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Combine two dataframes pandas
Combine two dataframes pandas









Instead, the NaN value is added to the column. The output dataframe will show that the rows with the Null or missing values are not combined. df = df.map(str, na_action=None) + df.map(str, na_action='ignore')

#Combine two dataframes pandas how to#

The following code demonstrates how to ignore missing values during concatenation. The na_action = None parameter in the map() method denotes that the Null or missing values must be ignored during concatenation. Now, use the map() method and (+) operator to combine two string columns of the dataframe. df = df.map(str, na_action=None) + df.map(str, na_action='ignore')Īdd another row to the dataframe with None values to learn how the map() method handles these values during concatenation.Ĭode df.loc = The following code uses the map() method to handle the Null values and uses the Plus (+) operator to concatenate the values.

  • ’ignore’ – Used to ignore the concatenation operation when any values are missing in the dataframe.
  • It uses None when a missing value is available in the column. There are two actions available to handle the NaN values. Use this method when you want to handle the Null or missing values in the Pandas Dataframe. The map() function maps the values of the series according to an input function. This is how you can use the plus (+) operator to combine two columns of the Pandas dataframe. The following code demonstrates how the First Name Column and the Second Name column are combined to form a column called Full Name.
  • This will add a new column to the dataframe with the combined string value.
  • Assign the result value to the same dataframe using the new column name.
  • Combine two columns and form a new column.
  • This is the simplest method of concatenation. The plus operator concatenates two Strings.

    combine two dataframes pandas

    You’ll use the columns in the dataframe df to learn different concatenation methods. Use these columns to concatenate and create a new column. Concatenate Two Columns With a Separatorįor the demonstration, you’ll use the below dataframe.Convert to Text and Combine Two Columns.









    Combine two dataframes pandas