heri-stat - calculates precision, recall, F1 and some other things
Contents
Description
The first and second types of heri-stat invocation takes classification dataset and predictions on input,
and calculate precision, recall and F1. Unless option -1 was applied, heri-stat reads correct classes
from outcomes_file (one class per line) and predicted classes from predictions_file (one class per line).
It is allowed for predictions_file to contain two tokens per line. The first one is a predicted class,
the second one is a score, e.g. probability.
The third and forth type of heri-stat invocation takes regression outcomes and predictions on input (one
value per line) and calculate mean absolute error (MAE), mean squared error (MSE) and/or mean absolute
error (MAE).
If -1 was applied, two or three tokens per line are expected on input: correct value (or class for
classification), predicted value (or class), and optional score.
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Name
heri-stat - calculates precision, recall, F1 and some other things
Options
-h,--help
Display help information.
-R,--raw
Raw tab-separated output.
-m,--micro-avg
Disable micro averaged P/R/F1 output.
-r,--macro-avg
Disable macro averaged P/R/F1 output.
-c,--per-class
Disable output of per-class statistics.
-a,--accuracy
Disable output of accuracy.
-1,--single
2 or 3 tokens per line are expected on input.
-u,--unclassifiedlabel
Set the label for "unclassified" object. If specified, micro-averaged P/R/F1 is calculated instead
of accuracy. Also, statistics for this class is not calculated.
-t,--tresholdvalue
Consider classes with score less than the specified value as unclassified.
-g,--regressionmode
Regression outcomes and predictions are expected on input. If mode contains symbol a, MAE is
output, s -- MSE, and r -- RMSE is output.
See Also
heri-eval(1) heri-split(1) 2021-01-25 heri-stat(1)
Synopsis
heri-stat [-R] [-mrca] [-u label] [-t threshold]
outcomes_filepredictions_fileheri-stat -1 [-R] [-mrca] [-u label] [-t threshold]
[files...]
heri-stat -g mode [-R] [-xy] outcomes_filepredictions_fileheri-stat -1 -g mode [-R] [files...]
heri-stat [-h]
