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                                            Mark Krautheim

Calculating Momentum Percentiles

This line before the loop will clear out any rows that have null data in *any* column: ``` hqm_dataframe.dropna(inplace=True) ```

Calculating Momentum Percentiles

I think we're looking at different loops. I'm suggesting you replace your `hqm_dataframe.replace(to_replace=[None], value=0, inplace=True)` with `hqm_dataframe.dropna(inplace=True)`.