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<?xml-stylesheet type="text/xsl" media="screen" href="/~d/styles/atom10full.xsl"?><?xml-stylesheet type="text/css" media="screen" href="http://feeds.feedburner.com/~d/styles/itemcontent.css"?><feed xmlns="http://www.w3.org/2005/Atom" xmlns:openSearch="http://a9.com/-/spec/opensearch/1.1/" xmlns:georss="http://www.georss.org/georss" xmlns:gd="http://schemas.google.com/g/2005" xmlns:thr="http://purl.org/syndication/thread/1.0" xmlns:feedburner="http://rssnamespace.org/feedburner/ext/1.0" gd:etag="W/&quot;C0ACRn47eCp7ImA9WhRVEUk.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013</id><updated>2012-01-09T21:42:47.000+01:00</updated><category term="behavioral-economics" /><category term="game-theory" /><category term="regression" /><category term="math" /><category term="Kelly" /><category term="Advertisment" /><category term="statistics regression" /><category term="investment" /><category term="startup" /><category term="experiments" /><category term="bayesian-networks" /><category term="gambling" /><category term="statistics" /><category term="bayes" /><category term="SOA" /><category term="quantile" /><category term="bias" /><category term="incentives" /><title>Objekt Orient</title><subtitle type="html">Reducing People to Numbers since 2008</subtitle><link rel="http://schemas.google.com/g/2005#feed" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/posts/default" /><link rel="alternate" type="text/html" href="http://objektorient.blogspot.com/" /><link rel="next" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default?start-index=26&amp;max-results=25&amp;redirect=false&amp;v=2" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><generator version="7.00" uri="http://www.blogger.com">Blogger</generator><openSearch:totalResults>103</openSearch:totalResults><openSearch:startIndex>1</openSearch:startIndex><openSearch:itemsPerPage>25</openSearch:itemsPerPage><atom10:link xmlns:atom10="http://www.w3.org/2005/Atom" rel="self" type="application/atom+xml" href="http://feeds.feedburner.com/ObjektOrient" /><feedburner:info uri="objektorient" /><atom10:link xmlns:atom10="http://www.w3.org/2005/Atom" rel="hub" href="http://pubsubhubbub.appspot.com/" /><entry gd:etag="W/&quot;C0ACRn47fSp7ImA9WhRVEUk.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-1595566869329221901</id><published>2012-01-09T21:42:00.001+01:00</published><updated>2012-01-09T21:42:47.005+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2012-01-09T21:42:47.005+01:00</app:edited><title>See you at G+</title><content type="html">As long as I have not a longer article to publish you find daily rants and ramblings on certainty, uncertainty and ignorance under&amp;nbsp;&lt;a href="https://plus.google.com/u/0/103983654382933904290/posts"&gt;https://plus.google.com/u/0/103983654382933904290/posts&lt;/a&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-1595566869329221901?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/zdjX1JVPzAo" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/1595566869329221901/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=1595566869329221901" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/1595566869329221901?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/1595566869329221901?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/zdjX1JVPzAo/see-you-at-g.html" title="See you at G+" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2012/01/see-you-at-g.html</feedburner:origLink></entry><entry gd:etag="W/&quot;D0IEQXY5eCp7ImA9WhdWE0o.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-685924041684844378</id><published>2011-09-06T19:37:00.000+02:00</published><updated>2011-09-07T08:05:00.820+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-09-07T08:05:00.820+02:00</app:edited><category scheme="http://www.blogger.com/atom/ns#" term="statistics" /><title>Germans love Beer,  Austrians love Bakery</title><content type="html">&lt;b&gt;They speak the same language but they don't eat the same food&lt;/b&gt;&lt;br /&gt;
&lt;b&gt;&lt;br /&gt;&lt;/b&gt;&lt;br /&gt;
Last night I've extracted the weights given to food categories in the respective consumer price indices of the two countries.&lt;br /&gt;
&lt;script src="//ajax.googleapis.com/ajax/static/modules/gviz/1.0/chart.js" type="text/javascript"&gt;
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The idea is that the weights are a good estimator what people in the various countries eat.&lt;br /&gt;
Germans definitly love beer, but also they drink more in general. Austrians love pastries, but also more meat and cooking oil. After all, the &lt;i&gt;Wiener Schnitzel&lt;/i&gt; is not a cliché.&lt;br /&gt;
&lt;div style="height: 500px; width: 600px;"&gt;
&lt;script src="//ajax.googleapis.com/ajax/static/modules/gviz/1.0/chart.js" type="text/javascript"&gt;
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&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-685924041684844378?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/CbCmLeoZ7L0" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/685924041684844378/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=685924041684844378" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/685924041684844378?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/685924041684844378?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/CbCmLeoZ7L0/germans-love-beer-austrians-love-bakery.html" title="Germans love Beer,  Austrians love Bakery" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/09/germans-love-beer-austrians-love-bakery.html</feedburner:origLink></entry><entry gd:etag="W/&quot;DEQHQncyeSp7ImA9WhdUFU0.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-1689784663482565773</id><published>2011-08-27T14:54:00.014+02:00</published><updated>2011-10-01T23:58:53.991+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-10-01T23:58:53.991+02:00</app:edited><category scheme="http://www.blogger.com/atom/ns#" term="behavioral-economics" /><category scheme="http://www.blogger.com/atom/ns#" term="incentives" /><category scheme="http://www.blogger.com/atom/ns#" term="experiments" /><title>Easy way to stop smoking, this time it works!</title><content type="html">&lt;span class="Apple-style-span" style="font-size: large;"&gt;It was Supposed to be Easy&lt;/span&gt;&lt;br /&gt;
Like millions I read the famous book by Allen Carr "Easy way to stop smoking". Like millions, I tought: he has a point. Many quited, but I went on. Now I'v found a secret weapon of mass responsibility, where I can change my behavior for good. The weapon is called &lt;i&gt;Commitment Contract.&lt;/i&gt;&lt;br /&gt;
&lt;br /&gt;
&lt;span class="Apple-style-span" style="background-color: #ffe599;"&gt;UPDATE: it's now over a month since I am without smoking. It was tough, but you just stick with it.&lt;/span&gt;&lt;br /&gt;
&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-size: large;"&gt;Why Quit?&lt;/span&gt;&lt;br /&gt;
The consequences of my behavior are well studied:&lt;br /&gt;
&lt;blockquote&gt;
&lt;a href="http://www.masenka.be/wp-content/goldmansmoking-kills.thumbnail.jpg" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="http://www.masenka.be/wp-content/goldmansmoking-kills.thumbnail.jpg" /&gt;&lt;/a&gt;&lt;i&gt;Men born in 1900-1930 who smoked only cigarettes and continued smoking died on average about 10 years younger than lifelong non-smokers. Cessation at age 60, 50, 40, or 30 years gained, respectively, about 3, 6, 9, or 10 years of life expectancy.&amp;nbsp;&lt;/i&gt;&lt;/blockquote&gt;
&amp;nbsp;[ &lt;a href="http://www.bmj.com/content/328/7455/1519.long"&gt;study prolonged over a century&lt;/a&gt;]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
This is the current best knowledge:&lt;br /&gt;
&lt;ol&gt;
&lt;li&gt;Quit before 40 and chances are that your smoking has no consequences.&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Quit before 50 and you shorten your life for -5 years.&lt;/li&gt;
&lt;li&gt;Quit before 60 and you shorten your life for -7 years.&lt;/li&gt;
&lt;li&gt;Don't quit and you shorten your life for -10 years.&lt;/li&gt;
&lt;/ol&gt;
&lt;span class="Apple-style-span" style="font-size: large;"&gt;Why Smoking?&lt;/span&gt;&lt;br /&gt;
Addiction is all about dopamine, a hormone that makes you feel happy. A cigarette gives you a small dose of Nicotine which in turn kickstarts the increase of adrenaline, serotonin and dopamine. You are more aware, more reactive and more happy after smoking. Just a little, not much.&lt;br /&gt;
To learn what is good for one-self is crucial for the sophisticated survival machines we are. Therefore a mamals brain learns to seek dopamine rewards. With every cigarette you learn that smoking is good, and the absence of nicotine worries you. The phenomena of withdrawal.&lt;br /&gt;
Although the damages it does are way superior to the possible benefits, not everything is bad with smoking: current medicine knowledge is that nicotine helps against alzheimer's and parkinson's. But I also love the nicotine rich tomatoes and potatoes and I started to complete my nutrition with &lt;a href="http://en.wikipedia.org/wiki/Omega-3_fatty_acid"&gt;Omega 3 DHA and EPA &lt;/a&gt;(makes you smart and protects against the major civilatory deseases like Alzheimer and cardio-vascular deseases).&lt;br /&gt;
&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-size: large;"&gt;How to Quit?&lt;/span&gt;&lt;br /&gt;
Good news: smoking does not provide increasing dopamine returns.&lt;br /&gt;
For a binge drinker, every drink augments the desire of another drink.&lt;br /&gt;
Even for a chain smoker this is not the case. The craving for a cigarette might not disappear but it certainly does not increase.&lt;br /&gt;
&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://1.bp.blogspot.com/-63cFP7MEbEU/TljY5rCVBpI/AAAAAAAAAnU/zNY0KQHRY9I/s1600/UtilityofSmoking+%25281%2529.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="340" src="http://1.bp.blogspot.com/-63cFP7MEbEU/TljY5rCVBpI/AAAAAAAAAnU/zNY0KQHRY9I/s640/UtilityofSmoking+%25281%2529.png" width="640" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;b&gt;Decreasing Returns&lt;/b&gt;&lt;br /&gt;
The first cigarette is the most wanted. &lt;br /&gt;
The addiction develops more as a decrease in the inteval between two smokes.&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;
&lt;br /&gt;
&lt;div class="separator" style="clear: both; text-align: center;"&gt;
&lt;/div&gt;
This is important. We now know the maximum craving is the longing for the &lt;i&gt;first &lt;/i&gt;cigarette. We can measure it! What is the unit of measurement? An economist would say: money. I'd say: money is not enough, but a good start. How much would you give me for a cigarette if you really need one?&lt;br /&gt;
&lt;br /&gt;
&lt;ol&gt;
&lt;li&gt;Would you give me 100 Euros?&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Would you give me 50 Euros?&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Would you give me 10 Euros?&amp;nbsp;&lt;/li&gt;
&lt;li&gt;...&lt;/li&gt;
&lt;/ol&gt;
&lt;br /&gt;
There is an amount which you would pay when craving hard. I decided mine is somewhere around 5 to 10 Euros. This is a measure of your addiction.&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-size: large;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-size: large;"&gt;Hedging against Smoking&lt;/span&gt;&lt;br /&gt;
If you want to stop smoking you have to make sure that for each cigarette you smoke, you will lose more value than your addiction treshold. For example you can &amp;nbsp;formulate a contract: "I pay 10 Euros for every cigarette I smoke." I did this, but I did more:&lt;br /&gt;
&lt;br /&gt;
&lt;ol&gt;
&lt;li&gt;I determined a period for the contract: until 2012-01-01 (Short! Somehow I was not ready for more)&lt;/li&gt;
&lt;li&gt;I convinced a friend to be my referee, I gave him 100 Euros to take under ward.&amp;nbsp;&lt;/li&gt;
&lt;li&gt;I declared in my contract that I have to give 10 Euros to a detestable political organisation for every cigarette I smoke. This is anti-charity. This is admitting we are not homo economicus - it is is for the social animal in us. Donating the money to an anti-charity pushes the commitment from being only a higher price (I pay for it, so I have the right to smoke it) to something that would weaken your identity if you fail.&lt;/li&gt;
&lt;/ol&gt;
My incentives to resist the Nicotine-crave are now bigger than the temptations.&lt;br /&gt;
During the first week I felt the urge to smoke strongly. Sometimes I couldn't sleep well, I was nervous. But it really never came to my mind to smoke a cigarette. Its clear that I do not want to donate to the detestable political organisation. The idea of doing that kept me away from the cigarettes. I've externalized my right to smoke by installing a&amp;nbsp;penalty. If it works for the traffic police it's certainly good for keeping me away from bad habits.&lt;br /&gt;
&lt;i&gt;&lt;br /&gt;
&lt;/i&gt;&lt;br /&gt;
&lt;i&gt;The ideas presented here come from Ian Ayres' &lt;a href="http://www.amazon.com/Carrots-Sticks-Unlock-Incentives-Things/dp/0553807633"&gt;Carrots and Stick&lt;/a&gt;.&amp;nbsp;The idea is genius but the book is a little bit boring,&amp;nbsp;&lt;/i&gt;&lt;i&gt;I'd recommend his other book "Supercrunchers".&lt;/i&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-1689784663482565773?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/HdM4kYCZrEU" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/1689784663482565773/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=1689784663482565773" title="2 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/1689784663482565773?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/1689784663482565773?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/HdM4kYCZrEU/easy-way-to-stop-smoking-this-time-it.html" title="Easy way to stop smoking, this time it works!" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://1.bp.blogspot.com/-63cFP7MEbEU/TljY5rCVBpI/AAAAAAAAAnU/zNY0KQHRY9I/s72-c/UtilityofSmoking+%25281%2529.png" height="72" width="72" /><thr:total>2</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/08/easy-way-to-stop-smoking-this-time-it.html</feedburner:origLink></entry><entry gd:etag="W/&quot;CkMDSHc5fSp7ImA9WhdSGU4.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-2236518868232061110</id><published>2011-07-28T21:52:00.003+02:00</published><updated>2011-07-29T11:07:59.925+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-07-29T11:07:59.925+02:00</app:edited><title>Which day I lose weight</title><content type="html">I could swear it is weekend's.&lt;br /&gt;
But making a 'seasonal' plot, thus aggregating all data for each weekday, showed I do not so good on weekends. Especially&amp;nbsp;Sundays. I am supposed to do sport on sundays. But, hey we had really bad weather the whole July. And some social obligations too...&lt;br /&gt;
&lt;table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://2.bp.blogspot.com/-8Tg2Z5Rdnpo/TjCRNCsQMiI/AAAAAAAAAl8/p5_QpxCh56w/s1600/boxplot.seasons.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="400" src="http://2.bp.blogspot.com/-8Tg2Z5Rdnpo/TjCRNCsQMiI/AAAAAAAAAl8/p5_QpxCh56w/s400/boxplot.seasons.png" width="400" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;br /&gt;
&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;Is it my day?&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px;"&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;a href="http://en.wikipedia.org/wiki/Box_plot"&gt;Boxes and Wiskers Plot&amp;nbsp;&lt;/a&gt;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;of weekdays: the horizontal l&lt;/span&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;ine in the middle is the &amp;nbsp;median.&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;Upper box border is the 75% quartile,&amp;nbsp;lower border the 25% quartile,&lt;/span&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;so that 50% of values are between 25-75%.&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;Lines outside are the the next 2-98 percentiles.&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;Dots are outliers.&amp;nbsp;Forget&amp;nbsp;the legend, 0.8 is only the opacity of the boxes.&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;
So in hindsight my worst day is Sunday and my best is Wednesday. How does it relate to &lt;i&gt;kcal left to base rate&lt;/i&gt;? How would a weekday regression look like?&lt;br /&gt;
&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://2.bp.blogspot.com/-SDHWlPfw_88/TjCRQdEItjI/AAAAAAAAAmA/ZtBzodMlnjU/s1600/weekday-performanece.regression2.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="625" src="http://2.bp.blogspot.com/-SDHWlPfw_88/TjCRQdEItjI/AAAAAAAAAmA/ZtBzodMlnjU/s640/weekday-performanece.regression2.png" width="640" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;A weak start&lt;/b&gt;&lt;br /&gt;
The regression tells that sunday and monday are fatty&lt;br /&gt;
The bigger the dots, the more calories left to base rate.&amp;nbsp;&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;
I even cheated one sunday because of overnight stay in the mountains, including booze, I didn't record.&lt;br /&gt;
&lt;b&gt;Disclaimer: &lt;/b&gt;You don't know &lt;a href="http://en.wikipedia.org/wiki/Vajolet_Towers"&gt;what a mountain is&lt;/a&gt;,&amp;nbsp;if you where not there. And I know the evidence is 'thin', five data-points per weekday is not what you should base a scientific law upon&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-2236518868232061110?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/6Hvl0nXDAIQ" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/2236518868232061110/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=2236518868232061110" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/2236518868232061110?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/2236518868232061110?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/6Hvl0nXDAIQ/which-day-i-lose-weight.html" title="Which day I lose weight" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://2.bp.blogspot.com/-8Tg2Z5Rdnpo/TjCRNCsQMiI/AAAAAAAAAl8/p5_QpxCh56w/s72-c/boxplot.seasons.png" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/07/which-day-i-lose-weight.html</feedburner:origLink></entry><entry gd:etag="W/&quot;DkYEQn09eCp7ImA9WhdSFUQ.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-6961279588190318825</id><published>2011-07-24T01:22:00.003+02:00</published><updated>2011-07-25T13:41:43.360+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-07-25T13:41:43.360+02:00</app:edited><category scheme="http://www.blogger.com/atom/ns#" term="statistics" /><category scheme="http://www.blogger.com/atom/ns#" term="quantile" /><category scheme="http://www.blogger.com/atom/ns#" term="regression" /><title>More Quantitative Diet Analysis</title><content type="html">Two Questions:&lt;br /&gt;
&lt;ol&gt;&lt;li&gt;&lt;b&gt;What is the correlation between calorie consumption and weight loss?&lt;/b&gt;&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Is it happening the same day?&lt;/b&gt;&lt;/li&gt;
&lt;/ol&gt;&lt;div&gt;This Saturday, I skipped hiking up to the mountains to answer these naging questions my last diet analysis left over.&amp;nbsp;To answer them, let me first present the data, carefully recorded over 35 days of dieting.&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;Weight-loss per day&lt;/span&gt;&lt;/div&gt;&lt;div&gt;Measured each morning before breakfast and after taking a crap, pardon my french.&lt;/div&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: right;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://4.bp.blogspot.com/-ECUeTWpNY4s/TispmReYAzI/AAAAAAAAAlE/G4M2sW6T-O8/s1600/histo_weightloss.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="320" src="http://4.bp.blogspot.com/-ECUeTWpNY4s/TispmReYAzI/AAAAAAAAAlE/G4M2sW6T-O8/s320/histo_weightloss.png" width="320" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;How much did I lose on a regular day?&amp;nbsp;&lt;/b&gt;&lt;br /&gt;
Most of the time lost between &amp;nbsp;-0.07 and 0.5kg&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;The Percentiles are:&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;Min. &amp;nbsp; &amp;nbsp; 1st Q. Median &amp;nbsp;Mean &amp;nbsp;3rd Q. &amp;nbsp;Max.&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;-0.66kg &amp;nbsp;-0.07 &amp;nbsp;0.16 &amp;nbsp; &amp;nbsp;0.2 &amp;nbsp; 0.5 &amp;nbsp; &amp;nbsp;&amp;nbsp;&lt;span class="Apple-style-span" style="background-color: #ea9999;"&gt;1.5kg&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;span class="Apple-style-span" style="background-color: #e06666;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;The 1.5 kg outlier draws the attention. Is it a measurement error?&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;Net&amp;nbsp;caloric&amp;nbsp;intake per day&lt;/span&gt;&lt;/div&gt;&lt;div&gt;This is the amount of calories I have eaten, minus the calories that I have burned doing sport.&lt;/div&gt;&lt;div&gt;When I say calories I mean the american metric which corresponds to the european kilo-calories (kcal).&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left; margin-right: 1em; text-align: left;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://3.bp.blogspot.com/-ezyautt8wEs/Tiss61fYYcI/AAAAAAAAAlM/huC8o-Xm5Cs/s1600/histo_Net_kCal.png" imageanchor="1" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="320" src="http://3.bp.blogspot.com/-ezyautt8wEs/Tiss61fYYcI/AAAAAAAAAlM/huC8o-Xm5Cs/s320/histo_Net_kCal.png" width="320" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;Caloric&amp;nbsp;Balance Sheet&lt;/b&gt;&lt;br /&gt;
How much calories did I take-in and consume in a day?&lt;br /&gt;
Most often 500 kcal to 960 kcal&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&amp;nbsp;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;The Percentiles are:&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;Min. &amp;nbsp; &amp;nbsp; &amp;nbsp;1st Q &amp;nbsp;Median &amp;nbsp;Mean &amp;nbsp;3rd Q &amp;nbsp;Max.&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;span class="Apple-style-span" style="background-color: #ea9999;"&gt;-1009kcal&lt;/span&gt;&amp;nbsp;490 &amp;nbsp; &amp;nbsp;660 &amp;nbsp; &amp;nbsp; 630 &amp;nbsp; 960 &amp;nbsp; &amp;nbsp;1480 kcal&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;My friend, the outlier, is here again. Seems reasonable: A day of heavy exercise and little eating... but 1.5 kg? That's a lot.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;div style="font-family: inherit;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div style="font-family: inherit;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;Caloric&amp;nbsp;intake left to cover the daily base burn rate&lt;/span&gt;&lt;/div&gt;&lt;div style="font-family: inherit;"&gt;Now its getting nasty. Our body consumes calories even if we lay in bed all day. This is the&lt;i&gt; base rate&lt;/i&gt;. Whitout getting into details, it depends roughly on your body weight. When you take-in lesser calories than the base-rate (plus exercising) you lose fat. My formula for this spread goes like this:&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;kcal_left = base-rate - net_kcal&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;And the distribution of the not consumed calories is:&lt;/span&gt;&lt;/div&gt;&lt;table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left; margin-right: 1em; text-align: left;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://1.bp.blogspot.com/-nci8bLfZV3g/Tis11oh2knI/AAAAAAAAAlU/H2CAD4UuT5M/s1600/hist_kCal_left.png" imageanchor="1" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="320" src="http://1.bp.blogspot.com/-nci8bLfZV3g/Tis11oh2knI/AAAAAAAAAlU/H2CAD4UuT5M/s320/hist_kCal_left.png" width="320" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;Distribution of calories-left&lt;/b&gt;&lt;br /&gt;
I normally underperform the base-rate by 250kcal - 730kcal.&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;div style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp; &amp;nbsp;&lt;/div&gt;&lt;div style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp; &amp;nbsp;Min. &amp;nbsp; 1st Q Median &amp;nbsp;Mean 3rd Q &amp;nbsp;Max.&amp;nbsp;&lt;/div&gt;&lt;div style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp;-240kcal 250 &amp;nbsp; 520 &amp;nbsp; &amp;nbsp; 570 &amp;nbsp;730 &amp;nbsp; &amp;nbsp;&lt;span class="Apple-style-span" style="background-color: #ea9999;"&gt;2230kcal&lt;/span&gt;&amp;nbsp;&lt;/div&gt;&lt;div style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;Median underperformance is 520kcal, roughly a spurned Pizza Magherita. Two times I've consumed slighty more than the base-rate. And the outlier from my sport weekend is here too!&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;div style="font-family: inherit;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div style="font-family: inherit;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;Correlation between calories left and weight-loss&lt;/span&gt;&lt;/div&gt;&lt;div style="font-family: inherit;"&gt;Back to question 1:&amp;nbsp;&lt;i&gt;What is the correlation between calorie consumption and weight loss?&lt;/i&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;Now I know that I have to&amp;nbsp;&lt;/span&gt;maximize&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;&amp;nbsp;calories-left (to the sedentary base-rate) in order to lose weight.&lt;/span&gt;&lt;/div&gt;&lt;div style="font-family: inherit;"&gt;What are the results of my effort?&lt;/div&gt;&lt;table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left; margin-right: 1em; text-align: left;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://1.bp.blogspot.com/-HfylP_E_wTU/Tis7hkbaLZI/AAAAAAAAAlk/XzdhusMEXVk/s1600/correlation_kcal_left_weightloss.png" imageanchor="1" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="320" src="http://1.bp.blogspot.com/-HfylP_E_wTU/Tis7hkbaLZI/AAAAAAAAAlk/XzdhusMEXVk/s320/correlation_kcal_left_weightloss.png" width="320" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;b&gt;Figuring a trend&lt;/b&gt;&lt;/div&gt;&lt;div&gt;The Linear regression line in&amp;nbsp;&lt;span class="Apple-style-span" style="color: #0b5394;"&gt;blue&lt;/span&gt;&lt;span class="Apple-style-span" style="color: #6fa8dc;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;shows there is a positive correlation&lt;br /&gt;
between calories-left and &amp;nbsp;weight loss.&lt;br /&gt;
The border of the darker region&lt;br /&gt;
is the mean deviation oft the data&amp;nbsp;&lt;/div&gt;&lt;div&gt;from the regression line,&lt;br /&gt;
a.k.a. the &lt;i&gt;standard error&lt;/i&gt;.&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-size: 13px;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;If you are a genius you certainly have noticed that the outlier is away. It would have greatly influenced the regression and I felt that I want to answer what&amp;nbsp;happened&amp;nbsp;in normal days. Also the correlation is not high (R^2 = 0.3541857), there are other effects that influence the variables a lot and it's clear that grand part of them are measurement errors.&lt;/div&gt;&lt;div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;Coefficients of the regression line are:&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;(Intercept) &amp;nbsp; kCal_Left &amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp;0.1174047 &amp;nbsp; &amp;nbsp;0.0001555 &lt;/span&gt;&amp;nbsp;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div&gt;Basically this is the linear function: &amp;nbsp;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;weightLoss =&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;0.1174047 + &amp;nbsp;0.0001555&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&amp;nbsp;* kCal_Left&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div&gt;For the median calorie underperformance of 520 kcal this means:&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;520 kcal/day * 0.0001555 kg/kcal + 0.1174 kg/day ~=&lt;span class="Apple-style-span" style="color: #444444;"&gt;&lt;span class="Apple-style-span" style="font-size: 9px; line-height: 14px; white-space: pre-wrap;"&gt;&amp;nbsp; &lt;/span&gt;&lt;/span&gt;0.2 kg/day&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;
Not bad at all, and its supported by the fact that really I lost 7kg in 34days.&amp;nbsp;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace;"&gt;7/34 = 0.20&lt;/span&gt;!&lt;br /&gt;
&lt;div&gt;&lt;div style="font-family: inherit;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div style="font-family: inherit;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;Do I lose weight the same day that I 'starve'?&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: inherit;"&gt;Question 2 is remaining:&amp;nbsp;&lt;/span&gt;&lt;i&gt;Is it happening the same day?&lt;/i&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;Short answer: Yes. Long answer: Yes, but there might be a lag and prolonged effect for sport activities.&amp;nbsp;The evidence in a picture:&lt;/div&gt;&lt;table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left; margin-right: 1em; text-align: left;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://3.bp.blogspot.com/-bMUXRpqAZfU/Tis6sL2AD6I/AAAAAAAAAlc/GrptKYIidZU/s1600/kcal_deprivation_and_weightloss.png" imageanchor="1" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="363" src="http://3.bp.blogspot.com/-bMUXRpqAZfU/Tis6sL2AD6I/AAAAAAAAAlc/GrptKYIidZU/s640/kcal_deprivation_and_weightloss.png" width="640" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;Direct impact of 'fasting'&lt;/b&gt;&lt;br /&gt;
Size of points representing&lt;i&gt; calories left to base-rate&lt;/i&gt;&lt;br /&gt;
The higher the line, the greater the &lt;i&gt;weight-loss&lt;/i&gt;.&lt;br /&gt;
A calorie point sits on the weight-loss recorded the morning after.&lt;br /&gt;
That is: the loss-spike is caused by the calorie point it carries.&lt;/span&gt;&lt;br /&gt;
&lt;br /&gt;
&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;Often a bigger point sits on a higher spike, which leads to the&amp;nbsp;satisfactory&amp;nbsp;conclusion that indeed you lose the kilos the same day as you restrict your calorie intake. &lt;span class="Apple-style-span" style="background-color: #ea9999;"&gt;The big outlier&lt;/span&gt; we saw already before has a different&amp;nbsp;behavior. Here, the big balls hang relatively low. Does sport have a weight loss lag? The mythical &lt;i&gt;regeneration phase&lt;/i&gt;?&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;The days my sport activity burned more than 1000kcal:&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;Day 12: 1587 kcal&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;Day 13:&amp;nbsp;1946 kcal&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;Day 29: 1099 kcal&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;This big outlier on day 12 and 13 could cause a after-burner effect, but the evidence is thin.&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;More data needed!&lt;/span&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-6961279588190318825?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/9GvldMm5c6A" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/6961279588190318825/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=6961279588190318825" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6961279588190318825?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6961279588190318825?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/9GvldMm5c6A/more-quantitative-diet-analysis.html" title="More Quantitative Diet Analysis" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://4.bp.blogspot.com/-ECUeTWpNY4s/TispmReYAzI/AAAAAAAAAlE/G4M2sW6T-O8/s72-c/histo_weightloss.png" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/07/more-quantitative-diet-analysis.html</feedburner:origLink></entry><entry gd:etag="W/&quot;C0YCR3w4fSp7ImA9WhdSEk0.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-8688340546834933909</id><published>2011-07-21T00:31:00.001+02:00</published><updated>2011-07-21T00:32:46.235+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-07-21T00:32:46.235+02:00</app:edited><title>Exponentially Smoothed Diet</title><content type="html">&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://3.bp.blogspot.com/-xVo1ausoZag/TidT7a9IBNI/AAAAAAAAAkY/Av7qU_QMZ9w/s1600/predict+weight.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="226" src="http://3.bp.blogspot.com/-xVo1ausoZag/TidT7a9IBNI/AAAAAAAAAkY/Av7qU_QMZ9w/s400/predict+weight.png" width="400" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;Body weight prediction based on irregular measurements over five weeks. &lt;br /&gt;
Green is the predicted path in the next ten days.&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; font-size: 13px; line-height: 20px;"&gt;&lt;b&gt;Exponential smoothing&lt;/b&gt;&amp;nbsp;is a technique that can be applied to&amp;nbsp;&lt;a href="http://en.wikipedia.org/wiki/Time_series" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Time series"&gt;time series&lt;/a&gt;&amp;nbsp;data, either to produce smoothed data for presentation, or to make forecasts. The time series data themselves are a sequence of observations. The observed phenomenon may be an essentially&amp;nbsp;&lt;a href="http://en.wikipedia.org/wiki/Stochastic_process" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Stochastic process"&gt;random process&lt;/a&gt;, or it may be an orderly, but&amp;nbsp;&lt;a href="http://en.wikipedia.org/wiki/Statistical_noise" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Statistical noise"&gt;noisy&lt;/a&gt;, process. Whereas in the&amp;nbsp;&lt;a class="mw-redirect" href="http://en.wikipedia.org/wiki/Simple_moving_average" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Simple moving average"&gt;simple moving average&lt;/a&gt;&amp;nbsp;the past observations are weighted equally, exponential smoothing assigns exponentially decreasing weights over time.&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif; font-size: 13px; line-height: 20px;"&gt;[&lt;a href="http://en.wikipedia.org/wiki/Exponential_smoothing"&gt;http://en.wikipedia.org/wiki/Exponential_smoothing&lt;/a&gt;]&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif; font-size: 13px; line-height: 20px;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;br /&gt;
I applied &lt;b&gt;Exponential smoothing&lt;/b&gt; to the time series I obtained from my livestrong.com recordings. Of course I have the highest motivation to beware this noble technique from being wrong.&lt;br /&gt;
Find all the R code and data below.&lt;br /&gt;
&lt;a name='more'&gt;&lt;/a&gt;&lt;br /&gt;
&lt;div&gt;&lt;script src="https://gist.github.com/1096063.js"&gt;
&lt;/script&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-8688340546834933909?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/FIqY2f_zcBY" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/8688340546834933909/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=8688340546834933909" title="1 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8688340546834933909?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8688340546834933909?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/FIqY2f_zcBY/exponentialy-smoothed-diet.html" title="Exponentially Smoothed Diet" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://3.bp.blogspot.com/-xVo1ausoZag/TidT7a9IBNI/AAAAAAAAAkY/Av7qU_QMZ9w/s72-c/predict+weight.png" height="72" width="72" /><thr:total>1</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/07/exponentialy-smoothed-diet.html</feedburner:origLink></entry><entry gd:etag="W/&quot;AkQGSHY9eSp7ImA9WhdTGEk.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-3216456687105304713</id><published>2011-07-16T16:31:00.008+02:00</published><updated>2011-07-16T22:32:09.861+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-07-16T22:32:09.861+02:00</app:edited><category scheme="http://www.blogger.com/atom/ns#" term="statistics regression" /><title>Lies, Damn Lies and Diets</title><content type="html">&lt;div class="separator" style="clear: both; text-align: left;"&gt;&lt;a href="http://2.bp.blogspot.com/-x2aJI5fdpUE/TiGkKAY53mI/AAAAAAAAAj4/Vfj1Fl-K0nA/s1600/weighttrend2.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"&gt;&lt;img border="0" height="273" src="http://2.bp.blogspot.com/-x2aJI5fdpUE/TiGkKAY53mI/AAAAAAAAAj4/Vfj1Fl-K0nA/s400/weighttrend2.png" width="400" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator" style="clear: both; text-align: left;"&gt;The simplest diet that works is to eat not more calories than you spend. Each day. I experimented with &lt;a href="http://www.livestrong.com/myplate/"&gt;livestrong's myplate&lt;/a&gt;, a slick calorie counter.&lt;/div&gt;You enter the food that you ate -&lt;i&gt; "penne alla arrabiata - 100g"&lt;/i&gt;. You enter the exercise or tasks - &lt;i&gt;"computer work - 480 min"&lt;/i&gt; and you can instantly figure out your remaining calorie budget.&lt;br /&gt;
It's addicting! &lt;br /&gt;
Furthermore it's an effective example how a quantitative approach resolves a problem.&lt;br /&gt;
&lt;br /&gt;
My strongest believe is that one should pay more attention to the genuine scientific question: "How much it is?" than to the genuine philosophical question: "What is it?".&amp;nbsp;Size does matter. All diets are deeply 'philosophical' in this sense, they try to answer the question of &lt;i&gt;what&lt;/i&gt;&amp;nbsp;to eat instead of &lt;i&gt;how much&lt;/i&gt;. Contrary to this approach you have to start with the amount of calories first, and then - in order to eat enough without spending too much of your calorie budget - you learn to choose food that is calorie-cheap. You eat the vegetable dish and not the pizza. When having a calorie rich plate, you simply eat less. Don't be afraid of throwing half of a Magnum Dark Chocolate Icecream away.&lt;br /&gt;
&lt;br /&gt;
Do you see how big the correlation coefficient R must be here? Linear weight loss, sans famine.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-3216456687105304713?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/CV6PVql2i7U" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/3216456687105304713/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=3216456687105304713" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3216456687105304713?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3216456687105304713?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/CV6PVql2i7U/lies-damn-lies-and-diets.html" title="Lies, Damn Lies and Diets" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://2.bp.blogspot.com/-x2aJI5fdpUE/TiGkKAY53mI/AAAAAAAAAj4/Vfj1Fl-K0nA/s72-c/weighttrend2.png" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/07/lies-damn-lies-and-diets.html</feedburner:origLink></entry><entry gd:etag="W/&quot;A0MGQX06cCp7ImA9WhdSEk4.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-3342474180718881124</id><published>2011-07-12T18:57:00.002+02:00</published><updated>2011-07-21T11:10:20.318+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-07-21T11:10:20.318+02:00</app:edited><title>Italy's self-financed debt?</title><content type="html">If national debt is financed by its own households, according to common wisdom the exposure is not problematic. Italy has traditionally a high saving rate, and the national banks advertise government bonds appealingly.&lt;br /&gt;
Probably a good share of household savings go into BOT, BCT etc.&lt;br /&gt;
But the saving rate has diminished &amp;nbsp;from &amp;gt;16% to 7.4% in the last twenty years.&lt;br /&gt;
When experts bring up the high saving rates argument, I can't trust them.&lt;br /&gt;
&lt;br /&gt;
&lt;a href="http://www.gfmag.com/tools/global-database/economic-data/10396-household-saving-rates.html#axzz1RpkjkzTb"&gt;http://www.gfmag.com/tools/global-database/economic-data/10396-household-saving-rates.html#axzz1RpkjkzTb&lt;/a&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-3342474180718881124?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/Zx9tBtn0YI4" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/3342474180718881124/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=3342474180718881124" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3342474180718881124?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3342474180718881124?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/Zx9tBtn0YI4/italys-self-financed-debt.html" title="Italy's self-financed debt?" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/07/italys-self-financed-debt.html</feedburner:origLink></entry><entry gd:etag="W/&quot;A0MCSHs8fyp7ImA9WhdSEk4.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-4732231072422824360</id><published>2011-06-10T22:14:00.002+02:00</published><updated>2011-07-21T11:11:09.577+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-07-21T11:11:09.577+02:00</app:edited><title>A Foundation of Measurement</title><content type="html">Do you think Math is the science of&amp;nbsp;measurement?&lt;br /&gt;
I am not sure about it, but I know a&amp;nbsp;mathematician&amp;nbsp;who is a radical philosopher of measurement and next week I am going to meet him. Thomas Saaty is an&amp;nbsp;Iranian-American professor of mathematics who goes to the core of it. The &lt;i&gt;comparision&lt;/i&gt; is both predecessor&amp;nbsp;and&amp;nbsp;generalization&amp;nbsp;of measurement. The pairwise&amp;nbsp;comparison&amp;nbsp;theory of Prof. Saaty is a reconciliation of mathematics and psychology. With the precise understanding of pairwise&amp;nbsp;comparison&amp;nbsp;you can make an&amp;nbsp;abundance&amp;nbsp;of rational&amp;nbsp;decisions. From picking the right software to&lt;br /&gt;
Palestine-Israeli peace process. Ok,... at least we try!&lt;br /&gt;
See you at&amp;nbsp;&lt;a href="http://www.isahp.org/italy2010/index.php"&gt;http://www.isahp.org/italy2010&lt;/a&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-4732231072422824360?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/P_j76njDTaQ" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/4732231072422824360/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=4732231072422824360" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/4732231072422824360?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/4732231072422824360?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/P_j76njDTaQ/foundation-of-measurement.html" title="A Foundation of Measurement" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/06/foundation-of-measurement.html</feedburner:origLink></entry><entry gd:etag="W/&quot;DkYEQnYzeyp7ImA9WhZVE0Q.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-8326208173940656859</id><published>2011-05-17T22:30:00.009+02:00</published><updated>2011-05-26T09:15:03.883+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-05-26T09:15:03.883+02:00</app:edited><title>The Kondratjev Epedemy</title><content type="html">Somehow this thing called &amp;nbsp;"Kondratjeff Wave" is stubborn. I encounter it frequently when the occassionaly business related speaker crosses my path. The idea of Nicolai Kondratjev was that the regular business cycles of boom and bust are overlayed by sixthy year super cycles. The problem with business cycles is that they can not be predicted, we know that there is a boom and then eventualy a bust. We don't know how long a boom stays and when and how long the bust takes. Thats a fact, otherwise the market actors would antecipate each phase change and therefore modify the phases. You see, its unpredictability is native to the markets. Therefore "cycle" might be a term taken with a grain of salt: its periodicity is not constant nor predictable. Now Kontradieff made his proposal of Supercycle 1929 and he figured out three cycles in history. The observation of an&amp;nbsp;invariance&amp;nbsp;of three cycles really means nothing statistically speaking. Take the &lt;a href="http://www.wolframalpha.com/input/?i=us++gdp+per+capita+since+1800"&gt;US GDP per capita since 1961&lt;/a&gt;, and tell me where the cycles are?&lt;br /&gt;
&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://upload.wikimedia.org/wikipedia/commons/thumb/c/c4/Kondratieff_Wave.svg/400px-Kondratieff_Wave.svg.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;span class="Apple-style-span" style="color: black; font-size: x-small;"&gt;&lt;img border="0" src="http://upload.wikimedia.org/wikipedia/commons/thumb/c/c4/Kondratieff_Wave.svg/400px-Kondratieff_Wave.svg.png" /&gt;&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: x-small;"&gt;The six Kondratieff Cycles &lt;br /&gt;
we should have&amp;nbsp;witnessed in the past century&lt;/span&gt;&lt;br /&gt;
&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;a href="http://www.marketoracle.co.uk/images/2009/June/us-economy-4_image010.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" src="http://www.marketoracle.co.uk/images/2009/June/us-economy-4_image010.jpg" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator" style="clear: both; text-align: center;"&gt;Kondratieff Cycles - hard to spot: remember, they are sixty year periods. It just doesn't fit&lt;/div&gt;&lt;span class="Apple-style-span" style="font-size: x-small;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;div&gt;Ok, If this is convincing, why the Kondratieff spreads like a virus?&lt;/div&gt;&lt;div&gt;&lt;ol&gt;&lt;li&gt;A regular cycle of boom and bust is a persuasive idea.&lt;/li&gt;
&lt;li&gt;We are&amp;nbsp;acquainted&amp;nbsp;with the notion of "epoch" and Kondratieff is a visual representation of the "epoch". Therefore by analogy we understand the concept, it is sound. But conclusions drawn from analogy are not waterproof logical operations. They are merely hints. &amp;nbsp;&lt;/li&gt;
&lt;li&gt;The host of the meme has the opportunity to show technical skills (it looks kind of scientific) and demonstrate deeper insight into long term mechanics of human condition. What an opportunity for the host.&lt;/li&gt;
&lt;li&gt;The&amp;nbsp;witnesses&amp;nbsp;of the meme have the succumb to 1 and&lt;span&gt;&lt;/span&gt;&lt;span&gt;&lt;/span&gt; 2 and humans are such pattern addicts, they can not resist the temptation to see a regularity.&lt;/li&gt;
&lt;/ol&gt;We need to implant a new meme that represents the truth:&lt;br /&gt;
&lt;div style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="background-color: yellow; font-family: Verdana, sans-serif;"&gt;&lt;span class="Apple-style-span"&gt;Kontradieff is bogus, they want to fool you with business esoterics&lt;/span&gt;.&lt;/span&gt;&lt;/div&gt;I have hope for this brand new meme, humans are ashamed of being tricked.&amp;nbsp;&lt;/div&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-8326208173940656859?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/z69jdejUbRs" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/8326208173940656859/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=8326208173940656859" title="2 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8326208173940656859?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8326208173940656859?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/z69jdejUbRs/kondratjev-epedemy.html" title="The Kondratjev Epedemy" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>2</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/05/kondratjev-epedemy.html</feedburner:origLink></entry><entry gd:etag="W/&quot;A0cMSHs9eip7ImA9WhZWFEk.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-7601629551911627204</id><published>2011-05-15T10:44:00.000+02:00</published><updated>2011-05-15T10:44:49.562+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-05-15T10:44:49.562+02:00</app:edited><title>How to decide when more than one criteria is important: ELECTRE</title><content type="html">The French School of decision making has a short answer: Apply an ELECTRE algorithm.&lt;br /&gt;
Howto:&lt;br /&gt;
&lt;br /&gt;
&lt;ol&gt;&lt;li&gt;Decide what to compare, e.g. products, actions&lt;/li&gt;
&lt;li&gt;Define criteria and their scales, importance and veto tresholds (I'd rather die, than choosing a hotel without Internet connection)&lt;/li&gt;
&lt;li&gt;Measure them&lt;/li&gt;
&lt;li&gt;Construct outranking relations, in the style of &amp;nbsp;&lt;i&gt;a better b if. &lt;/i&gt;These are called &lt;i&gt;Recommandations.&lt;/i&gt;&lt;/li&gt;
&lt;li&gt;Devise an exploitation procedure that uses the Recommandations to e.g. rank the products.&lt;/li&gt;
&lt;/ol&gt;Sounds promising, after a day of research I must give up because the material found on internet is hard to grasp. But the americans, much more elegalitarian when offering ideas, are doing good job with Analytical Hierarchical Process. Subject under investigation and my next post.&lt;ol&gt;&lt;/ol&gt;&lt;div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-7601629551911627204?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/Mqr8os1bbWM" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/7601629551911627204/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=7601629551911627204" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7601629551911627204?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7601629551911627204?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/Mqr8os1bbWM/how-to-decide-when-more-than-one.html" title="How to decide when more than one criteria is important: ELECTRE" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/05/how-to-decide-when-more-than-one.html</feedburner:origLink></entry><entry gd:etag="W/&quot;CkIERn09cCp7ImA9WhZRGE8.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-7092218780883695109</id><published>2011-04-14T23:16:00.001+02:00</published><updated>2011-04-15T00:35:07.368+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-04-15T00:35:07.368+02:00</app:edited><title>Expert Bias and Making a Screencast 'better'</title><content type="html">I've updated the &lt;a href="https://sites.google.com/site/effortprediction/"&gt;screencast tutorial for EPR&lt;/a&gt;.&amp;nbsp;Even if I augmented the quality of the recording, I have the bad feeling that I've complicated the explaination. Dan and Chip Heaths "Made to Stick" argues that experts fail to teach, because they focus too much on 'important' details. So eventually I have to do it again.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-7092218780883695109?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/WiyONJZuKnI" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/7092218780883695109/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=7092218780883695109" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7092218780883695109?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7092218780883695109?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/WiyONJZuKnI/expert-bias-and-making-screencast.html" title="Expert Bias and Making a Screencast 'better'" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/04/expert-bias-and-making-screencast.html</feedburner:origLink></entry><entry gd:etag="W/&quot;C0AAR3s5eCp7ImA9WhZRGEU.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-3507610576549351284</id><published>2011-04-10T14:46:00.011+02:00</published><updated>2011-04-15T17:35:46.520+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-04-15T17:35:46.520+02:00</app:edited><title>How to Solve It! A book review</title><content type="html">&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;/div&gt;&lt;div class="" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;a href="http://www.produkt-suchmaschine.com/images/products/101_/how-to-solve-it-id4385092.jpg" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"&gt;&lt;img border="0" height="200" src="http://www.produkt-suchmaschine.com/images/products/101_/how-to-solve-it-id4385092.jpg" width="128" /&gt;&lt;/a&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;"Schule des Denkens" &amp;nbsp;means &lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;school of thought&lt;/span&gt;&lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;. The title of the original manuscript reveals the motivation for this book: &lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;to teach bette&lt;/span&gt;&lt;/i&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;r&lt;/span&gt;&lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;. &lt;a href="http://en.wikipedia.org/wiki/George_P%C3%B3lya"&gt;George Polya&lt;/a&gt; wrote it as a guide on how to lecture mathematics. But only the&amp;nbsp;publicized&amp;nbsp;edition, after Polya's migration to the United States, tells in plain English why its relevant for a broader audience: &lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;How to Solve It&lt;/span&gt;&lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;.&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;I am not a teacher, the didactic musings of a lecturer would produce noth&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;ing more than a spark of curiosity in me. But "How to Solve It" describes a general procedure for problem solving. This freaks me out!&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;Polya hides this endeavor in&amp;nbsp;favor&amp;nbsp;of the didactic justification, and only later in this book he will reveal that it is about a &lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;Modern Heuristic,&lt;/span&gt;&lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt; to &lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;"understand the process of solving problems, especially the mental operations typically useful in this process"&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt; [p. 129].&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;The book is divided into four parts, I will discuss them briefly:&lt;/span&gt;&lt;/div&gt;&lt;div class="" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Georgia, 'Times New Roman', serif; font-size: large;"&gt;Part I: In the Classroom&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;This 32 pages are all you need to grasp his algorithm of problem solving. Good ideas are simple and the procedure proposed is not counterintuitive. You could&amp;nbsp;easily come a similiar conclusion by your own:&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;What is the first step of problem solving?&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;(1)&amp;nbsp;&lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;Understanding the problem.&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/i&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;&lt;i&gt;&lt;/i&gt;What is the next step?&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;(2)&amp;nbsp;&lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;Devise a plan.&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/i&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;&lt;i&gt;&lt;/i&gt;Then?&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;(3)&amp;nbsp;&lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;Execute the plan.&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/i&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;And finally&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;(4)&amp;nbsp;&lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;Look back&lt;/span&gt;&lt;/i&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;Mightily impressed? Then you are a lobotomized&amp;nbsp;PowerPoint&amp;nbsp;disciple! But follow Polya in a&amp;nbsp;Socratic&amp;nbsp;dialog with the classroom and look into the train of thoughts of an educated problem solver. There are many subtilities to discover.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;By reading this chapter, more than once I had moments of &lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;Heureka!&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;,&amp;nbsp;&lt;/span&gt;&lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;when Polya guides you to ask the so called&amp;nbsp;&lt;/span&gt;&lt;i style="font-family: Verdana, sans-serif;"&gt;right questions &lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;and instructs you how to take a different point of view of the problem.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Georgia, 'Times New Roman', serif; font-size: large;"&gt;Part II: How to Solve it - a Dialog&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;The second part&amp;nbsp;compresses the problem solving procedure, the&amp;nbsp;&lt;/span&gt;&lt;i&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;ars inveniendi&lt;/span&gt;&lt;/i&gt;&lt;i style="font-family: Verdana, sans-serif;"&gt;,&lt;/i&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt; in a summary of two pages. I did not gain from this, but it might be helpful as a short rehearsal when time passes by.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Georgia, 'Times New Roman', serif; font-size: large;"&gt;Part III: Dictionary of Heuristic&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;This is&amp;nbsp;a 200 pages collection of &lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Times, 'Times New Roman', serif;"&gt;&lt;i&gt;heuristics&lt;/i&gt;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt; to use as a pattern language for problem solving. The autor advices to take your time read this piece by piece when you are struggling with problems. Which I do.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Georgia, 'Times New Roman', serif; font-size: large;"&gt;Part IV: Problems, Hints, Solutions&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;These 8 pages are filled with&amp;nbsp;exercises and smart hints how to approach the individual problems.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Georgia, 'Times New Roman', serif; font-size: large;"&gt;Conclusions&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;Polya opens your mind for solutions. I will tackle future hard problems only with Polya's algorithm and benefit from the careful order he imposes to the confused mind.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;Albeit written for teaching mathematics, I suspect that Polyas work is useful not only for quantitativ problem solving, but for qualitative problems too. Here, I have no proof and only the application of it will tell.&amp;nbsp;&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;The book is easy to read, and you might master the first fundamental part "In the Classroom" in 3-5 hours. It is also a really cheap book, 13-something Euros, and if you are a problem solver you will need and enjoy it.&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em; text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: Verdana, sans-serif;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-3507610576549351284?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/Zx1j7qEsfX8" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/3507610576549351284/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=3507610576549351284" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3507610576549351284?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3507610576549351284?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/Zx1j7qEsfX8/how-to-solve-it-book-review.html" title="How to Solve It! A book review" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/04/how-to-solve-it-book-review.html</feedburner:origLink></entry><entry gd:etag="W/&quot;CUANQnw6eSp7ImA9WhZSFk0.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-7732153824868667917</id><published>2011-03-31T10:10:00.002+02:00</published><updated>2011-03-31T22:36:33.211+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-03-31T22:36:33.211+02:00</app:edited><title>Butter in Bangladesh as a S&amp;P 500 predictor</title><content type="html">&lt;a href="http://nerdsonwallstreet.typepad.com/my_weblog/files/dataminejune_2000.pdf"&gt;http://nerdsonwallstreet.typepad.com/my_weblog/files/dataminejune_2000.pdf&lt;/a&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-7732153824868667917?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/3MWEGYGvScA" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/7732153824868667917/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=7732153824868667917" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7732153824868667917?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7732153824868667917?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/3MWEGYGvScA/butter-in-banglades-as-s-500-predictor.html" title="Butter in Bangladesh as a S&amp;P 500 predictor" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/03/butter-in-banglades-as-s-500-predictor.html</feedburner:origLink></entry><entry gd:etag="W/&quot;C0cBSXw_cCp7ImA9WhZSFUw.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-380975119920871184</id><published>2011-03-30T14:28:00.002+02:00</published><updated>2011-03-30T20:50:58.248+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-03-30T20:50:58.248+02:00</app:edited><title>Fully Automated Prediction with Random Forests</title><content type="html">&lt;blockquote&gt;&lt;span class="Apple-style-span" style="color: #333333; font-family: Arial, sans-serif; font-size: 16px; line-height: 18px;"&gt;Put the input vector down each of the trees in the forest. Each tree gives a classification, and we say the tree "votes" for that class. The forest chooses the classification having the most votes (over all the trees in the forest).&lt;/span&gt;&lt;/blockquote&gt;Basically Random Forests automatically generate many decision trees with mostly weak predictive goodness, and gain high predictive power by averaging them out. The algo can be sketched like this:&lt;br /&gt;
&lt;ol&gt;&lt;li&gt;randomly sample variables and predictors, repeat:&lt;/li&gt;
&lt;ol&gt;&lt;li&gt;identifying a predictor&lt;/li&gt;
&lt;li&gt;repeat down the tree&lt;/li&gt;
&lt;ol&gt;&lt;li&gt;seeking the most correlated variable&lt;/li&gt;
&lt;li&gt;make a binary decision out of it&lt;/li&gt;
&lt;/ol&gt;&lt;/ol&gt;&lt;li&gt;combine all predictions and average them out, voila!&lt;/li&gt;
&lt;/ol&gt;&lt;br /&gt;
&lt;i&gt;Result: high predictive goodness sans&amp;nbsp;parameters!&lt;/i&gt;&lt;br /&gt;
&lt;br /&gt;
&lt;a href="http://stat-www.berkeley.edu/users/breiman/RandomForests/"&gt;http://stat-www.berkeley.edu/users/breiman/RandomForests/&lt;/a&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-380975119920871184?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/QZbQQQmRsDo" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/380975119920871184/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=380975119920871184" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/380975119920871184?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/380975119920871184?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/QZbQQQmRsDo/fully-automated-prediction-with-random.html" title="Fully Automated Prediction with Random Forests" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/03/fully-automated-prediction-with-random.html</feedburner:origLink></entry><entry gd:etag="W/&quot;CkUMQng4fip7ImA9WhZTEk4.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-6451207245911883045</id><published>2011-03-15T18:03:00.009+01:00</published><updated>2011-03-16T00:04:43.636+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-03-16T00:04:43.636+01:00</app:edited><title>Switching of the Nuclear Powerplants in Germany now?</title><content type="html">Today&amp;nbsp;chancellor&amp;nbsp;Merkel&amp;nbsp;announced&amp;nbsp;to switch of &amp;nbsp;7 nuclear power plants as a consequence of the&lt;a href="http://www.google.com/search?q=fukushima&amp;amp;hl=en&amp;amp;prmd=ivnsum&amp;amp;source=univ&amp;amp;tbs=nws:1&amp;amp;tbo=u&amp;amp;sa=X&amp;amp;ei=4Zx_Tab0O4jHsgaki-n8Bg&amp;amp;ved=0CDgQqAI"&gt; fukushima&amp;nbsp;catastrophe&lt;/a&gt;.&lt;br /&gt;
The decision means cutting &lt;a href="http://www.wolframalpha.com/input/?i=average+german+power+consumption%2F%28+890+MegaWatt+*+7%29"&gt;10%&lt;/a&gt; to &lt;a href="http://www.wolframalpha.com/input/?i=average+german+power+consumption%2F%28+1288+MegaWatt+*+7%29"&gt;15%&lt;/a&gt; of Germanys power consumption, using the&lt;i&gt; net power production median of the weakest nuclear powerplants&lt;/i&gt; (890 MW) and the&lt;i&gt; median of the&amp;nbsp;overall&amp;nbsp;powerplants&lt;/i&gt; (1288 MW)&lt;br /&gt;
&lt;br /&gt;
&lt;b&gt;Update: they named the plants in question&lt;/b&gt;&lt;br /&gt;
&lt;b&gt;&lt;br /&gt;
&lt;/b&gt;&lt;br /&gt;
&lt;a href="http://de.wikipedia.org/wiki/Liste_der_Kernreaktoren_in_Deutschland"&gt;de.wikipedia.org/wiki/Liste_der_Kernreaktoren_in_Deutschland&lt;/a&gt;&lt;br /&gt;
&lt;table class="wikitable sortable" id="sortable_table_id_0" style="background-attachment: initial; background-clip: initial; background-color: #f9f9f9; background-image: initial; background-origin: initial; border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-collapse: collapse; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; color: black; font-family: sans-serif; font-size: 13px; line-height: 19px; margin-bottom: 1em; margin-left: 0px; margin-right: 1em; margin-top: 1em;"&gt;&lt;tbody&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Unterweser" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Unterweser"&gt;Unterweser&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;KKU&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Lower_Saxony.svg&amp;amp;filetimestamp=20100710231729" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="NI"&gt;&lt;img alt="NI" class="thumbborder" height="13" src="http://upload.wikimedia.org/wikipedia/commons/thumb/8/81/Flag_of_Lower_Saxony.svg/20px-Flag_of_Lower_Saxony.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Niedersachsen" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Niedersachsen"&gt;NI&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;E.ON&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;1.410&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;1.345&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;table class="wikitable sortable" id="sortable_table_id_0" style="background-attachment: initial; background-clip: initial; background-color: #f9f9f9; background-image: initial; background-origin: initial; border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-collapse: collapse; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; color: black; font-family: sans-serif; font-size: 13px; line-height: 19px; margin-bottom: 1em; margin-left: 0px; margin-right: 1em; margin-top: 1em;"&gt;&lt;tbody&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Biblis" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Biblis"&gt;Biblis&lt;/a&gt;&amp;nbsp;B&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;KWB B&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Hesse.svg&amp;amp;filetimestamp=20070729114311" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="HE"&gt;&lt;img alt="HE" class="thumbborder" height="12" src="http://upload.wikimedia.org/wikipedia/commons/thumb/f/f7/Flag_of_Hesse.svg/20px-Flag_of_Hesse.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Hessen" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Hessen"&gt;HE&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;RWE&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;1.300&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;1.240&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Biblis" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Biblis"&gt;Biblis&lt;/a&gt;&amp;nbsp;A&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;KWB A&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Hesse.svg&amp;amp;filetimestamp=20070729114311" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="HE"&gt;&lt;img alt="HE" class="thumbborder" height="12" src="http://upload.wikimedia.org/wikipedia/commons/thumb/f/f7/Flag_of_Hesse.svg/20px-Flag_of_Hesse.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Hessen" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Hessen"&gt;HE&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;RWE&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;1.225&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;1.167&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Philippsburg" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Philippsburg"&gt;Philippsburg&lt;/a&gt;&amp;nbsp;1&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;KKP 1&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Baden-W%C3%BCrttemberg.svg&amp;amp;filetimestamp=20070729113830" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="BW"&gt;&lt;img alt="BW" class="thumbborder" height="12" src="http://upload.wikimedia.org/wikipedia/commons/thumb/5/5c/Flag_of_Baden-W%C3%BCrttemberg.svg/20px-Flag_of_Baden-W%C3%BCrttemberg.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Baden-W%C3%BCrttemberg" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Baden-Württemberg"&gt;BW&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;EnBW&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;926&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;890&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Isar" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Isar"&gt;Isar/Ohu&lt;/a&gt;&amp;nbsp;1&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;KKI 1&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Bavaria_(lozengy).svg&amp;amp;filetimestamp=20080511230206" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="BY"&gt;&lt;img alt="BY" class="thumbborder" height="12" src="http://upload.wikimedia.org/wikipedia/commons/thumb/2/20/Flag_of_Bavaria_%28lozengy%29.svg/20px-Flag_of_Bavaria_%28lozengy%29.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Bayern" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Bayern"&gt;BY&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;E.ON&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;912&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;878&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Neckarwestheim" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Neckarwestheim"&gt;Neckarwestheim&lt;/a&gt;&amp;nbsp;1&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;GKN 1&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Baden-W%C3%BCrttemberg.svg&amp;amp;filetimestamp=20070729113830" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="BW"&gt;&lt;img alt="BW" class="thumbborder" height="12" src="http://upload.wikimedia.org/wikipedia/commons/thumb/5/5c/Flag_of_Baden-W%C3%BCrttemberg.svg/20px-Flag_of_Baden-W%C3%BCrttemberg.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Baden-W%C3%BCrttemberg" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Baden-Württemberg"&gt;BW&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;EnBW&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;840&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;785&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;tr class="hintergrundfarbe8" style="background-attachment: initial; background-clip: initial; background-color: #ffebad; background-image: initial; background-origin: initial; background-position: initial initial; background-repeat: initial initial;"&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a href="http://de.wikipedia.org/wiki/Kernkraftwerk_Brunsb%C3%BCttel" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Kernkraftwerk Brunsbüttel"&gt;Brunsbüttel&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;KKB&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;a class="image" href="http://de.wikipedia.org/w/index.php?title=Datei:Flag_of_Schleswig-Holstein.svg&amp;amp;filetimestamp=20060914231702" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="SH"&gt;&lt;img alt="SH" class="thumbborder" height="12" src="http://upload.wikimedia.org/wikipedia/commons/thumb/b/b4/Flag_of_Schleswig-Holstein.svg/20px-Flag_of_Schleswig-Holstein.svg.png" style="border-bottom-color: rgb(221, 221, 221); border-bottom-style: solid; border-bottom-width: 1px; border-color: initial; border-left-color: rgb(221, 221, 221); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(221, 221, 221); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(221, 221, 221); border-top-style: solid; border-top-width: 1px; border-width: initial; vertical-align: middle;" width="20" /&gt;&lt;/a&gt;&amp;nbsp;&lt;a href="http://de.wikipedia.org/wiki/Schleswig-Holstein" style="background-attachment: initial; background-clip: initial; background-color: initial; background-image: none; background-origin: initial; background-position: initial initial; background-repeat: initial initial; color: #0645ad; text-decoration: none;" title="Schleswig-Holstein"&gt;SH&lt;/a&gt;&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;Vattenfall&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;806&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;771&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;td align="right" style="border-bottom-color: rgb(170, 170, 170); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(170, 170, 170); border-left-style: solid; border-left-width: 1px; border-right-color: rgb(170, 170, 170); border-right-style: solid; border-right-width: 1px; border-top-color: rgb(170, 170, 170); border-top-style: solid; border-top-width: 1px; padding-bottom: 0.2em; padding-left: 0.2em; padding-right: 0.2em; padding-top: 0.2em;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;
These have a net power of 771+785+878+890+1167+1240+1345=&amp;nbsp;7076 MW or &lt;a href="http://www.wolframalpha.com/input/?i=average+german+power+consumption%2F%28+7076MW%29"&gt;11.3% of annual consumption&lt;/a&gt;.&lt;br /&gt;
&lt;br /&gt;
Update: the last &lt;a href="http://de.wikipedia.org/wiki/Energiemarkt#Entwicklung_der_Stromhandelsbilanz"&gt;data on power trade balance&lt;/a&gt;&amp;nbsp;shows a surplus of 22 TWh&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-6451207245911883045?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/gPsb963XqR0" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/6451207245911883045/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=6451207245911883045" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6451207245911883045?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6451207245911883045?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/gPsb963XqR0/switching-of-nuclear-powerplants-in.html" title="Switching of the Nuclear Powerplants in Germany now?" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/03/switching-of-nuclear-powerplants-in.html</feedburner:origLink></entry><entry gd:etag="W/&quot;DUQFR3czfSp7ImA9WhZSGUg.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-3657398553664359754</id><published>2011-03-14T21:54:00.008+01:00</published><updated>2011-04-05T00:48:36.985+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-04-05T00:48:36.985+02:00</app:edited><title>Hot Bozen</title><content type="html">&lt;div style="text-align: center;"&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;
&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;div style="text-align: left;"&gt;Since I study time series analysis, here a little exercise with &lt;a href="http://goo.gl/UCJuZ"&gt;data &lt;/a&gt;from H&lt;a href="http://www.provinz.bz.it/hydro/index_d.asp"&gt;ydrographisches Amt&lt;/a&gt;&amp;nbsp;South Tyrol:&lt;/div&gt;&lt;a href="https://lh3.googleusercontent.com/-mCQLlHc97Cg/TX5_jo1m_kI/AAAAAAAAAfM/t2gavaTjiws/s1600/bozen-temperature-trend.jpeg" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="228" src="https://lh3.googleusercontent.com/-mCQLlHc97Cg/TX5_jo1m_kI/AAAAAAAAAfM/t2gavaTjiws/s400/bozen-temperature-trend.jpeg" width="400" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;b&gt;&lt;i&gt;Its getting hotter:&lt;/i&gt;&lt;/b&gt;&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-size: small;"&gt;decomposing mean temperature in Bozen 1981-2010,&amp;nbsp;&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-size: small;"&gt;the &lt;b&gt;observed &lt;/b&gt;data is splitted into a &lt;b&gt;seasonal &lt;/b&gt;component and a &lt;b&gt;level&lt;/b&gt;&lt;/span&gt;&lt;br /&gt;
&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;The code for &lt;a href="http://www.r-project.org/"&gt;R&lt;/a&gt;:&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;bz&amp;lt;-read.csv("data/bozen.csv.txt", header=FALSE)&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;bz&amp;lt;-ts(bz[,1], start=c(1981,1), frequency = 12)&lt;/span&gt;&lt;/div&gt;&lt;div style="text-align: left;"&gt;&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;plot(decompose(bz))&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;&lt;/span&gt;&lt;br /&gt;
&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="font-family: 'Times New Roman'; margin-bottom: 0.5em; margin-left: auto; margin-right: auto; padding-bottom: 6px; padding-left: 6px; padding-right: 6px; padding-top: 6px; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;br /&gt;
&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-bottom: 0.5em; margin-left: auto; margin-right: auto; padding-bottom: 6px; padding-left: 6px; padding-right: 6px; padding-top: 6px; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://1.bp.blogspot.com/-zMDRGUPI5DY/TZpKLUoUo3I/AAAAAAAAAf0/s57GJaGTy4s/s1600/trend.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" height="320" src="http://1.bp.blogspot.com/-zMDRGUPI5DY/TZpKLUoUo3I/AAAAAAAAAf0/s57GJaGTy4s/s320/trend.png" width="320" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="font-size: 13px; padding-top: 4px; text-align: center;"&gt;&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="padding-top: 4px; text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;+2°C&amp;nbsp;is the mean temperature increase since 1971&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;
&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: 'Courier New', Courier, monospace; font-size: small;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-3657398553664359754?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/E8yi6NwkCh4" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/3657398553664359754/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=3657398553664359754" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3657398553664359754?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3657398553664359754?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/E8yi6NwkCh4/hot-bozen.html" title="Hot Bozen" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://lh3.googleusercontent.com/-mCQLlHc97Cg/TX5_jo1m_kI/AAAAAAAAAfM/t2gavaTjiws/s72-c/bozen-temperature-trend.jpeg" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/03/hot-bozen.html</feedburner:origLink></entry><entry gd:etag="W/&quot;AkUCRns4eCp7ImA9Wx9aFkg.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-3592768294404103682</id><published>2011-03-09T09:11:00.000+01:00</published><updated>2011-03-09T09:11:07.530+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-03-09T09:11:07.530+01:00</app:edited><title>R-Quote of the Day</title><content type="html">&lt;blockquote&gt;&lt;span class="Apple-style-span" style="color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, default; font-size: 13px; line-height: 17px;"&gt;"It is not meant to be the big data distributed crunching engine;&lt;/span&gt;&lt;span class="Apple-style-span" style="color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, default; font-size: 13px; line-height: 17px;"&gt;&amp;nbsp;it is more like the intellectual's answer to Excel." &amp;nbsp;-&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, default; font-size: x-small; line-height: 17px;"&gt;&lt;a href="http://www.quora.com/Why-isnt-there-a-better-version-of-R#ans431614"&gt;such a post&lt;/a&gt;, and the day begins with a smile.&lt;/span&gt;&lt;/blockquote&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-3592768294404103682?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/Km4PKN2BfEE" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/3592768294404103682/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=3592768294404103682" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3592768294404103682?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/3592768294404103682?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/Km4PKN2BfEE/r-quote-of-day.html" title="R-Quote of the Day" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/03/r-quote-of-day.html</feedburner:origLink></entry><entry gd:etag="W/&quot;DUAASX46eCp7ImA9Wx9bGEQ.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-7938146334350834228</id><published>2011-02-26T14:32:00.009+01:00</published><updated>2011-02-28T13:55:48.010+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-02-28T13:55:48.010+01:00</app:edited><title>Presenting EPR at Methodcamp Lugano</title><content type="html">&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px;"&gt;&lt;div style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;@&lt;a href="http://www.sketchin.ch/"&gt;http://www.sketchin.ch/&lt;/a&gt;&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;
&lt;/div&gt;&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px;"&gt;&lt;a href="http://www.flickr.com/photos/lucamascaro/5479648923/" title="MethodCamp 18-43-44 von lucamascaro bei Flickr"&gt;&lt;img alt="MethodCamp 18-43-44" height="333" src="http://farm6.static.flickr.com/5177/5479648923_cf5f93316e.jpg" width="500" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px;"&gt;&lt;div style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-family: Arial, Helvetica, sans-serif; font-size: large;"&gt;showing off&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px;"&gt;&lt;a href="http://www.flickr.com/photos/lucamascaro/5479653523/" title="MethodCamp 19-07-24 von lucamascaro bei Flickr"&gt;&lt;img alt="MethodCamp 19-07-24" height="333" src="http://farm6.static.flickr.com/5213/5479653523_7fc5f0b82b.jpg" width="500" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div style="margin-bottom: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px;"&gt;&lt;div style="text-align: center;"&gt;&lt;a href="https://sites.google.com/site/effortprediction"&gt;&lt;span class="Apple-style-span" style="font-size: large;"&gt;https://sites.google.com/site/effortprediction&lt;/span&gt;&lt;/a&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-7938146334350834228?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/O7lXsCNNEgg" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/7938146334350834228/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=7938146334350834228" title="2 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7938146334350834228?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/7938146334350834228?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/O7lXsCNNEgg/presenting-epr-at-methodcamp-lugano.html" title="Presenting EPR at Methodcamp Lugano" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://farm6.static.flickr.com/5177/5479648923_cf5f93316e_t.jpg" height="72" width="72" /><thr:total>2</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/02/presenting-epr-at-methodcamp-lugano.html</feedburner:origLink></entry><entry gd:etag="W/&quot;CEENQns_cCp7ImA9Wx9UGEQ.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-8003814646787412615</id><published>2011-02-16T22:44:00.000+01:00</published><updated>2011-02-16T22:44:53.548+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-02-16T22:44:53.548+01:00</app:edited><title>Rationality Hurts</title><content type="html">This piece of critical thinking sums up perfectly my experience leaving the spiritual forcefield of dogma. &lt;br /&gt;
&lt;br /&gt;
http://www.edge.org/3rd_culture/haidt11/haidt11_index.html&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-8003814646787412615?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/rP-5PK2tAKk" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/8003814646787412615/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=8003814646787412615" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8003814646787412615?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8003814646787412615?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/rP-5PK2tAKk/rationality-hurts.html" title="Rationality Hurts" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/02/rationality-hurts.html</feedburner:origLink></entry><entry gd:etag="W/&quot;DkMHRngycCp7ImA9Wx9aEEg.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-6452975726593926682</id><published>2011-02-13T17:07:00.053+01:00</published><updated>2011-03-02T09:27:17.698+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-03-02T09:27:17.698+01:00</app:edited><title>How to estimate the effort of any project (Beta)</title><content type="html">&lt;span class="Apple-style-span" style="font-size: large;"&gt;Effort Prediction Reports are now available here:&amp;nbsp;&lt;/span&gt;&lt;a href="http://sites.google.com/site/effortprediction/"&gt;http://sites.google.com/site/effortprediction/&lt;/a&gt;&lt;br /&gt;
&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;a href="http://farm6.static.flickr.com/5213/5479653523_7fc5f0b82b.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"&gt;&lt;img border="0" height="213" src="http://farm6.static.flickr.com/5213/5479653523_7fc5f0b82b.jpg" width="320" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-6452975726593926682?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/htyt30NLYlM" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/6452975726593926682/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=6452975726593926682" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6452975726593926682?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6452975726593926682?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/htyt30NLYlM/how-to-estimate-effort-of-any-project.html" title="How to estimate the effort of any project (Beta)" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://farm6.static.flickr.com/5213/5479653523_7fc5f0b82b_t.jpg" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/02/how-to-estimate-effort-of-any-project.html</feedburner:origLink></entry><entry gd:etag="W/&quot;D0MMSH4ycCp7ImA9Wx9UEUs.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-8368924606686130994</id><published>2011-02-08T12:44:00.002+01:00</published><updated>2011-02-08T12:44:49.098+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-02-08T12:44:49.098+01:00</app:edited><title>Whats Gonna Kill You?</title><content type="html">Two remarks&lt;br /&gt;
&lt;ul&gt;&lt;li&gt;the artist&amp;nbsp;unfortunately&amp;nbsp;chose&amp;nbsp;&lt;i&gt;smallest is most likely.&lt;/i&gt;&lt;/li&gt;
&lt;li&gt;if you are an European, the odds are much minor for &amp;nbsp;&lt;i&gt;firearm assault,&lt;/i&gt;&amp;nbsp;but &lt;a href="http://www.wolframalpha.com/input/?i=cancer+italy%2C+usa"&gt;cancer rates&lt;/a&gt; might be the same.&lt;/li&gt;
&lt;/ul&gt;&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;a href="http://www.flickr.com/photos/pseudoplacebo/4651625768/" title="Odds of being killed infographic von pseudoplacebo bei Flickr"&gt;&lt;img border="0" height="138" src="http://3.bp.blogspot.com/_411aGq3gFFE/TVErxRxi2LI/AAAAAAAAAe0/pp6wTYfvAlk/s400/kills.png" width="400" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-8368924606686130994?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/8Js9RcIiCpk" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/8368924606686130994/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=8368924606686130994" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8368924606686130994?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/8368924606686130994?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/8Js9RcIiCpk/whats-gonna-kill-you.html" title="Whats Gonna Kill You?" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://3.bp.blogspot.com/_411aGq3gFFE/TVErxRxi2LI/AAAAAAAAAe0/pp6wTYfvAlk/s72-c/kills.png" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/02/whats-gonna-kill-you.html</feedburner:origLink></entry><entry gd:etag="W/&quot;A0cFRXg7eyp7ImA9Wx9VGUo.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-4272547390840380973</id><published>2011-02-05T23:48:00.010+01:00</published><updated>2011-02-06T08:56:54.603+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-02-06T08:56:54.603+01:00</app:edited><category scheme="http://www.blogger.com/atom/ns#" term="statistics regression" /><title>Predicting your Lunch with an Improper Linear Model</title><content type="html">&lt;i&gt;A friend asked me how the&lt;a href="http://objektorient.blogspot.com/2011/01/improper-linear-models-are-better-than.html"&gt; linear model prediction&lt;/a&gt; works and I want to explain it now with an example.&lt;/i&gt;&lt;br /&gt;
&lt;i&gt;&lt;br /&gt;
&lt;/i&gt;&lt;br /&gt;
&lt;div&gt;Klaus cares about his health and controls his body weight. When he feels heavy he eats salad for lunch. Roland has eaten often lunch with him, since they worked in the same company. Eventually Roland moved to another city. After a year he visits Klaus and has the idea to predict what Klaus will eat, by having a glance at his shape.&lt;/div&gt;&lt;div&gt;Fortunately&amp;nbsp;he recorded past eating behavior of Klaus:&lt;/div&gt;&lt;div&gt;&lt;ol&gt;&lt;li&gt;his &lt;i&gt;estimated &lt;/i&gt;weight in a certain week (estimated by guessing, therefore the model is &lt;i&gt;improper&lt;/i&gt;)&lt;/li&gt;
&lt;li&gt;his frequency of ordering salad at a certain week&lt;/li&gt;
&lt;/ol&gt;With this data he constructs a linear model, and as soon as he sees Klaus, guesses his current weight and calculates the probability that he will eat salad with &lt;a href="https://spreadsheets.google.com/ccc?key=0AuJFFXVdZ_QpdHlZemE2dVJfM2s1V2pOM0Y4RTdPYnc&amp;amp;hl=de&amp;amp;authkey=CLudzb8L"&gt;the spreadsheet model&lt;/a&gt;.&lt;br /&gt;
&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;/div&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://3.bp.blogspot.com/_411aGq3gFFE/TU3oe_PfBpI/AAAAAAAAAew/fN1wvKJP-24/s1600/diagramm1+%25281%2529.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" src="http://3.bp.blogspot.com/_411aGq3gFFE/TU3oe_PfBpI/AAAAAAAAAew/fN1wvKJP-24/s1600/diagramm1+%25281%2529.png" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;&lt;span class="Apple-style-span" style="font-size: small;"&gt;The model is&lt;i&gt;&amp;nbsp;y = 0.0048842 x + 0.1751 &lt;/i&gt;&lt;br /&gt;
and for &lt;i&gt;y = 50%&lt;/i&gt; (deciding for salat is equaly good as for meat)&lt;br /&gt;
we have&lt;a href="http://www.wolframalpha.com/input/?i=y+%3D+0.0048842+x+%2B+0.1751,+y%3D0.5"&gt; x = ~67 kg&lt;/a&gt;. If Klaus weights more than 67 kg, Roland will predict "salad".&lt;br /&gt;
&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;Now lets say Roland believes Klaus weights now 86 kg, then&lt;a href="http://www.wolframalpha.com/input/?i=y+%3D+0.0048842+x+%2B+0.1751,+x%3D86"&gt; a quick calculation tells him that the probability for salad is ~60%&lt;/a&gt;. But if he believes Klaus weights only 56 kg then &lt;a href="http://www.wolframalpha.com/input/?i=y+%3D+0.0048842+x+%2B+0.1751,+y%3D0.45"&gt;the probability for salad drops to 45%&lt;/a&gt;.&lt;br /&gt;
&lt;a href="http://objektorient.blogspot.com/2011/01/improper-linear-models-are-better-than.html"&gt;The paper&lt;/a&gt; claims that if you don't have the formula&amp;nbsp;&lt;i&gt;y = 0.0048842 x + 0.1751 &lt;/i&gt;and predict only by intuition, you would doing worse than with the model. &lt;i&gt;Guessing is worse than the regression formula.&lt;/i&gt;&lt;br /&gt;
&lt;i&gt;&lt;br /&gt;
&lt;/i&gt;&lt;br /&gt;
&lt;i&gt;N.B.: The most important parameter is a=&lt;/i&gt;&lt;i&gt;0.0048842, it tells how strong the&amp;nbsp;relationship&amp;nbsp;between x and y is. With a=1 for every increase in x, y increases the same amount. a=&lt;/i&gt;&lt;i&gt;0.0048842 tells that there is a much weaker relationship between x, y, a weak "correlation".&lt;/i&gt;&lt;br /&gt;
&lt;i&gt;&lt;br /&gt;
&lt;/i&gt;&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-4272547390840380973?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/5SELuqexXWA" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/4272547390840380973/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=4272547390840380973" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/4272547390840380973?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/4272547390840380973?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/5SELuqexXWA/predicting-your-lunch-with-improper.html" title="Predicting your Lunch with an Improper Linear Model" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://3.bp.blogspot.com/_411aGq3gFFE/TU3oe_PfBpI/AAAAAAAAAew/fN1wvKJP-24/s72-c/diagramm1+%25281%2529.png" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/02/predicting-your-lunch-with-improper.html</feedburner:origLink></entry><entry gd:etag="W/&quot;CkcGR3Y4eyp7ImA9Wx9VGEg.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-6640548315526850641</id><published>2011-02-04T21:07:00.000+01:00</published><updated>2011-02-04T21:07:06.833+01:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-02-04T21:07:06.833+01:00</app:edited><title>You can't see the dust if you don't move the couch</title><content type="html">&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;img border="0" height="400" src="http://g-ecx.images-amazon.com/images/G/01/ciu/74/ba/4f05c0a398a003918eaea110.L._SL500_AA300_.jpg" style="margin-left: auto; margin-right: auto;" width="400" /&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;Highly recommended to the readers&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;br /&gt;
&lt;a href="http://www.amazon.com/Statistics-Principled-Argument-Robert-Abelson/dp/0805805273/"&gt;http://www.amazon.com/Statistics-Principled-Argument-Robert-Abelson/dp/0805805273/&lt;/a&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-6640548315526850641?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/Fa8rfMLhsog" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/6640548315526850641/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=6640548315526850641" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6640548315526850641?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/6640548315526850641?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/Fa8rfMLhsog/you-cant-see-dust-if-you-dont-move.html" title="You can't see the dust if you don't move the couch" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/02/you-cant-see-dust-if-you-dont-move.html</feedburner:origLink></entry><entry gd:etag="W/&quot;C0UHRHk6cCp7ImA9WhZSFUw.&quot;"><id>tag:blogger.com,1999:blog-8236833394680906013.post-5929876612199603240</id><published>2011-01-30T23:58:00.006+01:00</published><updated>2011-03-30T20:53:55.718+02:00</updated><app:edited xmlns:app="http://www.w3.org/2007/app">2011-03-30T20:53:55.718+02:00</app:edited><category scheme="http://www.blogger.com/atom/ns#" term="bayesian-networks" /><category scheme="http://www.blogger.com/atom/ns#" term="game-theory" /><title>Why the Pope Hates the Condom</title><content type="html">&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;/span&gt;&lt;br /&gt;
&lt;blockquote&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;„Nun sag, wie hast du’s mit der Religion? Du bist ein herzlich guter Mann, allein ich glaub, du hältst nicht viel davon.“&lt;/span&gt;–&amp;nbsp;&lt;span class="Person"&gt;Gretchen,&amp;nbsp;&lt;/span&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;&lt;i&gt;Faust: The First Part of the Tragedy&lt;/i&gt;&lt;/span&gt;&lt;/span&gt;&lt;/blockquote&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;In J. W. von Goethe's &lt;i&gt;Faust,&lt;/i&gt; innocent Gretchen is seduced by Heinrich Faust, a depressed nihilist scholar in business with the devil.&lt;/span&gt;&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Before she gives in, she asks him&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;a question of vital importance for aroused Gretchen&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;: &lt;i&gt;"Now tell me, how do you take religion?"&lt;/i&gt;.&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;Here is why it matters:&lt;/span&gt;&lt;br /&gt;
&lt;ol&gt;&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;She has a 'significant apriori' probability of getting pregnant during intercourse&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Her benefit if she becomes pregnat has to be&amp;nbsp;differentiated:&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;ol&gt;&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;If Heinrich marries her, she takes the social lift to&amp;nbsp;upper bourgeoisie&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;If Heinrich lets her down. Big big trouble for her: social decline, economic free fall.&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;/ol&gt;&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Her benefit if not getting&amp;nbsp;pregnant: a sweet night with Mr. Right.&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;/ol&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;So pious Gretel makes the famous litmus test known as &lt;i&gt;Gretchenfrage&lt;/i&gt;: "&lt;/span&gt;&lt;/span&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;Now tell me, how do you take religion?"&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;&lt;i&gt;&lt;/i&gt;What can lush Dr. Faust do?&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;ol&gt;&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Consume, hope for the best, and walk away if she is pregnant&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Marry her if she is pregnant.&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Getting a cold shower,&amp;nbsp;immediately!&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;/ol&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Gretchen tries to hedge against 1.) with this question. Now if Faust is not religious and wants to get laid tonight, he has to cheat.&lt;/span&gt;&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;We have modeled a &lt;/span&gt;&lt;i style="line-height: 19px;"&gt;game &lt;/i&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;that can&amp;nbsp;be&amp;nbsp;analyzed&amp;nbsp;with&amp;nbsp;Decision-trees&amp;nbsp;and Bayesian Networks.&amp;nbsp;I made an Influence Diagram with some speculative guesses on the value system of each character&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br /&gt;
&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;/div&gt;&lt;table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td style="text-align: center;"&gt;&lt;a href="http://3.bp.blogspot.com/_411aGq3gFFE/TUW8dU8-4FI/AAAAAAAAAek/CG-u4soCgI8/s1600/gretchenfrage.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"&gt;&lt;img border="0" src="http://3.bp.blogspot.com/_411aGq3gFFE/TUW8dU8-4FI/AAAAAAAAAek/CG-u4soCgI8/s1600/gretchenfrage.jpg" /&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class="tr-caption" style="text-align: center;"&gt;The overall equilibrium of&lt;i&gt; the Gretchen decision problem &lt;/i&gt;(with some bold guesses).&lt;br /&gt;
To maximize total benefit of all actors, Faust should&amp;nbsp;withdraw. But cheating is a priori the best for him.&lt;br /&gt;
&lt;br /&gt;
&lt;/td&gt;&lt;/tr&gt;
&lt;/tbody&gt;&lt;/table&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;You knew it: the story ends in misery and grief.&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif; line-height: 19px;"&gt;The underlying assumption though, is thrilling: &lt;b&gt;with&amp;nbsp;&lt;/b&gt;&lt;i&gt;&lt;b&gt;Gretchenfrage,&lt;/b&gt; &lt;/i&gt;&lt;b&gt;Religion resembles an insurance against the negative consequences of a unwanted pregnancy&lt;/b&gt;. God would punish Faust for his debaucheries, a faithful Faust therefore will not let her down, Gretchen expects.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span style="line-height: 19px;"&gt;Game theory comes into play.&lt;/span&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;&amp;nbsp;&lt;b&gt;Religion acts as a trust&amp;nbsp;warranter to find a equilibrium that allows intercourse.&lt;/b&gt;&amp;nbsp;Without the religious contract of matrimony, no sexy time - to speak with Borat. It minimizes the&amp;nbsp;chance of Gretchen losing.&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;&lt;b&gt;The church as an institution becomes a central role in the mating game. Becoming the guarantor of sex means big power and influence.&lt;/b&gt; But the influence came to be threatened.&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;Reliable contraceptives, developed in the 20th century, wiped away the need for church in order to fuck. Its like the atomic bomb was&amp;nbsp;thrown over Vatican state. &lt;span class="Apple-style-span" style="font-size: large;"&gt;Now, is it sensible that the pope hates the condom or not?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br /&gt;
&lt;span class="Apple-style-span" style="font-family: sans-serif;"&gt;&lt;span class="Apple-style-span" style="line-height: 19px;"&gt;&lt;br /&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;&lt;div class="separator" style="clear: both; text-align: center;"&gt;&lt;a href="http://www.flickr.com/photos/x-ray_delta_one/3813609304/" style="margin-left: 1em; margin-right: 1em;" title="1954 - Miss Atomic Test, Las Vegas von x-ray delta one bei Flickr"&gt;&lt;img alt="1954 - Miss Atomic Test, Las Vegas" height="320" src="http://farm3.static.flickr.com/2430/3813609304_ea6bfd6e1c.jpg" width="231" /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class="separator" style="clear: both; text-align: center;"&gt;Miss Atomic Bomb,&amp;nbsp;&lt;/div&gt;&lt;div class="separator" style="clear: both; text-align: center;"&gt;from the decade when the contraceptive bomb hit the church&lt;/div&gt;&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/8236833394680906013-5929876612199603240?l=objektorient.blogspot.com' alt='' /&gt;&lt;/div&gt;&lt;img src="http://feeds.feedburner.com/~r/ObjektOrient/~4/pzhq8rSbxoQ" height="1" width="1"/&gt;</content><link rel="replies" type="application/atom+xml" href="http://objektorient.blogspot.com/feeds/5929876612199603240/comments/default" title="Post Comments" /><link rel="replies" type="text/html" href="http://www.blogger.com/comment.g?blogID=8236833394680906013&amp;postID=5929876612199603240" title="0 Comments" /><link rel="edit" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/5929876612199603240?v=2" /><link rel="self" type="application/atom+xml" href="http://www.blogger.com/feeds/8236833394680906013/posts/default/5929876612199603240?v=2" /><link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/ObjektOrient/~3/pzhq8rSbxoQ/why-pope-hates-condom.html" title="Why the Pope Hates the Condom" /><author><name>Roland Kofler</name><uri>http://www.blogger.com/profile/08172336091652224920</uri><email>noreply@blogger.com</email><gd:image rel="http://schemas.google.com/g/2005#thumbnail" width="16" height="16" src="http://img2.blogblog.com/img/b16-rounded.gif" /></author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="http://3.bp.blogspot.com/_411aGq3gFFE/TUW8dU8-4FI/AAAAAAAAAek/CG-u4soCgI8/s72-c/gretchenfrage.jpg" height="72" width="72" /><thr:total>0</thr:total><feedburner:origLink>http://objektorient.blogspot.com/2011/01/why-pope-hates-condom.html</feedburner:origLink></entry></feed>

