Pandas get rows which are NOT in other DataFrame

belongs to collection: Python Pandas Programs

mahmoud2506

Save to bookmark

2022-05-25

176

For this purpose, we are going to merge two DataFrames, and then we will filter which row is present in another DataFrame and which is not.

To work with pandas, we need to import pandas package first, below is the syntax:

import pandas as pd

Python programming, examples, Python programming examples,

All Answers

mahmoud2506

2022-05-25

need an explanation for this answer? contact us directly to get an explanation for this answer

Let us understand with the help of an example:

# Importing pandas package
import pandas as pd

# Defining two DataFrames
df1 = pd.DataFrame(data = {'Parle':['Frooti','Krack-jack','Hide&seek'],
                           'Nestle':['Maggie','Kitkat','EveryDay']
                           })

df2 = pd.DataFrame(data = {'Parle':['Frooti','Monaco','Fiz'],
                           'Nestle':['Maggie','Milkmaid','Nescafe']

                           })

# Display Separate DataFrames
print("DataFrame1:\n",df1,"\n")

print("DataFrame2:\n",df2,"\n")

# Merging two DataFrames on columns
merged = df1.merge(df2,on=['Parle','Nestle'])

# Filtering rows of df1
result = df1[(~df1.Parle.isin(merged.Parle))&(~df1.Nestle.isin(merged.Nestle))]

# Filtering rows of df2
result2 = df2[(~df2.Parle.isin(merged.Parle))&(~df2.Nestle.isin(merged.Nestle))]

# Display Result
print("Rows of DataFrame1 that are not present in DataFrame2 are:\n",result,"\n")

# Display Result2
print("Rows of DataFrame2 that are not present in DataFrame1 are:\n",result2)

Output:

Example: Get rows which are NOT in other DataFrame