Random DataFrame Generator

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Code introduction


This function generates a DataFrame with random integer values, random floating-point numbers, and random categorical values.


Technology Stack : Pandas, NumPy, Numpy random integer, Numpy random float, Numpy random choice

Code Type : The type of code

Code Difficulty : Intermediate


                
                    
import random
import pandas as pd
import numpy as np

def random_data_generator(num_rows=1000):
    """
    Generate random data for a DataFrame.
    """
    data = {
        'A': np.random.randint(1, 100, num_rows),
        'B': np.random.rand(num_rows),
        'C': np.random.choice(['foo', 'bar', 'baz'], num_rows)
    }
    df = pd.DataFrame(data)
    return df