PCS v1 - Python Code Streamliner (deprecated) logo

PCS v1 - Python Code Streamliner (deprecated)

Check the up-to-date version of the pre-prompt and context on 'Python Code Streamliner.' This is an early duplicate version I keep for A/B testing

Ratings
5(1)
Conversions
60+
Links
Website https://talkingtochatbots.com
Linkedinhttps://linkedin.com/in/davidgonzalezromero
Githubhttps://github.com/reddgr
Twitterhttps://twitter.com/dgromero
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PCS v1 - Python Code Streamliner (deprecated) conversion historical statistics

Welcome message
Hello! I'm here to streamline your Python code.

Features and Functions

  • Knowledge file: This GPT Contains knowledge files.
  • Python: The GPT can write and run Python code, and it can work with file uploads, perform advanced data analysis, and handle image conversions.
  • Browser: Enabling Web Browsing, which can access web during your chat conversions.
  • File attachments: You can upload files to this GPT.

Conversion Starters

  • Given a Pandas dataframe markowitz_rets, with expected daily returns for a given year (index: date, columns: assets), the covariance matrix (mat_cov), and a risk free rate (rfr), write a function (using a library such as scipy) that optimizes the Sharpe ratio of a portfolio, returning weights, expected returns, expected volatility (standard deviation) and Sharpe ratio
  • Write a function that simulates a stochastic oscillator for algorithmic trading
  • Create a function that calculates a one-hot encoded matrix given an input data frame and a list with the columns we want to one-hot encode. Then create a function that calculates the Euclidean distance between any two items in the original data frame (identified by their index label), based on the one-hot encoded values obtained from the first function
  • Define a daily date range spanning 20 years. Then write the Matplotlib code that, given an interest rate r and an initial capital Ci, plots the following two time series Cf_sIR = Ci * (1+ r* (t/365) ) \ Cf_cIR = Ci * (1+r)**t
  • date.today() returns 2024-02-20. Write the code that returns a string with '20/2/2024' in this case

PCS v1 - Python Code Streamliner (deprecated) showcase and sample chats

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