Section Three - Raster Data

Second in our list of spatial data types is raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. . Raster data is any pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". -based picture data (JPG, PNG, TIFF for example) which is loaded into the software. Both a picture of your cat Mogwai and a Digital Elevation Model ( DEM Digital Elevation Model ) are seen as raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. by the software, the only difference being that the spatial raster Spatial raster data is a type of digital data that stores information about a location using a grid of pixels or cells AND has stored coordinate information based on any given geographic or projected coordinate system.  - the DEM Digital Elevation Model , has coordinate system information attached, allowing the GIS Geographic Information Systems the software used to create, store, and manage spatial data, analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences to know where in the world to "put" when it's displayed on screen. You can, in fact, add a picture of your cat to the GIS Geographic Information Systems the software used to create, store, and manage spatial data, analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences , the GIS Geographic Information Systems the software used to create, store, and manage spatial data, analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences simply won't know where it should draw the raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. . While a picture of your cat is indeed raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. , it's not a spatial raster Spatial raster data is a type of digital data that stores information about a location using a grid of pixels or cells AND has stored coordinate information based on any given geographic or projected coordinate system.  .

All digital images ( raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. ) are comprised of a series of pixels (short for picture elements) arranged in in rows and columns to create a grid pattern. You may have seen the pixels of an image before when you try to post an picture to your social media account that was once a small sized picture and you’re trying to make it display full page. We would describe the image as pixelated, or the fact that the image pixels have become so large, that the only thing you can see is the pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". makeup of the image and not the image itself. Kind of like the cliché "you can't see the forest because of the trees", meaning that you cannot see the entire forest if you are so close, you can only see the trees.

Figure 3.6: A Pixelated Version of the Mona Lisa
In this image, we can see all the pixels a digital version of the Mona Lisa is made up of. Notice the pixels are all squares in a grid pattern.

The properties of raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. is what makes the unique compared to vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects . We learned that vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects is data is just a graphical representation of objects using vertices connected by straight lines to outline an area (polygons), mark the location of a single instance (points), or trace along linear objects (polylines). Because we can place a vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. really anywhere we want in the software, there are no "rules" about vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects beyond the vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. minimums to create points, polylines, or polygons. Vertices can be placed very close together or very far apart. They can be moved and deleted freely, and new vertices can be added to any vector feature (a single object stored in the larger shapefile One of the two main types of vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects we learn in this class (there are more than two vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects types in GIS). Shapefiles are each only one geometry type, either a point, a polyline, or a polygon. Shapefiles are stored in folders and most often do not have relationships with other data. or feature class One of the two main types of vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects we learn in this class (there are more than two vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects types in GIS). Feature classes are each only one geometry type, either a point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. , a polyline A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of two or more vertices connected by straight lines. Often used to represent objects such as roads, river, and boundaries. , or a polygon. Feature classes are stored in geodatabases and are most often used when data relationships are important. , ie. the State of Colorado would be a single feature within a US_States feature class One of the two main types of vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects we learn in this class (there are more than two vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects types in GIS). Feature classes are each only one geometry type, either a point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. , a polyline A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of two or more vertices connected by straight lines. Often used to represent objects such as roads, river, and boundaries. , or a polygon. Feature classes are stored in geodatabases and are most often used when data relationships are important. or shapefile One of the two main types of vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects we learn in this class (there are more than two vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects types in GIS). Shapefiles are each only one geometry type, either a point, a polyline, or a polygon. Shapefiles are stored in folders and most often do not have relationships with other data. ) at any interval at any time. Rasters, however, have very strict rules. Each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". is a defined size, both in height and width, and because each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". is a square and all the rows and columns are coincident (have a shared boundary), by default, the center-to-center measurement, that is from the center of one pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". to the center of his direct neighbor (in straight lines, not diagonal), will be equal. You cannot delete pixels, but you can hide them from view by either setting them to a transparent color or assigning the pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". a special value of NODATA. You can cut out smaller rasters from larger ones, or create a subset raster, or you can join two or more rasters together to create a larger raster in a process called mosaicking, but that is pretty much it. We can run geoprocessing tools on rasters, creating new rasters by examining the properties of the non-spatial data Attributes related to a location but not describing its physical placement in space, such as information about a tree's age, type, and health. , but even that process doesn't destroy or modify the original raster pixels.

Figure 3.7: Raster Properties
All rasters are a series of pixels arranged in rows and columns, each with an equal height, width, and center-to-center value.

The beauty of these strict raster rules is the fact that assumptions can be made about spatial rasters that cannot be made about vectors. Since each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". is a perfect square, we can measure the distance on the Earth's surface that is covered by that raster, basically using the edge of a raster pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". as a ruler. This is called the raster's spatial resolution Spatial resolution refers to the level of detail or granularity in an image or a spatial dataset. , and it's one of several assumptions we can make. When we see an image of an area in a 30 meter spatial resolution Spatial resolution refers to the level of detail or granularity in an image or a spatial dataset. raster or a 30-meter raster, we know - for a fact - that the side of each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". covers exactly 30 meters on the ground. Since the distance one pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". covers is a known value, we can measure distances and use geoprocessing tools to infer distribution and relationship properties of that raster compared to the coordinate system the data is stored in; compared to other rasters; or compared to vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects .

All rasters, whether they are spatial rasters or pictures of your pets, have numbers - and only numbers - associated with each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". , called the digital number The numeric value stored with a single pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". in raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. (see glossary for more). (sometimes abbreviated as the 'dn'). These numbers can represent the red, green, and blue values in the case of a color picture, or they can represent information, such as elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface in the case of DEM Digital Elevation Model 's. The numbers within one raster can be either decimal numbers, or what we would call a float raster (float just being "coding language" for decimal) or whole numbers, called an integer raster. No raster has a combination of float and integer numbers for that is simply not allowed. If you see whole numbers represented in a float raster, they simply don't have an digits after the decimal.

Even though a picture of your cat is technically a raster (as raster is another word borrowed by GIS Geographic Information Systems the software used to create, store, and manage spatial data, analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences and used in many other computer-based arts and sciences), what sets spatial rasters apart from a picture of Grumpy Cat is the spatial information. In addition to having either RGB values (color rasters) or black levels (black and white rasters), like all rasters, spatial rasters have a coordinate system and coordinates associated, meaning that every pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". "knows" exactly where in the world it lives. Each corner of each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". has a stored geographic or projected coordinate pair (just like vertices in vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects ), making the image georeferenced, or defining and storing very specific location data about the image - aka: geo = Earth and reference = reference, so referencing the Earth (a coordinate system representing the Earth).

While many rasters are images, sometimes we can use classification rasters, or rasters made up of integer values which, instead of showing an actual captured image of what is on the Earth's surface, they show a colored-in picture of what the pixel represents. To classify the image, the software considers the attribute, such as water, land, building, etc., then decides how much of the cell is that item. If it is a mixed pixel A raster pixel which contains two or more items when the image is captured.  , or a pixel that has two or more items in it, the software will use a decision making process to decide what to classify, or “name”, the cell. For example, if the cell is 50% or more water, the tool will classify it as water.

GIS Geographic Information Systems the software used to create, store, and manage spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. , analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences 1040 really focuses on learning GIS Geographic Information Systems the software used to create, store, and manage spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. , analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences software using vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects , but it's important to understand the properties of raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. .

Figure 3.8: The Classification of Raster Images
Satellite Image of a Coastline	Classification Result	Close-up of Classification Result	Raster Values Exposed

In the vector section of the reading, we noted that when we look at spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. in the GIS Geographic Information Systems the software used to create, store, and manage spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. , analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences , the file icons associated with each vector file are a key to recognizing what the geometry type is (based on the decoration of the icon) and if the file is a shapefile One of the two main types of vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects we learn in this class (there are more than two vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects types in GIS). Shapefiles are each only one geometry type, either a point, a polyline, or a polygon. Shapefiles are stored in folders and most often do not have relationships with other data. or a feature class One of the two main types of vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects we learn in this class (there are more than two vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects types in GIS). Feature classes are each only one geometry type, either a point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. , a polyline A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of two or more vertices connected by straight lines. Often used to represent objects such as roads, river, and boundaries. , or a polygon. Feature classes are stored in geodatabases and are most often used when data relationships are important. (green vs blue). Raster data is no different, the software provides us with file icons to recognize if a file is a raster file and where the raster is stored.

For both rasters stored inside a geodatabase electronic storage container specifically used to store geographic/ spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. with a top-down structure in which the items contained are related to each other and that relationship allows for the data to be quickly and efficiently queried and retrieved for use. and those stored inside a folder, the icon is the same - a small grid with twelve "pixels". Just a small representation of the basic raster structure. Remember, all of these file icons can be looked up in the File Icon page on the wiki (link button in the top toolbar).

Figure 3.9: Raster Icons in ArcGIS Software
Rasters stored in a geodatabase electronic storage container specifically used to store geographic/ spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. with a top-down structure in which the items contained are related to each other and that relationship allows for the data to be quickly and efficiently queried and retrieved for use. have a blue raster structure looking icon.	Raster images stored inside folders have a yellow file icon, with the same icon structure as the geodatabases raster icon.

Classification raster often have very specific names, like "Digital Elevation Models ( DEM Digital Elevation Model )", "Land Use", "Land Cover", "Hillshade", "Slope", or "Aspect", depending on what the coded value is showing. Land use codes usually refer to what the area is used for - urban, farming, forest, etc, while land cover codes usually refer to what is the make-up of the pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". , such as water, snow, crops, grass, etc. Aspect and slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. rasters use colored values to express which way a mountain slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces and how steep an area is, respectively.

Digital Elevation Model ( DEM Digital Elevation Model ) Rasters

Digital Elevation Models or DEM Digital Elevation Model is a special case of classification raster. These raster files hold fairly detailed information about the elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface changes in a landscape. DEM Digital Elevation Model Each pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". , whether it is 1, 10, or 30 meters (the common DEM Digital Elevation Model sizes) stores the average elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface for the corresponding square on the Earth’s surface. As you can see, the higher the spatial resolution Spatial resolution refers to the level of detail or granularity in an image or a spatial dataset. , or amount of ground covered by one pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". , the more accurate the elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface data. But, as you can imagine, the higher the spatial resolution Spatial resolution refers to the level of detail or granularity in an image or a spatial dataset. , the more data it takes to store that information, and thus, the larger the storage device or the longer the time taken to download.

ArcGIS can process DEMs of all spatial resolutions, simply adjusting the accuracy of the resulting contour layer to fit the quality of the input. In most cases, however, 30 meter DEM Digital Elevation Model data is more then enough to create and analyze spatial problems.

Figure 3.10: A Digital Elevation Model ( DEM Digital Elevation Model )
A digital elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface model is a raster which stores elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface data. From elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface , slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. , aspect [geographic coordinate systems] The direction the developable surface a geometric shape which will not be distorted when flattened.  Used as the base shape to transfer features during projections.  Most often a cone, cylinder, or plane (azimuthal) faces in relation to the geographic coordinate system. Normal; transverse, oblique[topography] The cardinal direction a slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces (NSEW) , and contour lines can all be derived mathematically.

Hillshades and Shaded Reliefs Rasters

A common product of a geoprocessing tool used on DEMs are shaded reliefs or hillshades which are a visual representation the DEM Digital Elevation Model if the sun were to shine on it, shading the terrain facing away from the sun, and highlighting the areas of the terrain facing it. Hilllshades are most often used as base maps, an image which serves as a backdrop to vector and other raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. , and generally has little other use. They are basically the same product, it's just one uses shades of gray and the other uses shades of reds, greens, and yellows.

Figure 3.11: Hillshade and Shaded Reliefs
Hillshades express the relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features of the topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." in a 2D image which has a 3D appearance using shades of gray.	Shaded reliefs express the same relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features using color.

Slope and Aspect Rasters

The last two common layers produced from DEMs are slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. and aspect [geographic coordinate systems] The direction the developable surface a geometric shape which will not be distorted when flattened.  Used as the base shape to transfer features during projections.  Most often a cone, cylinder, or plane (azimuthal) faces in relation to the geographic coordinate system. Normal; transverse, oblique[topography] The cardinal direction a slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces (NSEW) layers. From the elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface values stored in a DEM Digital Elevation Model , slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. and aspect [geographic coordinate systems] The direction the developable surface a geometric shape which will not be distorted when flattened.  Used as the base shape to transfer features during projections.  Most often a cone, cylinder, or plane (azimuthal) faces in relation to the geographic coordinate system. Normal; transverse, oblique[topography] The cardinal direction a slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces (NSEW) can be derived. Slope is how steep the grade of the topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." is over a defined area while aspect [geographic coordinate systems] The direction the developable surface a geometric shape which will not be distorted when flattened.  Used as the base shape to transfer features during projections.  Most often a cone, cylinder, or plane (azimuthal) faces in relation to the geographic coordinate system. Normal; transverse, oblique[topography] The cardinal direction a slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces (NSEW) is the cardinal direction the slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces. The software examines the elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface values and calculates the slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. and aspect [geographic coordinate systems] The direction the developable surface a geometric shape which will not be distorted when flattened.  Used as the base shape to transfer features during projections.  Most often a cone, cylinder, or plane (azimuthal) faces in relation to the geographic coordinate system. Normal; transverse, oblique[topography] The cardinal direction a slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces (NSEW) based on the increase or decrease in value from one pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". to all eight of it's neighbors. If there is a large decrease, the slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. changes quickly; if there is a small decrease, the slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. changes gradually. Based on where the pixels show up slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. and down slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. , the software can calculate which cardinal direction(N, NE, E, SE, S, SW, W, NW) each slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces. The slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. and aspect [geographic coordinate systems] The direction the developable surface a geometric shape which will not be distorted when flattened.  Used as the base shape to transfer features during projections.  Most often a cone, cylinder, or plane (azimuthal) faces in relation to the geographic coordinate system. Normal; transverse, oblique[topography] The cardinal direction a slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. faces (NSEW) tools found in ArcGIS utilize this data to create new output layers colored to represent this data in an understandable and meaningful way.

Figure 3.12: Slope and Aspect Layers
Slope is the grade of the topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." .	Aspect is the cardinal direction of the slope A numeric value - either in percent or degree - expressing the steepness or the rise/run of the landscape. . Both layers are derived mathematically by the GIS Geographic Information Systems the software used to create, store, and manage spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. , analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences software using elevation the vertical distance between local mean sea level the measurement above or below the global average at a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface used for recording the elevation of topographic surface a detailed map of the surface features of land. It includes the mountains, hills, creeks, and other bumps and lumps on a particular hunk of earth. The word is a Greek-rooted combo of topos meaning "place" and graphein "to write." 's relief the difference between the highest and lowest point within a particular area while landforms are the descriptive words for individual features and a single point A GIS vector data in any sort of digital science or art, is simply denoting a type of graphical representation using straight lines to construct the outlines of objects geometry type which is made up of just one vertex pl. vertices One of a set of ordered x,y coordinate pairs that defines the shape of a line or polygon feature. , marking a single XY location in any given geographic or projected coordinate system. on the Earth's surface values stored in DEMs.

When you load raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. into ArcGIS, it will pose the question of whether or not you would like it to “build raster pyramids Several re-sampled, reduced resolution versions of the original data that allows you to work with raster data faster by only showing the low resolution images (longer ground distance per pixel edge) when you are zoomed out, and the higher resolution image when you are zoomed in. ”. Okay, yeah, that sounds great, ArcGIS, but what is a raster pyramid?

Raster pyramids are several re-sampled, reduced resolution versions of the original data that allows you to work with raster data Raster data is a type of digital data that stores information about a location using a grid of pixels or cells. All spatial rasters are raster files, but not all raster files are spatial rasters. faster by only showing the low resolution images (longer ground distance per pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". edge) when you are zoomed out, and the higher resolution image when you are zoomed in.

The advantage of raster pyramids Several re-sampled, reduced resolution versions of the original data that allows you to work with raster data faster by only showing the low resolution images (longer ground distance per pixel edge) when you are zoomed out, and the higher resolution image when you are zoomed in. is a reduction of drawing time. When the software doesn’t need to draw fine-detail imagery when you are zoomed out, the software just works faster over all. Think back to the dial-up days, when your aunt would email a picture and you’d have to wait five minutes "arc minute" 1/60th of a degree. Usually denoted by " for it to load over that lightning fast connection. GIS Geographic Information Systems the software used to create, store, and manage spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. , analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences software processes raster images much the same way, where we can equate a slow data connection with high resolution GIS Geographic Information Systems the software used to create, store, and manage spatial data Data that deals with location, such as lists of addresses, the footprint of a building, the boundaries of cities and counties, etc. , analyze spatial problems, and display the data in cartographic layouts   Geographic Information Sciences images. Raster pyramids re-sample and store several images; each one will draw at cable internet speeds for a range of zoom levels - fine detail for a low zoom level (very close) and course detail for a high zoom level (very far away).

Raster pyramids are stored in an MXD (ArcMap specific save format, creating a map project document) for the exclusive use of drawing speed within that project only, and are not accessible for use in any way.

Figure 3.13: A Graphical Example of Raster Pyramid Creation
In this graphic, we can see the resampling of the raster pixels within the software. For every four pixels, in this example, the dominate color is found, then the next layer creates a pixel The smallest unit of information in a digital image or raster map, usually square or rectangular. Often used synonymously with cell. Pixel is an abbreviation of "picture element". of that color. This process is repeated for each resampled layer.