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iter_pandas

Iterates over the rows of a pandas.DataFrame.

Parameters

  • X

    Type → pd.DataFrame

    A dataframe of features.

  • y

    Type → pd.Series | pd.DataFrame | None

    Default → None

    A series or a dataframe with one column per target.

  • kwargs

    Extra keyword arguments are passed to the underlying call to stream.iter_array.

Examples

import pandas as pd
from river import stream

X = pd.DataFrame({
    'x1': [1, 2, 3, 4],
    'x2': ['blue', 'yellow', 'yellow', 'blue'],
    'y': [True, False, False, True]
})
y = X.pop('y')

for xi, yi in stream.iter_pandas(X, y):
    print(xi, yi)

{'x1': 1, 'x2': 'blue'} True
{'x1': 2, 'x2': 'yellow'} False
{'x1': 3, 'x2': 'yellow'} False
{'x1': 4, 'x2': 'blue'} True