editz
[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)
Alex Sadleir 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 https://github.com/liip/LiipHelloBundle
maxious 124 Or for Ruby on Rails there is is https://github.com/elc/rapi_doc https://github.com/Pajk/apipie-rails
Maxious 125
Alex Sadleir 126 For example [Stripe's API](http://amberonrails.com/building-stripes-api/) or previous GovHack entrant [WeatheredOak](http://www.govhack.org/2012/06/02/weatheredoak/)
Maxious 127
128
Alex Sadleir 129 ## Infographics and Data Visualisation {#data-visualisation}
Alex Sadleir 130
131 Infographics try to contextualise charts and graphs to tell a story. Data vis builds on this to find new ways to design insight.
132
133 Most of the categories to follow have visualisation tools specific to their purpose.
134
maxious 135 You can find some data visualisation tools below:
136
Maxious 137 [Essential Colletion](http://www.visualisingdata.com/index.php/2011/07/part-6-the-essential-collection-of-visualisation-resources/)
138 [Drawing By Numbers Tools and Resources](http://drawingbynumbers.org/toolsandresources)
139 - http://selection.datavisualization.ch/ data viz tools catalog
140 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)
141
142 A good infographic should use visual art concepts and [good color schemes](http://www.r-bloggers.com/the-paul-tol-21-color-salute/)
Alex Sadleir 143 For more information on the theory of data visualisation check out the [Stanford CS448B notes](https://graphics.stanford.edu/wikis/cs448b-12-fall/)
Maxious 144
Maxious 145 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 146
Maxious 147
Alex Sadleir 148 ## Web Applications
maxious 149
150 With the rise of HTML5 technologies it is easier than ever to make a web application for engaging use of data.
Maxious 151 It's easy to quickly make a good looking and accessible webpage if you use a CSS framework like Bootstrap or Zurb Foundation.
152 There are a variety of bootstrap themes like [Flat-UI](http://designmodo.com/flat-free/)
maxious 153
Maxious 154 Check out the visualisation tools listed in the data sections for web application tools like these [CSS Dashboard gauges](http://www.larentis.eu/donuts/)
Alex Sadleir 155
156 ### Examples
157
158
Alex Sadleir 159 #### PlanningAlerts
Alex Sadleir 160
161 [![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.
162
163 Programming Language: Ruby
164
165 Source Control: [Git](https://github.com/openaustralia/planningalerts-app)
166
167 Issue Tracking: [Atlassian JIRA](http://tickets.openaustraliafoundation.org.au/browse/PA/)
168
Alex Sadleir 169 #### LobbyLens
Alex Sadleir 170
171 [![](img/129-Screenshot-LobbyClue_-_Chromium-300x180.png "LobbyLens screenshot")](img/129-Screenshot-LobbyClue_-_Chromium.png)
172
173 Description: Displays connections between government contracts, business details, politician responsibilities, lobbyists, clients of lobbyists, political donors and the location of these entities.
174
175 Programing Language: PHP
176
177 Source Control: SVN (Subversion)
178
179 Issue Tracking: A whiteboard
Maxious 180
Alex Sadleir 181 #### bus.lambdacomplex.org
Alex Sadleir 182
183 [![](img/How-to-participate-in-GovHack_html_3789acae-300x253.jpg "Bus.lambda screenshot")](img/How-to-participate-in-GovHack_html_3789acae.jpg)
Maxious 184
Alex Sadleir 185 Description: Online Canberra Bus Timetables and Trip Planner.
186
187 Programing Language: PHP/Ruby
188
189 Source Control: Git
190
191 Issue Tracking: Github
192
193 ## Mobile
194
Maxious 195 If you want to get stared quickly with mobile application development, it's worth considering cross platform frameworks like http://www.sencha.com/products/touch http://phonegap.com/ http://cordova.apache.org/
Alex Sadleir 196
Maxious 197 For a simple mobile app, a web application with a framewrok like jQuery Mobile can work quite well (as used on directory.gov.au)
Alex Sadleir 198
Alex Sadleir 199 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/
200
Maxious 201 You may wish to consider backend frameworks like http://helios.io/ or https://www.parse.com/
Maxious 202
Alex Sadleir 203 ### Examples
204
maxious 205 Bureau of Meteorology Water Storage App http://icelab.com.au/work/bureau-of-meteorology/
Alex Sadleir 206
maxious 207 NZ Gov budget http://www.treasury.govt.nz/budget/app
Alex Sadleir 208
Alex Sadleir 209
210 # Geographical Data Tools {#geographical-data-tools}
211
maxious 212 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!
213
Maxious 214
Maxious 215 ## Key datasets
Maxious 216 There are a variety of base layers like AGRI aerial imagery of Australia http://agri.openstreetmap.org/ or WMS services like http://irs.gis-lab.info/ wms or http://www.gdal.org/frmt_wms_openstreetmap_tms.xml
maxious 217
218 ASGS from ABS including suburbs/postcodes andrewharvey4.wordpress.com postgis/asgs tutorial
219 You can also get KML layers for various statistical measures on the ABS TableBuilder tool.
220
Maxious 221 ## Wrangling
222
Maxious 223 ### Converting
Maxious 224 There are many spatial data formats and often the one your tool requires is not the one the dataset is provided in.
225 You can convert spatial datasets online with http://converter.mygeodata.eu/vector or locally using GDAL (which better for >10 megabyte datasets)
Maxious 226
Maxious 227 ### Geocoding
Maxious 228 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 229
Maxious 230 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 231
232 ## Analysis
233
234
235 ### PostGIS
236
Alex Sadleir 237 [![](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.
238
239 ### Quantum GIS
240
241 [![](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/)
242
243 ## Visualisation
244
maxious 245 ### Layar and other augmented reality tools
Maxious 246 [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 247
248 ### Google Fusion Tables/ChartsBin/[OpenHeatMap](http://www.openheatmap.com/)
249
Alex Sadleir 250 [![](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
251
Maxious 252 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
253
254 ### [Cartographer.js](http://cartographer.visualmotive.com/)
255
Maxious 256 [![](img/cartographerjs-300x187.png "cartographerjs screenshot")](img/cartographerjs.png)Input data as JSON and interactive maps are produced.
257 You can also try d3 maps: http://bost.ocks.org/mike/map/
258
259
260 ### OpenLayers/Google Maps/[Leaflet](http://leaflet.cloudmade.com/)
261
Alex Sadleir 262 [![](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 263 There are wrappers for Google maps like http://hpneo.github.com/gmaps/examples.html and Mapstraction that can make it easier to use too.
264
Alex Sadleir 265 If you need to customise the base map, try TileMill. See the [THE INSANELY ILLUSTRATED GUIDE TO YOUR FIRST DATA-DRIVEN TILEMILL MAP](http://dataforradicals.com/the-insanely-illustrated-guide-to-your-first-tile-mill-map/)
Maxious 266
267 ### NASA World Wind/Google Earth
268
Alex Sadleir 269 [![](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/)
270
271 ###
272
Alex Sadleir 273 # Tabular Data Tools {#tabular-data-tools}
274
Maxious 275 ## Wrangling
276
Maxious 277 Converting between formats like json/xml or csv can be done online with http://shancarter.com/data_converter/
maxious 278
Maxious 279 Tabular data may have duplicate entries or incorrect formats (varying ways to enter dates/phonenumbers etc.). There are tools to quickly fix common problems
280
281 [DataWrangler](http://vis.stanford.edu/wrangler/)/[Google Refine](http://code.google.com/p/google-refine/)
282
Alex Sadleir 283 [![](img/google_refine_interface.png "google_refine_interface")](img/google_refine_interface.png)Clean up duplicate or inconsistent data entries.
Maxious 284
Maxious 285 You can also use general purpose file manipulation tools like grep/awk/sed. These work best when you instruct them what search/change you need using Regular Expressions (RegEx) which you can learn more about at http://www.regexper.com/ and http://www.debuggex.com/?re=&str=
Maxious 286
287 ## Analysis
288
Alex Sadleir 289 ### Excel / Google Docs
290
Maxious 291 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) or [http://training.sunlightfoundation.com/module/data-visualizations-google-docs/](http://training.sunlightfoundation.com/module/data-visualizations-google-docs/)
Alex Sadleir 292
293 ### PostgreSQL/MySQL
294
Alex Sadleir 295 [![](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.
296
297 ### R Statistical Language
298
Maxious 299 [![](img/rstudio-windows-300x249.png "rstudio-windows")](img/rstudio-windows.png)
300 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)
301
Maxious 302 R's value lies in the wide array of libraries and addons you can use. For example [BigVis](http://blog.revolutionanalytics.com/2013/04/visualize-large-data-sets-with-the-bigvis-package.html) lets you visualise 10 Million data points in 5 seconds on an ordinary computer.
303 Be sure to checkout the list of ["10 R packages I wish I knew about earlier"](http://blog.yhathq.com/puosts/10-R-packages-I-wish-I-knew-about-earlier.html)
304
305 ggplot2 is the typical graphical output of R and is very powerful. See these tutorials for instructions: http://chartsnthings.tumblr.com/post/36978271916/r-tutorial-simple-charts http://flowingdata.com/2012/12/17/getting-started-with-charts-in-r/
306 You can do some very creative plotting for example [putting pictures of Pokemon where their power level is on an X/Y axis](http://www.r-bloggers.com/to-plot-them-is-my-real-test/)
307
308 To share your analysis with the world you can use [KnittR](http://yihui.name/knitr/) which to make reports. These can include google widgets/charts/maps with the [googlevis](http://www.r-bloggers.com/googlevis-0-3-2-is-released-better-integration-with-knitr/) package.
309
310 For advanced interactive visualisation you can use [Shiny](http://www.rstudio.com/shiny/) which allows visitors to you page to adjust the R charts.
311 Examples of Shiny use include:
312 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
314
Maxious 315
316 ## Visualisation
317
318 ### [Tableau Desktop](http://www.tableausoftware.com/)
319
Alex Sadleir 320 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)
321
Maxious 322 ### Web page (Javascript) graphs
323 [Flotr2](http://www.humblesoftware.com/flotr2/)/[Google Chart Tools](https://developers.google.com/chart/)
Alex Sadleir 324 [![](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 325 http://www.polychartjs.com/ Allows facetting and easy use of JSON data sets.
326
327 ### D3.js (Data-Driven Documents)
328
Alex Sadleir 329 [![](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 330 See these tutorials to get started: http://datadrivenjournalism.net/resources/data_driven_documents_defined http://bost.ocks.org/mike/chart/
331
332
333 ### Processing.js
334
Alex Sadleir 335 # Unstructured (Text) Data Tools
maxious 336 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 337 ## Wrangling
338 For extracting data from webpages, checkout Scraperwiki pytemplate scrapy
339
Maxious 340 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 341
Alex Sadleir 342 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.
343
344 ## Analysing
Maxious 345 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.
346 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 347
Maxious 348 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 349
Maxious 350 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 351
Alex Sadleir 352 ## Visualising
353
Maxious 354 You can make word trees of blocks of text, webpages or twitter account and share them http://www.jasondavies.com/wordtree/
Alex Sadleir 355
356 "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/
357
358 For larger document sets or for alternative visualisations, try Jigsaw a desktop based application. http://www.cc.gatech.edu/gvu/ii/jigsaw/
Maxious 359
360
361
Alex Sadleir 362 # Graph (relationships and networks) Data Tools {#graph-relationships-and-networks-data-tools}
Maxious 363 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 364
365 ## Analysis
366
Maxious 367 ### R
Maxious 368 http://www.slideshare.net/ianmcook/social-network-analysis-in-r
Maxious 369 - http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
370
371
Alex Sadleir 372 ### Graph Databases
373
Maxious 374 [![](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.
375 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 376
Maxious 377 There are other graph databases worth considering like [OrientDB](http://www.orientdb.org/) or [Titan](http://thinkaurelius.github.com/titan/)
378 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 379
380
381
382 ### [NetworkX](http://networkx.lanl.gov/index.html)
383
Alex Sadleir 384 [![](img/chess_masters-300x300.png "NetworkX")](img/chess_masters.png)
385
386 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.
387
Maxious 388 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 389
390
391 ## Visualisation
Maxious 392
393 Proper visualisation of networks can be hard as described in this presentation [Visualising Networks: Beyond the Hairball](http://www.slideshare.net/OReillyStrata/visualizing-networks-beyond-the-hairball)
394
Maxious 395 ### Tree/Hierarchy visualisation
Maxious 396 Sometimes when you analyse a network what you actually have is a tree/hierarchy with no interconnections.
397 In these cases, it's faster and more visually effective to use a Tree visualisation.
398 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/)
399 d3 also includes [treemaps - bubbles inside bubbles](http://bl.ocks.org/mbostock/4063530)
400
Maxious 401 ### NodeXL for Microsoft Excel
Maxious 402 [![](img/ExcelWindow.png "NodeXL Screenshot")](img/ExcelWindow.png)
403 [NodeXL](http://nodexl.codeplex.com/) allows you to visualise networks/graphs quickly inside Excel.
Maxious 404
405 ### [Graphviz](http://www.graphviz.org/)
406
Alex Sadleir 407 [![](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)
408
409 ### Gephi
410
411 [![](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.
412
413 ### [sigma.js](http://sigmajs.org/)
414
Maxious 415 [![](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.
Alex Sadleir 416 It's also possible to [filter/search the displayed network in sigma.js](https://github.com/jacomyal/osdc2012-sigmajs-demo)
417