{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Riskfolio-Lib Tutorial: \n", "
\n", "
\n", "\n", "
\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", "
\n", "\n", "
Buy Me a Coffee at ko-fi.com \n", "
\n", "
__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", "
__[Orenji](https://www.linkedin.com/company/orenj-i)__\n", "
__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n", "
__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", "## Tutorial 23: Dollar Neutral Portfolios\n", "\n", "## 1. Downloading the data:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[*********************100%***********************] 25 of 25 completed\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import yfinance as yf\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "pd.options.display.float_format = '{:.4%}'.format\n", "\n", "# Date range\n", "start = '2016-01-01'\n", "end = '2019-12-30'\n", "\n", "# Tickers of assets\n", "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n", " 'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n", " 'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n", "assets.sort()\n", "\n", "# Downloading data\n", "data = yf.download(assets, start = start, end = end, auto_adjust=False)\n", "data = data.loc[:,('Adj Close', slice(None))]\n", "data.columns = assets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
Date
2016-01-05-2.0257%0.4057%0.4035%1.9693%0.0180%0.9305%0.3678%0.5783%0.9483%-1.1953%...1.5881%0.0212%2.8236%0.9758%0.6986%1.7540%-0.1730%0.2410%1.3734%-1.0858%
2016-01-06-11.4864%-1.5879%0.2411%-1.7557%-0.7727%-1.2473%-0.1736%-1.1239%-3.5867%-0.9551%...0.5547%0.0212%0.1592%-1.5647%0.3108%-1.0156%-0.7654%-3.0048%-0.9035%-2.9144%
2016-01-07-5.1388%-4.1922%-1.6573%-2.7699%-1.1047%-1.9770%-1.2207%-0.8856%-4.6059%-2.5394%...-2.2066%-3.0310%-1.0410%-3.1557%-1.6148%-0.2700%-2.2844%-2.0570%-0.5492%-3.0019%
2016-01-080.2736%-2.2705%-1.6037%-2.5425%0.1099%-0.2241%0.5706%-1.6402%-1.7642%-0.1649%...-0.1538%-1.1366%-0.7308%-0.1448%0.0895%-3.3838%-0.1117%-1.1387%-0.9720%-1.1254%
2016-01-11-4.3383%0.1692%-1.6851%-1.0215%0.0914%-1.1791%0.5674%0.5288%0.6617%0.0330%...1.6436%0.0000%0.9869%-0.1450%1.2224%1.4570%0.5367%-0.4607%0.5800%-1.9919%
\n", "

5 rows × 25 columns

\n", "
" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB \\\n", "Date \n", "2016-01-05 -2.0257% 0.4057% 0.4035% 1.9693% 0.0180% 0.9305% 0.3678% \n", "2016-01-06 -11.4864% -1.5879% 0.2411% -1.7557% -0.7727% -1.2473% -0.1736% \n", "2016-01-07 -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9770% -1.2207% \n", "2016-01-08 0.2736% -2.2705% -1.6037% -2.5425% 0.1099% -0.2241% 0.5706% \n", "2016-01-11 -4.3383% 0.1692% -1.6851% -1.0215% 0.0914% -1.1791% 0.5674% \n", "\n", " DE HPQ JCI ... NI PCAR PSA \\\n", "Date ... \n", "2016-01-05 0.5783% 0.9483% -1.1953% ... 1.5881% 0.0212% 2.8236% \n", "2016-01-06 -1.1239% -3.5867% -0.9551% ... 0.5547% 0.0212% 0.1592% \n", "2016-01-07 -0.8856% -4.6059% -2.5394% ... -2.2066% -3.0310% -1.0410% \n", "2016-01-08 -1.6402% -1.7642% -0.1649% ... -0.1538% -1.1366% -0.7308% \n", "2016-01-11 0.5288% 0.6617% 0.0330% ... 1.6436% 0.0000% 0.9869% \n", "\n", " SEE T TGT TMO TXT VZ ZION \n", "Date \n", "2016-01-05 0.9758% 0.6986% 1.7540% -0.1730% 0.2410% 1.3734% -1.0858% \n", "2016-01-06 -1.5647% 0.3108% -1.0156% -0.7654% -3.0048% -0.9035% -2.9144% \n", "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2844% -2.0570% -0.5492% -3.0019% \n", "2016-01-08 -0.1448% 0.0895% -3.3838% -0.1117% -1.1387% -0.9720% -1.1254% \n", "2016-01-11 -0.1450% 1.2224% 1.4570% 0.5367% -0.4607% 0.5800% -1.9919% \n", "\n", "[5 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculating returns\n", "\n", "Y = data[assets].pct_change().dropna()\n", "\n", "display(Y.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Mean Risk Dollar Neutral Portfolios\n", "\n", "To calculate dollar neutral portfolios we have to solve the following problem:\n", "\n", "$$\n", "\\begin{aligned}\n", "& \\max_{w} & & \\mu w \\\\\n", "& & & \\sum^{N}_{i=1} w_{i} = 0 \\\\\n", "& & & \\phi(w) \\leq \\overline{\\phi} \\\\\n", "& & & \\sum^{N}_{i=1} \\max(w_{i},0) \\leq W^{L} \\\\\n", "& & & \\sum^{N}_{i=1} -\\min(w_{i},0) \\leq W^{S} \\\\\n", "& & & W^{S} \\leq w \\leq W^{L}\\\\\n", "\\end{aligned}\n", "$$\n", "\n", "Where $\\mu$ is the mean vector, $w$ are the portfolio weights, $\\phi(w)$ is a convex risk function, $\\overline{\\phi}$ is an upper bound for the risk function, $W^{L}$ is the upper bound of positive weights and $W^{S}$ is the upper bound of negative weights.\n", "\n", "## 3. Dollar Neutral Portfolio with a Constraint on Standard Deviation\n", "\n", "### 3.1 Calculating Dollar Neutral Portfolio" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sum weights : 0.0\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
weights-25.2550%11.0721%0.0000%-0.1778%0.0000%0.0000%-0.0000%3.3190%0.0000%-0.0000%...-0.0000%0.0000%-39.6170%-23.0904%-0.0000%0.0000%0.0000%-3.3775%-0.0000%0.0000%
\n", "

1 rows × 25 columns

\n", "
" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "weights -25.2550% 11.0721% 0.0000% -0.1778% 0.0000% 0.0000% -0.0000% 3.3190% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T \\\n", "weights 0.0000% -0.0000% ... -0.0000% 0.0000% -39.6170% -23.0904% -0.0000% \n", "\n", " TGT TMO TXT VZ ZION \n", "weights 0.0000% 0.0000% -3.3775% -0.0000% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import riskfolio as rp\n", "\n", "# Building the portfolio object\n", "port = rp.Portfolio(returns=Y)\n", "\n", "# Calculating optimal portfolio\n", "\n", "# Select method and estimate input parameters:\n", "\n", "method_mu='hist' # Method to estimate expected returns based on historical data.\n", "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n", "\n", "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n", "\n", "# Market neutral constraints:\n", "\n", "port.sht = True # Allows short positions\n", "port.uppersht = 1 # Upper bound for negative weights\n", "port.upperlng = 1 # Upper bound for positive weights\n", "port.budget = 0 # Sum of all weights\n", "port.budgetsht = 1 # Upper bound for sum of negative weights\n", "port.upperdev = 0.20/252**0.5 # Upper bound for daily standard deviation\n", "\n", "# Estimate optimal portfolio:\n", "\n", "model='Classic' # Could be Classic (historical), BL (Black Litterman), FM (Factor Model)\n", " # or BL_FM (Black Litterman with Factor Model)\n", "rm = 'MV' # Risk measure used, this time will be variance\n", "obj = 'MaxRet' # For Market Neutral the objective must be\n", "hist = True # Use historical scenarios for risk measures that depend on scenarios\n", "rf = 0 # Risk free rate\n", "l = 3 # Risk aversion factor, only useful when obj is 'Utility'\n", "\n", "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", "\n", "print(\"Sum weights : \", np.round(np.sum(w.to_numpy()),4))\n", "display(w.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio\n", "\n", "title = \"Max Return Dollar Neutral with Variance Constraint\"\n", "ax = rp.plot_pie(w=w,\n", " title=title,\n", " others=0.05,\n", " nrow=25,\n", " cmap = \"tab20\",\n", " height=7,\n", " width=10,\n", " ax=None)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio using bar chart\n", "\n", "ax = rp.plot_bar(w,\n", " title=\"Max Return Dollar Neutral with Variance Constraint\",\n", " kind=\"v\",\n", " others=0.05,\n", " nrow=25,\n", " height=6,\n", " width=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Calculating efficient frontier" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...40414243444546474849
APA0.0000%-0.7347%-1.4693%-2.2040%-2.9386%-3.6733%-4.4079%-5.1426%-5.8772%-6.6119%...-78.6982%-81.2198%-83.6916%-86.1195%-88.5087%-90.8632%-93.1868%-95.4824%-97.7527%-100.0000%
BA0.0000%0.9976%1.9953%2.9929%3.9906%4.9882%5.9859%6.9835%7.9812%8.9788%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
BAX0.0000%0.7380%1.4759%2.2139%2.9519%3.6898%4.4278%5.1658%5.9038%6.6418%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
BMY0.0000%-1.0278%-2.0557%-3.0835%-4.1113%-5.1392%-6.1670%-7.1948%-8.2227%-9.2505%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
CMCSA0.0000%-0.1123%-0.2247%-0.3370%-0.4494%-0.5617%-0.6741%-0.7864%-0.8987%-1.0112%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
CNP0.0000%0.9013%1.8027%2.7040%3.6054%4.5067%5.4081%6.3094%7.2107%8.1120%...-0.0000%-0.0000%-0.0000%-0.0000%0.0000%-0.0000%0.0000%0.0000%-0.0000%0.0000%
CPB0.0000%-0.2936%-0.5871%-0.8807%-1.1742%-1.4678%-1.7613%-2.0549%-2.3484%-2.6419%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
DE0.0000%0.7301%1.4602%2.1903%2.9204%3.6505%4.3806%5.1107%5.8409%6.5710%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
HPQ0.0000%-0.1320%-0.2639%-0.3959%-0.5279%-0.6599%-0.7918%-0.9238%-1.0558%-1.1878%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
JCI0.0000%-0.2465%-0.4929%-0.7394%-0.9859%-1.2324%-1.4789%-1.7254%-1.9718%-2.2183%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
JPM0.0000%1.3954%2.7908%4.1861%5.5815%6.9769%8.3722%9.7676%11.1630%12.5586%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
LUV0.0000%-0.4521%-0.9043%-1.3565%-1.8086%-2.2608%-2.7129%-3.1651%-3.6172%-4.0693%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
MMC0.0000%1.4211%2.8422%4.2633%5.6844%7.1055%8.5267%9.9477%11.3688%12.7899%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
MO0.0000%-1.4652%-2.9304%-4.3957%-5.8609%-7.3261%-8.7913%-10.2565%-11.7218%-13.1870%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
MSFT0.0000%1.5195%3.0390%4.5584%6.0779%7.5974%9.1168%10.6363%12.1558%13.6753%...100.0000%100.0000%100.0000%100.0000%100.0000%100.0000%100.0000%100.0000%100.0000%100.0000%
NI0.0000%0.3554%0.7107%1.0662%1.4215%1.7769%2.1323%2.4877%2.8431%3.1985%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
PCAR0.0000%0.2978%0.5955%0.8933%1.1911%1.4889%1.7866%2.0844%2.3822%2.6799%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
PSA0.0000%-1.6378%-3.2756%-4.9134%-6.5512%-8.1891%-9.8269%-11.4647%-13.1025%-14.7403%...-21.3018%-18.7802%-16.3084%-13.8805%-11.4913%-9.1368%-6.8132%-4.5176%-2.2473%-0.0000%
SEE0.0000%-1.0858%-2.1717%-3.2575%-4.3434%-5.4292%-6.5150%-7.6009%-8.6867%-9.7725%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
T0.0000%0.0064%0.0129%0.0193%0.0257%0.0322%0.0386%0.0450%0.0515%0.0583%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
TGT0.0000%0.4853%0.9707%1.4560%1.9414%2.4267%2.9120%3.3974%3.8827%4.3680%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
TMO0.0000%0.4150%0.8299%1.2449%1.6599%2.0748%2.4898%2.9048%3.3198%3.7347%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
TXT0.0000%-1.8843%-3.7686%-5.6528%-7.5371%-9.4213%-11.3056%-13.1899%-15.0742%-16.9585%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
VZ0.0000%-0.0946%-0.1892%-0.2838%-0.3784%-0.4730%-0.5676%-0.6622%-0.7568%-0.8517%...-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%-0.0000%
ZION0.0000%-0.0962%-0.1924%-0.2886%-0.3847%-0.4809%-0.5771%-0.6733%-0.7695%-0.8659%...0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%0.0000%
\n", "

25 rows × 50 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 \\\n", "APA 0.0000% -0.7347% -1.4693% -2.2040% -2.9386% -3.6733% -4.4079% \n", "BA 0.0000% 0.9976% 1.9953% 2.9929% 3.9906% 4.9882% 5.9859% \n", "BAX 0.0000% 0.7380% 1.4759% 2.2139% 2.9519% 3.6898% 4.4278% \n", "BMY 0.0000% -1.0278% -2.0557% -3.0835% -4.1113% -5.1392% -6.1670% \n", "CMCSA 0.0000% -0.1123% -0.2247% -0.3370% -0.4494% -0.5617% -0.6741% \n", "CNP 0.0000% 0.9013% 1.8027% 2.7040% 3.6054% 4.5067% 5.4081% \n", "CPB 0.0000% -0.2936% -0.5871% -0.8807% -1.1742% -1.4678% -1.7613% \n", "DE 0.0000% 0.7301% 1.4602% 2.1903% 2.9204% 3.6505% 4.3806% \n", "HPQ 0.0000% -0.1320% -0.2639% -0.3959% -0.5279% -0.6599% -0.7918% \n", "JCI 0.0000% -0.2465% -0.4929% -0.7394% -0.9859% -1.2324% -1.4789% \n", "JPM 0.0000% 1.3954% 2.7908% 4.1861% 5.5815% 6.9769% 8.3722% \n", "LUV 0.0000% -0.4521% -0.9043% -1.3565% -1.8086% -2.2608% -2.7129% \n", "MMC 0.0000% 1.4211% 2.8422% 4.2633% 5.6844% 7.1055% 8.5267% \n", "MO 0.0000% -1.4652% -2.9304% -4.3957% -5.8609% -7.3261% -8.7913% \n", "MSFT 0.0000% 1.5195% 3.0390% 4.5584% 6.0779% 7.5974% 9.1168% \n", "NI 0.0000% 0.3554% 0.7107% 1.0662% 1.4215% 1.7769% 2.1323% \n", "PCAR 0.0000% 0.2978% 0.5955% 0.8933% 1.1911% 1.4889% 1.7866% \n", "PSA 0.0000% -1.6378% -3.2756% -4.9134% -6.5512% -8.1891% -9.8269% \n", "SEE 0.0000% -1.0858% -2.1717% -3.2575% -4.3434% -5.4292% -6.5150% \n", "T 0.0000% 0.0064% 0.0129% 0.0193% 0.0257% 0.0322% 0.0386% \n", "TGT 0.0000% 0.4853% 0.9707% 1.4560% 1.9414% 2.4267% 2.9120% \n", "TMO 0.0000% 0.4150% 0.8299% 1.2449% 1.6599% 2.0748% 2.4898% \n", "TXT 0.0000% -1.8843% -3.7686% -5.6528% -7.5371% -9.4213% -11.3056% \n", "VZ 0.0000% -0.0946% -0.1892% -0.2838% -0.3784% -0.4730% -0.5676% \n", "ZION 0.0000% -0.0962% -0.1924% -0.2886% -0.3847% -0.4809% -0.5771% \n", "\n", " 7 8 9 ... 40 41 42 \\\n", "APA -5.1426% -5.8772% -6.6119% ... -78.6982% -81.2198% -83.6916% \n", "BA 6.9835% 7.9812% 8.9788% ... 0.0000% 0.0000% 0.0000% \n", "BAX 5.1658% 5.9038% 6.6418% ... 0.0000% 0.0000% 0.0000% \n", "BMY -7.1948% -8.2227% -9.2505% ... -0.0000% -0.0000% -0.0000% \n", "CMCSA -0.7864% -0.8987% -1.0112% ... 0.0000% 0.0000% 0.0000% \n", "CNP 6.3094% 7.2107% 8.1120% ... -0.0000% -0.0000% -0.0000% \n", "CPB -2.0549% -2.3484% -2.6419% ... -0.0000% -0.0000% -0.0000% \n", "DE 5.1107% 5.8409% 6.5710% ... 0.0000% 0.0000% 0.0000% \n", "HPQ -0.9238% -1.0558% -1.1878% ... 0.0000% 0.0000% 0.0000% \n", "JCI -1.7254% -1.9718% -2.2183% ... -0.0000% -0.0000% -0.0000% \n", "JPM 9.7676% 11.1630% 12.5586% ... 0.0000% 0.0000% 0.0000% \n", "LUV -3.1651% -3.6172% -4.0693% ... -0.0000% -0.0000% -0.0000% \n", "MMC 9.9477% 11.3688% 12.7899% ... 0.0000% 0.0000% 0.0000% \n", "MO -10.2565% -11.7218% -13.1870% ... -0.0000% -0.0000% -0.0000% \n", "MSFT 10.6363% 12.1558% 13.6753% ... 100.0000% 100.0000% 100.0000% \n", "NI 2.4877% 2.8431% 3.1985% ... -0.0000% -0.0000% -0.0000% \n", "PCAR 2.0844% 2.3822% 2.6799% ... 0.0000% 0.0000% 0.0000% \n", "PSA -11.4647% -13.1025% -14.7403% ... -21.3018% -18.7802% -16.3084% \n", "SEE -7.6009% -8.6867% -9.7725% ... -0.0000% -0.0000% -0.0000% \n", "T 0.0450% 0.0515% 0.0583% ... -0.0000% -0.0000% -0.0000% \n", "TGT 3.3974% 3.8827% 4.3680% ... 0.0000% 0.0000% 0.0000% \n", "TMO 2.9048% 3.3198% 3.7347% ... 0.0000% 0.0000% 0.0000% \n", "TXT -13.1899% -15.0742% -16.9585% ... -0.0000% -0.0000% -0.0000% \n", "VZ -0.6622% -0.7568% -0.8517% ... -0.0000% -0.0000% -0.0000% \n", "ZION -0.6733% -0.7695% -0.8659% ... 0.0000% 0.0000% 0.0000% \n", "\n", " 43 44 45 46 47 48 49 \n", "APA -86.1195% -88.5087% -90.8632% -93.1868% -95.4824% -97.7527% -100.0000% \n", "BA 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "BAX 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "BMY -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "CMCSA 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "CNP -0.0000% 0.0000% -0.0000% 0.0000% 0.0000% -0.0000% 0.0000% \n", "CPB -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "DE 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "HPQ 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "JCI -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "JPM 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "LUV -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "MMC 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "MO -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "MSFT 100.0000% 100.0000% 100.0000% 100.0000% 100.0000% 100.0000% 100.0000% \n", "NI -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "PCAR 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "PSA -13.8805% -11.4913% -9.1368% -6.8132% -4.5176% -2.2473% -0.0000% \n", "SEE -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "T -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "TGT 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "TMO 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "TXT -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "VZ -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% -0.0000% \n", "ZION 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", "\n", "[25 rows x 50 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "points = 50 # Number of points of the frontier\n", "port.upperdev = None # Deleting the upper bound for daily standard deviation\n", "\n", "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n", "\n", "display(frontier)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the efficient frontier\n", "\n", "label = \"Max Return Dollar Neutral with Variance Constraint\" # Title of point\n", "mu = port.mu # Expected returns\n", "cov = port.cov # Covariance matrix\n", "returns = port.returns # Returns of the assets\n", "\n", "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n", " rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n", " marker='*', s=16, c='r', height=6, width=10, ax=None)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting efficient frontier composition in absolute values\n", "\n", "ax = rp.plot_frontier_area(w_frontier=np.abs(frontier), cmap=\"tab20\", height=6, width=10, ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Dollar Neutral Portfolio with a Constraint on CVaR\n", "\n", "### 4.1 Calculating Dollar Neutral Portfolio" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sum weights : -0.0\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
weights-20.6172%9.9630%0.0000%-0.0000%0.0000%0.0000%-0.0000%12.1421%0.0000%-0.0000%...-0.0000%0.0000%-37.1882%-21.6182%-0.0000%0.0000%0.0000%-13.6084%-0.0000%0.0000%
\n", "

1 rows × 25 columns

\n", "
" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "weights -20.6172% 9.9630% 0.0000% -0.0000% 0.0000% 0.0000% -0.0000% 12.1421% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T \\\n", "weights 0.0000% -0.0000% ... -0.0000% 0.0000% -37.1882% -21.6182% -0.0000% \n", "\n", " TGT TMO TXT VZ ZION \n", "weights 0.0000% 0.0000% -13.6084% -0.0000% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rm = 'CVaR' # Risk measure\n", "port.upperCVaR = 0.40/252**0.5 # Creating an upper bound for daily CVaR\n", "\n", "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", "\n", "print(\"Sum weights : \", np.round(np.sum(w.to_numpy()),4))\n", "display(w.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio\n", "\n", "title = \"Max Return Dollar Neutral with CVaR Constraint\"\n", "ax = rp.plot_pie(w=w,\n", " title=title,\n", " others=0.05,\n", " nrow=25,\n", " cmap = \"tab20\",\n", " height=7,\n", " width=10,\n", " ax=None)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio using bar chart\n", "\n", "ax = rp.plot_bar(w,\n", " title=\"Max Return Dollar Neutral with CVaR Constraint\",\n", " kind=\"v\",\n", " others=0.05,\n", " nrow=25,\n", " height=6,\n", " width=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Calculate efficient frontier" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
0-0.0000%0.0000%0.0000%-0.0000%-0.0000%0.0000%-0.0000%0.0000%-0.0000%-0.0000%...0.0000%0.0000%-0.0000%-0.0000%0.0000%0.0000%0.0000%-0.0000%-0.0000%-0.0000%
1-0.8005%0.9881%0.6532%-2.2333%-0.8300%2.2411%0.0745%1.2035%-0.4372%-0.7076%...0.3499%-0.1790%-2.0114%-1.5552%0.9032%0.9221%1.7082%-2.4100%-0.2576%0.4699%
2-1.6010%1.9762%1.3065%-4.4665%-1.6600%4.4822%0.1490%2.4069%-0.8744%-1.4151%...0.6999%-0.3579%-4.0228%-3.1104%1.8064%1.8442%3.4165%-4.8200%-0.5151%0.9397%
3-2.4016%2.9643%1.9597%-6.6998%-2.4901%6.7233%0.2235%3.6104%-1.3116%-2.1227%...1.0498%-0.5369%-6.0342%-4.6656%2.7096%2.7662%5.1247%-7.2301%-0.7727%1.4096%
4-3.2021%3.9523%2.6130%-8.9331%-3.3201%8.9644%0.2980%4.8138%-1.7489%-2.8303%...1.3997%-0.7158%-8.0456%-6.2208%3.6129%3.6883%6.8329%-9.6401%-1.0302%1.8795%
\n", "

5 rows × 25 columns

\n", "
" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "0 -0.0000% 0.0000% 0.0000% -0.0000% -0.0000% 0.0000% -0.0000% 0.0000% \n", "1 -0.8005% 0.9881% 0.6532% -2.2333% -0.8300% 2.2411% 0.0745% 1.2035% \n", "2 -1.6010% 1.9762% 1.3065% -4.4665% -1.6600% 4.4822% 0.1490% 2.4069% \n", "3 -2.4016% 2.9643% 1.9597% -6.6998% -2.4901% 6.7233% 0.2235% 3.6104% \n", "4 -3.2021% 3.9523% 2.6130% -8.9331% -3.3201% 8.9644% 0.2980% 4.8138% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", "0 -0.0000% -0.0000% ... 0.0000% 0.0000% -0.0000% -0.0000% 0.0000% 0.0000% \n", "1 -0.4372% -0.7076% ... 0.3499% -0.1790% -2.0114% -1.5552% 0.9032% 0.9221% \n", "2 -0.8744% -1.4151% ... 0.6999% -0.3579% -4.0228% -3.1104% 1.8064% 1.8442% \n", "3 -1.3116% -2.1227% ... 1.0498% -0.5369% -6.0342% -4.6656% 2.7096% 2.7662% \n", "4 -1.7489% -2.8303% ... 1.3997% -0.7158% -8.0456% -6.2208% 3.6129% 3.6883% \n", "\n", " TMO TXT VZ ZION \n", "0 0.0000% -0.0000% -0.0000% -0.0000% \n", "1 1.7082% -2.4100% -0.2576% 0.4699% \n", "2 3.4165% -4.8200% -0.5151% 0.9397% \n", "3 5.1247% -7.2301% -0.7727% 1.4096% \n", "4 6.8329% -9.6401% -1.0302% 1.8795% \n", "\n", "[5 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "points = 50 # Number of points of the frontier\n", "port.upperCVaR = None # Deleting the upper bound for daily CVaR\n", "\n", "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n", "\n", "display(frontier.T.head())" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "label = \"Max Return Dollar Neutral with CVaR Constraint\" # Title of point\n", "\n", "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n", " rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n", " marker='*', s=16, c='r', height=6, width=10, ax=None)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting efficient frontier composition in absolute values\n", "\n", "ax = rp.plot_frontier_area(w_frontier=np.abs(frontier), cmap=\"tab20\", height=6, width=10, ax=None)" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 4 }