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[DataFrame processing progress bar] Display progress bar while processing pandas dataframe #pandas
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# from: | |
# https://stackoverflow.com/a/34365537/3247880 | |
# see internals: | |
# https://github.com/tqdm/tqdm/blob/master/examples/pandas_progress_apply.py | |
import pandas as pd | |
import numpy as np | |
from tqdm import tqdm | |
# from tqdm.auto import tqdm # for notebooks | |
df = pd.DataFrame(np.random.randint(0, int(1e8), (10000, 1000))) | |
# Create and register a new `tqdm` instance with `pandas` | |
# (can use tqdm_gui, optional kwargs, etc.) | |
tqdm.pandas() | |
# Now you can use `progress_apply` instead of `apply` | |
df.groupby(0).progress_apply(lambda x: x**2) |
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