edits
[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.
Maxious 155 It's easy to quickly make a good looking and accessible webpage if you use a CSS framework like Bootstrap or Zurb Foundation.
156 There are a variety of bootstrap themes like [Flat-UI](http://designmodo.com/flat-free/)
maxious 157
Maxious 158 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 159
160 ### Examples
161
162
Alex Sadleir 163 #### PlanningAlerts
Alex Sadleir 164
165 [![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.
166
167 Programming Language: Ruby
168
169 Source Control: [Git](https://github.com/openaustralia/planningalerts-app)
170
171 Issue Tracking: [Atlassian JIRA](http://tickets.openaustraliafoundation.org.au/browse/PA/)
172
Alex Sadleir 173 #### LobbyLens
Alex Sadleir 174
175 [![](img/129-Screenshot-LobbyClue_-_Chromium-300x180.png "LobbyLens screenshot")](img/129-Screenshot-LobbyClue_-_Chromium.png)
176
177 Description: Displays connections between government contracts, business details, politician responsibilities, lobbyists, clients of lobbyists, political donors and the location of these entities.
178
179 Programing Language: PHP
180
181 Source Control: SVN (Subversion)
182
183 Issue Tracking: A whiteboard
Maxious 184
Alex Sadleir 185 #### bus.lambdacomplex.org
Alex Sadleir 186
187 [![](img/How-to-participate-in-GovHack_html_3789acae-300x253.jpg "Bus.lambda screenshot")](img/How-to-participate-in-GovHack_html_3789acae.jpg)
Maxious 188
Alex Sadleir 189 Description: Online Canberra Bus Timetables and Trip Planner.
190
191 Programing Language: PHP/Ruby
192
193 Source Control: Git
194
195 Issue Tracking: Github
196
197 ## Mobile
198
Maxious 199 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 200
Maxious 201 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 202
Alex Sadleir 203 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/
204
Maxious 205 You may wish to consider backend frameworks like http://helios.io/ or https://www.parse.com/
Maxious 206
Alex Sadleir 207 ### Examples
208
maxious 209 Bureau of Meteorology Water Storage App http://icelab.com.au/work/bureau-of-meteorology/
Alex Sadleir 210
maxious 211 NZ Gov budget http://www.treasury.govt.nz/budget/app
Alex Sadleir 212
Alex Sadleir 213
214 # Geographical Data Tools {#geographical-data-tools}
215
maxious 216 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!
217
Maxious 218
Maxious 219 ## Key datasets
Maxious 220 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 221
222 ASGS from ABS including suburbs/postcodes andrewharvey4.wordpress.com postgis/asgs tutorial
223 You can also get KML layers for various statistical measures on the ABS TableBuilder tool.
224
Maxious 225 ## Wrangling
226
Maxious 227 ### Converting
Maxious 228 There are many spatial data formats and often the one your tool requires is not the one the dataset is provided in.
229 You can convert spatial datasets online with http://converter.mygeodata.eu/vector or locally using GDAL (which better for >10 megabyte datasets)
Maxious 230
Maxious 231 ### Geocoding
Maxious 232 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 233
Maxious 234 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 235
236 ## Analysis
237
238
239 ### PostGIS
240
Alex Sadleir 241 [![](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.
242
243 ### Quantum GIS
244
245 [![](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/)
246
247 ## Visualisation
248
maxious 249 ### Layar and other augmented reality tools
Maxious 250 [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 251
252 ### Google Fusion Tables/ChartsBin/[OpenHeatMap](http://www.openheatmap.com/)
253
Alex Sadleir 254 [![](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
255
Maxious 256 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
257
258 ### [Cartographer.js](http://cartographer.visualmotive.com/)
259
Maxious 260 [![](img/cartographerjs-300x187.png "cartographerjs screenshot")](img/cartographerjs.png)Input data as JSON and interactive maps are produced.
261 You can also try d3 maps: http://bost.ocks.org/mike/map/
262
263
264 ### OpenLayers/Google Maps/[Leaflet](http://leaflet.cloudmade.com/)
265
Alex Sadleir 266 [![](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 267 There are wrappers for Google maps like http://hpneo.github.com/gmaps/examples.html and Mapstraction that can make it easier to use too.
268
Maxious 269 If you need to customise the base map, try TileMill.
270
271 ### NASA World Wind/Google Earth
272
Alex Sadleir 273 [![](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/)
274
275 ###
276
Alex Sadleir 277 # Tabular Data Tools {#tabular-data-tools}
278
Maxious 279 ## Wrangling
280
Maxious 281 Converting between formats like json/xml or csv can be done online with http://shancarter.com/data_converter/
maxious 282
Maxious 283 Tabular data may have duplicate entries or incorrect formats (varying ways to enter dates/phonenumbers etc.). There are tools to quickly fix common problems
284
285 [DataWrangler](http://vis.stanford.edu/wrangler/)/[Google Refine](http://code.google.com/p/google-refine/)
286
Alex Sadleir 287 [![](img/google_refine_interface.png "google_refine_interface")](img/google_refine_interface.png)Clean up duplicate or inconsistent data entries.
Maxious 288
Maxious 289 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 290
291 ## Analysis
292
Alex Sadleir 293 ### Excel / Google Docs
294
Maxious 295 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 296
297 ### PostgreSQL/MySQL
298
Alex Sadleir 299 [![](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.
300
301 ### R Statistical Language
302
Maxious 303 [![](img/rstudio-windows-300x249.png "rstudio-windows")](img/rstudio-windows.png)
304 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)
305
Maxious 306 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.
307 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)
308
309 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/
310 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/)
311
312 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.
313
314 For advanced interactive visualisation you can use [Shiny](http://www.rstudio.com/shiny/) which allows visitors to you page to adjust the R charts.
315 Examples of Shiny use include:
316 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
317
318
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 See these tutorials to get started: http://datadrivenjournalism.net/resources/data_driven_documents_defined http://bost.ocks.org/mike/chart/
335
336
337 ### Processing.js
338
Alex Sadleir 339 # Unstructured (Text) Data Tools
maxious 340 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 341 ## Wrangling
342 For extracting data from webpages, checkout Scraperwiki pytemplate scrapy
343
Maxious 344 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 345
Alex Sadleir 346 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.
347
348 ## Analysing
Maxious 349 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.
350 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 351
Maxious 352 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 353
Maxious 354 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 355
Alex Sadleir 356 ## Visualising
357
Maxious 358 You can make word trees of blocks of text, webpages or twitter account and share them http://www.jasondavies.com/wordtree/
Alex Sadleir 359
360 "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/
361
362 For larger document sets or for alternative visualisations, try Jigsaw a desktop based application. http://www.cc.gatech.edu/gvu/ii/jigsaw/
Maxious 363
364
365
Alex Sadleir 366 # Graph (relationships and networks) Data Tools {#graph-relationships-and-networks-data-tools}
Maxious 367 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 368
369 ## Analysis
370
Maxious 371 ### R
Maxious 372 http://www.slideshare.net/ianmcook/social-network-analysis-in-r
Maxious 373 - http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
374
375
Alex Sadleir 376 ### Graph Databases
377
Maxious 378 [![](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.
379 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 380
Maxious 381 There are other graph databases worth considering like [OrientDB](http://www.orientdb.org/) or [Titan](http://thinkaurelius.github.com/titan/)
382 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 383
384
385
386 ### [NetworkX](http://networkx.lanl.gov/index.html)
387
Alex Sadleir 388 [![](img/chess_masters-300x300.png "NetworkX")](img/chess_masters.png)
389
390 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.
391
Maxious 392 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 393
394
395 ## Visualisation
Maxious 396
397 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)
398
Maxious 399 ### Tree/Hierarchy visualisation
Maxious 400 Sometimes when you analyse a network what you actually have is a tree/hierarchy with no interconnections.
401 In these cases, it's faster and more visually effective to use a Tree visualisation.
402 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/)
403 d3 also includes [treemaps - bubbles inside bubbles](http://bl.ocks.org/mbostock/4063530)
404
Maxious 405 ### NodeXL for Microsoft Excel
Maxious 406 [![](img/ExcelWindow.png "NodeXL Screenshot")](img/ExcelWindow.png)
407 [NodeXL](http://nodexl.codeplex.com/) allows you to visualise networks/graphs quickly inside Excel.
Maxious 408
409 ### [Graphviz](http://www.graphviz.org/)
410
Alex Sadleir 411 [![](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)
412
413 ### Gephi
414
415 [![](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.
416
417 ### [sigma.js](http://sigmajs.org/)
418
Maxious 419 [![](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.
Maxious 420 It's also possible to [filter/search the displayed network in sigma.js](https://github.com/jacomyal/osdc2012-sigmajs-demo)