How can I use chunking with sampling on pandas dataframe?

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Python

DataFrame

Is there a better way to shuffle the rows of a data frame and read them in chunks than what I currently have?

What I have tried:

This is my attempt:

df = pd.read_csv("ExtractedData.csv")
df_sampled = df.sample(frac=1)
df_sampled.to_csv("Sampled.csv", mode='w')
df_shuffled = pd.read_csv("Sampled.csv", chunksize=1000)

While it works, there has to be a way to combine these steps. Any help is much appreciated.