cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17546926
title: Data and Code for "Spatial patterns of traffic saturation on Flemish highways: a six-year time series cluster analysis"

description: This repository contains the datasets and data sources, analysis code, and workflow associated with the manuscript "Spatial patterns of traffic saturation on Flemish highways: a six-year time series cluster analysis". The following resources are provided:



Data Files:



road_segments_with_clusters.geojson: Geographic representation of 1044 highway segments, of which 819 with complete time series data and cluster assignments for workdays (6 clusters), Saturdays (3 clusters), and Sundays (4 clusters). Includes attributes: nat_ref (highway code), segment (segment name), and cluster label per day type. Coordinate system: EPSG:31370.

traffic_saturation_timeseries.csv: Monthly traffic saturation time series for 819 highway segments covering January 2018 to December 2023 (72 months), with separate columns for workdays, Saturdays, and Sundays.



Code:



analysis.py: Python script implementing the complete analysis workflow, including:



Data preprocessing (min-max scaling and 3-month rolling average)

Dynamic Time Warping (DTW) distance computation

Hierarchical Agglomerative Clustering with Ward's linkage

Silhouette score validation

Visualization of dendrograms and mean time series per cluster






The script generates the main figures presented in the manuscript (silhouette plots, dendrograms, and mean time series plots with standard deviations).

The analysis applies time series clustering to identify distinct spatiotemporal traffic saturation patterns across the Flemish-Brussels highway network. Traffic saturation is calculated as the intensity-to-capacity (I/C) ratio using Passenger Car Equivalents (PCE) from double inductive loop detectors. Analysis was conducted separately for workdays (Monday-Friday, excluding public holidays), Saturdays, and Sundays. Hierarchical clustering with DTW distance revealed: - 6 distinct clusters for workdays - 3 clusters for Saturdays- 4 clusters for Sundays

Data Sources

Agentschap Wegen en Verkeer (Flemish Traffic Control Centre) (http://indicatoren.verkeerscentrum.be/vc.indicators.web.gui/frontpage/index?page=%2Ffrontpage%2Findex.html). Data accessed: 2024. The dataset provided here includes preprocessed and clustered results; the original raw data remains available from the Flemish Traffic Control Centre. Reuse of the original data is permitted under the Open Data License of the Flemish Government (Gratis Open Data Licentie van de Vlaamse Overheid). Temporal coverage: January 2018 - December 2023. Geographic coverage: Flanders and Brussels Capital Region, Belgium. Highway segment geometry derived from OpenStreetMap (OSM), providing the spatial delineation of controlled-access highway segments used in the analysis. OSM data is made available under the Open Data Commons Open Database License (ODbL), which permits reuse with attribution.
DOI: 10.15468/dl.bregtg
title: Occurrence Download

description: A dataset containing 4988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pycnonotus barbatus",
 "HasCoordinate is true",
 "Geometry POLYGON((2.676932 4.272244, 14.678014 4.272244, 14.678014 13.865923, 2.676932 13.865923, 2.676932 4.272244))"
 ]
}

 The dataset includes 4988 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qq2p5b
title: Occurrence Download

description: A dataset containing 4162978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 4162978 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005192-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15849345
title: S38 | SOLNSLMCTPS | SOLUTIONS Predicted Transformation Products by LMC

description: Predicted Transformation Products calculated by LMC during the SOLUTIONS project (www.solutions-project.eu/), interactive table available from https://www.normandata.eu/solutions/modelsTransformationProducts.php. Dataset DOI: 10.5281/zenodo.2653560

14/11/19 update: added CSV version. 9/7/2025: fixed several corrupt SMILES and added InChIKeys to XLSX/CSV. Note that the author had to be changed to the University to satisfy Zenodo upload requirements, the original authors were listed as LMC.
DOI: 10.5281/zenodo.2653560
title: S38 | SOLNSLMCTPS | SOLUTIONS Predicted Transformation Products by LMC

description: Predicted Transformation Products calculated by LMC during the SOLUTIONS project (www.solutions-project.eu/), interactive table available from https://www.normandata.eu/solutions/modelsTransformationProducts.php. Dataset DOI: 10.5281/zenodo.2653560

14/11/19 update: added CSV version. 9/7/2025: fixed several corrupt SMILES and added InChIKeys to XLSX/CSV. Note that the author had to be changed to the University to satisfy Zenodo upload requirements, the original authors were listed as LMC.
DOI: 10.5281/zenodo.14824249
title: Dataset: Cytoarchitecture and Myeloarchitecture of the sheep (Ovis aries) auditory cortex

description: For details of this dataset, see either the open access published paper in the Journal of Anatomy or the original preprint:  Cytoarchitecture and Myeloarchitecture of the sheep (Ovis aries) auditory cortex, https://doi.org/10.5281/zenodo.14824490
DOI: 10.5281/zenodo.14824250
title: Dataset: Cytoarchitecture and Myeloarchitecture of the sheep (Ovis aries) auditory cortex

description: For details of this dataset, see either the open access published paper in the Journal of Anatomy or the original preprint:  Cytoarchitecture and Myeloarchitecture of the sheep (Ovis aries) auditory cortex, https://doi.org/10.5281/zenodo.14824490
DOI: 10.15468/dl.ny8fg2
title: Occurrence Download

description: A dataset containing 12850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoeniconaias minor"
 ]
}

 The dataset includes 12850 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005231-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17696973
title: 1DCNN Video Tampering Detection in Automotive Dashcam Videos in Temporal Domain

description: This repository contains supporting materials for the paper “Temporal Video Tampering Detection in Car Dashcam Videos Using Frame Difference Features and a 1D Convolutional Neural Network.” It includes scripts and resources used to generate temporal tampering (frame deletion, insertion, duplication) and evaluate tampering detection performance on real dashcam footage. The materials enable researchers to reproduce the preprocessing, feature extraction, and data manipulation steps used in the study, and serve as a reference for further research in video forensics, IoT security, automotive data integrity, and temporal manipulation detection. These materials complement the main manuscript and extend its reproducibility for academic and applied research purposes.
DOI: 10.5281/zenodo.17696972
title: 1DCNN Video Tampering Detection in Automotive Dashcam Videos in Temporal Domain

description: This repository contains supporting materials for the paper “Temporal Video Tampering Detection in Car Dashcam Videos Using Frame Difference Features and a 1D Convolutional Neural Network.” It includes scripts and resources used to generate temporal tampering (frame deletion, insertion, duplication) and evaluate tampering detection performance on real dashcam footage. The materials enable researchers to reproduce the preprocessing, feature extraction, and data manipulation steps used in the study, and serve as a reference for further research in video forensics, IoT security, automotive data integrity, and temporal manipulation detection. These materials complement the main manuscript and extend its reproducibility for academic and applied research purposes.
DOI: 10.17026/dans-xcc-y6qc
title: Een nederzetting uit de IJzertijd en Romeinse tijd op De Hulst (Oostrum, gemeente Venray)
title: ADC 202

description: &lt;p&gt;onderzoeksrapport&lt;/p&gt;
description: Date: 2002 (aanvang onderzoek)
DOI: 10.15468/dl.5y3uem
title: Occurrence Download

description: A dataset containing 9887 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia"
 ]
}

 The dataset includes 9887 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005232-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6qaga
title: Occurrence Download

description: A dataset containing 94972285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 94972285 records from 7218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005202-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2qdhg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.22159000000001 24.96501, 89.14413500000001 24.959433, 89.068608 24.94284, 88.996886 24.915645, 88.93075 24.878523, 88.871838 24.832398, 88.82160399999999 24.778413, 88.78128 24.717907, 88.75185 24.652379, 88.73402400000001 24.583447, 88.728222 24.512814, 88.734568 24.442219, 88.752886 24.3734, 88.782706 24.308047, 88.82328 24.247762, 88.87360099999999 24.194022, 88.932427 24.148142, 88.998312 24.111241, 89.069644 24.084221, 89.14467999999999 24.067742, 89.22159000000001 24.062203, 89.2985 24.067742, 89.373536 24.084221, 89.444868 24.111241, 89.51075299999999 24.148142, 89.569579 24.194022, 89.6199 24.247762, 89.66047399999999 24.308047, 89.69029399999999 24.3734, 89.708612 24.442219, 89.714958 24.512814, 89.70915599999999 24.583447, 89.69132999999999 24.652379, 89.6619 24.717907, 89.621576 24.778413, 89.571342 24.832398, 89.51242999999999 24.878523, 89.44629399999999 24.915645, 89.374572 24.94284, 89.29904500000001 24.959433, 89.22159000000001 24.96501))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006038-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgd4mv
title: Occurrence Download

description: A dataset containing 2238720 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula"
 ]
}

 The dataset includes 2238720 records from 3546 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005961-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b67rgb
title: Occurrence Download

description: A dataset containing 2019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ameivula Harvey, Ugueto & Gutberlet Jr., 2012"
 ]
}

 The dataset includes 2019 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016006-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rrsad
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016004-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtgpqx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macroptilium atropurpureum",
 "Country is Tuvalu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024733-250811113504898/datasets/export for details.
DOI: 10.15468/dl.bqetnx
title: Occurrence Download

description: A dataset containing 1263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picea asperata"
 ]
}

 The dataset includes 1263 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009491-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bfe-grv-fzd
title: Rumex aquaticus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bwt-jkl-pbr
title: Carex rhynchophysa Fisch., C.A.Mey. & Avé-Lall.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yak-zwp-mzy
title: Viscaria alpina (L.) G. Don

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fx-g8w-383
title: Atocion rupestre (L.) Oxelman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/61v-wc1-sde
title: Carex riparia Curtis

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j95-78s-87e
title: Trichophorum cespitosum (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/189-fmc-mkn
title: Potentilla reptans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6ss-5qq-vnq
title: Stellaria longifolia (Regel) Muhl. ex Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t48-n6c-rc1
title: Trichophorum cespitosum (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9kn-pj7-22n
title: Silene acaulis (L.) Jacq.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d86-brf-rm8
title: Eleocharis R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x9j-bem-a6d
title: Stellaria nemorum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1lx-4rz-lfw
title: Geranium robertianum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4em-fg4-n2z
title: Geranium robertianum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/psz-1np-2t7
title: Festuca ovina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/52f-gxf-t08
title: Viscaria alpina (L.) G. Don

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9r4-xfv-jj7
title: Silene vulgaris var. littoralis (Rupr.) Jalas

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ce4-kyl-47v
title: Cystopteris fragilis (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g6r-w5h-p3a
title: Rumex acetosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0cj-h3p-981
title: Trifolium aureum Pollich

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n7q-av3-vm6
title: Poa alpigena Lindm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q5q-f7h-j91
title: Cystopteris fragilis (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5dt-nkp-9vc
title: Elymus caninus (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/869-1xp-9hw
title: Trifolium aureum Pollich

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/txr-ald-w1q
title: Potamogeton perfoliatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g9m-vsv-7rh
title: Agrostis stolonifera L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jz5-0c0-sg3
title: Elymus repens subsp. arenosus (Spenn.) Melderis

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tx2-891-kh8
title: Barbarea vulgaris W. T. Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dg6-ce5-x3m
title: Carex panicea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mte-v50-ggb
title: Trifolium aureum Pollich

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zcj-1l3-la5
title: Nymphaea candida C. Presl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4qk-w3q-1mv
title: Matteuccia struthiopteris (L.) Tod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c71-4hd-k92
title: Cannabis sativa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jr6-4f1-xbs
title: Bromus inermis Leyss.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a23-t8r-3tr
title: Linum usitatissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/esn-hwj-wad
title: Atocion rupestre (L.) Oxelman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fg2-bg7-qlw
title: Diplotaxis muralis (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rxm-04h-0sd
title: Turritis glabra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.mmbyf5
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "OccurrenceStatus is Present",
 "TaxonKey is Dalbergia melanoxylon Guill. & Perr."
 ]
}

 The dataset includes 309 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009611-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57724/jci_20250228_meridian_ssp
title: MERIDIAN: Soil sampling plots Byers Peninsula (Livingston Is.)
DOI: 10.15468/dl.ubhgtb
title: Occurrence Download

description: A dataset containing 43663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((16 -35,33 -35,33 -22,16 -22,16 -35))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata",
 "Year 2009-2024"
 ]
}

 The dataset includes 43663 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013359-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqyyd4
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaecrista mimosoides (L.) Greene"
 ]
}

 The dataset includes 40 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009612-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sfbrn
title: Occurrence Download

description: A dataset containing 6960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Barbarea barbarea brachycarpa, Barbarea barbarea longisiliquosa, Barbarea ceretana, Barbarea croatica, Barbarea hirsuta, Barbarea hispanica, Barbarea iberica, Barbarea intermedia pyrenaica, Barbarea kayseri, Barbarea lepuznica, Barbarea linnaei, Barbarea lyrata, Barbarea macrophylla, Barbarea praecox vicina, Barbarea pseudostricta, Barbarea pyrenaica, Barbarea rivularis, Barbarea rivularis, Barbarea rupestris, Barbarea sibirica, Barbarea sicula, Barbarea stolonifera, Barbarea stricta, Barbarea sylvestris, Barbarea taurica, Barbarea vicina, Barbarea vulgaris hirsuta, Barbarea vulgaris plena, Barbarea vulgaris stolonifera, Barbarea vulgaris arcuata, Barbarea vulgaris arcuata, Barbarea vulgaris arcuata, Barbarea vulgaris arcuata, Barbarea vulgaris europaea, Barbarea vulgaris lepuznica, Barbarea vulgaris macrophylla, Barbarea vulgaris pyrenaica, Barbarea vulgaris rivularis, Barbarea vulgaris rivularis, Barbarea vulgaris sibirica, Barbarea vulgaris sylvestris, Barbarea vulgaris taurica, Barbarea vulgaris vulgaris, Barbarea vulgaris arcuata, Barbarea vulgaris arcuata, Barbarea vulgaris arcuata, Barbarea vulgaris brachycarpa, Barbarea vulgaris doellii, Barbarea vulgaris gracilis, Barbarea vulgaris hirsuta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 6960 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049448-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.