All the articles I'm finding including GDAL or PIL(?) which I cannot use. So I am trying to convert a raster I have to a Numpy Array with Arcpy and Numpy and then calculate some statistics on it but running into an error. Not much documentation on this and not sure what I am doing wrong. I am running ArcGIS 10.3.1 with Python 2.7.8 on a Windows 7 machine with 16gb ram.
Here is my code:
import arcpy
from arcpy.sa import *
from arcpy import env
import numpy as np
import sys, os, string, glob
#Set Environment
arcpy.CheckOutExtension("spatial")
arcpy.env.overwriteOutput = True
env.extent = "MINOF"
Coordsystem = "GEOGCS['GCS_WGS_1984',DATUM['D_WGS_1984',SPHEROID['WGS_1984',6378137.0,298.257223563]],PRIMEM['Greenwich',0.0],UNIT['Degree',0.0174532925199433]]"
#Set Input Data
tcorr = arcpy.Raster(r"G:/P38R37/test4/TcorrCon/Tcorr198.tif")
lowerLeft = arcpy.Point(tcorr.extent.XMin,tcorr.extent.YMin)
cellSize = tcorr.meanCellWidth
#Convert Raster to Numpy Array
#Raster is 7951 columns x 6971 rows, Floating point 32 bit, 211MB in size
tcorr_arr = arcpy.RasterToNumPyArray(tcorr,lowerLeft,7951,6971,nodata_to_value=0)
#Calculate the mean and standard deviation of the array
arr_mean = np.mean(tcorr_arr)
arr_std = np.std(tcorr_arr)
#Take the mean and std and do math
double_std = arr_std * 2
cfactor = mean - double_std
print cfactor
The error I am getting says:
Traceback (most recent call last):
File "C:\Python27\ArcGIS10.3\Lib\site-packages\pythonwin\pywin\framework\scriptutils.py", line 326, in RunScript
exec codeObject in __main__.__dict__
File "C:\Users\mschauer\Documents\Py Scripts\scratch\numpytest_tcorr.py", line 20, in
tcorr_arr = arcpy.RasterToNumPyArray(tcorr,lowerLeft,7951,6971,nodata_to_value=0)
File "C:\ArcGIS\Desktop10.3\ArcPy\arcpy\__init__.py", line 2244, in RasterToNumPyArray
return _RasterToNumPyArray(*args, **kwargs)
MemoryError
Any ideas as to what I am doing wrong?
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