import numpy as np
import pandas as pd
from matplotlib import pyplot as plt
plt.rcParams["figure.figsize"] = [7.50, 3.50]
plt.rcParams["figure.autolayout"] = True
data = np.random.randn(5, 5)
min = data.min(0)
max = data.max(0)
avg = data.mean(0)
std = data.std(0)
df = pd.DataFrame(dict(min=min, max=max, avg=avg, std=std))
df.boxplot()
plt.show()