Tutorial: Accessing ERA5-Land reanalyses and calculating a climate normal with Python As soon as the temperature rises a little, the question comes up: it's hot, of course, but is it abnormally hot?

👨‍🏫Tutorial : Using ERA5-Land reanalyses to calculate a climate normal with #Python

Climate data plays a critical role in understanding our changing world. Thanks to @copernicusecmwf.bsky.social, decades of weather data are available to calculate #climatenormals.

👉 www.callendar.tech/en/post/tuto...

U.S. Climate Normals The U.S. Climate Normals are a large suite of data produc...

Full methodology and references for the NOAA NCEI #ClimateNormals is found at their "About" section:

https://www.ncei.noaa.gov/products/us-climate-normals

I can't help it.

The tundra at Lambeau Field is no longer frozen.

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#GreenBayPackers
#ClimateNormals

How the new 30-year #ClimateNormals have changed through time at 4 sites in #Alabama — compared to the 20th century average.

Birmingham, Huntsville, Mobile, and Montgomery

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How the 30-year #ClimateNormals have changed through time in #Fargo — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #SaltLakeCity — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #Cleveland — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #Charlottesvile — compared to the 20th century average.

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How the 30-year #ClimateNormals have trended in #Tucson — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time around #TampaBay — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #Lynchburg — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #Norfolk — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in South Carolina's Midlands — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #Philadelphia — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #KansasCity — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in the Twin Cities — compared to the 20th century average.

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How the 30-year #ClimateNormals have changed through time in #Boston — compared to the 20th century average.

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