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[tools.git] / index.md
Alex Sadleir 1 #GovHack Toolkit
Maxious 2 Welcome to the GovHack toolkit. This page provides all the information you need to prepare hackfest entries.
Alex Sadleir 3 These tools can be used to make entries like mobile apps, web apps and data visualisations/infographics.
4
5 The text of this toolkit is open for reuse under a Creative Commons Attribution licence and improvements are encouraged via Git http://github.com/maxious/govhack-tools or via email patches to govhack@lambdacomplex.org
Maxious 6
Maxious 7 # How to register and submit your entry
Alex Sadleir 8 ## Registering your team
9 Coming Soon: how to use the website "Hacker Space" to register and find teams.
Maxious 10
Alex Sadleir 11 ## Preparing your submission
Maxious 12
Maxious 13 You should record a 3 minute speech and mix images/text to accompany.
Maxious 14 http://www.screenr.com/ and other screencasting tools allow you to demo apps.
Maxious 15 To mix together clips, you can use youtube video editor http://www.youtube.com/editor or local software like http://www.videolan.org/vlmc/ or http://www.lwks.com/
Maxious 16
Maxious 17 You also need to submit your "source material". For an application this may be source code, for another work it might be your notes or prototypes.
Maxious 18 The key thing here is that your source material demonstrates to the judges that some of the end result was your own work and that it is possible for another person to replicate that work.
Maxious 19
20
21 # General References {#general-data-hacking-and-programming-references}
Maxious 22
Maxious 23
Maxious 24 ## The basics of being a data scientist
25
maxious 26 * 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.
Maxious 27 * Find the people and tools you need to prove/show/find. This rest of this page will help with the latter.
Maxious 28 * Analyse and present results - were they what you expected? Do they help explain to others what you have found out?
29 Can present as a interactive data visualisation or a web/mobile application or just a infographic/motion graphics video that tells a story.
Maxious 30
Alex Sadleir 31 [![](img/How-to-participate-in-GovHack_html_m6a65720f-300x199.gif "Data Journalism Diagram")](img/How-to-participate-in-GovHack_html_m6a65720f.gif)</dt>
Maxious 32 Illustration from Data Journalism Handbook, CC BY-SA 3.0</dd>
33
maxious 34 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
Maxious 35 [datajournalismhandbook.org](http://datajournalismhandbook.org/)
36
37 You can learn the technical skills from scratch in Visualize This: The FlowingData Guide to Design, Visualization, and Statistics by Nathan Yau or for more advanced
38 practical advice check out Data Analysis with Open Source Tools by Philipp K. Janert
39 For further reading in this space
40 [http://flowingdata.com/2012/04/27/data-and-visualization-blogs-worth-following/](http://flowingdata.com/2012/04/27/data-and-visualization-blogs-worth-following/)
41
42
43 **Statistics**
Alex Sadleir 44
45 A great guide to statistics is
46 [Think Stats](http://greenteapress.com/thinkstats/html/index.html)
Maxious 47
48 **Programming**
49
50 Programming is valuable skill for manipulating and displaying data.
Alex Sadleir 51 Basic tutorials for a variety of languages are available for free online or you can learn interactively with websites like [Codecademy for JavaScript](http://www.codecademy.com/#!/exercises/0), [Learn Python](http://www.learnpython.org/) or [Try Ruby](http://tryruby.org/)
Maxious 52
Alex Sadleir 53 For web applications and visualisations, you'll need a basic understanding of JavaScript in order to configure pre made libraries like jQuery. A good source for Javascript information is the [Mozilla Development Network Javascript Page](https://developer.mozilla.org/en/JavaScript)
Maxious 54
55 **Accessibility/User Experience**
56
Alex Sadleir 57 Following accessibility guidelines not only make a application accessible but make it a better experience for all users! Even if not making an app, good to consider these things to do and not do when designing for humans: [http://www.w3.org/TR/WCAG/](http://www.w3.org/TR/WCAG/)
Maxious 58
59
60
Alex Sadleir 61 # Developer Tools For Your Computer {#developer-tools-for-your-computer}
62 No matter what kind of application you have for the data, there are many tools you can use to better collaborate and manage your project.
Maxious 63
maxious 64 ### Source Control
Alex Sadleir 65 Using a version control system like Git or Subversion allows you to keep many different versions of what you have been working on so you can collaborate with others or simply back up your files so you don't lose them!
Maxious 66
Alex Sadleir 67 [![](img/Screenshot-at-2012-04-29-172132-300x235.png "Git Screenshot")](http://progit.org/book/)
Maxious 68
Maxious 69 There are [tutorials on git](http://progit.org/book/) and [GUIs to help you](http://code.google.com/p/tortoisegit/)
70 There is also a [manual for Subversion](http://svnbook.red-bean.com/) and a [similar GUI for Subversion](http://tortoisesvn.net/)
Maxious 71
72
Alex Sadleir 73 ### Task Tracking
Maxious 74
75 Issue/task trackers allow you to outline the tasks required for your project and assign them to people to do.
76
77 [Trello](https://trello.com/) and [Workflowy](https://workflowy.com/) are free, lightweight project management tools suitable for a rapid project!
78
Maxious 79 ## Hosted Developer Tools {#hosted-developer-tools}
80
Alex Sadleir 81 Can get many tools (source control, issue tracking) combined into one service cloud hosted so there's no setup required.
Maxious 82
83 ### Github
Alex Sadleir 84 Git obviously but svn/hg interfaces are also available. Provide their own GUI for Windows/OSX or use a variety of Git capable tools
85
86 ### Sourceforge
87
88 Subversion, Git, Mercurial, Bazaar, CVS, issue tracker, wiki, release file downloads. Unlimited free use for open source projects.
89
90 You can create your own Sourceforge project at [http://sourceforge.net/](http://sourceforge.net/)
91
92 ### Google Code Project Hosting
93
94 Git, Mercurial, and Subversion code. Issue tracker, wiki, release file downloads. Unlimited free use for open source projects.
95
96 You can host your Google Code project and get access to developer tools, APIs and documentation at [http://code.google.com/](http://code.google.com/)
97
98
Alex Sadleir 99 # Applications of data hacking
100
101 ## API Development {#api-development}
Maxious 102
103
maxious 104 So an API isn't just an XML file ![;)](http://www.govhack.org/wp-includes/images/smilies/icon_wink.gif)
105
106 A good web based data API:
107
108 * Is logically organised
109 * Can filter returned data
110 * Can return results in different open formats (CSV/JSON etc.)
111 * Is efficient and responsive by using caching and databases appropriately
112 * Handles errors gracefully
113 * Monitors and controls access (to show benefit realised of API and prevent abuse)
114 * Provides appropriate documentation with examples
115
116 Some people like sensis [http://](http://developers.sensis.com.au/)[developers.sensis.com.<wbr>au</wbr>](http://developers.sensis.com.au/)[/](http://developers.sensis.com.au/) use a provider like[http://](http://mashery.com/)[mashery.com](http://mashery.com/)[/](http://mashery.com/) or [https](https://apigee.com/)[://](https://apigee.com/)[apigee.com](https://apigee.com/) or [http://](http://apiaxle.com/)[apiaxle.com](http://apiaxle.com/)[/](http://apiaxle.com/) or [http://www.3scale.net/](http://www.3scale.net/) which handles making a good API for them.
117
Maxious 118 Atlassian have a great page on what makes a good API https://developer.atlassian.com/display/REST/Atlassian+REST+API+Design+Guidelines+version+1)
119
Maxious 120 HowTo.gov has a bunch of api resources about choosing SOAP vs. REST etc. http://www.howto.gov/mobile/apis-in-government
Alex Sadleir 121
Maxious 122 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)
123 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
maxious 124 Or for Ruby on Rails there is is https://github.com/elc/rapi_doc https://github.com/Pajk/apipie-rails
Maxious 125
126 better apis https://github.com/liip/LiipHelloBundle
Alex Sadleir 127
Maxious 128 http://amberonrails.com/building-stripes-api/
Alex Sadleir 129
Alex Sadleir 130 example WeatherTree weather API
Maxious 131
132
Alex Sadleir 133 ## Infographics and Data Visualisation {#data-visualisation}
Alex Sadleir 134
135 Infographics try to contextualise charts and graphs to tell a story. Data vis builds on this to find new ways to design insight.
136
137 Most of the categories to follow have visualisation tools specific to their purpose.
138
maxious 139 You can find some data visualisation tools below:
140
Maxious 141 [Essential Colletion](http://www.visualisingdata.com/index.php/2011/07/part-6-the-essential-collection-of-visualisation-resources/)
142 [Drawing By Numbers Tools and Resources](http://drawingbynumbers.org/toolsandresources)
143 - http://selection.datavisualization.ch/ data viz tools catalog
144 Also check out [http://thejit.org](http://thejit.org/) &amp; [http://www.senchalabs.org/<wbr>philogl/</wbr>](http://www.senchalabs.org/philogl/) (contributed by Matt Adcock)
145
146 A good infographic should use visual art concepts and [good color schemes](http://www.r-bloggers.com/the-paul-tol-21-color-salute/)
147 For more information on the theory of data visualisation check out the (Stanford CS448B notes)[https://graphics.stanford.edu/wikis/cs448b-12-fall/]
Maxious 148
Maxious 149 Some examples of data visualisation can be seen on [the Sunlight Foundation tumblr](http://sunfoundation.tumblr.com/) or at the GovHack alumn [The Open Budget](http://www/.theopenbudget.org)
Alex Sadleir 150
Maxious 151
Alex Sadleir 152 ## Web Applications
maxious 153
154 With the rise of HTML5 technologies it is easier than ever to make a web application for engaging use of data.
155
Alex Sadleir 156 - css framework like bootstrap or zurb foundation
157 - css gauges http://www.larentis.eu/donuts/
158 - bootstrap themes, web fonts, css sprites, icon fonts
159 - http://designmodo.com/flat-free/ http://designmodo.github.com/Flat-UI/
160
161 ### Examples
162
163
Alex Sadleir 164 #### PlanningAlerts
Alex Sadleir 165
166 [![Planning Alerts Screenshot](img/How-to-participate-in-GovHack_html_2f0199ff1-300x221.png "Planning Alerts Screenshot")](img/How-to-participate-in-GovHack_html_2f0199ff1.png)Description: Planning Alerts takes data from local government development applications and sends alerts to users based on what applications are lodged in their area.
167
168 Programming Language: Ruby
169
170 Source Control: [Git](https://github.com/openaustralia/planningalerts-app)
171
172 Issue Tracking: [Atlassian JIRA](http://tickets.openaustraliafoundation.org.au/browse/PA/)
173
Alex Sadleir 174 #### LobbyLens
Alex Sadleir 175
176 [![](img/129-Screenshot-LobbyClue_-_Chromium-300x180.png "LobbyLens screenshot")](img/129-Screenshot-LobbyClue_-_Chromium.png)
177
178 Description: Displays connections between government contracts, business details, politician responsibilities, lobbyists, clients of lobbyists, political donors and the location of these entities.
179
180 Programing Language: PHP
181
182 Source Control: SVN (Subversion)
183
184 Issue Tracking: A whiteboard
Maxious 185
Alex Sadleir 186 #### bus.lambdacomplex.org
Alex Sadleir 187
188 [![](img/How-to-participate-in-GovHack_html_3789acae-300x253.jpg "Bus.lambda screenshot")](img/How-to-participate-in-GovHack_html_3789acae.jpg)
Maxious 189
Alex Sadleir 190 Description: Online Canberra Bus Timetables and Trip Planner.
191
192 Programing Language: PHP/Ruby
193
194 Source Control: Git
195
196 Issue Tracking: Github
197
198 ## Mobile
199
Alex Sadleir 200 Frameworks, http://www.sencha.com/products/touch http://phonegap.com/ http://cordova.apache.org/
Alex Sadleir 201
Maxious 202 html5 jquery mobile like directory.gov.au
Alex Sadleir 203
Alex Sadleir 204 For data visualisation, there are a variety of graph widgets 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/
205
Maxious 206
Alex Sadleir 207 Backend frameworks http://helios.io/ https://www.parse.com/
208 ### Examples
209
maxious 210 Bureau of Meteorology Water Storage App http://icelab.com.au/work/bureau-of-meteorology/
Alex Sadleir 211
maxious 212 NZ Gov budget http://www.treasury.govt.nz/budget/app
Alex Sadleir 213
Alex Sadleir 214
215 # Geographical Data Tools {#geographical-data-tools}
216
maxious 217 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!
218
Maxious 219
Maxious 220
Maxious 221 ## Key datasets
maxious 222 base layers like agri http://agri.openstreetmap.org/, http://irs.gis-lab.info/ wms or http://www.gdal.org/frmt_wms_openstreetmap_tms.xml
223
224 ASGS from ABS including suburbs/postcodes andrewharvey4.wordpress.com postgis/asgs tutorial
225 You can also get KML layers for various statistical measures on the ABS TableBuilder tool.
226
Maxious 227 ## Wrangling
228
Maxious 229 ### Converting
Maxious 230 There are many spatial data formats and often the one your tool requires is not the one the dataset is provided in.
231 You can convert spatial datasets online with http://converter.mygeodata.eu/vector or locally using GDAL (which better for >10 megabyte datasets)
Maxious 232
Maxious 233 ### Geocoding
Maxious 234 Google Maps APIs allow you to convert an address to map co-ordinates (geocoding) but you must display on a Google Map. The 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
Maxious 235
Maxious 236 If you need geocoding for more than display (working out the distance between points etc) or you don't want to use Google Maps, Cloudmade offers free OpenStreetMap based geocoding http://developers.cloudmade.com/projects/show/geocoding-http-api
Maxious 237
238 ## Analysis
239
240
241 ### PostGIS
242
Alex Sadleir 243 [![](img/postgisexample-300x130.jpg "postgisexample")](img/postgisexample.jpg)PostGIS is an extension for the PostgreSQL database server that allows you to store and manipulate geospatial data on a large scale. For example finding which points are in an area or what points are closest . It is also very useful for storing geospatial data because it can convert between all major formats including ESRI Shape files and Google Earth/Maps KML.
244
245 ### Quantum GIS
246
247 [![](img/How-to-participate-in-GovHack_html_m50afbe88-300x160.jpg "QGIS Screenshot")](img/How-to-participate-in-GovHack_html_m50afbe88.jpg)QGIS is a graphical desktop application that allows viewing and editing of geospatial data. Some good base maps are available by adding the WMS layer/server [http://irs.gis-lab.info/](http://irs.gis-lab.info/)
248
249 ## Visualisation
250
maxious 251 ### Layar and other augmented reality tools
Maxious 252 [Layar](http://www.layar.com/) provides a platform for exploring a dataset by travelling to the actual locations of the data and looking through a smartphone. Custom markers (2D or 3D) seem to float in the air and can be clicked on for more information. You can even trigger an event like playing music when within a certain range of a location.
maxious 253
254 ### Google Fusion Tables/ChartsBin/[OpenHeatMap](http://www.openheatmap.com/)
255
Alex Sadleir 256 [![](img/fusiontablesscreenshot-300x168.jpg "fusiontablesscreenshot")](img/fusiontablesscreenshot.jpg)Input numerical values and areas to a spreadsheet and maps are produced where the areas are colored on a scale of the values
257
Maxious 258 http://www.peteraldhous.com/CAR/Making_maps_with_Google_Fusion_Tables.pdf tutorial or http://support.google.com/fusiontables/topic/2592754?hl=en&ref_topic=27020 for google help files
259
260 ### [Cartographer.js](http://cartographer.visualmotive.com/)
261
Maxious 262 [![](img/cartographerjs-300x187.png "cartographerjs screenshot")](img/cartographerjs.png)Input data as JSON and interactive maps are produced.
263 You can also try d3 maps: http://bost.ocks.org/mike/map/
264
265
266 ### OpenLayers/Google Maps/[Leaflet](http://leaflet.cloudmade.com/)
267
Alex Sadleir 268 [![](img/How-to-participate-in-GovHack_html_512fcbe1-300x173.jpg "OpenLayers Screenshot")](img/How-to-participate-in-GovHack_html_512fcbe1.jpg)Display points and different layers. Leaflet is the easiest to use if you just want to show points with popups when clicked on.
Maxious 269 There are wrappers for Google maps like http://hpneo.github.com/gmaps/examples.html and Mapstraction that can make it easier to use too.
270
Maxious 271 If you need to customise the base map, try TileMill.
272
273 ### NASA World Wind/Google Earth
274
Alex Sadleir 275 [![](img/How-to-participate-in-GovHack_html_4dda24a4-300x261.jpg "WorldWind screenshot")](img/How-to-participate-in-GovHack_html_4dda24a4.jpg)Google Earth provides 3\. viewing of KML/GML files which represent points and shapes, both through a desktop application and a web plugin. These can be extended with interactive features that allow you to view by timeline or have animated tours between different points. You can also develop and customise your own viewer with the open source [NASA World Wind toolkit.](http://goworldwind.org/demos/)
276
277 ###
278
Alex Sadleir 279 # Tabular Data Tools {#tabular-data-tools}
280
Maxious 281 ## Wrangling
282
Maxious 283 Converting between formats like json/xml or csv can be done online with http://shancarter.com/data_converter/
maxious 284
Maxious 285 Tabular data may have duplicate entries or incorrect formats (varying ways to enter dates/phonenumbers etc.). There are tools to quickly fix common problems
286
287 [DataWrangler](http://vis.stanford.edu/wrangler/)/[Google Refine](http://code.google.com/p/google-refine/)
288
Alex Sadleir 289 [![](img/google_refine_interface.png "google_refine_interface")](img/google_refine_interface.png)Clean up duplicate or inconsistent data entries.
Maxious 290
Maxious 291 Can also use general purpose tools; grep/awk/sed
292 regex http://www.regexper.com/ http://www.debuggex.com/?re=&str=
293
294 ## Analysis
295
Alex Sadleir 296 ### Excel / Google Docs
297
Maxious 298 Great basic analysis and viewing but older versions can be limited to 6500 rows. Eg [http://www.tcij.org/training-material/car/data-mining/3474](http://www.tcij.org/training-material/car/data-mining/3474)
299
Alex Sadleir 300 http://training.sunlightfoundation.com/module/data-visualizations-google-docs/
301
302 ### PostgreSQL/MySQL
303
Alex Sadleir 304 [![](img/How-to-participate-in-GovHack_html_209ee972.jpg "SQL screenshot")](img/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.
305
306 ### R Statistical Language
307
Maxious 308 [![](img/rstudio-windows-300x249.png "rstudio-windows")](img/rstudio-windows.png)
309 R provides a platform for advanced data analysis which can find and visualise trends even in large datasets. Some reference resources to learn the language [http://cran.r-project.org/doc/manuals/R-intro.html ](http://cran.r-project.org/doc/manuals/R-intro.html)There are also some addons that provide graphical interfaces that make it easier to use such as Rattle [http://rattle.togaware.com/](http://rattle.togaware.com/) , RStudio [http://rstudio.org/](http://rstudio.org/) or Deducer [http://www.deducer.org/pmwiki/pmwiki.php?n=Main.DeducerManual](http://www.deducer.org/pmwiki/pmwiki.php?n=Main.DeducerManual)
310
Maxious 311 - http://blog.yhathq.com/posts/10-R-packages-I-wish-I-knew-about-earlier.html
Maxious 312 - 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
313 - http://www.r-bloggers.com/video-simpler-tricks-and-tools-help-debugging-git-latex-and-workflow-with-r-by-prof-rob-hyndman/
314 - 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/
315 - http://chartsnthings.tumblr.com/post/36978271916/r-tutorial-simple-charts http://flowingdata.com/2012/12/17/getting-started-with-charts-in-r/
Alex Sadleir 316
317 http://www.r-bloggers.com/to-plot-them-is-my-real-test/
Maxious 318 http://blog.revolutionanalytics.com/2013/04/visualize-large-data-sets-with-the-bigvis-package.html 10 Million Points in 5 seconds.
Maxious 319
320 ## Visualisation
321
322 ### [Tableau Desktop](http://www.tableausoftware.com/)
323
Alex Sadleir 324 Create visualisations from various data formats by dragging and dropping. Free trial available on website. [![](img/Tableau-Screenshot-300x190.jpg "Tableau Screenshot")](img/Tableau-Screenshot.jpg)
325
Maxious 326 ### Web page (Javascript) graphs
327 [Flotr2](http://www.humblesoftware.com/flotr2/)/[Google Chart Tools](https://developers.google.com/chart/)
Alex Sadleir 328 [![](img/How-to-participate-in-GovHack_html_m11006fce-300x199.jpg "flotr2 screenshot")](img/How-to-participate-in-GovHack_html_m11006fce.jpg)Javascript based charts for webpages.
Maxious 329 http://www.polychartjs.com/ Allows facetting and easy use of JSON data sets.
330
331 ### D3.js (Data-Driven Documents)
332
Alex Sadleir 333 [![](img/How-to-participate-in-GovHack_html_m90d8020-300x277.jpg "d3 screenshot")](img/How-to-participate-in-GovHack_html_m90d8020.jpg)Javascript visualisations that are more interactive or intricate than charts. Can be hard to learn but there are examples and easier to use premade visualisations such as [word clouds](http://www.jasondavies.com/wordcloud/), [realtime filtering of barcharts](http://square.github.com/crossfilter/), or [bubble trees for comparing amount sizes](https://github.com/okfn/bubbletree).
Maxious 334 d3
335 - http://datadrivenjournalism.net/resources/data_driven_documents_defined
336 - http://www.benmcmahen.com/blog/posts/50eb57d55a94d35262000001 d3 svg
Maxious 337 - d3 tools and tutorial http://enjalot.com/ http://news.ycombinator.com/item?id=4608440
338 - Why d3 is the way it is and how to make charts http://bost.ocks.org/mike/chart/
339 - how to make an xkcd chart http://bl.ocks.org/3914862
340
341 ### Processing.js
342
Alex Sadleir 343 # Unstructured (Text) Data Tools
maxious 344 Most of the world's data 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.
Alex Sadleir 345 ## Wrangling
346 For extracting data from webpages, checkout Scraperwiki pytemplate scrapy
347
Maxious 348 PDFs - http://source.mozillaopennews.org/en-US/articles/introducing-tabula/ for text PDFs or http://www.reporterslab.org/dochive/ for images (common in scanned document PDFs)
Maxious 349
Alex Sadleir 350 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.
351
352 ## Analysing
Maxious 353 Natural Language Processing libraries like OpenNLP for Java or NLTK / [Pattern](https://github.com/clips/pattern) for Python allow you to extract information from text.
354 One of the most useful techniques found in these libraries is Named entity recognition which extracts the subjects named in a piece of text.
Alex Sadleir 355
Maxious 356 A search engine just for your dataset can also help. Tools like Apache Lucene/Solr or ElasticSearch can help you index and search large datasets in new ways.
Alex Sadleir 357
Maxious 358 For light weight analysis, try R or Ruby: http://www.r-bloggers.com/simple-text-mining-with-r/ http://blog.josephwilk.net/ruby/latent-semantic-analysis-in-ruby.html
maxious 359
Alex Sadleir 360 ## Visualising
361
Maxious 362 You can make word trees of blocks of text, webpages or twitter account and share them http://www.jasondavies.com/wordtree/
Alex Sadleir 363
364 "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/
365
366 For larger document sets or for alternative visualisations, try Jigsaw a desktop based application. http://www.cc.gatech.edu/gvu/ii/jigsaw/
Maxious 367
368
369
Alex Sadleir 370 # Graph (relationships and networks) Data Tools {#graph-relationships-and-networks-data-tools}
Maxious 371 Graph data can be very valuable for finding communities, hubs and connections between entities (the 6 degrees of separation). This is through the techniques of Social Network Analysis.
Maxious 372 - http://www.slideshare.net/OReillyStrata/visualizing-networks-beyond-the-hairball
373 - http://blog.sciencenet.cn/blog-554179-622011.html SNA tools catalog
374 - https://github.com/jacomyal/osdc2012-sigmajs-demo sigmajs filtering/searching
375
376
377 ## Analysis
378
Maxious 379 ### R
Maxious 380 http://www.slideshare.net/ianmcook/social-network-analysis-in-r
Maxious 381 - http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
382
383
Alex Sadleir 384 ### Graph Databases
385
Maxious 386 [![](img/webadmin-data-300x127.png "Neo4\. web admin screenshot")](img/webadmin-data.png)Help understand relationships - how is X connected to Y and via what other entities they both are connected to.
387 Imports and exports can be done by [writing a java program](http://www.slideshare.net/maxdemarzi/etl-into-neo4j) or [spreadsheet](http://blog.neo4j.org/2013/03/importing-data-into-neo4j-spreadsheet.html)
Maxious 388
Maxious 389 There are other graph databases worth considering like [OrientDB](http://www.orientdb.org/) or [Titan](http://thinkaurelius.github.com/titan/)
390 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.
Maxious 391
392
393
394 ### [NetworkX](http://networkx.lanl.gov/index.html)
395
Alex Sadleir 396 [![](img/chess_masters-300x300.png "NetworkX")](img/chess_masters.png)
397
398 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.
399
Maxious 400 See this [introduction to Social Network Analysis with NetworkX](http://www.cl.cam.ac.uk/~cm542/teaching/2011/stna-pdfs/stna-lecture11.pdf)
Alex Sadleir 401
402
403 ## Visualisation
Maxious 404 ### Tree/Hierarchy visualisation
Maxious 405 Sometimes when you analyse a network what you actually have is a tree/hierarchy with no interconnections.
406 In these cases, it's faster and more visually effective to use a Tree visualisation.
407 You can run [TreeViz](http://www.randelshofer.ch/treeviz/) locally or use [d3 on a website](http://bl.ocks.org/mbostock/4063550), [step by step instructions for creating tree data for d3](http://blog.pixelingene.com/2011/07/building-a-tree-diagram-in-d3-js/)
408 d3 also includes [treemaps - bubbles inside bubbles](http://bl.ocks.org/mbostock/4063530)
409
Maxious 410 ### NodeXL for Microsoft Excel
Maxious 411 [![](img/ExcelWindow.png "NodeXL Screenshot")](img/ExcelWindow.png)
412 [NodeXL](http://nodexl.codeplex.com/) allows you to visualise networks/graphs quickly inside Excel.
Maxious 413
414 ### [Graphviz](http://www.graphviz.org/)
415
Alex Sadleir 416 [![](img/How-to-participate-in-GovHack_html_7579906d-300x184.png "Graphviz Screenshot")](img/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)
417
418 ### Gephi
419
420 [![](img/How-to-participate-in-GovHack_html_74d01d05-300x195.jpg "Gephi Screenshot")](img/How-to-participate-in-GovHack_html_74d01d05.jpg)Desktop graph editor and renderer. Many good automatic layout algorithms even for very large graphs.
421
422 ### [sigma.js](http://sigmajs.org/)
423
Maxious 424 [![](img/How-to-participate-in-GovHack_html_m6006eaf3-300x130.jpg "Sigma.js Screenshot")](img/How-to-participate-in-GovHack_html_m6006eaf3.jpg)Javascript graph viewer for displaying graphs on webpages without any other plugins/applications required. It can use GEXF files exported from tools like neo4j, gephi or NetworkX.
425