mirror of
https://github.com/OpenBB-finance/OpenBB.git
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1013 lines
922 KiB
Plaintext
Vendored
1013 lines
922 KiB
Plaintext
Vendored
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Advanced Risk-Return Analysis and Portfolio Optimization with OpenBB\n",
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"===========================================================\n",
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"#### Description\n",
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"This notebook demonstrates advanced techniques for risk-return analysis and portfolio optimization using OpenBB. We'll explore various asset classes, implement modern portfolio theory, and utilize OpenBB's extensive financial analysis capabilities. This comprehensive guide covers:\n",
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"\n",
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"1. Data collection and preprocessing\n",
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"2. Exploratory data analysis with visualizations\n",
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"3. Risk and return calculations\n",
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"4. Efficient frontier computation\n",
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"5. Portfolio optimization techniques\n",
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"6. Advanced risk metrics (VaR, CVaR)\n",
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"7. Performance attribution\n",
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"8. Scenario analysis and stress testing\n",
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"\n",
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"By the end of this notebook, you'll have a deep understanding of how to use OpenBB for sophisticated financial analysis and portfolio management.\n",
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"\n",
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"#### Author\n",
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"[Amit Kumar](https://github.com/HmbleCreator)\n",
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"\n",
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"[](https://colab.research.google.com/github/OpenBB-Finance/OpenBB/blob/develop/examples/[Notebook_Name].ipynb)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"If you are running this notebook in Colab, you can run the following command to install the OpenBB Platform:\n",
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"\n",
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"```python\n",
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"!pip install openbb\n",
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"```\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install openbb\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Dependencies\n",
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"To run this notebook, you'll need to install the following dependencies:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install pandas numpy matplotlib seaborn scipy scikit-learn"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Imports"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import libraries\n",
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"from openbb import obb\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from datetime import datetime, timedelta"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Set plotting style\n",
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"plt.style.use('default') # Use the default Matplotlib style\n",
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"sns.set_theme(style=\"whitegrid\") # Set Seaborn style\n",
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"sns.set_palette(\"viridis\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Login "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"from openbb import obb\n",
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"obb.account.login(pat=\"Enter Your PAT Key\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. Data Collection and Preprocessing\n",
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"Let's collect historical data for a diverse set of asset classes:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Combined Closing Prices:\n",
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" US Large Cap US Small Cap International Developed \\\n",
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"date \n",
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"2023-10-19 426.429993 168.619995 67.169998 \n",
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"2023-10-20 421.190002 166.440002 66.570000 \n",
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"2023-10-23 420.459991 165.029999 66.620003 \n",
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"2023-10-24 423.630005 166.470001 67.000000 \n",
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"2023-10-25 417.549988 163.720001 66.519997 \n",
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"\n",
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" Emerging Markets US Aggregate Bonds US Treasury Bonds \\\n",
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"date \n",
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"2023-10-19 37.240002 91.669998 82.769997 \n",
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"2023-10-20 36.790001 92.000000 83.239998 \n",
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"2023-10-23 36.759998 92.360001 84.239998 \n",
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"2023-10-24 37.230000 92.690002 85.349998 \n",
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"2023-10-25 36.740002 92.000000 83.449997 \n",
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"\n",
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" Real Estate Gold Commodities \n",
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"date \n",
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"2023-10-19 72.889999 183.089996 25.320000 \n",
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"2023-10-20 72.400002 183.589996 25.129999 \n",
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"2023-10-23 71.690002 182.970001 24.969999 \n",
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"2023-10-24 72.610001 182.949997 24.700001 \n",
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"2023-10-25 71.050003 183.720001 24.879999 \n",
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"\n",
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"Daily Returns:\n",
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" US Large Cap US Small Cap International Developed \\\n",
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"date \n",
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"2023-10-20 -0.012288 -0.012928 -0.008933 \n",
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"2023-10-23 -0.001733 -0.008472 0.000751 \n",
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"2023-10-24 0.007539 0.008726 0.005704 \n",
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"2023-10-25 -0.014352 -0.016519 -0.007164 \n",
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"2023-10-26 -0.011975 0.002565 -0.007216 \n",
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"\n",
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" Emerging Markets US Aggregate Bonds US Treasury Bonds \\\n",
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"date \n",
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"2023-10-20 -0.012084 0.003600 0.005678 \n",
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"2023-10-23 -0.000816 0.003913 0.012013 \n",
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"2023-10-24 0.012786 0.003573 0.013177 \n",
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"2023-10-25 -0.013161 -0.007444 -0.022261 \n",
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"2023-10-26 -0.004899 0.006739 0.015339 \n",
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"\n",
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" Real Estate Gold Commodities \n",
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"date \n",
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"2023-10-20 -0.006722 0.002731 -0.007504 \n",
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"2023-10-23 -0.009807 -0.003377 -0.006367 \n",
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"2023-10-24 0.012833 -0.000109 -0.010813 \n",
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"2023-10-25 -0.021485 0.004209 0.007287 \n",
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"2023-10-26 0.019141 0.001578 -0.008440 \n",
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"Data exported successfully to financial_data.xlsx\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"from openbb import obb\n",
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"from datetime import datetime, timedelta\n",
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"import time\n",
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"\n",
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"# Define asset classes and their tickers\n",
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"assets = {\n",
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" 'US Large Cap': 'SPY',\n",
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" 'US Small Cap': 'IWM',\n",
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" 'International Developed': 'EFA',\n",
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" 'Emerging Markets': 'EEM',\n",
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" 'US Aggregate Bonds': 'AGG',\n",
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" 'US Treasury Bonds': 'TLT',\n",
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" 'Real Estate': 'VNQ',\n",
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" 'Gold': 'GLD',\n",
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" 'Commodities': 'DBC'\n",
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"}\n",
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"\n",
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"# Set date range\n",
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"end_date = datetime.now().date()\n",
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"start_date = end_date - timedelta(days=365) # Adjusted to 1 year for testing\n",
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"\n",
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"# Function to fetch historical data with retries\n",
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"def fetch_historical_data(ticker, retries=3):\n",
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" for attempt in range(retries):\n",
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" try:\n",
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" # Fetch historical data using the correct function and parameters\n",
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" historical_data = obb.equity.price.historical(ticker)\n",
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"\n",
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" # Convert the OBBject to a DataFrame using the to_dataframe() method\n",
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" df = historical_data.to_dataframe()\n",
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"\n",
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" # Check if DataFrame is empty and return it if not\n",
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" if df is not None and not df.empty:\n",
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" return df\n",
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"\n",
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" except Exception as e:\n",
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" print(f\"Attempt {attempt + 1} failed for {ticker}: {str(e)}\")\n",
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" time.sleep(2) # Wait before retrying\n",
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"\n",
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" return None\n",
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"\n",
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"# Fetch data and combine into a single DataFrame\n",
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"combined_data = {}\n",
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"for asset_name, ticker in assets.items():\n",
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" df = fetch_historical_data(ticker)\n",
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"\n",
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" if df is not None and not df.empty:\n",
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" # Store closing prices with asset name as key\n",
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" combined_data[asset_name] = df['close']\n",
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" else:\n",
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" print(f\"No data returned for {asset_name} ({ticker}).\")\n",
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"\n",
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"# Combine all asset closing prices into a single DataFrame\n",
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"df_combined = pd.DataFrame(combined_data)\n",
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"\n",
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"# Check if we have any data\n",
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"if df_combined.empty:\n",
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" raise ValueError(\"No data was successfully retrieved. Please check your tickers and date range.\")\n",
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"\n",
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"# Calculate daily returns with specified fill method to avoid FutureWarning\n",
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"returns = df_combined.pct_change(fill_method=None).dropna()\n",
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"\n",
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"# Display the combined DataFrame for better readability\n",
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"print(\"Combined Closing Prices:\")\n",
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"print(df_combined.head()) # Display first few rows of closing prices\n",
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"\n",
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"print(\"\\nDaily Returns:\")\n",
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"print(returns.head()) # Display first few rows of returns\n",
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"\n",
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"\n",
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"# Export the combined DataFrame to an Excel file\n",
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"output_file = \"financial_data.xlsx\"\n",
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"df_combined.to_excel(output_file)\n",
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"\n",
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"print(f\"Data exported successfully to {output_file}\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 2. Exploratory Data Analysis\n",
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"Let's visualize our data to better understand the relationships between different asset classes."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<img 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\" 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],
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"text/plain": [
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/html": [
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\" />"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Heatmap data (preview): \"image/png\": \"iVBORw0KGgoAAAANSUhEUgAABLAAAAPoCAYAAADOWwfbAAAAOX...\"\n",
|
|
"Cumulative returns data (preview): \"image/png\": \"iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOX...\"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import io\n",
|
|
"import base64\n",
|
|
"from IPython.display import HTML\n",
|
|
"\n",
|
|
"def fig_to_base64(fig):\n",
|
|
" buf = io.BytesIO()\n",
|
|
" fig.savefig(buf, format='png')\n",
|
|
" buf.seek(0)\n",
|
|
" return base64.b64encode(buf.getvalue()).decode('utf-8')\n",
|
|
"\n",
|
|
"# Correlation heatmap\n",
|
|
"plt.figure(figsize=(12, 10))\n",
|
|
"sns.heatmap(returns.corr(), annot=True, cmap='coolwarm', linewidths=0.5)\n",
|
|
"plt.title('Correlation Heatmap of Asset Returns')\n",
|
|
"heatmap_base64 = fig_to_base64(plt.gcf())\n",
|
|
"plt.close()\n",
|
|
"\n",
|
|
"# Cumulative returns plot\n",
|
|
"cumulative_returns = (1 + returns).cumprod()\n",
|
|
"plt.figure(figsize=(12, 6))\n",
|
|
"cumulative_returns.plot()\n",
|
|
"plt.title('Cumulative Returns of Asset Classes')\n",
|
|
"plt.ylabel('Cumulative Return')\n",
|
|
"plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
|
|
"plt.tight_layout()\n",
|
|
"cumulative_returns_base64 = fig_to_base64(plt.gcf())\n",
|
|
"plt.close()\n",
|
|
"\n",
|
|
"# Display images\n",
|
|
"display(HTML(f'<img src=\"data:image/png;base64,{heatmap_base64}\" />'))\n",
|
|
"display(HTML(f'<img src=\"data:image/png;base64,{cumulative_returns_base64}\" />'))\n",
|
|
"\n",
|
|
"# Store base64 strings in variables (optional, for debugging or later use)\n",
|
|
"heatmap_data = f'\"image/png\": \"{heatmap_base64[:50]}...\"'\n",
|
|
"cumulative_returns_data = f'\"image/png\": \"{cumulative_returns_base64[:50]}...\"'\n",
|
|
"\n",
|
|
"print(\"Heatmap data (preview):\", heatmap_data)\n",
|
|
"print(\"Cumulative returns data (preview):\", cumulative_returns_data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 3. Risk and Return Calculations\n",
|
|
"Now let's calculate key risk and return metrics for each asset class."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" Return Volatility Sharpe Ratio\n",
|
|
"US Large Cap 0.324541 0.123667 2.462600\n",
|
|
"Gold 0.327863 0.140596 2.189696\n",
|
|
"Real Estate 0.307817 0.176679 1.629036\n",
|
|
"International Developed 0.208347 0.132221 1.424491\n",
|
|
"US Small Cap 0.314988 0.211940 1.391844\n",
|
|
"Emerging Markets 0.223152 0.159792 1.271348\n",
|
|
"US Aggregate Bonds 0.084281 0.059719 1.076378\n",
|
|
"US Treasury Bonds 0.137840 0.151714 0.776723\n",
|
|
"Commodities -0.115145 0.148331 -0.911104\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\amiku\\AppData\\Local\\Temp\\ipykernel_2332\\3619997391.py:34: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
|
" (risk_return_metrics['Volatility'][i], risk_return_metrics['Return'][i]),\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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+Vq9ercmTJ0uShg0bph9++ME2NiAgQG+//XaK13Tq1CktWrRII0eOjLfviy++UJEiRRQeHq5t27aleC0poV69elq3bp1y586d2qWoffv2OnnypI4ePZrg/p07dyo0NFQdOnRIsRp+/vln7dixw27bo36t/fv127Ztmw4dOpSsc3bo0EFXrlzRhg0bnqhmAADw7BE2AQCQTmTOnFkVKlSwfVWuXFnNmzfXJ598IldXV7v/GS9TpowKFSqU4jXNmDFDzZo1U548eey2W61Wbd68WU2bNlWNGjW0du3aFK8lJeTIkUMVKlSQq6trapeiNm3ayNnZWVu2bElw/6ZNm5Q/f37VqFHjmdb1qF9rZrx+Tk5O6t27t2bPnq3IyMgnngcAADw7hE0AAKRzrq6ucnFxsdv278fiQkJC1KpVK5UvX17VqlXTiBEjdPXq1UTn/OKLL1SqVCktWLAg0THHjx/Xjh071LJly3j7fvrpJ126dEn169dXq1at9Ouvv+rYsWN2Y/bs2aOSJUvql19+0ZtvvilfX1/VqFFD06dPV0xMjG1cyZIltXr1ao0bN05+fn6qWLGiBg0apOvXr9vGdOvWTd26dUtw/j179ti27du3T2+99ZaqVq2qcuXKqUGDBlqwYIGsVmuC1/jwY2Bxj4gl9hXn1q1bGj9+vGrUqCEfHx+98sor+uWXX+zmjYyM1LRp01SzZk1VrFhRY8eOfWyQkjt3btWpU0dffvllvHpv3bql77//Xu3atZOT04O3dyEhIWrXrp0qVqyomjVravz48QoLC0t0/tjYWC1evFgtWrRQ+fLlVaFCBXXu3NlWe3BwsMaOHStJatiwoe3X16MewXz49VuwYIECAgIkPejpggULNGjQINWtWzfe9YwfP14NGza0re/UsGFD3b9/X1988cUjXyMAAJA2EDYBAJBOGIahmJgY21dkZKTOnTund999V/fu3VPr1q0TPO7AgQMaMWKEGjdurI8//lhjx47V7t27NXz48ATHh4SE6L333lPfvn01cODAROvZunWrcuXKpUqVKsXbt2HDBr3wwgvy9fVVo0aNlDVrVn322WcJzjNixAhVrlxZixYtUsuWLbVs2bJ4ocKcOXNktVo1e/ZsjRo1Sjt27NAHH3yQaG0JOXbsmLp37y5PT0/NmTNHCxcuVKVKlRQQEBBvzauE5M6d2+4xxnXr1mny5MmyWCzq2LGjpAch0htvvKFvv/1WQ4cOVUBAgLy9vdWzZ0+7wGnkyJFat26devXqpblz5yosLEzLly9/bA0dOnTQ1atX7QI0Sfrqq68UGxur9u3bS5KCgoI0dOhQ+fr6av78+erfv7++/vprdevWLdH1s2bOnKnAwEB16tRJS5Ys0eTJk3Xz5k0NHjxY4eHhqlevnvr16yfpyR7T7Nixo+0Rv3Xr1tl+vnz5st31REVFadu2bWrbtq0sFoskyc3NTfXr19fWrVuTdU4AAJA6MqR2AQAAIGn27dunsmXL2m2zWCwqUaKE5s2bpwYNGiR43IEDB+Tm5qZevXrJzc1NkuTp6anDhw/LMAzb/9BL0vfff69Ro0apd+/ej11oevfu3fLx8bE7Xnpwl813331nC6rc3NzUvHlzbdmyRaNGjVKmTJnsxnfs2FH9+/eXJFWvXl3bt2/Xjh071LlzZ9uYEiVKaNq0abaff//9d/33v/99ZH3/duzYMdWoUUMzZsyw3f1Ts2ZN7dixQ/v27UvwDq2Hubq6qkKFCrafQ0NDNWzYMFWqVEnjx4+XJG3evFnHjh3T559/Ll9fX0lSnTp11K1bN82cOVMbNmzQiRMn9PXXX2v8+PHq0qWLJKl27dpq2bKlTp48+cga6tWrJy8vL23ZskXVq1e3bd+0aZNq1qypvHnzKiwsTAsXLlTHjh01YcIE25gSJUqoS5cuCg4O1muvvRZv7qtXr2ro0KF2d4hlzJhRAwcO1F9//aWKFSvaHpcrXbq0ChQo8Mha/83b21ve3t6SZHsdc+fOLW9vb23atMl2Pdu3b9edO3fUtm1bu+N9fHwUEhKiu3fvKnPmzMk6NwAAeLa4swkAgHSibNmy+uKLL/TFF18oMDBQJUqUUJEiRTRnzhw1bdo00eOqVq2q+/fvq2XLlpozZ44OHDigWrVqacCAAXZB0Z9//qnBgwcrd+7cGjx48GPrOX/+fIKBw5YtWxQTE6MGDRro9u3bun37tpo0aaJ79+4leGdKxYoV7X729vZWeHi43baHQ564MREREY+t8WFt2rTRxx9/rOjoaJ04cULbt2/XggULFBsbq+jo6GTNFRUVpQEDBshqtWrBggW2NYl++eUX5cqVS2XLlrXdgRYbG6v69evrjz/+UFhYmPbv3y/pwaNhcZycnNSkSZPHnjdDhgxq1aqV/ve//9keuzt9+rR+//13291Vv/76q6KiouKFZ1WqVFH+/Pnj3RUVZ9asWerevbtCQ0N16NAhBQcH29aHSu7rk1ROTk5q27at/ve//9n6uXHjRvn7+yt//vx2Y/Pnz6/Y2Fhdvnw5RWoBAADmIWwCACCdyJQpk3x8fOTj46OXXnpJy5cv1927d/Xmm28qNDQ00eMqVqyoxYsXq2DBglq6dKlee+011a1bVytWrLAbd/z4cdWoUUP//POPVq1a9dh67t69K3d393jbg4ODZbVa1bx5c1WtWlVVq1ZV9+7dJSnBhcIzZsxo97OTk5NtrZ44/z5PQmMe5/79+xo3bpwqV66sli1b6sMPP9SFCxeUIUOGZM81efJkHTlyREFBQcqZM6dt+61bt3Tt2jWVLVvW7us///mPJOnatWu2dZNy5MhhN2euXLmSdO4OHTro7t27+u677yQ9uKspR44ctjvb4ub38vKKd6yXl5fu3LmT4LyHDx9Whw4dVL16dXXv3l2rV6+23QGW3NcnOdq3b6+IiAj973//07Vr17Rr1y61a9cu3jgPDw9JSrR+AACQdvAYHQAA6VTOnDk1fvx4DRw4UFOnTtWsWbMSHVu7dm3Vrl1bERER2r17t1auXKkPPvhAFSpUsD3uVatWLS1atEjDhw/XnDlz9NJLLylfvnyJzunp6Rnvf/yPHDmio0ePasCAAfLz87Pb991332n58uX67bffbOc0U2xsrN3P/747aurUqfr66681d+5c1ahRwxZePPw4WlKsWLFC69ev15w5c1SmTBm7fVmyZFGRIkU0c+bMBI8tUKCAsmfPLkm6fv263et769atJJ2/WLFiqlixorZu3aqmTZtqy5YtatOmjW2R+GzZstnmL1asmN2x165dU8GCBePNeffuXfXs2VMlS5bUl19+qWLFisnJyUk7d+7U119/naS6nlTBggXl5+enbdu26c6dO3J3d1fjxo3jjYsL0eJePwAAkHZxZxMAAOlY48aNVbt2bX355ZeJPh41ffp0dejQQYZhyN3dXfXr19fo0aMlSZcuXbKNi7uzZuzYscqQIYNtHaLE5M+f3+546cGn2Lm6uqp79+7y9/e3+3rrrbfk7Oyc4N1NTytz5szxHq86ePCg3c8HDhyQv7+/XnrpJVvQ9Mcffyg0NDTRT6P7t127dmn69Onq27evmjVrFm+/n5+fLl26pJw5c9ruQvPx8dEvv/yiJUuWyNnZWdWqVZOkeGtOff/990m+3vbt2+unn37Srl27dOnSJdvC25Lk6+srV1fXeI8s7t+/XxcvXkxwQffTp0/r1q1bev311/Xiiy/a7mj64YcfJMn2+sRtf1KJHd+hQwf9/PPP2rJli15++eUE75i7fPmynJ2dlSdPnqeqAQAApDzCJgAA0rl33nlHLi4umjJlimJiYuLtr169uv744w+NGTNGu3bt0o4dOzRlyhR5enrago+HeXl5aejQofrxxx+1efPmRM9bs2ZNHTp0yPaIVVRUlL766ivVrVtXWbJkiTc+d+7cqlmzpkJCQnT79u2nuOL46tevr3/++UdTp07Vnj17FBQUpE2bNtmNKV++vH766Sd99tln2rt3r1auXKlevXrJYrEkaf2nv//+W0OHDpWPj4+aNGmi3377Tb/++qvt6+7du2rXrp3y5cunHj16aOPGjdq9e7dmz56tOXPmKHfu3HJxcVHhwoXVqVMnzZkzR4sXL9aPP/6oESNG6K+//kry9TZr1kzOzs56//33VbFiRbs7mDw9PdW7d2+tX79ekyZN0k8//aS1a9dq4MCBKl68eIKPqL3wwgvKnDmzFi1apB07duinn37Se++9pzVr1kiS7fXJmjWrJOmbb77RqVOnklxvnLjjv/zyS50/f962vUmTJnJzc9Nvv/2WYH3Sg7CwSpUqCQZRAAAgbSFsAgAgnStatKi6deum48ePJ7jWUp06dTRz5kydOHFCAwYM0LBhw+Tu7q6VK1fK09MzwTk7d+6s8uXL64MPPkh0PajGjRvr5s2bOnz4sKQHnyJ269YttWjRItFa27Ztq/v372vjxo3Jv9BHaN++vXr16qWQkBD16tVLBw8e1Lx58+zGjBkzRi+99JLmzp2rPn36aP369erXr59eeeUVHTp0KN5jeP+2f/9+hYWF6ddff1Xbtm31yiuvqFOnTravP//8Ux4eHlq9erUqV66sGTNmqFevXvrf//6n4cOHa+zYsba5JkyYoF69emnVqlUaMGCA7t+/r759+yb5ejNlyqSXX35ZZ8+etS0M/rCBAwdq4sSJ2rt3r/r27auAgAA1bdpUa9asSTCsyZIli4KCgmQYhgYPHqxRo0bp4sWLWrVqlTJlymRb1Nzf3181atTQrFmzNH369CTXG6dx48by8fl/7d0hjsJgEIDRWUw9Ao1D7QFQXAONKQKD4wQ4UFhqkAg0CSfgHsAVQBDWYegimn9TunlPtmb0l+n0O2azWazX6+fzLMui3+9Ht9st3by63W5xPB7fHsIHAD7H1+MvLz4CAP/aeDyOdrsd8/m87lFosOv1GoPBIPI8j9Fo9PJ+t9vFYrGIw+HwclAeAPg8NpsAgMqm02ns9/s4n891j0IDnU6nWK1Wz8BUtqV1v9+jKIqYTCZCEwA0hNgEAFTW6/Uiz/Nf/74G77RardhsNnG5XGK5XJbe+tput9HpdGI4HNYwIQBQhc/oAAAAAEjGZhMAAAAAyYhNAAAAACQjNgEAAACQjNgEAAAAQDJiEwAAAADJiE0AAAAAJCM2AQAAAJCM2AQAAABAMmITAAAAAMn8APXyL4+KugQBAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"# Check if returns DataFrame is not empty before calculations\n",
|
|
"if not returns.empty:\n",
|
|
" # Calculate annualized returns and volatility\n",
|
|
" annual_returns = returns.mean() * 252\n",
|
|
" annual_volatility = returns.std() * np.sqrt(252)\n",
|
|
"\n",
|
|
" # Calculate Sharpe Ratio (assuming risk-free rate of 2%)\n",
|
|
" risk_free_rate = 0.02\n",
|
|
" sharpe_ratio = (annual_returns - risk_free_rate) / annual_volatility\n",
|
|
"\n",
|
|
" # Combine metrics into a DataFrame\n",
|
|
" risk_return_metrics = pd.DataFrame({\n",
|
|
" 'Return': annual_returns,\n",
|
|
" 'Volatility': annual_volatility,\n",
|
|
" 'Sharpe Ratio': sharpe_ratio\n",
|
|
" })\n",
|
|
"\n",
|
|
" # Sort and display the metrics\n",
|
|
" print(risk_return_metrics.sort_values('Sharpe Ratio', ascending=False))\n",
|
|
"\n",
|
|
" # Visualize risk-return tradeoff\n",
|
|
" plt.figure(figsize=(12, 8))\n",
|
|
" sns.scatterplot(data=risk_return_metrics, x='Volatility', y='Return', size='Sharpe Ratio',\n",
|
|
" sizes=(50, 500), legend='brief', hue='Sharpe Ratio', palette='viridis')\n",
|
|
"\n",
|
|
" # Annotate points with asset names\n",
|
|
" for i, asset in enumerate(risk_return_metrics.index):\n",
|
|
" plt.annotate(asset,\n",
|
|
" (risk_return_metrics['Volatility'][i], risk_return_metrics['Return'][i]),\n",
|
|
" xytext=(5, 5), textcoords='offset points')\n",
|
|
"\n",
|
|
" plt.title('Risk-Return Tradeoff of Various Asset Classes')\n",
|
|
" plt.xlabel('Risk (Annualized Volatility)')\n",
|
|
" plt.ylabel('Return (Annualized)')\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()\n",
|
|
"else:\n",
|
|
" print(\"No return data available for calculations.\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 4. Efficient Frontier Computation\n",
|
|
"Let's compute the efficient frontier to understand the optimal risk-return tradeoffs."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Optimal Portfolio Weights:\n",
|
|
"US Large Cap: 0.5582\n",
|
|
"US Small Cap: 0.0000\n",
|
|
"International Developed: 0.0000\n",
|
|
"Emerging Markets: 0.0000\n",
|
|
"US Aggregate Bonds: 0.0000\n",
|
|
"US Treasury Bonds: 0.0436\n",
|
|
"Real Estate: 0.0000\n",
|
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"Gold: 0.3982\n",
|
|
"Commodities: 0.0000\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"from scipy.optimize import minimize\n",
|
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"\n",
|
|
"def portfolio_performance(weights, returns):\n",
|
|
" portfolio_return = np.sum(returns.mean() * weights) * 252 # Annualized return\n",
|
|
" portfolio_volatility = np.sqrt(np.dot(weights.T, np.dot(returns.cov() * 252, weights))) # Annualized volatility\n",
|
|
" return portfolio_return, portfolio_volatility\n",
|
|
"\n",
|
|
"def negative_sharpe_ratio(weights, returns, risk_free_rate):\n",
|
|
" p_return, p_volatility = portfolio_performance(weights, returns)\n",
|
|
" return -(p_return - risk_free_rate) / p_volatility # Negative Sharpe Ratio for minimization\n",
|
|
"\n",
|
|
"def calculate_efficient_frontier(returns, num_portfolios=1000):\n",
|
|
" num_assets = len(returns.columns)\n",
|
|
" results = np.zeros((3, num_portfolios))\n",
|
|
"\n",
|
|
" for i in range(num_portfolios):\n",
|
|
" weights = np.random.random(num_assets)\n",
|
|
" weights /= np.sum(weights) # Normalize weights\n",
|
|
" p_return, p_volatility = portfolio_performance(weights, returns)\n",
|
|
" results[0,i] = p_return\n",
|
|
" results[1,i] = p_volatility\n",
|
|
" results[2,i] = p_return / p_volatility # Sharpe Ratio\n",
|
|
"\n",
|
|
" return results.T\n",
|
|
"\n",
|
|
"# Calculate efficient frontier\n",
|
|
"efficient_frontier = calculate_efficient_frontier(returns)\n",
|
|
"\n",
|
|
"# Find the optimal portfolio (maximum Sharpe ratio)\n",
|
|
"num_assets = len(returns.columns)\n",
|
|
"risk_free_rate = 0.02 # Define risk-free rate if not already defined\n",
|
|
"args = (returns, risk_free_rate)\n",
|
|
"constraints = ({'type': 'eq', 'fun': lambda x: np.sum(x) - 1}) # Weights sum to 1\n",
|
|
"bound = (0.0, 1.0)\n",
|
|
"bounds = tuple(bound for asset in range(num_assets))\n",
|
|
"\n",
|
|
"result = minimize(negative_sharpe_ratio, num_assets*[1./num_assets], args=args,\n",
|
|
" method='SLSQP', bounds=bounds, constraints=constraints)\n",
|
|
"\n",
|
|
"optimal_weights = result.x\n",
|
|
"optimal_return, optimal_volatility = portfolio_performance(optimal_weights, returns)\n",
|
|
"\n",
|
|
"# Plot efficient frontier\n",
|
|
"plt.figure(figsize=(12, 8))\n",
|
|
"plt.scatter(efficient_frontier[:,1], efficient_frontier[:,0], c=efficient_frontier[:,2], cmap='viridis')\n",
|
|
"plt.colorbar(label='Sharpe Ratio')\n",
|
|
"plt.xlabel('Volatility')\n",
|
|
"plt.ylabel('Return')\n",
|
|
"plt.title('Efficient Frontier')\n",
|
|
"\n",
|
|
"# Plot individual assets\n",
|
|
"for i, asset in enumerate(returns.columns):\n",
|
|
" plt.scatter(risk_return_metrics.loc[asset, 'Volatility'],\n",
|
|
" risk_return_metrics.loc[asset, 'Return'],\n",
|
|
" marker='o', s=200, label=asset)\n",
|
|
"\n",
|
|
"# Plot optimal portfolio\n",
|
|
"plt.scatter(optimal_volatility, optimal_return, c='red', s=200, marker='*', label='Optimal Portfolio')\n",
|
|
"\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"print(\"Optimal Portfolio Weights:\")\n",
|
|
"for asset, weight in zip(returns.columns, optimal_weights):\n",
|
|
" print(f\"{asset}: {weight:.4f}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 5. Advanced Risk Metrics\n",
|
|
"Let's calculate Value at Risk (VaR) and Conditional Value at Risk (CVaR) for our optimal portfolio."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"95% VaR: -0.0097\n",
|
|
"95% CVaR: -0.0135\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"def calculate_var_cvar(returns, weights, confidence_level=0.95):\n",
|
|
" # Calculate portfolio returns\n",
|
|
" portfolio_returns = np.sum(returns * weights, axis=1)\n",
|
|
"\n",
|
|
" # Calculate VaR\n",
|
|
" var = np.percentile(portfolio_returns, 100 * (1 - confidence_level))\n",
|
|
"\n",
|
|
" # Calculate CVaR\n",
|
|
" cvar = portfolio_returns[portfolio_returns <= var].mean()\n",
|
|
"\n",
|
|
" return var, cvar\n",
|
|
"\n",
|
|
"# Check if returns DataFrame is not empty before proceeding\n",
|
|
"if not returns.empty and optimal_weights is not None:\n",
|
|
" # Calculate optimal portfolio returns\n",
|
|
" optimal_portfolio_returns = np.sum(returns * optimal_weights, axis=1)\n",
|
|
"\n",
|
|
" # Calculate 95% VaR and CVaR\n",
|
|
" var_95, cvar_95 = calculate_var_cvar(returns, optimal_weights)\n",
|
|
"\n",
|
|
" # Print results\n",
|
|
" print(f\"95% VaR: {var_95:.4f}\")\n",
|
|
" print(f\"95% CVaR: {cvar_95:.4f}\")\n",
|
|
"\n",
|
|
" # Visualize VaR and CVaR\n",
|
|
" plt.figure(figsize=(12, 6))\n",
|
|
" sns.histplot(optimal_portfolio_returns, kde=True)\n",
|
|
" plt.axvline(var_95, color='r', linestyle='dashed', label='95% VaR')\n",
|
|
" plt.axvline(cvar_95, color='g', linestyle='dashed', label='95% CVaR')\n",
|
|
" plt.title('Distribution of Optimal Portfolio Returns with VaR and CVaR')\n",
|
|
" plt.xlabel('Daily Return')\n",
|
|
" plt.ylabel('Frequency')\n",
|
|
" plt.legend()\n",
|
|
" plt.show()\n",
|
|
"else:\n",
|
|
" print(\"Returns data or optimal weights are not available for calculations.\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 6. Scenario Analysis and Stress Testing\n",
|
|
"Let's perform a simple scenario analysis to see how our optimal portfolio would perform under different market conditions."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" Mean Return Volatility VaR 95% CVaR 95%\n",
|
|
"Base Case 0.001439 0.011118 -0.018049 -0.022964\n",
|
|
"Market Crash -0.538561 0.011118 -0.558049 -0.562964\n",
|
|
"Economic Boom 0.361439 0.011118 0.341951 0.337036\n",
|
|
"Rising Interest Rates -0.049824 0.002629 -0.054325 -0.055655\n",
|
|
"Commodity Boom 0.110169 0.002985 0.105341 0.103996\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"def scenario_analysis(weights, returns, scenarios):\n",
|
|
" # Calculate portfolio returns based on weights\n",
|
|
" portfolio_returns = np.sum(returns * weights, axis=1)\n",
|
|
" scenario_results = {}\n",
|
|
"\n",
|
|
" for scenario, shock in scenarios.items():\n",
|
|
" # Convert shock dictionary to a Series\n",
|
|
" shock_series = pd.Series(shock)\n",
|
|
" shocked_returns = returns + shock_series\n",
|
|
"\n",
|
|
" # Calculate scenario portfolio returns\n",
|
|
" scenario_portfolio_returns = np.sum(shocked_returns * weights, axis=1)\n",
|
|
"\n",
|
|
" # Store results for each scenario\n",
|
|
" scenario_results[scenario] = {\n",
|
|
" 'Mean Return': scenario_portfolio_returns.mean(),\n",
|
|
" 'Volatility': scenario_portfolio_returns.std(),\n",
|
|
" 'VaR 95%': np.percentile(scenario_portfolio_returns, 5),\n",
|
|
" 'CVaR 95%': scenario_portfolio_returns[scenario_portfolio_returns <= np.percentile(scenario_portfolio_returns, 5)].mean()\n",
|
|
" }\n",
|
|
"\n",
|
|
" return pd.DataFrame(scenario_results).T\n",
|
|
"\n",
|
|
"# Define scenarios\n",
|
|
"scenarios = {\n",
|
|
" 'Base Case': {asset: 0 for asset in returns.columns},\n",
|
|
" 'Market Crash': {asset: -0.3 for asset in returns.columns},\n",
|
|
" 'Economic Boom': {asset: 0.2 for asset in returns.columns},\n",
|
|
" 'Rising Interest Rates': {'US Aggregate Bonds': -0.1, 'US Treasury Bonds': -0.15},\n",
|
|
" 'Commodity Boom': {'Gold': 0.25, 'Commodities': 0.3}\n",
|
|
"}\n",
|
|
"\n",
|
|
"# Check if returns DataFrame is not empty before proceeding\n",
|
|
"if not returns.empty:\n",
|
|
" # Assuming optimal_weights is defined and returns is your DataFrame of returns\n",
|
|
" optimal_weights = [0.2] * len(returns.columns) # Example weights; adjust as necessary\n",
|
|
"\n",
|
|
" # Perform scenario analysis\n",
|
|
" scenario_results = scenario_analysis(optimal_weights, returns, scenarios)\n",
|
|
" print(scenario_results)\n",
|
|
"\n",
|
|
" # Visualize scenario analysis results\n",
|
|
" plt.figure(figsize=(12, 6))\n",
|
|
" scenario_results[['Mean Return', 'Volatility']].plot(kind='bar')\n",
|
|
" plt.title('Scenario Analysis: Mean Return and Volatility')\n",
|
|
" plt.xlabel('Scenario')\n",
|
|
" plt.ylabel('Value')\n",
|
|
" plt.legend(loc='best')\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()\n",
|
|
"else:\n",
|
|
" print(\"Returns data is not available for calculations.\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 7. Performance Attribution\n",
|
|
"Performance attribution helps us understand which assets contributed most to our portfolio's performance. Let's implement a simple performance attribution analysis for our optimal portfolio."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" Weight Return Contribution Percent Contribution\n",
|
|
"Gold 0.2 0.327863 0.065573 0.180772\n",
|
|
"US Large Cap 0.2 0.324541 0.064908 0.178940\n",
|
|
"US Small Cap 0.2 0.314988 0.062998 0.173673\n",
|
|
"Real Estate 0.2 0.307817 0.061563 0.169719\n",
|
|
"Emerging Markets 0.2 0.223152 0.044630 0.123038\n",
|
|
"International Developed 0.2 0.208347 0.041669 0.114875\n",
|
|
"US Treasury Bonds 0.2 0.137840 0.027568 0.076000\n",
|
|
"US Aggregate Bonds 0.2 0.084281 0.016856 0.046469\n",
|
|
"Commodities 0.2 -0.115145 -0.023029 -0.063487\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
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\" />"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Plot data (preview): \"image/png\": \"iVBORw0KGgoAAAANSUhEUgAABLAAAAJYCAYAAABy5h8aAAAAOX...\"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import io\n",
|
|
"import base64\n",
|
|
"from IPython.display import HTML\n",
|
|
"\n",
|
|
"def fig_to_base64(fig):\n",
|
|
" buf = io.BytesIO()\n",
|
|
" fig.savefig(buf, format='png')\n",
|
|
" buf.seek(0)\n",
|
|
" return base64.b64encode(buf.getvalue()).decode('utf-8')\n",
|
|
"\n",
|
|
"def performance_attribution(weights, returns):\n",
|
|
" # Calculate portfolio return\n",
|
|
" portfolio_return = np.sum(returns.mean() * weights) * 252 # Annualized return\n",
|
|
"\n",
|
|
" # Calculate asset contribution to returns\n",
|
|
" asset_contribution = returns.mean() * weights * 252 # Annualized contribution\n",
|
|
" percent_contribution = asset_contribution / portfolio_return # Contribution percentage\n",
|
|
"\n",
|
|
" # Create DataFrame for attribution data\n",
|
|
" attribution_data = pd.DataFrame({\n",
|
|
" 'Weight': weights,\n",
|
|
" 'Return': returns.mean() * 252,\n",
|
|
" 'Contribution': asset_contribution,\n",
|
|
" 'Percent Contribution': percent_contribution\n",
|
|
" })\n",
|
|
" return attribution_data.sort_values('Percent Contribution', ascending=False)\n",
|
|
"\n",
|
|
"# Check if returns DataFrame is not empty before proceeding\n",
|
|
"if not returns.empty and optimal_weights is not None:\n",
|
|
" # Calculate performance attribution\n",
|
|
" attribution = performance_attribution(optimal_weights, returns)\n",
|
|
" print(attribution)\n",
|
|
"\n",
|
|
" # Visualize performance attribution\n",
|
|
" fig, ax = plt.subplots(figsize=(12, 6))\n",
|
|
" attribution['Percent Contribution'].plot(kind='bar', ax=ax)\n",
|
|
" ax.set_title('Performance Attribution of Optimal Portfolio')\n",
|
|
" ax.set_xlabel('Asset')\n",
|
|
" ax.set_ylabel('Percent Contribution to Return')\n",
|
|
" plt.xticks(rotation=45, ha='right')\n",
|
|
" plt.tight_layout()\n",
|
|
"\n",
|
|
" # Convert plot to base64\n",
|
|
" plot_base64 = fig_to_base64(fig)\n",
|
|
" plt.close(fig)\n",
|
|
"\n",
|
|
" # Display the plot\n",
|
|
" display(HTML(f'<img src=\"data:image/png;base64,{plot_base64}\" />'))\n",
|
|
"\n",
|
|
" # Store base64 string in a variable (optional, for debugging or later use)\n",
|
|
" plot_data = f'\"image/png\": \"{plot_base64[:50]}...\"'\n",
|
|
" print(\"Plot data (preview):\", plot_data)\n",
|
|
"else:\n",
|
|
" print(\"Returns data or optimal weights are not available for calculations.\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 8. Scenario Analysis and Stress Testing\n",
|
|
"Now, let's expand on our previous scenario analysis to include more detailed stress testing. We'll define several economic scenarios and see how our portfolio performs under each."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" Mean Return Volatility Sharpe Ratio VaR 95% \\\n",
|
|
"Base Case 0.362737 0.176488 1.941982 -0.286522 \n",
|
|
"Market Crash -97.917263 0.176488 -554.922790 -6.477580 \n",
|
|
"Economic Boom 60.842737 0.176488 344.627996 3.523360 \n",
|
|
"Rising Interest Rates -50.037263 0.176488 -283.629696 -3.461424 \n",
|
|
"Geopolitical Tension -14.757263 0.176488 -83.729521 -1.238993 \n",
|
|
"Tech Boom 50.762737 0.176488 287.513660 2.888380 \n",
|
|
"\n",
|
|
" CVaR 95% Max Drawdown \n",
|
|
"Base Case -0.364549 -0.076392 \n",
|
|
"Market Crash -6.555607 -97.129013 \n",
|
|
"Economic Boom 3.445333 0.000000 \n",
|
|
"Rising Interest Rates -3.539450 -49.629013 \n",
|
|
"Geopolitical Tension -1.317019 -14.629013 \n",
|
|
"Tech Boom 2.810353 0.000000 \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
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",
|
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"text/plain": [
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"<Figure size 1500x2000 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def detailed_scenario_analysis(weights, returns, scenarios):\n",
|
|
" portfolio_returns = np.sum(returns * weights, axis=1)\n",
|
|
" base_performance = {\n",
|
|
" 'Mean Return': portfolio_returns.mean() * 252,\n",
|
|
" 'Volatility': portfolio_returns.std() * np.sqrt(252),\n",
|
|
" 'Sharpe Ratio': (portfolio_returns.mean() * 252 - risk_free_rate) / (portfolio_returns.std() * np.sqrt(252)),\n",
|
|
" 'VaR 95%': np.percentile(portfolio_returns, 5) * np.sqrt(252),\n",
|
|
" 'CVaR 95%': portfolio_returns[portfolio_returns <= np.percentile(portfolio_returns, 5)].mean() * np.sqrt(252),\n",
|
|
" 'Max Drawdown': (portfolio_returns.cumsum() - portfolio_returns.cumsum().cummax()).min()\n",
|
|
" }\n",
|
|
"\n",
|
|
" scenario_results = {'Base Case': base_performance}\n",
|
|
"\n",
|
|
" for scenario, shocks in scenarios.items():\n",
|
|
" shocked_returns = returns.copy()\n",
|
|
" for asset, shock in shocks.items():\n",
|
|
" shocked_returns[asset] += shock\n",
|
|
"\n",
|
|
" scenario_portfolio_returns = np.sum(shocked_returns * weights, axis=1)\n",
|
|
" scenario_results[scenario] = {\n",
|
|
" 'Mean Return': scenario_portfolio_returns.mean() * 252,\n",
|
|
" 'Volatility': scenario_portfolio_returns.std() * np.sqrt(252),\n",
|
|
" 'Sharpe Ratio': (scenario_portfolio_returns.mean() * 252 - risk_free_rate) / (scenario_portfolio_returns.std() * np.sqrt(252)),\n",
|
|
" 'VaR 95%': np.percentile(scenario_portfolio_returns, 5) * np.sqrt(252),\n",
|
|
" 'CVaR 95%': scenario_portfolio_returns[scenario_portfolio_returns <= np.percentile(scenario_portfolio_returns, 5)].mean() * np.sqrt(252),\n",
|
|
" 'Max Drawdown': (scenario_portfolio_returns.cumsum() - scenario_portfolio_returns.cumsum().cummax()).min()\n",
|
|
" }\n",
|
|
"\n",
|
|
" return pd.DataFrame(scenario_results).T\n",
|
|
"\n",
|
|
"# Define more detailed scenarios\n",
|
|
"detailed_scenarios = {\n",
|
|
" 'Market Crash': {'US Large Cap': -0.4, 'US Small Cap': -0.5, 'International Developed': -0.35, 'Emerging Markets': -0.45, 'US Aggregate Bonds': 0.05, 'US Treasury Bonds': 0.1, 'Real Estate': -0.3, 'Gold': 0.15, 'Commodities': -0.25},\n",
|
|
" 'Economic Boom': {'US Large Cap': 0.25, 'US Small Cap': 0.3, 'International Developed': 0.2, 'Emerging Markets': 0.35, 'US Aggregate Bonds': -0.05, 'US Treasury Bonds': -0.1, 'Real Estate': 0.2, 'Gold': -0.1, 'Commodities': 0.15},\n",
|
|
" 'Rising Interest Rates': {'US Large Cap': -0.1, 'US Small Cap': -0.15, 'International Developed': -0.05, 'Emerging Markets': -0.1, 'US Aggregate Bonds': -0.2, 'US Treasury Bonds': -0.25, 'Real Estate': -0.15, 'Gold': -0.05, 'Commodities': 0.05},\n",
|
|
" 'Geopolitical Tension': {'US Large Cap': -0.15, 'US Small Cap': -0.2, 'International Developed': -0.25, 'Emerging Markets': -0.3, 'US Aggregate Bonds': 0.1, 'US Treasury Bonds': 0.15, 'Real Estate': -0.1, 'Gold': 0.25, 'Commodities': 0.2},\n",
|
|
" 'Tech Boom': {'US Large Cap': 0.3, 'US Small Cap': 0.35, 'International Developed': 0.2, 'Emerging Markets': 0.25, 'US Aggregate Bonds': -0.05, 'US Treasury Bonds': -0.1, 'Real Estate': 0.1, 'Gold': -0.05, 'Commodities': 0},\n",
|
|
"}\n",
|
|
"\n",
|
|
"# Run detailed scenario analysis\n",
|
|
"detailed_scenario_results = detailed_scenario_analysis(optimal_weights, returns, detailed_scenarios)\n",
|
|
"print(detailed_scenario_results)\n",
|
|
"\n",
|
|
"# Visualize scenario analysis results\n",
|
|
"plt.figure(figsize=(15, 10))\n",
|
|
"detailed_scenario_results[['Mean Return', 'Volatility', 'Sharpe Ratio', 'VaR 95%', 'CVaR 95%']].plot(kind='bar', subplots=True, layout=(3,2), sharex=False, figsize=(15,20))\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Visualize max drawdown for each scenario\n",
|
|
"plt.figure(figsize=(12, 6))\n",
|
|
"detailed_scenario_results['Max Drawdown'].plot(kind='bar')\n",
|
|
"plt.title('Max Drawdown Under Different Scenarios')\n",
|
|
"plt.xlabel('Scenario')\n",
|
|
"plt.ylabel('Max Drawdown')\n",
|
|
"plt.xticks(rotation=45, ha='right')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|