Update app.py

app.py

@@ -36,133 +36,6 @@ Start Here: https://autogen-studio.com/autogen-studio-ui
 ![Alt Text](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/G6hKlMIpj6UHtcx4UV8XI.png)
 
 
-```python
-userproxy ( to primary_assistant )
-What is the stock price of UNH today and the data. List top three change days this year and show stock on those dates.
-
-primary_assistant ( to userproxy )
-To retrieve the current stock price of UnitedHealth Group Incorporated (UNH) and to list the top three change days this year with the stock prices on those dates, we will need to use a financial data API. One such API is provided by Alpha Vantage. We will need to:
-
-Use the Alpha Vantage API to get the current stock price of UNH.
-Use the same API to get the daily time series data for UNH for this year.
-Analyze the daily time series data to find the top three days with the largest price changes.
-Output the current stock price and the stock prices on the top three change days.
-First, we need to install the alpha_vantage Python package if it's not already installed. Then we can write a Python script to perform the above tasks. Please execute the following shell command to install the alpha_vantage package:
-
-  hide
-pip install alpha_vantage --quiet  
-After the installation is complete, let me know, and I will provide the Python code to retrieve and analyze the stock data.
-
-userproxy ( to primary_assistant )
-exitcode: 1 (execution failed)
-Code output:
-.\ : File C:\Users\aaron.autogenstudio\files\user\198fb9b77fb10d10bae092e
-ea5789295\f0858f85-f619-46df-aea9-541ac845fcc4\20240521_05-45-22\ cannot
-be loaded. The file C:\Users\aaron.autogenstudio\files\user\198fb9b77fb10d10bae092eea5789295\f0858f85-f619-46df-aea9-5
-41ac845fcc4\20240521_05-45-22\ is not digitally signed. You cannot run
-this script on the current system. For more information about running scripts and setting execution policy, see
-about_Execution_Policies at https:/go.microsoft.com/fwlink/?LinkID=135170.
-At line:1 char:1
-
-.\
-  + CategoryInfo          : SecurityError: (:) [], PSSecurityException  
-  + FullyQualifiedErrorId : UnauthorizedAccess  
-primary_assistant ( to userproxy )
-It seems that there was an issue with the execution of the shell command due to the PowerShell execution policy on your system. PowerShell is preventing the execution of scripts that are not digitally signed.
-
-Let's try a different approach by using Python directly to install the alpha_vantage package. Please execute the following Python code to install the package:
-
-  hide
-# filename: install_alpha_vantage.py  
-  
-import subprocess  
-import sys  
-  
-def install_package(package):  
-    subprocess.check_call([sys.executable, "-m", "pip", "install", package, "--quiet"])  
-  
-install_package("alpha_vantage")  
-Save the above code to a file named install_alpha_vantage.py and run it. This should install the alpha_vantage package without encountering the PowerShell execution policy issue. After running the code, let me know if the installation was successful.
-
-userproxy ( to primary_assistant )
-exitcode: 0 (execution succeeded)
-Code output:
-
-primary_assistant ( to userproxy )
-Great, the alpha_vantage package has been successfully installed. Now, we can proceed with the Python code to retrieve the current stock price of UNH and the top three change days this year.
-
-Please note that to use the Alpha Vantage API, you will need an API key. If you don't have one, you can obtain it for free by signing up on the Alpha Vantage website.
-
-Once you have the API key, execute the following Python code to get the stock data:
-
-  hide
-# filename: get_stock_data.py  
-  
-from alpha_vantage.timeseries import TimeSeries  
-import datetime  
-  
-# Replace 'YOUR_API_KEY' with your actual Alpha Vantage API key  
-API_KEY = 'YOUR_API_KEY'  
-  
-def get_stock_data(symbol):  
-    ts = TimeSeries(key=API_KEY, output_format='pandas')  
-    data, meta_data = ts.get_daily(symbol=symbol, outputsize='full')  
-      
-    # Filter data for the current year  
-    current_year = datetime.datetime.now().year  
-    data['year'] = data.index.year  
-    data = data[data['year'] == current_year]  
-      
-    # Calculate the daily changes  
-    data['change'] = data['4. close'].diff().abs()  
-      
-    # Sort by the largest changes and take the top 3  
-    top_changes = data.nlargest(3, 'change')  
-      
-    # Get the most recent stock price  
-    latest_price = data.iloc[0]['4. close']  
-      
-    return latest_price, top_changes  
-  
-# Replace 'UNH' with the symbol of the stock you are interested in  
-symbol = 'UNH'  
-latest_price, top_changes = get_stock_data(symbol)  
-  
-print(f"Current stock price of {symbol}: ${latest_price:.2f}")  
-print("\nTop three change days this year:")  
-print(top_changes[['4. close', 'change']])  
-Make sure to replace 'YOUR_API_KEY' with your actual Alpha Vantage API key. Save the code to a file named get_stock_data.py and run it to get the stock information for UNH.
-
-Please let me know the output after running the code.
-
-userproxy ( to primary_assistant )
-exitcode: 0 (execution succeeded)
-Code output:
-Current stock price of UNH: $517.23
-
-Top three change days this year:
-4. close change
-date
-2024-04-01 489.70 31.56
-2024-04-15 445.63 23.26
-2024-01-24 513.23 19.83
-
-primary_assistant ( to userproxy )
-The output indicates the following:
-
-The current stock price of UnitedHealth Group Incorporated (UNH) is $517.23.
-The top three days with the largest price changes this year are:
-April 1, 2024, with a closing price of $489.70 and a change of $31.56.
-April 15, 2024, with a closing price of $445.63 and a change of $23.26.
-January 24, 2024, with a closing price of $513.23 and a change of $19.83.
-These are the days when UNH stock experienced the most significant price changes in the current year up to the present date.
-
-If you need further assistance or have any other questions, feel free to ask. Otherwise, if you're satisfied with the assistance, please let me know, and we can conclude this session.
-
-TERMINATE
-
-Results (3 files)```
-
 """
 
 st.markdown(markdown)