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Pyre Weather helps you create publication quality atmospheric and weather maps in seconds. Created by Suzanne Atkinson (acct. owner)

Tornado Hunting: Greenfield, IA Severe Weather Ingredients for May 21, 2024

9 min readSep 3, 2026

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What made the Greenfield, Iowa Tornado so devastating? A look at the meteorolgic setup from that day. On May 21, 2024, an EF4 tornado struck Greenfield, Iowa. Using PyRe Weather, we can go…

Let’s hunt down the Greenfield, Iowa tornado from May 21, 2024

On May 21, 2024, an EF4 tornado struck Greenfield, Iowa. Using PyRe Weather, we can go back to that afternoon and see how the different elements needed for severe weather (tornadoes, hail, and severe thunderstorms) came together.

Let’s start with a basic temperature map from that afternoon, around 1 p.m. local time. Click on the link below the map to create this map in your own browser and learn the basics of using the site.

Surface Temperature, May 21, 2024, 18Z

Open this map in the builder ->

The builder settings will look like this when you use the link in the builder. Select 3-hourly time scale from the top left, Temperature at the Surface (2m) from the two selectors below that. For Date range, choose single, and add the date of the event, and the hour (00, 03, 06, 09, 12, 15, 18, 21Z are all available), the site defaults to the Continental US (will soon be adding global preferences for other users), This is often abbreviated CONUS. On the right panel, the wind selector is toggled on, and the High/Low centers are also toggled on (H/L Centers). Click the orange “Generate Map” button to see the map. it should look exactly like the one below.

Press enter or click to view image in full size
Press enter or click to view image in full size

In this map, you can quickly see where colder air across the northwestern part of the country meets the much warmer air farther south and east. In fact, the boundaries are so dramatic that you can almost see the cold fronts draped from one low to the next, strung like a necklace of pearls across the U.S.

Look for the three letter “L”s: one over southern Colorado, another over northwestern Iowa, and a third near Lake Erie.

Between them, you can see sharp boundaries separating the green and yellow temperature zones. The fronts are sitting right along these transitions between very different air masses.

Builder Note: If you click the little gear next to the wind toggle on the right, you can further customize how you want the wind to appear. Barbs are the most common, and the density of the barbs can be left on auto for most maps, or you can change it. The default for CONUS is 2, so if you want fewer barbs or vectors, select 3 or higher and click regenerate.

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For the next map, try creating it on your own before using the link at the bottom of the article.

One of the quickest ways to look at moisture is with dew point or relative humidity.

Update the temperature map by finding the Variable dropdown in the upper left of the mapping window and selecting . Another selector will appear underneath it. For now, leave that set to Humidity . Leave the level at Relative and click the orange button. Surface (2m) Generate Map

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Relative Humidity, May 21, 2024, 18Z

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In this impressive map, you should see a broad swath of humid air extending north from the Gulf of Mexico and right into Iowa and Minnesota.

We can get a look at those lower-atmosphere winds by changing the variable to Wind Speed , and changing the level to , roughly a mile above sea level, and generating the map again. 850 mb

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Wind Speed, 850mb, May 21, 2024, 18Z

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The winds are still generally coming from the south, but they’re much faster — roughly 20 to 45 knots in this area. Already, comparing the surface winds with the winds at 850 mb gives us our first clue that the wind is changing with height.

If you wanted to see the moisture being brought in by the low level jet, just change the variable selector to Humidity , and leave the level at . 850mb

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Relative Humidity, 850mb, May 21, 2024, 18Z

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You may also want to see the total precipitable water in the atmospheric column instead. If so, select PWAT from the variable list. PWAT is total column, so there is no level to choose from, it will self adjust to Total Column.

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Total Precipitable Water, May 21, 2024, 18Z

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Wind shear means that wind speed, wind direction, or both change as you move upward through the atmosphere. Strong shear helps thunderstorms organize and can support the rotating updrafts found in supercells, which are the storms responsible for most strong tornadoes.

We can look for clues to that changing wind field in PyRe by comparing winds at several different levels.

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Wind Speed 500mb, May 21, 2024, 18Z

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There is a lot going on here.

Can you pick out the area with the strongest winds? I see winds approaching 85 knots over eastern Nebraska, heading toward Iowa.

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Compare that with the much weaker winds we just saw near the surface. The wind has become dramatically stronger with height, and its direction has changed as well.

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Wind Speed 300mb, May 21, 2024, 18Z

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There are winds near 100 knots over the southern Plains.

At this point, we’ve looked from the ground nearly to the top of the troposphere, and the changing wind field is hard to miss.

Instability

For thunderstorms to form, moisture and wind shear aren’t enough. We also need an atmosphere that allows rising air to keep rising.

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Most Unstable Cape (255–0mb), May 21, 2024, 18Z

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You can see a sharp boundary in the instability, with CAPE near eastern Nebraska and western Iowa approaching 3000 J/kg.

That is a very unstable atmosphere. If air can be lifted and remain warmer and more buoyant than the air around it, it can accelerate upward and feed rapidly growing thunderstorms.

Now we need something to get that air moving upward in the first place.

On this day, there were several mechanisms helping that happen.

The first is the cold front we could already see in the surface temperature pattern. As denser cold air advances, it can force warm, moist air ahead of it upward.

But there was also plenty happening higher in the atmosphere.

Select Geopotential Height from the variable dropdown and from the level selector. You can choose either 500 mb or Contours . Shading is prettier; contours can make the pattern easier to see. Try both. Shading

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Geopotential Height, May 21, 2024, 18Z

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At 500 mb, you can see the broad trough over the western United States along with smaller disturbances moving around it.

These upper-level disturbances can help promote rising motion downstream as the atmosphere responds to the changing flow aloft.

Now overlay surface Pressure on the 500 mb height contours, by clicking the toggle. (Note that Pressure only overlays surface pressure. If you’re thinking you want to add upper level “pressure” instead you would select the Pressure ). In this case since the base map is already Geopotential Height, that option is not available. Height

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Press enter or click to view image in full size

Geopotential Height, 500mb with MSLP and High/Low Centers May 21, 2024, 18Z

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Notice how the surface low is displaced east of the upper-level trough and the shorter wave embedded within it?

That vertical structure is characteristic of a developing mid-latitude cyclone. Add in the warm, moisture-rich air, strong instability, powerful winds aloft, and an advancing cold front, and you can start to see why the atmosphere over Iowa was capable of producing such violent storms.

Let’s take a look at two other variables that help identify lift in the atmosphere. Vorticity and Vertical Speed.

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Relative Vorticity, 500mb with MSLP and H/L Centers May 21, 2024, 18Z

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Finally lets take a look at Omega , or . You can also check this at multiple levels to see how deep or high the vertical motion extends. Vertical Velocity

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Vertical Velocity 500mb with MSLP and H/L Centers May 21, 2024, 18Z

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What else would you want to know about either the setup or the progression of this severe weather day? The supercells developed over several hours during the day, what was the tipping point of tornado formation? How long did these storms last and where else did tornados touch down? What about rain or hail? Would you want to cross reference with satellite or radar imagery?

There are plenty of other things we could explore in this setup: advancing to the next three-hour interval, precipitation rates and totals, storm-relative helicity, cloud cover, and more. But I’ll leave some of that for you to explore on your own.

You can also try the same exercise with other major tornadoes and outbreaks. Multi-day outbreaks are especially interesting because you can watch the environment change over time, including the daily heating and cooling cycle and the repeated movement of moisture, fronts, and disturbances through the region.

April 11–12, 1965 — Palm Sunday Tornado Outbreak April 3–4, 1974–1974 Super Outbreak May 31, 1985 — Niles-Wheatfield F5 and surrounding outbreak August 28, 1990 — Plainfield, Illinois F5 tornado May 8, 2003 — Moore, Oklahoma and the May 2003 tornado outbreak June 12, 2018 (Brazil / Argentina) — Use the region selector to choose South America, and remember that things spin the opposite way in the Southern Hemisphere.

Here are links to the Greenfield maps in case you have trouble finding any of the options.

Hopefully this gave you a feel for some of the fundamental tools in PyRe Weather and how you can combine different maps to explore the setup behind a historical severe weather event.

How did it go? Let me know. I’m always interested to hear what other people find fascinating and what questions you want to investigate next.

Happy Mapping!

Originally published at https://www.pyreweather.org on September 3, 2026.

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Pyre Weather
Pyre Weather
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Pyre Weather helps you create publication quality atmospheric and weather maps in seconds. Created by Suzanne Atkinson (acct. owner)