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I.T.D. International Trading Device srl CF 05773090013 P.IVA 10184840154 Sede Legale: Via Montecuccoli, 36 - 20147 Milano I.T.D. International Trading Device I-CiTies 2015 Palermo 29-30 ottobre 2015

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Page 1: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I.T.D. International Trading Device srl

CF 05773090013

P.IVA 10184840154

Sede Legale: Via Montecuccoli, 36 - 20147 Milano

I.T.D. International Trading Device

I-CiTies 2015

Palermo 29-30 ottobre 2015

Page 2: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Sentiment Analysis

Applied to e-Government

Guido Anzuoni, Francesco Cardinale, Concetta Ruocco – ITD

Giuseppe di Santo – Independent consultant

Page 3: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Social Networks (Generalized and specialized ones like Twitter, Facebook, LinkedIn,

etc.) provide a large amount of data

Provided data contain implicit information on attitude and sentiment of users with

reference to products, services, companies, people, etc..

Starting from Data, Sentiment Analysis aims at evaluating the data generated by

users of communities in order to infer trends, opinions, moods, points of view.

Page 4: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Social Networks and related media are becoming increasingly important also in Public

Administration

They can represent an ideal mean to setup a dialogue between institutions and citizens to improve

public services

In e-Government, the analysis of data produced by citizens may lead to quality and efficiency

improvement of public services, and make the decisions of the institutions more transparent and

accountable

Page 5: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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MyOpenGov is a co-founded(*) project aimed to develop a social collaboration platform

able to:

engage citizens to express their needs and ideas;

integrate legacy systems of Italian Public Administrations;

let citizens to co-create through mashup personalized public services, by means of a citizen centric

approach;

* Cofunded by Campania regional government (Italy), O.O. 2.1 and 2.2. of POR Campania FESR 2007/2013

Page 6: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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MyOpenGov portal, named SocialGov, promotes citizens participation in the co-definition and

implementation of new cool ideas by the means of an Idea Management System able to:

suggest or report common interest topics, to Municipalities, for the development of the territory;

co-define, through social and collaboration features, new ideas;

evaluate and select the best ideas;

monitor the status of ideas, according to an open service co-creation and innovation approach.

MyOpenGov leverages Sentiment Analysis to achieve these objectives

Page 7: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Identify trend in order to propose Idea calls

Use citizen comments to evaluate ideas

Data Source

Sentiment Analizer

Comments, posts, etc. on specific topic

Idea Management

Data Source

Sentiment Analizer

Idea Management

Ideas evaluation

PA

Trend of a specific topic

Idea calls Selection of best ideas

Page 8: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Oozie

Social Network

MyOpenGOVPortal

Data Sources

Flume

Data extraction

HDFS

Data storage and Analysis Reporting

Pentaho

Hive

Input

Table

Data Analysis Output

Table

The proposed Sentiment Analysis system leverages a BigData infrastructure.

Data collection from MyOpenGov Portal and Social Networks (FLUME);

Data ingestion on a distributed scalable filesystem (HDFS);

Data classification through the evaluation of sentiment implicitly expressed by data (Hive)

Results presentation by using a Business Analytics platform (Pentaho)

Automated extraction, storage and classification process (Oozie)

Page 9: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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The approach can be applied to discover Citizen’s Sentiment on various topics

Use public services

Post messages Get data

Provides

Trend and

sentiment

Sentiment analizer

Citizens

PA Services

improves

MyOpenGOV Portal

Page 10: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Tools for sensitivity analysis

To achieve this goal the solution will be enriched with tools to capture data from information channels

(press agencies, news sites of newspapers, etc) in order to correlate the trend of sentiment with the

spread of news.

New techniques

Improving the analysis of the data by using solutions of statistical analysis and data mining like R and

Weka

Page 11: Presentazione standard di PowerPoint · I.T.D. International Trading Device ... Improving the analysis of the data by using solutions of statistical analysis and data mining like

I-CiTies 2015 Palermo 29-30 ottobre 2015

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Guido Anzuoni, Francesco Cardinale, Concetta Ruocco

ITD - International Trading Devices

{guido.anzuoni, francesco.cardinale, concetta.ruocco}@itdsolutions.it

Giuseppe Di Santo

Independent Consultant

[email protected]

Thank you for the attention