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'''26/07/2017''' Check the differences in location coordinates of each firm with its city coordinates. Identify the outliers and replace the addresses/coordinates with the correct ones.
'''28/07/2017''' Identified the incorrect circle areas and keep only the correct ones. Obtained the number of firms which receive venture capital funding in each city and year to use it later as a control variable. Created tables for both, circle areas and number of firms, left joined them to the new_vc data file.
Created a final table which contains all the neccesary data needed for the final regression. Performed the preliminary regressions. There are very few data on circle area, distorting the regression results.
