Pandas: Selecting a row of series/dataframe by integer index
Pandas Indexing: Exercise-19 with Solution
Write a Pandas program to select a specific row of given series/dataframe by integer index.
Test Data:
0 s001 V Alberto Franco 15/05/2002 35 street1 t1 1 s002 V Gino Mcneill 17/05/2002 32 street2 t2 2 s003 VI Ryan Parkes 16/02/1999 33 street3 t3 3 s001 VI Eesha Hinton 25/09/1998 30 street1 t4 4 s002 V Gino Mcneill 11/05/2002 31 street2 t5 5 s004 VI David Parkes 15/09/1997 32 street4 t6
Sample Solution:
Python Code :
import pandas as pd
ds = pd.Series([1,3,5,7,9,11,13,15], index=[0,1,2,3,4,5,7,8])
print("Original Series:")
print(ds)
print("\nPrint specified row from the said series using location based indexing:")
print("\nThird row:")
print(ds.iloc[[2]])
print("\nFifth row:")
print(ds.iloc[[4]])
df = pd.DataFrame({
'school_code': ['s001','s002','s003','s001','s002','s004'],
'class': ['V', 'V', 'VI', 'VI', 'V', 'VI'],
'name': ['Alberto Franco','Gino Mcneill','Ryan Parkes', 'Eesha Hinton', 'Gino Mcneill', 'David Parkes'],
'date_of_birth': ['15/05/2002','17/05/2002','16/02/1999','25/09/1998','11/05/2002','15/09/1997'],
'weight': [35, 32, 33, 30, 31, 32]})
print("Original DataFrame with single index:")
print(df)
print("\nPrint specified row from the said DataFrame using location based indexing:")
print("\nThird row:")
print(df.iloc[[2]])
print("\nFifth row:")
print(df.iloc[[4]])
Sample Output:
Original Series: 0 1 1 3 2 5 3 7 4 9 5 11 7 13 8 15 dtype: int64 Print specified row from the said series using location based indexing: Third row: 2 5 dtype: int64 Fifth row: 4 9 dtype: int64 Original DataFrame with single index: school_code class name date_of_birth weight 0 s001 V Alberto Franco 15/05/2002 35 1 s002 V Gino Mcneill 17/05/2002 32 2 s003 VI Ryan Parkes 16/02/1999 33 3 s001 VI Eesha Hinton 25/09/1998 30 4 s002 V Gino Mcneill 11/05/2002 31 5 s004 VI David Parkes 15/09/1997 32 Print specified row from the said DataFrame using location based indexing: Third row: school_code class name date_of_birth weight 2 s003 VI Ryan Parkes 16/02/1999 33 Fifth row: school_code class name date_of_birth weight 4 s002 V Gino Mcneill 11/05/2002 31
Python Code Editor:
Have another way to solve this solution? Contribute your code (and comments) through Disqus.
Previous: Write a Pandas program to get the index of an element of a given Series.
Next: Write a Pandas program to find the indexes of rows of a specified value of a given column in a DataFrame.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://198.211.115.131/python-exercises/pandas/index/pandas-indexing-exercise-19.php
- Weekly Trends and Language Statistics
- Weekly Trends and Language Statistics