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Show two-time series that measures 2 different quantities at the same point in time, you can plot the second series against the secondary Y axis on the right.
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# Import libs | |
import numpy as np | |
import pandas as pd | |
import matplotlib as mpl | |
import matplotlib.pyplot as plt | |
import seaborn as sns | |
# Import Data | |
df = pd.read_csv("https://github.com/selva86/datasets/raw/master/economics.csv") | |
x = df['date'] | |
y1 = df['psavert'] | |
y2 = df['unemploy'] | |
# Plot Line1 (Left Y Axis) | |
fig, ax1 = plt.subplots(1,1,figsize=(16,9), dpi= 80) | |
ax1.plot(x, y1, color='tab:red') | |
# Plot Line2 (Right Y Axis) | |
ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis | |
ax2.plot(x, y2, color='tab:blue') | |
# Decorations | |
# ax1 (left Y axis) | |
ax1.set_xlabel('Year', fontsize=20) | |
ax1.tick_params(axis='x', rotation=0, labelsize=12) | |
ax1.set_ylabel('Personal Savings Rate', color='tab:red', fontsize=20) | |
ax1.tick_params(axis='y', rotation=0, labelcolor='tab:red' ) | |
ax1.grid(alpha=.4) | |
# ax2 (right Y axis) | |
ax2.set_ylabel("# Unemployed (1000's)", color='tab:blue', fontsize=20) | |
ax2.tick_params(axis='y', labelcolor='tab:blue') | |
ax2.set_xticks(np.arange(0, len(x), 60)) | |
ax2.set_xticklabels(x[::60], rotation=90, fontdict={'fontsize':10}) | |
ax2.set_title("Personal Savings Rate vs Unemployed: Plotting in Secondary Y Axis", fontsize=22) | |
fig.tight_layout() | |
plt.show() |
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