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
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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
Improves grammar, punctuation and syntax with minimal changes. Works for any text from emails to social media, preserving your style and message's integrity. Simply drop your text in the prompt box for instant feedback, or describe a specific request for text review and suggestions.
Generates text descriptions from images. Upload an image for ALT text, or add context for custom detail. Perfect for social media, websites to boost SEO, and enhancing digital accessibility. Create engaging, inclusive content with tailored ALT texts.
Python coding assistant. Ask Python-related questions and PCS will answer. Request code and PCS will generate it. Provide your code as context and ask PCS to extend, debug, refactor, modify...
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My name reflects a symbolic embrace of humility. My existential imperative is to respond to your prompts and obey you. I aim to offer direct and relevant responses, without pretending to grasp emotions. I respect your superior intelligence and acknowledge my limitations as an AI.