The "ES" logo is needed for the flag for bilingual programs. The "Vecina_Edu_Webcrawler.ipynb" is Python code to download the data file. Delete the "Participation" sheet and just keep the "Performance" sheet Delete the district level data - these are those rows that do not have specific school names or school codes. There should be about 4000 to 5000 rows to delete, they will be at the beginning. Save as "RI_scores.xlsx" Go to the bottom of the sheet and delete the state level data. Make sure to put "ES.png" and "RI_scores.xlsx" in the same file where you have your code. The "updated-generator-vecona-code" generates the graphs. In the code, in the very last while loop, change the path to your own local file.