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What is spatial data?
Many different formats
Includes location information
Any information with a location attached to it.
Why is it special?
Multidimensional
Voluminous
3 basis of classifying problems:
Scale or level of geographic detail
Intent or purpose
Time scale
3 principles of spatial variation:
Proximity effects are key to representing and understanding spatial variation.
Issues of geographic scale and level of detail are key to building appropriate representation.
Different measures of the world co vary
Positive spatial auto correlation
If the features that are similar in location are also similar in attributes.
Negative spatial autocorrelation
Features that are close together in space tend to be more dissimilar in attributes than features that are further apart. (Checkerboard pattern)
Zero autocorrelation
When attributes are independent or no definite neighbor.
Discrete data
Real world features with well defined boundaries
ex. river, buildings, streets, ocean.
Continuous data
Do not have well defined boundaries.
ex. elevation, rainfall, temp.
Vector
Distance and direction from a location.
Vector data model represents discrete objects on the surface of the earth.
ex. roads buildings
Raster
Data models stores information in rows and columns
Attributes are represented in a cell.
Data types
continuous raster
discrete data
imagery
scanned map
Remote sensing
Acquiring data with sensor systems that digitally record the interaction between electromagnetic energy and object.
Advantages of this:
consistency of the data
availability. of systematic global change
regular repeat cycles
Metadata
Data about the data:
Primary collector of the data
Description about the content
Range of possible values
Map scale
Scale of a map or data is the size of a map or data on a screen or printed paper relative to the size of it in real world.
ex. 1 cm on the map = x cm on the ground
Geodatabase
Physical store for your GIS data.
3 types:
Personal geodatabase
Stored and managed in microsoft access data files and has maximum size of 2 GB. Can be read by multiple people, but only edited by one person at a time
File geodatabase
Stored in the file system folder, up to 1 tetrabyte. Supports multiple people editing different features classes or tables at the same time.
Multiuser geodatabase
Support versioning and replication, requires a data base management system. Found in larger organizations because it supports multiple viewers and editors.
Feature classes
Thematic datasets representing geographic features, tables with a spatial field and and additional column.
Feature datasets
Store spatially related feature classes in a common dataset for building topology.
Mosaic dataset
Manages large collection of raster data which can be heterogenous in:
Format
Source
Data type
Cartesian coordinates
2 dimensional
expressed in ordered pairs
axes are perpendicular
Datum
Coordinates without specified datum are vague.
How is it defined?
Using 1 of the spheroids
Using latitude and longitude
Two most common spheroids:
GRS80
Clarke 1866
Latitude (Parallel)
Gives you the extent a particular point lays north or south of equatorial plane.
Positive —> north of the equator
Negative —→ south of the equator
Longitude
Gives the same east or west of prime meridian.
Positive —→ east of the prime meridian
Negative —→ west of the prime meridian
NAD 1927
Obtained from ground based measurements. Is not geocentric center of the reference ellipsoid and center of mass of planet are no coincident.
North American Datum 1983
3-D geometric datum
Further upgrade continuously operating reference stations NAD 83.
3 main elements in coordinate systems:
Name
Units of measure
Datum
Geographic coordinate system
Spheroid (ellipsoid)
Angular units (degrees)
Difficulties
Units of degree cannot be used to measure distance on the ground, or the length of a line.
Reference globe
Created by wrapping a grid of lines or graticules around a model of the earth.
Projection
The process of converting a round globe into a flat map.
Small and large areas:
Small areas: flat earth approximation works well.
Large areas: flat earth introduces distortion which causes errors.
Scale factor
The amount of distortion when the surfaces of a spheroid is projected onto a plane is defined by scale factor (k).
k = distance on the projection / distance on ellipsoid
2 types of distortions:
kp = along parallel
km = along meridian
3 types of projection:
Equidistant - preserving distance along meridian.
Equal area - area preserved
Conformal - shape preserved
Distortion
Shape *conformal
Feature outline look the same on map as they do on the earth.
Area *equal area
The size of feature on a map is the same relative to its size on the earth.
Distance *equidistant
Line on map has same relative distance with the line on the earth.
Direction *azimuthal
Useful for navigation
Developmental surfaces
A geometric shape that can be flattened without being distorted (cone, cylinder, plane)
Point of tangency
A plane touches the globe at a single point.
Secant
Line of intersection between the globe and the surface.
Cylindrical
Touches globe along a line called a tangent, or it can pass through the globe and intersect along 2 secants
Meridians straight, meridians and parallels intersect at right angles
Conic
Created by setting a cone over a globe and projecting light from the center of the globe onto the cone.
Contacts the globe along a single tangent.
Standard parallel
Line of latitude in conic or cylindrical projection where projection surface touches globe.
Central meridian
A line along which the developable surface is cut and flattened into a plane.
Transverse mercator
Cylinder touches the sphere along a meridian. A conformal map projection good for north-south extending areas.
State plane coordinate system
Relies on imaginary flat reference surface with cartesian axes.
Calculates easier
Has zones and is a standard map projections within U.S.
Conformal projection
UTM coordinate system
conformal projection
divides earth into 60 zones, each zone is 6 degrees
3 primary requirements of georeferencing are:
unique - only 1 location associated with a given georeference.
Shared meaning - meaning is shared among all users.
persistent through time - addresses change.
Geocoding
Matching of an address with its corresponding geospatial location.
Baton geocoding
Multiple addresses can be plotted at the same time and mapped as a point feature class.
Address locator
Rules for interpreting addresses list of standard street components snap shot of reference data.
Reference data
Snapshot of geographic data with address information.
Georeferencing
Process of registering your source imagery to a reference image or vector GIS layer. Defining location to your unknown spatial reference data using map coordinates and assign the coordinate system.
Target data
Geoferenced raster or a vector feature class that resides in the desired map coordinate system.
Source data
Data with unknown coordinate system.
Polynomial transformation
Uses least square fitting algorithm order of polynomial.
Spline
True rubber sheeting
Optimizes for local accuracy but not global accuracy.
Root mean square error
The difference between where the from point ended up as opposed to the actual location that was specified to point position.
RMSE: Describes how consistent the transformation is between links.
Attribute tables
Spatial data store more than just their spatial properties. Non-spatial information about spatial features make up the attribute table.
Different types of attributes
Nominal data
Ordinal data
Interval data
Ratio data
Attribute join
Linking two or more tables. Can only be preformed if 2 tables have a field in common called as key.
One-to-one
Single record is linked to another single record.
Many-to-one
Many records in an attribute table is joined to 1 record from another table.
For making queries:
If and is used, then BOTH must be true
If or is used, then either may be true.
Boolean operators
Used to evaluate pairs of conditions.
Spatial analysis
Finding distributions and pattern of features.
Spatial distribution
Finding spatial distribution of something.
Overlay
Two or more layers, overlay analysis is needed.
To find locations that are suitable for particular use or are susceptible for some risk.
Map overlay
Combines two or more layers to create a new output feature class containing information from both.
Geoprocessing
When two or more functions are applied together to solve a specific problem.
Types of overlay:
Point-in polygon
Use to assign polygon attributes to points.
Line-on polygon
Use to assign polygon attributes to lines.
polygon-on polygon
New spatial data is created with features and attribute table.
Union
Combines and keeps all features.
Intersect
Combines and keeps common features.
Dissolve
Eliminates all of the attributes in the table except the dissolved one.
Buffer
Constructs polygon areas within a specified distance of features.
Merge
Combines 2 features classes of the same type into a new combined feature class.
Near
Calculates distance between the input features and the closest feature in another layer or feature class.
Append
Places features from 1 feature class into a existing feature class of the same type.
Tagged image file format (TIFF)
Geotiff tags are supported. Supports black and white + gray scale
Joint photographic experts (JPEG)
A standard compression technique for storing full color and gray scale images.
Portable network graphic (PNG)
Provides a well compressed lossless compression for raster files.
Local operations
Examines raster by cell. Achieved using map algebra.
Zonal operations
Compute results for blocks of contiguous cells that share the same value.
Global operations
Produce results that are true of the entire layer such as mean value.
Euclidean distance
Operation assigns to each cell its distance from the closest source cell.