(Chernoff) Faces of European Union.

There is a skill that all humans master: Facial Recognition. Humans developed this incredible capacity to detect faces, and most importantly, facial expressions, because it helped us to perceive social cues, making our groups stronges. Survival material! A side effect of this ability is that we got so good at it that we see faces everywhere, even when there's none.

Chernoff FacesChernoff FacesChernoff Faces

In 1973 a mathematician named Herman Chernoff chose to explore this skill and created the Chernoff Faces. With them, we map data points to attributes of a face, creating a facial expression that can instantly communicate, in a very human-way, insights about the data. I decided to use this technique to create a Chernoff Face for each European Union country, based on a few social indicators.
Below is the result, and you can click in any country to learn more:

Map of the European Unions

Each facial attribute is set from a data indicator from the specific country. The attributes that can be modified are mouth, nose, eyebrows, skin color and neck, based on the value of the data indicator. In the following sections, I'll explain each attribute and the data indicator used to set it.

Mouth

Very Happy

Ok... Happy

Not So Happy

The Cantril Ladder index is a way to measure how happy people feel, based on a simple question: "On a scale from 0 to 10, how's your life going right now?" 0 is the worst life you can imagine, and 10 is the best. Here, with the average index from each country I decided to map these values to a mouth in a Chernoff Face. Seemed logical to relate "happiness" to the intensity of a smile.

I experimented with 3 different smiles: The very happy smile was given to all countries with Happiness scores in the top 25%. Those in the bottom 25% got a not so happy smile. Everyone in the middle got an unbothered smile.
The index for each country can be seen below.
Source.

Name
Classification
Happiness index
Result
Finland
high
7.736
Denmark
high
7.521
Sweden
high
7.345
Netherlands
high
7.306
Luxembourg
high
7.122
Belgium
high
6.91
Ireland
high
6.889
Lithuania
neutral
6.829
Austria
neutral
6.81
Slovenia
neutral
6.792
Czechia
neutral
6.775
Germany
neutral
6.753
Poland
neutral
6.673
France
neutral
6.593
Romania
neutral
6.563
Spain
neutral
6.466
Estonia
neutral
6.417
Italy
neutral
6.415
Malta
neutral
6.316
Slovakia
neutral
6.221
Latvia
low
6.207
Portugal
low
6.013
Cyprus
low
5.942
Hungary
low
5.915
Croatia
low
5.87
Greece
low
5.776
Bulgaria
low
5.554

Eyebrows

Low Corruption perception

Vigilant

High Corruption perception

The Eurostat computes a metric called Perceived Corruption index, which indicates how corrupt governments are in the eyes of their citizens. People tend to become angry at governments when they are seen as corrupt, and the easiest way to express this anger in a Chernoff Face is through the eyebrows.

An angry look is given to countries with perceived corruption score in the top 25%, while a relaxed look is given to those with a score in the lowest 25%. Countries in the middle get a neutral look.
The index for each country can be seen below.
Source.

Name
Classification
Perceived Corruption index
Result
Denmark
low
90
Finland
low
88
Luxembourg
low
81
Sweden
low
80
Netherlands
low
78
Ireland
low
77
Estonia
low
76
Germany
neutral
75
Belgium
neutral
69
Austria
neutral
67
France
neutral
67
Lithuania
neutral
63
Slovenia
neutral
60
Latvia
neutral
59
Portugal
neutral
57
Cyprus
neutral
56
Spain
neutral
56
Czechia
neutral
56
Italy
neutral
54
Poland
neutral
53
Greece
high
49
Slovakia
high
49
Croatia
high
47
Malta
high
46
Romania
high
46
Bulgaria
high
43
Hungary
high
41

Nose

Fresh air

Polluted air

Take a deep breath. Was it refreshing? One way to measure this can be done by looking at the amount of suspended particles in the air, since they indicate pollution. These particules have less than 2.5 micrometers in diameter and their quantities are measured in µg/m3.

The nose in a Chernoff Face is the most obvious element to represent this value. Countries with a high amount of suspended particles got a bigger nose than countries with fresher air.
The index for each country can be seen below.
Source.

Name
Classification
Pollution (µg/m3)
Result
Poland
high
18.828
Bulgaria
high
17.29
Slovakia
high
15.891
Croatia
high
15.288
Greece
high
14.622
Cyprus
high
14.516
Czechia
high
14.341
Hungary
low
14.244
Italy
low
14.224
Slovenia
low
14.076
Romania
low
13.3
Malta
low
12.93
Latvia
low
12.021
Austria
low
11.507
Belgium
low
11.256
Netherlands
low
10.741
Germany
low
10.73
France
low
10.457
Lithuania
low
10.369
Denmark
low
9.656
Spain
low
9.341
Luxembourg
low
8.894
Ireland
low
8.195
Portugal
low
7.342
Estonia
low
6.35
Sweden
low
5.955
Finland
low
5.466

Skin

Not tanned

Medium UV exposure

Tanned

Do you like to get a tan? This can be easily achieved depending on the country you are. The amount of UV radiation someone is exposed to plays an important role in this goal, and such radiation can be measured J/m².

For the Chernoff Faces, each country gets a different "tan" based on the average amount of UV radiation they receive. More UV radiation gives a darker skin color, while less UV radiation gives a lighter skin color. The average UV exposure for each country can be seen below.
Source.

Name
Classification
UV Radiation (J/m²)
Result
Cyprus
high
3439
Malta
high
3091
Greece
high
2753
Spain
high
2705
Portugal
high
2585
Italy
high
2444
Bulgaria
high
2331
Slovenia
neutral
2256
Romania
neutral
2071
Croatia
neutral
1976
Hungary
neutral
1932
France
neutral
1907
Austria
neutral
1888
Germany
neutral
1812
Lithuania
neutral
1801
Slovakia
neutral
1795
Estonia
neutral
1781
Poland
neutral
1749
Czechia
neutral
1707
Denmark
neutral
1691
Luxembourg
low
1687
Latvia
low
1671
Netherlands
low
1662
Belgium
low
1645
Sweden
low
1587
Ireland
low
1509
Finland
low
1494

Neck

Absent

Prominent

It is true that this classification may vary, but a common way to define obesity is using the Body Mass Index (BMI). A person with a BMI above 25 is generally considered obese. If the obesity rate in a given country's population is considered high, its Chernoff Face receives a proeminent neck, while countries with a low rate receives none.
The share of adults who are considered obese in each country can be seen below.
Source.

Name
Classification
Obesity (%)
Result
Romania
high
65.07
Ireland
high
64.74
Malta
high
64.65
Croatia
high
64.21
Poland
high
62.74
Hungary
high
62.17
Greece
high
61.43
Slovakia
high
60.55
Czechia
high
59.53
Latvia
high
59.32
Lithuania
high
58.66
Estonia
high
57.2
Finland
high
55.27
Slovenia
low
54.84
Portugal
low
54.67
Cyprus
low
53.81
Germany
low
53.81
Bulgaria
low
51.94
Luxembourg
low
51.52
Belgium
low
51.07
Sweden
low
50.55
Spain
low
49.89
Italy
low
49.14
Netherlands
low
45.93
Austria
low
44.98
Denmark
low
44.91
France
low
34.29