<?xml version="1.0" encoding="UTF-8" standalone="yes"?><oembed><version><![CDATA[1.0]]></version><provider_name><![CDATA[Azimuth]]></provider_name><provider_url><![CDATA[https://johncarlosbaez.wordpress.com]]></provider_url><author_name><![CDATA[John Baez]]></author_name><author_url><![CDATA[https://johncarlosbaez.wordpress.com/author/johncarlosbaez/]]></author_url><title><![CDATA[Exploring Climate Data (Part&nbsp;2)]]></title><type><![CDATA[link]]></type><html><![CDATA[<p><i>guest post by <b><a href="http://www.azimuthproject.org/azimuth/show/Blake+Pollard">Blake Pollard</a></b></i></p>
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<img src="https://i0.wp.com/math.ucr.edu/home/baez/ecological/el_nino/1976-1978_equatorial_surface_temperature_animation_pollard.gif" />
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<p>I have been learning to make animations using R.  This is an animation of the profile of the surface air temperature at the equator.  So, the <em>x</em> axis here is the longitude, approximately from 120&deg; E to 280&deg; E.   I pulled the data from the region that Graham Jones specified in <a href="https://github.com/azimuth-project/el-nino/blob/master/R/netcdf-convertor.R">his code on github</a>: it&#8217;s equatorial line in the region that Ludescher <em>et al.</em> used:</p>
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<img width="445" src="https://i0.wp.com/math.ucr.edu/home/baez/ecological/el_nino/ludescher_el_nino_cooperativity_1a.jpg" />
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<p>For this animation I tried to show the 1997-1998 El Ni&ntilde;o.  Typically the Pacific is much cooler near South America, due to the upwelling of deep cold water:</p>
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<a href="http://oceanservice.noaa.gov/education/yos/resource/JetStream/tropics/enso_patterns.htm"><img width="445" src="https://i0.wp.com/oceanservice.noaa.gov/education/yos/resource/JetStream/tropics/images/neutral.jpg" /></a>
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<p>(Click for more information.)  That part of the Pacific gets even cooler during La Ni&ntilde;a:</p>
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<a href="http://oceanservice.noaa.gov/education/yos/resource/JetStream/tropics/enso_patterns.htm"><img width="445" src="https://i2.wp.com/oceanservice.noaa.gov/education/yos/resource/JetStream/tropics/images/la.jpg" /></a>
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<p>But it warms up during El Ni&ntilde;os:</p>
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<a href="http://oceanservice.noaa.gov/education/yos/resource/JetStream/tropics/enso_patterns.htm"><img width="440" src="https://i0.wp.com/oceanservice.noaa.gov/education/yos/resource/JetStream/tropics/images/el.jpg" /><br />
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<p>You can see that in the surface air temperature during the 1997-1998 El Ni&ntilde;o, although by summer of 1998 things seem to be getting back to normal:</p>
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<img src="https://i0.wp.com/math.ucr.edu/home/baez/ecological/el_nino/1976-1978_equatorial_surface_temperature_animation_pollard.gif" />
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<p>I want to practice making animations like this. I could make a much prettier and better-labelled animation that ran all the way from 1948 to today, but I wanted to think a little about what exactly is best to plot if we want to use it as an aid to understanding some of this El Ni&ntilde;o business.</p>
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