cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.eha6tk
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria gaumeri"
 ]
}

 The dataset includes 113 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006593-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17122739
title: WaveX: A Dataset for Freeway Stop-and-Go Wave Super-Resolution Reconstruction

description: Overview

WaveX dataset collected from Tennessee Department of Transportation I-24 MOTION testbed, released with research article Stop-and-go wave super-resolution reconstruction via iterative refinement published at Transportation Research Part C.

Data Collection

The dataset was collected from I-24 MOTION testbed and I-24 SMART Corridor in Nashville, Tennessee, U.S., from May 17 to July 17, 2024.

File Structure & Formats

The release includes raw data from the two monitoring systems, organized into two main folders:



MOTION

RDS


MOTION data is processed to be speed matrixes, that at the unit of ft/s. RDS data is more complicated and the lane-level data need further processing. 

We will update more tools and tutorials on this dataset soon!

Citation & Attribution

Preferred Citation: If you use WaveX for any purpose, whether academic research, commercial applications, open-source projects, or benchmarking efforts, please cite our accompanying article:



@article{ji2025stop,
  title={Stop-and-go wave super-resolution reconstruction via iterative refinement},
  author={Ji, Junyi and Richardson, Alex and Gloudemans, Derek and Zach{\'a}r, Gergely and Nice, Matthew and Barbour, William and Sprinkle, Jonathan and Piccoli, Benedetto and Work, Daniel B},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={180},
  pages={105313},
  year={2025},
  publisher={Elsevier}
}@article{gloudemans202324,
  title={I-24 MOTION: An instrument for freeway traffic science},
  author={Gloudemans, Derek and Wang, Yanbing and Ji, Junyi and Zach{\'a}r, Gergely and Barbour, William and Hall, Eric and Cebelak, Meredith and Smith, Lee and Work, Daniel B},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={155},
  pages={104311},
  year={2023},
  publisher={Elsevier}
}


Acknowledgments

This work was supported by the National Science Foundation (NSF) under Grant No. 2135579 (Work, Sprinkle), 2111688 (Sprinkle), 2444112 (Richardson), and the Tennessee Department of Transportation under Grant No. RES2023-20 and Grant No. OTH2023-01F-01. It is also supported by the U.S. Department of Transportation Dwight D. Eisenhower Fellowship program under Grant Agreement 693JJ32445065 (Richardson). We appreciate the dicussions on open data practice with Ruth Lu and Catherine Tang at MIT. Description of this dataset in this page benefits from the format that Songdo Traffic used, released by Robert Fonod, Haechan Cho, Hwasoo Yeo, Nikolas Geroliminis (2025).
DOI: 10.5281/zenodo.17122740
title: WaveX: A Dataset for Freeway Stop-and-Go Wave Super-Resolution Reconstruction

description: Overview

WaveX dataset collected from Tennessee Department of Transportation I-24 MOTION testbed, released with research article Stop-and-go wave super-resolution reconstruction via iterative refinement published at Transportation Research Part C.

Data Collection

The dataset was collected from I-24 MOTION testbed and I-24 SMART Corridor in Nashville, Tennessee, U.S., from May 17 to July 17, 2024.

File Structure & Formats

The release includes raw data from the two monitoring systems, organized into two main folders:



MOTION

RDS


MOTION data is processed to be speed matrixes, that at the unit of ft/s. RDS data is more complicated and the lane-level data need further processing. 

We will update more tools and tutorials on this dataset soon!

Citation & Attribution

Preferred Citation: If you use WaveX for any purpose, whether academic research, commercial applications, open-source projects, or benchmarking efforts, please cite our accompanying article:



@article{ji2025stop,
  title={Stop-and-go wave super-resolution reconstruction via iterative refinement},
  author={Ji, Junyi and Richardson, Alex and Gloudemans, Derek and Zach{\'a}r, Gergely and Nice, Matthew and Barbour, William and Sprinkle, Jonathan and Piccoli, Benedetto and Work, Daniel B},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={180},
  pages={105313},
  year={2025},
  publisher={Elsevier}
}@article{gloudemans202324,
  title={I-24 MOTION: An instrument for freeway traffic science},
  author={Gloudemans, Derek and Wang, Yanbing and Ji, Junyi and Zach{\'a}r, Gergely and Barbour, William and Hall, Eric and Cebelak, Meredith and Smith, Lee and Work, Daniel B},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={155},
  pages={104311},
  year={2023},
  publisher={Elsevier}
}


Acknowledgments

This work was supported by the National Science Foundation (NSF) under Grant No. 2135579 (Work, Sprinkle), 2111688 (Sprinkle), 2444112 (Richardson), and the Tennessee Department of Transportation under Grant No. RES2023-20 and Grant No. OTH2023-01F-01. It is also supported by the U.S. Department of Transportation Dwight D. Eisenhower Fellowship program under Grant Agreement 693JJ32445065 (Richardson). We appreciate the dicussions on open data practice with Ruth Lu and Catherine Tang at MIT. Description of this dataset in this page benefits from the format that Songdo Traffic used, released by Robert Fonod, Haechan Cho, Hwasoo Yeo, Nikolas Geroliminis (2025).
DOI: 10.15468/dl.daugxs
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyceria canadensis",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006594-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpphev
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus sanborni"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006595-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8mytg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyceria canadensis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006596-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fbp4j
title: Occurrence Download

description: A dataset containing 61774733 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 Tracheophyta",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 61774733 records from 2572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006552-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxantp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artabotrys pandanicarpus I.M.Turner"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015318-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3i4fb
title: Occurrence Download

description: A dataset containing 1785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Year 1979-2019",
 "HasCoordinate is true",
 "TaxonKey is Lygodium venustum Sw.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1785 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018527-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj3uyj
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artabotrys palustris Louis ex Boutique"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015313-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdkr6e
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Odontophorus strophium (Gould, 1844)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 225 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018517-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rx4uv
title: Occurrence Download

description: A dataset containing 5605 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypophthalmichthys molitrix (Valenciennes, 1844)"
 ]
}

 The dataset includes 5605 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259788-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nv65f
title: Occurrence Download

description: A dataset containing 20467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "Year 1970-2024"
 ]
}

 The dataset includes 20467 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077242-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m0l2nq
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aplysina archeri (Higgin, 1875)"
 ]
}

 The dataset includes 130 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018538-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97tys6
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Selaginella bahiensis Spring",
 "TaxonKey is Selaginella bahiensis subsp. bahiensis"
 ]
 }
 ]
}

 The dataset includes 55 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259791-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xss8ru
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ovulinia azaleae F.A.Weiss"
 ]
}

 The dataset includes 114 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077234-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dglcn9
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Grallaria kaestneri F.G.Stiles, 1992",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 209 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018520-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27k6yg
title: Occurrence Download

description: A dataset containing 18372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myiopagis gaimardii (Orbigny, 1840)"
 ]
}

 The dataset includes 18372 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056353-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swd93w
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ischnochiton viridulus (A.Gould, 1846)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056170-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a90h73
title: Occurrence Download

description: A dataset containing 1250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Ognorhynchus icterotis (Massena & Souance, 1854)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1250 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018532-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.th6sgd
title: Occurrence Download

description: A dataset containing 15824 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myiobius barbatus (Gmelin, 1789)"
 ]
}

 The dataset includes 15824 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056350-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kh6ke
title: Occurrence Download

description: A dataset containing 403867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phalaropus tricolor (Vieillot, 1819)"
 ]
}

 The dataset includes 403867 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015353-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfjys3
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum annuum L.",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 346 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409324-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hv2s26
title: Occurrence Download

description: A dataset containing 1161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 13.530510726909",
 "DecimalLongitude is less than 13.5335702800934",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1161 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015323-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qztrup
title: Occurrence Download

description: A dataset containing 1331 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 {
 "or" : [
 "Continent is South America",
 "Continent is North America",
 "Continent is Europe",
 "Continent is Oceania",
 "Continent is Asia",
 "Continent is Antarctica",
 "Continent is Africa"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bixa orellana L."
 ]
}

 The dataset includes 1331 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221352-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44hmyt
title: Occurrence Download

description: A dataset containing 755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 13.5335702800934",
 "DecimalLongitude is less than 13.5366298332778",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 755 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015326-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e56ud5
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Mexico",
 "TaxonKey is Azolla mexicana C.Presl"
 ]
}

 The dataset includes 97 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221342-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhbm45
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argyreia obtusifolia Lour."
 ]
}

 The dataset includes 250 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015332-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qa254j
title: Occurrence Download

description: A dataset containing 2541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus maritimus Phipps, 1774",
 "Year 1901-2021"
 ]
}

 The dataset includes 2541 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221348-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.miupa5
title: Occurrence Download

description: A dataset containing 1512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Rallus semiplumbeus P.L.Sclater, 1856",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1512 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018523-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7te2qn
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctogeron gramineum (L.) DC."
 ]
}

 The dataset includes 298 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015333-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q58pn
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena caerulea Smith, 1879"
 ]
}

 The dataset includes 914 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230777-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ib8zdu
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aplysina cauliformis (Carter, 1882)"
 ]
}

 The dataset includes 235 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018530-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5f4gp
title: Occurrence Download

description: A dataset containing 4391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramaria botrytis (Pers.) Bourdot"
 ]
}

 The dataset includes 4391 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015355-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.