{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# importing libraries\n", "import matplotlib.pyplot as plt\n", "import plotly.graph_objs as go\n", "import plotly.offline as py\n", "import cufflinks as cf\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import quandl\n", "import plotly\n", "import time\n", "\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "from IPython.display import Markdown, display\n", "from matplotlib.ticker import FuncFormatter\n", "from pandas.core.base import PandasObject\n", "from datetime import datetime\n", "\n", "pd.options.display.float_format = '{:,.2f}'.format\n", "\n", "# Setting pandas dataframe display options\n", "pd.set_option(\"display.max_rows\", 20)\n", "pd.set_option('display.width', 800)\n", "pd.set_option('max_colwidth', 800)\n", "\n", "# Set plotly offline\n", "init_notebook_mode(connected=True)\n", "\n", "# Set matplotlib style\n", "plt.style.use('seaborn')\n", "\n", "# Set cufflinks offline\n", "cf.go_offline()\n", "\n", "# Defining today's Date\n", "from datetime import date\n", "today = date.today()\n", "\n", "import PortfolioAnalyser as pa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[\"FP\"](https://www.futureproof.pt/)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3071: DtypeWarning:\n", "\n", "Columns (517) have mixed types.Specify dtype option on import or set low_memory=False.\n", "\n" ] } ], "source": [ "ISINs = ['IE00B18GC888', 'IWDA', 'XAD5']\n", "Nomes = ['VG_GB', 'IWDA', 'XAD5']\n", "\n", "fundos = pd.read_csv('D:/GDrive/_GitHub/Backtester/Data/Cotacoes_diarias.csv', index_col = 'Date', parse_dates = True)[ISINs]\n", "\n", "fundos.columns = Nomes\n", "fundos = fundos.dropna()\n", "fundos = pa.normalize(fundos)\n", "\n", "Begin = str(fundos.iloc[0].name)[0:10]\n", "End = str(fundos.iloc[-1].name)[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparação de carteiras \"modelo\" de ETFs (usando Vanguard Global Bond, IWDA e IQQ0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Nota:** Ver em baixo sobre possibilidade de substituição do Vanguard Global Bond pelo AGGH" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Análise desde 2014-02-27 até 2020-11-06**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pa.print_title('Análise desde ' + Begin + ' até ' + End)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": true }, "data": [ { "line": { "color": "rgba(255, 153, 51, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3 }, "mode": "lines", "name": "VG_GB", "text": "", "type": "scatter", "x": [ "2014-02-27", "2014-02-28", "2014-03-03", "2014-03-04", "2014-03-05", "2014-03-06", "2014-03-07", "2014-03-10", "2014-03-11", "2014-03-12", "2014-03-13", "2014-03-14", "2014-03-17", "2014-03-18", "2014-03-19", "2014-03-20", "2014-03-21", "2014-03-24", "2014-03-25", "2014-03-26", "2014-03-27", "2014-03-28", "2014-03-31", "2014-04-01", "2014-04-02", "2014-04-03", "2014-04-04", "2014-04-07", "2014-04-08", "2014-04-09", "2014-04-10", "2014-04-11", 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\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Quadro de performance de '\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mfundos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute_ms_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfundos\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mfundos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_ms_performance_table\u001b[1;34m(DataFrame, freq)\u001b[0m\n\u001b[0;32m 797\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m5\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 798\u001b[0m \u001b[0mdf0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 799\u001b[1;33m \u001b[0mdf_ytd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 800\u001b[0m \u001b[0mdf1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 801\u001b[0m \u001b[0mdf3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_performance_table\u001b[1;34m(dataframe, years, freq)\u001b[0m\n\u001b[0;32m 143\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0myears\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 144\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 145\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataframe\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 146\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 147\u001b[0m \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'filter_by_date' is not defined" ] } ], "source": [ "nr = 0\n", "\n", "pa.print_title('Quadro de performance de ' + fundos.columns[nr])\n", "pa.compute_ms_performance_table(fundos[[fundos.columns[nr]]])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Quadro de performance de IWDA**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Performance from 2014-02-27 to 2020-11-06 (≈ 6.7 years)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "NameError", "evalue": "name 'filter_by_date' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Quadro de performance de '\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mfundos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute_ms_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfundos\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mfundos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_ms_performance_table\u001b[1;34m(DataFrame, freq)\u001b[0m\n\u001b[0;32m 797\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m5\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 798\u001b[0m \u001b[0mdf0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 799\u001b[1;33m \u001b[0mdf_ytd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 800\u001b[0m \u001b[0mdf1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 801\u001b[0m \u001b[0mdf3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_performance_table\u001b[1;34m(dataframe, years, freq)\u001b[0m\n\u001b[0;32m 143\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0myears\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 144\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 145\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataframe\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 146\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 147\u001b[0m \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'filter_by_date' is not defined" ] } ], "source": [ "nr = 1\n", "\n", "pa.print_title('Quadro de performance de ' + fundos.columns[nr])\n", "pa.compute_ms_performance_table(fundos[[fundos.columns[nr]]])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Quadro de performance de IQQ0**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Performance from 2014-02-27 to 2020-11-06 (≈ 6.7 years)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "NameError", "evalue": "name 'filter_by_date' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m 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pa.merge_time_series(portfolios, agressivo)\n", "\n", "portfolios.columns = ['Cons.', 'Mod.', 'Agr.'] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Portfolios:\n", "\n", "- Portfolio Conservador:\n", " - 15% IWDA (MSCI World) - [Homepage](https://www.ishares.com/nl/particuliere-belegger/nl/producten/251882/ishares-msci-world-ucits-etf-acc-fund) (tem de se traduzir para inglês usando a funcionalidade \"translate to english\" do chrome)\n", " - 15% IQQ0 (MSCI World Min Vol) - [Homepage](https://www.ishares.com/de/privatanleger/de/produkte/251382/ishares-msci-world-minimum-volatility-ucits-etf) (tem de se traduzir para inglês usando a funcionalidade \"translate to english\" do chrome)\n", " - 70% Vanguard Global Bond - [Homepage](https://global.vanguard.com/portal/site/kiids/pt/pt/documents) // [Kiid](https://global.vanguard.com/portal/site/loadPDF?country=pt&docId=10417)\n", " \n", " \n", "- Portfolio Moderado:\n", " - 25% IWDA (MSCI World) - [Homepage](https://www.ishares.com/nl/particuliere-belegger/nl/producten/251882/ishares-msci-world-ucits-etf-acc-fund) (tem de se traduzir para inglês usando a funcionalidade \"translate to english\" do chrome)\n", " - 25% IQQ0 (MSCI World Min Vol) - [Homepage](https://www.ishares.com/de/privatanleger/de/produkte/251382/ishares-msci-world-minimum-volatility-ucits-etf) (tem de se traduzir para inglês usando a funcionalidade \"translate to english\" do chrome)\n", " - 50% Vanguard Global Bond - [Homepage](https://global.vanguard.com/portal/site/kiids/pt/pt/documents) // [Kiid](https://global.vanguard.com/portal/site/loadPDF?country=pt&docId=10417)\n", " \n", " \n", "- Portfolio Agressivo:\n", " - 40% IWDA (MSCI World) - [Homepage](https://www.ishares.com/nl/particuliere-belegger/nl/producten/251882/ishares-msci-world-ucits-etf-acc-fund) (tem de se traduzir para inglês usando a funcionalidade \"translate to english\" do chrome)\n", " - 40% IQQ0 (MSCI World Min Vol) - [Homepage](https://www.ishares.com/de/privatanleger/de/produkte/251382/ishares-msci-world-minimum-volatility-ucits-etf) (tem de se traduzir para inglês usando a funcionalidade \"translate to english\" do chrome)\n", " - 20% Vanguard Global Bond - [Homepage](https://global.vanguard.com/portal/site/kiids/pt/pt/documents) // [Kiid](https://global.vanguard.com/portal/site/loadPDF?country=pt&docId=10417)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": true }, "data": [ { "line": { "color": "rgba(255, 153, 51, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3 }, "mode": "lines", "name": "Cons.", "text": "", "type": "scatter", "x": [ "2014-02-27", "2014-02-28", "2014-03-03", "2014-03-04", "2014-03-05", "2014-03-06", "2014-03-07", "2014-03-10", "2014-03-11", "2014-03-12", "2014-03-13", "2014-03-14", "2014-03-17", 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\u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 801\u001b[0m \u001b[0mdf3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_performance_table\u001b[1;34m(dataframe, years, freq)\u001b[0m\n\u001b[0;32m 143\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0myears\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 144\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 145\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataframe\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 146\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 147\u001b[0m \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'filter_by_date' is not defined" ] } ], "source": [ "pa.print_title('Quadro de performance do portfolio Conservador (70B/30E)')\n", "pa.compute_ms_performance_table(portfolios[['Cons.']])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Quadro de performance do portfolio Moderado (50B/50E)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Performance from 2014-02-27 to 2020-11-06 (≈ 6.7 years)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "NameError", "evalue": "name 'filter_by_date' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Quadro de performance do portfolio Moderado (50B/50E)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute_ms_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mportfolios\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Mod.'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_ms_performance_table\u001b[1;34m(DataFrame, freq)\u001b[0m\n\u001b[0;32m 797\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m5\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 798\u001b[0m \u001b[0mdf0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 799\u001b[1;33m \u001b[0mdf_ytd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 800\u001b[0m \u001b[0mdf1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 801\u001b[0m \u001b[0mdf3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'filter_by_date' is not defined" ] } ], "source": [ "pa.print_title('Quadro de performance do portfolio Moderado (50B/50E)')\n", "pa.compute_ms_performance_table(portfolios[['Mod.']])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Quadro de performance do portfolio Agressivo (20B/80E)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Performance from 2014-02-27 to 2020-11-06 (≈ 6.7 years)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "NameError", "evalue": "name 'filter_by_date' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Quadro de performance do portfolio Agressivo (20B/80E)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute_ms_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mportfolios\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Agr.'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_ms_performance_table\u001b[1;34m(DataFrame, freq)\u001b[0m\n\u001b[0;32m 797\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m5\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mnr_of_days\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m365\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 798\u001b[0m \u001b[0mdf0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 799\u001b[1;33m \u001b[0mdf_ytd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 800\u001b[0m \u001b[0mdf1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 801\u001b[0m \u001b[0mdf3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute_performance_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myears\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mD:\\GDrive\\_GitHub\\Articles_and_studies\\PortfolioAnalyser.py\u001b[0m in \u001b[0;36mcompute_performance_table\u001b[1;34m(dataframe, years, freq)\u001b[0m\n\u001b[0;32m 143\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0myears\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 144\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 145\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfilter_by_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataframe\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'ytd'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 146\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 147\u001b[0m \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'filter_by_date' is not defined" ] } ], "source": [ "pa.print_title('Quadro de performance do portfolio Agressivo (20B/80E)')\n", "pa.compute_ms_performance_table(portfolios[['Agr.']])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Quadro de retornos anuais dos portfolios**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pa.print_title('Quadro de retornos anuais dos portfolios')\n", "fundos_norm = portfolios.copy()\n", "\n", "# Resampling to yearly (business year)\n", "yearly_quotes_fundos = fundos_norm.resample('BA').last()\n", "\n", "# Adding first quote (only if start is in the middle of the year) ### Falta trabalho para automatizar #####\n", "yearly_quotes_fundos = pd.concat([yearly_quotes_fundos.iloc[:1], yearly_quotes_fundos])\n", "yearly_quotes_fundos = pd.concat([pd.DataFrame(fundos_norm.iloc[0]).transpose(), yearly_quotes_fundos.iloc[1:]])\n", "\n", "# Returns\n", "yearly_returns_fundos = ((yearly_quotes_fundos / yearly_quotes_fundos.shift(1)) - 1) * 100\n", "yearly_returns_fundos = yearly_returns_fundos.set_index([list(range(fundos_norm.index[0].year - 1, fundos_norm.index[-1].year + 1))]).drop(fundos_norm.index[0].year - 1)\n", "\n", "# Calcular em valores percentuais\n", "yearly_returns_fundos = yearly_returns_fundos / 100\n", "\n", "# Sns heatmap\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(12, 4.5)\n", "\n", "ax = sns.heatmap(yearly_returns_fundos.transpose(), annot=True, cmap=\"RdYlGn\", linewidths=.2, cbar=False, center=0.02, fmt='.2%')\n", "plt.yticks(rotation=360)\n", "plt.title('Yearly performance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curva eficiente de Markowitz\n", "\n", "Para ajustar os pesos ao risco (ajuste ao retorno por esta via é mais instável mas é sempre possibilidade também) que se pretende se quisermos ir mais longe na personalização. Os fundos/ETFs considerados para a optimização são o IWDA (representando global Equity) e Vanguard Global Bonds (representando Global Bonds). As carteiras acima estão construídas dividindo a parte Equity 50% em IWDA e 50% IQQ0." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from scipy.optimize import minimize as sp_minimize\n", "\n", "# Helper function\n", "def portfolio_return(weights, returns):\n", " \"\"\"\n", " Computes the return on a portfolio from constituent returns and weights\n", " weights are a numpy array or Nx1 matrix and returns are a numpy array or Nx1 matrix\n", " \"\"\"\n", " return weights.T @ returns\n", "\n", "def portfolio_vol(weights, covmat):\n", " \"\"\"\n", " Computes the vol of a portfolio from a covariance matrix and constituent weights\n", " weights are a numpy array or N x 1 maxtrix and covmat is an N x N matrix\n", " \"\"\"\n", " return (weights.T @ covmat @ weights)**0.5\n", "\n", "def optimal_weights(n_points, cagr_returns,covmat):\n", " \"\"\"\n", " \"\"\"\n", " target_rs = np.linspace(cagr_returns.min(), cagr_returns.max(), n_points)\n", " weights = [minimize_vol(target_return, cagr_returns,covmat) for target_return in target_rs]\n", " return weights\n", "\n", "def compute_ef(n_points, cagr_returns,covmat):\n", " \"\"\"\n", " Plots the multi-asset efficient frontier\n", " \"\"\"\n", " weights = optimal_weights(n_points, cagr_returns,covmat)\n", " rets = [portfolio_return(w, cagr_returns) for w in weights]\n", " vols = [portfolio_vol(w, covmat) for w in weights]\n", " ef = pd.DataFrame({\n", " \"Returns\": rets, \n", " \"Volatility\": vols\n", " })\n", " return ef, weights\n", "\n", "def minimize_vol(target_return, cagr_returns, covmat):\n", " \"\"\"\n", " Returns the optimal weights that achieve the target return\n", " given a set of expected returns and a covariance matrix\n", " \"\"\"\n", " n = cagr_returns.shape[0]\n", " init_guess = np.repeat(1/n, n)\n", " bounds = ((0.0, 1.0),) * n\n", " # construct the constraints\n", " weights_sum_to_1 = {'type': 'eq',\n", " 'fun': lambda weights: np.sum(weights) - 1\n", " }\n", " return_is_target = {'type': 'eq',\n", " 'args': (cagr_returns,),\n", " 'fun': lambda weights, er: target_return - portfolio_return(weights,cagr_returns)\n", " }\n", " # minimum_weight_group = {'type': 'ineq',\n", " # 'fun': lambda weights: np.sum([weights[4], weights[5]]) - 0.1\n", " # }\n", "\n", " if len(covmat) == 2:\n", " constraints = (weights_sum_to_1, return_is_target,\n", " minimum_weight_0, minimum_weight_1)\n", "\n", " if len(covmat) == 3:\n", " constraints = (weights_sum_to_1, return_is_target,\n", " minimum_weight_0, minimum_weight_1,\n", " minimum_weight_2)\n", "\n", " if len(covmat) == 4:\n", " constraints = (weights_sum_to_1, return_is_target,\n", " minimum_weight_0, minimum_weight_1,\n", " minimum_weight_2, minimum_weight_3)\n", "\n", " elif len(covmat) == 5:\n", " constraints = (weights_sum_to_1, return_is_target,\n", " minimum_weight_0, minimum_weight_1,\n", " minimum_weight_2, minimum_weight_3,\n", " minimum_weight_4)\n", "\n", " elif len(covmat) == 6:\n", " constraints = (weights_sum_to_1, return_is_target,\n", " minimum_weight_0, minimum_weight_1,\n", " minimum_weight_2, minimum_weight_3,\n", " minimum_weight_4, minimum_weight_5)\n", "\n", " weights = sp_minimize(portfolio_vol, init_guess,\n", " args=(covmat,), method='SLSQP',\n", " options={'disp': False},\n", " constraints=constraints,\n", " bounds=bounds)\n", " return weights.x\n", "\n", "def compute_efficient_frontier(quotes, min_weights, nomes):\n", " cagr_returns = pa.compute_cagr(quotes)\n", " cagr_returns\n", "\n", " returns = quotes.pct_change().dropna()\n", " returns\n", "\n", " returns_covmat = returns.cov()\n", " returns_covmat_a = returns_covmat * 365\n", "\n", " def ef_minimum_weight(ticker_number, min_weight):\n", " globals()['minimum_weight_' + str(ticker_number)] = {'type': 'ineq',\n", " 'fun': lambda weights: weights[ticker_number] - min_weight\n", " }\n", "\n", " for i in range(len(returns.columns)):\n", " ef_minimum_weight(ticker_number=i, min_weight=min_weights[i])\n", "\n", " ef, weights = compute_ef(100, cagr_returns,returns_covmat_a)\n", "\n", " weights_100 = np.array(weights) * 100\n", "\n", " columns = ['Returns', 'Volatility'] + nomes + ['Sharpe']\n", "\n", " ef_2 = pd.concat([ef, pd.DataFrame(weights_100)], axis=1)\n", " ef_2['Volatility'] = ef_2['Volatility'] * 100\n", " ef_2['Sharpe'] = ef_2['Returns'] / ef_2['Volatility']\n", " ef_2.columns=columns\n", " ef_2 = round(ef_2, 4)\n", "\n", " return ef_2" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "nomes = ['VG', 'IWDA', 'XAD5']\n", "ef = compute_efficient_frontier(fundos, [0, 0, 0], nomes)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 100, 0, 0 ], [ 98.99, 1.01, 0 ], [ 97.98, 2.02, 0 ], [ 96.97, 3.03, 0 ], [ 95.96, 4.04, 0 ], [ 94.95, 5.05, 0 ], [ 93.94, 6.06, 0 ], [ 92.68, 6.6, 0.72 ], [ 91.41, 7.13, 1.46 ], [ 90.15, 7.66, 2.19 ], [ 88.88, 8.19, 2.93 ], [ 87.64, 8.78, 3.58 ], [ 86.38, 9.32, 4.29 ], [ 85.13, 9.86, 5.01 ], [ 83.87, 10.41, 5.72 ], [ 82.61, 10.95, 6.44 ], [ 81.35, 11.5, 7.15 ], [ 80.09, 12.05, 7.86 ], [ 78.83, 12.58, 8.58 ], [ 77.57, 13.12, 9.31 ], [ 76.31, 13.66, 10.03 ], [ 75.05, 14.2, 10.75 ], [ 73.79, 14.74, 11.47 ], [ 72.53, 15.29, 12.19 ], [ 71.27, 15.83, 12.91 ], [ 70.01, 16.37, 13.62 ], [ 68.71, 16.85, 14.44 ], [ 67.46, 17.41, 15.13 ], [ 66.21, 17.96, 15.83 ], [ 64.95, 18.51, 16.54 ], [ 63.7, 19.06, 17.25 ], [ 62.44, 19.61, 17.96 ], [ 61.18, 20.15, 18.67 ], [ 59.92, 20.7, 19.38 ], [ 58.67, 21.24, 20.09 ], [ 57.41, 21.79, 20.81 ], [ 56.15, 22.33, 21.52 ], [ 54.89, 22.87, 22.24 ], [ 53.63, 23.42, 22.96 ], [ 52.37, 23.96, 23.67 ], [ 51.15, 24.59, 24.26 ], [ 49.88, 25.11, 25.01 ], [ 48.62, 25.63, 25.75 ], [ 47.35, 26.16, 26.49 ], [ 46.08, 26.69, 27.22 ], [ 44.82, 27.23, 27.95 ], [ 43.56, 27.76, 28.68 ], [ 42.29, 28.3, 29.4 ], [ 41.03, 28.84, 30.12 ], [ 39.77, 29.38, 30.84 ], [ 38.51, 29.92, 31.56 ], [ 37.25, 30.47, 32.28 ], [ 35.91, 30.86, 33.23 ], [ 34.83, 31.74, 33.43 ], [ 33.47, 32.09, 34.43 ], [ 32.21, 32.63, 35.15 ], [ 30.95, 33.18, 35.87 ], [ 29.69, 33.72, 36.59 ], [ 28.43, 34.26, 37.31 ], [ 27.17, 34.8, 38.03 ], [ 25.91, 35.34, 38.75 ], [ 24.65, 35.87, 39.48 ], [ 23.38, 36.41, 40.2 ], [ 22.12, 36.95, 40.93 ], [ 20.86, 37.48, 41.66 ], [ 19.59, 38.01, 42.39 ], [ 18.33, 38.55, 43.12 ], [ 17.06, 39.08, 43.86 ], [ 15.8, 39.61, 44.6 ], [ 14.53, 40.14, 45.33 ], [ 13.26, 40.66, 46.07 ], [ 12.03, 41.26, 46.71 ], [ 10.81, 41.88, 47.32 ], [ 9.59, 42.49, 47.91 ], [ 8.28, 42.94, 48.79 ], [ 7.02, 43.48, 49.51 ], [ 5.76, 44.02, 50.23 ], [ 4.5, 44.56, 50.95 ], [ 3.23, 45.1, 51.67 ], [ 1.97, 45.64, 52.39 ], [ 0.71, 46.18, 53.11 ], [ 0, 47.75, 52.25 ], [ 0, 50.65, 49.35 ], [ 0, 53.55, 46.45 ], [ 0, 56.45, 43.55 ], [ 0, 59.36, 40.64 ], [ 0, 62.26, 37.74 ], [ 0, 65.16, 34.84 ], [ 0, 68.07, 31.93 ], [ 0, 70.97, 29.03 ], [ 0, 73.87, 26.13 ], [ 0, 76.78, 23.22 ], [ 0, 79.68, 20.32 ], [ 0, 82.58, 17.42 ], [ 0, 85.48, 14.52 ], [ 0, 88.39, 11.61 ], [ 0, 91.29, 8.71 ], [ 0, 94.19, 5.81 ], [ 0, 97.1, 2.9 ], [ 0, 100, 0 ] ], "hovertemplate": "Volatility=%{x}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "\n", "fig = px.scatter(round(ef, 2), x=\"Volatility\", y=\"Returns\", color='Sharpe',\n", " title='Efficient Frontier',\n", " color_continuous_scale='Viridis_r',\n", " hover_data=nomes, width=990, height=500)\n", "\n", "fig.update_layout(\n", " paper_bgcolor=\"#F5F6F9\",\n", " plot_bgcolor=\"#F5F6F9\",\n", " title=dict(x=0.5),\n", " yaxis=dict(\n", " ticksuffix='%',\n", " tickfont=dict(color='#4D5663'),\n", " gridcolor='#E1E5ED',\n", " zerolinecolor='#E1E5ED',\n", " showgrid=True,\n", " title_text=\"Returns (Anual Mean Geometric Return)\"),\n", " xaxis=dict(\n", " ticksuffix='%',\n", " tickfont=dict(color='#4D5663'),\n", " gridcolor='#E1E5ED',\n", " zerolinecolor='#E1E5ED',\n", " showgrid=True,\n", " title_text=\"Volatility (Anualized Standard Deviation)\")\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Questão: Posso usar o AGGH/EUNA (iShares Core Global Aggregate Bond UCITS ETF) em vez do Vanguard Global bond index fund (IE00BGCZ0933)?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ISINs = ['IE00B18GC888', 'AGGH_oficial']\n", "Nomes = ['VG_GB', 'AGGH']\n", "\n", "fundos = pd.read_csv('C:/Users/Luis/Google Drive/_GitHub/Backtester/Data/Cotacoes_diarias_all.csv', index_col = 'Date', parse_dates = True)[ISINs]\n", "\n", "fundos.columns = Nomes\n", "fundos = fundos.dropna()\n", "fundos = pa.normalize(fundos.loc[:'2020-04-30'])\n", "\n", "Begin = str(fundos.iloc[0].name)[0:10]\n", "End = str(fundos.iloc[-1].name)[0:10]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fundos.iplot(title = 'Vanguard Global bond index fund vs iShares Core Global Aggregate Bond UCITS ETF',\n", " yTitle='Crescimento de cada 100 €uros investidos')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Os activos parecem ser suficientemente semelhantes para se poder usar qualquer um deles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparação do Vanguard Global Bond com o Xtrackers II Global Government Bond UCITS ETF 1C - EUR Hedged" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Downloading funds and creating quotes and returns dataframes\n", "Begin = '2000-03-10'\n", "# End = '2017-08-20' # Só activas se quiseres que acabe num dia especifíco \n", "\n", "Tickers = ['DBZB.XETRA']\n", "\n", "ETFs = pd.DataFrame()\n", "\n", "# Download\n", "for ticker in Tickers:\n", " url = \"https://eodhistoricaldata.com/api/eod/\" + str(ticker) + \"?api_token=5c982bff80deb2.22427269&period=d.\"\n", " ETF = pd.read_csv(url, index_col = 'Date', parse_dates = True)[['Adjusted_close']].iloc[:-1, :]\n", " ETFs = ETFs.merge(ETF, left_index = True, right_index = True, how='outer')\n", " \n", "ETFs.columns = Tickers\n", "ETFs = ETFs.fillna(method='ffill')\n", "ETFs = ETFs.replace(to_replace=0, method='ffill')\n", "ETFs.columns = ['DBZB']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ISINs = ['IE00B18GC888']\n", "Nomes = ['VG_GB']\n", "\n", "fundos = pd.read_csv('C:/Users/Luis/Google Drive/_GitHub/Backtester/Data/Cotacoes_diarias_all.csv', index_col = 'Date', parse_dates = True)[ISINs]\n", "\n", "fundos.columns = Nomes\n", "fundos = fundos.dropna()\n", "\n", "Begin = str(fundos.iloc[0].name)[0:10]\n", "End = str(fundos.iloc[-1].name)[0:10]\n", "\n", "fundos = pa.merge_time_series(ETFs, fundos, how='inner')\n", "fundos = pa.normalize(fundos)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fundos.iplot(title= 'Vanguard Global Bond vs Xtrackers II Global Government Bond',\n", " yTitle='Valor por cada 100 €uros investidos')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tal como na comparação anterior os activos parecem ser suficientemente semelhantes para se poder usar qualquer um deles. Embora, ao contrário dos anteriores, devido ao benchmark não ser o mesmo, a probabilidade de haver desvios no futuro é maior. Pode-se ver isso pelo tracking error ser maior nesta segunda comparação. Tracking error é simplesmente haver um spread maior entre eles. Quanto mais um activo se sobrepõe ao outro menor o tracking error." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from IPython.display import display\n", "from IPython.display import HTML\n", "import IPython.core.display as di # Example: di.display_html('

%s:

' % str, raw=True)\n", "\n", "# This line will hide code by default when the notebook is exported as HTML\n", "di.display_html('', raw=True)\n", "\n", "# This line will add a button to toggle visibility of code blocks, for use with the HTML export version\n", "di.display_html('''''', raw=True)" ] }, { "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }