MPT/BLallocation.ipynb

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980 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Downloading data\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import yfinance as yf\n",
"from tqdm import tqdm\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"tickers = [\"SAF.PA\", \"ATO.PA\", \"MC.PA\", \"AIR.PA\", \"RNO.PA\", \"HO.PA\", \"ENGI.PA\", \"CS.PA\", \"ENR.DE\", \"TOT\", \"CA.PA\", \"SU.PA\", \"BN.PA\", \"SIEGY\", \"AI.PA\", \"ML.PA\", \"AM.PA\", \"ORA.PA\", \"FR0007052782.SG\"]\n",
"period = \"2y\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 10 of 10 completed\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AIR.PA</th>\n",
" <th>ATO.PA</th>\n",
" <th>CS.PA</th>\n",
" <th>ENGI.PA</th>\n",
" <th>ENR.DE</th>\n",
" <th>HO.PA</th>\n",
" <th>MC.PA</th>\n",
" <th>RNO.PA</th>\n",
" <th>SAF.PA</th>\n",
" <th>TOT</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-12-28</th>\n",
" <td>91.980003</td>\n",
" <td>75.300003</td>\n",
" <td>19.728001</td>\n",
" <td>12.900</td>\n",
" <td>29.730000</td>\n",
" <td>75.680000</td>\n",
" <td>504.000000</td>\n",
" <td>36.110001</td>\n",
" <td>119.949997</td>\n",
" <td>42.413864</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-12-29</th>\n",
" <td>93.070000</td>\n",
" <td>75.760002</td>\n",
" <td>19.736000</td>\n",
" <td>12.755</td>\n",
" <td>29.900000</td>\n",
" <td>76.320000</td>\n",
" <td>512.799988</td>\n",
" <td>36.255001</td>\n",
" <td>120.500000</td>\n",
" <td>42.512001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-12-30</th>\n",
" <td>91.250000</td>\n",
" <td>75.339996</td>\n",
" <td>19.676001</td>\n",
" <td>12.695</td>\n",
" <td>30.000000</td>\n",
" <td>75.440002</td>\n",
" <td>513.099976</td>\n",
" <td>35.945000</td>\n",
" <td>119.000000</td>\n",
" <td>42.669998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-12-31</th>\n",
" <td>89.779999</td>\n",
" <td>74.779999</td>\n",
" <td>19.511999</td>\n",
" <td>12.520</td>\n",
" <td>NaN</td>\n",
" <td>74.900002</td>\n",
" <td>510.899994</td>\n",
" <td>35.759998</td>\n",
" <td>115.949997</td>\n",
" <td>41.910000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-04</th>\n",
" <td>89.889999</td>\n",
" <td>76.120003</td>\n",
" <td>19.438000</td>\n",
" <td>12.805</td>\n",
" <td>30.129999</td>\n",
" <td>75.180000</td>\n",
" <td>512.099976</td>\n",
" <td>35.759998</td>\n",
" <td>116.150002</td>\n",
" <td>42.380001</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AIR.PA ATO.PA CS.PA ENGI.PA ENR.DE HO.PA \\\n",
"Date \n",
"2020-12-28 91.980003 75.300003 19.728001 12.900 29.730000 75.680000 \n",
"2020-12-29 93.070000 75.760002 19.736000 12.755 29.900000 76.320000 \n",
"2020-12-30 91.250000 75.339996 19.676001 12.695 30.000000 75.440002 \n",
"2020-12-31 89.779999 74.779999 19.511999 12.520 NaN 74.900002 \n",
"2021-01-04 89.889999 76.120003 19.438000 12.805 30.129999 75.180000 \n",
"\n",
" MC.PA RNO.PA SAF.PA TOT \n",
"Date \n",
"2020-12-28 504.000000 36.110001 119.949997 42.413864 \n",
"2020-12-29 512.799988 36.255001 120.500000 42.512001 \n",
"2020-12-30 513.099976 35.945000 119.000000 42.669998 \n",
"2020-12-31 510.899994 35.759998 115.949997 41.910000 \n",
"2021-01-04 512.099976 35.759998 116.150002 42.380001 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ohlc = yf.download(tickers, period=period)\n",
"prices = ohlc[\"Adj Close\"]\n",
"prices.tail()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 1 of 1 completed\n"
]
},
{
"data": {
"text/plain": [
"Date\n",
"2019-01-04 4737.120117\n",
"2019-01-07 4719.169922\n",
"2019-01-08 4773.270020\n",
"2019-01-09 4813.580078\n",
"2019-01-10 4805.660156\n",
"Name: Adj Close, dtype: float64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"market_prices = yf.download(\"^FCHI\", period=period)[\"Adj Close\"]\n",
"market_prices.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:45<00:00, 4.52s/it]\n"
]
}
],
"source": [
"mcaps = {}\n",
"for t in tqdm(tickers):\n",
" stock = yf.Ticker(t)\n",
" mcaps[t] = stock.info[\"marketCap\"]\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'SAF.PA': 49588846592,\n",
" 'ATO.PA': 8368633344,\n",
" 'MC.PA': 258050244608,\n",
" 'AIR.PA': 70448144384,\n",
" 'RNO.PA': 10383272960,\n",
" 'HO.PA': 16002814976,\n",
" 'ENGI.PA': 30947381248,\n",
" 'CS.PA': 46335721472,\n",
" 'ENR.DE': 12153989120,\n",
" 'TOT': 115413041152}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mcaps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Constructing the prior¶\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.5192887221015647"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pypfopt\n",
"from pypfopt import black_litterman, risk_models\n",
"from pypfopt import BlackLittermanModel, plotting\n",
"\n",
"S = risk_models.CovarianceShrinkage(prices).ledoit_wolf()\n",
"delta = black_litterman.market_implied_risk_aversion(market_prices)\n",
"delta"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plotting.plot_covariance(S, plot_correlation=True);\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AIR.PA 0.211797\n",
"ATO.PA 0.119274\n",
"CS.PA 0.144824\n",
"ENGI.PA 0.117140\n",
"ENR.DE 0.027215\n",
"HO.PA 0.137631\n",
"MC.PA 0.142924\n",
"RNO.PA 0.198142\n",
"SAF.PA 0.208159\n",
"TOT 0.165501\n",
"dtype: float64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"market_prior = black_litterman.market_implied_prior_returns(mcaps, delta, S)\n",
"market_prior"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"market_prior.plot.barh(figsize=(10,5));\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Views"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# You don't have to provide views on all the assets\n",
"viewdict = {\n",
" \"SAF.PA\":-0.01, \n",
" \"ATO.PA\":0.15, \n",
" \"MC.PA\":-0.06, \n",
" \"AIR.PA\":0.06, \n",
" \"RNO.PA\":-0.12, \n",
" \"HO.PA\":0.12, \n",
" \"ENGI.PA\" : 0.16, \n",
" \"TOT\" : 0.17,\n",
" \"ENR.DE\":-0.027,\n",
" \"CS.PA\":0.22,\n",
"}\n",
"\n",
"bl = BlackLittermanModel(S, pi=market_prior, absolute_views=viewdict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## View confidences\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"confidences = [\n",
" 0.7,#SAFRAN\n",
" 0.7,#ATOS\n",
" 0.3,#LVMH\n",
" 0.6,#AIRBUS\n",
" 0.3,#RNO\n",
" 0.6,#Thales\n",
" 0.3,#ENGIE\n",
" 0.3,#TOTAL\n",
" 0.3,#SIEMENS ENERGY\n",
" 0.3 #AXA\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"bl = BlackLittermanModel(S, pi=market_prior, absolute_views=viewdict, omega=\"idzorek\", view_confidences=confidences)\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7,7))\n",
"im = ax.imshow(bl.omega)\n",
"\n",
"# We want to show all ticks...\n",
"ax.set_xticks(np.arange(len(bl.tickers)))\n",
"ax.set_yticks(np.arange(len(bl.tickers)))\n",
"\n",
"ax.set_xticklabels(bl.tickers)\n",
"ax.set_yticklabels(bl.tickers)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.00565163, 0.00271865, 0.01110963, 0.00951223, 0.03600991,\n",
" 0.00438299, 0.01260052, 0.0203283 , 0.00301438, 0.0140658 ])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.diag(bl.omega)\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def stockreturn(prices, ticker, shift=1):\n",
" stock_returns = (prices[ticker] / prices[ticker] .shift(shift)) - 1\n",
" stock_returns = stock_returns.to_frame()\n",
" stock_returns.columns = [f'{ticker} {shift} days Return']\n",
" return stock_returns\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for t in tickers:\n",
" fig, axs = plt.subplots(2, 3, figsize=(3*6, 2*6))\n",
" for ax, shift in zip(axs.flat, [1, 5, 20, 50, 100, 100]):\n",
" try:\n",
" x = stockreturn(prices, t, shift=shift)*100\n",
" sns.histplot(x, kde=True, ax = ax, bins=30) #binwidth=10)\n",
" ax.axvline(np.nanmean(x.values), color=\"red\")\n",
" ax.axvline(np.nanmean(x.values) - np.nanstd(x.values), color=\"green\")\n",
" ax.axvline(np.nanmean(x.values) + np.nanstd(x.values), color=\"green\")\n",
" except ValueError:\n",
" pass\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"intervals = [\n",
" (-0.2, 0.4),#SAFRAN\n",
" (-0.12, 0.2),#ATOS\n",
" (0, 0.25),#LVMH\n",
" (-0.35, 0.4),#AIRBUS\n",
" (-0.2, 0.5),#RNO\n",
" (-0.2, 0.1),#Thales\n",
" (-0.15, 0.25),#ENGIE\n",
" (-0.2, 0.2),#TOTAL\n",
" (0.15, 0.35),#SIEMENS ENERGY\n",
" (-0.2, 0.25),#AXA\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.09000000000000002, 0.0256, 0.015625, 0.140625, 0.12249999999999998, 0.022500000000000006, 0.04000000000000001, 0.04000000000000001, 0.009999999999999998, 0.050625]\n"
]
}
],
"source": [
"variances = []\n",
"for lb, ub in intervals:\n",
" sigma = (ub - lb)/2\n",
" variances.append(sigma ** 2)\n",
"\n",
"print(variances)\n",
"omega = np.diag(variances)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Posterior estimates"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# We are using the shortcut to automatically compute market-implied prior\n",
"bl = BlackLittermanModel(S, pi=\"market\", market_caps=mcaps, risk_aversion=delta,\n",
" absolute_views=viewdict, omega=omega)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AIR.PA 0.149275\n",
"ATO.PA 0.086625\n",
"CS.PA 0.104912\n",
"ENGI.PA 0.083524\n",
"ENR.DE 0.003080\n",
"HO.PA 0.096096\n",
"MC.PA 0.084373\n",
"RNO.PA 0.133569\n",
"SAF.PA 0.145659\n",
"TOT 0.125082\n",
"dtype: float64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Posterior estimate of returns\n",
"ret_bl = bl.bl_returns()\n",
"ret_bl"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Prior</th>\n",
" <th>Posterior</th>\n",
" <th>Views</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AIR.PA</th>\n",
" <td>0.211797</td>\n",
" <td>0.149275</td>\n",
" <td>0.060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATO.PA</th>\n",
" <td>0.119274</td>\n",
" <td>0.086625</td>\n",
" <td>0.150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CS.PA</th>\n",
" <td>0.144824</td>\n",
" <td>0.104912</td>\n",
" <td>0.220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENGI.PA</th>\n",
" <td>0.117140</td>\n",
" <td>0.083524</td>\n",
" <td>0.160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENR.DE</th>\n",
" <td>0.027215</td>\n",
" <td>0.003080</td>\n",
" <td>-0.027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HO.PA</th>\n",
" <td>0.137631</td>\n",
" <td>0.096096</td>\n",
" <td>0.120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MC.PA</th>\n",
" <td>0.142924</td>\n",
" <td>0.084373</td>\n",
" <td>-0.060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RNO.PA</th>\n",
" <td>0.198142</td>\n",
" <td>0.133569</td>\n",
" <td>-0.120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAF.PA</th>\n",
" <td>0.208159</td>\n",
" <td>0.145659</td>\n",
" <td>-0.010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TOT</th>\n",
" <td>0.165501</td>\n",
" <td>0.125082</td>\n",
" <td>0.170</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Prior Posterior Views\n",
"AIR.PA 0.211797 0.149275 0.060\n",
"ATO.PA 0.119274 0.086625 0.150\n",
"CS.PA 0.144824 0.104912 0.220\n",
"ENGI.PA 0.117140 0.083524 0.160\n",
"ENR.DE 0.027215 0.003080 -0.027\n",
"HO.PA 0.137631 0.096096 0.120\n",
"MC.PA 0.142924 0.084373 -0.060\n",
"RNO.PA 0.198142 0.133569 -0.120\n",
"SAF.PA 0.208159 0.145659 -0.010\n",
"TOT 0.165501 0.125082 0.170"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rets_df = pd.DataFrame([market_prior, ret_bl, pd.Series(viewdict)], \n",
" index=[\"Prior\", \"Posterior\", \"Views\"]).T\n",
"rets_df"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rets_df.plot.bar(figsize=(12,8));\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"S_bl = bl.bl_cov()\n",
"plotting.plot_covariance(S_bl);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Portfolio allocation"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from pypfopt import EfficientFrontier, objective_functions\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\D580656\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pypfopt\\efficient_frontier.py:196: UserWarning: max_sharpe transforms the optimisation problem so additional objectives may not work as expected.\n",
" \"max_sharpe transforms the optimisation problem so additional objectives may not work as expected.\"\n"
]
},
{
"data": {
"text/plain": [
"OrderedDict([('AIR.PA', 0.15455),\n",
" ('ATO.PA', 0.08261),\n",
" ('CS.PA', 0.10543),\n",
" ('ENGI.PA', 0.07509),\n",
" ('ENR.DE', 0.0),\n",
" ('HO.PA', 0.08634),\n",
" ('MC.PA', 0.07821),\n",
" ('RNO.PA', 0.12137),\n",
" ('SAF.PA', 0.14893),\n",
" ('TOT', 0.14747)])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ef = EfficientFrontier(ret_bl, S_bl)\n",
"ef.add_objective(objective_functions.L2_reg)\n",
"ef.max_sharpe()\n",
"weights = ef.clean_weights()\n",
"weights"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.Series(weights).plot.pie(figsize=(10,10));\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Leftover: $10.37\n"
]
},
{
"data": {
"text/plain": [
"{'AIR.PA': 2,\n",
" 'ATO.PA': 1,\n",
" 'CS.PA': 7,\n",
" 'ENGI.PA': 8,\n",
" 'HO.PA': 2,\n",
" 'RNO.PA': 4,\n",
" 'SAF.PA': 2,\n",
" 'TOT': 4}"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pypfopt import DiscreteAllocation\n",
"\n",
"da = DiscreteAllocation(weights, prices.iloc[-1], total_portfolio_value=1200)\n",
"alloc, leftover = da.lp_portfolio()\n",
"print(f\"Leftover: ${leftover:.2f}\")\n",
"alloc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}