How can I aggregate data in a DataFrame?
An example of an AI chatbot conversation about aggregating data in DataFrames.
How can I aggregate data in a DataFrame?
You can use the groupby() function in pandas to aggregate data. What specific aggregation do you need?
I want to calculate the average sales per product.
You can do that by grouping by the product column and then using the mean() function. For example: df.groupby('product')['sales'].mean().
Can I also get the total sales along with the average?
Yes, you can use the agg() function to calculate multiple aggregations at once. For example: df.groupby('product')['sales'].agg(['mean', 'sum']).
What if I want to filter the results?
You can filter the results after aggregation by using boolean indexing. For example, result[result['mean'] > threshold].
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