How can I integrate NumPy with Pandas for data analysis?

How can I integrate NumPy with Pandas for data analysis?

You can easily integrate NumPy with Pandas by using NumPy arrays within Pandas DataFrames. Would you like an example?

Yes, please provide an example.

Sure! First, you can create a NumPy array and then convert it into a Pandas DataFrame like this:

import numpy as np
import pandas as pd

# Create a NumPy array
data = np.array([[1, 2, 3], [4, 5, 6]])

# Convert to DataFrame
df = pd.DataFrame(data, columns=['A', 'B', 'C'])
print(df)

What if I want to perform operations on the DataFrame using NumPy functions?

You can apply NumPy functions directly to the DataFrame. For example, to calculate the mean of each column:

means = np.mean(df, axis=0)
print(means)