cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/adt-nlz-6g5
title: Sagina procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adt-p3s-h9a
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adv-9mf-92r
title: Trifolium montanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adv-d7z-z54
title: Atocion rupestre (L.) Oxelman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adv-e4h-enh
title: Ribes spicatum x subsp. lapponicum × subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adv-lnb-k7c
title: Salix myrsinifolia × phylicifolia x myrsinifolia ssp. myrsinifolia × phylicifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adv-q2w-edw
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adv-x9b-79x
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-3ln-wlt
title: Carex digitata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-9j7-1w5
title: Huperzia Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-b8w-ppe
title: Typha angustifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-gkc-94l
title: Salix phylicifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-mra-v3l
title: Vicia cracca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-yav-jgq
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adw-ysz-ay7
title: Betula pubescens Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-07r-dvb
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-2xa-z9a
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-7t1-ap1
title: Luzula multiflora subsp. multiflora

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-8w5-8j9
title: Moehringia lateriflora (L.) Fenzl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-9de-67j
title: Plantago lanceolata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-mal-9nn
title: Lathyrus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-qfv-weg
title: Saxifraga tridactylites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-z66-5vn
title: Amaranthus blitoides S. Watson

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-zzq-tm7
title: Schoenoplectus tabernaemontani (C.C.Gmel.) Palla

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ady-9ez-10q
title: Echinochloa crus-galli var. crus-galli

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ady-9md-9vm
title: Ranunculus flammula subsp. flammula

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ady-cy2-fpw
title: Rabelera holostea (L.) M. T. Sharples & E. A. Tripp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adx-p54-614
title: Viscaria alpina (L.) G. Don

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ady-qrv-ng6
title: Potamogeton natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-09t-wk5
title: Blysmus compressus (L.) Panz. ex Link

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-9dr-k94
title: Rumex acetosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-h3n-s3h
title: Avena sativa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-kfq-c9d
title: Equisetum sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-kfz-ew5
title: Carex livida (Wahlenb.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-lbj-4b4
title: Carex nigra subsp. nigra

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-v3d-fxr
title: Gypsophila fastigiata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-w5h-hfz
title: Zannichellia palustris subsp. pedicellata (Rosén & Wahlenb.) Arcang.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-ytr-pjk
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-z0w-wlv
title: Carex digitata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-3yz-0xz
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-62s-xse
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-cgv-vh2
title: Alchemilla filicaulis Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adz-wvj-8za
title: Saxifraga tridactylites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-3ah-77a
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-959-kaq
title: Chenopodium berlandieri var. zschackei (Murr) Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-d9g-7c7
title: Anthoxanthum nipponicum Honda

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-q9a-feq
title: Noccaea caerulescens subsp. brachypetala (Jord.) Tzvelev

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-rb1-rw3
title: Phalaris canariensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae0-x9l-hlk
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-42b-m2p
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-55p-dvr
title: Thalictrum simplex subsp. boreale (F. Nyl.) Á. Löve & D. Löve

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-by5-7fs
title: Chelidonium majus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-evf-emm
title: Juncus filiformis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-m13-r45
title: Sinapis alba L.

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

description: A dataset containing 8617 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 Culex coronator",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 8617 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061667-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ae1-nbw-a88
title: Geum rivale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-sft-l2v
title: Scleranthus annuus subsp. polycarpos (L.) Bonnier & Layens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-vrj-22d
title: Parnassia palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae1-xe0-7my
title: Matteuccia struthiopteris (L.) Tod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-2jt-j47
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-2zt-b5x
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-8kp-ktc
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-cf9-ga5
title: Ranunculus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-d99-esm
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-kmy-bjb
title: Rumex acetosella var. tenuifolius Wallr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-mzg-fmw
title: Noccaea Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-ve1-fvv
title: Actaea spicata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-zm8-6b0
title: Rumex longifolius DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-2qz-8n9
title: Potamogeton gramineus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-b5f-jx4
title: Deschampsia cespitosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-hn3-61h
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-hvd-dwk
title: Butomus umbellatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-n7t-2wy
title: Phleum alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-pa0-1eb
title: Alnus incana var. subsp. incana var. incana

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-s18-h0m
title: Drosera rotundifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-784-rav
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-sl0-3j3
title: Rumex fueginus Phil.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-dws-zty
title: Luzula pilosa (L.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae2-yx0-kjh
title: Avena fatua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-xb2-k7w
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae4-1wq-vrq
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae4-6p7-1hg
title: Ranunculus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae4-avm-qrd
title: Neottia cordata (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae4-et1-pq8
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae4-rxw-qxd
title: Juncus bufonius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae4-tap-vn1
title: Eriophorum gracile Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-4ye-hkl
title: Hordeum vulgare L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-8s3-l6l
title: Stuckenia vaginata (Magnin) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-b31-7al
title: Juncus triglumis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-d2g-m6v
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-d2k-4hp
title: Dupontia fulva (Trin.) Röser & Tkach

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-hc2-tb1
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-hrc-lpf
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-j42-bx3
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-jwk-4m2
title: Anemone nemorosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae3-tds-j8s
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-sk4-s6m
title: Alopecurus geniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae5-x2f-034
title: Oxybasis Kar. & Kir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-0m3-18a
title: Alchemilla leiophylla Juz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-8tj-8x8
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-9hr-6e5
title: Dryopteris expansa (C. Presl) Fraser-Jenk. & Jermy

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-9z8-7vg
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-e3z-r58
title: Salix myrsinites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-j2v-lb4
title: Lathyrus niger (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-jag-7r6
title: Trifolium pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-mqy-knv
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae7-0dp-nre
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae7-2yq-4qe
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae6-913-031
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae7-93y-et3
title: Chelidonium majus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ae7-s9t-86f
title: Stellaria longifolia (Regel) Muhl. ex Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18001342
title: Estimation of on-road mobile emissions using machine learning: A case study in Panama City

description: This dataset provides a high-resolution inventory of on-road vehicle emissions in Panama City, Panama. The data was synthesized using a novel framework that combines computer vision for real-time vehicle classification and Tier 2 emission factor modeling. It captures the spatiotemporal dynamics of air pollutants across various critical traffic points in the metropolitan area.

Data Content

The primary file, emissions_dataset.csv, contains individual vehicle detection records and their corresponding estimated emissions based on vehicle type, fuel type, and local traffic conditions.

File Structure: emissions_dataset.csv





vehicle: Unique identifier for each detection, including the timestamp of the image processed.




classifier-tier1: Broad vehicle category (e.g., PC: Passenger Car, LCV: Light Commercial Vehicle, HDV: Heavy Duty Vehicle, L-CAT: L-Category/Motorcycles).




classifier-PC: Specific sub-category for Passenger Cars (e.g., SUV, HS: Hatchback/Sedan, TAXI).




Fuel: Type of fuel used by the vehicle (Petrol / Diesel).




Fuel_Consumption: Estimated fuel consumption for the specific vehicle type (kg/km).




CO: Carbon Monoxide emissions (g/km).




NMVOC: Non-Methane Volatile Organic Compounds emissions (g/km).




NOx: Nitrogen Oxides (NO and NO2) emissions (g/km).




PM: Particulate Matter emissions (g/km).




N2O: Nitrous Oxide emissions (g/km).




NH3: Ammonia emissions (g/km).




IDP: Indeno(1,2,3-cd)pyrene emissions (PAH) (g/km).




BKF: Benzo(k)fluoranthene emissions (PAH) (g/km).




CO2: Carbon Dioxide emissions (kg/km).




SO2: Sulfur Dioxide emissions (g/km).




Lugar: Monitoring location within Panama City (e.g., Centenario, Rio Abajo, El Ingenio, Tocumen).




Hora: Time block of the observation (e.g., 8AM, 12PM).



Methodology Summary





Vehicle Detection & Classification: Using Deep Learning models (Computer Vision) to identify and categorize vehicles from traffic footage at strategic locations in Panama City.




Emission Factor Assignment: Applying EMEP/EEA methodology adapted to the Panamanian vehicle fleet age and fuel quality standards.




Spatiotemporal Analysis: Emissions are aggregated by location (Lugar) and hour (Hora) to identify peak pollution periods and high-emission urban corridors.



Usage Notes





Missing Values: In classifier-PC, values are only present for the "PC" (Passenger Car) Tier 1 category.




Geographic Scope: The data covers major thoroughfares including Vía España, Tumba Muerto, Ave. Balboa, and entry points like Centenario.



License

This dataset is made available under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

Citation

If you use this dataset in your research, please cite the original paper: Author(s). (Year). Spatiotemporal estimation of on-road mobile emissions using machine learning: A case study in Panama City. [Journal Name / DOI].
DOI: 10.3535/ae7-t0v-pf7
title: Luzula parviflora (Ehrh.) Desv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.