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def spider_plot(df): | |
import matplotlib.pyplot as plt | |
import pandas as pd | |
from math import pi | |
# number of variable | |
categories=list(df) | |
N = len(categories) | |
# We are going to plot the first line of the data frame. | |
# But we need to repeat the first value to close the circular graph: | |
values=df.loc[0].values.flatten().tolist() | |
values += values[:1] | |
values | |
# What will be the angle of each axis in the plot? (we divide the plot / number of variable) | |
angles = [n / float(N) * 2 * pi for n in range(N)] | |
angles += angles[:1] | |
# Initialise the spider plot | |
ax = plt.subplot(111, polar=True) | |
# Draw one axe per variable + add labels | |
plt.xticks(angles[:-1], categories, color='grey', size=8) | |
# Draw ylabels | |
ax.set_rlabel_position(0) | |
plt.yticks([10,20,30], ["10","20","30"], color="grey", size=7) | |
plt.ylim(0,1) | |
# Plot data | |
ax.plot(angles, values, linewidth=1, linestyle='solid') | |
# Fill area | |
ax.fill(angles, values, 'b', alpha=0.1) | |
# Show the graph | |
plt.show() | |