{"id":439,"date":"2008-05-30T01:05:40","date_gmt":"2008-05-30T00:05:40","guid":{"rendered":"https:\/\/baseballgb.co.uk\/?p=439"},"modified":"2009-10-18T16:03:54","modified_gmt":"2009-10-18T15:03:54","slug":"hitting-streaks-in-7-inning-and-9-inning-baseball","status":"publish","type":"post","link":"https:\/\/baseballgb.co.uk\/?p=439","title":{"rendered":"Hitting streaks in 7-inning and 9-inning baseball"},"content":{"rendered":"<p>Matt&#8217;s <a href=\"https:\/\/baseballgb.co.uk\/?p=437\" target=\"_blank\">latest book review<\/a> got me thinking about hitting streaks, and -\u00c2\u00a0being a fan of the sport in Britain &#8211; my thoughts naturally turned to the subject of our domestic game.<\/p>\n<p>The National League South schedule consists purely of 7-inning double-headers, and it seems fair enough to state that maintaining a hitting streak across such games would be harder than doing so with the full-length variety. (As a counterpoint, innings do tend to be a little longer in the British game, but this is probably more than cancelled out by the existence of the slaughter rule, which can see games terminated after as few as 4-and-a-half frames.)<\/p>\n<p>As a way of addressing the question of how much harder it might be, I will firstly put together a very crude simulation of Joe DiMaggio&#8217;s career.\u00c2\u00a0Over 1736 games he amassed\u00c2\u00a02214 hits\u00c2\u00a0in 6821 at-bats. That&#8217;s a career batting average of .325, with\u00c2\u00a03.93 at-bats per game (we&#8217;ll call it 4 to keep things simple). Assuming that every game that DiMaggio plays in a fictitious 1736-game career he has\u00c2\u00a04 at-bats\u00c2\u00a0and\u00c2\u00a0a 32.5% chance of getting a hit\u00c2\u00a0each time\u00c2\u00a0(this is what I mean by crude), then the probability of him getting at least one hit in a game is a fraction under 80%. Using this, and\u00c2\u00a0with a bit of code in Excel, I can simulate his career as many times as I want. Even if this doesn&#8217;t sound like fun, you might\u00c2\u00a0still be interested in the results.<!--more--><\/p>\n<p>This is the longest hitting streak in each of 50 simulated DiMaggio careers, ranked from shortest to lengthiest: 20 games, 20, 21, 21, 21, 22, 22, 22, 23, 23, 24, 24, 24, 24, 24, 25, 25, 25, 25, 25, 26, 26, 26, 26, 27, 27, 27, 28, 28, 28, 29, 29, 29, 29, 29, 29, 30, 30,\u00c2\u00a031, 31, 32, 32,\u00c2\u00a032, 33, 34, 35, 36, 37, 38, 48.<\/p>\n<p>It is interesting to note that Joe manages at least a 20-game streak in each career, and, of course, the 48-game run stands out. The\u00c2\u00a0number I will take from the list is 27, however, which is the 25th and 26th value and therefore\u00c2\u00a0right in the middle of the list (i.e. it is the median).<\/p>\n<p>Now let&#8217;s -\u00c2\u00a0crudely once more -\u00c2\u00a0make Joe play out his career in a 7-inning environment (to model\u00c2\u00a0this we&#8217;ll use 3 at-bats per game). I won&#8217;t repeat the list, but over 50 careers, the minimum longest streak is 11 (not even worthy of a postcard to mum), the maximum is 36, and the median is 17. This is a full 10 games less than our value from above, so the shorter games do clearly have a big impact.<\/p>\n<p>One of the major limitations of the simulation is that it does not throw in the odd game with just a couple of at-bats (which might easily happen, particularly if teams are pitching around you if your bat is\u00c2\u00a0perceived to be &#8220;hot&#8221;; Joltin&#8217; Joe&#8217;s streak\u00c2\u00a0survived two games\u00c2\u00a0in which he had\u00c2\u00a0only 2 at-bats, including one in which he faced Hall of Fame pitcher\u00c2\u00a0Bob Feller).\u00c2\u00a0This\u00c2\u00a0could plausibly\u00c2\u00a0lead to an\u00c2\u00a0over-estimation of\u00c2\u00a0maximum career hitting streaks, which would make DiMaggio&#8217;s 56-game run seem all the more impressive (trumping all 50 of the simulated career maximums).<\/p>\n<p>Partly to test the effect of this, and partly for fun, I&#8217;m going to plug in the number of career games and the career batting average\u00c2\u00a0for the nine other players at the top of the list of longest hitting streaks. I&#8217;ll assume 4 at-bats per game in each case. And for each player I&#8217;ll just run the simulation once. Here&#8217;s what I get:<\/p>\n<ul>\n<li>Willie Keeler 28 games (actual longest 45 games)<\/li>\n<li>Pete Rose 21 games (actual longest 44 games)<\/li>\n<li>Bill Dahlen 19 games (actual longest 42 games)<\/li>\n<li>George Sisler 34 games (actual longest 41 games)<\/li>\n<li>Ty Cobb 38 games (actual longest 40 games)<\/li>\n<li>Paul Molitor 21 games (actual longest 39 games)<\/li>\n<li>Jimmy Rollins 25 games (actual longest 38 games)<\/li>\n<li>Tommy Holmes 26 games (actual longest 37 games)<\/li>\n<li>Gene DeMontreville 23 games (actual longest 36 games)<\/li>\n<\/ul>\n<p>Here\u00c2\u00a0the model is consistently under-estimating the longest hitting streak. This is probably through a combination of other limitations (such as assuming a flat batting talent over the whole career) and selective sampling: the longest hitting streaks are those at the luckier end of the spectrum.<\/p>\n<p>To\u00c2\u00a0flip the selective sampling issue on its head, I&#8217;ll choose a few players who possibly should have\u00c2\u00a0managed a streak of more than\u00c2\u00a030 games at least once but didn&#8217;t, and then use the model to find a median value across 50 seasons once more for each one. The results are shown below.<\/p>\n<ul>\n<li>Tris Speaker 33 games<\/li>\n<li>Tony Gwynn 31 games<\/li>\n<li>Babe Ruth 31 games<\/li>\n<li>Ted Williams 31 games<\/li>\n<\/ul>\n<p>These last findings give me at least a bit more confidence in the model.<\/p>\n<p>To come back to the differences between 7-inning and 9-inning baseball, there is one way to level the playing field, and that is to look at hitting streaks across consecutive at-bats. In fact, in the National League South, Cody Cain (who has been troubling pitchers in Britain for well over a decade)\u00c2\u00a0recently amassed nine straight hits, with a couple of walks sandwiched in the middle.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Matt&#8217;s latest book review got me thinking about hitting streaks, and -\u00c2\u00a0being a fan of the sport in Britain &#8211; my thoughts naturally turned to the subject of our domestic game. The National League South schedule consists purely of 7-inning double-headers, and it seems fair enough to state that maintaining a hitting streak across such [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[553,69],"class_list":["post-439","post","type-post","status-publish","format-standard","hentry","category-british-baseball-2","tag-mlb-2","tag-stats"],"_links":{"self":[{"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=\/wp\/v2\/posts\/439","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=439"}],"version-history":[{"count":2,"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=\/wp\/v2\/posts\/439\/revisions"}],"predecessor-version":[{"id":5405,"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=\/wp\/v2\/posts\/439\/revisions\/5405"}],"wp:attachment":[{"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=439"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=439"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/baseballgb.co.uk\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=439"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}