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Mateusz 2024-04-01 19:33:15 +02:00
parent 182be399ac
commit b946aaf7cc
1 changed files with 9 additions and 7 deletions
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16
dataset-stats.py
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@ -24,7 +24,7 @@ def write_to_file(file_name):
f.write("\n\n") f.write("\n\n")
f.write("Size of the dataset\n") f.write("Size of the dataset\n")
f.write(str(df.info())) print(df.info(), file=f)
f.write("\n\n") f.write("\n\n")
@ -39,7 +39,7 @@ def write_to_file(file_name):
f.write("\n\n") f.write("\n\n")
f.write("Size of undersampled dataset\n") f.write("Size of undersampled dataset\n")
f.write(str(undersample_data.info())) print(undersample_data.info(), file=f)
f.write("\n\n") f.write("\n\n")
@ -56,7 +56,7 @@ def write_to_file(file_name):
f.write("\n\n") f.write("\n\n")
f.write("Statistical measures of the training dataset of whole data\n") f.write("Statistical measures of the training dataset of whole data\n")
f.write(str(pd.concat([X_train, y_train], axis=1).info())) print(pd.concat([X_train, y_train], axis=1).info(), file=f)
f.write("\n") f.write("\n")
f.write(str(pd.concat([X_train, y_train], axis=1).describe())) f.write(str(pd.concat([X_train, y_train], axis=1).describe()))
f.write("\n") f.write("\n")
@ -65,7 +65,7 @@ def write_to_file(file_name):
f.write("\n\n") f.write("\n\n")
f.write("Statistical measures of the test dataset of whole data\n") f.write("Statistical measures of the test dataset of whole data\n")
f.write(str(pd.concat([X_test, y_test], axis=1).info())) print(pd.concat([X_test, y_test], axis=1).info(), file=f)
f.write("\n") f.write("\n")
f.write(str(pd.concat([X_test, y_test], axis=1).describe())) f.write(str(pd.concat([X_test, y_test], axis=1).describe()))
f.write("\n") f.write("\n")
@ -74,8 +74,8 @@ def write_to_file(file_name):
f.write("\n\n") f.write("\n\n")
f.write("Statistical measures of the training dataset of undersampled data\n") f.write("Statistical measures of the training dataset of undersampled data\n")
f.write( print(
str(pd.concat([X_train_undersample, y_train_undersample], axis=1).info()) pd.concat([X_train_undersample, y_train_undersample], axis=1).info(), file=f
) )
f.write("\n") f.write("\n")
f.write( f.write(
@ -95,7 +95,9 @@ def write_to_file(file_name):
f.write("\n\n") f.write("\n\n")
f.write("Statistical measures of the test dataset of undersampled data\n") f.write("Statistical measures of the test dataset of undersampled data\n")
f.write(str(pd.concat([X_test_undersample, y_test_undersample], axis=1).info())) print(
pd.concat([X_test_undersample, y_test_undersample], axis=1).info(), file=f
)
f.write("\n") f.write("\n")
f.write( f.write(
str(pd.concat([X_test_undersample, y_test_undersample], axis=1).describe()) str(pd.concat([X_test_undersample, y_test_undersample], axis=1).describe())