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Learn about transforming raw data tables into visual structures for enhanced perception and understanding. Explore relational descriptions, data transformations, human interaction, and visual mappings. Discover key concepts like variable types, spatial substrates, marks, retinal properties, and view transformations. Dive into the world of information visualization to develop effective mappings and improve cognition.
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Information Visualization Chapter 1 - Continued
Reference Model Visualization: Mapping from data to visual form DATA VISUAL FORM Raw Data Data Tables Visual Structures Views View Transformations Data Transformations Visual Mappings Human Interaction
Data Tables • Relational descriptions of data extended to include metadata Analogy to database: Variable -> attribute; Case -> tuple or record
Data Tables (2) • Variable Types • N = Nominal • Unordered set • O = Ordinal • Ordered set • Q = Quantitative • Numeric range • Metadata • Structure
Data Transformations • Values Derived Values • Structure Derived Structure • Values Derived Structure • Structure Derived Values • Examples?
Visual Structures • Data Tables are mapped to Visual Structures • Expressive, effective • Perception…and the human eye…
Visual Structures (2) • Spatial substrates • Marks • Graphical properties
Spatial Substrate • Space is the container unto which other parts of Visual Structure are poured. • Composition • Alignment • Folding • Recursion • Overloading
Marks • Points • Lines • Areas • Volumes • Graphs and Trees – to show relations or links among objects
Retinal Properties • Type of graphical property • Position/Size • Gray Scale • Orientation • Color • Texture • Shape
Other Graphical Properties • Crispness • Resolution • Transparency • Arrangement • Color: value, hue, saturation • Table 1.22 • Finally, temporal encoding for visual structures
View Transformations • Interactively modify and augment Visual Structures • Location Probes • Viewpoint Controls • Zoom, pan, clip • Overview an detail • Distortions • To perceive larger Visual Structure via distortion
Human Interaction and Transformation • Direct Manipulation • Controlling Mappings
Conclusion • Reference model approximates the basic steps for visualizing information • Steps are an ongoing process with many iterations • Goal of information visualization: develop effective mappings to increase ability to think/to improve cognition