InfoVis Flashcards
What is the difference between nominal data and ordinal data?
Nominal data is data with “labels”.
Ordinal data is data which has a natural order of the values
What does it mean to roll up/drill down in a visualisation?
Drill-down refers to the process of viewing data at a level of increased detail, while roll-up refers to the process of viewing data with decreasing detail.
Describe the Exploratory Process
1 Construct graphics to address questions
2 Inspect “answer” and assess new questions
3 Repeat!
what are the Nominal operations?
= , !=
what are the Ordinal operations? (ordered)
=, !=, >,
what are the Quantitative
operations? (interval)
=, !=, >,
what are the Quantitative
operations? (ratio)
=, !=, >,
List 4 important Vis Design Considerations
Avoid unexpressive marks
Don’t distract:
Support comparison and pattern perception
Group / sort data by meaningful dimensions
Transform data
Reduce cognitive overhead
Minimize visual search, minimize ambiguity
Radar Plot / Star Graph
“Parallel” dimensions in polar coordinate space
Best if same units apply to each axis
Scatterplot Matrix
Good for seeing correlations in pairs of
dimensions
…however they’re positioned,
unlike Parallel Coords
Single Plot Visualisation
Create single scatterplot showing overall structure of data
Compare objects: rows of the spreadsheet
Treat inter-object similarity as high-dimensional distance
Find a low-dimensional layout that retains as much of the relative distances between objects as possible
Similar objects close together in the layout, and dissimilar objs far apart
Force-based models
Simulated systems of objects with position,
velocity, forces, mass…
a rough analogy with mechanical spring systems, the
gravitational systems of planets, etc. …but simplified so as to be coded more easily and to run more quickly
What are Strategies for Visualising Multiple Dimensions
- Start by visualising individual dimensions
- Avoid “over-encoding”
- Use space and small multiples intelligently
- Use interaction to generate relevant views
There is rarely a single visualisation that answers all
questions. Instead, the ability to generate
appropriate visualisations quickly is key
give the ‘just noticeable difference’ formula
(delta)S = k (delta i /i)
What is Steven’s power law?
Stevens’ power law is a proposed relationship between the magnitude of a physical stimulus and its perceived intensity or strength.