{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Riskfolio-Lib Tutorial: \n", "
__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", "
__[Orenji](https://www.orenj-i.net)__\n", "
__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n", "
__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", "Buy Me a Coffee at ko-fi.com \n", "\n", "## Tutorial 45: Nested Clustered Optimization (NCO) Portfolio Optimization with Constraints\n", "\n", "## 1. Downloading the data:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%%**********************] 25 of 25 completed\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\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)\n", "data = data.loc[:,('Adj Close', slice(None))]\n", "data.columns = assets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
Date
2016-01-05-2.0256%0.4057%0.4036%1.9693%0.0180%0.9305%0.3678%0.5783%0.9483%-1.1954%...1.5881%0.0212%2.8236%0.9758%0.6987%1.7539%-0.1730%0.2410%1.3735%-1.0857%
2016-01-06-11.4863%-1.5879%0.2412%-1.7557%-0.7727%-1.2473%-0.1736%-1.1239%-3.5866%-0.9551%...0.5547%0.0212%0.1592%-1.5646%0.3108%-1.0155%-0.7653%-3.0048%-0.9035%-2.9145%
2016-01-07-5.1389%-4.1922%-1.6573%-2.7699%-1.1047%-1.9769%-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%-3.0020%
2016-01-080.2736%-2.2705%-1.6037%-2.5425%0.1099%-0.2241%0.5707%-1.6402%-1.7642%-0.1649%...-0.1539%-1.1366%-0.7308%-0.1448%0.0895%-3.3839%-0.1117%-1.1387%-0.9720%-1.1254%
2016-01-11-4.3383%0.1693%-1.6851%-1.0215%0.0914%-1.1791%0.5674%0.5287%0.6616%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 -2.0256% 0.4057% 0.4036% 1.9693% 0.0180% 0.9305% 0.3678% \n", "2016-01-06 -11.4863% -1.5879% 0.2412% -1.7557% -0.7727% -1.2473% -0.1736% \n", "2016-01-07 -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207% \n", "2016-01-08 0.2736% -2.2705% -1.6037% -2.5425% 0.1099% -0.2241% 0.5707% \n", "2016-01-11 -4.3383% 0.1693% -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% -1.1954% ... 1.5881% 0.0212% 2.8236% \n", "2016-01-06 -1.1239% -3.5866% -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% ... -0.1539% -1.1366% -0.7308% \n", "2016-01-11 0.5287% 0.6616% 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% 0.6987% 1.7539% -0.1730% 0.2410% 1.3735% -1.0857% \n", "2016-01-06 -1.5646% 0.3108% -1.0155% -0.7653% -3.0048% -0.9035% -2.9145% \n", "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2844% -2.0570% -0.5492% -3.0020% \n", "2016-01-08 -0.1448% 0.0895% -3.3839% -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": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import riskfolio as rp\n", "\n", "# Plotting Assets Clusters\n", "\n", "ax = rp.plot_clusters(returns=Y,\n", " codependence='pearson',\n", " linkage='ward',\n", " k=None,\n", " max_k=10,\n", " leaf_order=True,\n", " dendrogram=True,\n", " #linecolor='tab:purple',\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph above suggest that optimal number of clusters are four.\n", "\n", "## 2. Estimating NCO Portfolio\n", "\n", "This is the original model proposed by López de Prado (2019). Riskfolio-Lib expand this model to 13 risk measures and for objective functions: \"Minimize Risk\", \"Maximize Utility Function\", \"Maximize Return/Risk Ratio\" and \"Equal Risk Contribution\".\n", "\n", "### 2.1 Calculating the NCO portfolio" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "weights 0.0000% 1.1730% 5.1827% 2.8237% 5.0010% 10.9746% 3.7074% 0.7664% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", "weights 0.3470% 2.4532% ... 7.0044% 0.1994% 12.0258% 2.2921% 4.8852% 3.0259% \n", "\n", " TMO TXT VZ ZION \n", "weights 1.1105% 0.0000% 8.6247% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Building the portfolio object\n", "port = rp.HCPortfolio(returns=Y)\n", "\n", "# Estimate optimal portfolio:\n", "\n", "model='NCO' # Could be HRP, HERC or NCO\n", "codependence = 'pearson' # Correlation matrix used to group assets in clusters\n", "covariance = 'hist' # Covariance estimation technique\n", "obj = \"MinRisk\" # Posible values are \"MinRisk\", \"Utility\", \"Sharpe\" and \"ERC\"\n", "rm = 'MV' # Risk measure used, this time will be variance\n", "rf = 0 # Risk free rate\n", "l = 2 # Risk aversion factor, only usefull with \"Utility\" objective\n", "linkage = 'ward' # Linkage method used to build clusters\n", "max_k = 10 # Max number of clusters used in two difference gap statistic\n", "leaf_order = True # Consider optimal order of leafs in dendrogram\n", "\n", "w = port.optimization(model=model,\n", " codependence=codependence,\n", " covariance=covariance,\n", " obj=obj,\n", " rm=rm,\n", " rf=rf,\n", " l=l,\n", " linkage=linkage,\n", " max_k=max_k,\n", " leaf_order=leaf_order)\n", "\n", "display(w.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio\n", "\n", "ax = rp.plot_pie(w=w,\n", " title='NCO MinRisk',\n", " others=0.05,\n", " nrow=25,\n", " cmap=\"tab20\",\n", " height=8,\n", " width=10,\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Plotting Risk Contribution" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the risk contribution per asset\n", "\n", "mu = Y.mean()\n", "cov = Y.cov() # Covariance matrix\n", "returns = Y # Returns of the assets\n", "\n", "ax = rp.plot_risk_con(w=w,\n", " cov=cov,\n", " returns=returns,\n", " rm=rm,\n", " rf=0,\n", " alpha=0.05,\n", " color=\"tab:blue\",\n", " height=6,\n", " width=10,\n", " t_factor=252,\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Estimating NCO Portfolio with Constraints\n", "\n", "This is a modification of NCO based on the model proposed by Johann Pfitzinger & Nico Katzke (2019).\n", "\n", "### 3.1 Building the NCO portfolio constraints" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DisabledTypeSetPositionSignWeight
0FalseAssetsHPQ>=1.0000%
1FalseAssetsPSA<=5.0000%
2FalseAll Assets<=6.0000%
3FalseEach asset in a classIndustryFinancials<=4.0000%
4FalseEach asset in a classIndustryInformation Technology<=2.0000%
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" ], "text/plain": [ " Disabled Type Set Position Sign \\\n", "0 False Assets HPQ >= \n", "1 False Assets PSA <= \n", "2 False All Assets <= \n", "3 False Each asset in a class Industry Financials <= \n", "4 False Each asset in a class Industry Information Technology <= \n", "\n", " Weight \n", "0 1.0000% \n", "1 5.0000% \n", "2 6.0000% \n", "3 4.0000% \n", "4 2.0000% " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "asset_classes = {'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", " 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n", " 'Consumer Discretionary', 'Consumer Staples',\n", " 'Consumer Staples','Energy','Financials',\n", " 'Financials','Financials','Financials',\n", " 'Health Care','Health Care','Industrials','Industrials',\n", " 'Industrials','Health care','Industrials',\n", " 'Information Technology','Information Technology',\n", " 'Materials','Telecommunications Services','Utilities',\n", " 'Utilities','Telecommunications Services','Financials']}\n", "\n", "asset_classes = pd.DataFrame(asset_classes)\n", "asset_classes = asset_classes.sort_values(by=['Assets'])\n", "\n", "constraints = {'Disabled': [False, False, False, False, False],\n", " 'Type': ['Assets', 'Assets', 'All Assets', \n", " 'Each asset in a class', 'Each asset in a class'],\n", " 'Set': ['', '', '','Industry', 'Industry'],\n", " 'Position': ['HPQ', 'PSA', '', 'Financials', 'Information Technology'],\n", " 'Sign': ['>=', '<=', '<=', '<=', '<='],\n", " 'Weight': [0.01, 0.05, 0.06, 0.04, 0.02]}\n", "\n", "constraints = pd.DataFrame(constraints)\n", "\n", "display(constraints)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Calculating the NCO portfolio with constraints" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
weights0.0000%3.3667%6.0000%6.0000%6.0000%6.0000%6.0000%2.1997%1.0000%6.0000%...6.0000%0.5722%4.0000%6.0000%6.0000%6.0000%3.1873%0.0000%6.0000%0.0000%
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1 rows × 25 columns

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" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "weights 0.0000% 3.3667% 6.0000% 6.0000% 6.0000% 6.0000% 6.0000% 2.1997% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", "weights 1.0000% 6.0000% ... 6.0000% 0.5722% 4.0000% 6.0000% 6.0000% 6.0000% \n", "\n", " TMO TXT VZ ZION \n", "weights 3.1873% 0.0000% 6.0000% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Estimate optimal portfolio with constraints:\n", "\n", "w_max, w_min = rp.hrp_constraints(constraints, asset_classes)\n", "\n", "port.w_max = w_max\n", "port.w_min = w_min\n", "\n", "w_1 = port.optimization(model=model,\n", " codependence=codependence,\n", " covariance=covariance,\n", " obj=obj,\n", " rm=rm,\n", " rf=rf,\n", " l=l,\n", " linkage=linkage,\n", " max_k=max_k,\n", " leaf_order=leaf_order)\n", "\n", "display(w_1.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio with constraints\n", "\n", "ax = rp.plot_pie(w=w_1,\n", " title='NCO MinRisk with Constraints',\n", " others=0.05,\n", " nrow=25,\n", " cmap=\"tab20\",\n", " height=8,\n", " width=10,\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4 Plotting Risk Contribution" ] }, { "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 risk contribution per asset\n", "\n", "mu = Y.mean()\n", "cov = Y.cov() # Covariance matrix\n", "returns = Y # Returns of the assets\n", "\n", "ax = rp.plot_risk_con(w=w_1,\n", " cov=cov,\n", " returns=returns,\n", " rm=rm,\n", " rf=0,\n", " alpha=0.05,\n", " color=\"tab:blue\",\n", " height=6,\n", " width=10,\n", " t_factor=252,\n", " ax=None)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }