{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "M_Q9MHDzUEs1" }, "source": [ "# MAD Portfolio Optimization\n", "\n", "Keywords: glpk usage, portfolio optimization, value at risk, stock price data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.dates as mdates\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import random\n", "import scipy.stats as stats\n", "\n", "import shutil\n", "import sys\n", "import os.path\n", "\n", "if not shutil.which(\"pyomo\"):\n", " !pip install -q pyomo\n", " assert(shutil.which(\"pyomo\"))\n", "\n", "if not (shutil.which(\"glpsol\") or os.path.isfile(\"glpsol\")):\n", " if \"google.colab\" in sys.modules:\n", " !apt-get install -y -qq glpk-utils\n", " else:\n", " try:\n", " !conda install -c conda-forge glpk \n", " except:\n", " pass\n", "\n", "assert(shutil.which(\"glpsol\") or os.path.isfile(\"glpsol\"))\n", "\n", "from pyomo.environ import *" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "JGpo0yT6UEs6" }, "source": [ "## Investment objectives\n", "\n", "* Maximize returns\n", "* Reduce Risk through diversification" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "JGpo0yT6UEs6" }, "source": [ "## Why diversify?\n", "\n", "Investment portfolios are collections of investments that are managed for overall investment return. Compared to investing all of your capital into a single asset, maintaining a portfolio of investments allows you to manage risk through diversification." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "JGpo0yT6UEs6" }, "source": [ "### Reduce risk through law of large numbers\n", "\n", "Suppose there are a set of independent investment opportunities that will pay back between 0 and 300% of your original investment, and that all outcomes in that range are equally likely. You have $100,000 to invest. Should you put it all in one opportunity? Or should you spread it around?\n", "\n", "Here we simulate the outcomes of 1000 trials where we place all the money into a single investment of $100,000." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "colab_type": "code", "id": "lpS7bSylUEs7", "outputId": "7b384f2e-8605-4e61-fa1f-35202eba1c7c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Profit = $50737\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "W0 = 100000.00\n", "\n", "Ntrials = 10000\n", "Profit = list()\n", "for n in range(0, Ntrials):\n", " W1 = W0*random.uniform(0,3.00)\n", " Profit.append(W1 - W0)\n", "\n", "plt.figure(figsize=(10, 4))\n", "plt.hist(Profit, bins=100)\n", "plt.xlim(-100000, 200000)\n", "plt.xlabel('Profit')\n", "plt.ylabel('Frequency')\n", "\n", "print('Average Profit = ${:.0f}'.format(np.mean(Profit)))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "WA3hs_zcUEs_" }, "source": [ "As you would expect, about 1/3 of the time there is a loss, and about 2/3 of the time there is a profit. In the extreme we can lose all of our invested capital. Is this an acceptable investment outcome?\n", "\n", "Now let's see if what happens if we diversify our investment. We'll assume the investment outcomes have exactly the same probabilities. The only difference is that instead of one big investment of \\\\$100,000, we'll break our capital into 5 smaller sized investments of \\\\$20,000 each. We'll calculate the probability distribution of outcomes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "colab_type": "code", "id": "-muvX7waUEtA", "outputId": "863052cd-9290-449b-a61b-b5374298085e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Profit = $50042\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "W0 = 100000.00\n", "\n", "Ntrials = 10000\n", "Ninvestments = 5\n", "\n", "Profit = list()\n", "for n in range(0,Ntrials):\n", " W1 = sum([(W0/Ninvestments)*random.uniform(0,3.00) for _ in range(0,Ninvestments)])\n", " Profit.append(W1-W0)\n", "\n", "plt.figure(figsize=(10, 4))\n", "plt.hist(Profit, bins=100)\n", "plt.xlim(-100000, 200000)\n", "plt.xlabel('Profit')\n", "plt.ylabel('Frequency')\n", "\n", "print('Average Profit = ${:.0f}'.format(np.mean(Profit)))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "EPUVlEn4UEtD" }, "source": [ "What we observe is that even a small amount of diversification can dramatically reduce the downside risk of experiencing a loss. We also see the upside potential has been reduced. What hasn't changed is the that average profit remains at \\$50,000. Whether or not the loss of upside potential in order to reduce downside risk is an acceptable tradeoff depends on your individual attitude towards risk. " ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "z6tiEDQhUEtE" }, "source": [ "### Value at risk (VaR)\n", "\n", "[Value at risk (VaR)](https://en.wikipedia.org/wiki/Value_at_risk) is a measure of investment risk. Given a histogram of possible outcomes for the profit of a portfolio, VaR corresponds to negative value of the 5th percentile. That is, 5% of all outcomes would have a lower outcome, and 95% would have a larger outcome. \n", "\n", "The [conditional value at risk](https://en.wikipedia.org/wiki/Expected_shortfall) (also called the expected shortfall (ES), average value at risk (aVaR), and the expected tail loss (ETL)) is the negative of the average value of the lowest 5% of outcomes. \n", "\n", "The following cell provides an interactive demonstration. Use the slider to determine how to break up the total available capital into a number of smaller investments in order to reduce the value at risk to an acceptable (to you) level. If you can accept only a 5% probability of a loss in your portfolio, how many individual investments would be needed?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "cellView": "both", "colab": { "base_uri": "https://localhost:8080/", "height": 459 }, "colab_type": "code", "id": "XwIqG3z6UEtF", "outputId": "6a1515a6-0a92-42e0-c28e-8eed24ccb58b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Profit = $49825\n", "Value at Risk (95%) = $1004\n", "Conditional Value at Risk (95%) = $13011\n" ] }, { "data": { "image/png": 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+A7iwgLGYmZmZtUqF6lARwN8kBfDriJgKDIyItQARsVbSgALFZnbA/NjVzMwKpVDJ3fsiYk2SwD0m6ZVMD5Q0BZgCMGzYsFzFZ2ZmZtYqFSS5i4g1yXeFpAeBk4F1kgYlrXaDgIoGjp0KTAUoLS2NfMVsZmYtR1Ot4x4qxdqyvCd3kroD7SJiW7L8YeA7wAzgCuB7yfdD+Y7NbH/5MayZmbUUhWi5Gwg8KKn2+tMj4q+S5gD3SZoEvAFcXIDYzMysCNT3H1xuzbO2Iu/JXUSsAI6rp3wjcGa+4zEzMzMrJi1pKBQzMzMzO0CeW9YsS36/zszMWjInd2Zm1ibU/Q8zv4NnxcqPZc3MzMyKiFvuzOrwY1czM2vNnNyZmVmb5Me0Vqyc3Fmb4rGvzCxT/r2w1srJnbV5fgxrZuDfAise7lBhZmZmVkSc3JmZmZkVET+WNTMzy9D+dMJwxw3LNyd3VlT8zoyZ5ZMTN2uJnNxZq+ZkzszMbF8t7p07SedKWiqpTNL1hY7HzMzMrDVpUS13ktoDNwNnA+XAHEkzImJxYSMzMzNrWiZPE/wo13KtRSV3wMlAWUSsAJB0LzAecHJXhPxI1czs3TL5bXRCaI1pacndYGBV2no5cEqBYikKzZFA1fcj4sTMzKx57M/vaT5+g3OVQLrlMvdaWnKnespinx2kKcCUZHWPpJdzHlUbp5v2WS0BNhQmkrbj1LeXPgKu80Jwneef6zz/Gq3zOr/9OZOv67QQR+TjIi0tuSsHhqatDwHWpO8QEVOBqQCS5kZEaf7CM9d5/rnO8891nn+u8/xzneefpLn5uE5L6y07BxglaYSkTsAEYEaBYzIzMzNrNVpUy11EVEm6FpgJtAduj4hFBQ7LzMzMrNVoUckdQEQ8Cjya4e5TcxmL1ct1nn+u8/xzneef6zz/XOf5l5c6V0Q0vZeZmZmZtQot7Z07MzMzMzsABU/uJF0saZGkGkmldbbdkExDtlTSOWnl9U5RlnTEmC1pmaQ/JJ0ykNQ5WS9Ltg9v6hpthaQbJa2WND/5nJ+2Lef1b43zdHwHRtJKSQuTe3tuUtZP0mPJffqYpL5JuST9PKnrBZJOSDvPFcn+yyRdkVZ+YnL+suTY+oZzKnqSbpdUkT40VT7quaFrFLsG6tu/5TkkaaikJyUtUSpn+VJS3jLv84go6Ac4itS4L08BpWnlY4CXgM7ACGA5qU4W7ZPlkUCnZJ8xyTH3AROS5VuBzyXLnwduTZYnAH9o7BqFrpM81/+NwFfrKc95/fvT5P82Dda1PxnX4UqgpE7Z94Hrk+XrgZuS5fOBv5Aab3McMDsp7wesSL77Jst9k23PkxqWUMmx5xX6by5QPZ8GnAC8nM96bugaxf5poL79W57bOh8EnJAs9wReTeq2Rd7nBW+5i4glEbG0nk3jgXsjYk9EvAaUkZqe7O0pyiKiErgXGJ9kuB8C/pgcfwdwYdq57kiW/wicmezf0DUsP/Vvjau3rgscUzFIvx/r3qd3RsosoI+kQcA5wGMRsSkiNgOPAecm23pFxHOR+tW9M+1cbUpEPANsqlOcj3pu6BpFrYH6boh/y5tBRKyNiBeS5W3AElKzarXI+7zgyV0j6puKbHAj5QcBb0VEVZ3yfc6VbN+S7N/Qudqaa5Nm49vTmnvzUf/WON+fBy6Av0map9TsNgADI2ItpH6wgQFJebb3/OBkuW65peSjnhu6Rlvl3/I8SB5HHw/MpoXe53lJ7iQ9Lunlej6NtUI0NBVZtuX7c66i0kT93wIcBowF1gI/qj2snlM1d/1b41xvB+59EXECcB5wjaTTGtm3Oe95a5jrOTf8W54HknoADwDXRcTWxnatpyxv93lexrmLiLP247DGpiKrr3wDqWbPDsl/UaTvX3uuckkdgN6kmrSbnO6sGGRa/5KmAY8kq/mof2tcm7g/cyki1iTfFZIeJPUoap2kQRGxNnkUUpHs3lB9lwOn1yl/KikfUs/+lpKPem7oGm1ORKyrXfZveW5I6kgqsbs7Iv6UFLfI+7wlP5adAUxIeueMAEaRetmw3inKkmfUTwIXJcdfATyUdq7aHikXAX9P9m/oGm1GcqPU+hhQ2/sqH/VvjfN0fAdAUndJPWuXgQ+Tur/T78e69+nlSS+3ccCW5BHITODDkvomj7o+DMxMtm2TNC557+jytHNZfuq5oWu0Of4tz63k3rsNWBIRP07b1DLv80x6ieTyQ+omLAf2AOuSP7J22zdI9eZZSlovNFK9UF5Ntn0jrXwkqZu2DLgf6JyUd0nWy5LtI5u6Rlv5AHcBC4EFyQ00KJ/170+T//vUW9f+ZFR3I0n1AHwJWFRbf6TeEXoCWJZ890vKBdyc1PVC9u29f1Vy/5YBV6aVl5L6R3Q58EuSgeHb2ge4h9SjwL3J7/mkfNRzQ9co9k8D9e3f8tzW+ftJPSZdAMxPPue31PvcM1SYmZmZFZGW/FjWzMzMzLLk5M7MzMysiDi5MzMzMysiTu7MzMzMioiTOzMzM7Mi4uTOzIqepGpJ85OZWe6X1C3L4y+WtETSk5JKJf08KT9d0ntzE7WZ2f5xcmdmbcGuiBgbEccAlcBn0zcmA4029ns4Cfh8RJwREXMj4otJ+emAkzsza1Gc3JlZW/MP4HBJw5PWuF8BLwBDJU2UtDBp4bsJQNK3SA1gequkHyStdY8kk4d/Fvi3pFXwAwX6e8zM9uHkzszajGQ+zPNIjRgPcARwZ0QcT2q0/5uAD5GafP0kSRdGxHeAucBlEfG12nNFxErgVuAnSavgP/L3l5iZNczJnZm1BV0lzSeVpL1Bao5IgNcjYlayfBLwVESsj9SE6XcDp+U/VDOzA9MhHxeRdDvwEaAieeel7nYBPyM1T9tO4F8j4oV8xGZmbcKuiBibXpD62WFHelFeIzIzy5F8tdz9Dji3ke3nAaOSzxTgljzEZGaWbjbwQUklktoDE4GnmzhmG9Az55GZmWUhL8ldRDwDbGpkl/Gk3nuJ5BFJH0mD8hGbmRlARKwFbgCeBF4CXoiIh5o47GHgY+5QYWYtiSIiPxdK9Sx7pIHHso8A34uIfybrTwD/ERFz8xKcmZmZWZHIyzt3GajvXZd6s05JU0g9uqV79+4nHnnkkbmMy6wwNixLfZeMKmwcZkWuqibYW11DVXVQVVP7HVRV17yzrSaorsmuIaSdRDvVfot27VLLABIIkaym/gFMK6v9B1FS2ra33xPd9x9M1f8PqJIN2nfXfQrePlt9+zUnNbpKx/bt6NKxfXNftUWaN2/ehojon+vrtJTkrhwYmrY+BFhT344RMRWYClBaWhpz57pxz4rQb/8l9X3lnwsbh1krVlMTrNmyi/LNu1i9eRdr3trF6rTPmrd2sXtvzT7HCOjdqT0lPTrTv2dnSnp0oqRHZ/p060j3zh3o3qkD3Tq1p0fnDnTr3IHundrTrVMHundOfXfr1J6uHdvTrp3759i7SXo9H9dpKcndDOBaSfcCpwBbkvdfzMzMGhURrN2ym1fXbWPZuu0sXbeNZeu2saxiOzsrq/fZt6RHZwb36cKRB/fkQ0cMYHDfrgzq3YX+PbvQv0dnSnp2olunlvJPo9n+yddQKPeQmqanRFI58G2gI0BE3Ao8SmoYlDJSQ6FcmY+4zMysddlbXcOr67axsHwLC1Zv4ZW1W1m2bjvb9lS9vU9Jj84ccXAPPlk6lNEDezKsX7e3k7i28vjP2ra8JHcRMbGJ7QFck49YzMysdaiqrmH5+h0sKH+Lhau3sKB8C4vXbqWyKvUotWeXDhw1qBcXHj+Y0QN7MHpgT0YP7Enf7p0KHLlZYbnt2czMWoyKrbt54pUKHlu8jueWb2TX3tRj1e6d2nPM4N5cceqhvGdIH44d3Jth/br53Tazeji5MzOzgokIllVs57HF63hs8Trmr3oLgCF9u3Jx6RCOH9aH9wzuw8iS7k7kzDLk5M7MzPKquiaYu3JTKqFbso7XN+4E4Lghvfnqh0dz1piBHDGw59tDf5hZdpzcmZlZztXUBC+u2szDL63l0YVrqdi2h07t2/Heww9iymkjOfPIgRzcu0uhwzQrCk7uzMwsJyKCl1dv5eEFa/jzgrWsfmsXnTq044wj+vORYw/hjCMH0KOz/xkya27+f5WZmTWrsoptPPjiah5ZsJbXN+6kQztx2uj+fPWc0Zx11EB6dulY6BDNipqTOzMzO2ARwf8r28hv/rmCp5aup53gvYeV8PnTD+Ocow+mTzcPT2KWL07uzMxsv1VW1fDwS2v4zT9fY8narZT06MSXzx7NxJOH0b9n50KHZ9YmObkzM7Osbdm5l7uff507nl3Juq17GDWgBzd94j2MHzvYs0CYFZiTOzMzy9jqt3Yx7ZkV3Dd3FTsrq3n/4SXc9Ilj+eDo/h66xKyFcHJnZmZN2rB9Dzc/Wcbds94gCC447hA+8/6RjDmkV6FDM7M6nNyZmVmDtu3ey2/+8Rq/+ccKdu2t5qITh/Cls0YzuE/XQodmZg1wcmdmZu+ye281v5/1Ojc/WcbmnXs5/z0H8+Wzj+DwAT0KHZqZNSGr5E7SXOC3wPSI2JybkMzMrFCqqmt44IVyfvb4MtZs2c0HRpXwtXOO4NghfQodmpllKNuWuwnAlcCctETvbxERzR6ZmZnl1VNLK/juI4tZvn4Hxw3tww8vPo73Hl5S6LDMLEtZJXcRUQZ8Q9J/Ah8BbgdqJN0O/CwiNuUgRjMzy6HyzTv57iOLmbloHSNKunPrp07knKMHuverWSuV9Tt3ko4l1Xp3PvAAcDfwfuDvwNhmjc7MzHJmT1U1055ZwS+fLEOIr51zBJ/5wAg6d/A4dWatWbbv3M0D3gJuA66PiD3JptmS3tfcwZmZWW48tbSCG2csYuXGnZx3zMF88yNj3APWrEhk23J3cUSsSC+QNCIiXouIjzdjXGZmlgOrNqUewf5t8TpGlnTnzqtO5rTR/Qsdlpk1o2yTuz8CJ9RTdmLzhGNmZrlQVV3Dr59ZwS/+vgwh/v3cI5j0fj+CNStGGSV3ko4EjgZ6S0pvoesFdMnwHOcCPwPaA7+JiO/V2T4MuAPok+xzfUQ8msm5zcysYas27eS6P8xn3uubOffog/nPC/wI1qyYZdpydwSp3rF9gAvSyrcBk5s6WFJ74GbgbKCc1FAqMyJicdpu3wTui4hbJI0BHgWGZxifmZnVERE88MJqbpyxCAE/mzCW8WMHFzosM8uxjJK7iHgIeEjSqRHx3H5c52SgrPZ9PUn3AuOB9OQuSLUEAvQG1uzHdczMDHhrZyXfePBl/rxwLScP78ePLzmOIX27FTosM8uDTB/L/ntEfB+4VNLEutsj4otNnGIwsCptvRw4pc4+NwJ/k/QFoDtwViaxmZnZvp4t28CX73uJDdv38O/nHsHVpx1G+3Yes86srcj0seyS5Hvufl6nvl+VurNaTAR+FxE/knQqcJekYyKiZp8TSVOAKQDDhg3bz3DMzIrPnqpqfvS3V5n2jxWMKOnOg5e/j/cM6V3osMwszzJ9LPtw8n3Hfl6nHBiatj6Edz92nQScm1znOUldgBKgok4sU4GpAKWlpZ72zMwMKKvYxhfumc+StVu57JRhfONfjqJbp6zHqTezIpDpY9mHeXdL29si4qNNnGIOMErSCGA1qTlqL62zzxvAmcDvJB1Fqhfu+kziMzNry/6ycC1fvf8lOndsz28uL+WsMQMLHZKZFVCm/1n3wwO5SERUSboWmElqmJPbI2KRpO8AcyNiBvAVYJqkfyOVSP5rRLhlzsysAdU1wQ9mLuXWp5czdmgfbvnUCQzq7SFOzNq6TB/LPn2gF0rGrHu0Ttm30pYXA57CzMwsA5t3VPKFe17kn2UbuPSUYXz7gjEekNjMgMwfy94XEZ+UtJB9H88KiIg4NifRmZnZu7y8egtX3zWP9dv2cNMn3sMlJ7lzmZm9I9PHsl9Kvj+Sq0DMzKxpD8wr5+sPLqRf907c/9lTOW5on0KHZGYtTKaPZdcm369LOpjUoMQBzImIN3MYn5mZAZVVNfz3nxdz53Ovc+rIg/jFpcdT0qNzocMysxaoXTY7S/oM8DzwceAiYJakq3IRmJmZpVRs282l02Zx53OWZtn0AAAdrUlEQVSvM+W0kdw16WQndmbWoGwHQfoacHxEbASQdBDwLHB7cwdmZmawaM0WJt8xl8079/KLicdzwXGHFDokM2vhsk3uyoFtaevb2HdaMTMzayYzF73JdffOp0+3jtz/2VM5ZrBnmzCzpmXaW/bLyeJqYLakh0i9czee1GNaMzNrJhHBr55azg9mLmXs0D5M/fSJDOjVpdBhmVkrkWnLXc/ke3nyqfVQ84ZjZta27d5bzfUPLOD/5q/ho8cdwvcvOpYuHT1+nZllLtPesv+V60DMzNq6im27ufquebz4xlt89cOjueaMw5FU6LDMrJXJ6p07Sf2BfweOJjX3KwAR8aFmjsvMrE1J7zhxy2UncN57BhU6JDNrpbIaCgW4G3gFGAH8F7ASmNPMMZmZtSkzF73JRbc8R03A/Z891YmdmR2QbJO7gyLiNmBvRDwdEVcB43IQl5lZm3DHsyv57O/nMfrgnsy49n3uEWtmByzboVD2Jt9rJf0LsAYY0rwhmZkVv4jgh39bys1PLuesowbyy0uPd8cJM2sW2SZ3/y2pN/AV4BdAL+Dfmj0qM7Mitre6hhv+tJA/zitn4snD+O74o+nQPtsHKWZm9csquYuIR5LFLcAZzR+OmVlx21lZxefvfoGnlq7nurNG8aUzR7lHrJk1q2znlh0p6WFJGyRVSHpI0shcBWdmVkw2bt/DxKmzeObV9fzvx9/DdWeNdmJnZs0u2+cA04H7gIOBQ4D7gXuaOygzs2LzxsadXHTrc7zy5jZ+/elSJp48rNAhmVmRyja5U0TcFRFVyef3pKYhMzOzBry8egsfv+VZNu2oZPrkUzh7zMBCh2RmRSzTuWX7JYtPSroeuJdUUncJ8OccxWZm1uo9u3wDU+6cR68uHbh3yqkcPqBn0weZmR2ATDtUzCOVzNW+HHJ12rYAvtucQZmZFYP/V7aBq343h0MP6sadV53Cwb27NH2QmdkBynRu2RG5DsTMrJjUJnYjSrpz92dO4aAenQsdkpm1Edn2lu0o6YuS/ph8rpXUMcNjz5W0VFJZ8mi3vn0+KWmxpEWSpmcTm5lZS/Fs2QYm3eHEzswKI9tBjG8BOgK/StY/nZR9prGDJLUHbgbOBsqBOZJmRMTitH1GATcA74uIzZIGZBmbmVnBPVu2gavumMOh/ZzYmVlhZJvcnRQRx6Wt/13SSxkcdzJQFhErACTdC4wHFqftMxm4OSI2A0RERZaxmZkVVHpiN32yEzszK4xsh0KplnRY7UoygHF1BscNBlalrZcnZelGA6Ml/T9JsySdm2VsZmYF8+zyVGI3rF837nZiZ2YFlG3L3ddIDYeyglTP2UOBKzM4rr4h2OuOj9cBGAWcDgwB/iHpmIh4a58TSVOAKQDDhnkQUDMrvOeWb+Sq36USu+mTx1HixM7MCijj5E5SO2AXqQTsCFIJ2ysRsSeDw8uBoWnrQ4A19ewzKyL2Aq9JWppca076ThExFZgKUFpa6gGUzaygnNiZWUuT8WPZiKgBfhQReyJiQUS8lGFiB6kEbZSkEZI6AROAGXX2+T/gDABJJaQe067IND4zs3ybvSKV2A3p29WJnZm1GNm+c/c3SZ9QljNdR0QVcC0wE1gC3BcRiyR9R9JHk91mAhslLQaeBL4WERuzjM/MLC/mrtzElb+bw+C+XblnihM7M2s5sn3n7stAd6BK0m5Sj2YjIno1dWBEPAo8WqfsW2nLkZz/y1nGZGaWV/NXvcW//nYOB/fqwvTPnOLEzsxalKySu4jwpIhm1qa9vHoLn75tNgf16MT0yeMY0MtTiplZy5LRY1lJAyT9VNIjkv4/SU221JmZFZvFa7byqdtm07trR6ZPHue5Ys2sRcr0nbs7gR3AL4CewM9zFpGZWQv06rptfOq22XTt2J57Jo9jcJ+uhQ7JzKxemT6WPTgivpEsz5T0Qq4CMjNraZav386l02bToZ2YPnkcQ/t1K3RIZmYNyjS5k6S+vDMYcfv09YjYlIvgzMwKbeWGHVw6bRYQTJ98KiNKuhc6JDOzRmWa3PUG5rHvTBO1rXcBjGzOoMzMWoJVm3Zy6bRZ7K0O7pk8jsMH9Ch0SGZmTcoouYuI4TmOw8ysRVm1aScTp81iR2U190wexxEHe7AAM2sdsh3nzsys6K3atJMJU2exbfde7v7MOMYc4gECzKz1cHJnZpamNrHbvqeK6ZPHcczg3oUOycwsK07uzMwSb2zcyYSpz7FzbzV3f+YUJ3Zm1iplO7cskt4v6cpkub+kEc0flplZfr2+cQeXOLEzsyKQVXIn6dvAfwA3JEUdgd83d1BmZvm0csMOLvn1LHbvrWb6Z8Zx9CFO7Mys9cq25e5jwEdJzVZBRKwhNWOFmVmr9NqGHUyYOovK6hqmT3bnCTNr/bJ9564yIkJSAEjyaJ5m1mqtWL+dick4dtMnn8KRBzuxM7PWL9uWu/sk/RroI2ky8DgwrfnDMjPLreXrtzNh6iyqkgGKndiZWbHIquUuIn4o6WxgK3AE8K2IeCwnkZmZ5ciK9duZOHUWNRHcM2Ucowf67RIzKx5ZJXeS/g243wmdmbVWr23YwcRps6iucWJnZsUp28eyvYCZkv4h6RpJA3MRlJlZLry+cQcTp9a+Y+fEzsyKU1bJXUT8V0QcDVwDHAI8LenxnERmZtaM3ti4k4lTZ7GnKjWOneeKNbNitb8zVFQAbwIbgQHNF46ZWfNbtWknE6fNenuA4qMGufOEmRWvbAcx/pykp4AngBJgckQcm4vAzMyaQ/nmVGK3fU8Vv590igcoNrOil+07d4cC10XE0RHx7YhYnOmBks6VtFRSmaTrG9nvIkkhqTTL2MzM9rHmrV1MnDaLrbv28vtJnlLMzNqGjB7LSuoVEVuB7yfr/dK3R8SmJo5vD9wMnA2UA3MkzaibHErqCXwRmJ3xX2BmVo+1W1KJ3Vs7U4nde4Y4sTOztiHTlrvpyfc8YG7yPS9tvSknA2URsSIiKoF7gfH17PddUgnk7gzjMjN7lze37ObSabPZtL2SO686meOG9il0SGZmeZNRy11EfCT5HrGf1xkMrEpbLwdOSd9B0vHA0Ih4RNJXGzqRpCnAFIBhw4btZzhmVqxWbtjBZb+ZzZZde7lz0skcP6xvoUMyM8urbDtUPJFJWX2H1lMWaedoB/wE+EpTJ4qIqRFRGhGl/fv3z+DSZtZWLF6zlYtufY5de6u5d8o4TnBiZ2ZtUKbv3HUBugElkvryTrLWi9R4d00pB4amrQ8B1qSt9wSOAZ6SBHAwMEPSRyMik8e+ZtbGzXt9E1f+dg7dO3fgrknjOHxAj0KHZGZWEJmOc3c1cB2pRG4e7yR3W0l1lGjKHGCUpBHAamACcGntxojYQmpoFQCS4Va+6sTOzDLx9KvrufquuQzq3ZW7Jp3MkL7dCh2SmVnBZPrO3c+An0n6QkT8ItuLRESVpGuBmUB74PaIWCTpO8DciJiR7TnNzAD+vGAt1/3hRUYN6Mmdk06mpEfnQodkZlZQWc1QERG/kHQMMAboklZ+ZwbHPgo8WqfsWw3se3o2cZlZ23Tv82/w9QcXcuKhffnNFSfRu2vHQodkZlZwWSV3kr4NnE4quXsUOA/4J9Bkcmdm1px+/fRy/vcvr3D6Ef255bIT6dqpfaFDMjNrEbKdoeIi4EzgzYi4EjgO8DMQM8ubiOD7f32F//3LK3zk2EFM/XSpEzszszRZtdwBuyKiRlKVpF5ABTAyB3GZmb1LdU3wnw+9zPTZbzDx5GH894XH0L5dfSMtmZm1Xdkmd3Ml9QGmkeo1ux14vtmjMjOro7Kqhi/fN59HFqzl86cfxtfOOYJk6CQzM0uTbYeKzyeLt0r6K9ArIhY0f1hmZu/YWVnFZ3//As+8up6vn38kU047rNAhmZm1WJkOYnxCY9si4oXmC8nM7B1bdu7lyt89z/xVb/H9TxzLJ08a2vRBZmZtWKYtdz9qZFsAH2qGWMzM9lGxdTeX3/48K9bv4FeXncC5xwwqdEhmZi1epoMYn5HrQMzM0r2xcSefum02G7bv4bdXnsT7Di9p+iAzM8t6nLvL6yvPZBBjM7NMvfLmVi6/7Xkqq2uYPnkcY4f2KXRIZmatRra9ZU9KW+5Casy7F/AgxmbWTOa9vpkrf/s83Tp14P6rT2XUwJ6FDsnMrFXJtrfsF9LXJfUG7mrWiMyszXpkwRq+ct9LDOrdhbsmncLQft0KHZKZWauTbctdXTuBUc0RiJm1XRHBr55azg9mLqX00L5MvbyUft07FTosM7NWKdt37h4m1TsWUlOXjQHua+6gzKztqKyq4YY/LeSBF8oZP/YQbvrEsXTp6OnEzMz2V7Ytdz9MW64CXo+I8maMx8zakLd2VnL1XfOY/domrjtrFF86c5RnnTAzO0DZvnP3NEAyr2yHZLlfRGzKQWxmVsRe27CDq343h9Wbd/HTS8Zy4fGDCx2SmVlRyPax7BTgu8AuoAYQqce0I5s/NDMrVrNXbOTq38+jncT0yadQOrxfoUMyMysa2T6W/RpwdERsyEUwZlb8HphXzvV/WsCwft24/V9P4tCDuhc6JDOzopJtcrecVA9ZM7Os7K2u4QczlzL1mRW897CDuOWyE+ndrWOhwzIzKzrZJnc3AM9Kmg3sqS2MiC82a1RmVlTWbd3NF6a/yPMrN/HpcYfyrQvG0LF9u0KHZWZWlLJN7n4N/B1YSOqdOzOzRj23fCNfuOdFduyp4mcTxjJ+rDtOmJnlUrbJXVVEfHl/LiTpXOBnQHvgNxHxvTrbvwx8htQQK+uBqyLi9f25lpkVXk1NcOszy/nhzKWMKOnOPZNP8VRiZmZ5kG1y92TSY/Zh9n0s2+hQKJLaAzcDZwPlwBxJMyJicdpuLwKlEbFT0ueA7wOXZBmfmbUAW3bu5Sv3z+fxJRV85NhBfO8Tx9Kj84FOiGNmZpnI9tf20uT7hrSyTIZCORkoi4gVAJLuBcYDbyd3EfFk2v6zgE9lGZuZtQAvr97C5+6ex5tbdvNfHz2ay0891AMTm5nlUbaDGI/Yz+sMBlalrZcDpzSy/yTgL/t5LTMrgIjg3jmr+PaMRZR078Qfrj6VE4b1LXRYZmZtTraDGF9eX3lE3NnUofUd1sA1PgWUAh9sYPsUYArAsGHDmrismeXD5h2VfP3Bhfzl5Tc5bXR/fnrJWPp171TosMzM2qRsH8uelLbcBTgTeAFoKrkrB4amrQ8B1tTdSdJZwDeAD0bEnrrbASJiKjAVoLS0tN4E0czy55/LNvCV++ezaUcl1593JJM/MJL27fwY1sysULJ9LPuF9HVJvYG7Mjh0DjBK0ghgNTCBd97fqz3X8aSGWjk3IiqyicvM8m/33mp+MHMpt/3zNQ4f0IPbrjiJYwb3LnRYZmZt3oF2X9sJjGpqp4ioknQtMJPUUCi3R8QiSd8B5kbEDOAHQA/g/uTl6zci4qMHGJ+Z5cDSN7fxpXtf5JU3t3H5qYdyw3lH0bVT+0KHZWZmZP/O3cO8865cO2AMcF8mx0bEo8Cjdcq+lbZ8VjaxmFn+1dQEv3t2Jd/76yv06tKB3/7rSZxx5IBCh2VmZmmybbn7YdpyFfB6RJQ3Yzxm1kJVbN3NV+5/iX8s28CZRw7gpouOpaRH50KHZWZmdWSU3Ek6HBgYEU/XKf+ApM4RsTwn0ZlZwe2srOK2f7zGrU8vpzqC/77wGC47ZZjHrjMza6Eybbn7KfD1esp3JdsuaLaIzKxFqKqu4Y/zyvnxY69SsW0P5xw9kOvPO4oRJd0LHZqZmTUi0+RueEQsqFsYEXMlDW/WiMysoCKCv79Swff+8grLKrZzwrA+/OqyEygd3q/QoZmZWQYyTe66NLKta3MEYmaFN3/VW/zvo0uY/domRpZ059ZPncA5Rx/sR7BmZq1IpsndHEmTI2JaeqGkScC85g/LzPKprGI7P338VR5ZsJaSHp347oXHMOGkoXRs367QoZmZWZYyTe6uAx6UdBnvJHOlQCfgY7kIzMxy74U3NnPrU8t5bMk6unRozxfPHMWU00bSo/OBDoFpZmaFktEveESsA94r6QzgmKT4zxHx95xFZmY5ERE89ep6bn1qObNf20Tvrh35wodGccWph3KQhzYxM2v1sp1+7EngyRzFYmY5VFVdw58XruWWp5bzypvbGNS7C//5kTFMOGko3d1SZ2ZWNPyLblbktu+p4oF55Uz7xwrKN+9i1IAe/PDi4/jocYfQqYPfqTMzKzZO7syK1MurtzD9+Td46MXV7Kis5sRD+3LjBUfzoSMH0K6de7+amRUrJ3dmRWRXZTWPLFjD3bPfYP6qt+jSsR0XHHsIl54yjOOH9S10eGZmlgdO7syKQFnFNu6e/QYPzCtn6+4qDh/Qg29fMIaPHz+E3t06Fjo8MzPLIyd3Zq3Uxu17eHThWma8tIY5KzfTsb0475hBXHbKME4e0c8DD5uZtVFO7sxaka279zLz5TeZ8dIanl2+keqaYPTAHlx/3pFcdOIQSjyUiZlZm+fkzqyF21VZzROvrGPG/DU8tXQ9ldU1DO3Xlc9+cCQXHHcIRx7cq9AhmplZC9Kqk7uVW1dy5V+vLHQYZs2umjeprg5eu+Mitu7aS3VN0KlDOwaP6URJj8706NyBxQGL5xc6UjMza2ladXJnVix2VVazdfdetuzay9bdVYyOqlR5VFPSozMHde9Ez64d8Vt0ZmbWFEVEoWPYb6WlpTF37txCh2GWlYptu1mydhuL12zl5TVbmL1iExu27wFgcJ+unHrYQfzHm1+hV5cOdJ781wJHa2ZmzUXSvIgozfV13HJnliN7q2tYsX4Hi9duYcnabSxZu5Ula7eyYXvl2/sM7tOV9x9+EKcedhCnjixhaL+uqV6uv3XHCDMz2z9O7swO0O691axYv4NlFdtYXrGdZRXbKavYzsqNO9hbnWoZ79ShHaMH9uCMIwZw1KBejDmkF0cd3Mtj0JmZWbPLW3In6VzgZ0B74DcR8b062zsDdwInAhuBSyJiZb7iM6tPTU2waWclFVv3ULFtNxXb9rB+2x4qtu6mfPMuytZv541NO6l9u6GdYPhB3TlsQA/OGjOQIw/uyVGDejGypDsd2nseVzMzy728JHeS2gM3A2cD5cAcSTMiYnHabpOAzRFxuKQJwE3AJfmIz9qOiGBPVQ2bdlSyaUclG7bvYeP2SjbuqP2uZOP2PWzYXknFtt1s2F5Jdc2730vt2aUDh/TuyjGDe3Ph2MGMGtiDwwf0YERJdzp3aF+Av8zMzCwlXy13JwNlEbECQNK9wHggPbkbD9yYLP8R+KUkRWvu8dHCRQQRELXLkKzH2y1R6eu1+wFv70ud7TVvnzNVUJO2vXZbTQQ1b68H1TW1ZUF1TVBVE1RVB1U1Nan16tqyGqpqgsqqGvZW11BZXUNl1Tvfe5Pv3Xtr2LZ7L9v3VLF1dxXbd1exbc9etu+uYvueqrcfldbVqUM7Srp34qAenenXvRNHHtyTAb06M6BnFwb07Pz2cv+enenS0QmcmZm1TPlK7gYDq9LWy4FTGtonIqokbQEOAjbkJcIidN+cVXzzoZeTJCvelcQVm/btRKf27ejcsR09u3SgZ+eO9OjSgUP6dKFH5x707JJa79G5A/26d+KgJJEr6ZH67t6pvafsMjOzVi9fyV19/2LWTS8y2QdJU4ApyeoeSS8fYGyWnRKccOfPVQLXeSG4zvPPdZ5/rvP8OyIfF8lXclcODE1bHwKsaWCfckkdgN7ApronioipwFQASXPzMV6MvcN1nn+u8/xzneef6zz/XOf5Jykvg/Pmq/veHGCUpBGSOgETgBl19pkBXJEsXwT83e/bmZmZmWUnLy13yTt01wIzSQ2FcntELJL0HWBuRMwAbgPuklRGqsVuQj5iMzMzMysmeRvnLiIeBR6tU/attOXdwMVZnnZqM4Rm2XGd55/rPP9c5/nnOs8/13n+5aXOW/XcsmZmZma2Lw+Zb2ZmZlZECp7cSbpY0iJJNZJK62y7QVKZpKWSzkkrPzcpK5N0fVr5CEmzJS2T9Iek8waSOifrZcn24U1do62QdKOk1ZLmJ5/z07blvP6tcQ3VtWVG0kpJC5N7e25S1k/SY8l9+pikvkm5JP08qesFkk5IO88Vyf7LJF2RVn5icv6y5Ng2OVCipNslVaQPTZWPem7oGsWugfr2b3kOSRoq6UlJS5TKWb6UlLfM+zySWQIK9QGOIjXuy1NAaVr5GOAloDMwAlhOqjNG+2R5JNAp2WdMcsx9wIRk+Vbgc8ny54Fbk+UJwB8au0ah6yTP9X8j8NV6ynNe//40+b9Ng3XtT8Z1uBIoqVP2feD6ZPl64KZk+XzgL6TG3BwHzE7K+wErku++yXLfZNvzwKnJMX8Bziv031ygej4NOAF4OZ/13NA1iv3TQH37tzy3dT4IOCFZ7gm8mtRti7zPC95yFxFLImJpPZvGA/dGxJ6IeA0oIzWN2dtTmUVEJXAvMD7JcD9EauoygDuAC9POdUey/EfgzGT/hq5h+al/a1y9dV3gmIpB+v1Y9z69M1JmAX0kDQLOAR6LiE0RsRl4DDg32dYrIp6L1K/unWnnalMi4hnePS5pPuq5oWsUtQbquyH+LW8GEbE2Il5IlrcBS0jNrNUi7/OCJ3eNqG/KssGNlB8EvBURVXXK9zlXsr12arOGztXWXJs0G9+e1tybj/q3xvn+PHAB/E3SPKVmtwEYGBFrIfWDDQxIyrO95wcny3XLLSUf9dzQNdoq/5bnQfI4+nhgNi30Ps9LcifpcUkv1/NprBWioenIsi3fn3MVlSbq/xbgMGAssBb4Ue1h9ZyquevfGud6O3Dvi4gTgPOAaySd1si+zXnPW8Ncz7n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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#@title Value at Risk (VaR) Demo { run: \"auto\", vertical-output: true }\n", "Ninvestments = 8 #@param {type:\"slider\", min:1, max:20, step:1}\n", "\n", "from statsmodels.distributions import ECDF\n", "\n", "W0 = 100000.00\n", "Ntrials = 10000\n", "\n", "def sim(Ninvestments = 5):\n", "\n", " Profit = list()\n", " for n in range(0, Ntrials):\n", " W1 = sum([(W0/Ninvestments)*random.uniform(0,3.00) for _ in range(0,Ninvestments)])\n", " Profit.append(W1-W0)\n", " \n", " print('Average Profit = ${:.0f}'.format(np.mean(Profit)).replace('$-','-$'))\n", "\n", " VaR = -sorted(Profit)[int(0.05*Ntrials)]\n", " print('Value at Risk (95%) = ${:.0f}'.format(VaR).replace('$-','-$'))\n", " \n", " cVaR = -sum(sorted(Profit)[0:int(0.05*Ntrials)])/(0.05*Ntrials)\n", " print('Conditional Value at Risk (95%) = ${:.0f}'.format(cVaR).replace('$-','-$'))\n", "\n", " plt.figure(figsize=(10,6))\n", " plt.subplot(2, 1, 1)\n", " plt.hist(Profit, bins=100)\n", " plt.xlim(-100000, 200000)\n", " plt.plot([-VaR, -VaR], plt.ylim())\n", " plt.xlabel('Profit')\n", " plt.ylabel('Frequency')\n", "\n", " plt.subplot(2, 1, 2)\n", " ecdf = ECDF(Profit)\n", " x = np.linspace(min(Profit), max(Profit))\n", " plt.plot(x, ecdf(x))\n", " plt.xlim(-100000, 200000)\n", " plt.ylim(0,1)\n", " plt.plot([-VaR, -VaR], plt.ylim())\n", " plt.plot(plt.xlim(), [0.05, 0.05])\n", " plt.xlabel('Profit')\n", " plt.ylabel('Cumulative Probability');\n", " \n", "sim(Ninvestments)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "AktTyjuOUEtH" }, "source": [ "## Import historical stock price data" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 406 }, "colab_type": "code", "id": "j7klts-jUEtI", "outputId": "a2e81a45-43bf-46b8-c473-e6e8ad4e5b9c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['AAPL', 'AXP', 'BA', 'CAT', 'CSCO', 'CVX', 'DIS', 'GE', 'HD', 'IBM', 'INTC', 'JNJ', 'JPM', 'KO', 'MCD', 'MMM', 'MRK', 'MSFT', 'NKE', 'PFE', 'PG', 'T', 'TRV', 'UNH', 'UTX', 'VZ', 'WMT', 'XOM']\n" ] }, { "data": { "text/html": [ "
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AAPLAXPBACATCSCOCVXDISGEHDIBM...NKEPFEPGTTRVUNHUTXVZWMTXOM
2019-05-24178.97119.51354.90122.9054.37118.71132.799.45193.59132.28...81.926341.95106.6932.27147.94247.63131.4059.32102.6774.10
2019-05-28178.23118.17354.88121.5953.93118.31132.629.36191.55130.46...80.969141.90104.4631.93146.28242.06129.9258.73102.4272.61
2019-05-29177.38117.01348.80121.4853.18116.77131.579.37189.99129.69...78.645741.72104.1931.91145.07242.40129.4758.18102.1272.16
2019-05-30178.30116.74349.87121.8453.57115.38132.209.47191.08129.57...79.034641.90105.3331.86145.73243.50128.4056.83102.1971.97
2019-05-31175.07114.71341.61119.8152.03113.85132.049.44189.85126.99...77.140041.52102.9130.58145.57241.80126.3054.35101.4470.77
\n", "

5 rows × 28 columns

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" ], "text/plain": [ " AAPL AXP BA CAT CSCO CVX DIS GE \\\n", "2019-05-24 178.97 119.51 354.90 122.90 54.37 118.71 132.79 9.45 \n", "2019-05-28 178.23 118.17 354.88 121.59 53.93 118.31 132.62 9.36 \n", "2019-05-29 177.38 117.01 348.80 121.48 53.18 116.77 131.57 9.37 \n", "2019-05-30 178.30 116.74 349.87 121.84 53.57 115.38 132.20 9.47 \n", "2019-05-31 175.07 114.71 341.61 119.81 52.03 113.85 132.04 9.44 \n", "\n", " HD IBM ... NKE PFE PG T TRV \\\n", "2019-05-24 193.59 132.28 ... 81.9263 41.95 106.69 32.27 147.94 \n", "2019-05-28 191.55 130.46 ... 80.9691 41.90 104.46 31.93 146.28 \n", "2019-05-29 189.99 129.69 ... 78.6457 41.72 104.19 31.91 145.07 \n", "2019-05-30 191.08 129.57 ... 79.0346 41.90 105.33 31.86 145.73 \n", "2019-05-31 189.85 126.99 ... 77.1400 41.52 102.91 30.58 145.57 \n", "\n", " UNH UTX VZ WMT XOM \n", "2019-05-24 247.63 131.40 59.32 102.67 74.10 \n", "2019-05-28 242.06 129.92 58.73 102.42 72.61 \n", "2019-05-29 242.40 129.47 58.18 102.12 72.16 \n", "2019-05-30 243.50 128.40 56.83 102.19 71.97 \n", "2019-05-31 241.80 126.30 54.35 101.44 70.77 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S_hist = pd.read_csv('data/Historical_Adjusted_Close.csv', index_col=0)\n", "\n", "S_hist.dropna(axis=1, how='any', inplace=True)\n", "S_hist.index = pd.DatetimeIndex(S_hist.index)\n", "\n", "portfolio = list(S_hist.columns)\n", "print(portfolio)\n", "S_hist.tail()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "PVfSUAf_UEtL" }, "source": [ "## Select a recent subperiod of the historical data" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 372 }, "colab_type": "code", "id": "6k_ZV2BBUEtL", "outputId": "dbf15296-0e42-42b9-9801-5b280c560813" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start Date: 2017-11-28 00:00:00\n", " End Date: 2019-05-31 00:00:00\n" ] }, { "data": { "text/html": [ "
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5 rows × 28 columns

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" ], "text/plain": [ " AAPL AXP BA CAT CSCO CVX \\\n", "2017-11-28 169.1244 93.2036 259.9291 134.2662 36.0972 109.9599 \n", "2017-11-29 165.6162 94.4949 261.1997 133.3678 35.8580 110.6492 \n", "2017-11-30 167.9322 95.5807 268.4741 136.3528 35.6858 112.3583 \n", "2017-12-01 167.1504 95.7274 263.2171 136.7102 35.9728 112.8493 \n", "2017-12-04 165.9289 96.4415 269.6089 136.6909 36.0876 114.1052 \n", "\n", " DIS GE HD IBM ... NKE PFE \\\n", "2017-11-28 100.9739 17.0878 170.5630 142.4311 ... 58.4100 34.0208 \n", "2017-11-29 102.7608 17.1528 172.0796 143.4400 ... 59.1746 34.3624 \n", "2017-11-30 102.3507 16.9765 174.5747 143.8323 ... 59.2335 34.4099 \n", "2017-12-01 102.7706 16.5959 175.1572 144.5703 ... 58.9001 34.4953 \n", "2017-12-04 107.6235 16.6609 179.5065 146.1584 ... 59.1165 34.2201 \n", "\n", " PG T TRV UNH UTX VZ WMT \\\n", "2017-11-28 85.0389 32.3601 128.5122 211.7681 113.8682 45.6521 93.0304 \n", "2017-11-29 85.0199 33.3286 129.9808 218.3718 114.3035 46.6620 93.7899 \n", "2017-11-30 85.6001 33.2372 130.9857 224.2896 117.4862 47.5878 93.4726 \n", "2017-12-01 85.9521 33.3468 131.6040 222.9232 116.1996 47.9244 93.5880 \n", "2017-12-04 86.9509 34.0503 131.7489 217.6544 116.1222 48.3639 93.2611 \n", "\n", " XOM \n", "2017-11-28 76.6965 \n", "2017-11-29 77.2599 \n", "2017-11-30 78.2178 \n", "2017-12-01 78.3775 \n", "2017-12-04 78.4808 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nYears = 1.5\n", "start = S_hist.index[-int(nYears*252)]\n", "end = S_hist.index[-1]\n", "\n", "print('Start Date:', start)\n", "print(' End Date:', end)\n", "\n", "S = S_hist.loc[start:end]\n", "S.head()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 506 }, "colab_type": "code", "id": "VcOW8aaXUEtP", "outputId": "1188283b-ca67-4556-9353-2cfa402be80e" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14,9))\n", "S.plot(ax=ax, logy=True)\n", "\n", "ax.xaxis.set_major_locator(mdates.YearLocator())\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%m-%Y'))\n", "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "cFWVDfhQUEtS" }, "source": [ "## Return on a portfolio\n", "\n", "Given a portfolio with value $W_t$ at time $t$, return on the portfolio at $t_{t +\\delta t}$ is defined as\n", "\n", "$$\n", "\\begin{align*}\n", "r_{t + \\delta t} & = \\frac{W_{t + \\delta t} - W_{t}}{W_{t}}\n", "\\end{align*}\n", "$$\n", "\n", "For the period from $[t, t+\\delta t)$ we assume there are $n_{j,t}$ shares of asset $j$ with a starting value of $S_{j,t}$ per share. The initial and final values of the portfolio are then \n", "\n", "$$\n", "\\begin{align*}\n", "W_t & = \\sum_{j=1}^J n_{j,t}S_{j,t} \\\\\n", "W_{t+\\delta t} & = \\sum_{j=1}^J n_{j,t}S_{j,t + \\delta t}\n", "\\end{align*}\n", "$$\n", "\n", "The return of the portfolio is given by\n", "\n", "$$\n", "\\begin{align*}\n", "r_{t+\\delta t} & = \\frac{W_{t + \\delta t} - W_{t}}{W_{t}} \\\\\n", "& = \\frac{\\sum_{j=1}^Jn_{j,t}S_{j,t+\\delta t} - \\sum_{j=1}^J n_{j,t}S_{j,t}}{W_{t}} \\\\\n", "& = \\frac{\\sum_{j=1}^J n_{j,t}S_{j,t}r_{j, t+\\delta t}}{W_{t}} \\\\\n", "& = \\sum_{j=1}^J \\frac{n_{j,t}S_{j,t}}{W_{t}} r_{j, t+\\delta t}\n", "\\end{align*}\n", "$$\n", "\n", "where $r_{j,t+\\delta t}$ is the return on asset $j$ at time $t+\\delta t$. \n", "\n", "Defining $W_{j,t} = n_{j,t}S_{j,t}$ as the wealth invested in asset $j$ at time $t$, then $w_{j,t} = n_{j,t}S_{j,t}/W_{t}$ is the fraction of total wealth invested in asset $j$ at time $t$. The portfolio return is then given by \n", "\n", "$$\n", "\\begin{align*}\n", "r_{t+\\delta t} & = \\sum_{j=1}^J w_{j,t} r_{j, t+\\delta t} \n", "\\end{align*}\n", "$$\n", "\n", "on a single interval extending from $t$ to $t + \\delta t$." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "cFWVDfhQUEtS" }, "source": [ "### Equally weighted portfolio\n", "\n", "An equally weighted portfolio allocates an equal amount of capital to each component of the portfolio. The allocation can be done once and held fixed thereafter, or could be reallocated periodically as asset prices change in relation to one another." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "cFWVDfhQUEtS" }, "source": [ "#### Constant fixed allocation\n", "\n", "If the initial allocation among $J$ assets takes place at $t=0$, then\n", "\n", "$$w_{j,0} = \\frac{1}{J} = \\frac{n_{j,0} S_{j, t=0}}{W_{0}}$$\n", "\n", "The number of assets of type $j$ included in the portfolio is given by\n", "\n", "$$n_{j,0} = \\frac{W_0}{J S_{j,0}} $$\n", "\n", "which is then fixed for all later times $t > 0$. The value of the portfolio is given by\n", "\n", "$$\n", "\\begin{align*}\n", "W_t & = \\sum_{j=1}^J n_{j,0}S_{j,t} \\\\\n", "& = \\frac{W_{0}}{J} \\sum_{j=1}^J \\frac{S_{j,t}}{S_{j,0}}\n", "\\end{align*}\n", "$$\n", "\n", "Note that this portfolio is guaranteed to be equally weighted only at $t=0$. Changes in the relative prices of assets cause the relative weights of assets in the portfolio to change over time." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "cFWVDfhQUEtS" }, "source": [ "#### Continually rebalanced\n", "\n", "Maintaining an equally weighted portfolio requires buying and selling of component assets as prices change relative to each other. To maintain an equally portfolio comprised of $J$ assets where the weights are constant in time,\n", "\n", "$$\n", "\\begin{align*}\n", "w_{j,t} & = \\frac{1}{J} = \\frac{n_{j,t}S_{j,t}}{W_t} & \\forall j, t\n", "\\end{align*}\n", "$$\n", "\n", "Assuming the rebalancing occurs at fixed points in time $t_k$ separated by time steps $\\delta t$, then on each half-closed interval $[t_k, t_k+\\delta t)$\n", "\n", "$$\n", "\\begin{align*}\n", "n_{j,t} & = \\frac{W_{t_k}}{J S_{j,t_k}} \\\\\n", "\\end{align*}\n", "$$\n", "\n", "The portfolio\n", "\n", "$$\n", "\\begin{align*}\n", "W_{t_k + \\delta t} & = \\sum_{j=1}^J n_{j,t_k} S_{j, t_k + \\delta t}\n", "\\end{align*}\n", "$$\n", "\n", "$$\n", "\\begin{align*}\n", "W_{t_k + \\delta t} & = W_{t_k} \\sum_{j=1}^J \\frac{S_{j, t_k + \\delta t}}{J S_{j,t_k}}\n", "\\end{align*}\n", "$$\n", "\n", "Letting $t_{k+1} = t_k + \\delta t$, then the following recursion describes the dynamics of an equally weighted, continually rebalanced portfolio at the time steps $t_0, t_1, \\ldots$. Starting with values $W_{t_0}$ and $S_{j, t_0}$, \n", "\n", "$$\n", "\\begin{align*}\n", "n_{j,t_k} & = \\frac{W_{t_k}}{J S_{j,t_k}} \\\\\n", "W_{t_{k+1}} & = \\sum_{j=1}^J n_{j,t_k} S_{j, t_{k+1}}\n", "\\end{align*}\n", "$$\n", "\n", "which can be simulated as a single equation\n", "\n", "$$\n", "\\begin{align*}\n", "W_{t_{k+1}} & = W_{t_k} \\sum_{j=1}^J \\frac{S_{j, t_{k+1}}}{J S_{j,t_k}}\n", "\\end{align*}\n", "$$\n", "\n", "or in closed-form\n", "\n", "$$\n", "\\begin{align*}\n", "W_{t_{K}} & = W_{0} \\prod_{k=0}^{K-1} \\sum_{j=1}^J \\frac{S_{j, t_{k+1}}}{J S_{j,t_k}}\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "colab_type": "code", "id": "JL71p368UEtT", "outputId": "48269b3b-5490-43f2-a9f4-5ceba3260af6" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "\n", "portfolio = S.columns\n", "J = len(portfolio)\n", "\n", "# equal weight with no rebalancing\n", "n = 100.0/S.iloc[0]/J\n", "W_fixed = sum(n[s]*S[s] for s in portfolio)\n", "W_fixed.plot(color='r',lw=4)\n", "\n", "# equal weighting with continual rebalancing\n", "R = (S[1:]/S.shift(1)[1:]).sum(axis=1)/len(portfolio)\n", "W_rebal = 100*R.cumprod()\n", "W_rebal.plot(color='b', lw=4)\n", "\n", "# individual assets\n", "for s in portfolio:\n", " (100.0*S[s]/S[s][0]).plot(lw=0.4)\n", " \n", "plt.legend(['Fixed Allocation','Continually Rebalanced'])\n", "plt.ylabel('Value');\n", "plt.title('Value of an equally weighted portfolio')\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 441 }, "colab_type": "code", "id": "-098NtzxUEtW", "outputId": "e18c0300-38d4-4df6-816d-ba90ea802ee7" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "\n", "plt.subplot(2,1,1)\n", "W_fixed.plot()\n", "W_rebal.plot()\n", "plt.legend(['Fixed Allocation','Continually Rebalanced'])\n", "plt.ylabel('Value')\n", "plt.title('Comparing a Fixed and Continually Rebalanced Portfolio')\n", "plt.grid(True)\n", "\n", "plt.subplot(2,1,2)\n", "(100.0*(W_rebal-W_fixed)/W_fixed).plot()\n", "plt.title('Added value of a Rebalanced Portfolio relative to a Fixed Portfolio')\n", "plt.ylabel('percent')\n", "plt.grid(True)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ud7OPen0UEtY" }, "source": [ "### Component returns\n", "\n", "Given data on the prices for a set of assets over an historical period $t_0, t_1, \\ldots, t_K$, an estimate the mean arithmetic return is given by the mean value\n", "\n", "$$\n", "\\begin{align*}\n", "\\hat{r}_{j,t_K} & = \\frac{1}{K}\\sum_{k=1}^{K} r_{t_k} \\\\\n", "& = \\sum_{k=1}^{K} \\frac{S_{j,t_{k}}-S_{j,t_{k-1}}}{S_{j,t_{k-1}}}\n", "\\end{align*}\n", "$$\n", "\n", "At any point in time, $t_k$, a mean return can be computed using the previous $H$ intervals\n", "\n", "$$\n", "\\begin{align*}\n", "\\hat{r}^H_{j,t_k} & = \\frac{1}{H}\\sum_{h=0}^{H-1} r_{t_{k-h}} \\\\\n", "& = \\frac{1}{H} \\sum_{h=0}^{H-1}\\frac{S_{j,t_{k-h}} - S_{j,t_{k-h-1}}}{S_{j,t_{k-h-1}}}\n", "\\end{align*}\n", "$$\n", "\n", "Arithmetic returns are computed so that subsequent calculations combine returns across components of a portfolio." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6yt0SwMdUEtY" }, "source": [ "## Measuring deviation in component returns" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6yt0SwMdUEtY" }, "source": [ "### Mean absolute deviation" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 740 }, "colab_type": "code", "id": "CUWGztQyUEtZ", "outputId": "59b2292b-5a56-463d-84eb-c556ee512009" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def roll(H):\n", " \"\"\"Plot mean returns, mean absolute deviation, and standard deviation for last H days.\"\"\"\n", " K = len(S.index)\n", " R = S[K-H-1:K].diff()[1:]/S[K-H-1:K].shift(1)[1:]\n", " AD = abs(R - R.mean())\n", " \n", " plt.figure(figsize = (12, 0.35*len(R.columns)))\n", " ax = [plt.subplot(1,3,i+1) for i in range(0,3)]\n", " \n", " idx = R.columns.argsort()[::-1]\n", "\n", " R.mean().iloc[idx].plot(ax=ax[0], kind='barh')\n", " ax[0].set_title('Mean Returns');\n", " \n", " AD.mean().iloc[idx].plot(ax=ax[1], kind='barh')\n", " ax[1].set_title('Mean Absolute Difference')\n", "\n", " R.std().iloc[idx].plot(ax=ax[2], kind='barh')\n", " ax[2].set_title('Standard Deviation')\n", " \n", " for a in ax: a.grid(True)\n", " plt.tight_layout()\n", "\n", "roll(500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing mean absolute deviation to standard deviation" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "colab_type": "code", "id": "xZ3iBNd8UEth", "outputId": "ff402124-0b9a-4630-c813-54b08e290cc2" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "R = (S.diff()[1:]/S.shift(1)[1:]).dropna(axis=0, how='all')\n", "AD = abs(R - R.mean())\n", "\n", "plt.plot(R.std(), AD.mean(), 'o')\n", "plt.xlabel('Standard Deviation')\n", "plt.ylabel('Mean Absolute Deviation')\n", "\n", "plt.plot([0,R.std().max()],[0,np.sqrt(2.0/np.pi)*R.std().max()])\n", "plt.legend(['Portfolio Components','sqrt(2/np.pi)'],loc='best')\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Return versus mean absolute deviation for an equally weighted continually rebalanced portfolio" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 403 }, "colab_type": "code", "id": "Jr1kKdLYUEtj", "outputId": "dbf38831-d11e-4888-8ce6-ad312c8dff91" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "for s in portfolio:\n", " plt.plot(AD[s].mean(), R[s].mean(),'s')\n", " plt.text(AD[s].mean()*1.03, R[s].mean(), s)\n", " \n", "R_equal = W_rebal.diff()[1:]/W_rebal[1:]\n", "M_equal = abs(R_equal-R_equal.mean()).mean()\n", "\n", "plt.plot(M_equal, R_equal.mean(), 'ro', ms=15)\n", "\n", "plt.xlim(0, 1.1*max(AD.mean()))\n", "plt.ylim(min(0, 1.1*min(R.mean())), 1.1*max(R.mean()))\n", "plt.plot(plt.xlim(),[0,0],'r--');\n", "plt.title('Risk/Return for an Equally Weighted Portfolio')\n", "plt.xlabel('Mean Absolute Deviation')\n", "plt.ylabel('Mean Daily Return');\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "YYn2xouQUEtn" }, "source": [ "## MAD porfolio" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "m1wySe3pUEtn" }, "source": [ "The linear program is formulated and solved using the pulp package. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 338 }, "colab_type": "code", "id": "DnQ3znQ1UEto", "outputId": "4332472d-a2fa-40e1-c6f3-9f7e1f9e4239" }, "outputs": [ { "data": { "text/html": [ "
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NKE PFE \\\n", "2017-11-29 0.016889 0.005060 0.008521 0.007281 ... 0.012214 0.009439 \n", "2017-11-30 -0.004798 -0.009022 0.014129 0.002932 ... 0.000119 0.000780 \n", "2017-12-01 0.003295 -0.021163 0.002966 0.005328 ... -0.006505 0.001880 \n", "2017-12-04 0.046413 0.005173 0.024461 0.011182 ... 0.002798 -0.008580 \n", "2017-12-05 -0.028025 -0.009331 -0.011457 -0.006897 ... 0.004449 -0.012528 \n", "\n", " PG T TRV UNH UTX VZ \\\n", "2017-11-29 -0.000793 0.029980 0.011030 0.030717 0.003451 0.021583 \n", "2017-11-30 0.006255 -0.002692 0.007334 0.026633 0.027473 0.019302 \n", "2017-12-01 0.003543 0.003348 0.004323 -0.006559 -0.011323 0.006534 \n", "2017-12-04 0.011051 0.021147 0.000704 -0.024102 -0.001038 0.008632 \n", "2017-12-05 -0.000680 -0.019268 -0.008024 -0.006474 0.001711 -0.016007 \n", "\n", " WMT XOM \n", "2017-11-29 0.007846 0.007479 \n", "2017-11-30 -0.003701 0.012531 \n", "2017-12-01 0.000917 0.002175 \n", "2017-12-04 -0.003811 0.001451 \n", "2017-12-05 0.008135 -0.008004 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = R - R.mean()\n", "a.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 615 }, "colab_type": "code", "id": "UQ9l56EvUEtu", "outputId": "77c6e435-1b4c-4ba4-cb5d-9749bd1f9341" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyomo.environ import *\n", "\n", "a = R - R.mean()\n", "\n", "m = ConcreteModel()\n", "\n", "m.w = Var(R.columns, domain=NonNegativeReals)\n", "m.y = Var(R.index, domain=NonNegativeReals)\n", "\n", "m.MAD = Objective(expr=sum(m.y[t] for t in R.index)/len(R.index), sense=minimize)\n", "\n", "m.c1 = Constraint(R.index, rule = lambda m, t: m.y[t] + sum(a.loc[t,s]*m.w[s] for s in R.columns) >= 0)\n", "m.c2 = Constraint(R.index, rule = lambda m, t: m.y[t] - sum(a.loc[t,s]*m.w[s] for s in R.columns) >= 0)\n", "m.c3 = Constraint(expr=sum(R[s].mean()*m.w[s] for s in R.columns) >= R_equal.mean())\n", "m.c4 = Constraint(expr=sum(m.w[s] for s in R.columns)==1)\n", "\n", "SolverFactory('glpk').solve(m)\n", "\n", "w = {s: m.w[s]() for s in R.columns}\n", "\n", "plt.figure(figsize = (15,0.35*len(R.columns)))\n", "\n", "plt.subplot(1,3,1)\n", "pd.Series(w).plot(kind='barh')\n", "plt.title('Porfolio Weight');\n", "\n", "plt.subplot(1,3,2)\n", "R.mean().plot(kind='barh')\n", "plt.title('Mean Returns');\n", "\n", "plt.subplot(1,3,3)\n", "AD.mean().plot(kind='barh')\n", "plt.title('Mean Absolute Difference');" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 376 }, "colab_type": "code", "id": "qISIIhf8UEtw", "outputId": "b4bb74fe-f303-41c3-c629-00e367c35921" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "P_mad = pd.Series(0, index=S.index)\n", "for s in portfolio:\n", " P_mad += 100.0*w[s]*S[s]/S[s][0]\n", " \n", "plt.figure(figsize=(12,6))\n", "P_mad.plot()\n", "W_rebal.plot()\n", "plt.legend(['MAD','Equal'],loc='best')\n", "plt.ylabel('Unit Value')\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 420 }, "colab_type": "code", "id": "lwD4247CUEt1", "outputId": "612702c8-bcf6-43a2-c527-ae188e331ec6" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Mean Daily Return')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "for s in portfolio:\n", " plt.plot(AD[s].mean(), R[s].mean(),'s')\n", " plt.text(AD[s].mean()*1.03, R[s].mean(), s)\n", " \n", "#R_equal = P_equal.diff()[1:]/P_equal[1:]\n", "R_equal = np.log(W_rebal/W_rebal.shift(+1))\n", "M_equal = abs(R_equal-R_equal.mean()).mean()\n", "\n", "plt.plot(M_equal, R_equal.mean(), 'ro', ms=15)\n", "\n", "#R_mad = P_mad.diff()[1:]/P_mad[1:]\n", "R_mad = np.log(P_mad/P_mad.shift(+1))\n", "M_mad = abs(R_mad-R_mad.mean()).mean()\n", "\n", "plt.plot(M_mad, R_mad.mean(), 'go', ms=15)\n", "\n", "for s in portfolio:\n", " if w[s] >= 0.0001:\n", " plt.plot([M_mad, AD[s].mean()],[R_mad.mean(), R[s].mean()],'g--')\n", " if w[s] <= -0.0001:\n", " plt.plot([M_mad, AD[s].mean()],[R_mad.mean(), R[s].mean()],'r--')\n", "\n", "plt.xlim(0, 1.1*max(AD.mean()))\n", "plt.ylim(min(0, 1.1*min(R.mean())), 1.1*max(R.mean()))\n", "plt.plot(plt.xlim(),[0,0],'r--');\n", "plt.title('Risk/Return for an Equally Weighted Portfolio')\n", "plt.xlabel('Mean Absolute Deviation')\n", "plt.ylabel('Mean Daily Return')" ] } ], "metadata": { "colab": { "name": "MAD_Portfolio_Optimization.ipynb", "provenance": [], "version": "0.3.2" }, "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }