{"id":1024,"date":"2013-05-18T11:08:55","date_gmt":"2013-05-18T15:08:55","guid":{"rendered":"http:\/\/www.planetsusan.org\/?p=1024"},"modified":"2013-05-18T11:13:59","modified_gmt":"2013-05-18T15:13:59","slug":"baseball-redux","status":"publish","type":"post","link":"https:\/\/www.planetsusan.org\/?p=1024","title":{"rendered":"Baseball Redux"},"content":{"rendered":"<p>Now it can be told:  drum roll, please!<br \/>\n<a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/drum-roll.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/drum-roll.jpg\" alt=\"drum roll\" width=\"275\" height=\"183\" class=\"alignleft size-full wp-image-1025\" \/><\/a><br \/>\nBrrrrrrrr&#8230;Rum!<\/p>\n<p>Michael came up here Thursday night, and we spent most of yesterday creating the Excel spreadsheet to analyze baseball team performance.  We used a combination of a &#8220;P&#8221; chart and Bill James&#8217; <a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/pythagoras.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/pythagoras.jpg\" alt=\"pythagoras\" width=\"215\" height=\"234\" class=\"alignright size-full wp-image-1026\" \/><\/a>Pythagorean Expectation&#8230;.whoa!  What the devil are you talking about, you ask?<\/p>\n<p>OK, so in my excitement I&#8217;m getting ahead of myself&#8230;<\/p>\n<p>Back to the beginning.  Recall in my last post I talked about doing a &#8216;single point chart&#8217; to try to assess which teams were most likely to make it to the playoffs?  Well, upon further inspection, I deduced that a single point chart was not the appropriate way to proceed.  Why?  A single point chart is good for analyzing things like accounting information.  I used it for electric bill analysis to try to determine why some schools were using more electricity than others.  But that really didn&#8217;t work for a baseball result: they either won or they didn&#8217;t on each game.  So upon further &#8220;inspection&#8221; (little TQA joke&#8230;ah hem) and upon further reading of the <a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/04\/517r36r5kTL._AA160_.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/04\/517r36r5kTL._AA160_.jpg\" alt=\"517r36r5kTL._AA160_\" width=\"160\" height=\"160\" class=\"aligncenter size-full wp-image-1015\" srcset=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/04\/517r36r5kTL._AA160_.jpg 160w, https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/04\/517r36r5kTL._AA160_-150x150.jpg 150w\" sizes=\"auto, (max-width: 160px) 100vw, 160px\" \/><\/a>AT&#038;T Statistical Quality Control book (the &#8220;Bible&#8221; for these things) I decided that a &#8220;P&#8221; chart was best.  What&#8217;s a P Chart used for?  Manufacturers would use a &#8220;P&#8221; chart to figure out the minimum and maximum number of defects coming out of batches of <a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/widget-pic.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/widget-pic.jpg\" alt=\"widget pic\" width=\"259\" height=\"194\" class=\"alignleft size-full wp-image-1027\" \/><\/a>widgets.  So how does that apply to baseball?  Simple: a win is a &#8216;good&#8217;, and a loss is a &#8216;defect&#8217;.  When you have 41 or 42 &#8216;batches&#8217; (i.e. games) you can do a spreadsheet and come to some conclusion about the team&#8217;s potential to minimize losses, i.e. defects.  Clear as mud, eh?<\/p>\n<p>Well, nonetheless we did that and it produced some results.  Then we got the Pythagorean Expectation from the Baseball-reference.com web site for each team and put that on the spreadsheet.  What&#8217;s the Pythagorean Expectation?  Nothing more than a calculation based on a team&#8217;s runs scored versus runs allowed.<\/p>\n<p>The beauty of using these two criteria is that a) they are based on different data; and b) it provides another layer of confidence in a team&#8217;s performance as being based on their skill versus just a lucky streak.  If you&#8217;re a fan, you&#8217;ll know that Atlanta had an amazing streak of wins early in the season.  Luck or skill?  The Pythagorean Expectation is supposed to sort that out based on the run ratio.  <\/p>\n<p>So without further ado, here&#8217;s the list of teams that we predict will be at the top of the list at the end of the playing season:<\/p>\n<p>Atlanta Braves<br \/>\nSt. Louis Cardinals<br \/>\nBoston Red Sox<br \/>\nDetroit Tigers<br \/>\nTexas Rangers<br \/>\nArizona Diamondbacks<br \/>\nBaltimore Orioles<br \/>\nCincinnati Reds<br \/>\nColorado Rockies<br \/>\nKansas City Royals<\/p>\n<p>Again if you&#8217;re a fan, you will know that there are five American League teams and five National League teams.  This is how it&#8217;s supposed to work out prior to the Playoffs.  So the question will be: how close to accurate will our prognostications be?  We predict an 80% accuracy.<\/p>\n<p>Michael spent about 8 hours crunching all these numbers yesterday.  He took to Excel like a <a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/duckonapond.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/duckonapond.jpg\" alt=\"duckonapond\" width=\"259\" height=\"194\" class=\"alignright size-full wp-image-1028\" \/><\/a>duck takes to the pond behind our house.  So kudos to him for all his work.  I&#8217;ve noted from several Google searches that nobody else is using this kind of analysis at this point in the process &#8211; or frankly at any point.  I hope he writes about it and gets some attention, as he&#8217;s very knowledgeable and an excellent writer.  Good combo, eh?<\/p>\n<p>Note two other factoids:  the <a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/Oakland-and-Homer.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/Oakland-and-Homer.jpg\" alt=\"Oakland and Homer\" width=\"285\" height=\"177\" class=\"aligncenter size-full wp-image-1029\" \/><\/a>Oakland A&#8217;s, my favorite team, didn&#8217;t make the list.  And the <a href=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/Marlins-logo.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.planetsusan.org\/wp-content\/uploads\/2013\/05\/Marlins-logo.jpg\" alt=\"Marlins logo\" width=\"251\" height=\"201\" class=\"alignleft size-full wp-image-1030\" \/><\/a>Miami Marlins &#8211; Michael&#8217;s favorite?  Based on both sets of criteria, they are the <strong>least performing team<\/strong> in <strong>all of baseball<\/strong>.  And after watching their game against Arizona last night, there ain&#8217;t much hope of improvement.  Well &#8211; there&#8217;s always next year!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Now it can be told: drum roll, please! Brrrrrrrr&#8230;Rum! Michael came up here Thursday night, and we spent most of yesterday creating the Excel spreadsheet to analyze baseball team performance. We used a combination of a &#8220;P&#8221; chart and Bill &hellip; <a href=\"https:\/\/www.planetsusan.org\/?p=1024\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1024","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=\/wp\/v2\/posts\/1024","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1024"}],"version-history":[{"count":4,"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=\/wp\/v2\/posts\/1024\/revisions"}],"predecessor-version":[{"id":1034,"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=\/wp\/v2\/posts\/1024\/revisions\/1034"}],"wp:attachment":[{"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.planetsusan.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}