{"id":866,"date":"2016-01-28T16:46:43","date_gmt":"2016-01-29T00:46:43","guid":{"rendered":"http:\/\/skyeome.net\/wordpress\/?p=866"},"modified":"2016-08-19T11:44:17","modified_gmt":"2016-08-19T19:44:17","slug":"network-on-a-map-in-r-3","status":"publish","type":"post","link":"http:\/\/skyeome.net\/wordpress\/?p=866","title":{"rendered":"Network-on-a-map in R"},"content":{"rendered":"<p>A conversation on the SOCNET mailing list made me think that it might be worth writing up a quick illustration of how to do this in R with the <code>network<\/code> library.   There are a 3 steps to a really basic geographic network plot:<\/p>\n<ul>\n<li>Get relational data with appropriate lat and long coordinates for vertices (the hard step!)<\/li>\n<li>Tell one of the R mapping libraries to plot a map<\/li>\n<li>Tell the network library to plot the network with the lat &amp; long coordinates, without first erasing the map<\/li>\n<\/ul>\n<p><!--more--><\/p>\n<p>First we load the libraries<\/p>\n<pre><code class=\"r\">library(network)  # basic &#39;statnet&#39; network library\r\nlibrary(maps)     # basic R map plotting library\r\n<\/code><\/pre>\n<p>Usually the hardest part of working with geographic data is doing the &ldquo;geocoding&rdquo; to assign latitude and longitude to data points (vertices).  For this example, we can grab a dataset, courtesy of Katherine Ognyanova, that has already been geocoded from <a href=\"http:\/\/kateto.net\/countries\">http:\/\/kateto.net\/countries<\/a>   This is a dataset of co-occurrences of country names in statements by U.S. Congressmembers.<\/p>\n<p>The first file contains node-level data about all all of the countries, including the latitude and longitude data we will use<\/p>\n<pre><code class=\"r\"># download and parse CSV files\r\nrawnodes&lt;-read.csv(&#39;http:\/\/www.kateto.net\/wordpress\/wp-content\/uploads\/2015\/06\/Country_terms_FREQ.csv&#39;)\r\nnames(rawnodes) # print the column names\r\n<\/code><\/pre>\n<pre>##  [1] &quot;ID&quot;        &quot;Dem_freq&quot;  &quot;Rep_freq&quot;  &quot;Tot_freq&quot;  &quot;lat&quot;      \r\n##  [6] &quot;lon&quot;       &quot;Tot_freqn&quot; &quot;Dem_freqn&quot; &quot;Rep_freqn&quot; &quot;Dif_freq&quot; \r\n## [11] &quot;Dif_freqn&quot;\r\n<\/pre>\n<p>The second file contains the pairs of country-country names and information on the number of term co-occurrences.  We will use this to create the edgelist. <\/p>\n<pre><code class=\"r\">rawedges&lt;-read.csv(&#39;http:\/\/www.kateto.net\/wordpress\/wp-content\/uploads\/2015\/06\/Country_terms_COOC.csv&#39;)\r\nnames(rawedges) # print the column names\r\n<\/code><\/pre>\n<pre>##  [1] &quot;Source&quot;    &quot;Target&quot;    &quot;Dem_cooc&quot;  &quot;Rep_cooc&quot;  &quot;Tot_cooc&quot; \r\n##  [6] &quot;Rep_coocn&quot; &quot;Dem_coocn&quot; &quot;Tot_coocn&quot; &quot;lat.to&quot;    &quot;lon.to&quot;   \r\n## [11] &quot;lat.from&quot;  &quot;lon.from&quot;\r\n<\/pre>\n<pre><code class=\"r\">nrow(rawedges) # how many edges are there?\r\n<\/code><\/pre>\n<pre>## [1] 11789\r\n<\/pre>\n<p>Because there are <em>a lot<\/em> of edges in this network, if we plot the whole thing it will be visually unintelligible. So we can filter on the <code>Tot_cooc<\/code> variable to only include relationships between terms that have a total coo-occurrence of more than 500 times. <\/p>\n<pre><code class=\"r\"># subset to form a smaller matrix with only strong ties\r\nreducedEdgelist&lt;-rawedges[rawedges$Tot_cooc&gt;500,c(&#39;Source&#39;,&#39;Target&#39;,&quot;Tot_cooc&quot;)]\r\nhead(reducedEdgelist) \r\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th align=\"left\"><\/th>\n<th align=\"left\">Source<\/th>\n<th align=\"left\">Target<\/th>\n<th align=\"right\">Tot_cooc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">40<\/td>\n<td align=\"left\">afghanistan<\/td>\n<td align=\"left\">china<\/td>\n<td align=\"right\">940<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">55<\/td>\n<td align=\"left\">afghanistan<\/td>\n<td align=\"left\">israel<\/td>\n<td align=\"right\">757<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">72<\/td>\n<td align=\"left\">afghanistan<\/td>\n<td align=\"left\">pakistan<\/td>\n<td align=\"right\">2286<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">81<\/td>\n<td align=\"left\">afghanistan<\/td>\n<td align=\"left\">libya<\/td>\n<td align=\"right\">763<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">82<\/td>\n<td align=\"left\">afghanistan<\/td>\n<td align=\"left\">vietnam<\/td>\n<td align=\"right\">985<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">115<\/td>\n<td align=\"left\">afghanistan<\/td>\n<td align=\"left\">russia<\/td>\n<td align=\"right\">610<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<pre><code class=\"r\">nrow(reducedEdgelist)\r\n<\/code><\/pre>\n<pre>## [1] 80\r\n<\/pre>\n<p>80 relationships seems a lot more workable, so lets convert the edgelist into a network, bringing along the total co-occurrence variable as an edge value attribute. <\/p>\n<pre><code class=\"r\">coocNet&lt;-network(reducedEdgelist,\r\n                 matrix.type=&#39;edgelist&#39;,\r\n                 directed=FALSE,  # this will be an undirected network\r\n                 ignore.eval=FALSE,  # confusingly, this tells it to include edge weights\r\n                 names.eval=&#39;Tot_cooc&#39;  # names for the edge weights\r\n                 )\r\n<\/code><\/pre>\n<p>Because we reduced the set of relationships, we also reduced the set of vertices from the full list of countries.  So we now need to match up the coordinates in the <code>rawnodes<\/code> file with the right vertices. For convince, we attach the lat and lon to the network as vertex attributes. <\/p>\n<pre><code class=\"r\"># attach the appropriate lat and long coordinates\r\n# need to subset to the vertices actually in the network\r\ncoocNet%v%&#39;lon&#39;&lt;-sapply(network.vertex.names(coocNet),function(name){\r\n  rawnodes[rawnodes$ID==name,]$lon\r\n})\r\n\r\ncoocNet%v%&#39;lat&#39;&lt;-sapply(network.vertex.names(coocNet),function(name){\r\n  rawnodes[rawnodes$ID==name,]$lat\r\n})\r\n<\/code><\/pre>\n<p>Now we can actually do the plotting of the world map with the <code>map()<\/code> command, followed by the <code>plot.network()<\/code> command.  Note the the <code>new=FALSE<\/code> argument that tells it not to erase the map before drawing the network.  The coordinates are passed in via the <code>coord=<\/code> argument as a two-column matrix. <\/p>\n<pre><code class=\"r\"># plot the map for the background\r\nmap(&#39;world&#39;,fill=TRUE,col=&#39;#f2f2f2&#39;,lwd=0.08)\r\n\r\n# plot the network using the geo coordinates\r\nplot.network(coocNet,  # pass in the network\r\n             # don&#39;t erase the map before drawing the network\r\n             new=FALSE, \r\n             # get coordiantes from vertices and pass in as 2-col matrix\r\n             coord=cbind(coocNet%v%&#39;lon&#39;,coocNet%v%&#39;lat&#39;),  \r\n # ---- all the rest of these are optional to make it look nice ------\r\n             # set a semi-transparent edge color\r\n             edge.col=&#39;#AA555555&#39;,\r\n             # specifiy an edge width scaled as fraction of total co-occurence\r\n             edge.lwd=coocNet%e%&#39;Tot_cooc&#39;\/500,\r\n             # set the vertex size\r\n             vertex.cex=0.5,\r\n             # set a semi transparent vertex color\r\n             vertex.col=&#39;#AA555555&#39;,\r\n             vertex.border=&#39;white&#39;,\r\n             # please don&#39;t jitter the points around\r\n             jitter=FALSE)\r\n<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"plot of chunk unnamed-chunk-7\"\/><\/p>\n<p>For this network we see that a lot of the ties involved the US.  Not surprising, but may not be the most interesting feature of the data.  So might be worthwhile to remove the USA vertex and lower the filtering threshold &hellip; but this post is supposed to be just about the mechanics of overlaying a network on a map. <\/p>\n<p>However, it is often the case that geographic positioning of networks doesn&#39;t do a great job of revealing the network structure. The map is essentially providing geographic context and implicit labeling, but if the underlying data is not drivien by geographic proximity important details can be obscured.   For this example, I think it would be more intepretable as traditional network diagram where vertex positions are determined by network proximity. <\/p>\n<pre><code class=\"r\"># but it is actually far more useful as a regular netowrk\r\nplot.network(coocNet,displaylabels=TRUE,boxed.labels=TRUE,\r\n             vertex.cex=0,\r\n             label.pos=5,\r\n             label.cex=0.6,\r\n             edge.lwd=coocNet%e%&#39;Tot_cooc&#39;\/500,\r\n             edge.col=&#39;#AA555555&#39;,\r\n             mode=&#39;kamadakawai&#39;)\r\n<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"plot of chunk unnamed-chunk-8\"\/><\/p>\n<p>Katherine Ognyanova also collected a number of posts on how to draw Great Circle curves on maps in R.  These may help a little bit with edge overlap, but to use them you will need to roll-you-own network rendering code. This one is from Flowing Data: <a href=\"http:\/\/flowingdata.com\/2011\/05\/11\/how-to-map-connections-with-great-circles\/\">http:\/\/flowingdata.com\/2011\/05\/11\/how-to-map-connections-with-great-circles\/<\/a>   There are of course lots of cases where you might want to do more sophisticated things with map projections.  But for a quick-and-dirty plot, <code>network<\/code> seems to do pretty well.   Of course I&#39;d love to do the animated version of this with the <code>ntdv<\/code> package, so please contact me if you know of an appropriate dynamic dataset with geographic coordinates. <\/p>\n<p>P.S.  I was able to write this in rmarkdown and have it post directly to the blog using the <code>RWordPress<\/code> package! <a href=\"http:\/\/yihui.name\/knitr\/demo\/wordpress\/\">http:\/\/yihui.name\/knitr\/demo\/wordpress\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A conversation on the SOCNET mailing list made me think that it might be worth writing up a quick illustration of how to do this in R with the network library. There are a 3 steps to a really basic geographic network plot: Get relational data with appropriate lat and long coordinates for vertices (the &hellip; <a href=\"http:\/\/skyeome.net\/wordpress\/?p=866\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Network-on-a-map in R<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":917,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14,21],"tags":[43,41],"_links":{"self":[{"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/866"}],"collection":[{"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=866"}],"version-history":[{"count":3,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/866\/revisions"}],"predecessor-version":[{"id":918,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/866\/revisions\/918"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/917"}],"wp:attachment":[{"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=866"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=866"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/skyeome.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=866"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}