%load_ext watermark

%watermark -a 'Sebastian Raschka' -d -v -p matplotlib,numpy

import numpy as np
ary = np.array([[ 0.76223776,  0.71328671,  0.87412587,  0.77408175,  0.79020979,
         0.67132867,  0.70629371],
       [ 0.69230769,  0.29772375,  0.79020979,  0.55789817,  0.51748252,
         0.69230769,  0.58741259],
       [ 0.32167832,  0.2253577 ,  0.36363636,  0.55944056, -0.3006993 ,
         0.07692308,  0.37062937],
       [ 0.57142857,        0,  0.57142857,  0.81084372,  0.85714286,
         0.53571429,  0.42857143],
       [ 0.38461538,  0.35164835,  0.7032967 ,  0.64835165,  0.52747253,
         0.52747253,  0.54395604],
       [ 0.42892157,  0.58840274,  0.83823529,  0.81054583,  0.88480392,
         0.56127451,  0.79901961],
       [ 0.78571429,  0.28571429,  0.57142857,  0.32142857,  0.53571429,
         0.67857143,  0.71428571],
       [ 0.51648352,  0.86813187,  0.85714286,  0.81818492,  0.73626374,
         0.5989011 ,  0.48901099],
       [ 0.59803922, -0.01470588,  0.56617647,  0.91911765,  0.72303922,
         0.3995098 ,  0.37254902],
       [ 0.69090909,  0.22779102,  0.43636364,  0.44545455, -0.27272727,
         0.13636364,  0.02727273],
       [ 0.40970072,  0.55343322,  0.51702786,  0.8121775 ,  0.8369453 ,
         0.78534572,  0.72342621]])

%matplotlib inline

import matplotlib.pyplot as plt

def boxplot1(data):

    fig = plt.figure(figsize=(8,6))
    ax = plt.subplot(111) 

    bplot = plt.boxplot(data, 
            notch=True,          # notch shape 
            vert=True,           # vertical box aligmnent
            )   

    plt.show()
boxplot1(ary)

def boxplot2(data):

    fig = plt.figure(figsize=(8,6))
    ax = plt.subplot(111) 

    bplot = plt.boxplot(data, 
            #notch=True,          # notch shape 
            vert=True,           # vertical box aligmnent
            )   

    plt.show()
boxplot2(ary)

def boxplot3(data):

    fig = plt.figure(figsize=(8,6))
    ax = plt.subplot(111) 

    bplot = plt.boxplot(data, 
            notch=True,          # notch shape 
            vert=True,           # vertical box aligmnent
            bootstrap=5000
            )   

    plt.show()
boxplot3(ary)