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Python & ModelBuilder. Overview. Python/ModelBuilder Concepts The Geoprocessor Checking some environment variables Providing feedback from your model/script Starting a script with a model Bringing a completed script into ArcToolbox Exercises. Why model or write scripts?.
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Overview • Python/ModelBuilder Concepts • The Geoprocessor • Checking some environment variables • Providing feedback from your model/script • Starting a script with a model • Bringing a completed script into ArcToolbox • Exercises
Why model or write scripts? • Automate workflows • Test hypotheses • Reproducibility • Extend Functionality • Simplification • Quality Control
The Geoprocessing Object • Also known as the "geoprocessor" • Has many methods • Manages layers and selections • Provides access to all of ArcGIS's tools • Provides status of ArcGIS licensing • Handles errors and warning messages
The Geoprocessing Object gp.Clip_analysis("Roads_2007", "Counties", "Mercer_Roads.shp")
Check Data Existence • gp.exists() returns a boolean depending on whether or not the feature class exists • Check most user-submitted data for existence • if gp.exists(data): # continue workingelse: # warn user about missing data • ArcToolbox will check, but scripts run from the command line will not
Defining a Workspace • When the geoprocessor has a workspace defined, all processing results will be stored in that folder, geodatabase, or SDE gdb • gp.workspace = "C:\\Student\\" • Once defined, we do not need to specify absolute paths to datasets or outputs located in that workspace
Describe Method • gp.describe returns an object with numerous properties based on the type of data passed • Feature Classes (shapefiles, geodatabase layers) • Feature Datasets • Workspaces • Raster Data • gp.describe provides you with GIS-specific information about your data
Using the Describe Method • Use Describe to ensure that data passed to your model fits certain criteria • Prevent line or point features being used as Clip Features • Add an area and perimeter field to shapefiles if not present • Convert rasters to 8-bit unsigned if not already • Use Python to get a list of .shp files, then process only the polygon shapefiles
Check License Availability • Models and scripts might be dependent on the level of ArcGIS available • The gp.CheckProduct("level") returns "Available" or "NotLicensed" depending on the availability of the product level passed • The gp.SetProduct("level") tells the geoprocessor to use that specific level
Handling Input • ArcGIS passes information to your Python script through sys.argv • For example, a clip script would need to listen for three inputs • Input Feature / sys.argv[1] • Clip Feature / sys.argv[2] • Output Feature / sys.argv[3] • Gets tricky when we ask for multiple inputs
Providing Feedback • Geoprocessor methods to provide feedback • gp.AddMessage(message string) • gp.AddWarning(message string) • gp.AddError(message string) • Adds messages to the message list • Message list is simply that – stores all the errors, warnings and messages generated by the script
Providing Feedback • gp.GetMessage() and gp.MessageCount • GetMessage(x) returns message number x in the list • print gp.GetMessage(gp.MessageCount - 1) • prints the last message generated • Print messages at the end of script or when an error is caught • Print before and after a lengthy processing step
Defining a Function • A Python Function allows you to write a block of code that accepts arguments and returns results • Functions allow you to write something once and reuse it as needed • Helps debugging • Keeps code clear and concise • Easier to program
Using Functions • We use the def statement to start a block of code that will only be run when our function is called • We want our functions to return values we can use in our geoprocessing • The last statement in our function should be return.
Basic Function • A simple function that adds 1 to value passed • def addone(x): return x + 1 • print addone(2)>>> 3 • var = addone(3)print var>>> 4
Multiple Clips • Like Exercise #2 from last week, we will provide two lists to a script • List of Input Features • List of Clip Features • We also need to tell the script where to place the output, using gp.workspace()
Our First Function • We need a custom function that will take a string of text, split it into pieces and return those pieces as a list • SplitMultiInputs will clean up a line of code and return it as a list
Adding SplitMultiFeatures • Add the function and split the input string and the clippers string passed by the Toolbox to our script
Two Loops • We will need another loop for each of the inputs • The "inputs" loop contains the "clippers" loop • The loops are structured like so: for input in inputs: (runs m times) for clip in clippers: (runs n times) • The script will then perform mn clips
Back to the Toolbox • Once our script is complete, we can test it in IDLE and on the command line • What we'd really want is to run our script like any other tool in the Toolbox • We can add the script back to the Toolbox • We need to specify how to talk to the script
Add Your Script • Open ArcToolbox • Right click on the Toolbox you want your script to be located • Add > Script…
Add Your Script • Our model takes two input parameters • Input Feature Classes • Clipping Feature Classes • Output Workspace • Note that parameters can be set for multiple values • MultiValue = Yes
County Clipper • We’ll take a small ModelBuilder model that clips one input using the statewide Counties layer • Using Python, we’ll enhance the model to clip the input 21 times for each of the separate counties • Add functionality to clip multiple inputs by each county
Setting Up Our Model • We need a County layer as our clip feature, and a user-defined layer as our input feature • Make Feature Layer • Select By Attributes • Clip (of course) • User-defined Output Workspace
Basic Model to Python Script loop just a portion of the model
Adding County Tuple • We need a static list of County names to pass as part of the Select by Attributes “where” clause • Put all the County names into a tuple • Use a for loop to loop over the Select by Attributes and Clip steps with different Counties each time • for county in counties
Looping Our Model loop just a portion of the model
Looping Our Model • For each county in the model • prepare a SQL statement to select County • run the selection to create our clipping features • use selected features to clip • create 21 output feature classes • each output layer named input_county
SQL Statement • SQL statements use single and double quotes to delimit field and value names • Python also uses quotes to delimit strings • Keep track of which quotes are being used • Escape quotes using backslash (\') or (\") • SQL: "COUNTY" = 'MERCER'Python: "\"COUNTY\" = 'MERCER'"
Looping Over SQL Expressions • Each time the loop is run, we want to change the SQL statement to select the current county in the loop • We can concatenate the parts of the SQL statement with the county name • Example:
Changing the Output Feature • Each output feature name needs to be unique • Append the current County name • Wetlands.shp becomes • Wetlands_Atlantic.shp • Wetlands_Bergen.shp • … • Some string methods are needed
Finalizing Our Loop Input and Output County Layer Our For Loop Modified SQL Statement Create Output Path Geoprocessing Tasks
Remember Multiple Inputs • How will we modify the script to accept multiple inputs? • We'll need another for loop in the script • Set the Input parameter to accept multiple values • MultiValue = Yes
Clip To Counties Tool • If the parameters are set correctly, the dialog box will look similar to the one at right • Our CountyClipper now ready to handle multiple layers, clipping each by county