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Progress indicator during pandas operations

import pandas as pd
from tqdm import tqdm

# Create new `pandas` methods which use `tqdm` progress
# (can use tqdm_gui, optional kwargs, etc.)
tqdm.pandas()

# Now you can use `progress_apply` instead of `apply`
df.progress_apply(lambda x: x**2)

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Progress indicator during pandas operations

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