The code seems to be correct. However, there is one thing that could be improved. The line `data= data.iloc[610000:630000, ]` selects a subset of the data from rows 610000 to 630000. This can be computationally expensive and may not be necessary for the analysis. It would be better to select a smaller subset or use the entire dataset if possible.