Available with Spatial Analyst license.
Summary
Defines an MSLarge transformation function which is determined from the mean multiplier and standard deviation multiplier shape–controlling parameters as well as the lower and upper threshold that identify the range within which to apply the function.
Learn more about how the parameters affect this transformation function
Discussion
The tool that uses the TfMSLarge object is Rescale by Function.
Where x is the input value, there are two equations for the MSLarge function, depending on the product of a * m:
- If x > a * m:
f(x) = 1 - (b * s) / (x - (a * m) + (b * s))
- where:
x = the input value
m = the mean
s = the standard deviation
a = a multiplier of the mean
b = a multiplier of the standard deviation
The a and b multipliers are input parameters.
- where:
- If x <= a * m:
f(x) = 0
The function values range from 0 to 1, which are then transformed to the evaluation scale.
The MSLarge function is useful when the large input values are preferred and they should receive higher output evaluation values.
The result from the MSLarge transformation function can be similar to that from the Large transformation function, depending on how the multipliers of the mean and standard deviation are defined.
Syntax
TfMSLarge (meanMultiplier, STDMultiplier, lowerThreshold, valueBelowThreshold, upperThreshold, valueAboveThreshold)
Parameter | Explanation | Data Type |
meanMultiplier |
The multiplier for the mean of the input values in the MSLarge function equation. The meanMultiplier must be greater than 0. (The default value is 1.0) | Double |
STDMultiplier | The multiplier for the standard deviation of the input values in the MSLarge function equation. The STDMultiplier must be greater than 0. (The default value is 1.0) | Double |
lowerThreshold | Defines the starting value at which to begin applying the specified transformation function. The input value corresponding to the lowerThreshold is assigned to the fromScale evaluation scale value on the output raster. Input values below the lowerThreshold are assigned to the valueBelowThreshold and are not considered in the function value range. The lowerThreshold must be less than the upperThreshold. (The default value is None) | Double |
valueBelowThreshold | A user-specified value to assign output cell locations with input values below the lowerThreshold. The value for valueBelowThreshold can be float, integer, or NoData. In the tool dialog box, no quotation marks are used around NoData; however, quotation marks are required around "NoData" when scripting. (The default value is None) | Variant |
upperThreshold | Defines the ending value at which to stop applying the specified transformation function. The input value corresponding to the upperThreshold is assigned to the toScale evaluation scale value on the output raster. Input values above the upperThreshold are assigned to the valueAboveThreshold and are not considered in the function value range. The lowerThreshold must be less than the upperThreshold. (The default value is None) | Double |
valueAboveThreshold | A user-specified value to assign output cell locations with input values above the upperThreshold. The value for valueAboveThreshold can be float, integer, or NoData. In the tool dialog box, no quotation marks are used around NoData; however, quotation marks are required around "NoData" when scripting. (The default value is None) | Variant |
Properties
Property | Explanation | Data Type |
meanMultiplier (Read and Write) |
The value of the meanMultiplier for the transformation function which identifies the multiplier for the mean in the equation. | Double |
STDMultiplier (Read and Write) |
The value of the STDMultiplier for the transformation function which identifies the multiplier for the standard deviation in the function equation. | Double |
lowerThreshold (Read and Write) |
The value of the lowerThreshold for the transformation function which defines the starting value at which to begin applying the specified transformation function. | Double |
valueBelowThreshold (Read and Write) |
The value that will be assigned to the output cells whose input values are below the lowerThreshold. | Variant |
upperThreshold (Read and Write) |
The value of the upperThreshold for the transformation function which defines the ending value at which to stop applying the specified function. | Double |
valueAboveThreshold (Read and Write) | The value that will be assigned to the output cells whose input values are above the upperThreshold. | Variant |
Code Sample
Transformation function MSLarge example 1 (Python window)
Demonstrates how to create a TfMSLarge class and use it in the RescaleByFunction tool within the Python window.
import arcpy
from arcpy.sa import *
from arcpy import env
env.workspace = "c:/sapyexamples/data"
outRescale = RescaleByFunction("biomass", TfMSLarge(1.2, 1.25, "#", "#", "#", "#"), 1, 10)
outRescale.save("c:/sapyexamples/rescaletfml1")
Transformation function MSLarge example 2 (stand-alone script)
Demonstrates how to transform the input data with the RescaleByFunction tool using the TfMSLarge class.
# Name: TfMSLarge_Ex_02.py
# Description: Rescales input raster data using a MSLarge function and
# transforms the function values onto a specified evaluation scale.
# Requirements: Spatial Analyst Extension
# Author: esri
# Import system modules
import arcpy
from arcpy import env
from arcpy.sa import *
# Set environment settings
env.workspace = "C:/sapyexamples/data"
# Set local variables
inRaster = "biomass"
# Create the TfMSLarge object
meanmult = 1.2
stdmult = 1.25
lowerthresh = "#"
valbelowthresh = "#"
upperthresh = "#"
valabovethresh = "#"
myTfFunction = TfMSLarge(meanmult, stdmult, lowerthresh, valbelowthresh, upperthresh, valabovethresh)
# Set evaluation scale
fromscale = 1
toscale = 10
# Check out the ArcGIS Spatial Analyst extension license
arcpy.CheckOutExtension("Spatial")
# Execute RescaleByFunction
outRescale = RescaleByFunction(inRaster, myTfFunction, fromscale, toscale)
# Save the output
outRescale.save("c:/sapyexamples/rescaletfml2")