Introduction to Geographic Information Systems
More Map Basics
What is a Map?
- "A graphic depiction of all or part of a geographic realm in which the real-world features have been replaced by symbols in their correct spatial location at a reduced scale."
Map Function in GIS
- Storage
- Temporary communication
- Intermediate check of data
- Final Report
- to be effective, must be correctly designed and constructed
Cartographic Abstraction
- production of a map requires:
- selection of a few real-world features to include
- classification of selected features into groups (i.e. bridges, churches, railways)
- simplification of jagged lines like coastlines
- exaggeration of features to be included that are too small to show at the scale of the map
- symbolization to represent the different classes of features chosen
Decisions, Decisions
- Cartographers make 4 crucial decisions when constructing a map:
- map projection
- selectivity
- map type
- map scale
1. Map Projections
2. Selectivity
- a map offers a selective and distorted view of reality due to the cartographer's decisions related to the map's ultimate use
- maps:
- include information only selectively
- exclude much information that exists
- distort information
3. Kinds of Maps
- Cartographers have designed hundreds of map types: methods of cartographic representation.
- Not all GISs allow all types.
- Most have a set of basic types
- Depends heavily on the dimension of the data to be shown in the map figure.
Choosing the Wrong Type
- Fairly common GIS error.
- Due to lack of knowledge about cartographic options.
- Can still have perfect symbolization.
- Possibility of misinformation
- Definite reduction in communication effectiveness.
Choosing a Map Type
- in practice, there are two fundamental types of maps:
- reference map
- thematic map
- the distinction between these two classes is based on map function
Reference Maps
- a reference tool, showing the outlines of selected natural and man-made features of the Earth
- examples:
- topographic maps
- orthophoto maps
- bathymetric maps
- road maps
Thematic Maps
- a tool to communicate discrete geographical concepts and distributions
- examples:
- population density
- climate
- movement of goods
- land use, etc.
- ethnicity
Types of Thematic Maps
- several types of maps are important to GIS, each using a principal map symbol
| -choropleth | (area symbol) |
| -area class | (area symbol) |
| -dot | (point symbol) |
| -proportional symbol | (point symbol) |
| -isoline | (line symbol) |
| -flow | (line symbol) |
Choropleth Maps
- a common type of areal quantitative map
- uses "reporting zones" to show data such as average incomes, percent female, etc.
- countries, states, counties, census tracts, etc.
- boundaries of zones are established independently and may be used to report many different sets of data
Area Class Maps
- an areal map showing nominal distributions of phenomena
- shows zones of constant attributes, such as vegetation, soil type, or forest species
- zonal boundaries are different for each map since they derive from variations in the attribute being mapped (though they may be similar for related attributes)
Dot-Distribution Maps
- usually a quantitative map showing the distribution of an attribute by uniform dots
- used for mapping point and point-like data, such as population, livestock, radio stations, farm acreage, etc.
- map readability is affected by the size and number of dots on the map
- symbols may be any point-like graphic
Proportional Symbol Maps
- a quantitative map showing the distribution of an attribute by variably sized symbols
- similar to dot maps in mapping point and point-like attribute data like population, production levels, petroleum imports, etc.
- symbols may be any scalable, point-like graphic
Isoline Maps
- a map showing a surface by means of lines joining points of equal value--"isolines"
- used for phenomena which vary more or less smoothly across the map (a "statistical surface")
- isometric: values that occur at points
- temperature, barometric pressure, rainfall
- elevation (contour lines on a topographic map)
- isoplethic: values that don't occur at points
- population density, ratio of cropland to all farmland
Flow Maps
- a quantitative map showing connections, flows, or movements between locations
- examples: petroleum exports, migrations, river discharges, traffic volume
- quantitative values are usually shown by varying the width of the line or arrow showing the direction of movement
Map Types: Point Data
- Reference
- Topographic
- Dot
- Picture Symbol
- Graduated Symbol
Map Types: Line Data
- Network
- Flow
- Isopleth
- Reference
Map Types: Area Data
- Choropleth
- Area qualitative
- Stepped surface
- Hypsometric
- Dasymetric
- Reference
Map Types: Volume Data
- [Isopleth, Stepped Surface, Hypsometric]
- Gridded fishnet
- Realistic perspective
- Hill-shaded
- Image map
Map Types: Time
- Multiple views
- Animation
- Moving map
- Fly thru
- Fly by
4. Map Scale
- the ratio between distances on the map and corresponding distances in the real world
- if a map has a scale of 1:50,000, then 1 cm on the map equals 50,000 cm on the Earth
- remember "small" vs. "large"
- the scale controls not only how features are shown, but what features are shown
- a 1:2,500 map will show individual houses and lamp posts while a 1:100,000 map will not
Expressing Map Scale
- representative fraction (rf)
- literally a ratio or fraction
- graphic
- line or bar graph whose length represents a specified distance on the Earth
- verbal
- a simplified description of map distance, such as "one inch equals one mile"
Map Scale in GIS
- Map scale is based on the representative fraction, the ratio of a distance on the map to the same distance on the ground.
- Most maps in GIS fall between 1:1 million and 1:1000.
- A GIS is scaleless because maps can be enlarged and reduced and plotted at many scales other than that of the original data.
- To compare or edge-match maps in a GIS, both maps MUST be at the same scale and have the same extent.
- The metric system is far easier to use for GIS work.
Level of Aggregation
- refers to the size of the geographic units under investigation
- cities, counties, states, countries, etc.
- a pattern evident at one level may not be evident at another
- is the U.S. population becoming more concentrated?
- at the larger metropolitan level, yes
- at the smaller intra-metropolitan level, no
The Parts of a Map: Map Elements
- Figure
- Ground
- Reference information
- Border
- Neatline
- Metadata e.g. index
- Off-map references
- Page coordinates
- Graticule/Grid
- North arrow
- Figure
- Point/Line/Area symbols
- Text
- Place Names
- Title
- Scale
- Projection(s)
- Sources/Credits
- Legend
- Insets and their scales
Choosing Elements
- Map research
- Map compilation
- Worksheet
- Selection
- Placement
- Layout
- Tools in GIS not ideal
Choosing Types
- Check the data
- Continuous
- Discrete
- Accuracy & Precision
- Reliability
- Dimension (Point, Line, Area, Volume)
- Scale of Measurment (Nominal etc.)
- GIS capability
- May need to supplement GIS software
Example: Choropleth Mapping
- Data should be AREA (e.g. states, counties, census tracts)
- Data should not suffer from area effect
- Data should be suitable quantitative value
- Data should be normalized
- divided by, say, the total population or area
- Examples:
- Population density
- Per capita income
- Deaths per 1000 people
Classification
- Equal Interval
- Natural groups
- N-tiles
- Equal or unequal?
- Logarithmic? Linear? Discontinuous?
- How many classes?
- Non-overlapping, distinctive groups
The Need for Design
- To appear professional and avoid errors, GIS maps should reflect cartographic knowledge about map design.
- A map has a visual grammar or structure that must be understood and used if the best map design is desired.
- Cartographic convention (e.g. forests should be green).
Map Design
- A GIS map is designed in a process called the design loop.
- Good map design requires that map elements be placed in a balanced arrangement within the neat line.
The Design Loop
- Create map layout as macro
- Draw on screen (proof plot)
- Look
- Edit macro
- Repeat until happy
- Make final plot
Graphic Editor Software
- Vector
- Adobe Illustrator
- CorelDraw
- Freehand
- Raster
- Photoshop
- CorelPaint
- Fractal Paint
Map Design
- Visual balance is affected by:
- the "weight" of the symbols
- the visual hierarchy of the symbols and elements
- the location of the elements with respect to each other and the visual center of the map
Visual Center and Layout
Scale and Generalization
- Smaller scale means fewer features.
- Smaller scale means smoother features.
- Smaller scale means combining features.
- Smaller scale means displacing features.
- Often scales are mixed or overgeneralized.
Map Design and GIS
- When a GIS map is the result of a complex analytical or modeling process, good design is essential for understanding.
- The map is what distinguishes GIS as a different approach to the management of information, so extra care should be taken to improve the final maps that a GIS generates in a GIS task.
Making Maps
- You must consider the objective of the graphic display your map represents
- This involves visualization
- process for putting (complex) images into the viewer's mind
- examples:
- the shape of a mountain - poorly conveyed by contours
- pattern of growth of an urban area - may need animation to show changes through time effectively
- air-flows over a patch of terrain - needs 3-D capabilities plus animation to show true pattern of directions, speeds of flow
- movements of people in an area - needs ability to generalize individual movements into meaningful aggregate patterns
- components of a visualization system:
- database containing information
- hardware device used to generate display
- human visual system
- processing of perceived image in the brain
- correct perception depends on the functioning of all of these components
What is the image supposed to show?
- what impressions does the analyst wish to create in the mind of the viewer?
- what relationship do these intended impressions have with the contents of the database?
- database contents are abstract versions of geographical reality
- the system should create an impression of reality, not of the contents of the database
- aspects of relationship between database and reality, e.g. accuracy, should be an important part of the display
- geography is complex
- the display is a filter removing unwanted complexity to show trends, patterns
- the display must show the level of detail required by user, from a general overview to detailed insights
To whom?
- effective visualization may require familiarity with symbols on the part of the user
- some people may never master skills of map-reading, i.e. using maps to visualize geography
- how much familiarity should be assumed?
- it may generally be better to assume low familiarity
- people can learn to work with complex displays, but may lose interest and look for alternative sources of information
Ideal display
- communicates intended message perfectly to all users
- offers complete design flexibility
- put any symbol anywhere, at any size, etc.
Graphic Variables
- classes of symbols correspond to classes of objects
- visual differences among map symbols convey information
1. Location
- where the symbol is
- determined primarily by geography
- the primary means of showing spatial relations
- the brain computes relations like "is within" or "crosses" on the fly from the eye's perceived image of the map
- compare GISs
- some compute these relationships on the fly, others store them in the database to avoid the processing required to compute them
- compared to the brain, current GIS technology is amazingly crude
2. Value
- lightness or darkness of a symbol
- very important visually -- the eye tends to be led by patterns of light and dark
- usually used to represent quantitative differences
- tradition suggests darker symbols should mean "more" -- however this may reverse on dark backgrounds (which are common on computer displays) where lighter may mean "more"
3. Hue
- color
- important aesthetically
- usually represents qualitative differences -- continuous grading of color is difficult and expensive to achieve on printed maps
4. Size
- how large the symbol is
- conveys quantitative difference
- brain has difficulty inferring quantity accurately from the size of a symbol
- if proportional circles are used to portray city population, doubling the radius of a circle (quadrupling its area) is perceived as indicating more than twice the population, but not four times
- i.e. the brain infers population from some mixture of the radius and the area of the symbol
5. Shape
- geometric form of the symbol
- used to differentiate between object classes
- used to convey nature of the attribute, e.g. population indicated by images of people, housing by house symbols
6. Spacing
- arrangement, density of symbols in a pattern
- used to show quantitative differences, e.g. dot density to show population
7. Orientation
- of a pattern, to show qualitative differences
- of a linear symbol, to show quantitative (directional) differences
Perceptual and Cognitive Limitations
- symbol differences must be perceptible to be of use
- JND -- just noticeable difference -- the smallest difference which can be reliably perceived between symbols, sizes, colors, shapes etc.
- LPD -- least practical difference -- the smallest difference which can be produced by the cartographic process
- eye's sensitivity to various graphic codes
- some codes "get through" better
- e.g. use of yellow for fire trucks allows them to stand out better in the visual field
- sensitivity varies across visual field
- "peripheral vision" is enhanced by movement, varies among individuals
- cognitive aspects
- indications that perception is dependent on cognition -- knowledge understanding of phenomena
- color categories/nameability -- certain colors may have associations with names, concepts
Additional Information
- Cartographic Communication (Kenneth E. Foote
and Shannon Crum, The Geographer's Craft Project, Department of Geography, University of Colorado at Boulder)
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