editz
editz

file:a/index.md -> file:b/index.md
--- a/index.md
+++ b/index.md
@@ -1,59 +1,3 @@
-geo
-
-R
-
-- tools.disclo.gs - how to use data
-  - developer tools inc. linked data
-        - gephi -> neo4j
-          - neo4j lets you build on, do massive queries of who is friends with who
-          - don't use network viz if what you actually have is a tree/hierarchy with no interconnections http://www.randelshofer.ch/treeviz/ http://thejit.org/demos/ http://mbostock.github.com/protovis/ex/treemap.html http://blog.pixelingene.com/2011/07/building-a-tree-diagram-in-d3-js/
-          - http://mbostock.github.com/d3/ex/pack.html http://mbostock.github.com/d3/ex/tree.html
-        - postgis/quantum gis 
-          - (google earth is alright but many limitations) NASA World Wind?
-          - ABS statistical areas
-          - base layers like agri, http://irs.gis-lab.info/ wms or http://www.gdal.org/frmt_wms_openstreetmap_tms.xml
-          - can do nearest/isin/union queries - personal geocoder
-          - cloudmade geocoder, google maps my maps
-
-        - scraperwiki with new pytemplate libraries
-          - makes an API for your data to get in sqlite/json/csv
-
-  - govhack library
-    - https://graphics.stanford.edu/wikis/cs448b-12-fall/ data viz theory
-    - http://drawingbynumbers.org/toolsandresources
-    - http://wmbriggs.com/blog/?p=6465
-    - http://ofps.oreilly.com/titles/9781449339739/k_00000002.html list of d3 alternatives
-    - http://craigkerstiens.com/2012/10/01/understanding-postgres-performance/
-    - https://github.com/clips/pattern for easy NLP/network analysis/data mining
-    - https://github.com/theodi/open-data-tech-review/wiki othr cleanup/linked data toola
-    - http://selection.datavisualization.ch/ data viz tools catalog
-    - manipulating data - grep/find replace/sed/regex
-    - d3 tools and tutorial http://enjalot.com/ http://news.ycombinator.com/item?id=4608440 
-      - Why d3 is the way it is and how to make charts http://bost.ocks.org/mike/chart/
-      - how to make an xkcd chart http://bl.ocks.org/3914862
-
-    - data viz
-    - http://k2company.com/blog/2012/09/06/toolbox-for-learning-machine-learning-and-data-science/
-    - http://williamparry.blogspot.com.au/2011/04/putting-data-into-google-fusion-tables.html google fusion tutorial
-    - andrewharvey4.wordpress.com postgis/asgs tutorial
-    - http://www.slideshare.net/maxdemarzi/etl-into-neo4j 
-
-    - http://www.twotorials.com/ for R
-      - http://www.r-bloggers.com/gradient-word-clouds/ http://www.rstudio.com/shiny/ http://blog.ouseful.info/2012/11/28/quick-shiny-demo-exploring-nhs-winter-sit-rep-data/ https://github.com/timelyportfolio/shiny-d3-plot https://github.com/trestletech/shiny-sandbox/tree/master/grn
-      - http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
-      - http://www.r-bloggers.com/video-simpler-tricks-and-tools-help-debugging-git-latex-and-workflow-with-r-by-prof-rob-hyndman/
-      - http://yihui.name/knitr/ makes reports including google widgets/charts/maps via http://www.r-bloggers.com/googlevis-0-3-2-is-released-better-integration-with-knitr/
-      - http://chartsnthings.tumblr.com/post/36978271916/r-tutorial-simple-charts http://flowingdata.com/2012/12/17/getting-started-with-charts-in-r/
-
-    - http://dydra.com/
-    - http://selection.datavisualization.ch/ data viz tools list
-    - http://nodexl.codeplex.com/ network graphs for excel
-    - http://sunfoundation.tumblr.com/
-    - analysing - linked data tools
-      - http://govcampau.wikispaces.com/useful+tools 
-      - http://linkeddata.org/home 
-
-
 Welcome to the GovHack toolkit. This page provides all the information you need to prepare hackfest entries.
 These tools can be used to make entries like: mobile apps, web apps, data visualisations/infographics
 
@@ -61,9 +5,9 @@
 # General Data Hacking and Programming References {#general-data-hacking-and-programming-references}
 ## The basics of being a data scientist
 
-*   Have a hypothesis � even if you’re making a tool/api that helps people with their questions too, remember what the objective of that is.
+*   Have a hypothesis - even if you're making a tool/api that helps people with their questions too, remember what the objective of that is.
 *   Find the people and tools you need to prove/show/find. This rest of this page will help with the latter.
-*   Analyse and present results � were they what you expected? Do they help explain to others what you have found out? Can present as a interactive data visualisation or a web/mobile application or just a infographic/motion graphics video that tells a story.
+*   Analyse and present results -  were they what you expected? Do they help explain to others what you have found out? Can present as a interactive data visualisation or a web/mobile application or just a infographic/motion graphics video that tells a story.
 Please note, there are a combination of Analysis and Visualisation tools in each of the major categories below.
 
 
@@ -71,7 +15,7 @@
 Illustration from Data Journalism Handbook, CC BY-SA 3.0</dd>
 
 
-The best high level reference is the �Understanding Data� and �Delivering Data� chapters of the Data Journalism Handbook which is available online for free at
+The best high level reference is the 'Understanding Data' and 'Delivering Data' chapters of the Data Journalism Handbook which is available online for free at
 
 [datajournalismhandbook.org](http://datajournalismhandbook.org/)
 
@@ -84,7 +28,6 @@
 [http://flowingdata.com/2012/04/27/data-and-visualization-blogs-worth-following/](http://flowingdata.com/2012/04/27/data-and-visualization-blogs-worth-following/)
 
 
-
 **Statistics**
 
 [http://greenteapress.com/thinkstats/html/index.html](http://greenteapress.com/thinkstats/html/index.html)
@@ -95,9 +38,9 @@
 
 Basic tutorials for a variety of languages are available for free online or you can learn
 
-interactively with websites like [http://www.codecademy.com/](http://www.codecademy.com/#!/exercises/0\. for JavaScript or [http://www.learnpython.org/ ](http://www.learnpython.org/)or [http://tryruby.org](http://tryruby.org/)
-
-[https://developer.mozilla.org/en/JavaScript](https://developer.mozilla.org/en/JavaScript) &#8211\. especially for web applications and visualisations, you&#8217;ll need a basic understanding of JS. Common libraries like prototype or jQuery can help
+interactively with websites like [http://www.codecademy.com/](http://www.codecademy.com/#!/exercises/0). for JavaScript or [http://www.learnpython.org/ ](http://www.learnpython.org/)or [http://tryruby.org](http://tryruby.org/)
+
+[https://developer.mozilla.org/en/JavaScript](https://developer.mozilla.org/en/JavaScript) - especially for web applications and visualisations, you'll need a basic understanding of JS. Common libraries like prototype or jQuery can help
 
 **Accessibility/User Experience**
 
@@ -108,7 +51,6 @@
 
 ## Definitions
   - definitions, open licence reuse permissive hacker hack data journalism data bis UCX etc.
-
 
 ## key datasets
   - key datasets, directory.gov.au gazetter/AEC electorates/suburbs/postcodes/LGAs
@@ -163,7 +105,8 @@
   - http://ubuntu-tutorials.com/2008/11/11/relaying-postfix-smtp-via-smtpgmailcom/
   - amon
 
-### Source Control &#8211\. Git / Subversion
+### Source Control 
+ Git / Subversion
 
 [![](http://www.govhack.org/wp-content/uploads/Screenshot-at-2012-04-29-172132-300x235.png "Git Screenshot")](http://progit.org/book/)
 
@@ -181,7 +124,12 @@
 
 [Trello](https://trello.com/) and [Workflowy](https://workflowy.com/) are free, lightweight project management tools suitable for a rapid project!
 
-# Hosted Developer Tools {#hosted-developer-tools}
+## Hosted Developer Tools {#hosted-developer-tools}
+
+Can get many tools (source control, issue tracking) combined into one service cloud hosted so no setup required.
+
+### Github
+Git obviously but svn/hg interfaces are possible. Provide their own GUI for Windows/OSX or use the variety of Git capable tools
 
 ### Sourceforge
 
@@ -200,7 +148,7 @@
 # API Development {#api-development}
 
 
-So an API isn&#8217;t just an XML file ![;)](http://www.govhack.org/wp-includes/images/smilies/icon_wink.gif) 
+So an API isn't just an XML file ![;)](http://www.govhack.org/wp-includes/images/smilies/icon_wink.gif) 
 
 A good web based data API:
 
@@ -234,7 +182,7 @@
 
 Most of the categories to follow have visualisation tools specific to their purpose.
 
-You can find some data visualisation &#8220;essential&#8221\. tools below:
+You can find some data visualisation tools below:
 
 [http://www.visualisingdata.com/index.php/2011/07/part-6-the-essential-collection-of-visualisation-resources/](http://www.visualisingdata.com/index.php/2011/07/part-6-the-essential-collection-of-visualisation-resources/)
 
@@ -242,7 +190,17 @@
 
 Have to use visual art concepts, good color schemes http://www.r-bloggers.com/the-paul-tol-21-color-salute/
 
+
+    - https://graphics.stanford.edu/wikis/cs448b-12-fall/ data viz theory
+    - http://drawingbynumbers.org/toolsandresources
+
+examples    - http://sunfoundation.tumblr.com/
+tools     - http://selection.datavisualization.ch/ data viz tools catalog
+
+
+
 # Mobile
+bom water, nz gov budget
 html5 jquery mobile like directory.gov.au
     - android datviz
       - http://code.google.com/p/afreechart/ http://code.google.com/p/snowdon/ http://code.google.com/p/chartdroid/ http://androidplot.com/ http://code.google.com/p/achartengine/
@@ -251,18 +209,24 @@
 
 # Geographical Data Tools {#geographical-data-tools}
 
-Check out the[ GeoRabble Boundary Mapper&#8217;s Cookbook](http://georabble.org/2012/05/31/the-boundary-mappers-cookbook/) to see how you can tie all these things together!
-
+Check out the[ GeoRabble Boundary Mapper's Cookbook](http://georabble.org/2012/05/31/the-boundary-mappers-cookbook/) to see how you can tie all these things together!
+
+## Key datasets
+          - base layers like agri http://agri.openstreetmap.org/, http://irs.gis-lab.info/ wms or http://www.gdal.org/frmt_wms_openstreetmap_tms.xml
+           ASGS including suburbs/postcodes
+                   - andrewharvey4.wordpress.com postgis/asgs tutorial
 ## Wrangling
 
-## Converting
+### Converting
 There are many spatial data formats and often the one your tool requires is not the one the dataset is provided in
 Online
   - 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
 
 
 ## Analysis
@@ -312,20 +276,22 @@
 
 [![](http://www.govhack.org/wp-content/uploads/google_refine_interface.png "google_refine_interface")](http://www.govhack.org/wp-content/uploads/google_refine_interface.png)Clean up duplicate or inconsistent data entries.
 
+Can also use general purpose tools; grep/awk/sed
+regex http://www.regexper.com/ http://www.debuggex.com/?re=&str=
+
 ## Analysis
 
 ### Excel / Calc
 
 Great basic analysis and viewing. Older versions can be limited to 6500\. or so rows. Eg [http://www.tcij.org/training-material/car/data-mining/3474](http://www.tcij.org/training-material/car/data-mining/3474)
 
-
 ### PostgreSQL/MySQL
 
 [![](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_209ee972.jpg "SQL screenshot")](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_209ee972.jpg)Next step up, large datasets can be manipulated/extracted efficiently for example [http://www.postgresql.org/docs/8.4/static/tutorial-window.html](http://www.postgresql.org/docs/8.4/static/tutorial-window.html) , no built-in data visualisation though.
 
 ### [Miso Dataset](http://misoproject.com/dataset/)
 
-[![](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_m53b7ee38-293x300.png "miso screenshot")](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_m53b7ee38.png)Javascript data transformation library � especially good if you want to use the output for javascript interactive visualisations because the transformations can be done on-the-fly by users.
+[![](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_m53b7ee38-293x300.png "miso screenshot")](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_m53b7ee38.png)Javascript data transformation library - especially good if you want to use the output for javascript interactive visualisations because the transformations can be done on-the-fly by users.
 
 ### R Statistical Language
 
@@ -333,6 +299,11 @@
 
   - http://blog.yhathq.com/posts/10-R-packages-I-wish-I-knew-about-earlier.html
         - excel -> R/rattle/ deducer? http://www.r-bloggers.com/updates-to-the-deducer-family-of-packages/
+    - http://www.twotorials.com/ for R
+      - http://www.r-bloggers.com/gradient-word-clouds/ http://www.rstudio.com/shiny/ http://blog.ouseful.info/2012/11/28/quick-shiny-demo-exploring-nhs-winter-sit-rep-data/ https://github.com/timelyportfolio/shiny-d3-plot https://github.com/trestletech/shiny-sandbox/tree/master/grn
+         - http://www.r-bloggers.com/video-simpler-tricks-and-tools-help-debugging-git-latex-and-workflow-with-r-by-prof-rob-hyndman/
+      - http://yihui.name/knitr/ makes reports including google widgets/charts/maps via http://www.r-bloggers.com/googlevis-0-3-2-is-released-better-integration-with-knitr/
+      - http://chartsnthings.tumblr.com/post/36978271916/r-tutorial-simple-charts http://flowingdata.com/2012/12/17/getting-started-with-charts-in-r/
 
 
 ## Visualisation
@@ -351,18 +322,22 @@
 d3
   - http://datadrivenjournalism.net/resources/data_driven_documents_defined
     - http://www.benmcmahen.com/blog/posts/50eb57d55a94d35262000001 d3 svg
+    - d3 tools and tutorial http://enjalot.com/ http://news.ycombinator.com/item?id=4608440
+      - Why d3 is the way it is and how to make charts http://bost.ocks.org/mike/chart/
+      - how to make an xkcd chart http://bl.ocks.org/3914862
 
 ### Processing.js
 
 # Unstructured (text documents, webpages, metadata, tweets etc) Data Tools
 
-Scraperwiki
+## wranglying
+Scraperwiki pytemplate scrapy
+
 Overviewer/ Jigsaw
 http://www.cc.gatech.edu/gvu/ii/jigsaw/
-    -  opennlp/nltk, lucene/solr
-      - http://www.r-bloggers.com/simple-text-mining-with-r/
-
-R
+    - 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
 
 # Graph (relationships and networks) Data Tools {#graph-relationships-and-networks-data-tools}
@@ -374,11 +349,22 @@
 
 ## Analysis
 
-### Neo4j
-
-[![](http://www.govhack.org/wp-content/uploads/webadmin-data-300x127.png "Neo4\. web admin screenshot")](http://www.govhack.org/wp-content/uploads/webadmin-data.png)Help understand relationships � how is X connected to Y and via what other entities they both are connected to. Imports and exports
-
-can be done using a preexisting tool like Gremlin or by writing a simple Java/Python/Ruby application. Queries can be tested in the built in data browser.
+### R
+
+- http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
+
+
+### Neo4j / OrientDB
+
+[![](http://www.govhack.org/wp-content/uploads/webadmin-data-300x127.png "Neo4\. web admin screenshot")](http://www.govhack.org/wp-content/uploads/webadmin-data.png)Help understand relationships - how is X connected to Y and via what other entities they both are connected to. Imports and exports
+
+    - http://www.slideshare.net/maxdemarzi/etl-into-neo4j
+
+http://www.orientdb.org/
+
+Both can be accessed using a preexisting tool like Gremlin or by writing a simple Java/Python/Ruby application. Queries can be tested in the built in data browser.
+
+
 
 ### [NetworkX](http://networkx.lanl.gov/index.html)
 
@@ -386,17 +372,18 @@
 
 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.
 
-### Palantir
-
-Palantir make a good computer forensics tool, which they will showcase and give GovHack attendees access to for GovHack data analysis purposes. For more information check out:
-
-[http://palantir.com.au/](http://palantir.com.au/)
 
 ## Visualisation
+###  Tree/Hierarchy visualisation
+          - don't use network viz if what you actually have is a tree/hierarchy with no interconnections http://www.randelshofer.ch/treeviz/ http://thejit.org/demos/ http://mbostock.github.com/protovis/ex/treemap.html http://blog.pixelingene.com/2011/07/building-a-tree-diagram-in-d3-js/d3 for Trees and Hierarchies
+ http://mbostock.github.com/d3/ex/pack.html http://mbostock.github.com/d3/ex/tree.html
+
+### NodeXL for Microsoft Excel
+    - http://nodexl.codeplex.com/ network graphs for excel
 
 ### [Graphviz](http://www.graphviz.org/)
 
-[![](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_7579906d-300x184.png "Graphviz Screenshot")](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_7579906d.png)Classic directed graph visualisation tool, can even [generate images online without installing](http://ashitani.jp/gv/) or use in webpages with [javascript port of software](http://code.google.com/p/canviz/). File format [�dot� very easy to learn](http://en.wikipedia.org/wiki/DOT_language)
+[![](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_7579906d-300x184.png "Graphviz Screenshot")](http://www.govhack.org/wp-content/uploads/How-to-participate-in-GovHack_html_7579906d.png)Classic directed graph visualisation tool, can even [generate images online without installing](http://ashitani.jp/gv/) or use in webpages with [javascript port of software](http://code.google.com/p/canviz/). File format ["dot" very easy to learn](http://en.wikipedia.org/wiki/DOT_language)
 
 ### Gephi