cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12100277
title: High-resolution traffic flow data in Glasgow

description: Description of the dataset

This dataset offers a long-term traffic flow data at an intra-city scale with high spatio-temporal granularity. The dataset covers the Glasgow City Council area for four consecutive years spanning the COVID-19 pandemic, from October 2019 to September 2023, providing comprehensive temporal and spatial coverage. 

The code used to produce the indicators is available at: https://github.com/YueLi-0816/TrafficFlowData.

This work is funded by the China Scholarship Council (CSC) from the Ministry of Education of P.R. China, the ESRC’s ongoing support for the Urban Big Data Centre (UBDC), and the Royal Society International Exchange Scheme.

Contents

Sensor status metadata - status.csv






Column name

Description




id

Unique ID for each sensor, e.g., GA0601_T.




latitude

The Latitude in decimal degrees of WGS84 coordinates, e.g., 55.86238129.




longitude

The Longitude in decimal degrees of WGS84 coordinates, e.g., -4.26570708.




step 1

The status of sensors at the current step is 1 if retained and 0 if removed.




step 2

The status of sensors at the current step is 1 if retained and 0 if removed.




step 3

The status of sensors at the current step is 1 if retained and 0 if removed.




step 4

The status of sensors at the current step is 1 if retained and 0 if removed.




step 5.1

The status of sensors at the current step is 1 if retained and 0 if removed.




step 5.2

The status of sensors at the current step is 1 if retained and 0 if removed.




Sensor location metadata - locations.csv




Column name
Description


id
Unique ID for each sensor, e.g., GA0601_T.


latitude
The Latitude in decimal degrees of WGS84 coordinates, e.g., 55.86238129.


longitude
The Longitude in decimal degrees of WGS84 coordinates, e.g., -4.26570708.




 

Traffic flows metadata




File name
Description


[sensor_id].csv
Traffic flows. [sensor_id] refers to the ‘id’ from the locations.csv




 




Column name
Description


date
The date the data is collected (YYYY-MM-DD), e.g., 2021-11-04.


time
The hours of the day the data is collected range from 0 to 23, 0 = [0,1), 23 = [23,24).


flow
Number of vehicles that pass the sensor location during the one-hour interval.
DOI: 10.5281/zenodo.12100278
title: High-resolution traffic flow data in Glasgow

description: Description of the dataset

This dataset offers a long-term traffic flow data at an intra-city scale with high spatio-temporal granularity. The dataset covers the Glasgow City Council area for four consecutive years spanning the COVID-19 pandemic, from October 2019 to September 2023, providing comprehensive temporal and spatial coverage. 

The code used to produce the indicators is available at: https://github.com/YueLi-0816/TrafficFlowData.

This work is funded by the China Scholarship Council (CSC) from the Ministry of Education of P.R. China, the ESRC’s ongoing support for the Urban Big Data Centre (UBDC), and the Royal Society International Exchange Scheme.

Contents

Sensor location metadata - locations.csv




Column name
Description


id
Unique ID for each sensor, e.g., GA0601_T.


latitude
The Latitude in decimal degrees of WGS84 coordinates, e.g., 55.86238129.


longitude
The Longitude in decimal degrees of WGS84 coordinates, e.g., -4.26570708.




 

Traffic flows metadata




File name
Description


[sensor_id].csv
Traffic flows. [sensor_id] refers to the ‘id’ from the locations.csv




 




Column name
Description


date
The date the data is collected (YYYY-MM-DD), e.g., 2021-11-04.


time
The hours of the day the data is collected range from 0 to 23, 0 = [0,1), 23 = [23,24).


flow
Number of vehicles that pass the sensor location during the one-hour interval.
DOI: 10.5281/zenodo.14537113
title: High-resolution traffic flow data in Glasgow

description: Description of the dataset

This dataset offers a long-term traffic flow data at an intra-city scale with high spatio-temporal granularity. The dataset covers the Glasgow City Council area for four consecutive years spanning the COVID-19 pandemic, from October 2019 to September 2023, providing comprehensive temporal and spatial coverage. 

The code used to produce the indicators is available at: https://github.com/YueLi-0816/TrafficFlowData.

This work is funded by the China Scholarship Council (CSC) from the Ministry of Education of P.R. China, the ESRC’s ongoing support for the Urban Big Data Centre (UBDC), and the Royal Society International Exchange Scheme.

Contents

Sensor status metadata - status.csv






Column name

Description




id

Unique ID for each sensor, e.g., GA0601_T.




latitude

The Latitude in decimal degrees of WGS84 coordinates, e.g., 55.86238129.




longitude

The Longitude in decimal degrees of WGS84 coordinates, e.g., -4.26570708.




step 1

The status of sensors at the current step is 1 if retained and 0 if removed.




step 2

The status of sensors at the current step is 1 if retained and 0 if removed.




step 3

The status of sensors at the current step is 1 if retained and 0 if removed.




step 4

The status of sensors at the current step is 1 if retained and 0 if removed.




step 5.1

The status of sensors at the current step is 1 if retained and 0 if removed.




step 5.2

The status of sensors at the current step is 1 if retained and 0 if removed.




Sensor location metadata - locations.csv




Column name
Description


id
Unique ID for each sensor, e.g., GA0601_T.


latitude
The Latitude in decimal degrees of WGS84 coordinates, e.g., 55.86238129.


longitude
The Longitude in decimal degrees of WGS84 coordinates, e.g., -4.26570708.




 

Traffic flows metadata




File name
Description


[sensor_id].csv
Traffic flows. [sensor_id] refers to the ‘id’ from the locations.csv




 




Column name
Description


date
The date the data is collected (YYYY-MM-DD), e.g., 2021-11-04.


time
The hours of the day the data is collected range from 0 to 23, 0 = [0,1), 23 = [23,24).


flow
Number of vehicles that pass the sensor location during the one-hour interval.
DOI: 10.15468/dl.eabryh
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iliotona dorcoides (Lewis, 1888)"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005866-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kj97gj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iliotona dorcoides (Lewis, 1888)"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005867-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11239102
title: Datasets for "Validating Mechanistic Interpretations: An Axiomatic Approach"
DOI: 10.5281/zenodo.11239101
title: Datasets for "Validating Mechanistic Interpretations: An Axiomatic Approach"
DOI: 10.15468/dl.9jevsc
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Perichaena liceoides Rostaf., 1875"
 ]
}

 The dataset includes 419 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005870-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy9tbz
title: Occurrence Download

description: A dataset containing 60436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Europe, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Krynickillus Kaleniczenko, 1851, Deroceras Rafinesque, 1820, Furcopenis Castillejo & Wiktor, 1983)",
 "Year 1970-2025"
 ]
}

 The dataset includes 60436 records from 396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005871-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14639806
title: LoRa Node Calibration Data
DOI: 10.5281/zenodo.14639805
title: LoRa Node Calibration Data
DOI: 10.5281/zenodo.14776153
title: LoRa Node Calibration Data
DOI: 10.15468/dl.qqbw93
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Europe, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Tanychlamys W.H.Benson, 1834, Xesta Albers, 1850, Microcystina Mörch, 1872, Macrochlamys J.E.Gray, 1847, Taphrenalla Pholyotha & Panha, 2021, Schwammeria Schileyko, 2010, Nanina J.E.Gray, 1834, Cryptozona Mörch, 1872)",
 "Year 1970-2025"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005872-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jknjc5
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micoureus phaeus (Thomas, 1899)"
 ]
}

 The dataset includes 78 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005873-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyfktw
title: Occurrence Download

description: A dataset containing 128053142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 128053142 records from 9392 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005868-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amqn0j
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Santolina rosmarinifolia subsp. canescens (Lag.) Nyman",
 "Geometry POLYGON((-5.12 36.74,-5.12 37.61,-3.40 37.61,-3.40 36.74,-5.12 36.74))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008965-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzemet
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium stenopholidium (Dahlst.) Dahlst. ex Omang"
 ]
}

 The dataset includes 76 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027878-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nf3pb3
title: Occurrence Download

description: A dataset containing 771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus oberon Smith & Brown, 1941"
 ]
}

 The dataset includes 771 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014661-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgeuwl
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mylopharyngodon piceus (Richardson, 1846)"
 ]
}

 The dataset includes 185 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008965-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n5ayh
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garcinia bicolorata Elmer"
 ]
}

 The dataset includes 21 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052003-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vc9s8
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Channa melasoma (Bleeker, 1851)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 50 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027830-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5ny26
title: Occurrence Download

description: A dataset containing 1764 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 one of (Pterocarya stenoptera C.DC.)"
 ]
}

 The dataset includes 1764 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021985-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuycgq
title: Occurrence Download

description: A dataset containing 2953 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops asper (Garman, 1883)"
 ]
}

 The dataset includes 2953 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008965-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f72pqm
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dilocarcinus pagei Stimpson, 1861"
 ]
}

 The dataset includes 263 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014576-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6btvq
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Antarctica",
 "TaxonKey is Archisotoma brucei (G.H.Carpenter, 1907)"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008965-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8bkmq
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Indonesia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aeromys tephromelas (Günther, 1873)"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021988-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4euhd
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus lemosespinali Lara-Góngora, 2004"
 ]
}

 The dataset includes 99 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014629-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6jdvo
title: Occurrence Download

description: A dataset containing 8497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "TaxonKey is Elaeocarpus dentatus (J.R.Forst. & G.Forst.) Vahl"
 ]
}

 The dataset includes 8497 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010510-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxcwxr
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens poilanei Tardieu"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027845-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2xnqq
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus hunsakeri Hall & Smith, 1979"
 ]
}

 The dataset includes 1261 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014622-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grmn6j
title: Occurrence Download

description: A dataset containing 3051 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippopotamus amphibius Linnaeus, 1758"
 ]
}

 The dataset includes 3051 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008966-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.weqs7t
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium stenolomoides Johanss. & Sam."
 ]
}

 The dataset includes 67 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027847-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p739vy
title: Occurrence Download

description: A dataset containing 6 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 Leptodactylodon ornatus Amiet, 1971"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040203-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z9ef9
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Benthic macrofauna abundance of sediment core 12930-039"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008966-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4nzs9
title: Occurrence Download

description: A dataset containing 1251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Occurrence dataset of waterbirds in Tiaozini Wetland, the World Nature Heritage, China, Occurrence dataset of birds in the Xinjizhou National Wetland Park，Nanjing，China, 2021_nsmk_biodiversity_observations_bi_eagle_81252, birds-red-river-delta-seawater-reservoir, Occurrence dataset of birds in the Sihong Hongze Lake Wetland National Nature Reserve,Jiangsu, China, 2021_nsmk_biodiversity_observations_bird_136784, Xeno-canto - Bird sounds from around the world, 2021_nsmk_biodiversity_observations_bird_197960)",
 "OccurrenceStatus is Present",
 "StateProvince is Hainan",
 "TaxonKey is Aves",
 "Year 2019-2023"
 ]
}

 The dataset includes 1251 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021997-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbbuzr
title: Occurrence Download

description: A dataset containing 5897257 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((12 60.0882, 17.34507 60.0882, 17.34507 61.39572, 12 61.39572, 12 60.0882))"
 ]
}

 The dataset includes 5897257 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040191-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k86s2
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is one of (Nanomia A.Agassiz, 1865, Siphonophora)"
 ]
}

 The dataset includes 216 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039204-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2u488
title: Occurrence Download

description: A dataset containing 1515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Sweden, Estonia, Switzerland, Austria, Italy, Greece, Bulgaria, Ukraine)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bacidia arceutina (Ach.) Th.Fr."
 ]
}

 The dataset includes 1515 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050342-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubaqre
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus lannomi Tanner, 1966"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008966-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.