outliers_6.py

# %% Remove the outliers
print(f"rows before removing: {df.shape[0]}")
df = remove_outliers(df, 'Col0')
df = remove_outliers(df, 'Col1')
df = remove_outliers(df, 'Col2')
print(f"rows after removing: {df.shape[0]}")

# Let's have a look at the end-result. Here is something very strange though, our data still appears to have outliers!
box_and_whisker(df, 'Col0')
box_and_whisker(df, 'Col1')
box_and_whisker(df, 'Col2')

_, _, _, _, minimum_Col1_after, maximum_Col1_after = get_iqr_values(df, 'Col1')