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    <title>Climate on Noetic Nought</title>
    <link>https://punchagan.muse-amuse.in/tags/climate/</link>
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      <title>30 years of floods in India</title>
      <link>https://punchagan.muse-amuse.in/blog/30-years-of-floods-in-india/</link>
      <pubDate>Sun, 03 Sep 2017 19:01:00 +0530</pubDate>
      <guid>https://punchagan.muse-amuse.in/blog/30-years-of-floods-in-india/</guid>
      <description>&lt;figure&gt;&lt;img src=&#34;https://punchagan.muse-amuse.in/images/30-years-floods-cyclone-names.png&#34;&gt;&#xA;&lt;/figure&gt;&#xA;&#xA;&lt;p&gt;Inspired by &lt;a href=&#34;https://www.axios.com/thirty-years-of-major-flooding-in-the-united-states-2479957846.html&#34;&gt;this post&lt;/a&gt; showing the major flooding events in the US, I created a&#xA;similar graphic for India. You can find an interactive version &lt;a href=&#34;https://punchagan.github.io/data-projects/30-years-floods/&#34;&gt;here&lt;/a&gt; &amp;ndash; hovering&#xA;over each flooding, shows some more information about the event.&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;The graphic uses flooding related data from the &lt;a href=&#34;http://www.dartmouth.edu/~floods/Archives/index.html&#34;&gt;Dartmouth Flood Observatory&lt;/a&gt;&lt;/li&gt;&#xA;&lt;li&gt;The data for 2017 events is not up-to date.&lt;/li&gt;&#xA;&lt;li&gt;It is very likely that there is some missing data, and some inaccuracies in&#xA;the data. 1987, for instance, doesn&amp;rsquo;t show the &lt;a href=&#34;https://en.wikipedia.org/wiki/1987%5FBihar%5Fflood&#34;&gt;Bihar flood&lt;/a&gt;.&lt;/li&gt;&#xA;&lt;li&gt;The flood severity is indicated by the color of each shape&lt;/li&gt;&#xA;&lt;li&gt;Each shape represents the &lt;a href=&#34;http://www.dartmouth.edu/~floods/Archives/ArchiveNotes.html&#34;&gt;geographic flood extents&lt;/a&gt; - based on information&#xA;obtained from news sources.&lt;/li&gt;&#xA;&lt;li&gt;The data for India map shape is obtained from this &lt;a href=&#34;https://github.com/deldersveld/topojson/tree/master/countries/india&#34;&gt;topojson collection&lt;/a&gt;&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;It is interesting to look at the severity definitions &lt;a href=&#34;http://floodobservatory.colorado.edu/Archives/ArchiveNotes.html&#34;&gt;here&lt;/a&gt; &amp;ndash; the extreme class&#xA;floods, for instance, are defined to be those that have an estimated recurrence&#xA;interval of over 100 years. In a span of 30 odd years, there are a whole bunch&#xA;of regions which have been affected by extreme floods. Yet another case in point&#xA;showing that the climate change shit has really hit the roof!&lt;/p&gt;&#xA;&lt;h2 id=&#34;code&#34;&gt;Code&lt;/h2&gt;&#xA;&lt;p&gt;I used &lt;code&gt;ogr2ogr&lt;/code&gt; to convert the shape file obtained from the Dartmouth Flood&#xA;Observatory&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;ogr2ogr -f geoJSON data/floods.json FloodArchive_region.shp&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This file turned out to be about 6MB. I created a file with only Indian floods&#xA;by parsing the json file.&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-python&#34; data-lang=&#34;python&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;json&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;open&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;floods.json&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;encoding&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;latin-1&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;as&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;f&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;data&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;json&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;load&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;f&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;india_features&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;feature&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;for&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;feature&lt;/span&gt; &lt;span class=&#34;ow&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;features&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;feature&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;properties&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;][&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;COUNTRY&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;India&amp;#39;&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;features&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;india_features&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# FIX some names in the data&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;NAME_FIXES&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;Tropical Storm K&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;Tropical Storm Komen&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;),&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;Tropical Storm Hudhug&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;Tropical Storm Hudhud&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;),&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;for&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;feature&lt;/span&gt; &lt;span class=&#34;ow&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;india_features&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;for&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;fix&lt;/span&gt; &lt;span class=&#34;ow&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;NAME_FIXES&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;cause&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;feature&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;properties&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;][&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;MAINCAUSE&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;ow&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;cause&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;            &lt;span class=&#34;n&#34;&gt;feature&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;properties&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;][&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;MAINCAUSE&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;cause&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;replace&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;fix&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;open&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;india-floods.json&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;w&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;encoding&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;latin-1&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;as&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;f&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;json&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dump&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;f&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The visualization code itself is about a &lt;a href=&#34;https://github.com/punchagan/data-projects/blob/master/30-years-floods/viz.js&#34;&gt;hundred odd lines of d3 code&lt;/a&gt;.&lt;/p&gt;&#xA;</description>
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