Update README.md

README.md

@@ -95,7 +95,7 @@ The Jupyter Notebook *network_MnA.ipynb* is file in the "script" folder that cle
 
 The data on the phylogenetic tree was compiled through corporate research (e.g. looking into business news) to find the historical merging & acquisition history of the Big Four banks. The reason I added phylogenetic tree in addition to the network plot of acquisitions and mergers is because I wanted to have a summarized version of the recent and most important historical activity in the merging & acquisition of the Big Four banks, that gives the additional data point of market value/cost of the merging/acquisition.  
 
-Aside from the phylogenetic tree I have the “Giga Banks Ownership on the Big Four” table and the “Historical Share Price” line plot covering the other half of the tab. Both items extract their data from Yahoo! Finance through the yfinance API. The “Giga Banks Ownership on the Big Four” table represents the share ownership of the biggest asset management firms in the U.S. (AKA the Giga Banks) on the Big Four banks, which demonstrate another layer on the concentration of banking. The data for the Giga Banks table was processes through the *'giga_banks.py'* file under the "script" folder repository. 
+Aside from the phylogenetic tree I have the “Giga Banks Ownership on the Big Four” table and the “Historical Share Price” line plot covering the other half of the tab. Both items extract their data from Yahoo! Finance through the yfinance API. The “Giga Banks Ownership on the Big Four” table represents the share ownership of the biggest asset management firms in the U.S. (AKA the Giga Banks) on the Big Four banks, which demonstrate another layer on the concentration of banking. The data for the Giga Banks table was processes through the *'giga_banks.py'* file under the "script" folder repository. This file is scheduled to be executed every quarter through the Github workflow "Update and Upload Giga Banks Data" which is based on the "quarterly_update_giga_banks.yml" file within the ".github/workflows" folder. This allows us to have an updated table on the percentage own by the Giga Banks on the Big Four banks. 
 
 The "Historical Share Price" line plot is collected from the yfinance API through a bot in our data app script. The line plot displays the close stock price of each of the Big Four banks, updated daily.