -20.53608,-62.75277 -22.10485,-66.0517 -21.5453,-67.62945 -22.21081,-68.41832 -16.66804,-70.4015 -18.21419,-71.75685 -29.27319,-75.54581 -38.97434,-76.90354 -49.72883,-74.01837 -55.10292,-67.73887 -57.18247,-63.89764 -55.90564))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alternanthera Forssk."
 ]
}

 The dataset includes 3351 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030991-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asjm48
title: Occurrence Download

description: A dataset containing 8469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bombina orientalis (Boulenger, 1890))",
 "BasisOfRecord is one of (Human Observation)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8469 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030989-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hskpje
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Athyrium dombeyi Desv."
 ]
}

 The dataset includes 48 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030993-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.684e2y
title: Occurrence Download

description: A dataset containing 2962015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Coordinate rounded"
 ]
}

 The dataset includes 2962015 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030987-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz6rjm
title: Occurrence Download

description: A dataset containing 29992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.91836 7.28639,-74.93132 7.29254,-74.93765 7.28757,-74.93284 7.25397,-74.9454 7.24313,-74.96233 7.2095,-74.99453 7.18202,-75.00742 7.15267,-75.0206 7.14114,-75.03944 7.08113,-75.0586 7.06291,-75.05747 7.02107,-75.06399 6.99805,-75.08353 6.96746,-75.1359 6.9416,-75.14436 6.92198,-75.16641 6.91436,-75.17988 6.88102,-75.18243 6.84798,-75.17333 6.82562,-75.14449 6.80271,-75.14101 6.79304,-75.12221 6.78307,-75.11568 6.78688,-75.104 6.77994,-75.09649 6.78431,-75.07856 6.77237,-75.06009 6.77134,-75.02612 6.74856,-75.01941 6.76058,-75.03273 6.76374,-75.04843 6.79637,-75.04106 6.80802,-75.04236 6.81998,-75.02661 6.83466,-75.01231 6.8151,-74.99837 6.81167,-74.98262 6.79323,-74.9677 6.78704,-74.96241 6.77451,-74.94206 6.76297,-74.93554 6.75125,-74.92221 6.74786,-74.9214 6.76681,-74.91109 6.76811,-74.91301 6.77739,-74.90337 6.7835,-74.90245 6.79398,-74.91204 6.79904,-74.90675 6.81419,-74.87394 6.85029,-74.87404 6.86627,-74.8842 6.87912,-74.86873 6.89351,-74.86897 6.90095,-74.87907 6.90664,-74.87862 6.93758,-74.85531 6.94519,-74.83798 6.99184,-74.83688 7.02208,-74.84231 7.01764,-74.8442 7.02423,-74.85475 7.02556,-74.85217 7.03483,-74.85826 7.04718,-74.85289 7.06522,-74.84593 7.06507,-74.84888 7.07872,-74.83631 7.09373,-74.83927 7.12642,-74.85325 7.14023,-74.8479 7.16543,-74.85608 7.16833,-74.86545 7.20626,-74.87652 7.2243,-74.90998 7.23267,-74.9195 7.27454,-74.91364 7.28807,-74.91836 7.28639))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 29992 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030992-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vb7dw6
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters 0.0-1060.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Epinephelus coioides (Hamilton, 1822)",
 "Year 2010-2020"
 ]
}

 The dataset includes 142 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030995-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35g87z
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters 0.0-1019.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lutjanus johnii (Bloch, 1792)",
 "Year 2010-2020"
 ]
}

 The dataset includes 45 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030996-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h7tx5
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-117.35275695372152 32.7629186392317,-117.153322749735 32.7629186392317,-117.153322749735 32.96235284321824,-117.35275695372152 32.96235284321824,-117.35275695372152 32.7629186392317))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lottia Gray, 1833"
 ]
}

 The dataset includes 126 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030998-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b45kg
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "Month is one of (January, February, December, November, October, September, August, July, June, May, April, March)",
 "TaxonKey is Castilleja tolucensis Kunth"
 ]
}

 The dataset includes 257 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030999-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtjtf4
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeandra arundinis Garay & G.A.Romero"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031000-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hf5r96
title: Occurrence Download

description: A dataset containing 488218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "GadmGid is one of (ECU.8.3_1, ECU.8.1_1, ECU.8.4_1, ECU.8.5_1, ECU.14.16_1, ECU.14.10_1, ECU.14.21_1, ECU.14.3_1, ECU.14.8_1, ECU.14.11_1, ECU.14.14_1, ECU.21.2_1, ECU.21.1_1, ECU.13.2_1, ECU.13.8_1, ECU.13.12_1, ECU.13.13_1, ECU.10.11_1, ECU.10.7_1, ECU.10.21_1, ECU.10.6_1, ECU.10.14_1, ECU.10.22_1, ECU.20.3_1, ECU.20.2_1, ECU.20.1_1, ECU.7.8_1, ECU.7.10_1, ECU.7.14.10_1, ECU.10.15_1)",
 "OccurrenceStatus is Present",
 "Year 1991-2021"
 ]
}

 The dataset includes 488218 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030971-250426092105405/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/11813879
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.15468/dl.w6eq5z
title: Occurrence Download

description: A dataset listing the 4064896 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4064896 records were derived from 73062 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030973-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64z8x3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "TaxonKey is Galeandra arundinis Garay & G.A.Romero"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031003-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tavkrd
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeandra arundinis Garay & G.A.Romero"
 ]
}

 The dataset's 1 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030997-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3m6gt
title: Occurrence Download

description: A dataset containing 1894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Dichaetanthera Endl."
 ]
}

 The dataset includes 1894 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031002-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g42tp
title: Occurrence Download

description: A dataset containing 222500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies alba Mill.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 222500 records from 779 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030990-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p4vg3
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mus musculus Linnaeus, 1758",
 "Country is Thailand",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 84 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031008-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.