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	<title>Cornelius Puschmann&#039;s Blog &#187; data</title>
	<atom:link href="http://blog.ynada.com/category/data/feed" rel="self" type="application/rss+xml" />
	<link>http://blog.ynada.com</link>
	<description>My new blog on Linguistics, Digital Humanities and Scholarly Communication on the Internet</description>
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	<language>en</language>
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		<item>
		<title>Visualizing China&#8217;s internet growth with R and the Google Visualization API</title>
		<link>http://blog.ynada.com/226</link>
		<comments>http://blog.ynada.com/226#comments</comments>
		<pubDate>Tue, 14 Jun 2011 14:38:33 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Code]]></category>
		<category><![CDATA[data]]></category>
		<category><![CDATA[global internet usage]]></category>
		<category><![CDATA[googlevis]]></category>
		<category><![CDATA[rstats]]></category>
		<category><![CDATA[UN]]></category>
		<category><![CDATA[visualization]]></category>

		<guid isPermaLink="false">http://blog.ynada.com/?p=226</guid>
		<description><![CDATA[I&#8217;ve been following the development of googleVis, the implementation of the Google Visualization API for R, for a bit now. The library has a lot of potential as a bridge between R (where data processing happens) and HTML (where presentation is [increasingly] happening). A growing number of visualization frameworks are on the market and all [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve been following the development of <a href="http://cran.r-project.org/web/packages/googleVis/index.html">googleVis</a>, the implementation of the <a href="http://code.google.com/apis/chart/">Google Visualization API</a> for <a href="http://www.r-project.org/">R</a>, for a bit now. The library has a lot of potential as a bridge between R (where data processing happens) and HTML (where presentation is [increasingly] happening). A growing number of visualization frameworks are on the market and all have their perks (e.g. <a href="http://www-958.ibm.com/">Many Eyes</a>, <a href="http://simile.mit.edu/">Simile</a>, <a href="http://flare.prefuse.org/">Flare</a>). I guess I was inspired in such a way by the Hans Rosling <del datetime="2011-06-14T12:41:51+00:00">Show</del> <a href="http://www.youtube.com/watch?v=hVimVzgtD6w">TED talk</a> that makes such great use of bubble charts that I wanted to try the Google Vis API for that chart type alone. There&#8217;s more, however, if you don&#8217;t care much for floating blubbles: neat chart variants include the geochart, area charts and the usual classics (bar, pie, etc). Check out <a href="http://code.google.com/apis/chart/interactive/docs/gallery.html">the chart gallery</a> for an overview.</p>
<p>So here are my internet growth charts:</p>
<p>(1) <a href="http://files.ynada.com/charts/globalinetusage-motion.html"><strong>Motion chart showing the growth of the global internet population since 2000 for 208 countries</strong></a></p>
<p>(2) <a href="http://files.ynada.com/charts/globalinetusage-geo.html"><strong>World map showing global internet user statistics for 2009 for 208 countries</strong></a></p>
<p>Data source: <a href="http://data.un.org">data.un.org</a> (ITU database). I&#8217;ve merged two tables from the database into one (absolute numbers and percentages) and cleaned the data up a bit. The resulting tab-separated CSV file is available <a href="http://files.ynada.com/charts/globalinetusage.csv">here</a>.</p>
<p>And here&#8217;s the R code for rendering the chart. Basically you just replace gvisMotionChart() with gvisGeoChart() for the second chart, the rest is the same.</p>

<div class="wp_codebox_msgheader"><span class="right"><sup><a href="http://www.ericbess.com/ericblog/2008/03/03/wp-codebox/#examples" target="_blank" title="WP-CodeBox HowTo?"><span style="color: #99cc00">?</span></a></sup></span><span class="left2">Download <a href="http://blog.ynada.com/wp-content/plugins/wp-codebox/wp-codebox.php?p=226&amp;download=gvis_charts.R">gvis_charts.R</a></span><div class="codebox_clear"></div></div><div class="wp_codebox"><table><tr id="p2262"><td class="line_numbers"><pre>1
2
3
4
</pre></td><td class="code" id="p226code2"><pre class="r" style="font-family:monospace;">library(&quot;googleVis&quot;)
n &lt;- read.csv(&quot;netstats.csv&quot;, sep=&quot;\t&quot;)
nmotion &lt;- gvisMotionChart(n, idvar=&quot;Country&quot;, timevar=&quot;Year&quot;, options=list(width=1024, height=768))
plot(nmotion)</pre></td></tr></table></div>

]]></content:encoded>
			<wfw:commentRss>http://blog.ynada.com/226/feed</wfw:commentRss>
		<slash:comments>2</slash:comments>
		</item>
		<item>
		<title>Plotting texts as graphs with R and igraph</title>
		<link>http://blog.ynada.com/303</link>
		<comments>http://blog.ynada.com/303#comments</comments>
		<pubDate>Wed, 04 Aug 2010 23:29:20 +0000</pubDate>
		<dc:creator>cornelius</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[igraph]]></category>
		<category><![CDATA[R]]></category>
		<category><![CDATA[text visualization]]></category>

		<guid isPermaLink="false">http://blog.ynada.com/?p=303</guid>
		<description><![CDATA[I&#8217;ve plotted several word association graphs for this New York Times article (1st paragraph) using R and the igraph library. #1, random method #2, circle method #3, sphere method #4, spring method #5, fruchterman-reingold method # 6, kamada-kawai method #7, graphopt method The red vertices mark cliques. Here&#8217;s the (rough) R code for plotting such [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve plotted several word association graphs for <a href="http://www.nytimes.com/2010/08/01/magazine/01wwln-lede-t.html">this New York Times article</a> (1st paragraph) using <a href="http://www.r-project.org/">R</a> and the <a href="http://igraph.sourceforge.net/">igraph</a> library.</p>
<p>#1, random method</p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861635742/" title="text-igraph-random by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4093/4861635742_5696e727b3.jpg" width="500" height="500" alt="text-igraph-random" /></a></p>
<p>#2, circle method</p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861635946/" title="text-igraph-circle by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4117/4861635946_66bf2abd8f.jpg" width="500" height="500" alt="text-igraph-circle" /></a></p>
<p>#3, sphere method</p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861636150/" title="text-igraph-sphere by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4075/4861636150_d8efba7462.jpg" width="500" height="500" alt="text-igraph-sphere" /></a></p>
<p>#4, spring method</p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861015597/" title="text-igraph-spring by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4074/4861015597_9176e76456.jpg" width="500" height="500" alt="text-igraph-spring" /></a></p>
<p>#5, fruchterman-reingold method</p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861015721/" title="text-igraph-fruchterman-reingold by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4134/4861015721_b609b5a5fd.jpg" width="500" height="500" alt="text-igraph-fruchterman-reingold" /></a></p>
<p># 6, kamada-kawai method </p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861636642/" title="text-igraph-kamada-kawai by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4078/4861636642_c9bd7e8cde.jpg" width="500" height="500" alt="text-igraph-kamada-kawai" /></a></p>
<p>#7, graphopt method</p>
<p><a href="http://www.flickr.com/photos/52016080@N00/4861636756/" title="text-igraph-graphopt by cornelius_puschmann, on Flickr"><img src="http://farm5.static.flickr.com/4134/4861636756_173f21413e.jpg" width="500" height="500" alt="text-igraph-graphopt" /></a></p>
<p>The red vertices mark <a href="http://en.wikipedia.org/wiki/Clique_(graph_theory)">cliques</a>. Here&#8217;s the (rough) R code for plotting such graphs:</p>
<p><code>rm(list=ls());</p>
<p>library("igraph");<br />
library("Cairo");</p>
<p># read parameters<br />
print("Text-as-Graph for R 0.1");<br />
print("------------------------------------");</p>
<p>print("Path (no trailing slash): ");<br />
datafolder <- scan(file="", what="char");</p>
<p>print("Text file: ");<br />
datafile <- scan(file="", what="char");</p>
<p>txt <- scan(paste(datafolder, datafile, sep="/"), what="char", sep="\n", encoding="UTF-8");</p>
<p>print("Width/Height (e.g. 1024x768): ");<br />
res <- scan(file="", what="char");<br />
rwidth <- unlist(strsplit(res, "x"))[1]<br />
rheight <- unlist(strsplit(res, "x"))[2]</p>
<p>words <- unlist(strsplit(gsub("[[:punct:]]", " ", tolower(txt)), "[[:space:]]+"));</p>
<p>g.start <- 1;</p>
<p>g.end <- length(words) - 1;</p>
<p>assocs <- matrix(nrow=g.end, ncol=2)</p>
<p>for (i in g.start:g.end)<br />
{<br />
	assocs[i,1] <- words[i];<br />
	assocs[i,2] <- words[i+1];<br />
	print(paste("Pass #", i, " of ", g.end, ". ", "Node word is ", toupper(words[i]), ".", sep=""));<br />
}</p>
<p>print("Build graph from data frame...");<br />
g.assocs <- graph.data.frame(assocs, directed=F);</p>
<p>print("Label vertices...");<br />
V(g.assocs)$label <- V(g.assocs)$name;</p>
<p>print("Associate colors...");<br />
V(g.assocs)$color <- "Gray";</p>
<p>print("Find cliques...");<br />
V(g.assocs)[unlist(largest.cliques(g.assocs))]$color <- "Red";</p>
<p>print("Plotting random graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-random.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.random, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>print("Plotting circle graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-circle.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.circle, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>print("Plotting sphere graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-sphere.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.sphere, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>print("Plotting spring graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-spring.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.spring, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>print("Plotting fruchterman-reingold graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-fruchterman-reingold.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.fruchterman.reingold, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>print("Plotting kamada-kawai graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-kamada-kawai.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.kamada.kawai, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>#CairoPNG(paste(datafolder, "/", "text-igraph-reingold-tilford.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
#plot(g.assocs, layout=layout.reingold.tilford, vertex.size=4, vertex.label.dist=0);<br />
#dev.off();</p>
<p>print("Plotting graphopt graph...");<br />
CairoPNG(paste(datafolder, "/", "text-igraph-graphopt.png", sep=""), width=as.numeric(rwidth), height=as.numeric(rheight));<br />
plot(g.assocs, layout=layout.graphopt, vertex.size=4, vertex.label.dist=0);<br />
dev.off();</p>
<p>print("Done!");</code></p>
]]></content:encoded>
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		<slash:comments>1</slash:comments>
		</item>
		<item>
		<title>Post-event Twitter stats for #THATcamp</title>
		<link>http://blog.ynada.com/265</link>
		<comments>http://blog.ynada.com/265#comments</comments>
		<pubDate>Wed, 26 May 2010 16:08:17 +0000</pubDate>
		<dc:creator>cornelius</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[statistics]]></category>
		<category><![CDATA[THATcamp]]></category>
		<category><![CDATA[twitter]]></category>
		<category><![CDATA[visualization]]></category>

		<guid isPermaLink="false">http://blog.ynada.com/?p=265</guid>
		<description><![CDATA[I thought I&#8217;d post an updated version of the simple stats on Twitter activity presented here. The data in the older post was collected before THATcamp took place, the graphs below show the activity during and after the camp. The tweets I&#8217;ve collected are also available here (my own file) and on TwapperKeeper. Tweets over [...]]]></description>
			<content:encoded><![CDATA[<p>I thought I&#8217;d post an updated version of the simple stats on Twitter activity presented <a href="http://thatcamp.org/2010/twitterstat/">here</a>. The data in the older post was collected before <a href="http://thatcamp.org">THATcamp</a> took place, the graphs below show the activity during and after the camp.</p>
<p>The tweets I&#8217;ve collected are also available <a href='http://blog.ynada.com/wp-content/uploads/2010/05/thatcamp-all.zip'>here</a> (my own file) and on <a href="http://www.twapperkeeper.com/hashtag/thatcamp">TwapperKeeper</a>.</p>
<p class"clear: both" />
<p><strong>Tweets over time (roughly 14th of May to 24th)</strong></p>
<p><a href="http://blog.ynada.com/wp-content/uploads/2010/05/tc-time2.png"><img src="http://blog.ynada.com/wp-content/uploads/2010/05/tc-time2-300x187.png" alt="" title="tc-time2" width="300" height="187" class="aligncenter size-medium wp-image-276" /></a></p>
<p class"clear: both" />
<p><strong>Most active users</strong></p>
<p><a href="http://blog.ynada.com/wp-content/uploads/2010/05/tc-activity.png"><img src="http://blog.ynada.com/wp-content/uploads/2010/05/tc-activity-300x175.png" alt="" title="tc-activity" width="300" height="175" class="aligncenter size-medium wp-image-266" /></a></p>
<p class"clear: both" />
<p><strong>Most @-messaged users</strong></p>
<p><a href="http://blog.ynada.com/wp-content/uploads/2010/05/tc-ats.png"><img src="http://blog.ynada.com/wp-content/uploads/2010/05/tc-ats-300x175.png" alt="" title="tc-ats" width="300" height="175" class="aligncenter size-medium wp-image-267" /></a></p>
<p class"clear: both" />
<p><strong>Most retweeted users</strong></p>
<p><a href="http://blog.ynada.com/wp-content/uploads/2010/05/tc-rts.png"><img src="http://blog.ynada.com/wp-content/uploads/2010/05/tc-rts-300x175.png" alt="" title="tc-rts" width="300" height="175" class="aligncenter size-medium wp-image-268" /></a></p>
]]></content:encoded>
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		<slash:comments>2</slash:comments>
		</item>
		<item>
		<title>URLs tweeted at #THATCamp (all 230 of them)</title>
		<link>http://blog.ynada.com/261</link>
		<comments>http://blog.ynada.com/261#comments</comments>
		<pubDate>Mon, 24 May 2010 04:29:46 +0000</pubDate>
		<dc:creator>cornelius</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[links]]></category>
		<category><![CDATA[THATcamp]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://blog.ynada.com/?p=261</guid>
		<description><![CDATA[I&#8217;ve data-mined the #thatcamp hashtag a bit more and extracted all 230 links that were tweeted recently (also includes some of THATCamp Paris). Enjoy (or go here to view the table inside Google Docs)]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve data-mined the <a href="http://search.twitter.com/search?q=%23thatcamp">#thatcamp hashtag</a> a bit more and extracted all 230 links that were tweeted recently (also includes some of <a href="http://tcp.hypotheses.org/">THATCamp Paris</a>). Enjoy <img src='http://blog.ynada.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' /> </p>
<p><iframe width='500' height='300' frameborder='0' src='http://spreadsheets.google.com/pub?key=0AtlnDQYcdMO1dGd5TEpFOXRoam5CLWZFREJiSlBfY1E&#038;single=true&#038;gid=0&#038;output=html&#038;widget=true'></iframe></p>
<p>(or go <a href="http://spreadsheets.google.com/pub?key=0AtlnDQYcdMO1dGd5TEpFOXRoam5CLWZFREJiSlBfY1E&#038;single=true&#038;gid=0&#038;output=html">here</a> to view the table inside Google Docs)</p>
]]></content:encoded>
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		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>One week of Scientwist tweeting (January 18 &#8211; 25)</title>
		<link>http://blog.ynada.com/203</link>
		<comments>http://blog.ynada.com/203#comments</comments>
		<pubDate>Tue, 26 Jan 2010 22:51:45 +0000</pubDate>
		<dc:creator>cornelius</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[scientwists]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://blog.ynada.com/?p=203</guid>
		<description><![CDATA[Here&#8217;s a list of URLs and hashtags that were popular among the @scientwists community last week. I realize that this is just a long enumeration, but I&#8217;m planning to publish these stats in a more concise format in the near future. January 18th http://phylogenomics.blogspot.com/2010/01/top-11-things-i-learned-at-science.html http://deepseanews.com/2010/01/miriam-joins-us-at-dsn/ http://www.guardian.co.uk/science/2010/jan/18/running-brain-memory-cell-growth #scio10 #Biotechnology #hcsm January 19th http://trueslant.com/ryansager/2010/01/18/science-reporting-gone-wild/ http://timesonline.typepad.com/science/2010/01/science-on-the-bbc.html http://friendfeed.com/brembs/177a01db/bertrand-russell-on-god-1959 #scio10 [...]]]></description>
			<content:encoded><![CDATA[<p>Here&#8217;s a list of URLs and hashtags that were popular among the <a href="http://twitter.com/scientwists">@scientwists</a> community last week. I realize that this is just a long enumeration, but I&#8217;m planning to publish these stats in a more concise format in the near future.</p>
<p>January 18th<br />
<a href="http://phylogenomics.blogspot.com/2010/01/top-11-things-i-learned-at-science.html">http://phylogenomics.blogspot.com/2010/01/top-11-things-i-learned-at-science.html</a><br />
<a href="http://deepseanews.com/2010/01/miriam-joins-us-at-dsn/">http://deepseanews.com/2010/01/miriam-joins-us-at-dsn/</a><br />
<a href="http://www.guardian.co.uk/science/2010/jan/18/running-brain-memory-cell-growth">http://www.guardian.co.uk/science/2010/jan/18/running-brain-memory-cell-growth</a><br />
#scio10<br />
#Biotechnology<br />
#hcsm</p>
<p>January 19th<br />
<a href="http://trueslant.com/ryansager/2010/01/18/science-reporting-gone-wild/">http://trueslant.com/ryansager/2010/01/18/science-reporting-gone-wild/</a><br />
<a href="http://timesonline.typepad.com/science/2010/01/science-on-the-bbc.html">http://timesonline.typepad.com/science/2010/01/science-on-the-bbc.html</a><br />
<a href="http://friendfeed.com/brembs/177a01db/bertrand-russell-on-god-1959">http://friendfeed.com/brembs/177a01db/bertrand-russell-on-god-1959</a><br />
#scio10<br />
#Biotechnology<br />
#ten23</p>
<p>January 20th<br />
<a href="http://www.shortyawards.com/">http://www.shortyawards.com/</a><br />
<a href="http://www.ustream.tv/channel/nada-importa">http://www.ustream.tv/channel/nada-importa</a><br />
<a href="http://friendfeed.com/jcbradley/0a46ac22/science-online-2010-thoughts">http://friendfeed.com/jcbradley/0a46ac22/science-online-2010-thoughts</a><br />
#scio10<br />
#health<br />
#technology</p>
<p>January 21st<br />
<a href="http://www.popsci.com/science/article/2010-01/five-reasons-henrietta-lacks-most-important-woman-medical-history">http://www.popsci.com/science/article/2010-01/five-reasons-henrietta-lacks-most-important-woman-medical-history</a><br />
<a href="http://phylogenomics.blogspot.com/2010/01/enough-w-good-here-are-top10-problems-w.html">http://phylogenomics.blogspot.com/2010/01/enough-w-good-here-are-top10-problems-w.html</a><br />
<a href="http://www.newscientist.com/article/dn18423-viruses-use-hive-intelligence-to-focus-their-attack.html">http://www.newscientist.com/article/dn18423-viruses-use-hive-intelligence-to-focus-their-attack.html</a><br />
#scio10<br />
#technology<br />
#ten23</p>
<p>January 22nd<br />
<a href="http://fc07.deviantart.net/fs19/f/2007/248/a/f/dna_strand_corset_32_piercings_by_mizuzinkaholik.jpg">http://fc07.deviantart.net/fs19/f/2007/248/a/f/dna_strand_corset_32_piercings_by_mizuzinkaholik.jpg</a><br />
<a href="http://friendfeed.com/danielmietchen/cbfc448b/collaborative-futures-3-mike-linksvayer">http://friendfeed.com/danielmietchen/cbfc448b/collaborative-futures-3-mike-linksvayer</a><br />
<a href="http://scienceblogs.com/bookoftrogool/2010/01/scientists_why_your_access_to.php">http://scienceblogs.com/bookoftrogool/2010/01/scientists_why_your_access_to.php</a><br />
#scio10<br />
#corporateeyesontheprize<br />
#technology</p>
<p>January 23rd<br />
<a href="http://www.badscience.net/2010/01/12-monkeys-no-8-wait-sorry-i-meant-14/">http://www.badscience.net/2010/01/12-monkeys-no-8-wait-sorry-i-meant-14/</a><br />
<a href="http://www.ustream.tv/channel/aw8">http://www.ustream.tv/channel/aw8</a><br />
<a href="http://friendfeed.com/pansapiens/212fde9c/you-know-your-research-is-original-when">http://friendfeed.com/pansapiens/212fde9c/you-know-your-research-is-original-when</a><br />
#scio10<br />
#3wordsconservativeshate<br />
#FF</p>
<p>January 24th<br />
<a href="http://www.shortyawards.com/">http://www.shortyawards.com/</a><br />
<a href="http://featuresblogs.chicagotribune.com/printers-row/2010/01/eureka-great-discoveries-in-new-science-books.html">http://featuresblogs.chicagotribune.com/printers-row/2010/01/eureka-great-discoveries-in-new-science-books.html</a><br />
<a href="http://friendfeed.com/science-2-0/3124a7c3/looking-for-help-on-building-list-of-social-web">http://friendfeed.com/science-2-0/3124a7c3/looking-for-help-on-building-list-of-social-web</a><br />
#3wordsconservativeshate<br />
#retailpolitics<br />
#scio10</p>
<p>January 25th<br />
<a href="http://iambiotech.org/2010/01/25/biotech-roundup-monday-january-25th/?utm_source=hootsuite&amp;utm_medium=tweet&amp;utm_content=roundup&amp;utm_campaign=hootsuite">http://iambiotech.org/2010/01/25/biotech-roundup-monday-january-25th/?utm_source=hootsuite&amp;utm_medium=tweet&amp;utm_content=roundup&amp;utm_campaign=hootsuite</a><br />
<a href="http://friendfeed.com/mfenner/04c40a1a/scientists-and-librarians-friend-or-foe">http://friendfeed.com/mfenner/04c40a1a/scientists-and-librarians-friend-or-foe</a><br />
<a href="http://blogs.telegraph.co.uk/technology/markchangizi/100004573/do-ant-colonies-have-something-in-common-with-the-human-body/">http://blogs.telegraph.co.uk/technology/markchangizi/100004573/do-ant-colonies-have-something-in-common-with-the-human-body/</a><br />
#scio10<br />
#hcsm<br />
#science</p>
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