Chapter 13: Abstraction, Measurement, and Classification Flashcards
(21 cards)
Classification
grouping features by their attributes and attribute values
Simplification
getting rid of unwanted detail
Exaggeration
enhance or emphasize important details of the attributes
Symbolization
using graphic markers to encode information for visualization
Discrete Data
distinct data points
Continuous Data
no location is empty
Levels of Measurement (4)
- nominal
- ordinal
- interval
- ratio
Nominal Data
- lowest level of descriptive richness
- emphasis on qualitative differences
Ordinal Data
- has all capabilities of nominal
- has an ordering and ranking dimension
- ex: living conditions, poor - moderate - good
Interval Data
- has all capabilities of ordinal and nominal
- must use some sort of standard unit
- NO TRUE ZERO
Ratio Data
- has all capabilities of ordinal, nominal, and interval
- has a true zero
- zero indicates absence of the thing being measured
Qualitative Data
data that’s grouped in classes according to differences in type or quality
Quantitative Data
data that contains attributes with differences in amount or number
Key Elements of a Classification System
- ranging (determining the low and high values of classes)
- cut points (the boundaries between classes)
- number of classes
- all observations must go somewhere
- any given observation can be put in only one class
Classification Methods (6)
- natural breaks (jenks)
- equal interval
- defined interval
- quantile
- standard deviation
- manual
Natural Breaks
- creates classes according to clusters and gaps inn the data
- minimizes variation within classes and maximizes variation between classes
Equal Interval
- creates classes of equal value ranges or equal interval
- takes the difference between the lowest and highest values and divides the difference into evenly spaces intervals
Defined Interval
cartographer defines the interval number
Quantile
creates classes containing an equal number of observations each
Standard Deviation
creates classes according to a specified number of standard deviations away from the mean value
Manual
cartographer sets the class breaks