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		<title>Washington Nationals: What a Stinker</title>
		<link>http://natsstats.wordpress.com/2010/08/24/washington-nationals-what-a-stinker/</link>
		<comments>http://natsstats.wordpress.com/2010/08/24/washington-nationals-what-a-stinker/#comments</comments>
		<pubDate>Tue, 24 Aug 2010 16:12:57 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[I&#8217;ve been out of the country on business for the better part of a month. I went to Nats Park last night for the first time since shortly after the All-Star break. I was really looking forward to a live baseball game again. I didn&#8217;t make it to the end of the game. What a [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=851&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">I&#8217;ve been out of the country on business for the better part of a month. I went to Nats Park last night for the first time since shortly after the All-Star break. I was really looking forward to a live baseball game again. I didn&#8217;t make it to the end of the game. What a stinker. It looked like 2008 all over again. The Nats have a couple of guys in the line-up that have been passed by father time. A couple more who are at best AAAA players. Say all you want to about the amount of money the Nats are spending on prospects and the draft &#8211; right now they aren&#8217;t even trying at the Major League level.</p>
<h4 style="text-align:justify;"><span id="more-851"></span></h4>
<h4 style="text-align:justify;">Willie Harris in right field?</h4>
<p style="text-align:justify;">I like Willie Harris. I&#8217;m sure he is excellent in the clubhouse. He can&#8217;t play baseball anymore. His batting average dropped below .180 last night. He couldn&#8217;t get to a ball down the line that a younger man would have had. He also made a complete bonehead play after his legs failed him. All little leaguers are taught not to dive for a ball if you don&#8217;t have back-up. (This is especially true for corner outfielders down the lines!) Willie dove for a ball on the line, missed it, then laid on the ground until Adam Kennedy raced 75 yards from second base to the right field wall to retrieve the ball. What a disaster. I guess Harris was winded from the run to the line. Maybe he is a relative of Albert Haynesworth. Whatever the case, he should have been pulled from the game on the spot. It was inexcusable to dive for a ball on the line, and it was worse to take a siesta while teammates and opponents sprinted around the field.</p>
<p style="text-align:justify;">Willie also just plain missed another ball. He jumped near the wall to catch a ball that was a foot and a half on the other side of his glove. He had plenty of time to get there, he just went to the wrong place.</p>
<p style="text-align:justify;">Age gets to all of us. We can&#8217;t see as well as we used to, and we can&#8217;t run as fast as we used to. It&#8217;s time to stop playing Willie Harris. He is an old baseball player, with rapidly diminishing skills. Let&#8217;s see what the younger guys can do.</p>
<h4 style="text-align:justify;">Pitcher as a Pinch Hitter?</h4>
<p style="text-align:justify;">In a classic give-up move, Manager Jim Riggleman used pitcher Jason Marquis as a pinch hitter. The Nats are so short on talent, they can&#8217;t even muster a proper pinch hitter. This team didn&#8217;t try last night. Every Nats fan (there were plenty of Cubs fans in attendance) got ripped off.</p>
<h4>Time to give up the tickets?</h4>
<p style="text-align:justify;">Aside from April 2009 and April 2010, this team has been a .333 ball club for the last 3 years. There have only been two games this year when tickets were hard to come by &#8211; Strasburg&#8217;s first game and the Phillies DC home opener (thanks Kasten). Is it time to stop buying season tickets? Maybe the best thing to do is to check the line-up before heading to the park. If the Nats are going to field a major league team, go ahead and buy a ticket. If they put out last night&#8217;s line-up and you feel like going out, there are plenty of great restaurants down town.</p>
<h4>Updates</h4>
<p style="text-align:justify;">Hopefully I&#8217;ll get back to regularly updating the blog this week. I want to watch a few games to get back into the flow of things. And of course, I&#8217;ll be there Thursday night to watch Zimmermann&#8217;s return.</p>
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		<title>Washington Nationals: Is Tyler Clippard Injured?</title>
		<link>http://natsstats.wordpress.com/2010/07/08/washington-nationals-is-tyler-clippard-injured/</link>
		<comments>http://natsstats.wordpress.com/2010/07/08/washington-nationals-is-tyler-clippard-injured/#comments</comments>
		<pubDate>Thu, 08 Jul 2010 20:00:48 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=833</guid>
		<description><![CDATA[On his Nats Insider blog Wednesday, Mark Zuckerman asked the question &#8220;What&#8217;s wrong with Tyler Clippard?&#8221; He made this observation: From Opening Day through June 22, Clippard allowed 47 opposing batters to reach base in 45 2/3 innings. But in six appearances since then, he&#8217;s allowed a staggering 18 batters to reach in only 5 [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=833&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">On his <a href="http://natsinsider.blogspot.com">Nats Insider</a> blog Wednesday, Mark Zuckerman asked the question &#8220;<a href="http://natsinsider.blogspot.com/2010/07/whats-wrong-with-clippard.html">What&#8217;s wrong with Tyler Clippard</a>?&#8221; He made this observation:</p>
<blockquote>
<p style="text-align:justify;">From Opening Day through June 22, Clippard allowed 47 opposing batters to reach base in 45 2/3 innings. But in six appearances since then, he&#8217;s allowed a staggering 18 batters to reach in only 5 2/3 innings. He&#8217;s also allowed 10 runs (seven earned), raising his ERA<a name="more"></a> from 1.58 to 2.63.</p>
</blockquote>
<p style="text-align:justify;">Other than injury, what could cause Clippard to struggle like this? I looked at the Pitch F/X data, and was shocked by what I saw. According to Pitch F/X, Tyler Clippard has not thrown a curve ball since May 19th. Here is my post from <a href="http://www.federalbaseball.com/">Federal Baseball</a>.</p>
<p style="text-align:justify;"><span id="more-833"></span></p>
<h4>Breakdown by Pitch Type</h4>
<p style="text-align:justify;">Using Zuckerman&#8217;s dates, I broke down Clippard&#8217;s pitches by type. Through June 22nd, Clippard threw 744 pitches. I threw out 3 intentional balls, reducing the pitch sample to 741 pitches. Here&#8217;s the breakdown with total pitches in ():</p>
<p style="text-align:justify;"><strong>Through June 22, 2010:</strong></p>
<ul>
<li>52.77 % Fastball (308)</li>
<li>28.42% Change (211)</li>
<li>12.15% Slider (90)</li>
<li>5.26% Curve (39)</li>
<li>1.75% Cutter (13)</li>
</ul>
<p style="text-align:justify;">In his last 6 outings Clippard threw 132 pitches &#8211; removing pitch outs and intentional balls, he threw 119 pitches.</p>
<p style="text-align:justify;"><strong>June 23rd Through July 8th, 2010:</strong></p>
<ul>
<li>50.42% Fastball (60)</li>
<li>26.05% Change (31)</li>
<li>10.92% Slider (13)</li>
<li>0.00% Curve (0)</li>
<li>12.61% Cutter (15)</li>
</ul>
<p style="text-align:justify;">You can see that Clippard has been trying to get some movement by throwing the cut fastball significantly more than he did to start the year. In fact, he has thrown more cutters in these last 2 weeks than he did in the first 2 1/2 months. The problem is that the cutter doesn&#8217;t really offer that much of a change in velocity. The average Clippard fastball lights the gun at 92.23 MPH. His cutter clocks in at 87.09 MPH. By comparison, when Clippard was throwing his curve, the average speed was 75.99 MPH.</p>
<h4 style="text-align:justify;">Less Movement on Everything</h4>
<p style="text-align:justify;">One other great feature of Pitch F/X &#8211; it computes and stores the largest deviation of movement from a straight line trajectory (in inches) for each pitch. It also computes and stores the direction of the deviation. So, a perfectly straight pitch has a deviation of 0 &#8211; the greater the deviation, the greater the movement.</p>
<p style="text-align:justify;">Looking at the Clippard&#8217;s deviation on a pitch type basis, I noticed that the difference between the lowest and highest deviations have substantially narrowed since June 23rd.</p>
<h4>Change Up</h4>
<p style="text-align:justify;">Prior to June 23rd, Clippard&#8217;s change up dropped anywhere from 3.8 to 8 inches &#8211; a 4.2 inch delta. In his last 6 outings, Clippard&#8217;s change up has dropped anywhere from 5 to 7.8 inches &#8211; a 2.8 inch delta. That extra inch and a half doesn&#8217;t seem like much, but it appears to have been enough to keep hitters off balance.</p>
<h4>Slider</h4>
<p style="text-align:justify;">Even more amazing is the change in Clippard&#8217;s slider. At the beginning of the year, Clippard&#8217;s slider moved 4.2 to 14.4 inches, a 10.2 inch delta. Since June 23rd, the slider has moved 11.3 to 14 inches, a 3.7 inch delta. For whatever reason, early in the season Clippard was able to throw sliders with a huge variance in break. He hasn&#8217;t been able to do that in the last couple of weeks.</p>
<h4>What&#8217;s Going On?</h4>
<p style="text-align:justify;">What&#8217;s going on? That&#8217;s the million dollar question. Obviously, Clippard and/or the Nats coaching staff have changed Clippard&#8217;s approach to pitching over the last few weeks. His pitches don&#8217;t break like they did early in the season. He has stopped throwing his curve ball. Given the early season success, I&#8217;d be shocked if Clippard changed his approach for any reason other than injury. Hopefully it is nothing more than overuse. Maybe a few games off sandwiched around the All-Star break will heal whatever ails him. The Nats don&#8217;t need another pitcher on the DL.</p>
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		<title>Washington Nationals: Winning Percentage and other Stats</title>
		<link>http://natsstats.wordpress.com/2010/06/30/washington-nationals-winning-percentage-and-other-stats/</link>
		<comments>http://natsstats.wordpress.com/2010/06/30/washington-nationals-winning-percentage-and-other-stats/#comments</comments>
		<pubDate>Wed, 30 Jun 2010 21:21:53 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=826</guid>
		<description><![CDATA[Two schools of thought have emerged recently on how to fix the Nats. One side argues that if the Nats top of the order can get on base more, the Nats power hitters will hit more 2 and 3 run home runs, and the Nats will win more games. One other side in the &#8220;how [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=826&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">Two schools of thought have emerged recently on how to fix the Nats. One side argues that if the Nats top of the order can get on base more, the Nats power hitters will hit more 2 and 3 run home runs, and the Nats will win more games. One other side in the &#8220;how to fix the Nats&#8221; argument suggests that if the Nats would just stop committing so many errors, they would win more games. Is one side right and the other wrong? Are both sides right? Is it a combination plus other problems to rectify? Let&#8217;s take a look.<br />
<span id="more-826"></span></p>
<h4>Solo Home Runs</h4>
<p>How are the Nats doing compared to the rest of the league in Solo Home Runs? Through June 29th, the Nats have 44 solo home runs, placing them 11th in MLB. The MLB average is 40 solo home runs. That&#8217;s obviously not a game breaker.</p>
<h4>Errors</h4>
<p style="text-align:justify;">The Nats lead the league in errors &#8211; 69 vs the league average 48. By comparison, the Twins only have 28 errors at this point in the season. In fielding percentage, the Nats are again last &#8211; .977 vs .983 league average. The Twins&#8217; fielding percentage is a sterling .990.</p>
<h4>Winning Percentage</h4>
<p style="text-align:justify;">According to the arguments then &#8211; there should be a direct correlation between Home Runs with runners on, errors, and winning percentage. Here&#8217;s a plot of all three values.</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/winning-percentage.png"><img class="aligncenter size-full wp-image-828" title="winning percentage" src="http://natsstats.files.wordpress.com/2010/06/winning-percentage.png?w=600&#038;h=471" alt="" width="600" height="471" /></a></p>
<p style="text-align:justify;">The light green bars indicate the percentage of home runs each team hits that score at least 2 runs. The dark green bars display the percentage of runs allowed that are unearned. The light blue line shows the winning percentage of each team. As you can see, these values don&#8217;t correlate. If any one value correlated to winning percentage, there would be a gradual increase in bar height from left to right.</p>
<h4>Fixing the Problem</h4>
<p style="text-align:justify;">Some teams, like St. Louis, have fielding issues, but still manage to score more runs than their opponents. Other teams, like Tampa Bay, hit a high percentage of solo home runs, yet still win more games than they lose. Atlanta is the only team that currently makes a lot of errors, doesn&#8217;t score a lot of runs, and still wins a lot of games.</p>
<p style="text-align:justify;">So here is the improbable task for the remainder of 2010:</p>
<ul>
<li style="text-align:justify;">The Nats need better defense &#8211; it&#8217;s hard to win when you  give the other teams free runs. However, it&#8217;s not impossible &#8211; St. Louis, Texas and Atlanta are winning games with a weak defense.</li>
<li style="text-align:justify;">The Nats need to score more runs &#8211; it would be great if the Nats started hitting more home runs with runners on. But, Atlanta and Tampa Bay have shown you can win without a lot of 2 and 3 run home runs.</li>
<li>The Nats need to stop making mental mistakes &#8211; getting picked off base, throwing to the wrong bag. They are reducing their own total bases, while increasing their opponents.</li>
</ul>
<p style="text-align:justify;">Fixing just one of these problems will help, but won&#8217;t turn the Nats into a contender.</p>
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		<title>Washington Nationals: 25 Days of Offensive Futility</title>
		<link>http://natsstats.wordpress.com/2010/06/24/washington-nationals-25-days-of-offensive-futility/</link>
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		<pubDate>Thu, 24 Jun 2010 21:00:05 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[The Washington Nationals offense has been mired in a month long slump. Every day, the Nats make opposing pitchers look like a combo Bob Gibson, Greg Maddux, and Cy Young. How bad is the offense? Are they significantly underperforming, or have they run into a string of pitchers on top of their games? Here&#8217;s my post from [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=818&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<div>
<p style="text-align:justify;"><a href="http://natsstats.files.wordpress.com/2010/02/natsscoreboard2.jpg"><img class="alignright size-medium wp-image-148" title="NatsScoreboard" src="http://natsstats.files.wordpress.com/2010/02/natsscoreboard2.jpg?w=180&#038;h=180" alt="" width="180" height="180" /></a>The <a href="http://www.sbnation.com/mlb/teams/WAS">Washington Nationals</a> offense has been mired in a month long slump. Every day, the Nats make opposing pitchers look like a combo Bob Gibson, <a href="http://www.sbnation.com/mlb/players/248/Greg_Maddux">Greg Maddux</a>, and Cy Young. How bad is the offense? Are they significantly underperforming, or have they run into a string of pitchers on top of their games?</p>
<p style="text-align:justify;">Here&#8217;s my post from <a href="http://federalbaseball.com" target="_blank">Federal Baseball </a>that looks at the last 25 days:</p>
<p><span id="more-818"></span><img src="http://www.sbnation.com/javascripts/vendor/tiny_mce_3_0_7/plugins/pagebreak/img/trans.gif" alt="" /><strong>Computing the Data:</strong></p>
<p style="text-align:justify;">I went through the box scores of the Nats&#8217; last 25 games. I pulled the opposing team&#8217;s actual ERA for each game. Next, I computed each opposing pitcher&#8217;s ERA at the start of the game. From that data. I prorated each pitcher&#8217;s contribution to that game, to come up with the expected opposing ERA for each game.</p>
<p style="text-align:justify;">For example, if the Nats faced a team where the starter pitched 6 innings, a reliever pitched 2 innings, and a closer pitched 1 inning, I computed the expected ERA to be 6/9*Starter ERA + 2/9 Reliever ERA + 1/9 Closer ERA.  This allowed me to use the expected ERA for that game played on that day, as opposed to a &#8220;team average&#8221; ERA, or an ERA computed 3 weeks after the game was played.</p>
<h4>Actual vs Expected</h4>
<p style="text-align:justify;">With that in mind, here&#8217;s the actual vs expected opposing team&#8217;s ERA over the last 25 games, on a game by game basis. ERA is on the left, Nats opponents on the bottom:</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/last25oppvsexp.png"><img class="aligncenter size-full wp-image-819" title="Last25OppvsExp" src="http://natsstats.files.wordpress.com/2010/06/last25oppvsexp.png?w=600&#038;h=288" alt="" width="600" height="288" /></a></p>
<p style="text-align:justify;">As you can see, the Nats have only scored more earned runs than expected 7 times in the last 25 games. (The 14 runs game against Houston was the game where <a href="http://www.sbnation.com/mlb/players/378/Roy_Oswalt">Roy Oswalt</a> was tossed after 2.1 innings.).</p>
<h4 style="text-align:justify;">Delta from Expected ERA</h4>
<p style="text-align:justify;">Here is the delta from the expected ERA:</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/last25delta.png"><img class="aligncenter size-full wp-image-820" title="Last25Delta" src="http://natsstats.files.wordpress.com/2010/06/last25delta.png?w=600&#038;h=151" alt="" width="600" height="151" /></a></p>
<p style="text-align:justify;">It&#8217;s pretty clear that the Nats offense hasn&#8217;t run into a string of Aces. The expected ERA of the teams faced ranged from a low of 2.139 to a high of 6.140. The fact is (dropping the highest and lowest deltas), the Nats have scored on average .953 fewer earned runs than expected in the last 25 games.</p>
<h4 style="text-align:justify;">Problems</h4>
<p style="text-align:justify;">The reasons are many: <a href="http://www.sbnation.com/mlb/players/17626/Nyjer_Morgan">Nyjer Morgan</a> leads the team in Plate Appearances, but has struggled to get on base. He has also struggled to stay on base, leading MLB in Caught Stealing. At this point, he is an out 7 times out of every 10 plate appearances, and he gets a lot of plate appearances. <a href="http://www.sbnation.com/mlb/players/513/Cristian_Guzman">Cristian Guzman</a> has seen his batting average drop .025 points during this time frame.</p>
<h4 style="text-align:justify;">Where&#8217;s the calvary?</h4>
<p style="text-align:justify;">Unfortunately, the Nats only have one solid bat on the bench. <a href="http://www.sbnation.com/mlb/players/19119/Mike_Morse">Mike Morse</a> has had an excellent season (.390/.457/.634). For whatever reason, Jim Riggleman elects to sit Morse in favor of Nyjer Morgan (.247/.309/.323) and <a href="http://www.sbnation.com/mlb/players/955/Willie_Harris">Willie Harris</a> (.152/.242/.324). In fact, Riggleman has given Willie Harris 12 Pinch Hit appearances during this slump to Morse&#8217;s 5.</p>
<p style="text-align:justify;">Looking at the minor&#8217;s, there doesn&#8217;t appear to be anyone knocking on the door. The Nats still have holes in their minor leagues &#8211; there won&#8217;t be any calvalry this year.</p>
<p style="text-align:justify;">Mike Rizzo&#8217;s philosophy is that the majors are where you produce, the minors are where you work things out. Right now, guys aren&#8217;t producing. It&#8217;s time to try something different.</p>
</div>
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		<title>Umpires and Technology</title>
		<link>http://natsstats.wordpress.com/2010/06/20/umpires-and-technology/</link>
		<comments>http://natsstats.wordpress.com/2010/06/20/umpires-and-technology/#comments</comments>
		<pubDate>Sun, 20 Jun 2010 18:00:58 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=809</guid>
		<description><![CDATA[Watching the Nats/White Sox game Saturday at Nats Park, I came to the realization that it&#8217;s time for technology to replace home plate umpires. Home Plate Umpire Sam Holbrook was a disaster. He had his own unique strike zone that made the game completely unwatchable. Two average pitching performances were turned into Cy Young auditions [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=809&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">Watching the Nats/White Sox game Saturday at Nats Park, I came to the realization that it&#8217;s time for technology to replace home plate umpires. Home Plate Umpire Sam Holbrook was a disaster. He had his own unique strike zone that made the game completely unwatchable. Two average pitching performances were turned into Cy Young auditions with Holbrook&#8217;s generous strike zone. Batters on both sides were unable to hit pitches called strikes, leaving the fans to stare at a 1-0 snoozefest.</p>
<p style="text-align:justify;">On June 17th, the Wall Street Journal had an excellent piece (<a href="http://online.wsj.com/article/SB10001424052748704198004575310961357883580.html?KEYWORDS=strasburg">here</a>) discussing major league umpires, Stephen Strasburg, and Pitch F/X. In it David Biderman wrote:</p>
<blockquote style="text-align:justify;">
<p style="text-align:justify;">According to a consensus of umpires, a good umpire will make one bad call on a pitch every two innings—or about four or five per game.</p>
</blockquote>
<p style="text-align:justify;"><span id="more-809"></span>Let&#8217;s look at the Pitch F/X data for the game Saturday.</p>
<p style="text-align:justify;">There were 247 pitches thrown Saturday. Batters did not swing at 134 pitches, leaving the outcome to the discretion of the plate umpire. Out of those 134 calls, Holbrook called 29 strikes that Pitch F/X noted as outside of the zone, and called 8 pitches balls that were inside the zone.  Here&#8217;s a look at the pitches Holbrook called strikes. (I highlighted pitches called strike 3 with a diamond symbol):</p>
<p style="text-align:justify;"><a href="http://natsstats.files.wordpress.com/2010/06/holbrook-called-strikes.png"><img class="aligncenter size-full wp-image-811" title="Holbrook Called Strikes" src="http://natsstats.files.wordpress.com/2010/06/holbrook-called-strikes.png?w=600&#038;h=537" alt="" width="600" height="537" /></a></p>
<p style="text-align:justify;">Maybe if you are a pitcher&#8217;s mom, you would enjoy seeing pitches 4-5 inches off of the plate called as strikes. I&#8217;m sure Ryan Zimmerman (diamond symbol waaaaaaay outside of the strike zone) didn&#8217;t.</p>
<p style="text-align:justify;">The umpire&#8217;s union complains that k-Zone&#8217;s and the like are unfair because batters come in all sizes. Pitch F/X actually stores the top and bottom of the strike zone with each pitch. Also last time I checked, the plate didn&#8217;t widen and shrink with each pitch. There shouldn&#8217;t be any discussion whether a ball catches part of the plate or not. Clearly Holbrook had his own rulebook yesterday.</p>
<p style="text-align:justify;">I can almost live with Greg Gibson&#8217;s botched call at first against Nyjer Morgan. I can&#8217;t live with an umpire making up his own strike zone. With MLB attendance down this year, the league needs to do as much as they can to make the game enjoyable. Watching batters struggle with an extra wide strike zone is not my idea of enjoyment. Listening to announcers tell me that the players need to adjust to an umpire&#8217;s strike zone is nonsense. The umpire needs to call the strike zone according to the rules. If he can&#8217;t do that, get another umpire, or better yet, use Pitch F/X live to call the zone.</p>
<p style="text-align:justify;">The league could turn Pitch F/X on tomorrow for balls and strikes if they wanted. I know the league cowers at the feet of the umpire&#8217;s union, but at this point, a change needs to be made. Even lifelong baseball fans are going to stop watching games like these.</p>
<p style="text-align:justify;">
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		<title>Washington Nationals: John Lannan&#8217;s Disappearing Sinker</title>
		<link>http://natsstats.wordpress.com/2010/06/17/washington-nationals-john-lannans-disappearing-sinker/</link>
		<comments>http://natsstats.wordpress.com/2010/06/17/washington-nationals-john-lannans-disappearing-sinker/#comments</comments>
		<pubDate>Thu, 17 Jun 2010 18:36:38 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=790</guid>
		<description><![CDATA[For the last several years, John Lannan has been a solid starting pitcher for the Nats. He has relied on a two seam (sinking) fastball to produce ground balls. Even when he has allowed runners to reach base, he has been able to get out of jams by inducing batters to ground into double plays. [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=790&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">For the last several years, John Lannan has been a solid starting pitcher for the Nats. He has relied on a two seam (sinking) fastball to produce ground balls. Even when he has allowed runners to reach base, he has been able to get out of jams by inducing batters to ground into double plays. This year has been a different story. He&#8217;s struggled to get batters to hit ground balls. He&#8217;s entered the death spiral of starting pitchers &#8211; he&#8217;s struggled to get batters out, which has forced him to pitch to additional batters each inning, which has forced him to throw too many pitches, which has forced him to leave games early. Let&#8217;s compare Lannan&#8217;s 2010 effort to his Pitch F/X data from 2009.</p>
<p style="text-align:justify;"><span id="more-790"></span></p>
<h3>Identifying a Sinker</h3>
<p style="text-align:justify;">Several years ago, John Walsh wrote an excellent piece in The Hardball Times titled &#8220;<a href="http://www.hardballtimes.com/main/article/in-search-of-the-sinker/">In Search of the Sinker</a>&#8220;. In it, Walsh described how he used the GameDay/Pitch F/X data to classify the sinker based on vertical movement. In short, he notes that a sinker is a fastball that drops 5-10 inches more than a four seam fastball.  Using that same math, we can look at the drop on Lannan&#8217;s sinkers.  We can also break the drop in to smaller groupings, 5-10 inches more than a four seamer, 2-5 inches more, and &lt; 2 inches more than a four seam fastball. In this post, when you read that a sinker drops 5 inches, understand that it drops 5 inches more than a four seamer, not 5 inches total from the mound to the plate.</p>
<h3>Lannan&#8217;s Totals</h3>
<p style="text-align:justify;">A quick look at the data identifies the problem. In 2009, 57% of the two seam fastballs Lannan threw dropped 5-10 inches more than his four seam fastball. In 2010, the rate falls to 43%. Here&#8217;s the data:</p>
<p style="text-align:center;"><img class="size-full wp-image-795 aligncenter" title="Lannan2009Sinkers" src="http://natsstats.files.wordpress.com/2010/06/lannan2009sinkers.png?w=400&#038;h=188" alt="" width="400" height="188" /></p>
<p style="text-align:center;">
<p style="text-align:center;"><a href="http://natsstats.files.wordpress.com/2010/06/lannan2010sinkers.png"><img class="size-full wp-image-796 aligncenter" title="Lannan2010Sinkers" src="http://natsstats.files.wordpress.com/2010/06/lannan2010sinkers.png?w=400&#038;h=196" alt="" width="400" height="196" /></a></p>
<p style="text-align:justify;">It&#8217;s pretty easy to see the problem &#8211; major league batters can adjust to a ball dropping 2-5 inches more than a four seamer much easier than they can a ball dropping 5-10 inches more than the four seamer.</p>
<h3>2009 Sinkers In Play</h3>
<p style="text-align:justify;">Because Lannan&#8217;s two seamer had a lot of drop in 2009, batters tended to hit ground balls. In 2009, 70% of Lannan&#8217;s two seamers put in play resulted in ground balls. Here&#8217;s the breakdown:</p>
<ul style="text-align:justify;">
<li>5-10 inch drop &#8211; 109 Balls In Play &#8211; 70%</li>
<li>2-5 inch drop   &#8211; 45 Balls in play    - 29%</li>
<li>&lt;2 inch drop    - 1 Ball in Play         &#8211; 0%</li>
</ul>
<p style="text-align:justify;">Here&#8217;s what batters did in 2009 when they hit Lannan&#8217;s two seam fastball:</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/lannan2009sinkersinplay.png"><img class="aligncenter size-full wp-image-801" title="Lannan2009SinkersinPlay" src="http://natsstats.files.wordpress.com/2010/06/lannan2009sinkersinplay.png?w=600&#038;h=308" alt="" width="600" height="308" /></a></p>
<p style="text-align:justify;">You can see that the result of less drop is a higher rate of balls hit in the air. In 2009, Lannan had a big drop on his two seam fastball. Because of this, 61% of all two seam fastballs put in play were ground balls.</p>
<h3 style="text-align:justify;">2010 Sinkers in Play</h3>
<p style="text-align:justify;">2010 is a different story. Lannan&#8217;s two seam fastball doesn&#8217;t have the sink on it this year that it did in 2009. Here&#8217;s the 2010 breakdown of two seamers in play:</p>
<ul style="text-align:justify;">
<li>5-10 inch drop &#8211; 55 Balls In Play &#8211; 51%</li>
<li>2-5 inch drop   &#8211; 50 Balls in play  - 46%</li>
<li>&lt;2 inch drop    - 3 Balls in Play     &#8211;  3%</li>
</ul>
<p style="text-align:justify;">Here&#8217;s the 2010 result of two seam fastballs in play:</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/lannan2010sinkersinplay.png"><img class="aligncenter size-full wp-image-800" title="Lannan2010SinkersInPlay" src="http://natsstats.files.wordpress.com/2010/06/lannan2010sinkersinplay.png?w=600&#038;h=307" alt="" width="600" height="307" /></a></p>
<p style="text-align:justify;">At this point in the season, Lannan&#8217;s two seam fastball has resulted in a ground ball in play rate of only 44%. That&#8217;s a huge drop off from 2009.</p>
<p style="text-align:justify;">Because John Lannan isn&#8217;t a strike out pitcher, he has no means to recover when he&#8217;s getting pounded. He basically has to keep throwing pitches that batters can hit until Riggleman pulls him from the game. This problem isn&#8217;t going to go away until Lannan finds the adjustment to make the two seamer sink again.</p>
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		<title>Washington Nationals: Stephen Strasburg Game Comparisons</title>
		<link>http://natsstats.wordpress.com/2010/06/15/washington-nationals-stephen-strasburg-game-comparisons/</link>
		<comments>http://natsstats.wordpress.com/2010/06/15/washington-nationals-stephen-strasburg-game-comparisons/#comments</comments>
		<pubDate>Tue, 15 Jun 2010 16:00:12 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=778</guid>
		<description><![CDATA[On Sunday, Stephen Strasburg pitched his 2nd career MLB game, giving up 2 hits and 5 walks while piling up 8 strikeouts in 5.1 innings. Although Strasburg was frustrated with his performance, and even more frustrated with the dangerous mound conditions in Cleveland, it was still an excellent effort for the Nats rookie. In his first [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=778&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><img class="alignright" title="Stephen Strasburg" src="http://cdn0.sbnation.com/entry_photo_images/428642/gyi0060739577.jpg?1236041501" alt="" width="300" height="200" /></p>
<p style="text-align:justify;">On Sunday, <a href="http://www.sbnation.com/mlb/players/84354/Stephen_Strasburg">Stephen Strasburg</a> pitched his 2nd career MLB game, giving up 2 hits and 5 walks while piling up 8 strikeouts in 5.1 innings. Although Strasburg was frustrated with his performance, and even more frustrated with the dangerous mound conditions in Cleveland, it was still an excellent effort for the Nats rookie.</p>
<p style="text-align:justify;">In his first game, Strasburg threw 94 pitches to 24 batters &#8211; 11 lefties and 13 righties. In addition to his blazing four seam fastball, Strasburg tended to throw his two-seamer to lefties and his curveball to righties. (For those of you who missed my full breakdown of game one &#8211; click <a href="http://natsstats.wordpress.com/2010/06/12/washington-nationals-stephen-strasburg-and-pitch-fx/">here</a>). Against the <a href="http://www.sbnation.com/mlb/teams/CLE">Indians</a>, Strasburg threw to 95 pitches to 23 batters &#8211; 18 lefties and 5 righties. Did this different mix of lefty and righty batters impact his pitch selection? Here&#8217;s my post from <a href="http://federalbaseball.com">Federal Baseball</a>:</p>
<p><span id="more-778"></span><img src="http://www.sbnation.com/javascripts/vendor/tiny_mce_3_0_7/plugins/pagebreak/img/trans.gif" alt="" /><strong>Pitch Breakdown</strong></p>
<p>Here&#8217;s the breakdown of the 95 pitches Strasburg threw to the Indians:</p>
<ul>
<li><span style="font-size:small;">38 Four Seam Fastball</span></li>
<li><span style="font-size:small;">22 Two Seam Fastball</span></li>
<li><span style="font-size:small;">22 Curve Balls</span></li>
<li><span style="font-size:small;">13 Change Ups</span></li>
</ul>
<div style="text-align:justify;">That&#8217;s an increase in two seamers and a decrease in curve balls from game one, which is what we would expect, given that Strasburg likes to throw the two seamer away to lefties and the curve ball low and away to righties.</div>
<h4>Four Seam Fastball</h4>
<div style="text-align:justify;">Strasburg threw the four seamer in the range of 95.9 MPH to 100.4 MPH, with an average speed of 98.51 MPH, and a median of 98.75. The range is very similar to game one, but his median and average speed was a little more than a half MPH faster against the Indians.</div>
<p><img class="aligncenter size-full wp-image-780" title="SSGame2FourSeam" src="http://natsstats.files.wordpress.com/2010/06/ssgame2fourseam.png?w=600&#038;h=538" alt="" width="600" height="538" /></p>
<div style="text-align:justify;">Strasburg moved the four seamer around the zone against the Indians lefties much more than he did against the<a href="http://www.sbnation.com/mlb/teams/PIT">Pirates</a>. Against the Pirates, he tended to pitch the lefties away. Against the Indians, Strasburg did a nice job of locating his pitches up, down, in, and out.</div>
<h4>Two Seam Fastball</h4>
<p style="text-align:justify;">Strasburg threw his two-seamer between 94 MPH and 98.7 MPH, with an average speed of 96.27 MPH. This is a little more than 1 MPH faster than the two seamers he threw to the Pirates.<a href="http://natsstats.files.wordpress.com/2010/06/ssgame2twoseam.png"><img class="aligncenter size-full wp-image-781" title="SSGame2TwoSeam" src="http://natsstats.files.wordpress.com/2010/06/ssgame2twoseam.png?w=600&#038;h=534" alt="" width="600" height="534" /></a></p>
<p style="text-align:center;">
<p style="text-align:justify;">Strasburg struggled to find the zone with his two seamer. The Indians lefties only swung at 2 of the 16 two seamers that they saw. 12 pitches were balls, 2 were called strikes, one was a missed bunt attempt, and 1 was a bunt ground out to third.</p>
<h4 style="text-align:justify;">Curve Ball</h4>
<p style="text-align:justify;">Strasburg threw his curve ball in the 82.1 MPH to 85.1 MPH range, at an average speed of 83.62 MPH. This is 1-2 MPH faster than he threw against the pirates.<a href="http://natsstats.files.wordpress.com/2010/06/ssgame2curve.png"><img class="aligncenter size-full wp-image-782" title="SSGame2Curve" src="http://natsstats.files.wordpress.com/2010/06/ssgame2curve.png?w=600&#038;h=538" alt="" width="600" height="538" /></a></p>
<p style="text-align:center;">
<p style="text-align:justify;">It was interesting to see Strasburg throw the curve ball to lefties. We really didn&#8217;t get to see that against the Pirates. Strasburg threw 15 curveballs to the Indians lefties &#8211; 9 for balls and 6 for strikes. No Indians batter put a Strasburg curve ball in play.</p>
<h4>Change Up</h4>
<p style="text-align:justify;">Strasburg threw 13 changes from 88.2 MPH to 93.1 MPH, at an average speed of 91.3 MPH. This is a wider range than he threw in game one &#8211; against the Pirates he threw the change from 89 MPH to 91.6 MPH.<a style="text-decoration:none;" href="http://natsstats.files.wordpress.com/2010/06/ssgame2change.png"><img class="aligncenter size-full wp-image-783" title="SSGame2Change" src="http://natsstats.files.wordpress.com/2010/06/ssgame2change.png?w=600&#038;h=540" alt="" width="600" height="540" /></a></p>
<p style="text-align:justify;">His change didn&#8217;t have nearly the sink on it against the Indians as it did against the Pirates, but he threw a higher percentage for strikes.</p>
<p style="text-align:justify;">All in all &#8211; another dominating performance from Strasburg. He gave up two hits &#8211; a 97.4 MPH four seam fastball that <a href="http://www.sbnation.com/mlb/players/34040/Carlos_Santana">Carlos Santana</a> flared to right, and 99.7 MPH four seam fastball that <a href="http://www.sbnation.com/mlb/players/86/Travis_Hafner">Travis Hafner</a> ripped for a home run. He&#8217;s faced 47 batters, striking out 22 &#8211; that&#8217;s right &#8211; his strikeouts per nine innings is now a ridiculous 16.05. By comparison, <a href="http://www.sbnation.com/mlb/players/537/Ubaldo_Jimenez">Ubaldo Jimenez</a> has a K/9 of 8.1. Strasburg&#8217;s ERA now stands at 2.19, which would place him in 5th place for Major League starters if he had enough innings pitched.</p>
<p style="text-align:justify;">Next up - <a href="http://www.sbnation.com/mlb/players/810/Mark_Buehrle">Mark Buehrle</a> and the <a href="http://www.sbnation.com/mlb/teams/CWS">White Sox</a> &#8211; Friday night 7:05 PM. If you don&#8217;t have tickets yet, by them now!</p>
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		<title>Washington Nationals: Stephen Strasburg and Pitch F/X</title>
		<link>http://natsstats.wordpress.com/2010/06/12/washington-nationals-stephen-strasburg-and-pitch-fx/</link>
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		<pubDate>Sat, 12 Jun 2010 18:53:54 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=771</guid>
		<description><![CDATA[Washington Nationals phenom Stephen Strasburg set the baseball world on fire Tuesday night with his record breaking debut. Those of us lucky enough to attend sat, stood, jumped, and screamed in disbelief as Strasburg threw one of the all-time great games. The stadium scoreboard twice flashed the century mark on four seam fastballs. Pirates&#8216; batters were lucky [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=771&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<div id="attachment_772" class="wp-caption alignright" style="width: 250px"><a href="http://natsstats.files.wordpress.com/2010/06/gyi0060681108.jpg"><img class="size-full wp-image-772" style="border:2px solid black;" title="Stephen Strasburg" src="http://natsstats.files.wordpress.com/2010/06/gyi0060681108.jpg?w=240&#038;h=160" alt="" width="240" height="160" /></a><p class="wp-caption-text">Greg Fiume - Getty Images</p></div>
<p style="text-align:justify;"><a href="http://www.sbnation.com/mlb/teams/WAS">Washington Nationals</a> phenom <a href="http://www.sbnation.com/mlb/players/84354/Stephen_Strasburg">Stephen Strasburg</a> set the baseball world on fire Tuesday night with his record breaking debut. Those of us lucky enough to attend sat, stood, jumped, and screamed in disbelief as Strasburg threw one of the all-time great games. The stadium scoreboard twice flashed the century mark on four seam fastballs. <a href="http://www.sbnation.com/mlb/teams/PIT">Pirates</a>&#8216; batters were lucky to leave the batter&#8217;s box without pulling a muscle, their swings contorted to helpless flailing. Now that the dust has settled, let&#8217;s look at the Pitch F/X data to see what we can learn about the wunderkind. Here&#8217;s my post from <a href="http://federalbaseball.com">Federal Baseball</a>.</p>
<p><span id="more-771"></span><strong>Pitch Breakdown</strong></p>
<p>Strasburg threw 94 pitches. Here is the Pitch F/X breakdown:</p>
<ul>
<li>49 Four Seam Fastballs</li>
<li>9 Two Seam Fastballs</li>
<li>25 Curve Balls</li>
<li>11 Change-Ups</li>
</ul>
<h4>Four Seam Fastballs</h4>
<p style="text-align:justify;">Strasburg&#8217;s Four Seam Fastball was his bread and butter pitch. He threw it in the range of 96 MPH to 100.1 MPH. The average speed was 98.03 MPH, the median was 98.0 MPH. Here is the Pitch F/X breakdown of Strasburg&#8217;s Four Seam Fastballs. (Remember Pitch F/X saves data from the umpires point of view &#8211; right handed batters on the left, left handed batters on the right.)</p>
<p style="text-align:justify;"><a href="http://assets.sbnation.com/assets/376387/StrasburgFourSeam.png" target="_blank"></a></p>
<p style="text-align:center;"><img class="aligncenter" src="http://assets.sbnation.com/assets/376387/StrasburgFourSeam_medium.png" alt="Strasburgfourseam_medium" /></p>
<p style="text-align:justify;">As you can see, Strasburg moved the four seamer around on right handers, working both inside and out. For the most part, Strasburg threw the four seamer away from lefties. The exception was <a href="http://www.sbnation.com/mlb/players/740/Garrett_Jones">Garrett Jones</a>, who almost lost a finger on an up and in fastball (97.1 MPH). The two pitches you see on this graph that were up and in to lefties were both to Jones. Although Strasburg didn&#8217;t get a scouting report before the game, Pudge obviously took advantage of the veteran catcher&#8217;s knowledge of Jones, who twice struck out swinging, and grounded into a double play. Interestingly, notice how Strasburg kept the Four Seamer down in the strike zone. A lot of pitchers with blazing fastballs throw that pitch above the zone, figuring that batters will swing but be unable to adjust to the location. Strasburg threw it for strikes, and the Pirates&#8217; batters still couldn&#8217;t adjust.</p>
<h4>Two Seam Fastballs</h4>
<p style="text-align:justify;">According to Pitch F/X, Strasburg only threw 9 Two Seam fastballs, and only 1 to a right hander. The minimum speed was 95.3 MPH, the max was 97.4 MPH.</p>
<p style="text-align:center;"><a href="http://assets.sbnation.com/assets/376395/StrasburgTwoSeam.png" target="_blank"><img class="aligncenter" src="http://assets.sbnation.com/assets/376395/StrasburgTwoSeam_medium.png" alt="Strasburgtwoseam_medium" width="455" height="408" /></a></p>
<p style="text-align:justify;">Again, Strasburg worked away from the lefty batters, only throwing 2 two seamers in the strike zone to left handed hitters. The two seamer had unbelievable run away from the lefties. Of the 8 two seamers thrown to lefties, only Garrett Jones put a ball in play &#8211; a ground ball double play. <a href="http://www.sbnation.com/mlb/players/871/Lastings_Milledge">Lastings Milledge</a> was the only righty to see the two seamer, which he fouled off.</p>
<h4 style="text-align:justify;">Curve Balls</h4>
<p>Stephen Strasburg threw 25 curve balls, with a range of 81.2 MPH to 83.8 MPH.</p>
<p style="text-align:center;"><a href="http://assets.sbnation.com/assets/376406/StrasburgCurve.png" target="_blank"><img class="aligncenter" src="http://assets.sbnation.com/assets/376406/StrasburgCurve_medium.png" alt="Strasburgcurve_medium" width="455" height="408" /></a></p>
<p style="text-align:justify;">Much in the same way he threw the two seamer to lefties, Strasburg threw several curve balls low and away to righties, inducing them to flail at pitches they had no hope of reaching. Even more impressive, Strasburg threw the knee-buckler for strikes more than half of the time (16 strikes, 7 Balls, 1 ground out to 1st base, and 1 single to right.)</p>
<h4 style="text-align:justify;">Change Ups</h4>
<p style="text-align:justify;">Strasburg&#8217;s change-up would be a major league sinker for most pitchers. He threw the pitch from 89 MPH to 91.6 MPH, with excellent drop.</p>
<p style="text-align:center;"><a href="http://assets.sbnation.com/assets/376410/StrasburgChange.png" target="_blank"><img class="aligncenter" src="http://assets.sbnation.com/assets/376410/StrasburgChange_medium.png" alt="Strasburgchange_medium" width="455" height="408" /></a></p>
<p style="text-align:justify;">As you can see, Strasburg did not use his change-up as a strike pitch &#8211; he used it as a change of pace. Unfortunately, he left one change-up a little too close to the zone, which <a href="http://www.sbnation.com/mlb/players/4314/Delwyn_Young">Delwyn Young</a> hit for a home run (shown here as a red dot slightly below the center of the strike zone.) That change-up was also the third change-up Young saw that game. In retrospect, they went to the well one time too many with that pitch against Young.</p>
<h4 style="text-align:justify;">Pitch Sequence</h4>
<p style="text-align:justify;">If one particular pitch sequence defined the night, it was Delwyn Young&#8217;s first plate appearance.</p>
<ol style="text-align:justify;">
<li style="text-align:justify;"><span style="font-size:small;">99.1 MPH Four Seam Fastball &#8211; Called Strike</span></li>
<li><span style="font-size:small;">91.4 MPH Change-Up &#8211; Ball</span></li>
<li><span style="font-size:small;">90.8 MPH Change-Up &#8211; Foul Ball</span></li>
<li><span style="font-size:small;">100.1 MPH Four Seam Fastball &#8211; Ball</span></li>
<li><span style="font-size:small;">83.4 MPH Curve Ball &#8211; Swinging Strike 3</span></li>
</ol>
<p style="text-align:justify;"><a href="http://assets.sbnation.com/assets/376428/StrasburgvsDelwynYoung.png" target="_blank"><img class="aligncenter" src="http://assets.sbnation.com/assets/376428/StrasburgvsDelwynYoung_medium.png" alt="Strasburgvsdelwynyoung_medium" width="455" height="407" /></a></p>
<p style="text-align:justify;">Strasburg threw his curve ball 17 MPH slower than the previous fastball. Nobody can adjust to that.</p>
<h4 style="text-align:justify;">Summary</h4>
<p style="text-align:justify;">There really isn&#8217;t anything that captain obvious hasn&#8217;t already said about Stephen Strasburg. He had great control of 4 pitches, he threw too hard for batters to adjust, he worked the location, and was an absolute joy to watch. I can&#8217;t wait for his next game.</p>
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		<title>Washington Nationals: Out Rates and Other Stats</title>
		<link>http://natsstats.wordpress.com/2010/06/06/washington-nationals-out-rates-and-other-stats/</link>
		<comments>http://natsstats.wordpress.com/2010/06/06/washington-nationals-out-rates-and-other-stats/#comments</comments>
		<pubDate>Sun, 06 Jun 2010 16:00:23 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=755</guid>
		<description><![CDATA[Earlier this week, I wrote a post on Federal Baseball that discussed Out Rates, and their impact on the Nats (lack of) run production. To see the post, click here. I received several questions regarding out rates and correlation to other stats &#8211; SLG, AVG, Runs per Plate Appearance, OPS, and OBP. Here are the [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=755&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">Earlier this week, I wrote a post on <a href="http://www.federalbaseball.com">Federal Baseball</a> that discussed Out Rates, and their impact on the Nats (lack of) run production. To see the post, click <a href="http://natsstats.wordpress.com/2010/06/01/washington-nationals-reducing-the-out-rates-to-score-more-runs/">here</a>. I received several questions regarding out rates and correlation to other stats &#8211; SLG, AVG, Runs per Plate Appearance, OPS, and OBP. Here are the answers to those questions.</p>
<p style="text-align:justify;"><span id="more-755"></span></p>
<h4 style="text-align:justify;">How to Determine Correlation</h4>
<p style="text-align:justify;">For you linear regression fans, I used R-Squared to determine the correlation. For everyone else, R-Squared is a term used to show how well a math model can predict other values in the model. An R-Squared value of 1.0 means a perfect correlation. An R-Squared value of 0.0 means there is no correlation at all.</p>
<h4 style="text-align:justify;">Slugging Percentage</h4>
<p style="text-align:justify;">As you may expect, there was very little correlation between SLG and Out Rate. R-Squared was 0.2834. The main variable here is that batters can have a high slugging percentage by getting a lot of extra base hits, while still making a lot of outs. Here&#8217;s the chart.</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/outratevsslg.png"><img class="aligncenter size-full wp-image-756" title="OutRateVsSLG" src="http://natsstats.files.wordpress.com/2010/06/outratevsslg.png?w=600&#038;h=470" alt="" width="600" height="470" /></a></p>
<h4>Batting Average</h4>
<p style="text-align:justify;">Out Rate had a little more correlation to AVG, but not enough to be predictive. The main variable that prevents AVG to correlate with Out Rate is walks. R-Squared was 0.3599.</p>
<h4><a href="http://natsstats.files.wordpress.com/2010/06/outratevsavg.png"><img class="aligncenter size-full wp-image-757" title="OutRatevsAVG" src="http://natsstats.files.wordpress.com/2010/06/outratevsavg.png?w=600&#038;h=461" alt="" width="600" height="461" /></a>Runs Per Plate Appearance</h4>
<p style="text-align:justify;">Runs per Plate Appearance had an R-Squared of 0.4206. There are too many variables in RPA (where you bat in the order, who bats behind you, number of outs when reached base, etc) for RPA to have any meaningful correlation to Out Rate.</p>
<h4><a href="http://natsstats.files.wordpress.com/2010/06/outratevsrpa.png"><img class="aligncenter size-full wp-image-758" title="OutRatevsRPA" src="http://natsstats.files.wordpress.com/2010/06/outratevsrpa.png?w=600&#038;h=452" alt="" width="600" height="452" /></a>OPS</h4>
<p style="text-align:justify;">The R-Squared for OPS was 0.5388. OPS does not correlate for the same reasons that we saw with SLG &#8211; batters can have a high OPS by getting a lot of extra base hits, while still making a lot of outs.</p>
<h4><a href="http://natsstats.files.wordpress.com/2010/06/outratevsops.png"><img class="aligncenter size-full wp-image-759" title="OutRatevsOPS" src="http://natsstats.files.wordpress.com/2010/06/outratevsops.png?w=600&#038;h=465" alt="" width="600" height="465" /></a>On Base Percentage</h4>
<p>As you would expect, OBP had the highest correlation to Out Rate, with an R-Squared of 0.8118. The two variables that cause the correlation to drop are caught stealing, and Grounding in to Double Plays.</p>
<p><a href="http://natsstats.files.wordpress.com/2010/06/outratevsobp.png"><img class="aligncenter size-full wp-image-760" title="OutRatevsOBP" src="http://natsstats.files.wordpress.com/2010/06/outratevsobp.png?w=600&#038;h=444" alt="" width="600" height="444" /></a>You can see here that the players who threw off the correlation are the players with the most CS&#8217;s and GDPs:</p>
<ul>
<li>Ryan Zimmerman &#8211; 8 GDP</li>
<li>Cristian Guzman 4 GDP, 2 CS</li>
<li>Pudge Rodriguez &#8211; 10 GDP, 1 CS</li>
<li>Nyjer Morgan &#8211; 2 GDP, 8 CS</li>
<li>Willie Harris 3 GDP, 2 CS.</li>
</ul>
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		<title>Washington Nationals: Are win/loss records impacted by early season road games?</title>
		<link>http://natsstats.wordpress.com/2010/06/03/washington-nationals-are-winloss-records-impacted-by-early-season-road-gamessanfranciscodetroitchicagowhiteso/</link>
		<comments>http://natsstats.wordpress.com/2010/06/03/washington-nationals-are-winloss-records-impacted-by-early-season-road-gamessanfranciscodetroitchicagowhiteso/#comments</comments>
		<pubDate>Thu, 03 Jun 2010 20:00:18 +0000</pubDate>
		<dc:creator>Jay Eward</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://natsstats.wordpress.com/?p=748</guid>
		<description><![CDATA[There has been a lot of discussion recently regarding the Nats 2010 schedule. Specifically, comments have been made regarding the difficulty of the Nats schedule, the 20 games in 20 days streak, and the fact that the Nats have 31 road games in their first 55 games. The Nats are currently completing a 10 game [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=natsstats.wordpress.com&amp;blog=11737110&amp;post=748&amp;subd=natsstats&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:justify;">There has been a lot of discussion recently regarding the Nats 2010 schedule. Specifically, comments have been made regarding the difficulty of the Nats schedule, the 20 games in 20 days streak, and the fact that the Nats have 31 road games in their first 55 games. The Nats are currently completing a 10 game road trip that included 6 games on the west coast and 4 in Houston. The blogosphere is eager to see that Nats come home to help get back above .500. So here&#8217;s the question &#8211; is there a correlation between a team&#8217;s early season home/away ratio and a team&#8217;s win/loss record? Will the Nats return to Nats Park help the winning percentage?</p>
<p style="text-align:justify;"><span id="more-748"></span>Through June 2nd, 13 teams have played more road games than home games, 13 have had played home games than road games, and 4 have had an even split. For the most part, the imbalance is what you would expect &#8211; warm weather and domed stadium teams have played more home games, and cold weather teams have played more road games. There are a few notable exceptions, which defy any logical explanation.</p>
<h4 style="text-align:justify;">Home Weighted Schedules</h4>
<p style="text-align:justify;">The two teams with the most home games through June 2nd are the Florida Marlins (makes sense) and the BOSTON RED SOX (?). Why do the Red Sox get a front loaded schedule to start the season? They have 8 more home games than road games. I&#8217;m sure there are many conspiracy theories to explain this scheduling quirk, but there isn&#8217;t a meteorological one. I never really considered Boston a warm weather city. ESPN must like to show Fenway in April. You will also see balmy Cincinnati with 6 extra home games. I don&#8217;t remember ESPN in Cincy for a ball-game though.</p>
<p style="text-align:justify;">Here are the teams with more home games than away. This list is ordered by home/away percentage.  At this point in the season, the Giants have played the highest percentage of games at home.</p>
<ol style="text-align:justify;">
<li>San Francisco &#8211; Warm</li>
<li>Boston &#8211; ????</li>
<li>Florida &#8211; Warm</li>
<li>Houston &#8211; Warm/Roof</li>
<li>San Diego &#8211; Warm</li>
<li>Cincinnati &#8211; ????</li>
<li>Seattle &#8211; Warm/Roof</li>
<li>Los Angeles Angels &#8211; Warm</li>
<li>Texas Rangers &#8211; Warm</li>
<li>New York Mets &#8211; The mets will be at an even 28-28 after June 3rd</li>
<li>Minnesota Twins &#8211; New Stadium</li>
<li>Chicago Cubs &#8211; 1 Game Extra in Wrigley</li>
<li>Toronto Blue Jays &#8211; Roof</li>
</ol>
<h4 style="text-align:justify;">Balanced Schedules</h4>
<p style="text-align:justify;">Here are the teams that have played an equal number of home and away games:</p>
<ol style="text-align:justify;">
<li>Detroit</li>
<li>Chicago White Sox</li>
<li>Tampa Bay</li>
<li>Oakland</li>
</ol>
<p style="text-align:justify;">It seems that, if you were scheduling by weather, you would want Tampa Bay (Dome) and Oakland (Warm) to get a few more home games early in the year. I guess it was more logical in the minds of MLB to spend 8 extra games in Fenway than to shiver in the air conditioning at Tropicana Field.</p>
<h4 style="text-align:justify;">Road Weighted Schedules</h4>
<p style="text-align:justify;">These teams have been early road warriors. The Orioles have played on the road 10 more times than they&#8217;ve played at home. That is an exhausting start to the season. This list is ranked by percentage, with the lowest home percentage at the top.</p>
<ol>
<li>Baltimore</li>
<li>Arizona &#8211; ????</li>
<li>Cleveland</li>
<li>Philadelphia</li>
<li>Washington</li>
<li>Milwaukee &#8211; ????</li>
<li>Colorado</li>
<li>New York Yankees</li>
<li>Atlanta &#8211; ????</li>
<li>Pittsburgh</li>
<li>Kansas City</li>
<li>St. Louis</li>
<li>Los Angeles Dodgers</li>
</ol>
<p style="text-align:justify;">Again, most of these cities on the list are cold North/Northeast/Mid-West cities. I have trouble understanding the Diamondback&#8217;s schedule. They are a warm climate team with a retractable roof stadium. I know with an unbalanced schedule that it&#8217;s hard to build a reasonable schedule, but you would think the geniuses in the league offices could figure out a way to play a few more April games in Phoenix.</p>
<h3 style="text-align:justify;">What Does it Mean?</h3>
<p style="text-align:justify;">Back to the original question &#8211; is there any correlation between the home/away schedule and the win/loss record of each team? Here&#8217;s a graph showing the correlation between home game percentages and winning percentages.</p>
<p><img class="aligncenter size-full wp-image-751" title="scheduling" src="http://natsstats.files.wordpress.com/2010/06/scheduling.png?w=600&#038;h=437" alt="" width="600" height="437" /></p>
<p style="text-align:justify;">In this graph, the dashed line represents the perfect correlation between home games and wins. If each team won an equal number of games as home games played, each team would fall on this line. The light blue line is the linear weighted trend-line for the graph. As you can see, there is very little correlation between the winning percentages of teams and the percentage of games played at home. The Yankees, Brave, Dodgers, Cardinals, and Phillies all have above .500 records while playing more road games than home games. In fact, the Phillies have played a higher percentage of road games than the Nats through June 2nd. The Astros and Managers have managed to play significantly below .500 while playing several extra home games.</p>
<p style="text-align:justify;">This is bad news for Nats fans hoping the Nats will hit a mid-season win streak with a couple of extended home stands. Hopefully the Nats will turn it around with better pitching (Stephen Strasburg, Scott Olsen) and the healthy return of Pudge Rodriguez.  While we are at it, a right fielder with a bat would be a big help. Unfortunately, home games alone won&#8217;t move the Nats back above .500.</p>
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