Quando la
data visualization
tradisce
Alessandra Bilardi - Data / Automation Specialist @ Corley Cloud
Alessandra Bilardi
Data & Automation Specialist @ Corley Cloud
● AWS User Group Venezia leader
● Coderdojo mentor
● PyData Venice leader
● PyVenice cofounder
alessandra.bilardi.net
Alessandra Bilardi
Data & Automation Specialist @ Corley Cloud
● AWS User Group Venezia leader
● Coderdojo mentor
● PyData Venice leader
● PyVenice cofounder
alessandra.bilardi.net
Summary
Accessibility
Data driven
Graph tools
Accessibility
Color blindness
Color blindness
https://pilestone.com/pages/color-blindness-simulator
Color blindness
Color blindness
Napoleon’s Russian campaign of 1812
Charles Minard, 1869
Charles Minard, 1869
1. map with rivers & cities
2. path advanced & retreat
3. quantity of soldiers
4. date of battles
5. temperature
➢ map
➢ line
➢ variable-width flow line
➢ vertical line
➢ line chart
Time for Some Theory: motion rules
Time for Some Theory: motion rules
1. 0.1 seconds ➢ eye sensitivity
Time for Some Theory: motion rules
1. 0.1 seconds
2. 1 second
➢ eye sensitivity
➢ max pause
Time for Some Theory: motion rules
1. 0.1 seconds
2. 1 second
3. 10 seconds
➢ eye sensitivity
➢ max pause
➢ max animation duration
Charles Minard, 1869
Data driven
Challenger - January 28, 1986
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.nasa.gov/history/rogersrep/v5part1a.htm
Time for Some Theory: human perception
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale ➢ scatter plot, point map
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
➢ scatter plot, point map
➢ scatter plot matrix
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
5. size, area
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
➢ tree map, bubble chart
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
5. size, area
6. size, volume & brightness
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
➢ tree map, bubble chart
➢ 3d, heat map
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
5. size, area
6. size, volume & brightness
7. color
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
➢ tree map, bubble chart
➢ 3d, heat map
➢ color hue scales
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
5. size, area
6. size, volume & brightness
7. color
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
➢ tree map, bubble chart
➢ 3d, heat map
➢ color hue scales
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
https://colorbrewer2.org/
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
5. size, area
6. size, volume & brightness
7. color
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
➢ tree map, bubble chart
➢ 3d, heat map
➢ color hue scales
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
Time for Some Theory: human perception
1. position, common scale
2. position, non-aligned
3. size, length
4. orientation, angle
5. size, area
6. size, volume & brightness
7. color
➢ scatter plot, point map
➢ scatter plot matrix
➢ bar chart, histogram
➢ pie chart, gradient lines
➢ tree map, bubble chart
➢ 3d, heat map
➢ color hue scales
http://euclid.psych.yorku.ca/www/psy6135/papers/ClevelandMcGill1984.pdf
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
O-ring damage
https://www.scribd.com/doc/234181411/Tufte-Visual-and-Statistical-Thinking
Time for Some Theory: Data-ink ratio (chapter 4)
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Quando la data visualization tradisce - 2025-09-23