decompose import seasonal_decompose import pandas as pd

load data

data = pd.read_csv('data.csv', parse_dates=['date'], index_col='date')

plot data

plt.plot(data) plt.title('Original Data') plt.xlabel('Year') plt.show()

decompose data

result = seasonal_decompose(data, model='multiplicative', period=12)

plot decomposition

fig, axes = plt.subplots(ncols=1, nrows=4, sharex=True, figsize=(10,8)) axes[0].plot(result.observed) axes[0].set_ylabel('Observed') axes[1].plot(result.trend) axes[1].set_ylabel('Trend') axes[2].plot(result.seasonal) axes[2].set_ylabel('Seasonal') axes[3].plot(result.resid) axes[3].set_ylabel('Residual') plt.xlabel('Year') plt.show(