Pandas: Remove infinite values from a given DataFrame
Write a Pandas program to remove infinite values from a given DataFrame.
Sample Solution :
Python Code :
import pandas as pd
import numpy as np
df = pd.DataFrame([1000, 2000, 3000, -4000, np.inf, -np.inf])
print("Original DataFrame:")
print(df)
print("Removing infinite values:")
df = df.replace([np.inf, -np.inf], np.nan)
print(df)
Sample Output:
Original DataFrame: 0 0 1000.000000 1 2000.000000 2 3000.000000 3 -4000.000000 4 inf 5 -inf Removing infinite values: 0 0 1000.0 1 2000.0 2 3000.0 3 -4000.0 4 NaN 5 NaN
Python-Pandas Code Editor:
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