You can use the following basic syntax to append two pandas DataFrames into one DataFrame:
big_df = pd.concat([df1, df2], ignore_index=True)
The following examples show how to use this syntax in practice.
Example 1: Append Two Pandas DataFrames
The following code shows how to append two pandas DataFrames together into one DataFrame:
import pandas as pd #create two DataFrames df1 = pd.DataFrame({'x': [25, 14, 16, 27, 20, 12, 15, 14, 19], 'y': [5, 7, 7, 5, 7, 6, 9, 9, 5], 'z': [8, 8, 10, 6, 6, 9, 6, 9, 7]}) df2 = pd.DataFrame({'x': [58, 60, 65], 'y': [14, 22, 23], 'z': [9, 12, 19]}) #append two DataFrames together combined = pd.concat([df1, df2], ignore_index=True) #view final DataFrame combined x y z 0 25 5 8 1 14 7 8 2 16 7 10 3 27 5 6 4 20 7 6 5 12 6 9 6 15 9 6 7 14 9 9 8 19 5 7 9 58 14 9 10 60 22 12 11 65 23 19
Example 2: Append More Than Two Pandas DataFrames
Note that you can use the pd.concat() function to append more than two pandas DataFrames together:
import pandas as pd #create three DataFrames df1 = pd.DataFrame({'x': [25, 14, 16], 'y': [5, 7, 7]}) df2 = pd.DataFrame({'x': [58, 60, 65], 'y': [14, 22, 23]}) df3 = pd.DataFrame({'x': [58, 61, 77], 'y': [10, 12, 19]}) #append all three DataFrames together combined = pd.concat([df1, df2, df3], ignore_index=True) #view final DataFrame combined x y 0 25 5 1 14 7 2 16 7 3 58 14 4 60 22 5 65 23 6 58 10 7 61 12 8 77 19
Note that if we didn’t use the ignore_index argument, the index of the resulting DataFrame would retain the original index values for each individual DataFrame:
#append all three DataFrames together combined = pd.concat([df1, df2, df3]) #view final DataFrame combined x y 0 25 5 1 14 7 2 16 7 0 58 14 1 60 22 2 65 23 0 58 10 1 61 12 2 77 19
You can find the complete online documentation for the pandas.concat() function here.
Additional Resources
The following tutorials explain how to perform other common functions in pandas:
How to Use Pandas fillna() to Replace NaN Values
How to Merge Pandas DataFrames on Multiple Columns
How to Merge Two Pandas DataFrames on Index