Could Big Data preserve the Colosseum?

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1 Misurare, Monitorare e Governare le città con i Big Data 2 Putting people first 3 Cultural Heritage and Activities and Tourism (Rome) 4 An idea worth spreading 5 Diogene Project 6 Wrangling 7 Text Corpus Analysis (Fragments) 8 Text Corpus Analysis (Overview) 9 Text Corpus Analysis (Active Forms) 10 Writers and Reviews (Days) 11 Writers and Reviews (Months) 12 Specificities Monuments 13 Cluster Analysis (Classes) 14 Cluster Analysis (Factorial Map) 15 Future Developments 16 Cultural Heritage and Activities and Tourism (Palermo) 17 Question Time

Data & Analytics

Misurare, Monitorare e Governare le città
con i Big Data
Candidato Sandro Stancampiano
Relatore Domenica Fioredistella Iezzi
Dipartimento di Ingegneria dell’Impresa “Mario Lucertini”
Master di I livello in Data Science
Il valore dell’interpretazione dei dati nello sviluppo della conoscenza
A/A 2016/2017

Putting people first
DO THE RIGHT THING
● Civil Servants
● Citizens
● Tourists
● ………..

Cultural Heritage and Activities and Tourism
ROME

DIOGENES PROJECT
● SCRAPER
MANAGER
● DB MANAGER
● CORPUS MANAGER
JAVA

WRANGLING
web source scraper manager
DB manager
reviews
corpus manager
corpus

Text Corpus Analysis
**** *monum_colosseo *month_dicembre *day_sabato *dayn_16
Il Colosseo di notte Beh avendo una serata disponibile..piacevole passeggiata nella
zona dei Fori e conclusione davanti al Colosseo. Se pensi alla storia che racconta, resti
senza parole e poi di notte il suo fascino è fortissimo. Se avete tempo..vale la pena di una
passeggiata notturna. Siamo stati a Roma io e il mio ragazzo per la prima volta, che dire
il colosseo è davvero fantastico ed emozionante a noi è piaciuto moltissimo,
quest'imponente struttura da vedere anche il palatino e i fori romani.. Roma ti rimane
davvero nel cuore... bellissimo spettacolare non so cosa dire lo consiglio a tutti, tour
all'interno del Colosseo bello ma un po' troppo costoso E' sempre un'emozione grande
rivedere il Colosseo , ripensando a tutta la storia... eppure si erge ancora oggi orgoglioso
e fiero nel cuore di Roma. Peccato non poter godere appieno dell'aria "antica" bisogna
fare lo slalom tra venditori abusivi di ogni tipo e guide improvvisate e non. E' sempre uno
spettacolo vedere questa struttura. Arrivi davanti e ti viene la voglia di visitarlo.
Imponente, particolare ma specialmente ricco di storia.

Text Corpus Analysis
● 9227 Number of Texts
● 1788819 Occurrences
● 11891 Number of Forms
● 0.66% Lexical Richness
col
oss
eo
3…
nav
ona
11
%
tre
vi
31
%
pan
the
on
2…

Text Corpus Analysis
roma 23403
visitare 11950
fare 11695
bello 10929
vedere 10484
colosseo 10132
fontana 9877
monumento 8517
piazza 7522
storia 7222
mondo 6804
visita 6793
unico 5923
romano 5461
turista 4970
bellezza 4508
dire 4501
solo 4393
interno 4288
luogo 3886
città 3831
entrare 3778
trovare 3760
giorno 3725
pantheon 3648
bellissima 3557
anno 3514
consiglio 3442
rimanere 3441
grande 3418
ACTIVE FORMS

WRITERS AND REVIEWS
Monday
Tuesday
Wednesday
ThursdayFriday
Saturday
Sunday

WRITERS AND REVIEWS
January
February
March
April
May
June
July
August
September
October
November
December

Specificities Monuments
fila
gladiatore
anfiteatro
biglietto
splendido
magnifico
imperdibile
bellezza
visita

Cluster Analysis
classe 2 (10.9%) classe 1 (65.4%) classe 3 (12.7%) classe 4 (11%)
venditore
ristorante
bancarella
ambulante
bar
locale
abusivo
sedere
vigile
natale
mangiare
polizia
caffè
ordine
negozio
roma
mondo
vedere
storia
bellezza
città
visitare
monumento
bello
rimanere
notte
sera
volta
sempre
parola
biglietto
fila
coda
palatino
prenotare
saltare
guida
euro
ingresso
online
foro
acquistare
biglietteria
pagare
evitare
tomba
re
raffaello sanzio
cupola
chiesa
tempio
santa agnese in agone
bernini
vittorio emanuele II
agrippa
cristiano
borromini
fiume
oculo
divinità

Future Developments
● Reuse
● Scale
● Time
● Maps
● Criticities

Cultural Heritage and Activities and Tourism

Question Time
Sandro Stancampiano
Technologist
www.statsapp.it
sandro@statsapp.it

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Could Big Data preserve the Colosseum?

1. Misurare, Monitorare e Governare le città con i Big Data Candidato Sandro Stancampiano Relatore Domenica Fioredistella Iezzi Dipartimento di Ingegneria dell’Impresa “Mario Lucertini” Master di I livello in Data Science Il valore dell’interpretazione dei dati nello sviluppo della conoscenza A/A 2016/2017

2. Putting people first DO THE RIGHT THING ● Civil Servants ● Citizens ● Tourists ● ………..

3. Cultural Heritage and Activities and Tourism ROME

4. … an idea worth spreading

5. DIOGENES PROJECT ● SCRAPER MANAGER ● DB MANAGER ● CORPUS MANAGER JAVA

6. WRANGLING web source scraper manager DB manager reviews corpus manager corpus

7. Text Corpus Analysis **** *monum_colosseo *month_dicembre *day_sabato *dayn_16 Il Colosseo di notte Beh avendo una serata disponibile..piacevole passeggiata nella zona dei Fori e conclusione davanti al Colosseo. Se pensi alla storia che racconta, resti senza parole e poi di notte il suo fascino è fortissimo. Se avete tempo..vale la pena di una passeggiata notturna. Siamo stati a Roma io e il mio ragazzo per la prima volta, che dire il colosseo è davvero fantastico ed emozionante a noi è piaciuto moltissimo, quest'imponente struttura da vedere anche il palatino e i fori romani.. Roma ti rimane davvero nel cuore... bellissimo spettacolare non so cosa dire lo consiglio a tutti, tour all'interno del Colosseo bello ma un po' troppo costoso E' sempre un'emozione grande rivedere il Colosseo , ripensando a tutta la storia... eppure si erge ancora oggi orgoglioso e fiero nel cuore di Roma. Peccato non poter godere appieno dell'aria "antica" bisogna fare lo slalom tra venditori abusivi di ogni tipo e guide improvvisate e non. E' sempre uno spettacolo vedere questa struttura. Arrivi davanti e ti viene la voglia di visitarlo. Imponente, particolare ma specialmente ricco di storia.

8. Text Corpus Analysis ● 9227 Number of Texts ● 1788819 Occurrences ● 11891 Number of Forms ● 0.66% Lexical Richness col oss eo 3… nav ona 11 % tre vi 31 % pan the on 2…

9. Text Corpus Analysis roma 23403 visitare 11950 fare 11695 bello 10929 vedere 10484 colosseo 10132 fontana 9877 monumento 8517 piazza 7522 storia 7222 mondo 6804 visita 6793 unico 5923 romano 5461 turista 4970 bellezza 4508 dire 4501 solo 4393 interno 4288 luogo 3886 città 3831 entrare 3778 trovare 3760 giorno 3725 pantheon 3648 bellissima 3557 anno 3514 consiglio 3442 rimanere 3441 grande 3418 ACTIVE FORMS

10. WRITERS AND REVIEWS Monday Tuesday Wednesday ThursdayFriday Saturday Sunday

11. WRITERS AND REVIEWS January February March April May June July August September October November December

12. Specificities Monuments fila gladiatore anfiteatro biglietto splendido magnifico imperdibile bellezza visita

13. Cluster Analysis classe 2 (10.9%) classe 1 (65.4%) classe 3 (12.7%) classe 4 (11%) venditore ristorante bancarella ambulante bar locale abusivo sedere vigile natale mangiare polizia caffè ordine negozio roma mondo vedere storia bellezza città visitare monumento bello rimanere notte sera volta sempre parola biglietto fila coda palatino prenotare saltare guida euro ingresso online foro acquistare biglietteria pagare evitare tomba re raffaello sanzio cupola chiesa tempio santa agnese in agone bernini vittorio emanuele II agrippa cristiano borromini fiume oculo divinità

14. Cluster Analysis

15. Future Developments ● Reuse ● Scale ● Time ● Maps ● Criticities

16. Cultural Heritage and Activities and Tourism

17. Question Time Sandro Stancampiano Technologist www.statsapp.it sandro@statsapp.it

Could Big Data preserve the Colosseum?

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