BIG DATA STATE OF THE ART
Sr. Daniele Quercia
Head of Social Dynamics
Nokia Bell Labswww.bell-labs.com/connect/global-
locations/cambridge-uk
@danielequercia
I-Optimussensory perceptions to the rescue
GoodCityLife.org
60% environmental20% genetics20% healthcare
Health determinants
1 perceptions of beauty
A B
most
beautiful
least
beautiful
…
victorian & red-brick gardens
victorian & red-brick gardens
Cars
Isolated buildings
SHORTEST
QUIET
HAPPY
BEAUTY
2 perceptions of odors
Humans Can Discriminate More than 1 Trillion Olfactory StimuliScience, March 2014
Yet, city planning can discriminate only a few bad odors
How do we measure odors?
smell walksAmsterdam, Pamplona, Glasgow, Edinburgh, Newport, Paris, New York.
Match collected words to social mediaLondon & Barcelona
17M 436K 1.7M
violet
rose50
33
42
14
23
23
831
12
7
NatureAnimals
Emissions
Both positive and negative smells
VALIDATION(air quality)
0,47
-0,33
-0,40
-0,20
0,00
0,20
0,40
0,60
NO2 PM10 PM2,5
AIR POLLUTION vs SMELL in LONDON
Emissions Natureco
rrel
atio
n
r(smell, sentiment)
Which smells are associated with positive emotions?
r(smell, sentiment)
Which smells are associated with positive emotions?
SIGHT
SMELL
LWIC
EMOLEX
SOUNDS
E
N
S
E
S
EMOTIONS
WELL-BEING