cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/2qz-qym-tr5
title: Plicopurpura columellaris (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jge-x63-7zf
title: Cymbiola vespertilio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5fk-rqd-g4e
title: Costellariidae MacDonald, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mhq-64z-6rj
title: Vexillum hendersoni (Dall, 1927)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tsb-52n-yjr
title: Mitromorpha multigranosa (E. A. Smith, 1890)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29901941
title: Supplementary Figures 1_5.pdf

description: This provides new information demonstrating that UCP3 plays a role in modulating energy and redox stress related signaling pathways in proliferative muscle myoblasts. The studies used both UCP3 whole body knockout (KO) myoblasts as well as a novel UCP3 conditional KO mouse generated as part of the current study. Collectively, these findings show that, despite low levels, UCP3 is a key modulator of energy metabolism and oxidative stress in undifferentiated muscle myoblasts.<br>
DOI: 10.6084/m9.figshare.29901941.v1
title: Supplementary Figures 1_5.pdf

description: This provides new information demonstrating that UCP3 plays a role in modulating energy and redox stress related signaling pathways in proliferative muscle myoblasts. The studies used both UCP3 whole body knockout (KO) myoblasts as well as a novel UCP3 conditional KO mouse generated as part of the current study. Collectively, these findings show that, despite low levels, UCP3 is a key modulator of energy metabolism and oxidative stress in undifferentiated muscle myoblasts.<br>
DOI: 10.3535/0ex-0hy-6wp
title: Pitar Römer, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kbd-j1m-yn7
title: Cancellaria urceolata Hinds, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k4v-adb-br1
title: Conus ventricosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5bx-3z9-6fj
title: Odostomia clavulina P. Fischer, 1877

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yzn-sks-ae3
title: Conus radiatus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/10b-s7c-8r2
title: Mathilda O. Semper, 1865

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3sp-f9h-jxt
title: Columbellidae Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1s8-apg-z3x
title: Oliva guttata Fischer von Waldheim, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nbh-387-q70
title: Cymbiola vespertilio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rg8-yav-ztl
title: Turrilatirus turritus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.wu9jh3
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amaranthus greggii"
 ]
}

 The dataset includes 294 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005272-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ddw-p3l-jf9
title: Nucella lapillus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q11-25p-qhs
title: Bullia rhodostoma Reeve, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/90p-xez-w4h
title: Euthria cornea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/exz-1t7-dn8
title: Engoniophos unicinctus (Say, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jkd-jav-prj
title: Funa latisinuata (E. A. Smith, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lb1-6sh-8vz
title: Conus miles Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sqm-ecp-tll
title: Hydatina amplustre (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gt0-66a-zwh
title: Conus ventricosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xqp-5mm-tw8
title: Bulla ampulla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/19v-hwp-5zd
title: Cypraecassis testiculus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xrl-j3y-w28
title: Conus vexillum Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kt9-jbr-stz
title: Mitrella tuberosa (P. P. Carpenter, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4jd-9ll-pcw
title: Marginella Lamarck, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lxh-0p9-3j1
title: Marginellidae J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vtq-vbx-5nz
title: Nucella freycinetii (Deshayes, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kj1-a8m-xkz
title: Marginella ornata Redfield, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x2s-24d-b96
title: Oliva reticularis Lamarck, 1811

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwk-amb-2mh
title: Tectura virginea (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x0y-zlt-80f
title: Ocenebra edwardsii (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d3y-nhj-8jh
title: Galeodea rugosa (Linnaeus, 1771)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.24397/pangloss-0009385
title: Nasal airflow record of a Burmese speaker San San Hnin Tun (01)

description: Equipment: Workstation EVA2 , notebook computer
DOI: 10.3535/jcz-0tt-7l5
title: Conus glaucus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pec-m09-bpx
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2k9-je8-q4f
title: Bulla striata Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ff5-80k-xfe
title: Echyridella menziesii (J. E. Gray, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/plx-mcd-nbw
title: Pitar tumens (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwj-hel-t6j
title: Olivella floralia (Duclos, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nsl-j46-q5h
title: Olivella amblia (R. B. Watson, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4rc-yeb-xnm
title: Nucella lamellosa (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezd-ks0-dnr
title: Nucella lapillus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gkj-7md-1hz
title: Rapa rapa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xzd-abp-kkt
title: Marginella Lamarck, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2s-8g9-w9d
title: Buccinidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3wc-mvy-1hg
title: Cominella J. E. Gray, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mtz-7mh-pvv
title: Prunum amygdalum (Kiener, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6yb-n1y-kx6
title: Gibberula philippii (Monterosato, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/81n-spj-hdf
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/656-95h-vhv
title: Mangelia multilineolata (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h0e-j0t-2vq
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2h6-12x-5gq
title: Bulla striata Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/psx-5f9-6c6
title: Burnupena cincta (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/20h-wy7-9f8
title: Buccinum undatum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyh-er8-ftm
title: Nucella lapillus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwh-tyc-625
title: Bullidae Gray, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ra0-n0f-cct
title: Harpa major Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s82-gwe-8qd
title: Aclis Lovén, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g9k-j6s-3ha
title: Costellariidae MacDonald, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rlb-t3x-mme
title: Alaginella zeyheri (Krauss, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jj5-t7h-gr3
title: Anachis scalarina (G. B. Sowerby I, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t1n-7hr-yeh
title: Conus ventricosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j7v-lwc-6k5
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w4x-6g8-7vv
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/70r-ef8-90y
title: Architectonicidae J. E. Gray, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p70-1dr-yy2
title: Buccinulum queketti (E. A. Smith, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnz-0sm-ja1
title: Scaphander punctostriatus (Mighels & C. B. Adams, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ks-bx0-4jl
title: Vitreolina antiflexa (Monterosato, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z4b-009-cq8
title: Oliva flammulata Lamarck, 1811

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/55j-njx-yzx
title: Vitreolina philippi (de Rayneval & Ponzi, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c9q-09k-wrf
title: Antillophos candeanus (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zk1-c1r-fb5
title: Conus pulicarius Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.qqjcjb
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heptapleurum petiolosum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 53 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004507-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9qpdr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemibrycon mikrostiktos",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004508-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rdedc
title: Occurrence Download

description: A dataset containing 106419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis latrans"
 ]
}

 The dataset includes 106419 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004454-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xw5z9
title: Occurrence Download

description: A dataset containing 143864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haliplus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 143864 records from 479 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004468-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18576337
title: A dataset of sea breeze objects over Australia (1979-2024)

description: Overview

This record contains a dataset of sea breeze objects derived from the Bureau of Meteorology Atmospheric Regional Reanalysis for Australia, version 2, with convective-scale configuration (BARRA-C2, Su et al., 2025), over a 1979-2024 period. BARRA2 is made available by the Bureau of Meteorology under a CC-BY 4.0 license via the Australian National Comptutational Infrastructure 

Sea breeze objects are defined on a time-latitude-longitude grid, at around 4.4 km horizontal spacing at hourly intervals. The objects are provided as a binary mask on a grid in .zarr format. Both hourly and daily masks are provided here and compressed into .zip archives.



sea_breeze_mask_hourly.zip: Contains 1,978 .zarr directories of hourly sea breeze objects, with each directory containing no more than 10 days of objects.

sea_breeze_mask_daily.zip: Contains three .zarr directories with daily sea breeze masks over the whole 1979-2024 period.


Object identification method and software

Sea breeze obects are defined using a moisture frontogenesis approach based on surface winds and specific humidity, with further filtering of objects using a set of morphological and physical characteristics. Filtering settings are provided in the .zarr metadata. Details on the methods can be found in Brown et al. (2025a). Code to produce the objects, and accomanying documentation, can be found in Brown et al. (2025b) or on GitHub.

Daily data resampling

The daily mask provided here has been resampled at each grid point from hourly data, by considering if a sea breeze is present on a given day. A day is either defined by UTC, Australian Eastern Standard Time (AEST, UTC + 10), or Australian Western Standard Time (AWST, UTC + 8), and each are provided as separate .zarr directories:



UTC: sea_breeze_mask_utc.zarr

AEST: sea_breeze_mask_aest.zarr

AWST: sea_breeze_mask_awst.zarr


For the AEST and AWST data, sea breeze objects occurring before 0900 or after 2100 are not included in the resampling.

Opening the data

After unzipping, the .zarr directories can be loaded into Python using xarray following the code below. This was tested with the following python packages: 



xarray version 2023.2.0

zarr version 2.13.3


import xarray as xr
f = xr.open_dataset("sea_breeze_mask_utc.zarr", engine="zarr")

Additional details:



Spatial extent: 108.02E to 158.50E, 45.69S to 6.93S

Temporal extent: 1979-01-01 to 2024-12-31

Time frequency: Daily and hourly
DOI: 10.5281/zenodo.18012824
title: A dataset of sea breeze objects over Australia (1979-2024)

description: Overview

This record contains a dataset of sea breeze objects derived from the Bureau of Meteorology Atmospheric Regional Reanalysis for Australia, version 2, with convective-scale configuration (BARRA-C2, Su et al., 2025), over a 1979-2024 period. BARRA2 is made available by the Bureau of Meteorology under a CC-BY 4.0 license via the Australian National Comptutational Infrastructure 

Sea breeze objects are defined on a time-latitude-longitude grid, at around 4.4 km horizontal spacing at hourly intervals. The objects are provided as a binary mask on a grid in .zarr format. Both hourly and daily masks are provided here and compressed into .zip archives.



sea_breeze_mask_hourly.zip: Contains 1,978 .zarr directories of hourly sea breeze objects, with each directory containing no more than 10 days of objects.

sea_breeze_mask_daily.zip: Contains three .zarr directories with daily sea breeze masks over the whole 1979-2024 period.


Object identification method and software

Sea breeze obects are defined using a moisture frontogenesis approach based on surface winds and specific humidity, with further filtering of objects using a set of morphological and physical characteristics. Filtering settings are provided in the .zarr metadata. Details on the methods can be found in Brown et al. (2025a). Code to produce the objects, and accomanying documentation, can be found in Brown et al. (2025b) or on GitHub.

Daily data resampling

The daily mask provided here has been resampled at each grid point from hourly data, by considering if a sea breeze is present on a given day. A day is either defined by UTC, Australian Eastern Standard Time (AEST, UTC + 10), or Australian Western Standard Time (AWST, UTC + 8), and each are provided as separate .zarr directories:



UTC: sea_breeze_mask_utc.zarr

AEST: sea_breeze_mask_aest.zarr

AWST: sea_breeze_mask_awst.zarr


For the AEST and AWST data, sea breeze objects occurring before 0900 or after 2100 are not included in the resampling.

Opening the data

After unzipping, the .zarr directories can be loaded into Python using xarray following the code below. This was tested with the following python packages: 



xarray version 2023.2.0

zarr version 2.13.3


import xarray as xr
f = xr.open_dataset("sea_breeze_mask_utc.zarr", engine="zarr")

Additional details:



Spatial extent: 108.02E to 158.50E, 45.69S to 6.93S

Temporal extent: 1979-01-01 to 2024-12-31

Time frequency: Daily and hourly
DOI: 10.15468/dl.eysrbe
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens truncata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004509-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ks3tae
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemibrycon polyodon",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004510-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ekdw9
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "Geometry POLYGON((82.80334 5.91512,118.19666 5.91512,118.19666 20.08488,82.80334 20.08488,82.80334 5.91512))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mansonia gagei"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004511-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18578011
title: ERA5 and MADIS (ground stations) curated weather data for CONUS (2020-2023)

description: ERA5 and MADIS (ground stations) curated weather data for CONUS (2020-2023)

This repo contains curated gridded (ERA5) and station (MADIS) weather data for CONUS for the years 2020-2023.

The following data is available:- Shapefile of CONUS.- Shapefile containing the location and number of observations (2020-2023) of the MADIS stations- Processed hourly averaged [MADIS](https://madis.ncep.noaa.gov/) data for CONUS (2020-2023)- [ERA5](https://confluence.ecmwf.int/display/CKB/ERA5%3A+data+documentation) re-analysis data for CONUS (2020-2023), gridded

For MADIS and ERA5, the following variables are available:- u and v component of wind vector at 10 meters above ground- temperature at 2 meters above ground- dewpoint at 2 meters above ground