Introduction to Merging/Concatenating DataFrames
This section introduces the concept of merging/concatenating DataFrames in Pandas.
Concept
Till now, you’ve been dealing with a single DataFrame
object. Often, there you may need to combine multiple datasets into one object, based on a common column.
Syntax
Assuming you have two DataFrame
objects, df1
and df2
, the most basic type of merge can be done with the following syntax:
merged = pd.merge(df1, df2)
Multiple options exist in the merge; you could do a Left/Right/Outer join, or choose the columns to perform the merge.
There are also other ways to combine DataFrame
objects, such as by using .join()
or .append()
.
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