Subscribe to DSC Newsletter

Over the past month i had the opportunity to combine different techniques to identify trends and patterns regarding the economic situation in Greece as seen from a Web perspective. The collection was made from different sources : Blogs, forums and various websites.

The situation in Greece is more or less known to many people. The country is in a bad economic shape and this has consequences in Society in a number of ways. Unstructured text information was collected and used to identify trends specifically on the Greek society / Economy and Greek politicians.

The analysis included :

  • Comments made by thousands of Greek citizens regarding a new taxation plan (which is necessary under this bad economic situation)
  • Titles from hundreds of Greek blogs of economic and social content.

Regarding the analysis of the new taxation plan the goal was to identify clusters of common content and thus finding the most frequently occurring requests / comments of citizens :



Text mining and Information Extraction techniques were used to annotate and identify sentiment in each phrase. For example as shown above, Cluster 5 (which contains 329 citizen messages) is about requests for a fair tax plan while Cluster10 contains messages with requests that tax fraud should be minimized. Pairwise correlations were also found between concepts :


In Greek, 'dikigoros' and 'iatros' means Lawyer and Doctor respectively. This correlation shows that these two professions are found together most of the times in the same phrase. It should be noted that these two professions are also frequently found in phrases/messages that talk about Tax fraud.

A very interesting application was the analysis of unstructured information found in Greek Blogs and Websites. The text was annotated with specific keywords / concepts such as Economy and Politicians.

For example we can identify the reasons on why Giorgos Papandreou (PM of Greece) is characterized in a bad way in blog posts (=what other concepts are found in Blog posts containing keywords 'Giorgos Papandreou' AND Bad Characterizations) :

(Note : PASOK = Governmental Political Party)

Politics = 120
Economy = 72
Economy, Politics = 40
PASOK = 24
Politics, PASOK, Referendum = 8
Economy, Politics, PASOK, Referendum, Immigrants = 8
Economy, Politics, Society = 8
Society, PASOK = 4

In other words : Giorgos Papandreou is criticized mainly for his Political decisions and the Economy followed by criticism on PASOK. Negative sentiment also exists because of the fact that a percentage of Greek citizens require that a referendum should take place concerning the latest decision of the Greek government to give to a large proportion of Immigrants the Greek citizenship

Views: 298

Comment

You need to be a member of AnalyticBridge to add comments!

Join AnalyticBridge

On Data Science Central

© 2019   AnalyticBridge.com is a subsidiary and dedicated channel of Data Science Central LLC   Powered by

Badges  |  Report an Issue  |  Privacy Policy  |  Terms of Service