add school of data tutorials
[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
Alex Sadleir 21 # General 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
Alex Sadleir 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 like [TortoiseGit for Windows](http://code.google.com/p/tortoisegit/) and [Atlassian SourceTree for Windows and OSX](http://sourcetreeapp.com/)
Maxious 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 ## Virtual Servers
80 Many free services to try out virtual/cloud servers before scaling up: https://www.chunkhost.com/ or heroku or https://www.appfog.com/pricing/
81
Alex Sadleir 82 ## Hosted Developer Tools
Maxious 83
Alex Sadleir 84 Can get many tools (source control, issue tracking) combined into one service cloud hosted so there's no setup required.
Maxious 85
86 ### Github
Alex Sadleir 87 Git obviously but svn/hg interfaces are also available. Provide their own GUI for Windows/OSX or use a variety of Git capable tools
88
89 ### Sourceforge
90
91 Subversion, Git, Mercurial, Bazaar, CVS, issue tracker, wiki, release file downloads. Unlimited free use for open source projects.
92
93 You can create your own Sourceforge project at [http://sourceforge.net/](http://sourceforge.net/)
94
95 ### Google Code Project Hosting
96
97 Git, Mercurial, and Subversion code. Issue tracker, wiki, release file downloads. Unlimited free use for open source projects.
98
99 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/)
100
101
Alex Sadleir 102 # Applications of data hacking
103
Alex Sadleir 104 ## API Development
Maxious 105
106
Alex Sadleir 107 So an API isn't just an XML file!
108
109 A good web based data API:
110
111 * Is logically organised
112 * Can filter returned data
113 * Can return results in different open formats (CSV/JSON etc.)
114 * Is efficient and responsive by using caching and databases appropriately
115 * Handles errors gracefully
116 * Monitors and controls access (to show benefit realised of API and prevent abuse)
117 * Provides appropriate documentation with examples
118
119 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.
120
Maxious 121 Atlassian have a great page on what makes a good API https://developer.atlassian.com/display/REST/Atlassian+REST+API+Design+Guidelines+version+1)
122
Maxious 123 HowTo.gov has a bunch of api resources about choosing SOAP vs. REST etc. http://www.howto.gov/mobile/apis-in-government
Alex Sadleir 124
Maxious 125 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 126 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 127 Or for Ruby on Rails there is is https://github.com/elc/rapi_doc https://github.com/Pajk/apipie-rails
Maxious 128
Alex Sadleir 129 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 130
131
Alex Sadleir 132 ## Infographics and Data Visualisation
Alex Sadleir 133
134 Infographics try to contextualise charts and graphs to tell a story. Data vis builds on this to find new ways to design insight.
135
136 Most of the categories to follow have visualisation tools specific to their purpose.
137
maxious 138 You can find some data visualisation tools below:
139
Maxious 140 [Essential Colletion](http://www.visualisingdata.com/index.php/2011/07/part-6-the-essential-collection-of-visualisation-resources/)
141 [Drawing By Numbers Tools and Resources](http://drawingbynumbers.org/toolsandresources)
142 - http://selection.datavisualization.ch/ data viz tools catalog
143 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)
144
Maxious 145 A good infographic should use visual art concepts and [good color schemes](http://www.r-bloggers.com/the-paul-tol-21-color-salute/). See the [data visualisation guidelines from the international journalism festival](http://schoolofdata.org/2013/04/26/data-visualization-guidelines-by-gregor-aisch-international-journalism-festival/)
146 For more information on the theory of data visualisation check out the [Stanford CS448B notes](https://graphics.stanford.edu/wikis/cs448b-12-fall/) or [The Ultimate Collection of Data Storytelling Resources](http://www.juiceanalytics.com/writing/the-ultimate-collection-of-data-storytelling-resources/)
Maxious 147
Maxious 148 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 149
Maxious 150
Alex Sadleir 151 ## Web Applications
maxious 152
153 With the rise of HTML5 technologies it is easier than ever to make a web application for engaging use of data.
Maxious 154 It's easy to quickly make a good looking and accessible webpage if you use a CSS framework like Bootstrap or Zurb Foundation.
155 There are a variety of bootstrap themes like [Flat-UI](http://designmodo.com/flat-free/)
maxious 156
Maxious 157 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 158
159 ### Examples
160
161
Alex Sadleir 162 #### PlanningAlerts
Alex Sadleir 163
164 [![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.
165
166 Programming Language: Ruby
167
168 Source Control: [Git](https://github.com/openaustralia/planningalerts-app)
169
170 Issue Tracking: [Atlassian JIRA](http://tickets.openaustraliafoundation.org.au/browse/PA/)
171
Alex Sadleir 172 #### LobbyLens
Alex Sadleir 173
174 [![](img/129-Screenshot-LobbyClue_-_Chromium-300x180.png "LobbyLens screenshot")](img/129-Screenshot-LobbyClue_-_Chromium.png)
175
176 Description: Displays connections between government contracts, business details, politician responsibilities, lobbyists, clients of lobbyists, political donors and the location of these entities.
177
178 Programing Language: PHP
179
180 Source Control: SVN (Subversion)
181
182 Issue Tracking: A whiteboard
Maxious 183
Alex Sadleir 184 #### bus.lambdacomplex.org
Alex Sadleir 185
186 [![](img/How-to-participate-in-GovHack_html_3789acae-300x253.jpg "Bus.lambda screenshot")](img/How-to-participate-in-GovHack_html_3789acae.jpg)
Maxious 187
Alex Sadleir 188 Description: Online Canberra Bus Timetables and Trip Planner.
189
190 Programing Language: PHP/Ruby
191
192 Source Control: Git
193
194 Issue Tracking: Github
195
196 ## Mobile
197
Maxious 198 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 199
Maxious 200 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 201
Alex Sadleir 202 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/
203
Maxious 204 You may wish to consider backend frameworks like http://helios.io/ or https://www.parse.com/
Maxious 205
Alex Sadleir 206 ### Examples
207
maxious 208 Bureau of Meteorology Water Storage App http://icelab.com.au/work/bureau-of-meteorology/
Alex Sadleir 209
maxious 210 NZ Gov budget http://www.treasury.govt.nz/budget/app
Alex Sadleir 211
Alex Sadleir 212
Alex Sadleir 213 # Geographical Data Tools
214
maxious 215 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!
216
Maxious 217
Maxious 218 ## Key datasets
Maxious 219 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 220
221 ASGS from ABS including suburbs/postcodes andrewharvey4.wordpress.com postgis/asgs tutorial
222 You can also get KML layers for various statistical measures on the ABS TableBuilder tool.
223
Maxious 224 ## Wrangling
225
Maxious 226 ### Converting
Maxious 227 There are many spatial data formats and often the one your tool requires is not the one the dataset is provided in.
228 You can convert spatial datasets online with http://converter.mygeodata.eu/vector or locally using GDAL (which better for >10 megabyte datasets)
Maxious 229
Maxious 230 ### Geocoding
Maxious 231
232 See this [introduction to geocoding](http://schoolofdata.org/2013/02/19/geocoding-part-i-introduction-to-geocoding/)
233
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://schoolofdata.org/2013/02/19/geocoding-part-ii-geocoding-data-in-a-google-docs-spreadsheet/
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
Maxious 249 See this [Creating a Map in QGIS tutorial](http://schoolofdata.org/2013/04/27/creating-a-map-using-qgis/)
250
251 ## Visualisation
252
maxious 253 ### Layar and other augmented reality tools
Maxious 254 [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 255
256 ### Google Fusion Tables/ChartsBin/[OpenHeatMap](http://www.openheatmap.com/)
257
Alex Sadleir 258 [![](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
259
Maxious 260 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
261
262 ### [Cartographer.js](http://cartographer.visualmotive.com/)
263
Maxious 264 [![](img/cartographerjs-300x187.png "cartographerjs screenshot")](img/cartographerjs.png)Input data as JSON and interactive maps are produced.
265 You can also try d3 maps: http://bost.ocks.org/mike/map/
266
267
268 ### OpenLayers/Google Maps/[Leaflet](http://leaflet.cloudmade.com/)
269
Alex Sadleir 270 [![](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 271 There are wrappers for Google maps like http://hpneo.github.com/gmaps/examples.html and Mapstraction that can make it easier to use too.
272
Alex Sadleir 273 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 274
275 ### NASA World Wind/Google Earth
276
Alex Sadleir 277 [![](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/)
278
279 ###
280
Alex Sadleir 281 # Tabular Data Tools
282
Maxious 283 ## Wrangling
284
Maxious 285 ### data access
286 #### Relational IO platform
287
288 - Datasets from the new data.gov.au CKAN repository
289 - Datasets from data.act.gov.au Socrata repository
290 - Access to NLAs Trove API
291 - Select data from data.nsw.gov.au (csv based)
292 - Datasets from data.vic.gov.au (csv based)
293 - Datasets from data.qld.gov.au (csv based)
294 - Access to web services such as Flickr image search, Twitter Search API, Bing search API, Google Search API, Google geocoding, Textrazor language analysis.
295
296 Teams will get their own read-only SQL-powered workspace that will give them access to all the above datasets / services allowing them to join and mashup data quickly and easily.
297
298
299 ### conversion
Maxious 300 Converting between formats like json/xml or csv can be done online with http://shancarter.com/data_converter/
maxious 301
Maxious 302 ### correction
Maxious 303 Tabular data may have duplicate entries or incorrect formats (varying ways to enter dates/phonenumbers etc.). There are tools to quickly fix common problems
304
305 [DataWrangler](http://vis.stanford.edu/wrangler/)/[Google Refine](http://code.google.com/p/google-refine/)
306
Alex Sadleir 307 [![](img/google_refine_interface.png "google_refine_interface")](img/google_refine_interface.png)Clean up duplicate or inconsistent data entries.
Maxious 308
Maxious 309 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 310
311 ## Analysis
312
Alex Sadleir 313 ### Excel / Google Docs
314
Maxious 315 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 316
Maxious 317 See this [Excel Data Journalism tutorial](http://schoolofdata.org/2013/04/24/using-excel-to-do-precision-journalism-an-update-from-the-school-of-data-journalism-in-perugia/)
318
319 ### PostgreSQL/MySQL
320
Alex Sadleir 321 [![](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.
322
Maxious 323 See this [SQL for lightweight data analysis tutorial](http://schoolofdata.org/2013/03/26/using-sql-for-lightweight-data-analysis/)
324
325 ### R Statistical Language
326
Maxious 327 [![](img/rstudio-windows-300x249.png "rstudio-windows")](img/rstudio-windows.png)
328 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)
329
Maxious 330 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.
331 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)
332
333 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/
Maxious 334 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/) or [a 2D plot with histograms for each dimension](http://www.r-bloggers.com/2d-plot-with-histograms-for-each-dimension-2013-edition/)
Maxious 335
336 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.
337
338 For advanced interactive visualisation you can use [Shiny](http://www.rstudio.com/shiny/) which allows visitors to you page to adjust the R charts.
339 Examples of Shiny use include:
340 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
341
342
Maxious 343
344 ## Visualisation
345
346 ### [Tableau Desktop](http://www.tableausoftware.com/)
347
Alex Sadleir 348 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)
349
Maxious 350 See this [Tableau Desktop Tutorial](http://schoolofdata.org/2013/04/27/ddjschool-tutorial-analysing-datasets-with-tableau-public/)
351
Maxious 352 ### Web page (Javascript) graphs
353 [Flotr2](http://www.humblesoftware.com/flotr2/)/[Google Chart Tools](https://developers.google.com/chart/)
Alex Sadleir 354 [![](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 355 http://www.polychartjs.com/ Allows facetting and easy use of JSON data sets.
356
357 ### D3.js (Data-Driven Documents)
358
Alex Sadleir 359 [![](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 360 See these tutorials to get started: http://datadrivenjournalism.net/resources/data_driven_documents_defined http://bost.ocks.org/mike/chart/
361
362
Alex Sadleir 363 # Unstructured (Text) Data Tools
maxious 364 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 365 ## Wrangling
366 For extracting data from webpages, checkout Scraperwiki pytemplate scrapy
367
Maxious 368 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 369
Alex Sadleir 370 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.
371
372 ## Analysing
Maxious 373 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.
374 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 375
Maxious 376 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 377
Maxious 378 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 379
Alex Sadleir 380 ## Visualising
381
Maxious 382 You can make word trees of blocks of text, webpages or twitter account and share them http://www.jasondavies.com/wordtree/
Alex Sadleir 383
384 "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/
385
386 For larger document sets or for alternative visualisations, try Jigsaw a desktop based application. http://www.cc.gatech.edu/gvu/ii/jigsaw/
Maxious 387
388
389
Alex Sadleir 390 # Graph (relationships and networks) Data Tools
Maxious 391 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 392
393 ## Analysis
394
Maxious 395 ### R
Maxious 396 http://www.slideshare.net/ianmcook/social-network-analysis-in-r
Maxious 397 - http://is-r.tumblr.com/post/38240018815/making-prettier-network-graphs-with-sna-and-igraph
398
399
Alex Sadleir 400 ### Graph Databases
401
Maxious 402 [![](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.
Maxious 403 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) (for example, [Gmail contacts](http://blog.neo4j.org/2013/04/gmail-email-analysis-with-neo4j-and_24.html)). The fastest way to import data into Neo4j is the [REST batch import API](http://docs.neo4j.org/chunked/milestone/rest-api-batch-ops.html)
Maxious 404
Maxious 405 There are other graph databases worth considering like [OrientDB](http://www.orientdb.org/) or [Titan](http://thinkaurelius.github.com/titan/)
406 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 407
408
409
410 ### [NetworkX](http://networkx.lanl.gov/index.html)
411
Alex Sadleir 412 [![](img/chess_masters-300x300.png "NetworkX")](img/chess_masters.png)
413
414 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.
415
Maxious 416 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 417
418
419 ## Visualisation
Maxious 420
421 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)
422
Maxious 423 ### Tree/Hierarchy visualisation
Maxious 424 Sometimes when you analyse a network what you actually have is a tree/hierarchy with no interconnections.
425 In these cases, it's faster and more visually effective to use a Tree visualisation.
426 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/)
427 d3 also includes [treemaps - bubbles inside bubbles](http://bl.ocks.org/mbostock/4063530)
428
Maxious 429 ### Flow Visualisations
430 Sometimes it's more about the magnitude (money? amount of communication?) of the connections between nodes.
431 A sankey diagram can easily visualise this http://bost.ocks.org/mike/sankey/
432
Maxious 433 ### NodeXL for Microsoft Excel
Maxious 434 [![](img/ExcelWindow.png "NodeXL Screenshot")](img/ExcelWindow.png)
435 [NodeXL](http://nodexl.codeplex.com/) allows you to visualise networks/graphs quickly inside Excel.
Maxious 436
437 ### [Graphviz](http://www.graphviz.org/)
438
Alex Sadleir 439 [![](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)
440
441 ### Gephi
442
443 [![](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.
444
Maxious 445 Many tools can produce input files for Gephi including Graph Databases and [a Excel Spreadsheet to map twitter social networks](http://dfreelon.org/2013/04/26/spreadsheet-converts-tweets-for-social-network-analysis-in-gephi/)
446
447 ### [sigma.js](http://sigmajs.org/)
448
Maxious 449 [![](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 450 It's also possible to [filter/search the displayed network in sigma.js](https://github.com/jacomyal/osdc2012-sigmajs-demo)
451