Polar Plots - ( Advanced Plotting Techniques )
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Syntax
import matplotlib.pyplot as plt
import numpy as np
theta = np.linspace(0, 2 * np.pi, 100)
r = 2 * np.sin(3 * theta)
# create polar plot
fig, ax = plt.subplots(subplot_kw={'projection': 'polar'})
ax.plot(theta, r)
Example
import matplotlib.pyplot as plt
import numpy as np
theta = np.linspace(0, 2 * np.pi, 100)
r = 2 * np.sin(3 * theta)
# create polar plot
fig, ax = plt.subplots(subplot_kw={'projection': 'polar'})
ax.plot(theta, r)
plt.show()
Output
A polar plot with a sin wave shape.
Explanation
A polar plot is a graph that plots data in polar coordinates. It is used to visualize data that is radial in nature, i.e., data that is geometrically represented as a distance from a fixed point. Polar plots are used in many areas such as astronomy, engineering, and physics.
In the above example, we have used the numpy
and matplotlib
modules to create a polar plot of a sin wave. We define a range of angles using numpy.linspace()
and calculate a corresponding range of radii using a mathematical function (2 * np.sin(3 * theta)
). We then create a polar plot using the subplot()
method and pass the argument 'projection': 'polar'
. We also plot the data on the polar axis using the ax.plot()
method.
Use
Polar plots are useful for visualizing cyclic and periodic data, and data that is linearly symmetric around a fixed point. They are commonly used in engineering, physics, astronomy, and other sciences.
Important Points
- A polar plot is a graph that plots data in polar coordinates, which consist of a radius and an angle.
- Polar plots are useful for visualizing cyclic and periodic data.
- The
subplot()
method in matplotlib.pyplot can be used to create polar plots. - Polar plots are useful for visualizing data that is radial in nature, i.e., data that is geometrically represented as a distance from a fixed point.
Summary
Polar plots are a powerful tool for visualizing data that is periodic, cyclic or radially symmetric. Pyplot in Matplotlib makes it easy to create polar plots using subplot()
. Polar plots are especially useful in engineering, physics, astronomy, and other sciences.