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@@ -123,11 +123,12 @@
 
 Atlassian have a great page on what makes a good API https://developer.atlassian.com/display/REST/Atlassian+REST+API+Design+Guidelines+version+1)
 
-howto.gov api resources about choosing SOAP vs. REST etc. http://www.howto.gov/mobile/apis-in-government
-
-API documentation is important too.
-    - WSDL or http://swagger.wordnik.com/ or https://github.com/mashery/iodocs
-    - Many web app frameworks can generate the documentation for you. For example Symfony for PHPhttp://symfony.com/ https://github.com/FriendsOfSymfony/FOSRestBundle http://williamdurand.fr/2012/08/02/rest-apis-with-symfony2-the-right-way/ https://github.com/nelmio/NelmioApiDocBundle better apis https://github.com/liip/LiipHelloBundle
+HowTo.gov has a bunch of api resources about choosing SOAP vs. REST etc. http://www.howto.gov/mobile/apis-in-government
+
+API documentation is important too! Traditionally for SOAP APIs, you use WSDL but for REST try [Swagger](http://swagger.wordnik.com/) or [iodocs](https://github.com/mashery/iodocs)
+Many web app frameworks can generate the documentation for you. For example Symfony for PHP http://symfony.com/ https://github.com/FriendsOfSymfony/FOSRestBundle http://williamdurand.fr/2012/08/02/rest-apis-with-symfony2-the-right-way/ https://github.com/nelmio/NelmioApiDocBundle
+
+ better apis https://github.com/liip/LiipHelloBundle
       - or for Rails https://github.com/elc/rapi_doc https://github.com/Pajk/apipie-rails
 
    http://amberonrails.com/building-stripes-api/
@@ -237,7 +238,7 @@
   - http://converter.mygeodata.eu/vector kml exporter for shp
 or locally using GDAL
 
-### geocoding
+### Geocoding
 cloudmade, google (but you must display on a Google Map).
 
 Easiest way to do is with a Google Spreadsheet/Fusion Table http://williamparry.blogspot.com.au/2011/04/putting-data-into-google-fusion-tables.htm http://support.google.com/fusiontables/answer/1012281?hl=en&ref_topic=2592806
@@ -350,25 +351,35 @@
 
 # Unstructured (Text) Data Tools
 Most of thw world's dat isn't structured because it is contained in documents (webpages, tweets etc.). Sometimes it is possible to structure it, sometimes there are tools that are better suited it unstructured data.
-## wrangling
-Scraperwiki pytemplate scrapy
-regex
-
-## analysing
+## Wrangling
+For extracting data from webpages, checkout Scraperwiki pytemplate scrapy
+
+PDFs - http://source.mozillaopennews.org/en-US/articles/introducing-tabula/ for text PDFs or http://www.reporterslab.org/dochive/ for imafges
+
+If there is no way to form a table structure to be able to apply tabular data techniques , you need a more sophisticated analysis as detailed below.
+
+## Analysing
     - opennlp/nltk / https://github.com/clips/pattern
+    
     - lucene/solr
+    
     - http://www.r-bloggers.com/simple-text-mining-with-r/
+    
     - http://blog.josephwilk.net/ruby/latent-semantic-analysis-in-ruby.html similar terms usually found together
 
-## visualising
-
-Overviewer/ Jigsaw
-http://www.cc.gatech.edu/gvu/ii/jigsaw/
-
-http://www.jasondavies.com/wordtree/
+## Visualising
+
+Make word trees of blocks of text, webpages or twitter account and share them http://www.jasondavies.com/wordtree/
+
+"Overview automatically sorts thousands of documents into topics and sub-topics, by reading the full text of each one." Simply make a CSV file with two columns, id and text. 10,000 documents is a good limit for the current state of the system. https://www.overviewproject.org/
+
+For larger document sets or for alternative visualisations, try Jigsaw a desktop based application. http://www.cc.gatech.edu/gvu/ii/jigsaw/
+
+
 
 # Graph (relationships and networks) Data Tools {#graph-relationships-and-networks-data-tools}
 
+Why? Find communities, hubs, connections between (the X degrees of separation)
     - http://www.slideshare.net/OReillyStrata/visualizing-networks-beyond-the-hairball
     - http://blog.sciencenet.cn/blog-554179-622011.html SNA tools catalog
     - https://github.com/jacomyal/osdc2012-sigmajs-demo sigmajs filtering/searching
@@ -377,7 +388,7 @@
 ## Analysis
 
 ### R
-
+http://www.slideshare.net/ianmcook/social-network-analysis-in-r
 - http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
 
 
@@ -388,11 +399,8 @@
     - http://www.slideshare.net/maxdemarzi/etl-into-neo4j
     http://blog.neo4j.org/2013/03/importing-data-into-neo4j-spreadsheet.html
 
-http://www.orientdb.org/
-
-http://thinkaurelius.github.com/titan/
-
-Major graph databases like theese can be accessed using a common tool like Gremlin or by writing a simple Java/Python/Ruby application. Queries can be tested in the built in data browser.
+There are other graph databases worth considering like [OrientDB](http://www.orientdb.org/) or [Titan](http://thinkaurelius.github.com/titan/)
+Major graph databases like these can be accessed using a common syntax called Gremlin or by writing a simple Java/Python/Ruby application. Queries can be tested in the built in data browser.
 
 
 
@@ -401,6 +409,8 @@
 [![](img/chess_masters-300x300.png "NetworkX")](img/chess_masters.png)
 
 NetworkX is a social network analysis library for python. Many advanced analyses built in like finding communities within a graph. Also good for converting data into graphs.
+
+tutorial/intro http://www.cl.cam.ac.uk/~cm542/teaching/2011/stna-pdfs/stna-lecture11.pdf
 
 
 ## Visualisation