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ee.ConfusionMatrix
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Creates a confusion matrix. Axis 0 (the rows) of the matrix correspond to the actual values, and Axis 1 (the columns) to the predicted values.
Usage Returns ee.ConfusionMatrix(array, order )
ConfusionMatrix
Argument Type Details array
Object A square, 2D array of integers, representing the confusion matrix. Note that unlike the ee.Array constructor, this argument cannot take a list. order
List, default: null The row and column size and order, for non-contiguous or non-zero based matrices.
Examples
Code Editor (JavaScript)
// A confusion matrix. Rows correspond to actual values, columns to
// predicted values.
var array = ee . Array ([[ 32 , 0 , 0 , 0 , 1 , 0 ],
[ 0 , 5 , 0 , 0 , 1 , 0 ],
[ 0 , 0 , 1 , 3 , 0 , 0 ],
[ 0 , 1 , 4 , 26 , 8 , 0 ],
[ 0 , 0 , 0 , 7 , 15 , 0 ],
[ 0 , 0 , 0 , 1 , 0 , 5 ]]);
print ( 'Constructed confusion matrix' ,
ee . ConfusionMatrix ( array ));
// The "order" parameter refers to row and column class labels. When
// unspecified, the class labels are assumed to be a 0-based sequence
// incrementing by 1 with a length equal to row/column size.
print ( 'Default row/column labels (unspecified "order" parameter)' ,
ee . ConfusionMatrix ({ array : array , order : null }). order ());
// Set the "order" parameter when custom class label integers are required. The
// list of integer value labels should correspond to the matrix axes left to
// right / top to bottom.
var order = [ 11 , 22 , 42 , 52 , 71 , 81 ];
print ( 'Specified row/column labels (specified "order" parameter)' ,
ee . ConfusionMatrix ({ array : array , order : order }). order ());
Python setup
See the
Python Environment page for information on the Python API and using
geemap
for interactive development.
import ee
import geemap.core as geemap
Colab (Python)
from pprint import pprint
# A confusion matrix. Rows correspond to actual values, columns to
# predicted values.
array = ee . Array ([[ 32 , 0 , 0 , 0 , 1 , 0 ],
[ 0 , 5 , 0 , 0 , 1 , 0 ],
[ 0 , 0 , 1 , 3 , 0 , 0 ],
[ 0 , 1 , 4 , 26 , 8 , 0 ],
[ 0 , 0 , 0 , 7 , 15 , 0 ],
[ 0 , 0 , 0 , 1 , 0 , 5 ]])
print ( 'Constructed confusion matrix:' )
pprint ( ee . ConfusionMatrix ( array ) . getInfo ())
# The "order" parameter refers to row and column class labels. When
# unspecified, the class labels are assumed to be a 0-based sequence
# incrementing by 1 with a length equal to row/column size.
print ( 'Default row/column labels (unspecified "order" parameter):' ,
ee . ConfusionMatrix ( array , None ) . order () . getInfo ())
# Set the "order" parameter when custom class label integers are required. The
# list of integer value labels should correspond to the matrix axes left to
# right / top to bottom.
order = [ 11 , 22 , 42 , 52 , 71 , 81 ]
print ( 'Specified row/column labels (specified "order" parameter):' ,
ee . ConfusionMatrix ( array , order ) . order () . getInfo ())
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Last updated 2024-09-19 UTC.
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[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2024-09-19 UTC."],[[["Creates a confusion matrix from a 2D array of integers, where rows represent actual values and columns represent predicted values."],["The `order` parameter can be used to specify custom class labels for the rows and columns of the matrix."],["If `order` is not specified, it defaults to a 0-based sequence incrementing by 1."],["The `ee.ConfusionMatrix` object provides methods for analyzing the confusion matrix."]]],[]]