diff --git a/starter_files/001_equal_weight_S&P_500.ipynb b/starter_files/001_equal_weight_S&P_500.ipynb
index f06020db1..86be66fc7 100644
--- a/starter_files/001_equal_weight_S&P_500.ipynb
+++ b/starter_files/001_equal_weight_S&P_500.ipynb
@@ -328,3 +328,15 @@
  "nbformat": 4,
  "nbformat_minor": 4
 }
+
+
+## Adding Our Stocks Data to a Pandas DataFrame
+my_columns = ['Ticker', 'Stock Price', 'Market Capitalization', 'Number of Shares to Buy']
+final_dataframe = pd.DataFrame(columns = my_columns)
+final_dataframe
+-- > : pd.concat([final_dataframe, pd.Series([symbol,price,market_cap,'N/A'])],ignore_index = True )
+
+
+--> as append method is deprecated 
+
+