String Concatenation of Two Pandas Columns
In this scenario, we have a DataFrame with two columns, 'bar' and 'foo'. The goal is to combine these columns to create a new column where each row contains the string representation of elements from both columns, separated by "is".
The provided solution attempts to assign the concatenated string to the 'foo' column, but it encounters an issue due to the way missing values are handled in the assignment. To prevent this, we can cast the 'bar' column to string and use the map method.
The following code offers a clear and effective solution:
df['bar'] = df.bar.map(str) + " is " + df.foo
Using map(str) on the 'bar' column ensures that each value is converted to a string. The string concatenation is then performed using the ' ' operator. The resulting column contains the desired output:
bar 0 1 is a 1 2 is b 2 3 is c
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