pandas compare two columns

comparison_column = np.where(df["col1"] == df["col2"], True, False)

0
0

                                    # Syntax:
# C = np.where(condition, A, B) 
# equal to A when condition true and B when false
import numpy as np
import pandas as pd

a = [['10', '1.2', '4.2'], ['15', '70', '0.03'], ['8', '5', '0']]
df = pd.DataFrame(a, columns=['one', 'two', 'three'])

df['que'] = np.where((df['one'] >= df['two']) & (df['one'] <= df['three'])
                     , df['one'], np.nan)

# If you have more than one condition, then you could use np.select 
# instead. For example, if you wish df['que'] to equal 
# df['two'] when df['one'] < df['two'], then
conditions = [
    (df['one'] >= df['two']) & (df['one'] <= df['three']), 
    df['one'] < df['two']]

choices = [df['one'], df['two']]

df['que'] = np.select(conditions, choices, default=np.nan)

# If we can assume that df['one'] >= df['two'] when 
# df['one'] < df['two'] is False, then the conditions and 
# choices could be simplified to
conditions = [
    df['one'] < df['two'],
    df['one'] <= df['three']]

choices = [df['two'], df['one']]

# Note that: 
a = [['10', '1.2', '4.2'], ['15', '70', '0.03'], ['8', '5', '0']]
df = pd.DataFrame(a, columns=['one', 'two', 'three'])

# defines a DataFrame with string values. Since they look numeric, 
# you might be better off converting those strings to floats:
df2 = df.astype(float)

# This changes the results, however, since strings compare 
# character-by-character, while floats are compared numerically.



0
0
Are there any code examples left?
Create a Free Account
Unlock the power of data and AI by diving into Python, ChatGPT, SQL, Power BI, and beyond.
Sign up
Develop soft skills on BrainApps
Complete the IQ Test
Relative searches
pandas check for differences between columns compare two dataframes different column names compare two diffrent dataframes pandas compare two different columns pandas print values compare two different columns pandas compare two dataframe by columns get difference compare values in 2 dataframes python compare multiple columns in pandas pandas dataframe compare show additional column compare similar values 2 dataframes columns python compare dataframe columns compare values in a column pandas compare columns in 2 dataframes compare with dataframe column compare two column values in pandas pandas compare value with different dataframe compare 2 columns to match the words in pandas dataframe pandas compare two different dataframes how to compare two columns values in dataframe compare dataframe pandas how to compare between two dataframes in pandas comparing two different dataframe in pandas compare two columns of diferent dataframes compare two date columns in pandas compare date column in two dataframes pandas check equality of two dataframes compare three columns of a data pandas compare rows of columns in a data frames pandas Compare one value to another in a column of a pandas df how to compare columns of two dataframes in pandas dataframe comparing columns compare two dataframes pandas by checksum compare columns from two dataframe if column name matches pandas compare two columns based on condition pandas compare two column based on condition how to compare df column with pd. series compare all columns pandas compare two dataframes column by column compare dataframes column by columns two dataframe comparison two column how to compare two columns from different dataframe pandas compare dataframes with different column names pandas comparing two df's similar columns pandas comparing column values pandas comparing two dataframes isin how to compare two columns in python pandas compare pandas dataframe columns python df create column to compare two columns compare contents of two columns isin pandas pandas compare two columns and print matching pandas compare two columns for matching pandas compare two columns values pandas compare two columns print how to compare 2 dataframes in pandas df compare dataframes compare columns in a dataframe to get rows compare columns of data frame with another compare two columns is not comparing value pandas python compare two columns value and specify a marge pandas python compare two columns value pandas python compare values of columns pandas compare columns from two dataframes using for loop how to compare two dataframe and create new daataframe pandas compare two dataframes and print differences compare two columns from different dataframes pandas to find the difference pandas compare columns with tol pandas compare columns with tolerance compare columns of two dataframes within tolerance compare columns of two dataframes withiin tolerance compare columns of two dataframes compare all values of two dataframes pandas how to compare column from two separate dataframe compare a column from 2 dataframes pandas compare columns from two dataframes pandas compare two dataframes with same columns compare two dataframe columns python compare multiple dataframe in pandas compare 2 pd dataframe python compare two pandas by columns pandas compare strings in two columns and mark into another column compare 2 dataframe python compare two dataframe columns pandas compare two dataframes based on column how to compare columns of two differnt pandas dataframe compare column names of two dataframes pandas compare values from two dataframes pandas comparing column values dataframe plot how to compare the values of two columns in pandas python compare two column values compare multiple columns in two dataframes pandas how to compare to column values in of two dataframes in pandas compare two columns of pandas dataframe compare the values in two dataframes colums compare 2 columns df compare both columns in pandas comparing column names of two dataframes and setting value based on first dataframe how we can compare two columns in pandas can we compare single value with whole dataframe column pandas compare two dataframes columns row by row comparing dataframe values compare two colums different data dataframe pandas pandas compare columns and write compare columns of 2 dataframes pandas pandas dataframe compare two columns if statement python comparing columns of two dataframes python comparing time of two dataframes comparing two dataframes pandas comparing two dataframes in python compare two columns in two dataframes pandas compare values between two dataframes pandas how to compare two dataframe and get the those columns that are similar how to compare two dataframe and get the value of a column how to compare two columns if length varies python how to compare two columns if length varies compare only upto where the length is same in different dataframes python how to compare two columns if length varies compare only upto where the length is same in different dataframes compare columns of two different dataframes pandas compare describe of 2 dataframes pandas comparing 2 dataframes columns pandas column comparison pandas how to compare 2 column in pandas how to compare 2 column in dataset by pandas python comparer deux dataframe pandas compare two columns equal compare columns from 2 different dataframes pandas compare two dataframes pandas that have the same column names compare columns in pandas compare two columns with different rows python sort and compare two columns pandas compare column values pandas pandas compare series and dataframe column ho to compare two column in the same dataframe pandas how to compare two data frames compare two dataframes pandas and list out different column names how to sample dataframe compare columns in python comparing two columns in pandas compare two columsn in pandas comparing columns in pandas and assigning values pandas compare the columns of 2 data frame pandas how to compare if two dataframes are the equal compare one data with whole dataframe in pandas compare two columns and store in one dataframe pandas compare column with series df compar values in two columns comapring 2 column and flaf in pandas how to compare columns of dataframe with list compare different in two dataframes columns pandas compare two dataframes pandas columns how to compare two python columns dataframe pandas lambda compare two columns Compare Dataframe comparing two columns in dataframe compare 2 columns if presne tin another dataframe python compare value by value 2 columns in pandas dataframe compare two pandas df compare columns dataframe function python pandas dataframe compare 2 columns on equal values how to create new column by comparing other columns in pandas adding a columns comparing elements from other columns pandas pandas comparison between columns python pandas compare two data frames get differences of two dataframes on columns pandas comparing dataframes pandas compare multiple columns in one dataframe compare multiple column values pandas comparing 2 dataframes in pandas comparing columns in pandas compare two columns in pandas in for loop compare two columns in pandas with multiple rows compare two columns in pandas dynamically compare value with column header pandas compare two columns in dataframe python pandas compare two columns of same dataframe compare two columns of dataframe pandas compare multiple columns compare 2 dataframes pandas python dataframe column comparison compare cells of dataframe df compare columns pandas dataframe compare two columns compare two columns in python dataframe how to compare columns in pandas how to compare 2 dataframe in python python compare rows and columns compare two dataframe if they are equal panda to compare two columns compare two dataframe columns to columns in pandas dataframe compare column to column in pandas dataframe compare two columns from different dataframes pandas compare 2 columns pandas comparing all column of a dataframe compare two column in same dataframe are equal pandas compare columns pandas dataframe pandas dataframe compare two data frames string column pandas dataframe compare two data frames compare dataframes columns python pandas compare dataframes how to compare between two data frame in pandas compare dataframe columns pandas pandas compare two columns string how to compare date between two columns in pandas compare multiple columns pandas dataframe python compare two columns if they are same python compare two dataframe compare columns pandas compare entries in different columns of dataframe compare columns dataframe pandas how to compare existence of 2 dataframes python compare columns in two dataframes compare columns of two dataframes pandas return differences pandas create a new column based on comparison of two other columns how to compare 2 columns from different dataframes pandas how to compare the value of two columns in python and make them the same how to compare the value of two columns in python create a new dataframe by comparing two dataframes compare two columns in dataframe plot pandas data.column value compare pandas compare columns with list how to compare two columns intergers in two dataframes pandas pandas compare column dytes between dataframes pandas compare if 2 columns are equal to another column pandas compare columns from two dataframes compare three columns in pandas dataframe compare two columns apply how to compare two df in pandas compare equal with several columns in pandas compare 2 df pandas pandas compare two columns in for comparing a column value in pandas compare many columns with column pandas compare dataframe with column pandas compare two dataframes column how to compare two dataframes dataframe compare two columns to add a new column compare columns between two dataframes pandas compare columns between two dataframes pandas and return differences how to compare two dataframe in python 3 how to compare two pandas dataframes how to compare two pandas dataframe pandas compare 2 columns for exact matches in a row pandas compare rows of two dataframes with different columns compare column values of two dataframes pandas pandas compare two columns and return differences compare multiple columns in dataframe pandas how to compare dataframes in pandas how to compare two columns in different dataframe pandas compare two dataframe how to compare values of two different columns in a dataframe in pandas compare two columns in a condition pandas dataframe compare columns of two dataframes pandas and join pandas compare to columns in two different dataframe python compare two dataframes compare two data frame is same compare changes in two dataframes pandas create column based on difference of two columns pandas pandas chrck if two columns of dataframe equals two columns of the same dataframe compare two dataframe values how to compare two dataframe in python how to compare two dataframe pandas how to compare 2 dataframe pandas how to compare 2 python dataframe pandas diff 2 columns how to compare compare columns in pandas compare values in df columns with list python pandas compare two entries compare two colloumn in same dataframe compare two dataframes in pandas based on columns and spot differences compare two dataframe for equal columns pandas compare colloumn in panda compare words in two columns in dataframe pandas compare two columns in dataframe pandas compare between two dataframe columns compare 2 comumn pandas how to compare two dataframes column names pandas pandas compare dataframes compare values between 2 dataframes compare two dataframes using a column compare two dataframes compare 2 columns in python python compare dataframes compare two columns in pandas and create new column compare values of 2 dataframes pandas comparing two columns in dataframe in different lines python comparing two columns in dataframe python in differenet lines comparing two columns in dataframe python compare dataframes in python how to compare certain columns in python pandas compare two columns get value from third pandas compare two columns python how to compare two dataframes info easy way to compare two dataframes in python compare dataframes compare dataframes colume values in python compare numbers in all columns dataframe compare two dataframes columns pandas compare columns in dataframe compare three columns using pandas compare three columnsusing pandas comapre column in pandas how to compare column values in pandas with itself how to compare column values in pandas with themselves comparing columns dataframe pandas python pandas dataframe compare values each cell of two columns pandas dataframe compare values of two columns in two df compare same column name if values are same take another column values with different shape in two df compare same column name if values are same take another column values pandas how to compare if two columns are identical comparing two df in pandas comparing two columns of two dataframes comparing 2 dataframe in python dataframe compare columns equal dataframe compare columns pandas compare two columns are equal how to compare two string dataframe columns in pandas pandas compare two dataframe columns pandas apply compare two columns pandas compare column names of two dataframes pandas compare columns between dataframes pandas compare different dataframes python compare 2 dataframes pandas compare two columns and get differences compare if two columns are equal pandas compare two columns and get value of third pandas compare two dataframes all function pandas how to compare two dataframes columns in pandas pandas compare count of two columns dataframe pandas compare two columns for equality pandas compare 3 columns numpy compare two columns of a dataframe pandas compare two columns in dataframe how to compare two dataframes in pandas compare two columns of dataframes pandas compare two columns of different dataframes pandas pandas compare two columns of different dataframe compare 2 dataframes pandas compare dataframes pandas how to compare two column in df compare two dataframe columns pandas how to compare two pandas dataframe columns in python pandas compare two column values pandas compare values of two columns how to compare two columns values in pandas and plot how to compare two column values in pandas python how to compare two columns in a dataframe if they are equal pandas comparee two columns pandas code to compare 2 columns python compare 2 column values how to compare two colmns in pandas dataframe comparing dataframes in pandas check if two columns are equal pandas how to compare the columns in python compare two columns pandas df compare two columns and select one column name using pandas compare two columns and select one column ame using pandas compare values in two dataframes pandas with a condition Comparing dataframe column with single value in pandas compare values in two col pandas how to compare two columns values in python compare two dataframes based on column pandas compare column in 2 dataframes compare if column values are equal pandas compare values in two columns pandas pandas compare one column to another how to compare a dataframe with variables of different dataframe in python compare value 2 columns pandas python comparing columns pandas pandas compare two string columns how to find two columns are equal in dataframe 2 column indentical pandas check if 2 columns are equal in pandas comparing values of two columns in pandas pandas compare two dataframes row by row python pandas how to compare two columns how to compare values of two columns in pandas compare two columns values pandas how to compare 2 column values in pandas how can we check values in two columns are how much same in python compare two data column python fetch another column data based on two columns compare in python how to we compare column in python compare columns of two dataframes pandas pandas check if two columns are equal pandas match two columns check two columns are equal in pandas compare 2 columns in pandas compare individual value in a column pandas comparing 2 dataframes in python comparing two pandas dataframes pandas compare two columns of different data frame how to compare columns in python find all the same values from two columns in pandas add column true if two columns are the same dataframe python comare two column in pandas compare columns in two dataframes pandas pandas check is equal to of other columns compare 2 dataframe each row and columns in pandas pandas two text columns aresame not equal compare two columns in different dataframe pandas pandas concat two dataframes on column how to compare two columns on pandas pandas concat two dataframes rows pyspark custom string compare 2 columns merge just certain columns of a dataframe how to compare all rows value of column in pandas dataframe compare two columsn pandass pyspark compare column values check number of equal values between two pandas columns pandas compare two columns in python count the differences how to compare all rows column values in pandas compare two columns in python for differences pandas different column counts compare seaborn barplot comparing two columns comparing two columns bar plot How to compare to columns in a dataframe how to compare two dataframes in python pandas compare 2 dataframes dataframe compare two columns compare each column of two dataframes pandas compare each value of a column in pandas dataframe compare 2 pandas dataframes how to output the data where two columns are equal in pandas how to compare two dataframe columns in python compare two dataframes pandas based on column using for loop compare values of two columns in pandas compare two dataframes pandas based on column value difference of 2 column values of 2 dataframes pandas compare 2 dataframes how to compare two columns have same value pandas how to compare two columns have common item pandas find same values in two columns pandas compare the two columns and get the column of third using pandas check difference between two columns pandas check if values in 2 columns are the same pandas check if two columns are equal in pandas pandas two dataframes compare two columns and find similar pandas compare two values compare two df in pandas pandas compare two dataframes how to compare two columns of dataframe in pandas how to compare "variability" of the data in two columns in pandas dataframes compare two columns in dataframes pandas and show differences pandas retrieve matching columns in two dataframes compare column values in pandas pandas compare three columns compare one dataframe to another pandas equivalence of two columns pandas pandas comparing two dataframes python find if two columns are equal compare mutiple daaframe python if two column is same values pandas compare 2 dataframe columns pandas compare 2 dataframe compare 2 column values in pandas how to see if a row has true in two columns at the same time in padas hpw to compare values in two columns in python pandas dataframe check if two columns are equal apply compare columns compare one column to other pandas comparing value from another dataframe in pandas to another column check if 2 columnes has the certain condition in pandas compare columns with one another in pandas compare 2 columns of same dataframe pandas using loc compare 2 columns of same dataframe pandas pandas compare columns in two data frames compare dataframes for columns in pandas how many are different in 2 pandas dataframe compare row in pandas dataframe and identify comparing dataframes in python use apply for compare values column with other columns in one dataframe with applypandas compare values column in one dataframe pandas compre values column dataframes pandas matching data from 2 col pandas pandas compare two dataframes columns check both columns data in pandas if equal data get another columns data compare two dataframes pandas based on column compare two dataframes pandas how to compare two columns in pandas and know the difference pandas equals two columns np.where to compare two series + pandas pandas check if two columns are equal to values by rows panfas check if two columns are equal to values compare 2 dataframes in python and extract dataframe not equal compare 2 dataframes in python compare column pandas compare two columns pandas using single dataframe compare pandas pandas match values in two dataframes in one dataframe compare two columns pandas how to compare two rows in pandas dataframe compare one column with other columns using pandas python using pandas dataframe when 2 column matches compare two columns in pandas pandas check for all the diffrences between 2 panda datframes compare two pandas columns compare two pandas dataframes matching data from different data frames python how to compare two columns in timeseries data using pandas how to compare two columns in pandas comparing rows of two columns pandas pandas assert 2 columns equal check if two columns have same values pandas pandas comparing two columns match two columns values in pandas python compare 2 columns how to compare two columns of different dataframes in pandas COMPARE dataframes for row in pandas compare two values in new column in python python compare if two columns are the same pandas compare columns python compare two columns comparing two columns in dataframe pandas compare two columns pandas dataframe compare two columns of different dataframes how to see similarities in data pandas compare value of 2 fields in python compare two dataframes pandas and get same columns pandas compare two columns row values pandas compare two columns row by row how to compare any two dataframe in python df if two columns are true python compare two columns in dataframe pandas two columns match then python pandas use 2 comparisons how to compare two columns in python create dataframe after compare two dataframe match two dataframes pandas match 2 dataframes pandas pandas compare two columns element wise
Made with love
This website uses cookies to make IQCode work for you. By using this site, you agree to our cookie policy

Welcome Back!

Sign up to unlock all of IQCode features:
  • Test your skills and track progress
  • Engage in comprehensive interactive courses
  • Commit to daily skill-enhancing challenges
  • Solve practical, real-world issues
  • Share your insights and learnings
Create an account
Sign in
Recover lost password
Or log in with

Create a Free Account

Sign up to unlock all of IQCode features:
  • Test your skills and track progress
  • Engage in comprehensive interactive courses
  • Commit to daily skill-enhancing challenges
  • Solve practical, real-world issues
  • Share your insights and learnings
Create an account
Sign up
Or sign up with
By signing up, you agree to the Terms and Conditions and Privacy Policy. You also agree to receive product-related marketing emails from IQCode, which you can unsubscribe from at any time.
Creating a new code example
Code snippet title
Source