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Annotate Data Points While Plotting from Pandas DataFrame
To annotate data points while plotting from pandas data frame, we can take the following steps −
Create df using DataFrame with x, y and index keys.
Create a figure and a set of subplots using subplots() method.
Plot a series of data frame using plot() method, kind='scatter', ax=ax, c='red' and marker='x'.
To annotate the scatter point with the index value, iterate the data frame.
To display the figure, use show() method.
Example
import numpy as np import pandas as pd from matplotlib import pyplot as plt import string plt.rcParams["figure.figsize"] = [7.00, 3.50] plt.rcParams["figure.autolayout"] = True df = pd.DataFrame({'x': np.random.rand(10), 'y': np.random.rand(10)}, index=list(string.ascii_lowercase[:10])) fig, ax = plt.subplots() df.plot('x', 'y', kind='scatter', ax=ax, c='red', marker='x') for k, v in df.iterrows(): ax.annotate(k, v) plt.show()
Output
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