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	<title>Comments on: The Huge Swing 07-08.  Does that affect the results?</title>
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	<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/</link>
	<description>Where Climate Talk Gets Hot!</description>
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		<title>By: lucia</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-4673</link>
		<dc:creator>lucia</dc:creator>
		<pubDate>Sun, 03 Aug 2008 11:12:28 +0000</pubDate>
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		<description>Bender-- 

When stratospheric volcanos erupt, there are identifyable exogenous perturbations. But, right now, I agree there are no obvious ones (and likely, in reality, there are none.)

I&#039;m perfectly willing to believe that the process is not AR(anything)!  If the system is not stationary in moments higher than the mean I&#039;m not sure any statistical analysis can be done at all. Can it?</description>
		<content:encoded><![CDATA[<p>Bender&#8211; </p>
<p>When stratospheric volcanos erupt, there are identifyable exogenous perturbations. But, right now, I agree there are no obvious ones (and likely, in reality, there are none.)</p>
<p>I&#8217;m perfectly willing to believe that the process is not AR(anything)!  If the system is not stationary in moments higher than the mean I&#8217;m not sure any statistical analysis can be done at all. Can it?</p>
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		<title>By: MarkR</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-4667</link>
		<dc:creator>MarkR</dc:creator>
		<pubDate>Sun, 03 Aug 2008 04:44:35 +0000</pubDate>
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		<description>Bender. Also changes in wind patterns seem to have more effect on local temperature than many would think. Viz SteveM&#039;s posts on the Sheep Mountain Pine Trees and a relationship of ice damage to a change of wind direction, and the recent European Paper on Wind Direction and Lake Sediment.</description>
		<content:encoded><![CDATA[<p>Bender. Also changes in wind patterns seem to have more effect on local temperature than many would think. Viz SteveM&#8217;s posts on the Sheep Mountain Pine Trees and a relationship of ice damage to a change of wind direction, and the recent European Paper on Wind Direction and Lake Sediment.</p>
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		<title>By: bender</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-4658</link>
		<dc:creator>bender</dc:creator>
		<pubDate>Sat, 02 Aug 2008 22:17:49 +0000</pubDate>
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		<description>The issue about the sudden downswing is not its effect on the trend, but on your assumptions about the nature of internal climate variability. Plunges like that are indicative of nonstationary processes that do not conform to any one AR model, let alone an AR(1) or even an AR(5) model. The jumps indicate times when the process lost its low-order autoregressive memory, as extremely high-order behavior or (what I think is less likely) exogenous perturbations kicked in.

Ocean fluid dynamics is a very high order process and Gavin knows it. He has no more clue than I or you do what to do about it.</description>
		<content:encoded><![CDATA[<p>The issue about the sudden downswing is not its effect on the trend, but on your assumptions about the nature of internal climate variability. Plunges like that are indicative of nonstationary processes that do not conform to any one AR model, let alone an AR(1) or even an AR(5) model. The jumps indicate times when the process lost its low-order autoregressive memory, as extremely high-order behavior or (what I think is less likely) exogenous perturbations kicked in.</p>
<p>Ocean fluid dynamics is a very high order process and Gavin knows it. He has no more clue than I or you do what to do about it.</p>
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		<title>By: Boris</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1073</link>
		<dc:creator>Boris</dc:creator>
		<pubDate>Fri, 14 Mar 2008 22:15:15 +0000</pubDate>
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		<description>&lt;blockquote&gt;Brigg’s chart is generated data.&lt;/blockquote&gt;

Yes. My point was that there are certain trends that would &quot;falsify&quot; the known trend for the data. Take 1975 to 1985 for instance.</description>
		<content:encoded><![CDATA[<blockquote><p>Brigg’s chart is generated data.</p></blockquote>
<p>Yes. My point was that there are certain trends that would &#8220;falsify&#8221; the known trend for the data. Take 1975 to 1985 for instance.</p>
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		<title>By: lucia</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1071</link>
		<dc:creator>lucia</dc:creator>
		<pubDate>Fri, 14 Mar 2008 20:30:50 +0000</pubDate>
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		<description>Oh-- Boris, I should add:

The result I am posting absolutely does not falsify the 50 year trend. It falsifies the IPCC projected trend, which exceeds the 50 years trend, and pretty much any long term trend since the thermometer record begins.

My uncertainty intervals also contain the 100 year trend.</description>
		<content:encoded><![CDATA[<p>Oh&#8211; Boris, I should add:</p>
<p>The result I am posting absolutely does not falsify the 50 year trend. It falsifies the IPCC projected trend, which exceeds the 50 years trend, and pretty much any long term trend since the thermometer record begins.</p>
<p>My uncertainty intervals also contain the 100 year trend.</p>
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		<title>By: lucia</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1070</link>
		<dc:creator>lucia</dc:creator>
		<pubDate>Fri, 14 Mar 2008 20:28:57 +0000</pubDate>
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		<description>Boris-- Brigg&#039;s chart is generated data.  My purpose is to show you the difference between the uncertainty intervals for a calculated trend and the uncertainty intervals for individual data points. 

When doing hypothesis tests for claims, you use the uncertainty interval for the trend. Generally speaking the data themselves fall outside these trends.

As to your underlying question, which presumably related to &lt;i&gt;my&lt;/i&gt; conclusions:

If the IPCC claim of 2C/century were true, less than 5% of 10 year trends exhibit trends lower than the trend determined based on the actual measured monthly data since the time the IPCC made their projections. (I think the value is actually less than 1%. I&#039;d check further for you, but my sister and I have tickets to the Lyric Opera, and I need to leave soon.)

Or course, it takes a long time for weather to average out. That is why the confidence intervals associated with the trend I obtained are so wide.  The 1 &#963; is 1.1 C/century, which is huge compared to the trend of -1.1C/century.  

I am rather surprised we had such a strong excursion into colling, but it happened. It may be the 2.5 &#963; event. But it happened.  No pointing at the distinction between weather and climate makes this go away. Climate is an average of weather.  There is no specific number of years that defines a cut-off.</description>
		<content:encoded><![CDATA[<p>Boris&#8211; Brigg&#8217;s chart is generated data.  My purpose is to show you the difference between the uncertainty intervals for a calculated trend and the uncertainty intervals for individual data points. </p>
<p>When doing hypothesis tests for claims, you use the uncertainty interval for the trend. Generally speaking the data themselves fall outside these trends.</p>
<p>As to your underlying question, which presumably related to <i>my</i> conclusions:</p>
<p>If the IPCC claim of 2C/century were true, less than 5% of 10 year trends exhibit trends lower than the trend determined based on the actual measured monthly data since the time the IPCC made their projections. (I think the value is actually less than 1%. I&#8217;d check further for you, but my sister and I have tickets to the Lyric Opera, and I need to leave soon.)</p>
<p>Or course, it takes a long time for weather to average out. That is why the confidence intervals associated with the trend I obtained are so wide.  The 1 &sigma; is 1.1 C/century, which is huge compared to the trend of -1.1C/century.  </p>
<p>I am rather surprised we had such a strong excursion into colling, but it happened. It may be the 2.5 &sigma; event. But it happened.  No pointing at the distinction between weather and climate makes this go away. Climate is an average of weather.  There is no specific number of years that defines a cut-off.</p>
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		<title>By: Boris</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1069</link>
		<dc:creator>Boris</dc:creator>
		<pubDate>Fri, 14 Mar 2008 20:02:51 +0000</pubDate>
		<guid isPermaLink="false">http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/#comment-1069</guid>
		<description>&lt;blockquote&gt;The weather noise you are discussing falls inside the red bands. Yes, the weather noise will fall outside the uncertainty bands for the mean.&lt;/blockquote&gt;

Yes, and if you calculate trends based on short snippets, you get values that are sometimes far from the true trend.

In other words, the short term variations in weather are defining the trend right now and not the changes in radiative forcing (whatever they may be). It takes longer than 7 years for the weather noise to &quot;average out.&quot; This is why the IPCC makes projections for thirty years.

How many ten year trends from Briggs&#039; figure would falsify the &lt;strong&gt;actual&lt;/strong&gt; 50 year trend?</description>
		<content:encoded><![CDATA[<blockquote><p>The weather noise you are discussing falls inside the red bands. Yes, the weather noise will fall outside the uncertainty bands for the mean.</p></blockquote>
<p>Yes, and if you calculate trends based on short snippets, you get values that are sometimes far from the true trend.</p>
<p>In other words, the short term variations in weather are defining the trend right now and not the changes in radiative forcing (whatever they may be). It takes longer than 7 years for the weather noise to &#8220;average out.&#8221; This is why the IPCC makes projections for thirty years.</p>
<p>How many ten year trends from Briggs&#8217; figure would falsify the <strong>actual</strong> 50 year trend?</p>
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		<title>By: lucia</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1068</link>
		<dc:creator>lucia</dc:creator>
		<pubDate>Fri, 14 Mar 2008 19:12:48 +0000</pubDate>
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		<description>Boris, 
I suspect you are mistaking the variability for the weather with the variability for the trend. It is true that if the IPCC graphic included the variability for the &lt;em&gt;weather noise&lt;/em&gt;, we would see more scatter and greater variability. I could show the difference between the two calculations, but lucky for me, William Briggs already discussed this in &lt;a href=&quot;http://wmbriggs.com/blog/2008/03/09/you-cannot-measure-a-mean/&quot; rel=&quot;nofollow&quot;&gt;You cannot measure a mean&lt;/a&gt;.

When testing the difference in mean trends (or just means of any sort), we are comparing the error band represented by blue lines in graphs like this:
&lt;img src=&quot;http://wmbriggs.com/pics/prediction.png&quot;&gt;&lt;/a&gt; to the predicted trend and it&#039;s uncertainty.

The weather noise you are discussing falls inside the red bands. Yes, the weather noise will fall outside the uncertainty bands for the mean. 

It&#039;s conventional when testing hypotheses to compare the mean trend to the predicted mean trend. This averages out the weather noise. 

Of course, if you are suggesting that the IPCC bands &lt;i&gt;include&lt;/i&gt; the weather noise, then the falsification I did is &lt;i&gt;even stronger&lt;/i&gt; than I stated.</description>
		<content:encoded><![CDATA[<p>Boris,<br />
I suspect you are mistaking the variability for the weather with the variability for the trend. It is true that if the IPCC graphic included the variability for the <em>weather noise</em>, we would see more scatter and greater variability. I could show the difference between the two calculations, but lucky for me, William Briggs already discussed this in <a href="http://wmbriggs.com/blog/2008/03/09/you-cannot-measure-a-mean/" >You cannot measure a mean</a>.</p>
<p>When testing the difference in mean trends (or just means of any sort), we are comparing the error band represented by blue lines in graphs like this:<br />
<img src="http://wmbriggs.com/pics/prediction.png"/> to the predicted trend and it&#8217;s uncertainty.</p>
<p>The weather noise you are discussing falls inside the red bands. Yes, the weather noise will fall outside the uncertainty bands for the mean. </p>
<p>It&#8217;s conventional when testing hypotheses to compare the mean trend to the predicted mean trend. This averages out the weather noise. </p>
<p>Of course, if you are suggesting that the IPCC bands <i>include</i> the weather noise, then the falsification I did is <i>even stronger</i> than I stated.</p>
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		<title>By: Boris</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1067</link>
		<dc:creator>Boris</dc:creator>
		<pubDate>Fri, 14 Mar 2008 18:53:40 +0000</pubDate>
		<guid isPermaLink="false">http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/#comment-1067</guid>
		<description>&lt;blockquote&gt;As you can see quite clearly, both the near term IPCC projections and their stated uncertainty intervals fall outside the uncertainty bands for the data.&lt;/blockquote&gt;

I think this needs some clarification. Perhaps it is partly the IPCC&#039;s fault for not making their graphic clear, but if they were including short term variability into the uncertainties, we would see huge error bars immediately after 2001 (I&#039;d guess these would be on the order of +/- 0.3`C at one year out--just a guess, however) The error bars would then shrink until we reach the 30 year projection. All in all, it would not be as pretty a presentation, but it would be better for discussions of this kind.

Comparing an 8 year trend to a 30 year projection is bound to give weird results, not matter what the data are. We know based on the Jan07 to Jan08 swing that internal variability can be &lt;strong&gt;at least&lt;/strong&gt; 0.5`C (Unless someone wants to suggest an external cause, which is highly implausible.) Such apples and oranges comparisons don&#039;t, I contend, allow such a conclusion as:

&lt;blockquote&gt;So, looked at both ways, IPCC near term prediction of 2C/century for the trend appears provisionally falsified.&lt;/blockquote&gt;

&quot;provisionally&quot; or not.

Not to say that the analysis isn&#039;t interesting.</description>
		<content:encoded><![CDATA[<blockquote><p>As you can see quite clearly, both the near term IPCC projections and their stated uncertainty intervals fall outside the uncertainty bands for the data.</p></blockquote>
<p>I think this needs some clarification. Perhaps it is partly the IPCC&#8217;s fault for not making their graphic clear, but if they were including short term variability into the uncertainties, we would see huge error bars immediately after 2001 (I&#8217;d guess these would be on the order of +/- 0.3`C at one year out&#8211;just a guess, however) The error bars would then shrink until we reach the 30 year projection. All in all, it would not be as pretty a presentation, but it would be better for discussions of this kind.</p>
<p>Comparing an 8 year trend to a 30 year projection is bound to give weird results, not matter what the data are. We know based on the Jan07 to Jan08 swing that internal variability can be <strong>at least</strong> 0.5`C (Unless someone wants to suggest an external cause, which is highly implausible.) Such apples and oranges comparisons don&#8217;t, I contend, allow such a conclusion as:</p>
<blockquote><p>So, looked at both ways, IPCC near term prediction of 2C/century for the trend appears provisionally falsified.</p></blockquote>
<p>&#8220;provisionally&#8221; or not.</p>
<p>Not to say that the analysis isn&#8217;t interesting.</p>
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		<title>By: Mike Rankin</title>
		<link>http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/comment-page-1/#comment-1038</link>
		<dc:creator>Mike Rankin</dc:creator>
		<pubDate>Wed, 12 Mar 2008 23:49:46 +0000</pubDate>
		<guid isPermaLink="false">http://rankexploits.com/musings/2008/the-huge-swing-07-08-does-that-affect-the-results/#comment-1038</guid>
		<description>Thanks Lucia for a thoughtful evaluation of the aggregate IPCC projections.  I am glad you had the &quot;ova&quot; to make a strong declarative statement.  I almost fell out of my chair when I read that but must agree.  I am sure that all the modelers are not happy with current temperature trends and are contemplating eating their projections.</description>
		<content:encoded><![CDATA[<p>Thanks Lucia for a thoughtful evaluation of the aggregate IPCC projections.  I am glad you had the &#8220;ova&#8221; to make a strong declarative statement.  I almost fell out of my chair when I read that but must agree.  I am sure that all the modelers are not happy with current temperature trends and are contemplating eating their projections.</p>
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