{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd\n", "import yfinance as yf\n", "import matplotlib.pyplot as plt\n", "\n", "class StockData:\n", " def __init__(self, tickers, start_date, end_date):\n", " self.tickers = tickers\n", " self.start_date = start_date\n", " self.end_date = end_date\n", "\n", " def fetch_data(self):\n", " data = yf.download(self.tickers, start=self.start_date, end=self.end_date)['Adj Close']\n", " returns = data.pct_change().dropna()\n", " return returns\n", "\n", " def calculate_statistics(self, returns):\n", " mean_returns = returns.mean() * 252 # Annualized mean returns\n", " cov_matrix = returns.cov() * 252 # Annualized covariance matrix\n", " return mean_returns, cov_matrix\n", "\n", "class PortfolioOptimization:\n", " def __init__(self, mean_returns, cov_matrix, num_portfolios=10000, risk_free_rate=0.01):\n", " self.mean_returns = mean_returns\n", " self.cov_matrix = cov_matrix\n", " self.num_portfolios = num_portfolios\n", " self.risk_free_rate = risk_free_rate\n", "\n", " def generate_random_portfolios(self):\n", " results = np.zeros((3, self.num_portfolios))\n", " weights_record = []\n", "\n", " num_assets = len(self.mean_returns)\n", " for i in range(self.num_portfolios):\n", " weights = np.random.random(num_assets)\n", " weights /= np.sum(weights) # Normalize to make sum of weights = 1\n", " weights_record.append(weights)\n", "\n", " portfolio_return = np.dot(weights, self.mean_returns)\n", " portfolio_stddev = np.sqrt(np.dot(weights.T, np.dot(self.cov_matrix, weights)))\n", " results[0, i] = portfolio_stddev # Volatility (Risk)\n", " results[1, i] = portfolio_return # Return\n", " results[2, i] = (portfolio_return - self.risk_free_rate) / portfolio_stddev # Sharpe Ratio\n", "\n", " return results, weights_record\n", "\n", " def get_optimal_portfolio(self, target_return=None, target_risk=None):\n", " \"\"\"\n", " Given a target return or risk, find the optimal portfolio close to the desired target.\n", " \"\"\"\n", " results, weights_record = self.generate_random_portfolios()\n", " portfolios = pd.DataFrame(results.T, columns=['Risk', 'Return', 'Sharpe'])\n", "\n", " if target_return is not None:\n", " # Find the portfolio closest to the target return\n", " portfolios['Difference'] = abs(portfolios['Return'] - target_return)\n", " optimal_portfolio = portfolios.loc[portfolios['Difference'].idxmin()]\n", " elif target_risk is not None:\n", " # Find the portfolio closest to the target risk (volatility)\n", " portfolios['Difference'] = abs(portfolios['Risk'] - target_risk)\n", " optimal_portfolio = portfolios.loc[portfolios['Difference'].idxmin()]\n", " else:\n", " raise ValueError(\"Either target_return or target_risk must be provided.\")\n", "\n", " optimal_weights = weights_record[portfolios.index.get_loc(optimal_portfolio.name)]\n", " return optimal_portfolio, optimal_weights, results\n", "\n", " def plot_efficient_frontier(self, results, optimal_portfolio):\n", " plt.figure(figsize=(10, 7))\n", " plt.scatter(results[0, :], results[1, :], c=results[2, :], cmap='viridis', alpha=0.5)\n", " plt.colorbar(label='Sharpe Ratio')\n", " plt.xlabel('Volatility (Risk)')\n", " plt.ylabel('Return')\n", " plt.title('Efficient Frontier')\n", "\n", " # Plot the optimal portfolio\n", " plt.scatter(optimal_portfolio['Risk'], optimal_portfolio['Return'], color='red', marker='*', s=200, label=\"Optimal Portfolio\")\n", " plt.legend()\n", "\n", " plt.show()\n", "\n", "# Example usage\n", "tickers = ['AAPL', 'AMZN', 'GOOGL', 'MSFT', 'TSLA']\n", "start_date = '2020-01-01'\n", "end_date = '2023-01-01'\n", "\n", "stock_data = StockData(tickers, start_date, end_date)\n", "returns = stock_data.fetch_data()\n", "mean_returns, cov_matrix = stock_data.calculate_statistics(returns)\n", "\n", "portfolio_optimization = PortfolioOptimization(mean_returns, cov_matrix)\n", "\n", "# Ask user for preferences\n", "target_return = float(input(\"Enter your target annual return as a percentage (e.g., 10 for 10%): \")) / 100\n", "target_risk = None # You can choose to give priority to risk instead of return\n", "\n", "# Get optimal portfolio\n", "optimal_portfolio, optimal_weights, results = portfolio_optimization.get_optimal_portfolio(target_return=target_return)\n", "\n", "# Show results\n", "print(\"\\nOptimal Portfolio Allocation:\")\n", "for ticker, weight in zip(tickers, optimal_weights):\n", " print(f\"{ticker}: {weight*100:.2f}%\")\n", "\n", "print(f\"\\nExpected Portfolio Return: {optimal_portfolio['Return']*100:.2f}%\")\n", "print(f\"Portfolio Volatility (Risk): {optimal_portfolio['Risk']*100:.2f}%\")\n", "print(f\"Sharpe Ratio: {optimal_portfolio['Sharpe']:.2f}\")\n", "\n", "# Ensure the target return is achievable\n", "min_return = min(results[1, :])\n", "max_return = max(results[1, :])\n", "\n", "if target_return < min_return or target_return > max_return:\n", " print(f\"Warning: The target return of {target_return*100}% is outside the achievable range ({min_return*100}% to {max_return*100}%).\")\n", "else:\n", " # Plot the efficient frontier with optimal portfolio\n", " portfolio_optimization.plot_efficient_frontier(results, optimal_portfolio)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 895 }, "id": "je5x_62aGbIS", "outputId": "8e8d417f-5884-4165-e57b-bf88ee7f2b17" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "[*********************100%***********************] 5 of 5 completed\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Enter your target annual return as a percentage (e.g., 10 for 10%): 30\n", "\n", "Optimal Portfolio Allocation:\n", "AAPL: 26.00%\n", "AMZN: 10.78%\n", "GOOGL: 8.72%\n", "MSFT: 35.08%\n", "TSLA: 19.42%\n", "\n", "Expected Portfolio Return: 30.00%\n", "Portfolio Volatility (Risk): 36.14%\n", "Sharpe Ratio: 0.80\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "\n", "\n", "```\n", " 1. Describe the code, the purpose of each class, and the purpose of each method within each class.\n", " 2. Print the file obtained from the API.\n", " 3. What is the use cases of this application?\n", "```\n", "\n" ], "metadata": { "id": "uPZUec-AHE86" } } ] }