The above image is what I want. Note the red annotation Big event happend with an arrow to the X-axis label 2017-12-08.
My code so far:
import matplotlib.pyplot as plt
import matplotlib.colors as colors
import numpy as np
import pandas as pd
if __name__ == '__main__':
    df = pd.DataFrame({
        'experiment': [1, 2, 3],
        'control': [2, 3, 4],
        'date': ['2017-12-08', '2017-12-09', '2017-12-10'],
    })
    df['date'] = pd.to_datetime(df['date'])
    df.plot(x='date', y=['experiment', 'control'])
    plt.show()
My result so far


