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@CY0xZ
Created May 20, 2024 18:29
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Markovitz.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/CY0xZ/d4c6cab81ee0f22d2872321dc7e541e8/markovitz.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "_wFzTUtrh2uk",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "5df3b319-e405-4153-d69f-9f6b8e2b681d"
},
"source": [
"#importamos las librerias necesarias\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.optimize import minimize\n",
"try:\n",
" from pandas_datareader import data\n",
"except:\n",
" # Instalar pandas_datareader en caso de que no lo esté\n",
" !pip3 install pandas_datareader\n",
" from pandas_datareader import data"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" from pandas.util.testing import assert_frame_equal\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "CuSwYhWnh-1G"
},
"source": [
"# Definimos los activos a emplear y fechas\n",
"tickers = ['IBM', 'GOOG', 'MSFT', 'AAPL', 'FB', 'AMZN']\n",
"start_date = '2015-01-01'\n",
"end_date = '2019-12-31'\n",
"panel_data = data.DataReader(tickers, 'yahoo', start_date, end_date)\n",
"panel_data = panel_data[\"Adj Close\"].to_numpy()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "1p25sgXxjwR6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 624
},
"outputId": "96267dcf-c104-460e-dee7-1ddf2ad151d7"
},
"source": [
"#dibujamos los precios de los activos\n",
"plt.figure(figsize=(15, 10))\n",
"plt.title('Precios de los activos')\n",
"plt.plot(panel_data)\n",
"plt.legend(tickers)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f3a46333cf8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6CPkL8dbiBX-",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 527
},
"outputId": "f244bf8b-e395-47e8-b41b-4db0de9f760e"
},
"source": [
"#calculamos rendimientos\n",
"log_ret = np.log(panel_data[1:, :] / panel_data[:-1,:])\n",
"log_ret[:15]"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[-1.58599745e-02, -2.10660711e-02, -9.23824224e-03,\n",
" -2.85761299e-02, -1.61914937e-02, -2.07306688e-02],\n",
" [-2.18018751e-02, -2.34498604e-02, -1.47862402e-02,\n",
" 9.44231932e-05, -1.35648472e-02, -2.30980135e-02],\n",
" [-6.55680682e-03, -1.71473363e-03, 1.26251937e-02,\n",
" 1.39248034e-02, 0.00000000e+00, 1.05439820e-02],\n",
" [ 2.15019596e-02, 3.14812194e-03, 2.89937396e-02,\n",
" 3.77025791e-02, 2.63087649e-02, 6.81266999e-03],\n",
" [ 4.34601544e-03, -1.30351983e-02, -8.44068250e-03,\n",
" 1.07162876e-03, -5.64396632e-03, -1.18182091e-02],\n",
" [-1.69230931e-02, -7.32260806e-03, -1.25814686e-02,\n",
" -2.49492650e-02, -1.32074515e-02, -1.87651733e-02],\n",
" [ 2.36216746e-03, 7.34277563e-03, -5.16354307e-03,\n",
" 8.83969547e-03, -3.52555403e-03, 1.13623558e-02],\n",
" [-6.46164759e-03, 9.40781353e-03, -8.66550702e-03,\n",
" -3.81772112e-03, -2.22612773e-03, -4.99992971e-03],\n",
" [-7.92604320e-03, 1.83511793e-03, -1.04985435e-02,\n",
" -2.75158115e-02, -2.96701828e-02, -2.17856218e-02],\n",
" [ 1.64896800e-02, 1.24571864e-02, 1.65725233e-02,\n",
" -7.80018730e-03, 1.51446603e-02, 1.31213363e-02],\n",
" [-1.20969653e-03, -2.32514759e-03, 3.23847610e-03,\n",
" 2.54313611e-02, 1.40009891e-02, -4.48133333e-03],\n",
" [-3.14547977e-02, 2.17387695e-02, -1.01832533e-02,\n",
" 7.60498564e-03, 6.53682566e-03, 2.66255055e-02],\n",
" [ 2.14657539e-02, 3.10733393e-02, 2.60091370e-02,\n",
" 2.56830722e-02, 1.17885123e-02, 4.30305112e-02],\n",
" [ 3.08411553e-03, 1.03506765e-02, 1.06029185e-03,\n",
" 5.14661286e-03, 2.31541525e-03, 6.64840737e-03],\n",
" [ 3.13870783e-03, -8.81728920e-03, -3.60987936e-03,\n",
" 1.06159136e-03, -4.24904814e-03, -8.77752089e-03]])"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_1ZRw3BKijyg",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 153
},
"outputId": "13bd1f32-f93a-4451-ac63-9027dcddd389"
},
"source": [
"#Primera forma de calculo(fuerza bruta): generamos carteras aleatorias y elegmos la de mayor ratio de Sharpe\n",
"np.random.seed(37)\n",
"num_ports = 100_000\n",
"num_columns = log_ret.shape[1]\n",
"all_weights = np.zeros((num_ports, num_columns))\n",
"ret_arr = np.zeros(num_ports)\n",
"vol_arr = np.zeros(num_ports)\n",
"sharpe_arr = np.zeros(num_ports)\n",
"risk_free=0.12\n",
"\n",
"for x in range(num_ports):\n",
" weights = np.random.random(num_columns)\n",
" weights = weights/np.sum(weights)\n",
" all_weights[x,:] = weights\n",
" ret_arr[x] = np.sum( (np.mean(log_ret, axis=0) * weights * 252))\n",
" vol_arr[x] = np.sqrt(np.dot(weights.T, np.dot(np.cov(log_ret, rowvar=False)*252, weights)))\n",
" sharpe_arr[x] = (ret_arr[x] - risk_free)/ vol_arr[x]\n",
"\n",
"max_value = sharpe_arr.max()\n",
"max_value_pos = sharpe_arr.argmax()\n",
"\n",
"print(f\"\"\"\n",
"Valor máximo de Ratio de Sharpe: {max_value}\n",
"Posición en el array: {max_value_pos}\n",
"\"\"\")\n",
"print(tickers)\n",
"print(f\"\"\"\n",
"Pesos: {all_weights[max_value_pos, :]}\n",
"\"\"\")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"\n",
"Valor máximo de Ratio de Sharpe: 0.803746287973577\n",
"Posición en el array: 87063\n",
"\n",
"['IBM', 'GOOG', 'MSFT', 'AAPL', 'FB', 'AMZN']\n",
" \n",
"Pesos: [0.00505797 0.00211996 0.481555 0.02065897 0.0114714 0.4791367 ]\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "TsVh0Yt8lPCE"
},
"source": [
"#Carteras de Maxima rentabilidad, Minimo riesgo y Maximo Ratio de Sharpe\n",
"max_sr_ret = ret_arr[sharpe_arr.argmax()]\n",
"max_sr_vol = vol_arr[sharpe_arr.argmax()]\n",
"max_ret_ret = ret_arr[ret_arr.argmax()]\n",
"max_ret_vol = vol_arr[ret_arr.argmax()]\n",
"min_vol_ret = ret_arr[vol_arr.argmin()]\n",
"min_vol_vol = vol_arr[vol_arr.argmin()]"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "WtKHNJo4ktIY",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 621
},
"outputId": "d70e1973-d3da-49c2-b858-591135796212"
},
"source": [
"#dibujamos las posibilidades de inversion y óptimos\n",
"plt.figure(figsize=(15,10))\n",
"plt.title('Carteras (diagrama de posibilidades de inversión)')\n",
"plt.scatter(x=vol_arr, y=ret_arr, c=sharpe_arr)\n",
"plt.colorbar(label='Ratio de Sharpe')\n",
"plt.xlabel('Volatilidad')\n",
"plt.ylabel('Rendimiento')\n",
"plt.plot(max_sr_vol, max_sr_ret, 'rx', markersize=15, label=\"Máximo Ratio de Sharpe\")\n",
"plt.plot(min_vol_vol, min_vol_ret, 'kx', markersize=15, label=\"Mínima Volatilidad\")\n",
"plt.plot(max_ret_ret, max_ret_vol, 'gx', markersize=15, label=\"Máximo Rendimiento\")\n",
"plt.legend()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "X2AGn8JWlgDD"
},
"source": [
"# Segunda forma de calculo(optimizacion analitica): definimos funcion a optimizar\n",
"#y empleamos un procedimiento de optimizacion (SLSQP: Sequential Least Squares Programming)\n",
"#primero definimos las funciones a emplear\n",
"def get_ret(weights):\n",
" return np.sum(np.mean(log_ret, axis=0) * weights ) * 252\n",
"def get_vol(weights):\n",
" return np.sqrt(np.dot(weights.T, np.dot(np.cov(log_ret, rowvar=False) * 252, weights)))\n",
"def get_sr(weights):\n",
" return (get_ret(weights) -risk_free)/ get_vol(weights)\n",
"#tambien una restriccion para que sumen 1 (100% inversion)\n",
"def check_sum(weights):\n",
" return np.sum(weights) - 1"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "fvRVT68mh98A"
},
"source": []
},
{
"cell_type": "code",
"metadata": {
"id": "PRo058Pfmdlg",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
},
"outputId": "d62fde2e-99da-40e5-ec66-ef723c9153b4"
},
"source": [
"# definimos restricciones e inicio y ejecutamos optimizador\n",
"constraints = ({'type': 'eq', 'fun': check_sum})\n",
"bounds = ((0,1),(0,1),(0,1),(0,1),(0,1),(0,1),)\n",
"init_guess = [.20,.20,.20,.20,.10,.10,]\n",
"opt_results = minimize(lambda w: -get_sr(w), init_guess, method='SLSQP', bounds=bounds, constraints=constraints)\n",
"print(opt_results)\n",
"print(f\"\"\"\n",
"Return: {get_ret(opt_results.x)}\n",
"Volatility: {get_vol(opt_results.x)}\n",
"Sharpe Ratio: {get_sr(opt_results.x)}\n",
"\"\"\")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
" fun: -0.8358980064988861\n",
" jac: array([ 0.2410209 , -0.19219523, -0.46318088, -0.39164764, -0.19741473,\n",
" -0.46323052])\n",
" message: 'Optimization terminated successfully.'\n",
" nfev: 48\n",
" nit: 6\n",
" njev: 6\n",
" status: 0\n",
" success: True\n",
" x: array([0.00000000e+00, 1.89351116e-16, 2.38531594e-01, 3.64132065e-17,\n",
" 0.00000000e+00, 7.61468406e-01])\n",
"\n",
"Return: 0.33654514772740246\n",
"Volatility: 0.25905690173181556\n",
"Sharpe Ratio: 0.8358980064988861\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "8m2ACzCJpFkI",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 621
},
"outputId": "60e2f43e-8ba0-4304-c291-ceff461ac5cb"
},
"source": [
"#dibujamos la frontera\n",
"frontier_y = np.linspace(0, .25, 100)\n",
"frontier_x = []\n",
"\n",
"for possible_return in frontier_y:\n",
" constraints = ({'type' : 'eq', 'fun': check_sum},\n",
" {'type': 'eq', 'fun': lambda w: get_ret(w) - possible_return})\n",
" result = minimize(get_vol, init_guess, method='SLSQP',\n",
" bounds=bounds, constraints=constraints)\n",
" frontier_x.append(result['fun'])\n",
"\n",
"plt.figure(figsize=(15,10))\n",
"plt.title('Frontera Eficiente')\n",
"plt.scatter(x=vol_arr, y=ret_arr, c=sharpe_arr)\n",
"plt.colorbar(label='Ratio de Sharpe')\n",
"plt.xlabel('Volatilidad')\n",
"plt.ylabel('Rendimento')\n",
"plt.plot(frontier_x,frontier_y, 'r--', label=\"Frontera Eficiente\")\n",
"plt.plot(max_sr_vol, max_sr_ret, 'rx', markersize=15, label=\"Máximo Ratio de Sharpe\")\n",
"plt.plot(min_vol_vol, min_vol_ret, 'kx', markersize=15, label=\"Mínima Volatilidad\")\n",
"plt.legend()\n",
"plt.show()\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "269tMQnxzmE9"
},
"source": [],
"execution_count": null,
"outputs": []
}
]
}
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