Which function in pandas is used to randomly sample fractions of rows from a DataFrame?sample()random()frac()choose()
Question
Which function in pandas is used to randomly sample fractions of rows from a DataFrame?sample()random()frac()choose()
Solution
The function used in pandas to randomly sample fractions of rows from a DataFrame is sample(). Here is how you can use it:
- First, import pandas library:
import pandas as pd
- Create a DataFrame:
df = pd.DataFrame({'A': range(1, 6), 'B': range(10, 60, 10)})
- Use the
sample()function to randomly sample fraction of rows. For example, to sample 50% of the data:
df_sample = df.sample(frac=0.5)
In the above code, frac=0.5 means it will return 50% of the data. If you want to return n number of items from the dataframe, use n parameter. For example, df.sample(n=3) will return 3 random rows from the dataframe.
Note: The random(), frac(), and choose() are not functions used to sample data in pandas.
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