Tornado Warnings - NWS Cleveland - Date of First Issuance

 

What's Different Between 2021 Jose Ramirez and 2022 Jose Ramirez?

Jose Ramirez is on a torrid pace. He leads the league with 62 RBI.  He's second in slugging percentage at 0.649. Looking at more advanced statistics, the story remains the same. His 0.437 wOBA is good for 4th in MLB.  His wRC+ of 193 ranks 5th. 

What stands out among the top hitters in run creation is their strikeout rate. The average rate of the players below (minus Ramirez) is 19.8%.  Jose Ramirez strikeout rate is... 7.4%. 

We've seen Jose Ramirez put up great numbers in the past. What is different about this season vs last season and others?  Let's examine contact.

Jose has always been a good contact hitter. His contact percentage across the entire strike zone has been between 86-90% over his career. The increase this year is 3% versus last season. What's more noticeable is his productivity increase.

His in-zone contact is virtually identical to last year. Not much change.

Look at his out-of-zone contact. A 10% jump compared to 2021!

He's making more contact at pitches out of the strike zone!  Contact is one thing.  How productive is his contact out of the zone? 

This graphic comes from Baseball Savant. We can assign run values to the strike zone based on each base state during a typical game. Here's a detailed explanation.

Take some time to familiarize yourself with the graphic. There are four regions:  HEART, SHADOW, CHASE, WASTE.  The total number of runs for each region is indicated on the left.  For example in 2021, Jose Ramirez's center of the zone total runs was +16.  Yet his shadow zone was -15 runs.  He was near league average in swings in the shadow zone, his productivity in runs was negative!

Compare last year to this season through June 16.

His shadow zone so far this season: +5 runs vs last year which was -15 runs.  

So far this season Jose Ramirez is 5th in MLB in runs in the shadow area. In 2021 he was 188th!

Basically, he's being more aggressive with more swings at pitches in the outer part of the strike zone and in the area just outside the zone.

Interestingly he is not hitting the ball as hard as last season.  Roughly a 10% drop in hard hit balls. This hasn't impacted his productivity as his overall wOBA is higher than in any previous season through mid June.  One reason for the reduction in hard hit balls is that he is hitting the ball more up the middle and pulling the ball less.

wOBA  Hard Hit%  Center Hit%

wOBA   Hard Hit%   Pull%

Has he made changes in his approach in different counts?

Here are his slugging percentage for each count over the last 5 seasons (not counting 2020).  His slugging is lightyears ahead of last season on the first pitch. 

The changes year-to-year sum it up: He's made significant improvements when ahead in the count especially at 1-0, 2-0, 3-0 and 3-1.  Also, his slugging jumped from 0.493 to 0.613 after the 7 inning!

Sure his production with the bases empty is in line with last year.  However he is productive when it counts. 

wOBA with runners on base/empty

Let's see if these trends continue.

How Humid was Last Summer? A Look At This Summer

Last August I wrote about the summer humidity at that point in the summer (You can read about it HERE). So I figured I'd revisit the topic now with last summer's final ranking.

It turns out that SUMMER 2021 was the 4th most humid summer since 1948 followed by 2010 at #3, 2018 at #2.  What summer is #1?  1995

Was last summer (2021) ranked #4 because we had an abnormally high number of days with dewpoints in the 70s?  Probably not. The next graphic shows the number of hours for each year we reached a dewpoint of 70+.  

There were 21 other years with more than 2021!  So what was special about the humidity last summer?  It was consistently humid with very little breaks.  

The number of hours with a dewpoint BELOW a dewpoint of 60 really tells the story.  Only 5 years had fewer hours with dewpoints under 60!  1973, 1987, 1995, 2010 & 2018.   Basically last summer we had far fewer breaks.

Our summer outlook for 2022 highlighted a slow start to summer.  So far as of this writing (June 6) the number of hours with dewpoints above 70 is ZERO!  

Last summer at the end of June we had 71 total hours so we have a long way to go to catch up to last year.  Remember it's early

Summer Outlook 2022

Here is our FOX 8 Summer Outlook for 2022! 

Rainfall 2021 vs 2002: April 1 to May 5

Rainfall this spring has overall been above normal.  Using NOAA MRMS radar data from the Iowa Mesonet Site here is a county by county breakdown of total rainfall over this 35 day period comparing this year to last year

Legend for each graphic below (2" to 7")

Mansfield, Ashland, Wayne, Holmes Counties

Lake, Ashtabula Counties

Cuyahoga County

Erie County

Geauga County

Huron County

Lorain, Medina Counties

Summit, Portage Counties

Stark County

Tuscarawas County

50 Cognitive Biases - These Influence How You View The Weather!

Over the last decade or so I've written about cognitive bias in how it shapes the way we view weather conditions and the weather forecast HERE, HERE, HERE, HERE and HERE.  Here is a comprehensive list of biases from Visual Capitalist. How do these influence your thinking?

Snow to 80s in April. How Often Does This Happen?

Snow showers this morning. Yes, it's April 19th

Hinckley

Twinsburg

April snow is not that uncommon. Look at the snow history from Late March through April. These are the individual instances of snow for EACH DAY since April 3rd color coded. 

Yet this week temperatures will be jumping significantly heading into the weekend. (SOI forecast from April 5th seems to be working out). 

SOI Changes in early April connect with these historical weather conditions

All of this means we could go from accumulating snow to 80 in a little over 4 days. When was the last time this happened?  LAST YEAR

I was surprised to find this has happened almost 60 times since 1950! The fastest SNOW to 80s was 19 hours in April 3-4, 2007

How about 80s to snow?  Only 10 times. Most recently in 2018

Big temp swings in March and April occur with high frequency vs other months. These big changes occur in the central US more than in the Great Lakes.

John Telich: More Than A Sports Journalist

John Telich 1983

You know him as a 45+ year sports journalist veteran here in northern Ohio. This week marks the end of the storied career of John Telich. He's covered virtually every big sporting event from the mid 1970s through the up and down 2021-22 Browns season.  He tells the story when he was on the field during the Kardiac Kids 1980 season.  He was on the field during Len Barker's Perfect Game. He was there when the Indians went to the World Series in the mid 1990s, He was their when the Browns came back. He was their when the Cavaliers won their first Championship. I could do on and on. 

Those of us who have worked with JT know him as a man of character. His "fly under the radar", low key demeanor doesn't fit the archetype television personality and that fits him just fine.  You might have noticed his tireless work helping others. He's the first one to arrive and the last one to leave EVERY time we ask for supplies or gifts for people in need. He takes pride in his work both on and off camera. He is a man of character. 

In this social media, Tiktok-ified era we live in where many live for the spotlight, act with false modesty looking for some payout through their "15 minutes of fame", JT is a shining example of someone who goes about this day without fanfare. He handles himself with grace and humility.  He conducts himself not for attention, not for clicks but for the benefit of others. Rather than gossip on the day's events, he chooses the high road and builds people up!   He chooses to celebrate others. 

Today we celebrate his 45+ year career as a sports journalist. JT on behalf of my family, we wish you all the joy in the world enjoying life outside of television. I'm sure we will find you running trails, reading and most of all, helping others!   We should all use his work ethic and humble attitude as a template on how to act and behave each day not only in the workplace but in life.  

Send him a congratulatory note. He'd love to here from you!

Winter Snowstorm Recap MLK 2022 - Chapter 3 of 3 (Mindset Behind Snowfall Forecasts)

So what happened?  Why did the snowfall amounts trend higher?

Late Sunday evening model started to show rapidly rising air (10,000 feet) on the northwestern quadrant of the parent low Sunday night/early Monday: The warmer colors along the Ohio/PA line was the catalyst for the heavier snow burst overnight. Watch the warmer colors spinning around low. This greatly contributed to the 4-5 hour window of snowfall rates of 1-2" per hour!

Snowfall ratios changed throughout the event. The traditional snowfall ratio of 1 inch or water to 10 inches of snowfall doesn't always work. Sunday evening/night/Monday morning, the ratio went from 6-8:1 Sunday evening/early overnight to 10-12:1 Sunday late night/early Monday morning then 12-15:1 Monday morning.  Snow type went from wet snow/sleet to heavier snow then fluffy snowfall.

The result was this radar trend between Sunday afternoon and midday Monday.

Base reflectivity radar loop from late Sunday afternoon to midnight Monday January 17

Base reflectivity radar loop from midnight to noon Monday January 17

Composite local radar from early Sunday through Monday afternoon:

Again, our 12 inch snowfall forecast cut-off was shifted west slowly each day. The actual 12" amounts verified west by about 20 miles west of our final forecast

Overall snowfall totals from Friday through Monday. (some numbers might be too low as this is a compiled map from previous reports)

After every big weather event, its easy to Monday morning quarterback snowfall forecasts. I do it too. After forecast snow events for more than 25 years, I've seen computer models blow up snowfall amounts (once more than 35" across half of the state) only to back off at the last minute. I've been burned when trusting models verbatim many times. So here are some pointers for everyone and future forecasters:

*  Models are only ONE forecasting tool not Gospel. Don't use model trends verbatim.

*  Weather forecasting has and will always have a human element

*  Using a blend of models or a trend model forecast doesn't mean the forecast will be more accurate

*  Use history as a guide but not the only guide

*  Take into account how the public will perceive your forecast knowing you'll need to augment it

How about some common questions and comments: 

QUESTION:  "So why didn't up the snowfall forecast to reflect the changes in the models?"

ANSWER:   As said earlier, forecasts are not made solely by model output. Should more adjustments have been made toward high amounts further west? In retrospect perhaps. Some changes were made Sunday evening. Remember that this rarely happens here. SEE MY POST HERE

STATEMENT:  "Models predict snowfall.  Models predict rainfall. This seems easy."

RESPONSE:  Hardly.  Models don't forecast snowfall specifically, they forecast liquid precipitation then translate it to snowfall using a ratio (often times 10 to 1 but not always). All snow events are not a continuous 10:1 or ratio. The ratio changes over time. The trick is determining what the ratio is and how long/intense the snow.

COMMENT:  "We weren't under a winter weather advisory on Saturday yet we got 5-10" of snow Monday. We weren't prepared for this!"

RESPONSE:  I disagree. The seeds of this stormy pattern were showing up around Christmas.  We started mentioning the high potential for snowfall 5-6 days before the event. Initial snowfall forecasts were made early Saturday.  Adjustments were made Sunday morning as advisories then warnings were issued for western counties"

COMMENT: "I had 5 inches of snow in my backyard yet my county was under a warning. Wasn't that overkill?"

RESPONSE:  Back on Friday we mentioned that their would be a sharp cutoff west to east between super heavy snow and less amounts due to the position of the storm.  Eastern half of many counties received 12"+ while the western parts received half of these numbers.  Advisories and warnings are issued on a county basis knowing that local snowfall amounts will vary over short distances.  

REMEMBER: Weather doesn't stop for county lines.

COMMENT:  "I saw the storm strengthening in Virginia. You should have predicted more snow."

RESPONSE: "Strengthening storm systems hundreds of miles away DOES NOT necessarily translate to more snow in northern Ohio"

QUESTION:  "What have you learned from this snowstorm?"

RESPONSE:  "Great question. I am studying all aspects of the storm and the conditions that were present in an effort to better forecast the next one. I've also realized that people will react to snowfall forecasts differently depending on how they experience the snow (psychology and perceptions).  As communicators of weather information especially snow, we're damned if you do; damned if you don't."

"Snowfall forecasting especially with major snow storms are multifaceted and highly nuanced and never made in a vacuum. Adjustments were made by ALL meteorologist both on TV and within the National Weather Service as the situation developed. If we would have posted 16-25" initially people would have said we were crying wolf if it didn't work out. I've seen it a hundred times."