Pandas DataFrame: Count the number of rows and columns of a DataFrame
Pandas: DataFrame Exercise-8 with Solution
Write a Pandas program to count the number of rows and columns of a DataFrame.
Sample DataFrame:
exam_data = {'name': ['Anastasia', 'Dima', 'Katherine', 'James', 'Emily', 'Michael', 'Matthew', 'Laura', 'Kevin', 'Jonas'],
'score': [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19],
'attempts': [1, 3, 2, 3, 2, 3, 1, 1, 2, 1],
'qualify': ['yes', 'no', 'yes', 'no', 'no', 'yes', 'yes', 'no', 'no', 'yes']}
labels = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j']
Sample Solution :-
Python Code :
import pandas as pd
import numpy as np
exam_data = {'name': ['Anastasia', 'Dima', 'Katherine', 'James', 'Emily', 'Michael', 'Matthew', 'Laura', 'Kevin', 'Jonas'],
'score': [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19],
'attempts': [1, 3, 2, 3, 2, 3, 1, 1, 2, 1],
'qualify': ['yes', 'no', 'yes', 'no', 'no', 'yes', 'yes', 'no', 'no', 'yes']}
labels = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j']
df = pd.DataFrame(exam_data , index=labels)
total_rows=len(df.axes[0])
total_cols=len(df.axes[1])
print("Number of Rows: "+str(total_rows))
print("Number of Columns: "+str(total_cols))
Sample Output:
Number of Rows: 10 Number of Columns: 4
Explanation:
The above code creates a pandas dataframe ‘df’ with the given data in ‘exam_data’ dictionary and assigns the labels to rows using labels list. Then it calculates the number of rows and columns in the dataframe using len(df.axes[0]) and len(df.axes[1]) respectively, and stores them in total_rows and total_cols variables.
Finally, it prints the number of rows and columns using these variables.
Python-Pandas Code Editor:
Have another way to solve this solution? Contribute your code (and comments) through Disqus.
Previous: Write a Pandas program to select the rows where the number of attempts in the examination is greater than 2.
Next: Write a Pandas program to select the rows where the score is missing, i.e. is NaN.
What is the difficulty level of this exercise?
Test your Programming skills with w3resource's quiz.
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://w3resource.com/python-exercises/pandas/python-pandas-data-frame-exercise-8.php
- Weekly Trends and Language Statistics
- Weekly Trends and Language Statistics