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WORKING CLASS HERO
The Ilva Case
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WORKINGCLASS HERO
The Ilva Case
Politecnico di Milano Scuola del design / Design della comunicazione Density 8.0
Luca D’OnofrioPietro Guinea MontalvoMariangela LabrancaGiovanni MagniCarolina Mauri
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Chapter 1: The Ilva caseIntroductionUnderstanding the controversyDesigning the research protocol
Chapter 2: The protocolIntroductionShaping the corpusIndexing the corpusThe corpus’ netFinding net alliesSemanticaly speaking
Chapter 3: The focusExploding the webReading the newsUser based websitesWhat do the users care for?Final comparison
Chapter 4: Concluding
Index
Actor’s profiling
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Chapter 1The Ilva case
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Climate Change is, now more than ever, one of the most discussed themes by political and social parties world-wide. In fact the pollution problem, and its search for solutions, always sparks a controversy that has an impor-tant weight in society.In a moment like this, where glob-ally the western societies are living an economic downturn, a question that many heads of state are facing is: are we able to sustain an investment in clean energy? And do the governments even care about the pollution made by the forced production of our economy? Should we worry about our health more than our jobs or economy?This significant macro-topic led us to question and analyze one of the biggest Italian piece of news of this year: the Ilva crisis.
IntroductionAnalyzing Ilva’s pollution debate
To understand some of this choice, as well as the actors and events analyzed during the execution of this protocol, we might have to report the crucial events of Ilva’s story.In December 2008 the Regione Puglia approved a regional law against dioxin pollution putting a limit to infectious production. After some months the same political party decided to tweak this regulation giving more time to the factories to adapt. Meanwhile Nicola Riva became president of the Ilva.On July 26th 2012 a court order was called for the partial shutdown and seize of the Taranto’s steel plant by the Gip Patrizia Todisco; ten days later this order was performed and members of Riva Group board were arrested.The closing of the factory caused a medial and political fight. Strikes
started and on the 27th of September a 48 hours strike took place defending the right to work. In November the workers occupied the management but the following day a tornado hit Taranto destroying the plant and silencing this controversy.Since the early stages the public and political opinion split into different sides; everyone was pulling its own arguments to conclude what was the nature of the problem: was it a health problem? An environmental one? An economic dispute? Maybe a work re-lated issue?
The Ilva case /Introduction
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ECONOMY
ENVIRONMENT HEALTH
EMPLOYMENT
ILVACASE
8
At the beginning of the project the first question to come out, that leads the first qualitative and historical analysis, has to be “What happened?”Understanding the facts helped us figuring which were the main disputes along with who were the actors. The clearest debates were those between:- Courthouses and workers- government and people’s associations- healthcare and right-to-work.All these were, more or less directly, prone to one single and practical choice that had to be made: keep the Ilva steel plant open or close it.This led to an issue that has been well expressed by the Italian comedian and politician Beppe Grillo that said: “Meg-lio morire di fame o di tumore?” that means ‘Is it better to die of starvation or die for cancer?’
Understanding the controversyFinding the true core of the issue
If the steel plant continues at it is lives will be lost in favor of work and a better economy; if the contrary happens, the Ilva closes, thousands of workers would lose their jobs and would have serious problems sustaining their families.Later in the protocol we decided to focus on this particular micro-contro-versy to better understand how the choice between health and jobs was discussed.
The Ilva case /Understading the controversy
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ILVACASE
FirstDebate
VS
SecondDebate
ThirdDebate
Corthouse Workes Government Unions Health EmploymentVS VS
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Being a protocol based on the use of digital tools is fair to remind how the outcome of every step should be subject to a conscious review that carefully fol-lows the events and dates the research was made.Our research analyzed the web in a 55 months period that started on May 17th 2008 and ended on December 1st 2012, these dates were decided after analyze the history oboth on the web and on the traditional newspapers. To briefly illustrate how the results of this protocol could change we used Google Trends; this gave us the history of the research query relative to our controversy.
We can see that the protocol is useful only in the last part of the graph (the part relative to the last year) where we
Designing the protocol How to navigate the web
have an exponential increase of web queries. This highlights the core of our protocol.
The main purpose of the protocol is to describe how Internet is living and speaking about an event that just happened. Who are internauts talk-ing about? What are they saying about them and mostly which words/themes do they use most? Where they write the most? What side of the controversy is the web routing for?In our case the question became: “Qual è il tessuto narrativo digitale del caso ILVA?”That translates in: ‘What is the digital tissue of the Ilva case? And how is it narrated?’
The Ilva case /Designing the protocol
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/Google Trends
Ilva Taranto
Chiusura Ilva Taranto
Caso Ilva
Notizie Ilva Taranto
Google Trends shows the historical impressions of the users’ queries and displays the change caused by our case study event
% Research Volume
20
40
60
80
100
dec. 2012may 2008 dec 2008 dec 2009 dec 2010 dec 2011
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13
Chapter 2The protocol
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This research focuses on what Italian web users think about what happened in Taranto the past four years and what their opinion is (and how do they give it) about the Ilva case; we are especially interested on how they responded to the info they received and which are these information sources.
To discover where the debate takes place we relied on Google, being the most used research engine. This choice has been made after discarding the possibility of an initial research relying on particular and pre-selected web-sites, such as Legambiente’s one or Facebook, in order to have an unbiased result.
IntroductionIlva’s steel plant in Italian webspace
The protocol /Introduction
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GE
NE
RA
L A
NA
LYS
ISD
ETA
ILE
D A
NA
LYS
ISF
INA
L C
OM
PAR
E
CORPUS
Study oftypology
Themeanalysis
Actoranalysis
Focus
CommentsNews Url
Sorting Sorting
Compare
Temporalanalysis Alliances
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The definition of the queries has to be linked with the very first research that isn’t actually part of the protocol itself. Instead of guessing which could be the important topics for our protocol, a more manual investigation has to take place (as we already said in the ‘Under-standing the Protocol’ chapter). Read-ing Wikipedia or Google News helped us figuring out the dispute points. The four leading themes that we extracted and decided to use as a module of our web query were: Economy, Environ-ment, Health and Work.
The complete queries were articulated in two parts:
- the first defines and frames the es-sence of our central topic, the Ilva steel plant or more in general the prime
Shaping the corpusWhat to ask and to whom
event that started our research (First Module);
- the second part leans towards the fields we just “discovered” by analyzing the facts (Second Module).
We decided to have two different angles in the first part of the query to see if there is a relevant difference on how web users look at the Ilva case. The “Ilva Taranto” part of the query inscribes our research in a geographical and contextual setting but the addition of the word “closure” gives a different point of view on how the topic is man-aged.Once we have this initial corpus we have to check if it is possible to make a semantic close up and create a new query, using the same method as
before, substituting the general topics word (Economy, Environment, Health and Work) with one that belongs to the same field but more precise.To do this kind of selection we couldn’t decide ourselves which word should be used for the second query level; the impartiality of the words were given by the use of one of the digital instru-ments we had at our disposal, Alchemy API powered by Density Design.
When we had the entire corpus ana-lyzed we proceeded to a manual check and cleaning with Google Refine. Once we had all the keywords, we extracted the most relevant word, basing on the relevance and count estimation for each field, and assembled a new query.
The protocol /Shaping the corpus
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SecondModule
ALCHEMYAPI
CHIUSURAILVA
TARANTO
ILVATARANTO
SALUTE
LAVORO
ECONOMIA
AMBIENTE
TUMORI
FERIE FORZATE
INVESTIMENTO
INQUINAMENTO
FirstModule
SecondModule
+
+
160Urls
160Urls
+
CHIUSURAILVA
TARANTO
ILVATARANTO
FIR
ST Q
UE
RY
SE
CO
ND
QU
ER
Y
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The protocol /Shaping the corpus
/First query/Second query
Economy
Work
Health
Environment
The result of the first two queries made with Google. First set and second set are result of the same macro topic research
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/320 URLs
Economy
Employment
Health
Environment
Complete corpus of 320 links, result of 16 different queries of 20 URLs each.
comitatopertaranto.blogspot.it
ilfattoquotidiano.it
ilvataranto.com
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Once that our corpus has been created we started indexing it. We manually opened every link and searched for its identity page in order to divide them in two different categories: type and theme of the website.The type description helps us under-stand what kind of website does people prefer to read or comment about case Ilva; we divided them as news, blogs, official websites, Wikipedia and Face-book pages.The theme describes what kind of top-ics does usually a website analyze. In these case the division is less standard because we are tackling a specific event that doesn’t have a significant interna-tional echo. We decided to set eleven different themes: News, Taranto, Work, Economy, Ilva, Environment, Health, Politics and Unions.
Indexing the corpusIs every link the same?
After systemizing the corpus we visual-ized, through Parallel Set and with the help of D3JS data library, the connec-tions between the websites and the themes or types. This helped us under-stand which couples of theme and type were more frequently linked.
Type: as one could expect, being our main topic linked to an important news story, the biggest part of our corpus belongs to the news category. In fact more than 81% of Google’s results link to a newspaper, the rest is divided between blogs (11%), official pages (6%), leaving Wikipedia and Facebook with only the 2%.Themes: for the same reason we have similar values, when examining what kind of argument does these websites investigate. Most of the URLs belong
to the editorial theme (74%). Then in order there are Ilva related pages, Envi-ronmental ones, Work ones, Taranto’s and without real difference Economy, Health, Politics, Unions and Tourism.
The protocol /Indexing the corpus
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This graph, built with Parallel Sets, shows how the URLs are grouped as themes and typology
Queries
Tipology
Tipology
Theme
Ambiente Inquinamento Salute Tumori Economia Investimento Lavoro Ferie Forzate
Taranto
NewsNews
Blog
Wiki
FB pages
Employm
entEconom
yIlva
Enviroment
HealthPoliticUnions
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Once we had divided all the Urls that came from our queries, we plotted them as a net graph using Gephi. This process highlighted which of these internet pages were a result of differ-ent Google researches. We can see how we have 39 websites that come from different general topics (this explains why there aren’t actually 320 nodes in this visualization); of these only three, ”comitatopertaranto.blogspot.it”, “ilvataranto.it” and “ilfattoquotidiano.it”, were present in all four topics. Then we we decided to focus our at-tention on the news-not news division that we had found out when indexing the corpus. Of the initial results only 19 weren’t chronicle related; only eight of these appear linked to different queries.This graph lead us to a consecutive
The corpus’ netWhere are the links from?
analysis on the difference between newspapers and other Urls when speaking about acquiring, elaborating and re-sharing information (go and see chapter “The Focus”.)
The protocol /The corpus’ net
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/Newspapers/Other websites
Economy
Emploiment
Health
Environment
These complementary net graphs show the amount of newspaper and other URLs web pages and how they can be reached from a query .
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When researching how Internet users deliver and share information about an event you cannot simply stop at a superficial Google web search. The soundest process is to attempt to reach the lowest and the most nested level where the data is born and then, as a family tree, follow its branches and find out who are its sons.When looking for a net of information that sprouts by a physical event, this process is a lot more complicated. One of the solutions, and the one that we executed, is to start from the very last annex and backtrack your way through how many levels it seems useful.To extract every page that is linked to our selected one (this has to be done with every non duplicate webpage found in the corpus) we used Navi-Crawler by WebAtlas.
Finding net alliesHow much are the websites linked?
This software returns every homepage link that is present in the Html of the website that he was fed, analyzing the “HREF” attribute.In our case none of the initial pages were removed so that any important link could be present in our report (even the social networks like Facebook and YouTube were kept as news and communication depend everyday more from this kind of social platforms). The crawling has been made for the entire corpus returning us with a net com-posed by more than fifteen hundreds webpages; after a manual skimming, that deleted all the self-linking pages –like the ones coming from the news-pages - and all the ones that didn’t have to do with the Ilva case, only 792 non duplicate links were left.
The protocol /Finding net allies
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This net shows how the corpus expands itself when we analyze its outgoing links; some websites are highlighted
/Next
Corpus
Next
comitatopertaranto.blogspot.it
pontiniaecologia.blogspot.it
earthday.net
scienzaesalute.blogosfere.it
radiopopolaresalento
peacelinkwwf.it
ilvataranto.com
ilvataranto.it
greenpeace.it
wikipedia.org
centrostudiilva.it
gadlerner
tarantolibera.wordpress.it
arcoris.tv
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Once the nature of the net and of the URLs is analyzed, a more qualitative analysis can take place. We went back to the initial corpus, composed by the 320 results, we fed it to Alchemy API asking it to give us back the cho-sen words with their relevance. The software returned us more than 5400 keywords which where put in Google Refine and clustered both manually and automatically.
At the end of this process we ended with 700 single keywords; these were again ordered and filtrated by the number of times they were given as a relevant word leaving us with 497.We had now a different set of words that could be compared to the ones coming out from the first Alchemy API’s analysis (go and see “Shaping the
Semanticaly speakingHow does the user express oneself?
Corpus”). To better understand if the words that we initially decided for the query (ferie forzate, inquinamento, in-vestimento and tumori) were coherent with our new corpus we had to manu-ally relate every single keyword to our 4 main topics (Economy, Environment, Health and Work).We analyzed the words with the help of an Italian dictionary and thesaurus to keep the protocol as impartial as possible.
The protocol /Semanticaly speaking
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ALCHEMYAPI
CORPUS
TEXTFACET
CLUSTERING
LEVENSHTEIN
PPM
COLOGNEPHONETIC
METAPHONE3
NGRAMFINGERPRINT
FINGERPRINT
GOOGLEREFINE THESAURUS
TYPOLOGY
KEYCOLLISION
NEARESTNEIGHBOR
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The protocol /Semanticaly speaking
ECONOMY
BILANCIOBIOLOGIA
ECONOMIAE DIRITTO
BILANCIO DEGLIENTI LOCALI
RETTA DELBILANCIO
B. D’impresaB. Dello statoB. Preventivo e consultivoB. Annuale e pluriennalePolitica (o manovra) di bilancio
B. Economico nazionale
B. Organico
SEMANTICTHEMESWORD
SEMANTICUSES
PROTOCOLTHEMECHECK IF
NEEDED
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/Themes
Economy
Emploiment
Health
Environment
Percentage of the most discussed themes and relevance of the initial keywords and the ones coming out from the total queries.
Ricoveri
Danno sanitario
Perizia Epidemiologica
Mortalità
Tumori
Emissioni nocive
Diossina
Impatto am
bientale
Inquinamento
Disastro ambientale
Insostenibilità economica
Crisi economica
Interventi strutturali
Investimenti
Sindacati
Ferie Forzate
Decreto salva-Ilva
Lavoratori
Aia
21% 19%
13%
46%
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The previous graph also showed which theme is the most talked about. This simple acknowledgment made us won-der which of the names that were re-trieved as keywords by Alchemy API’s algorithm were the main actors.Again for the sake of understanding which type of actors we are talking about, another categorization had to take place. The actors are classified relying on their role in society and/or politics; this manual process it’s made with Wikipedia’s help in order to give the correct typology to the actors. We defined five kind of actors: the Ilva affiliates, the ones that are a member of any institution, the citizens, the union constituents and the environ-mentalists.
Actors’ profilingDiscovering who are we talking about
Every actor has been classified in one of this types and the distributed based on their relevance. As we can see the members of the establishment are the most present, an example are Beppe Grillo, Patrizia Todisco, Mario Monti and Corrado Clini.
The protocol /Actor’s profiling
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/Actors
Ilva
Istitutions
Citizens
Unions
Actors displayed by relevance, us-ing the radius of the planet system, and amount of times the keyword is given back, the radius of the dots
Environmentalists
Relevance0.7
0.8
0.6
0.5
0.4
0.3
0.20.10
Regione Puglia
Fiom
Bol
la
residenti
Fiom C
gil
ricercatori
France
sco Z
acca
ria
Riva
Claudio
Claudio Sam
martino
magistratura
com
miss
ario
stra
ordina
rio
Marco Bentivogli
Mario M
onti
Do
men
ico
Cru
pi
Do
nato
Ste
fane
lliE
man
uela
Lat
erza
Em
ilio
Riv
aE
nric
o M
artin
oes
pone
nti p
oliti
ciEt
tore
Att
olin
iFa
bio
Riv
aFi
mFi
m C
islFi
om
cons
iglie
re c
omun
ale
cons
iglio
di
cons
iglio
regi
onal
e
Corr
ado
Clin
i
Cor
rado
Pas
sera
cust
odi g
iudi
ziar
i
dipe
nden
ti
dire
ttor
e d
ell'I
lva
dire
ttor
e g
ener
ale
dire
ttor
e sc
ient
ico
dir
igen
za d
ell'I
lva
Franco Sebasti
o
Giancarlo de Cataldo
Gianni Florido
Giorgio Assennato
Gip
Gip Patrizia Todisco
Girolamo Archina
governo Monti
Gruppo Riva
Ilva
Ilva Spa
Ippazio StefanoIstituto SuperioreIstituto Superiore di Sanità istituzioni Italsider lavoratori leader Cisl legambiente
Luigi Angeletti
Luigi Capogrosso
Luigi Sbarra
Palazzo
Chig
ip
eacelinkp
oliticip
opolazione
presid
ente dell'Ilva
procuraprocura locale
procuratorepubblica accusa
pubblica amm
inistrazione
Raaele Bonanni
Maurizio Landini
Michele Conserva
Mim
mo Panarelli
ministro
ministro dell'am
biente
ministro della salute
Nichi V
endola
Nicola R
iva
operai
organizzazio
ni sindacali
segretario confederale
Silvio Berlusconi
sindacalisti
sindacati
sindacati locali
Uilm Uil
Unione Europea
Vilma Gilli
Vittorio Cogliati Dezza
Alessandro MarescottiambientalistiAngelo Bonelliassessore all'ambiente
assessore provincialeassociazioni autorità
giudiziaria
Bruno Ferrante
Cislcitta
dini
00000Wordcount
32
33
Chapter 3The focus
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As we have anticipated initially, during the semantic analysis we noticed that the terminology used by the online users display words that could be easily grouped into different themes: Econ-omy, Employment , Environment and Health.Once defined this division we ana-lyzed the sentiment of the corpus, by manually reading it; we found out that between this imaginary factions the main debate is between Employment and Health (even if economic and envi-ronmental reasons come in play).The focus is not only limited to the theme of the research but also to the type of website. Knowing the substan-tial difference between the number of URLs that are news-pages (almost the 94%) and the remaining 6% not relate to the any report column, we found
Exploding the webAnalyzing each part of Internet
our idea of separating them and study them individually an educated choice.As this next part of the protocol unfolds we will repeat many times a qualitative analysis with the instrument Alchemy API to understand if the vocabulary of the web is really different if studied in its various fields. Many questions arose by when we highlighted the news and the blogs: do they talk about the same topic? And do they speak in the same way? Are the twenty keywords we ex-tracted from our initial corpus actually fit for these subsets?Since newspapers can be easily tracked in time we decided to start with this same analysis; we asked ourselves if the timeline of their articles, both by amount of articles and words used, were similar to the general corpus ones or the non-news websites.
The focus /Exploding the web
35
ILVACASE
TYPEFOCUS
VS
THEMEFOCUS
NEWS NONNEWS VS
FB PAGESWIKIOFFICIALWEBSITEBLOGLA REPUBBLICA
BARICORRIERE
DEL MEZZOGIORNO
HEALTHE MPLOYMENT
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The starting point for the analysis of journalism online influence, and particularly how many articles excite our case’s debate, is to choose which of the national newspapers that better ad-dressed the issue. To do this we have to study the different factors that make a newspaper fit to the analysis: the gen-eral circulation, the distribution, the number of monthly impressions online and most important, the newspaper had to be present in our corpus.The most adequate one was La Repub-blica; the choice fell on it also for the possibility of geo-location made possi-ble by the presence of an editorial staff in Bari.To make a comparison, and see if dif-ferent papers deal with case Ilva in a different way, we repeated this election process and found a second newspaper,
Reading the newsLearning the true source of web data
who was in size, geo-location and so-ciopolitical weight equivalent to La Re-pubblica: Il Corriere del Mezzogiorno, local edition of the best-known Corriere della Sera.
The focus /Reading the news
37
ONLYNEWS
GEO LOCALIZATION
ONLINEIMPRESSIONS
DISTRIBUTION
GENERALCIRCULATION
CORPUS
38
Both papers, in the period analyzed (17 May 2008 - 1 December 2012) report a similar number of articles concerning the case Ilva (about 400).We collected all the articles that were on both the websites in the specific lapse of time and divided them in groups based on the week the were written; the aim of this process was to draw a chronological sequence of case Ilva, as seen by newspapers, and de-termine whether, based on the occur-ring events, the dispute would become unbalanced, to one side or the other.
To verify this imbalance we analyze the relevance of the pieces’ using Alchemy API; once we skimmed the results with Google Refine, we grouped the key-words related to Health and Work and drew a timeline with two lines (Health and Work) that showed how the impor-
tance of the theme changed from week to week. It was found that the two newspapers had points in common and points behind.
The focus/Reading the news
39
/Amount of articles
La Repubblica Bari
Corriere del Mezzogiorno
Comparison between the amount of articles made by Corriere del Mezzogiorno and by Bari-Repub-blica about Ilva in the last two years
Weeks
Amount of posts
5
10
15
20
25
30
19.5.2010Nicola Riva becameIlva’s president
26.7.2012Order for seizure of
production plants
13.8.2012Italian Government appeals to consult
27.9.201248 hours strike to defend employment
27.11.2012Workers occupyIlva’s direction
40
/La Repubblica Bari
Health
Employment
Timeline of the amount of Health and Employment related keyword from the Repubblica, below a graph that displays the words resulted as keywords
The focus /Reading the news
Aiaambientale
ambientalistiArpa
associazioni ambientalisteautorizzazione
cassa integrazioneciclo produttivo
class actioncommissione ambiente
decreto leggedecreto salva-Ilva
diossinadisastro ambientale
economia italianaemissioni nocive
ferie forzateFim Cisl
Fiom Cgilimpatto sanitario
impiantiinquinamento
interventi strutturaliinvestimenti d’Europa
lavoratorilavori pubbliciLegambiente
malattieministero dell'Ambiente
operaiorganismo umano
perizia epidemiologicapiano operativo
produzionericadute occupazionali
salutesalvaguardia dell'ambiente
scioperosindacati
sostanze inquinantisviluppo economico
tavolo istituzionaletavolo tecnico
tecnologietumori
tutela dell'occupazionevittime
2
4
6
8
10
12
14
Weeks
Average Relevance X amount of posts
41
/Corriere del Mezzogiorno
Health
Employment
Timeline of the amount of Health and Employment related keyword from the Corriere del Mezzogiorno, below a graph that displays the words resulted as keywords
Aiaambientale
ambientalistiambiente
antidiossinaassociazioni ambientaliste
cassa integrazionecokerie
crisi economicadiossina
disastro ambientaledisastro colposoemissioni nocive
Fim Cislidrocarburi
impiantiimpatto ambientale
industrialeinquinamento
investimentilavoratori
lavoromalattia
migliori tecnologieMinistro dell'ambiente
operaiorganizzazioni sindacaliperizia epidemiologica
presidente ilvarelazioni industriali
riunione tecnicasiderurgico
stabilimentostabilimento siderurgico
tavolo tecnicotrasformatori
treno nastri
Weeks
Average Relevance X amount of posts
2
4
6
8
10
12
14
42
As expected both papers before the day the court order had been given, July26th 2012, dealt with the issue in a discontinuous and slightly marked way; between the two it was the Corri-ere del Mezzogiorno that addressed the issue more often and with a number of articles per week more constant, although always very low. After the verdict of the court we can notice a sud-den, but foreseeable, increase in the number of articles which rose from less than 10 per week to a peak of 50/60.The difference between the newspapers is how they address the theme, prob-ably due to the editorial policy, and which are the most relevant keywords therefore to what they refer to, busi-ness or health.To better confront the two we created a scale from -1 to 1 that is based on the
interlacing of: Alchemy API’s key-words, their categorization as Health related (+1) and Work related(-1), the division of articles in a week by week time lapse. We can see how bari.repubblica.it ad-dresses the issue in a more homogene-ous way; Health and Work go hand in hand, without ever having one domi-nating over the other, in fact the total average of the three years relevance moves to the issue of Health only a 0.02, on the scale from 0 to 1.On the contrary corrieredelmezzo-giorno.it is much more focused on the theme of Work; in fact it has a much higher average relevance com-pared to Health. In particular, in the recent months the issue of Health is completely gone, leaving only the job related keywords. The Corriere has a
total average relevance lower than -0.1 (it means 0.1 in favor of work).
The focus /Reading the news
43
Difference between the average rel-evance of employment and health related keywords by weeks and by newspaper.EMPLOYMENT
HEALTH
+0.02
-0.10
0
+0.2
+0.4
+0.6
+0.8
+1.0
-0.2
-0.4
-0.6
-0.8
-1.0
Weeks
/Average relevance
La Repubblica Bari
Corriere del Mezzogiorno
44
The focus /Reading the news
Tumori
Mortalità
Perizia epidemiologica
Danno sanitario
Ricoveri
Aia
Lavoratori
Decreto salva-Ilva
Ferie forzate
Sindacati
Disastro ambientale
Investimenti
Inquinamento
Interventi strutturali
Impatto ambientale
Crisi economica
Diossina
Insostenibilità Ec.
Emissioni Nocive
Bonifica
La Repubblica Bari
Average Relevance X amount of posts
20
02468
1012141618
20
02468
1012141618
Average Relevance X amount of posts
20
02468
1012141618
20
02468
1012141618
Average relevance per post in the last two years for Bari-Repubblica; the words were analyzed with Alchemy API and the thesaurus, grouped by theme and confronted with the original ones.
Average Relevance X amount of posts
Average Relevance X amount of posts
HEALTH ENVIRONMENT
EMPLOYMENT ECONOMY
45
/Keywords relevanceLa Repubblica Bari
Health
Employment
Months
Average Relevance X amount of posts
20
22
24
26
0
2
4
6
8
10
12
14
16
18
Timeline of the amount of Health and Employment related keyword from the Corriere del Mezzogiorno by month
46
Corriere del Mezzogiorno
20
02468
1012141618
20
02468
1012141618
20
02468
1012141618
20
02468
1012141618
Average Relevance X amount of posts
Average Relevance X amount of posts
Average Relevance X amount of posts
Average Relevance X amount of posts
The focus /Reading the news
Tumori
Mortalità
Perizia epidemiologica
Danno sanitario
Ricoveri
Aia
Lavoratori
Decreto salva-Ilva
Ferie forzate
Sindacati
Disastro ambientale
Investimenti
Inquinamento
Interventi strutturali
Impatto ambientale
Crisi economica
Diossina
Insostenibilità Ec.
Emissioni Nocive
Bonifica
HEALTH ENVIRONMENT
EMPLOYMENT ECONOMY
Average relevance per post in the last two years for Corriere del Mezzogiorno; the words were analyzed with Alchemy API and the thesaurus, grouped by theme and confronted with the original ones.
47
Months
Average Relevance X amount of posts
20
22
24
26
0
2
4
6
8
10
12
14
16
18
Health
Employment
/Keywords relevanceCorriere del Mezzogiorno
Timeline of the amount of Health and Employment related keyword from the Corriere del Mezzogiorno by month
48
When we split the websites between newspapers and other types of web pages we said that only 19 sites of the corpus were part of the non-journalis-tic category.As we did for the Corriere and Repub-blica we followed the qualitative and unbiased process, based on Alchemy API, to find which words were the most important.We collected every appropriate text of these URLs and fed them to Densityde-sign powered Alchemy API to have back all the keywords. Once we had them, we cleaned them using Google Refine and Excel and plotted a bar graph having the vertical axis as the aver-age relevance (the negative part refers to Work, the positive one to Health). The relevance was then crossed with how many keywords did Alchemy API
User based websiteUnderstanding the sentiment of the people
returned us from each website (X axis).We discovered a very unpredictable fact: the supposition we had about the people talking mainly about Health related issues in opposition of Employ-ment ones was false. We can see how both the number of websites and the average relevance of the keywords is shifted towards work. In a debate were people might die or lose their jobs the public concern is more direct to the sec-ond one. This is sometimes almost un-congrous with the nature of some web-sites: the fact that blogs or web pages that talk mainly about environment and health, as Greenbiz.com, Pontiniaeco-logia.it or Ecoblog.it, have an average relevance that is lower than Wikipedia or Tarantocity.com when talking about work is some what striking.
The focus /User based website
49
Keywords count
EMPLOYMENT
HEALTH
+0.05
5
+0.10
+0.15
+0.20
+0.25
-0.05
-0.10
-0.15
-0.20
-0.25
010 15 20 25 30 35 404 5 50
scienzaesalute
ecoblogtarantocitygadlerner
globalproject
saavy
pdgenovaw
ikipediacom
itatopertaranto
ilvataranto
facebooktarantocontro
dica33
ecoo
beppegrillocentrostudiilva
pontiniaecologiagreenbiz
Classification of blogs by type of website. Each blog is shifted to health or employment based on the average keyword count.
/Average relevance
Blogs
Forum
Official Websites
News
Wikipedia
50
We can see how they are balanced between Health and Work; at the same time is interesting to notice the forum, as a people drive pages, is shifted on the right part of the graph but Wiki-pedia and the majority of the official webpages are more shifted toward the work theme.
Having very few sites to analyze this kind of comment could be easily a result of a superficial study. To have a more realistic feedback we decided to use NaviCrawler to see which of these blogs and similar pages are linked to. After seeing the connections between this websites and the ones one step deeper –which included also newspaper sites– we decided to repeat this same process again to validate the first level of the crawl.
Then the final network features three different levels:- Google queries results- the first level of the crawl- the second level of the crawlOnce both the levels of the crawl where complete we categorized our websites, up to the first level of next, in order to see which kind most linked out creat-ing its net. As we can easily see the greatest net belongs to comitatoperta-ranto.blogspot.it. If we analyze the first level without it we can how the absence of this page would critically change of the web alliances would be. At the same time we can notice how among the ‘receiving’ nodes there are a lot of the newspaper; this confirms the initial argument made with the Google Research, newspapers drive the infor-mation flow (as was expected).
The focus /User based website
51
bloga
ctiond
ay.org
comitat
ope
rtaran
to.blogs
pot.co
m
comitat
ope
rtar
anto
.blogs
pot.it
ecoalfa
beta
.blogo
sfer
e.it
ecoo.it
gian
nimac
chia.blogs
pot.co
mioba
lloda
sola8.blogs
pot.co
mossincn
uc.blogs
pot.co
m
pont
iniaec
ologia.blogs
pot.it
pres
idiope
rman
ente
.blogs
pot.co
mrivo
luzione
verd
e.word
pres
s.co
mwec
anliv
egre
en.w
ord
pres
s.co
maia.minam
bien
te.it
wwf.it
arpa
.pug
lia.it
cart.anc
itel.it
cartad
ellate
rra.it
earthd
ay.net
eea.eu
ropa
.eu
eper
.sinan
et.apa
t.it
gree
npea
ce.it
lega
mbien
te.eu
lega
mbien
teta
ranto.eu
loca
l.it.ee
a.eu
ropa
.eu
pattomut
uoso
ccorso.org
peac
elink.it
svilu
pposo
sten
ibile
.bar
i.it
terraf
utura.it
cambiam
oar
ia.org
confer
enza
cambiam
enticlim
atici2007.it
lipu.it
vigilia
mope
rlad
isca
rica
.itac
quab
enec
omun
e.org
casa
rinno
vabile.it
edilp
ortale.co
med
izioniam
bien
te.it
lamiaar
ia.it
lanu
ova
ecologia.it
banc
aditalia.it
cent
rostud
iilva
.com
cent
rostud
iilva
.itilv
apro
gettosc
uole.it
ilvat
aran
to.com
ilvat
aran
to.it
riva
group
.com
tara
ntoco
ntro
.blogs
pot.it
fond
azione
ansa
ldo.it
wikinew
s.org
wikiped
ia.org
conq
uisted
ellavo
ro.it
blogo
.itblogo
sfer
e.it
cittad
inan
zaat
tiva
lizza
no.blogs
pot.co
mcrona
caea
ttua
lita.blogo
sfere.it
editoriaind
ipen
dent
e.it
globa
lpro
ject
.info
gree
nbiz.it
ilcitta
dino
x.co
mlabu
at.w
ord
pres
s.co
mnu
ovo
sens
ocivico
.blogs
pot.co
mpe
tizione
pubb
lica.it
saav
y.org
salent
ono
war
.blogs
pot.co
msp
arta
us.splinde
r.co
msu
burb
anaf
estiva
l.blogs
pot.co
mth
esca
man
ti.w
ord
pres
s.co
mtu
ttoilres
to-n
oia.blogs
pot.co
mva
lent
inad
amico.w
ord
pres
s.co
mca
rta.org
comun
ivirtu
osi.org
gadler
ner.it
gree
n.tv
istituto
svilu
ppo.it
radiopo
polare
salent
o.it
rai.it
regione
.lazio.it
regione
.pug
lia.it
sudinm
ovimen
to.com
telefree
.itales
sand
rogu
ido.it
liber
ainform
azione
.org
segn
ourba
no.it
adnk
rono
s.co
mag
enpa
rl.it
agi.it
ales
sand
rolang
iu.it
ansa
.itas
ca.it
bari.rep
ubblica.it
corg
iorno.it
corriere
delm
ezzo
giorno.it
espr
esso
.iteu
rone
ws.co
m
ildialogo
.org
ilfat
toqu
otidian
o.it
ilmeridiano
.info
ilmes
sagg
ero.it
ilnotizian
golo.it
il-po
nte.info
ilsole24
ore
.com
iltem
po.it
ilvelino.it
inch
iestan
apoli.it
laga
zzet
tade
lmez
zogiorno.it
yourep
orter
news.it
palerm
o.rep
ubblica.it
parvap
olis
.itre
pubb
lica.it
tisc
ali.it
tmne
ws.it
virg
ilio.it
bepp
egrillo
.itse
nato
perir
agaz
zi.it
anto
niodipiet
ro.it
ec.europa
.eu
pdge
nova
.itpr
tr.ec.eu
ropa
.eu
arte
esalut
e.blogo
sfere.it
scienz
aesa
lute
.blogo
sfer
e.it
unitiper
lasa
lute
.blogs
pot.co
mail.tar
anto
.itnc
bi.nlm
.nih.gov
dica
33.it
face
book.co
mep
ipre
v.it
mag
icap
uglia
.blogs
pot.co
mside
rlan
dia.it
tara
ntolib
era.word
pres
s.co
mcs
vtar
anto
.org
italiano
stra
tara
nto.it
sita
rant
o.it
tara
ntocity.com
tara
ntosu
pporters.it
vivita
rant
o.eu
tara
ntovilla
ge.it
/Links
Official Websites
Blog
Forum
First crawl made from the non-news websites. The nodes are dif-ferentiated but the typology color and displayed in order by theme.
Wiki
News
52
bloga
ctiond
ay.org
comitat
ope
rtaran
to.blogs
pot.co
m
comitat
ope
rtar
anto
.blogs
pot.it
ecoo.it
gian
nimac
chia.blogs
pot.co
mioba
lloda
sola8.blogs
pot.co
mossincn
uc.blogs
pot.co
m
pres
idiope
rman
ente
.blogs
pot.co
mrivo
luzione
verd
e.word
pres
s.co
mwec
anliv
egre
en.w
ord
pres
s.co
maia.minam
bien
te.it
arpa
.pug
lia.it
cart.anc
itel.it
cartad
ellate
rra.it
earthd
ay.net
eea.eu
ropa
.eu
eper
.sinan
et.apa
t.it
gree
npea
ce.it
lega
mbien
te.eu
loca
l.it.ee
a.eu
ropa
.eu
pattomut
uoso
ccorso.org
svilu
pposo
sten
ibile
.bar
i.it
terraf
utura.it
cambiam
oar
ia.org
confer
enza
cambiam
enticlim
atici2007.it
lipu.it
vigilia
mope
rlad
isca
rica
.itac
quab
enec
omun
e.org
casa
rinno
vabile.it
edizioniam
bien
te.it
tara
ntoco
ntro
.blogs
pot.it
conq
uisted
ellavo
ro.it
cittad
inan
zaat
tiva
lizza
no.blogs
pot.co
m
editoriaind
ipen
dent
e.it
globa
lpro
ject
.info
gree
nbiz.it
ilcitta
dino
x.co
mlabu
at.w
ord
pres
s.co
mnu
ovo
sens
ocivico
.blogs
pot.co
mpe
tizione
pubb
lica.it
salent
ono
war
.blogs
pot.co
msp
arta
us.splinde
r.co
msu
burb
anaf
estiva
l.blogs
pot.co
mth
esca
man
ti.w
ord
pres
s.co
mtu
ttoilres
to-n
oia.blogs
pot.co
mva
lent
inad
amico.w
ord
pres
s.co
mca
rta.org
comun
ivirtu
osi.org
gree
n.tv
istituto
svilu
ppo.it
radiopo
polare
salent
o.it
regione
.pug
lia.it
sudinm
ovimen
to.com
ales
sand
rogu
ido.it
liber
ainform
azione
.org
segn
ourba
no.it
adnk
rono
s.co
mag
enpa
rl.it
agi.it
ales
sand
rolang
iu.it
ansa
.itas
ca.it
bari.rep
ubblica.it
corg
iorno.it
corriere
delm
ezzo
giorno.it
euro
news.co
m
ildialogo
.org
ilmeridiano
.info
ilsole24
ore
.com
inch
iestan
apoli.it
laga
zzet
tade
lmez
zogiorno.it
yourep
orter
news.it
palerm
o.rep
ubblica.it
tmne
ws.it
virg
ilio.it
sena
tope
rirag
azzi.it
ec.europa
.eu
pdge
nova
.itpr
tr.ec.eu
ropa
.eu
unitiper
lasa
lute
.blogs
pot.co
mail.tar
anto
.itnc
bi.nlm
.nih.gov
dica
33.it
face
book.co
mep
ipre
v.it
mag
icap
uglia
.blogs
pot.co
mside
rlan
dia.it
tara
ntolib
era.word
pres
s.co
mcs
vtar
anto
.org
sita
rant
o.it
tara
ntocity.com
tara
ntosu
pporters.it
vivita
rant
o.eu
tara
ntovilla
ge.it/Focus 1
Official Websites
Blog
Forum
Focus on the previous graph: we can see how comitatopertaranto.blogspot.it is the blog with more links.
Wiki
News
The focus /User based website
53
bloga
ctiond
ay.org
ecoalfa
beta
.blogo
sfer
e.it
pont
iniaec
ologia.blogs
pot.it
wwf.it
gree
npea
ce.it
lega
mbien
teta
rant
o.eu
peac
elink.it
edilp
ortale.co
m
lanu
ova
ecologia.it
banc
aditalia.it
cent
rostud
iilva
.com
cent
rostud
iilva
.itilv
apro
gettosc
uole.it
ilvat
aran
to.com
ilvat
aran
to.it
riva
group
.com
fond
azione
ansa
ldo.it
wikinew
s.org
wikiped
ia.org
blogo
.itblogo
sfer
e.it
crona
caea
ttua
lita.blogo
sfer
e.it
ilcitta
dino
x.co
m
saav
y.org
spar
taus
.splinde
r.co
m
valent
inad
amico.w
ord
pres
s.co
m
gadler
ner.it
rai.it
regione
.lazio.it
telefree
.it
adnk
rono
s.co
m
ansa
.it
bari.rep
ubblica.it
corriere
delm
ezzo
giorno.it
espr
esso
.it
ilfat
toqu
otidian
o.it
ilmes
sagg
ero.it
ilnotizian
golo.it
il-po
nte.info
iltem
po.it
ilvelino.it
parvap
olis
.itre
pubb
lica.it
tisc
ali.it
bepp
egrillo
.it
anto
niodipiet
ro.it
arte
esalut
e.blogo
sfer
e.it
scienz
aesa
lute
.blogo
sfer
e.it
italiano
stra
tara
nto.it /Focus 2
Official Websites
Blog
Forum
Focus on the previous graph: every other website have a lot of con-nection but the alliances are more discreet.
Wiki
News
54
carlov
ulpio.wor
dpress
.com
cart.anc
itel.it
carta.or
gca
rtad
ellate
rra.it
casa
eclim
a.co
mce
m.coo
p
cent
rostud
iilva
.itch
iaiano
disc
arica.it
cittad
inan
zaattiva
lizza
no.blogs
pot.c
omcity-ins
trum
ents.eu
clim
atec
olab
.org
coba
t.it
coda
cons
.itco
meu
nuom
osullaterra.blog
spot
.com
comincialitalia.net
comitatod
iqua
rtiere.blogs
pot.c
omco
mitatop
ales
tina
bologn
a.blog
spot
.com
comitatop
ertarant
o.blog
spot
.com
compo
st.it
comun
e.ge
nova
.itco
mun
e.gr
ottaglie.ta
.itco
mun
e.tarant
o.it
comun
ivirtu
osi.o
rgco
nferen
zaca
mbiam
enticlim
atici2007.it
confro
nti.n
etco
nsted.co
mco
ntramiant
o.blog
gato
re.com
corg
iorn
o.it
corp
oreu
scor
pora.blogs
pot.it
corrierede
lmez
zogior
no.cor
riere.it
costidelno
nfare.it
cron
acae
attu
alita.blog
osfere.it
curo
near
tico
li.blog
spot
.com
dabp
ensiero.wor
dpress
.com
danielelut
tazz
i.it
decres
cita.it
decres
citafelic
e.it
disa
rmiamoli.o
rg
disa
rmo.or
gdisc
over
ysail.c
omdo
cumen
ti.cam
era.it
dorsog
na.blogs
pot.c
omea
rthc
harter
inac
tion
.org
earthd
ay.net
ecoa
lfabe
ta.blogo
sfer
e.it
ecod
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ecof
atto
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ro.com
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way
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te.it
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entari.ilva
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p.or
get
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lcor
p.co
met
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enicultu
rali.it
expo
tarant
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mfede
rico
-valer
io.blogs
pot.it
fede
rico
valerio.sp
linde
r.com
ferm
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leare.it
fond
azione
crt.it
fond
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inte
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ella.alter
vista.or
gfo
nti-rinn
ovab
ili.it
free
domlib
ertadipa
rola.blogs
pot.it
free
gaza
.org
geolog
ika.or
g
gian
nimac
chia.blogs
pot.c
omgian
nimac
chiaen
.blogs
pot.c
omgior
nalettismo.co
mgius
eppe
abatem
atteo.blog
spot
.com
glob
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ojec
t.info
gnu.or
ggo
gree
n.virg
ilio.it
gosa
lute.it
gree
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gree
nfac
ts.org
gree
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pple.org
gree
npea
ce.it
gree
npea
ce.org
gree
nsty
le.it
grow
thmad
ness
.org
salsa.de
moc
racy
inac
tion
.org
ildialogo
.org
ilfatto
quot
idiano
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anife
sto.it
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afon
o.or
gilm
eridiano
.info
ilmet
anod
auna
man
o.sp
aces
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.com
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ro.kataw
eb.it
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tilus.it
il-po
nte.info
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olox
ix.it
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e.co
milter
rario.co
milu
oghide
lcuo
re.it
ilvap
roge
ttos
cuole.it
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to.com
impr
ese.sa
n.be
nicu
ltur
ali.it
inar
te.it
indign
azione
nazion
ale.sp
linde
r.com
inem
ar.arp
a.pu
glia.it
inno
vide
a.or
ginsiem
eliberam
ente.com
inve
glia.w
ordp
ress
.com
ioba
lloda
sola8.blog
spot
.com
isof.cnr.it
ispr
ambien
te.it
iss.it
istitu
tosv
ilupp
o.it
italiade
ivalor
i.it
italiano
stra.org
italiano
stratarant
o.it
italy.pe
acelink.or
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ergy
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dpre
ss.com
kige
iblog.myb
log.it
labo
rato
rioide
e.co
mlabo
rato
riom
obilitaso
sten
ibile
.wor
dpress
.com
labu
at.w
ordp
ress.com
laga
zzet
tade
lmez
zogior
no.it
lamiaar
ia.it
lanu
ovae
cologia.it
lasv
oltado
nnec
ontroilva.wor
dpress.com
lecc
eprima.it
lega
mbien
te.it
lega
mbien
tetarant
o.eu
libera.it
liberainfor
maz
ione
.org
libero.it
lipu.it
lizza
no.gratisfor
um.tv
lsmet
ropo
lis.org
luca
debe
rnardi.com
lulublog
.itmag
icap
uglia
.blogs
pot.c
omman
ites
e.it
marco
cedo
lin.blogs
pot.c
ommed
iapo
litika.co
mmerca
ties
plos
ivi.c
ommey
er.it
minam
bien
te.it
mov
imen
toae
ropo
rtot
aran
to.blogs
pot.c
omne
tvibes
.com
noalca
rbon
e.blog
spot
.com
noalca
rbon
ebrind
isi.b
logs
pot.c
om
abru
zzon
o-triv.blogs
pot.c
omac
li.it
acqu
aben
ecom
une.blog
spot
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acqu
aben
ecom
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.com
Focus on the previous graph divided into websites typology.
/Focus
NEWS BLOG
OFFICIAL WEBSITES FORUM
56
After we studied the blogs and forums, there was only another important part of the Internet experience that was missing from our analysis: the com-ments. The comments are very impor-tant because they are the instrument the average user uses to give oneself a voice; but the real problem of this pre-cious source in an web protocol is that there isn’t a real actor behind the ava-tar, even if you geolocalize the origin of the post with Geo-IP.Once again, we employed our impar-tial method of using Alchemy API to extract the relevance of the keywords. The corpus is later analyzed and cleaned to confront the word count, using the software Wordij, and the relevance of both our non-newspaper corpus (19 URLs) and our original 320 links corpus; like this we can realize
What do the users care for?Examining the comments
how much do the users and the web in general rely on the same words.As we have just seen in the non-news-paper chapter, the keywords that re-sulted from the use of Alchemy API on the comments corpus, present a higher average relevance in the employment related ones.In this case the sample of twenty key-words return use a majority of Health related words but woth a very low relevance; word as ‘tumori’ or ‘inquina-mento’ (tumors and pollution) are gi-cen back by Alchemy API a lot of times but the average importance of the word is very low, almost insignificant. On the contrary ‘lavoratori’ e ‘crisi econom-ica’ (workers and economic crysis) are both written a lot and the have a high relevance.
The focus /What do the users care for?
57
20 NEWKEYWORDS
20 OLDKEYWORDS
ALCHEMYAPI
VS
COMMENTS
58
Relevance0.7
0.8
0.6
0.5
0.4
0.3
0.20.10
conndus
tria
cisl
Ferra
nte
prob
lem
a sa
nita
rio
stab
ilim
ento
risan
amen
to a
mb
ient
ale
Clin
i
Vendola
governo
Riva
palazzo Chigi
tumore
sviluppo economico
comm
issione europea
regione P
uglia
Cap
og
rosso
cancro
Aia
ambiente
custodi giudiziari
/Comments analysis 1
Employment
Health
Wordcount
Planet system based on the original keywords, coming from the corpus, and the Alchemy API values extracted by the comment and cat-egorized by Health or Employment
The focus /What do the users care for?
59
tumori
mortalità
periz
ia e
pide
mio
logi
ca
dann
o sa
nita
rio
rico
veri
Aia
lavo
rato
ri
decre
to sa
lva-ilv
a
ferie forzate
sindacati
investimenti
interventi strutturali
crisi economica insostenibilità econom
ica
boni
ca
disastro am
bientale
inquinamento
impatto am
bientale
diossina
emissioni nocive
Relevance0.7
0.8
0.6
0.5
0.4
0.3
0.20.10
Arrangement of the new keywords extracted from the comments and ordered by relevance and grouped by Health or Employment
/Comments analysis 2
Employment
Health
Wordcount
60
The comparison is meant to analyze in what quantity the keywords are pre-sent in the texts of the four categories: non-newspapers websites, comments, and both newspapers, bari.repubblica and ilcorrieredelmezzogiorno.For each of these types it has been taken into consideration about the same amount of text (350 articles / post); these are then analyzed with the wordcount, either through the use of www.wordcount.pro and Wordij, after having exported the text from the html. As already did with the com-ments this comparison was carried out between two groups of keywords.he first group includes the 20 keywords result of the initial phase (go and see chapter “Semantically Speaking”). The second group is instead constituted by 20 most relevant keywords extracted by the body of the websites through Al-chemy API. Given the huge amount of
Final comparisonSumming up the words
text that was extracted by the original 320 Urls we decided to only analyze a specimen of our case study. We ran-domly sampled seven pages for each field (again two newspapers websites, the comments and the other urls) and fed them, all twenty-four, to Alchemy API. Once we had the definitive data we normalized it to the total basing the calculus on the previous results we had.
The focus /Final comparison
61
20 NEWKEYWORDS
20 OLDKEYWORDS
ALCHEMYAPI
CORPUS
VS
62
The focus /Final comparison
0
100
200
300
400
500
600
700
800
900
Mortalità
Perizia
epidemiologica
Danno sanitarioRicoveriAia
LavoratoriDecreto
salva-Ilva
Ferie forzateSindacatiInvestim
entiInterventi
strutturaliCrisi econom
icaInsostenibilità
economica
BonificaDisastro
ambientale
Inquinamento
Impatto
ambientale
RicoveriEm
issioni nocive
Tumori
Blogs
Comments
La Repubblica Bari
Comparison of the initial twenty keywords, extracted from the cor-pus, between both the newspapers, the blogs and the comments.
Corriere del Mezzogiorno
/Comparison
63
Cisl
FerranteProblem
a
sanitario
Stabilimento
Risanamento
ambientale
Clini
VendolaGovernoRiva
Palazzo ChigiTum
ore
Sviluppo
economico
Comm
issione
europea
Regione PugliaCapogrossoCancro
Aia
Ambiente
Custodi giudiziari
Confindustria
0
100
200
300
400
500
600
700
800
900
Blogs
Comments
La Repubblica Bari
Comparison of the new found twenty keywords, extracted from a new corpus made by every discovered sound, between both the newspapers, the blogs and the extracted comments.
Corriere del Mezzogiorno
/Comparison 2
64
65
Chapter 4Concluding
66
The outcome of our protocol is clear: the main Internet actor, as defined as type of web-pages, are the News. This was foreseeable being our protocol based on a media and political event that is mainly known for by its mass communication.The newspapers are the most impor-tant actors due to their production of actual data and the alliances they have with every other web typology, they have at least 80% of Ilva’s case weight online. The contents of these kind of articles are slightly different from each head newspaper; this difference is in-teresting to analyze while connecting the same data from the net of actors and the themes the newspaper talks about. This is highlights by the num-ber of linked articles that define where the users prefer to speak.
ConcludingDrawing together the threads
The other side of Internet’s coin is the user generated, or in this case modified and re-shared, content. Blogs and the other URLs are a lot more biased than their mass media counterparts; they aren’t obliged to follow a political nor social correctness or a truthful address. This can be seen in the semantic study, done with Alchemy API, that defines what do people speak about and which important words they use; in fact even if the protocol is meant to analyze the macro themes that the debate offers, this kind of study is meant to fragment the vocabulary used and give us back the details of the Internet tissue.An example is Comitatopertaranto.blogspot.it, a blog that is core of the non-newspaper websites net; this site connects to the both the main newspa-pers, by quoting their articles, and the
other URLs. The alliance that this web actor tied is very strong making him an important, even if not always updated to the last news, place to debate or get informations. Every instance of the protocol might come in contact with this kind of prime websites, this has to be taken in mind when tracking the next levels when performing a crawl. When looking for the semantic part of Internet, among the most important keywords, is easy to find some names of the actual controversy actors. As predictable the main names that are found are the ones of Ilva’s owners and other politicians that are directly involved in this debate. On the other part is strange to find names wthat are a part of the worker’s unions and even specific workers.Understanding what are they talk-
Concluding
67
ing about or who they are talking about helps us sculpt not only the web vocabulary but also the web’s public opinion. No matter how complex the issue is, there are always main topics to drive the debate; the initial part of the protocol helps us finding them so later every time we analyze the text in a qualitative way we can categorize our results.At this point we discovered that the focus of controversy, the Health or Employment debate, is not as black and white as one could think; even if we are talking about serious topics and about people’s lives being in danger not everyone’s opinion was in favor of Health preservation. As a matter of fact analyzing the protocol’s results one could see that even if the controversy burst due to sanitary problems, the
most tackled topic is the risk of unem-ployment. Not only this is shown by the newspapers but also in the com-ment analysis; even if it poses more health related websites that employ-ment ones, the average relevance of the latter is way higher than the first.Every analysis is then simplified and merged in a single one when making the final comparison; newspapers are always present when analyzing both the initial keywords, that are extracted from the corpus, and the new made one, the sampling of all the newspa-pers’ articles, the blogs and the com-ments. They are not just present but they are often the ones that have the higher amount of times the word is written (the values were normalized to a value of 300.000 to make the compa-rable); on the contrary blogs are a lot
more sporadic, they always have very little importance expect in some hot themes/words, as workers, govern-ment, establishment and Aia.The process is designed to make us un-derstand how Internet’s users live the event we chose to analyze, and can be used as a format for future issues that create controversies between the people and the media. When an argument comes to light and it is geographically framed, there are different parts that argue through mass media instru-ments and the one that suffers the change is not particularly bounded, this protocol can be executed to help us understand how we, as citizens of a country and the web, are living it.
68
Politecnico di Milano Scuola del design / Design della comunicazione
Density 8.0
Luca D’OnofrioPietro Guinea Montalvo
Mariangela LabrancaGiovanni MagniCarolina Mauri