30.03.24

def remove_outliers(df, column):
    q1 = df[column].quantile(0.25)
    q3 = df[column].quantile(0.75)
    iqr = q3 - q1
    lower_bound = round((q1 - 1.5*iqr), 2)
    upper_bound = round((q3 + 1.5*iqr), 2)
    return print(f'Межквартильный размах {column}: min {lower_bound} max {upper_bound}')
list_column = ['total_area',
    'rooms',
    'living_area',
    'last_price',
    'kitchen_area',
    'ceiling_height',
    'floors_total',
    'city_centers_nearest',
    'ponds_nearest']
for col in list_column:
    df[col] = remove_outliers(df, col)