w3resource

Pandas: Display memory usage of a given DataFrame and every column of the DataFrame

Pandas: DataFrame Exercise-71 with Solution

Write a Pandas program to display memory usage of a given DataFrame and every column of the DataFrame.

Sample Solution :

Python Code :

import pandas as pd
df = pd.DataFrame({
    'Name': ['Alberto Franco','Gino Mcneill','Ryan Parkes', 'Eesha Hinton', 'Syed Wharton'],
    'Date_Of_Birth ': ['17/05/2002','16/02/1999','25/09/1998','11/05/2002','15/09/1997'],
    'Age': [18.5, 21.2, 22.5, 22, 23]
})
print("Original DataFrame:")
print(df)
print("\nGlobal usage of memory of the DataFrame:")
print(df.info(memory_usage = "deep"))
print("\nThe usage of memory of every column of the said DataFrame:")
print(df.memory_usage(deep = True))

Sample Output:

Original DataFrame:
             Name Date_Of_Birth    Age
0  Alberto Franco     17/05/2002  18.5
1    Gino Mcneill     16/02/1999  21.2
2     Ryan Parkes     25/09/1998  22.5
3    Eesha Hinton     11/05/2002  22.0
4    Syed Wharton     15/09/1997  23.0

Global usage of memory of the DataFrame:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 5 entries, 0 to 4
Data columns (total 3 columns):
Name              5 non-null object
Date_Of_Birth     5 non-null object
Age               5 non-null float64
dtypes: float64(1), object(2)
memory usage: 801.0 bytes
None

The usage of memory of every column of the said DataFrame:
Index              80
Name              346
Date_Of_Birth     335
Age                40
dtype: int64

Python-Pandas Code Editor:

Have another way to solve this solution? Contribute your code (and comments) through Disqus.

Previous: Write a Pandas program to convert continuous values of a column in a given DataFrame to categorical.
Next: Write a Pandas program to combine many given series to create a DataFrame.

What is the difficulty level of this exercise?

Test your Programming skills with w3resource's quiz.



Become a Patron!

Follow us on Facebook and Twitter for latest update.

It will be nice if you may share this link in any developer community or anywhere else, from where other developers may find this content. Thanks.

https://www.w3resource.com/python-exercises/pandas/python-pandas-data-frame-exercise-71.php