{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Downloading the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  45 of 45 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 = '2017-02-01'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = [\n",
    "    \"ABCB4.SA\", \"ALUP11.SA\", \"B3SA3.SA\", \"BRSR6.SA\", \"BBSE3.SA\", \"BRAP4.SA\", \"BBAS3.SA\", \"AGRO3.SA\", \"CMIG3.SA\",\n",
    "    \"CMIG4.SA\", \"CSMG3.SA\", \"CPLE6.SA\", \"CPFE3.SA\", \"CMIN3.SA\", \"CURY3.SA\", \"DIRR3.SA\", \"ENAT3.SA\", \"EGIE3.SA\",\n",
    "    \"FESA4.SA\", \"GGBR4.SA\", \"GOAU4.SA\", \"MYPK3.SA\", \"RANI3.SA\", \"ITSA4.SA\", \"JBSS3.SA\", \"JHSF3.SA\", \"KEPL3.SA\",\n",
    "    \"LAVV3.SA\", \"MRFG3.SA\", \"BEEF3.SA\", \"PETR3.SA\", \"PETR4.SA\", \"PSSA3.SA\", \"RAPT4.SA\", \"ROMI3.SA\", \"SANB11.SA\",\n",
    "    \"CSNA3.SA\", \"TAEE11.SA\", \"VIVT3.SA\", \"TRPL4.SA\", \"TRIS3.SA\", \"UNIP6.SA\", \"USIM5.SA\", \"VALE3.SA\", \"VBBR3.SA\"\n",
    "]\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "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>ABCB4.SA</th>\n",
       "      <th>AGRO3.SA</th>\n",
       "      <th>ALUP11.SA</th>\n",
       "      <th>B3SA3.SA</th>\n",
       "      <th>BBAS3.SA</th>\n",
       "      <th>BBSE3.SA</th>\n",
       "      <th>BEEF3.SA</th>\n",
       "      <th>BRAP4.SA</th>\n",
       "      <th>BRSR6.SA</th>\n",
       "      <th>CMIG3.SA</th>\n",
       "      <th>...</th>\n",
       "      <th>ROMI3.SA</th>\n",
       "      <th>SANB11.SA</th>\n",
       "      <th>TAEE11.SA</th>\n",
       "      <th>TRIS3.SA</th>\n",
       "      <th>TRPL4.SA</th>\n",
       "      <th>UNIP6.SA</th>\n",
       "      <th>USIM5.SA</th>\n",
       "      <th>VALE3.SA</th>\n",
       "      <th>VBBR3.SA</th>\n",
       "      <th>VIVT3.SA</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",
       "      <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",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-02-23</th>\n",
       "      <td>3.7383%</td>\n",
       "      <td>0.6593%</td>\n",
       "      <td>-1.2048%</td>\n",
       "      <td>-0.7176%</td>\n",
       "      <td>7.1700%</td>\n",
       "      <td>0.9406%</td>\n",
       "      <td>3.4216%</td>\n",
       "      <td>1.3417%</td>\n",
       "      <td>4.7238%</td>\n",
       "      <td>1.1564%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2053%</td>\n",
       "      <td>4.0582%</td>\n",
       "      <td>0.0639%</td>\n",
       "      <td>1.7000%</td>\n",
       "      <td>6.1233%</td>\n",
       "      <td>1.8796%</td>\n",
       "      <td>5.0033%</td>\n",
       "      <td>1.6780%</td>\n",
       "      <td>0.3301%</td>\n",
       "      <td>-0.7699%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-24</th>\n",
       "      <td>2.6383%</td>\n",
       "      <td>1.3537%</td>\n",
       "      <td>0.2439%</td>\n",
       "      <td>0.5060%</td>\n",
       "      <td>-0.3944%</td>\n",
       "      <td>-1.0809%</td>\n",
       "      <td>4.3757%</td>\n",
       "      <td>3.0685%</td>\n",
       "      <td>0.7645%</td>\n",
       "      <td>1.5467%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.7636%</td>\n",
       "      <td>-3.3113%</td>\n",
       "      <td>0.3512%</td>\n",
       "      <td>-1.0816%</td>\n",
       "      <td>2.1053%</td>\n",
       "      <td>0.4100%</td>\n",
       "      <td>9.5299%</td>\n",
       "      <td>1.0108%</td>\n",
       "      <td>-0.8459%</td>\n",
       "      <td>-1.5961%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-25</th>\n",
       "      <td>0.1881%</td>\n",
       "      <td>-2.5420%</td>\n",
       "      <td>-1.7032%</td>\n",
       "      <td>-1.3125%</td>\n",
       "      <td>-2.8043%</td>\n",
       "      <td>-2.2231%</td>\n",
       "      <td>-4.0900%</td>\n",
       "      <td>-3.7479%</td>\n",
       "      <td>-2.6555%</td>\n",
       "      <td>-4.4371%</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.2809%</td>\n",
       "      <td>-2.5114%</td>\n",
       "      <td>-1.9408%</td>\n",
       "      <td>-1.4911%</td>\n",
       "      <td>-1.5273%</td>\n",
       "      <td>1.8746%</td>\n",
       "      <td>-4.3504%</td>\n",
       "      <td>-2.2669%</td>\n",
       "      <td>-3.2701%</td>\n",
       "      <td>0.2929%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-26</th>\n",
       "      <td>-3.8798%</td>\n",
       "      <td>-2.6967%</td>\n",
       "      <td>-2.6815%</td>\n",
       "      <td>-1.0749%</td>\n",
       "      <td>-4.7862%</td>\n",
       "      <td>-2.0039%</td>\n",
       "      <td>3.4115%</td>\n",
       "      <td>-1.3032%</td>\n",
       "      <td>-1.4809%</td>\n",
       "      <td>1.2474%</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.3004%</td>\n",
       "      <td>-2.1077%</td>\n",
       "      <td>-0.1947%</td>\n",
       "      <td>-5.5499%</td>\n",
       "      <td>-4.3382%</td>\n",
       "      <td>3.4615%</td>\n",
       "      <td>-1.5161%</td>\n",
       "      <td>-1.2433%</td>\n",
       "      <td>-2.4008%</td>\n",
       "      <td>-1.1680%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-01</th>\n",
       "      <td>1.2370%</td>\n",
       "      <td>2.5897%</td>\n",
       "      <td>-0.4239%</td>\n",
       "      <td>0.0921%</td>\n",
       "      <td>-0.6774%</td>\n",
       "      <td>-2.4774%</td>\n",
       "      <td>-0.5154%</td>\n",
       "      <td>2.7362%</td>\n",
       "      <td>-5.2215%</td>\n",
       "      <td>-4.4490%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.7836%</td>\n",
       "      <td>-0.9569%</td>\n",
       "      <td>-1.1379%</td>\n",
       "      <td>-1.9231%</td>\n",
       "      <td>-1.5899%</td>\n",
       "      <td>-4.8424%</td>\n",
       "      <td>3.7562%</td>\n",
       "      <td>4.2848%</td>\n",
       "      <td>-1.1546%</td>\n",
       "      <td>-1.3689%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ABCB4.SA  AGRO3.SA  ALUP11.SA  B3SA3.SA  BBAS3.SA  BBSE3.SA  \\\n",
       "Date                                                                      \n",
       "2021-02-23   3.7383%   0.6593%   -1.2048%  -0.7176%   7.1700%   0.9406%   \n",
       "2021-02-24   2.6383%   1.3537%    0.2439%   0.5060%  -0.3944%  -1.0809%   \n",
       "2021-02-25   0.1881%  -2.5420%   -1.7032%  -1.3125%  -2.8043%  -2.2231%   \n",
       "2021-02-26  -3.8798%  -2.6967%   -2.6815%  -1.0749%  -4.7862%  -2.0039%   \n",
       "2021-03-01   1.2370%   2.5897%   -0.4239%   0.0921%  -0.6774%  -2.4774%   \n",
       "\n",
       "            BEEF3.SA  BRAP4.SA  BRSR6.SA  CMIG3.SA  ...  ROMI3.SA  SANB11.SA  \\\n",
       "Date                                                ...                        \n",
       "2021-02-23   3.4216%   1.3417%   4.7238%   1.1564%  ...  -2.2053%    4.0582%   \n",
       "2021-02-24   4.3757%   3.0685%   0.7645%   1.5467%  ...  13.7636%   -3.3113%   \n",
       "2021-02-25  -4.0900%  -3.7479%  -2.6555%  -4.4371%  ...  -3.2809%   -2.5114%   \n",
       "2021-02-26   3.4115%  -1.3032%  -1.4809%   1.2474%  ...  -5.3004%   -2.1077%   \n",
       "2021-03-01  -0.5154%   2.7362%  -5.2215%  -4.4490%  ...   5.7836%   -0.9569%   \n",
       "\n",
       "            TAEE11.SA  TRIS3.SA  TRPL4.SA  UNIP6.SA  USIM5.SA  VALE3.SA  \\\n",
       "Date                                                                      \n",
       "2021-02-23    0.0639%   1.7000%   6.1233%   1.8796%   5.0033%   1.6780%   \n",
       "2021-02-24    0.3512%  -1.0816%   2.1053%   0.4100%   9.5299%   1.0108%   \n",
       "2021-02-25   -1.9408%  -1.4911%  -1.5273%   1.8746%  -4.3504%  -2.2669%   \n",
       "2021-02-26   -0.1947%  -5.5499%  -4.3382%   3.4615%  -1.5161%  -1.2433%   \n",
       "2021-03-01   -1.1379%  -1.9231%  -1.5899%  -4.8424%   3.7562%   4.2848%   \n",
       "\n",
       "            VBBR3.SA  VIVT3.SA  \n",
       "Date                            \n",
       "2021-02-23   0.3301%  -0.7699%  \n",
       "2021-02-24  -0.8459%  -1.5961%  \n",
       "2021-02-25  -3.2701%   0.2929%  \n",
       "2021-02-26  -2.4008%  -1.1680%  \n",
       "2021-03-01  -1.1546%  -1.3689%  \n",
       "\n",
       "[5 rows x 45 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimating Mean Variance Portfolios"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculating the portfolio that maximizes Sharpe ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "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>ABCB4.SA</th>\n",
       "      <th>AGRO3.SA</th>\n",
       "      <th>ALUP11.SA</th>\n",
       "      <th>B3SA3.SA</th>\n",
       "      <th>BBAS3.SA</th>\n",
       "      <th>BBSE3.SA</th>\n",
       "      <th>BEEF3.SA</th>\n",
       "      <th>BRAP4.SA</th>\n",
       "      <th>BRSR6.SA</th>\n",
       "      <th>CMIG3.SA</th>\n",
       "      <th>...</th>\n",
       "      <th>ROMI3.SA</th>\n",
       "      <th>SANB11.SA</th>\n",
       "      <th>TAEE11.SA</th>\n",
       "      <th>TRIS3.SA</th>\n",
       "      <th>TRPL4.SA</th>\n",
       "      <th>UNIP6.SA</th>\n",
       "      <th>USIM5.SA</th>\n",
       "      <th>VALE3.SA</th>\n",
       "      <th>VBBR3.SA</th>\n",
       "      <th>VIVT3.SA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.0265%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>20.5202%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1870%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.9384%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ABCB4.SA  AGRO3.SA  ALUP11.SA  B3SA3.SA  BBAS3.SA  BBSE3.SA  \\\n",
       "weights   0.0000%   0.0000%    0.0000%   0.0000%   0.0000%   0.0000%   \n",
       "\n",
       "         BEEF3.SA  BRAP4.SA  BRSR6.SA  CMIG3.SA  ...  ROMI3.SA  SANB11.SA  \\\n",
       "weights   3.0265%   0.0000%   0.0000%  20.5202%  ...   0.0000%    0.0000%   \n",
       "\n",
       "         TAEE11.SA  TRIS3.SA  TRPL4.SA  UNIP6.SA  USIM5.SA  VALE3.SA  \\\n",
       "weights    6.1870%   0.0000%   0.0000%   2.9384%   0.0000%   0.0000%   \n",
       "\n",
       "         VBBR3.SA  VIVT3.SA  \n",
       "weights   0.0000%   0.0000%  \n",
       "\n",
       "[1 rows x 45 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, d=0.94)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # 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",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "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>ABCB4.SA</th>\n",
       "      <th>AGRO3.SA</th>\n",
       "      <th>ALUP11.SA</th>\n",
       "      <th>B3SA3.SA</th>\n",
       "      <th>BBAS3.SA</th>\n",
       "      <th>BBSE3.SA</th>\n",
       "      <th>BEEF3.SA</th>\n",
       "      <th>BRAP4.SA</th>\n",
       "      <th>BRSR6.SA</th>\n",
       "      <th>CMIG3.SA</th>\n",
       "      <th>...</th>\n",
       "      <th>ROMI3.SA</th>\n",
       "      <th>SANB11.SA</th>\n",
       "      <th>TAEE11.SA</th>\n",
       "      <th>TRIS3.SA</th>\n",
       "      <th>TRPL4.SA</th>\n",
       "      <th>UNIP6.SA</th>\n",
       "      <th>USIM5.SA</th>\n",
       "      <th>VALE3.SA</th>\n",
       "      <th>VBBR3.SA</th>\n",
       "      <th>VIVT3.SA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.6328%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.5613%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.9671%</td>\n",
       "      <td>0.4596%</td>\n",
       "      <td>1.6786%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.7480%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.9947%</td>\n",
       "      <td>0.3413%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.2007%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.3553%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.6044%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.6150%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.9551%</td>\n",
       "      <td>2.0004%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.3928%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.0940%</td>\n",
       "      <td>1.5589%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.8441%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.6011%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.4334%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.0537%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.0445%</td>\n",
       "      <td>2.5914%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.6591%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>16.5361%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.4141%</td>\n",
       "      <td>1.8092%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.9854%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.3051%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.2850%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.6049%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.1141%</td>\n",
       "      <td>3.0643%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.1995%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>17.4848%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.0231%</td>\n",
       "      <td>2.0007%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.4842%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2579%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.1272%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.2752%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.1101%</td>\n",
       "      <td>3.4032%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.5569%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.3333%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.7856%</td>\n",
       "      <td>2.1724%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.8405%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.3552%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ABCB4.SA  AGRO3.SA  ALUP11.SA  B3SA3.SA  BBAS3.SA  BBSE3.SA  BEEF3.SA  \\\n",
       "0   0.6328%   0.0000%    5.5613%   0.0000%   0.0000%   7.9671%   0.4596%   \n",
       "1   0.6044%   0.0000%    4.6150%   0.0000%   0.0000%   7.9551%   2.0004%   \n",
       "2   0.4334%   0.0000%    4.0537%   0.0000%   0.0000%   8.0445%   2.5914%   \n",
       "3   0.2850%   0.0000%    3.6049%   0.0000%   0.0000%   8.1141%   3.0643%   \n",
       "4   0.1272%   0.0000%    3.2752%   0.0000%   0.0000%   8.1101%   3.4032%   \n",
       "\n",
       "   BRAP4.SA  BRSR6.SA  CMIG3.SA  ...  ROMI3.SA  SANB11.SA  TAEE11.SA  \\\n",
       "0   1.6786%   0.0000%   0.0000%  ...   0.0000%    0.0000%   12.7480%   \n",
       "1   0.0000%   0.0000%   0.0000%  ...   0.0000%    0.0000%   15.3928%   \n",
       "2   0.0000%   0.0000%   1.6591%  ...   0.0000%    0.0000%   16.5361%   \n",
       "3   0.0000%   0.0000%   3.1995%  ...   0.0000%    0.0000%   17.4848%   \n",
       "4   0.0000%   0.0000%   4.5569%  ...   0.0000%    0.0000%   18.3333%   \n",
       "\n",
       "   TRIS3.SA  TRPL4.SA  UNIP6.SA  USIM5.SA  VALE3.SA  VBBR3.SA  VIVT3.SA  \n",
       "0   0.0000%  15.9947%   0.3413%   0.0000%  10.2007%   0.0000%  14.3553%  \n",
       "1   0.0000%  14.0940%   1.5589%   0.0000%   5.8441%   0.0000%  11.6011%  \n",
       "2   0.0000%  12.4141%   1.8092%   0.0000%   3.9854%   0.0000%  10.3051%  \n",
       "3   0.0000%  11.0231%   2.0007%   0.0000%   2.4842%   0.0000%   9.2579%  \n",
       "4   0.0000%   9.7856%   2.1724%   0.0000%   0.8405%   0.0000%   8.3552%  \n",
       "\n",
       "[5 rows x 45 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\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": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # 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": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimating Mean Risk Portfolios (Other tests)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculating the portfolio that maximizes Return/CVaR ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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>ABCB4.SA</th>\n",
       "      <th>AGRO3.SA</th>\n",
       "      <th>ALUP11.SA</th>\n",
       "      <th>B3SA3.SA</th>\n",
       "      <th>BBAS3.SA</th>\n",
       "      <th>BBSE3.SA</th>\n",
       "      <th>BEEF3.SA</th>\n",
       "      <th>BRAP4.SA</th>\n",
       "      <th>BRSR6.SA</th>\n",
       "      <th>CMIG3.SA</th>\n",
       "      <th>...</th>\n",
       "      <th>ROMI3.SA</th>\n",
       "      <th>SANB11.SA</th>\n",
       "      <th>TAEE11.SA</th>\n",
       "      <th>TRIS3.SA</th>\n",
       "      <th>TRPL4.SA</th>\n",
       "      <th>UNIP6.SA</th>\n",
       "      <th>USIM5.SA</th>\n",
       "      <th>VALE3.SA</th>\n",
       "      <th>VBBR3.SA</th>\n",
       "      <th>VIVT3.SA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.3472%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.0188%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.3714%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ABCB4.SA  AGRO3.SA  ALUP11.SA  B3SA3.SA  BBAS3.SA  BBSE3.SA  \\\n",
       "weights   0.0000%   0.0000%    0.0000%   0.0000%   0.0000%   0.0000%   \n",
       "\n",
       "         BEEF3.SA  BRAP4.SA  BRSR6.SA  CMIG3.SA  ...  ROMI3.SA  SANB11.SA  \\\n",
       "weights   1.3472%   0.0000%   0.0000%  14.0188%  ...   0.0000%    0.0000%   \n",
       "\n",
       "         TAEE11.SA  TRIS3.SA  TRPL4.SA  UNIP6.SA  USIM5.SA  VALE3.SA  \\\n",
       "weights    0.0000%   0.0000%   0.0000%   5.3714%   0.0000%   0.0000%   \n",
       "\n",
       "         VBBR3.SA  VIVT3.SA  \n",
       "weights   0.0000%   0.0000%  \n",
       "\n",
       "[1 rows x 45 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rm = 'CVaR' # Risk measure\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w, title='Sharpe Mean CVaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "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>ABCB4.SA</th>\n",
       "      <th>AGRO3.SA</th>\n",
       "      <th>ALUP11.SA</th>\n",
       "      <th>B3SA3.SA</th>\n",
       "      <th>BBAS3.SA</th>\n",
       "      <th>BBSE3.SA</th>\n",
       "      <th>BEEF3.SA</th>\n",
       "      <th>BRAP4.SA</th>\n",
       "      <th>BRSR6.SA</th>\n",
       "      <th>CMIG3.SA</th>\n",
       "      <th>...</th>\n",
       "      <th>ROMI3.SA</th>\n",
       "      <th>SANB11.SA</th>\n",
       "      <th>TAEE11.SA</th>\n",
       "      <th>TRIS3.SA</th>\n",
       "      <th>TRPL4.SA</th>\n",
       "      <th>UNIP6.SA</th>\n",
       "      <th>USIM5.SA</th>\n",
       "      <th>VALE3.SA</th>\n",
       "      <th>VBBR3.SA</th>\n",
       "      <th>VIVT3.SA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.9932%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.5634%</td>\n",
       "      <td>0.5727%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.9594%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.7332%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.6788%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.9569%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.2436%</td>\n",
       "      <td>2.2122%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4644%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.6841%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.3138%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.4335%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1668%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.2854%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.5046%</td>\n",
       "      <td>0.2191%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.5284%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>19.9797%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.7461%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.7048%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.0614%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0591%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.2047%</td>\n",
       "      <td>0.3218%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4489%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>22.0820%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.8159%</td>\n",
       "      <td>2.1716%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.6853%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.6322%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.8681%</td>\n",
       "      <td>1.0559%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.0517%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.3063%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.8104%</td>\n",
       "      <td>4.7179%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.1336%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.9672%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ABCB4.SA  AGRO3.SA  ALUP11.SA  B3SA3.SA  BBAS3.SA  BBSE3.SA  BEEF3.SA  \\\n",
       "0   0.0000%   0.0000%    3.9932%   0.0000%   0.0000%   3.5634%   0.5727%   \n",
       "1   0.0000%   0.0000%    0.0000%   0.0000%   0.0000%   6.2436%   2.2122%   \n",
       "2   0.0000%   2.2854%    0.0000%   0.0000%   0.0000%   9.5046%   0.2191%   \n",
       "3   0.0000%   1.0591%    0.0000%   0.0000%   0.0000%  11.2047%   0.3218%   \n",
       "4   0.0000%   0.0000%    0.0000%   0.0000%   0.0000%  10.8681%   1.0559%   \n",
       "\n",
       "   BRAP4.SA  BRSR6.SA  CMIG3.SA  ...  ROMI3.SA  SANB11.SA  TAEE11.SA  \\\n",
       "0   0.0000%   0.0000%   0.0000%  ...   0.0000%    0.0000%   10.9594%   \n",
       "1   0.0000%   0.0000%   0.4644%  ...   0.0000%    0.0000%   18.6841%   \n",
       "2   0.0000%   0.0000%   1.5284%  ...   0.0000%    0.0000%   19.9797%   \n",
       "3   0.0000%   0.0000%   1.4489%  ...   0.0000%    0.0000%   22.0820%   \n",
       "4   0.0000%   0.0000%   3.0517%  ...   0.0000%    0.0000%   27.3063%   \n",
       "\n",
       "   TRIS3.SA  TRPL4.SA  UNIP6.SA  USIM5.SA  VALE3.SA  VBBR3.SA  VIVT3.SA  \n",
       "0   0.0000%  15.7332%   0.0000%   0.0000%  12.6788%   0.0000%  11.9569%  \n",
       "1   0.0000%   9.3138%   0.0000%   0.0000%   9.4335%   0.0000%   6.1668%  \n",
       "2   0.0000%   8.7461%   0.0000%   0.0000%   7.7048%   0.0000%   2.0614%  \n",
       "3   0.0000%   7.8159%   2.1716%   0.0000%   5.6853%   0.0000%   4.6322%  \n",
       "4   0.0000%   8.8104%   4.7179%   0.0000%   4.1336%   0.0000%   3.9672%  \n",
       "\n",
       "[5 rows x 45 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\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": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = 'Max Risk Adjusted Return Portfolio' # 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": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate Optimal Portfolios for Several Risk Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Risk Measures available:\n",
    "#\n",
    "# 'MV': Standard Deviation.\n",
    "# 'MAD': Mean Absolute Deviation.\n",
    "# 'MSV': Semi Standard Deviation.\n",
    "# 'FLPM': First Lower Partial Moment (Omega Ratio).\n",
    "# 'SLPM': Second Lower Partial Moment (Sortino Ratio).\n",
    "# 'CVaR': Conditional Value at Risk.\n",
    "# 'EVaR': Entropic Value at Risk.\n",
    "# 'WR': Worst Realization (Minimax)\n",
    "# 'MDD': Maximum Drawdown of uncompounded cumulative returns (Calmar Ratio).\n",
    "# 'ADD': Average Drawdown of uncompounded cumulative returns.\n",
    "# 'CDaR': Conditional Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'EDaR': Entropic Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'UCI': Ulcer Index of uncompounded cumulative returns.\n",
    "\n",
    "rms = ['MV', 'MAD', 'MSV', 'FLPM', 'SLPM', 'CVaR',\n",
    "       'EVaR', 'WR', 'MDD', 'ADD', 'CDaR', 'UCI', 'EDaR']\n",
    "\n",
    "w_s = pd.DataFrame([])\n",
    "\n",
    "for i in rms:\n",
    "    w = port.optimization(model=model, rm=i, obj=obj, rf=rf, l=l, hist=hist)\n",
    "    w_s = pd.concat([w_s, w], axis=1)\n",
    "    \n",
    "w_s.columns = rms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install Jinja2 -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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#T_06644_row32_col2, #T_06644_row32_col3, #T_06644_row32_col4, #T_06644_row32_col5, #T_06644_row32_col6, #T_06644_row32_col7, #T_06644_row34_col0, #T_06644_row34_col1, #T_06644_row34_col2, #T_06644_row34_col3, #T_06644_row34_col4, #T_06644_row34_col5, #T_06644_row34_col6, #T_06644_row34_col7, #T_06644_row34_col8, #T_06644_row34_col9, #T_06644_row34_col10, #T_06644_row34_col11, #T_06644_row34_col12, #T_06644_row35_col0, #T_06644_row35_col1, #T_06644_row35_col2, #T_06644_row35_col3, #T_06644_row35_col4, #T_06644_row35_col5, #T_06644_row35_col6, #T_06644_row35_col7, #T_06644_row35_col8, #T_06644_row35_col9, #T_06644_row35_col10, #T_06644_row35_col11, #T_06644_row35_col12, #T_06644_row36_col0, #T_06644_row36_col1, #T_06644_row36_col2, #T_06644_row36_col3, #T_06644_row36_col4, #T_06644_row36_col5, #T_06644_row36_col6, #T_06644_row36_col7, #T_06644_row36_col8, #T_06644_row36_col9, #T_06644_row36_col10, #T_06644_row36_col11, #T_06644_row36_col12, #T_06644_row37_col5, #T_06644_row37_col8, #T_06644_row37_col10, #T_06644_row37_col11, #T_06644_row37_col12, #T_06644_row38_col0, #T_06644_row38_col1, #T_06644_row38_col2, #T_06644_row38_col3, #T_06644_row38_col4, #T_06644_row38_col5, #T_06644_row38_col6, #T_06644_row38_col7, #T_06644_row38_col8, #T_06644_row38_col9, #T_06644_row38_col10, #T_06644_row38_col11, #T_06644_row38_col12, #T_06644_row39_col0, #T_06644_row39_col1, #T_06644_row39_col2, #T_06644_row39_col3, #T_06644_row39_col4, #T_06644_row39_col5, #T_06644_row39_col6, #T_06644_row39_col7, #T_06644_row39_col8, #T_06644_row39_col9, #T_06644_row39_col10, #T_06644_row39_col11, #T_06644_row39_col12, #T_06644_row40_col6, #T_06644_row41_col0, #T_06644_row41_col1, #T_06644_row41_col2, #T_06644_row41_col3, #T_06644_row41_col4, #T_06644_row41_col5, #T_06644_row41_col6, #T_06644_row41_col7, #T_06644_row41_col8, #T_06644_row41_col9, #T_06644_row41_col10, #T_06644_row41_col11, #T_06644_row41_col12, #T_06644_row42_col0, #T_06644_row42_col1, #T_06644_row42_col2, #T_06644_row42_col3, #T_06644_row42_col4, #T_06644_row42_col5, #T_06644_row42_col6, #T_06644_row42_col7, #T_06644_row42_col8, #T_06644_row42_col9, #T_06644_row42_col10, #T_06644_row42_col11, #T_06644_row42_col12, #T_06644_row43_col0, #T_06644_row43_col1, #T_06644_row43_col2, #T_06644_row43_col3, #T_06644_row43_col4, #T_06644_row43_col5, #T_06644_row43_col6, #T_06644_row43_col7, #T_06644_row43_col8, #T_06644_row43_col9, #T_06644_row43_col10, #T_06644_row43_col11, #T_06644_row43_col12, #T_06644_row44_col0, #T_06644_row44_col1, #T_06644_row44_col2, #T_06644_row44_col3, #T_06644_row44_col4, #T_06644_row44_col5, #T_06644_row44_col6, #T_06644_row44_col7, #T_06644_row44_col8, #T_06644_row44_col9, #T_06644_row44_col10, #T_06644_row44_col11, #T_06644_row44_col12 {\n",
       "  background-color: #ffffe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row5_col8 {\n",
       "  background-color: #b6e192;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row5_col9 {\n",
       "  background-color: #c3e698;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row5_col10, #T_06644_row13_col0 {\n",
       "  background-color: #c8e99b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row5_col11 {\n",
       "  background-color: #e2f4aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row5_col12 {\n",
       "  background-color: #7cc87b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col0 {\n",
       "  background-color: #f9fdc7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col1, #T_06644_row16_col1, #T_06644_row40_col1, #T_06644_row40_col7, #T_06644_row40_col8 {\n",
       "  background-color: #fdfeda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col2, #T_06644_row6_col4 {\n",
       "  background-color: #fcfed3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col3 {\n",
       "  background-color: #fdfed9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col5, #T_06644_row37_col4 {\n",
       "  background-color: #fcfed4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col6, #T_06644_row20_col1, #T_06644_row22_col6, #T_06644_row22_col8, #T_06644_row40_col9 {\n",
       "  background-color: #f8fcbe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col7, #T_06644_row40_col11 {\n",
       "  background-color: #e5f5ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row6_col9, #T_06644_row40_col12 {\n",
       "  background-color: #feffe1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row9_col0, #T_06644_row9_col2 {\n",
       "  background-color: #4eb163;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row9_col1 {\n",
       "  background-color: #90d083;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row9_col3, #T_06644_row33_col5 {\n",
       "  background-color: #8ed082;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row9_col4 {\n",
       "  background-color: #47ae60;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row9_col5, #T_06644_row13_col4 {\n",
       "  background-color: #79c679;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row9_col6 {\n",
       "  background-color: #086e3a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row9_col7 {\n",
       "  background-color: #258745;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row9_col8, #T_06644_row9_col10, #T_06644_row9_col12, #T_06644_row30_col0, #T_06644_row30_col1, #T_06644_row30_col2, #T_06644_row30_col3, #T_06644_row30_col4, #T_06644_row30_col5, #T_06644_row30_col6, #T_06644_row30_col7, #T_06644_row30_col9, #T_06644_row30_col11 {\n",
       "  background-color: #004529;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row9_col9 {\n",
       "  background-color: #d9f0a3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row9_col11 {\n",
       "  background-color: #56b568;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row12_col5, #T_06644_row33_col10 {\n",
       "  background-color: #cbea9c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col1 {\n",
       "  background-color: #bde496;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col2 {\n",
       "  background-color: #83cb7d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col3, #T_06644_row33_col0 {\n",
       "  background-color: #b9e294;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col5 {\n",
       "  background-color: #2c8f4b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row13_col6 {\n",
       "  background-color: #7ec97b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col7, #T_06644_row20_col9 {\n",
       "  background-color: #a1d889;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col9 {\n",
       "  background-color: #11753d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row13_col10 {\n",
       "  background-color: #d5eea1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row13_col11 {\n",
       "  background-color: #369d54;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row13_col12 {\n",
       "  background-color: #ccea9d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row16_col0, #T_06644_row16_col3 {\n",
       "  background-color: #feffe2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row16_col8, #T_06644_row37_col2 {\n",
       "  background-color: #fbfed0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row16_col9, #T_06644_row32_col11 {\n",
       "  background-color: #c5e89a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row16_col10 {\n",
       "  background-color: #ceeb9e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row16_col11 {\n",
       "  background-color: #8bce81;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row16_col12 {\n",
       "  background-color: #f1fab5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col0, #T_06644_row20_col2 {\n",
       "  background-color: #f7fcba;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col3, #T_06644_row33_col11 {\n",
       "  background-color: #f8fcc0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col4 {\n",
       "  background-color: #f7fcb9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col5 {\n",
       "  background-color: #b1df90;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col6 {\n",
       "  background-color: #3fa95c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row20_col7 {\n",
       "  background-color: #006636;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row20_col8 {\n",
       "  background-color: #afde8f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col10, #T_06644_row20_col11, #T_06644_row32_col12 {\n",
       "  background-color: #c1e698;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row20_col12 {\n",
       "  background-color: #acdd8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row21_col7 {\n",
       "  background-color: #e4f4ab;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row22_col7 {\n",
       "  background-color: #95d385;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row22_col12 {\n",
       "  background-color: #ffffe4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row26_col0 {\n",
       "  background-color: #eaf7af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row26_col1 {\n",
       "  background-color: #f5fbb8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row26_col2, #T_06644_row40_col0 {\n",
       "  background-color: #fafdc8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row26_col3, #T_06644_row40_col2 {\n",
       "  background-color: #edf8b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row26_col4, #T_06644_row40_col3 {\n",
       "  background-color: #fafdcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row26_col7 {\n",
       "  background-color: #f8fdc1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row30_col8 {\n",
       "  background-color: #88cd7f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row30_col10, #T_06644_row33_col7 {\n",
       "  background-color: #339951;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row30_col12 {\n",
       "  background-color: #2d914b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row32_col8 {\n",
       "  background-color: #d3eda0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row32_col9, #T_06644_row33_col1 {\n",
       "  background-color: #d2eda0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row32_col10 {\n",
       "  background-color: #b5e092;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row33_col2 {\n",
       "  background-color: #abdc8d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row33_col3 {\n",
       "  background-color: #b8e293;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row33_col4 {\n",
       "  background-color: #a6da8b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row33_col6 {\n",
       "  background-color: #3ea75a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row33_col8 {\n",
       "  background-color: #e6f5ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row33_col9 {\n",
       "  background-color: #f3fab6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row33_col12 {\n",
       "  background-color: #aedd8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row37_col0, #T_06644_row40_col4 {\n",
       "  background-color: #ebf7b0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row37_col1, #T_06644_row40_col10 {\n",
       "  background-color: #f9fdc5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row37_col3 {\n",
       "  background-color: #f6fcb8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row37_col6 {\n",
       "  background-color: #dcf1a5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row37_col7 {\n",
       "  background-color: #208242;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_06644_row37_col9 {\n",
       "  background-color: #fdfedb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_06644_row40_col5 {\n",
       "  background-color: #e8f6ae;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_06644\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_06644_level0_col0\" class=\"col_heading level0 col0\" >MV</th>\n",
       "      <th id=\"T_06644_level0_col1\" class=\"col_heading level0 col1\" >MAD</th>\n",
       "      <th id=\"T_06644_level0_col2\" class=\"col_heading level0 col2\" >MSV</th>\n",
       "      <th id=\"T_06644_level0_col3\" class=\"col_heading level0 col3\" >FLPM</th>\n",
       "      <th id=\"T_06644_level0_col4\" class=\"col_heading level0 col4\" >SLPM</th>\n",
       "      <th id=\"T_06644_level0_col5\" class=\"col_heading level0 col5\" >CVaR</th>\n",
       "      <th id=\"T_06644_level0_col6\" class=\"col_heading level0 col6\" >EVaR</th>\n",
       "      <th id=\"T_06644_level0_col7\" class=\"col_heading level0 col7\" >WR</th>\n",
       "      <th id=\"T_06644_level0_col8\" class=\"col_heading level0 col8\" >MDD</th>\n",
       "      <th id=\"T_06644_level0_col9\" class=\"col_heading level0 col9\" >ADD</th>\n",
       "      <th id=\"T_06644_level0_col10\" class=\"col_heading level0 col10\" >CDaR</th>\n",
       "      <th id=\"T_06644_level0_col11\" class=\"col_heading level0 col11\" >UCI</th>\n",
       "      <th id=\"T_06644_level0_col12\" class=\"col_heading level0 col12\" >EDaR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row0\" class=\"row_heading level0 row0\" >ABCB4.SA</th>\n",
       "      <td id=\"T_06644_row0_col0\" class=\"data row0 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col1\" class=\"data row0 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col2\" class=\"data row0 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col3\" class=\"data row0 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col4\" class=\"data row0 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col5\" class=\"data row0 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col6\" class=\"data row0 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col7\" class=\"data row0 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col8\" class=\"data row0 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col9\" class=\"data row0 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col10\" class=\"data row0 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col11\" class=\"data row0 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row0_col12\" class=\"data row0 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row1\" class=\"row_heading level0 row1\" >AGRO3.SA</th>\n",
       "      <td id=\"T_06644_row1_col0\" class=\"data row1 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col1\" class=\"data row1 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col2\" class=\"data row1 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col3\" class=\"data row1 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col4\" class=\"data row1 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col5\" class=\"data row1 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col6\" class=\"data row1 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col7\" class=\"data row1 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col8\" class=\"data row1 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col9\" class=\"data row1 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col10\" class=\"data row1 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col11\" class=\"data row1 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row1_col12\" class=\"data row1 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row2\" class=\"row_heading level0 row2\" >ALUP11.SA</th>\n",
       "      <td id=\"T_06644_row2_col0\" class=\"data row2 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col1\" class=\"data row2 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col2\" class=\"data row2 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col3\" class=\"data row2 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col4\" class=\"data row2 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col5\" class=\"data row2 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col6\" class=\"data row2 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col7\" class=\"data row2 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col8\" class=\"data row2 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col9\" class=\"data row2 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col10\" class=\"data row2 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col11\" class=\"data row2 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row2_col12\" class=\"data row2 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row3\" class=\"row_heading level0 row3\" >B3SA3.SA</th>\n",
       "      <td id=\"T_06644_row3_col0\" class=\"data row3 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col1\" class=\"data row3 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col2\" class=\"data row3 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col3\" class=\"data row3 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col4\" class=\"data row3 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col5\" class=\"data row3 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col6\" class=\"data row3 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col7\" class=\"data row3 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col8\" class=\"data row3 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col9\" class=\"data row3 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col10\" class=\"data row3 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col11\" class=\"data row3 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row3_col12\" class=\"data row3 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row4\" class=\"row_heading level0 row4\" >BBAS3.SA</th>\n",
       "      <td id=\"T_06644_row4_col0\" class=\"data row4 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col1\" class=\"data row4 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col2\" class=\"data row4 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col3\" class=\"data row4 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col4\" class=\"data row4 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col5\" class=\"data row4 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col6\" class=\"data row4 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col7\" class=\"data row4 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col8\" class=\"data row4 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col9\" class=\"data row4 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col10\" class=\"data row4 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col11\" class=\"data row4 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row4_col12\" class=\"data row4 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row5\" class=\"row_heading level0 row5\" >BBSE3.SA</th>\n",
       "      <td id=\"T_06644_row5_col0\" class=\"data row5 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col1\" class=\"data row5 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col2\" class=\"data row5 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col3\" class=\"data row5 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col4\" class=\"data row5 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col5\" class=\"data row5 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col6\" class=\"data row5 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col7\" class=\"data row5 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row5_col8\" class=\"data row5 col8\" >12.24%</td>\n",
       "      <td id=\"T_06644_row5_col9\" class=\"data row5 col9\" >8.58%</td>\n",
       "      <td id=\"T_06644_row5_col10\" class=\"data row5 col10\" >8.33%</td>\n",
       "      <td id=\"T_06644_row5_col11\" class=\"data row5 col11\" >5.55%</td>\n",
       "      <td id=\"T_06644_row5_col12\" class=\"data row5 col12\" >13.15%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row6\" class=\"row_heading level0 row6\" >BEEF3.SA</th>\n",
       "      <td id=\"T_06644_row6_col0\" class=\"data row6 col0\" >3.03%</td>\n",
       "      <td id=\"T_06644_row6_col1\" class=\"data row6 col1\" >1.29%</td>\n",
       "      <td id=\"T_06644_row6_col2\" class=\"data row6 col2\" >1.75%</td>\n",
       "      <td id=\"T_06644_row6_col3\" class=\"data row6 col3\" >1.44%</td>\n",
       "      <td id=\"T_06644_row6_col4\" class=\"data row6 col4\" >1.80%</td>\n",
       "      <td id=\"T_06644_row6_col5\" class=\"data row6 col5\" >1.35%</td>\n",
       "      <td id=\"T_06644_row6_col6\" class=\"data row6 col6\" >2.77%</td>\n",
       "      <td id=\"T_06644_row6_col7\" class=\"data row6 col7\" >3.71%</td>\n",
       "      <td id=\"T_06644_row6_col8\" class=\"data row6 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row6_col9\" class=\"data row6 col9\" >0.33%</td>\n",
       "      <td id=\"T_06644_row6_col10\" class=\"data row6 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row6_col11\" class=\"data row6 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row6_col12\" class=\"data row6 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row7\" class=\"row_heading level0 row7\" >BRAP4.SA</th>\n",
       "      <td id=\"T_06644_row7_col0\" class=\"data row7 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col1\" class=\"data row7 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col2\" class=\"data row7 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col3\" class=\"data row7 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col4\" class=\"data row7 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col5\" class=\"data row7 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col6\" class=\"data row7 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col7\" class=\"data row7 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col8\" class=\"data row7 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col9\" class=\"data row7 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col10\" class=\"data row7 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col11\" class=\"data row7 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row7_col12\" class=\"data row7 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row8\" class=\"row_heading level0 row8\" >BRSR6.SA</th>\n",
       "      <td id=\"T_06644_row8_col0\" class=\"data row8 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col1\" class=\"data row8 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col2\" class=\"data row8 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col3\" class=\"data row8 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col4\" class=\"data row8 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col5\" class=\"data row8 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col6\" class=\"data row8 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col7\" class=\"data row8 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col8\" class=\"data row8 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col9\" class=\"data row8 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col10\" class=\"data row8 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col11\" class=\"data row8 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row8_col12\" class=\"data row8 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row9\" class=\"row_heading level0 row9\" >CMIG3.SA</th>\n",
       "      <td id=\"T_06644_row9_col0\" class=\"data row9 col0\" >20.52%</td>\n",
       "      <td id=\"T_06644_row9_col1\" class=\"data row9 col1\" >17.86%</td>\n",
       "      <td id=\"T_06644_row9_col2\" class=\"data row9 col2\" >20.37%</td>\n",
       "      <td id=\"T_06644_row9_col3\" class=\"data row9 col3\" >16.77%</td>\n",
       "      <td id=\"T_06644_row9_col4\" class=\"data row9 col4\" >20.49%</td>\n",
       "      <td id=\"T_06644_row9_col5\" class=\"data row9 col5\" >14.02%</td>\n",
       "      <td id=\"T_06644_row9_col6\" class=\"data row9 col6\" >20.82%</td>\n",
       "      <td id=\"T_06644_row9_col7\" class=\"data row9 col7\" >13.59%</td>\n",
       "      <td id=\"T_06644_row9_col8\" class=\"data row9 col8\" >35.07%</td>\n",
       "      <td id=\"T_06644_row9_col9\" class=\"data row9 col9\" >6.89%</td>\n",
       "      <td id=\"T_06644_row9_col10\" class=\"data row9 col10\" >27.95%</td>\n",
       "      <td id=\"T_06644_row9_col11\" class=\"data row9 col11\" >14.95%</td>\n",
       "      <td id=\"T_06644_row9_col12\" class=\"data row9 col12\" >26.84%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row10\" class=\"row_heading level0 row10\" >CMIG4.SA</th>\n",
       "      <td id=\"T_06644_row10_col0\" class=\"data row10 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col1\" class=\"data row10 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col2\" class=\"data row10 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col3\" class=\"data row10 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col4\" class=\"data row10 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col5\" class=\"data row10 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col6\" class=\"data row10 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col7\" class=\"data row10 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col8\" class=\"data row10 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col9\" class=\"data row10 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col10\" class=\"data row10 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col11\" class=\"data row10 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row10_col12\" class=\"data row10 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row11\" class=\"row_heading level0 row11\" >CMIN3.SA</th>\n",
       "      <td id=\"T_06644_row11_col0\" class=\"data row11 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col1\" class=\"data row11 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col2\" class=\"data row11 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col3\" class=\"data row11 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col4\" class=\"data row11 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col5\" class=\"data row11 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col6\" class=\"data row11 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col7\" class=\"data row11 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col8\" class=\"data row11 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col9\" class=\"data row11 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col10\" class=\"data row11 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col11\" class=\"data row11 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row11_col12\" class=\"data row11 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row12\" class=\"row_heading level0 row12\" >CPFE3.SA</th>\n",
       "      <td id=\"T_06644_row12_col0\" class=\"data row12 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col1\" class=\"data row12 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col2\" class=\"data row12 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col3\" class=\"data row12 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col4\" class=\"data row12 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col5\" class=\"data row12 col5\" >8.23%</td>\n",
       "      <td id=\"T_06644_row12_col6\" class=\"data row12 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col7\" class=\"data row12 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col8\" class=\"data row12 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col9\" class=\"data row12 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col10\" class=\"data row12 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col11\" class=\"data row12 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row12_col12\" class=\"data row12 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row13\" class=\"row_heading level0 row13\" >CPLE6.SA</th>\n",
       "      <td id=\"T_06644_row13_col0\" class=\"data row13 col0\" >10.26%</td>\n",
       "      <td id=\"T_06644_row13_col1\" class=\"data row13 col1\" >13.24%</td>\n",
       "      <td id=\"T_06644_row13_col2\" class=\"data row13 col2\" >16.18%</td>\n",
       "      <td id=\"T_06644_row13_col3\" class=\"data row13 col3\" >12.84%</td>\n",
       "      <td id=\"T_06644_row13_col4\" class=\"data row13 col4\" >16.70%</td>\n",
       "      <td id=\"T_06644_row13_col5\" class=\"data row13 col5\" >20.04%</td>\n",
       "      <td id=\"T_06644_row13_col6\" class=\"data row13 col6\" >11.96%</td>\n",
       "      <td id=\"T_06644_row13_col7\" class=\"data row13 col7\" >7.41%</td>\n",
       "      <td id=\"T_06644_row13_col8\" class=\"data row13 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row13_col9\" class=\"data row13 col9\" >22.25%</td>\n",
       "      <td id=\"T_06644_row13_col10\" class=\"data row13 col10\" >7.33%</td>\n",
       "      <td id=\"T_06644_row13_col11\" class=\"data row13 col11\" >17.39%</td>\n",
       "      <td id=\"T_06644_row13_col12\" class=\"data row13 col12\" >7.66%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row14\" class=\"row_heading level0 row14\" >CSMG3.SA</th>\n",
       "      <td id=\"T_06644_row14_col0\" class=\"data row14 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col1\" class=\"data row14 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col2\" class=\"data row14 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col3\" class=\"data row14 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col4\" class=\"data row14 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col5\" class=\"data row14 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col6\" class=\"data row14 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col7\" class=\"data row14 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col8\" class=\"data row14 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col9\" class=\"data row14 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col10\" class=\"data row14 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col11\" class=\"data row14 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row14_col12\" class=\"data row14 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row15\" class=\"row_heading level0 row15\" >CSNA3.SA</th>\n",
       "      <td id=\"T_06644_row15_col0\" class=\"data row15 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col1\" class=\"data row15 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col2\" class=\"data row15 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col3\" class=\"data row15 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col4\" class=\"data row15 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col5\" class=\"data row15 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col6\" class=\"data row15 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col7\" class=\"data row15 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col8\" class=\"data row15 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col9\" class=\"data row15 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col10\" class=\"data row15 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col11\" class=\"data row15 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row15_col12\" class=\"data row15 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row16\" class=\"row_heading level0 row16\" >CURY3.SA</th>\n",
       "      <td id=\"T_06644_row16_col0\" class=\"data row16 col0\" >0.30%</td>\n",
       "      <td id=\"T_06644_row16_col1\" class=\"data row16 col1\" >1.40%</td>\n",
       "      <td id=\"T_06644_row16_col2\" class=\"data row16 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row16_col3\" class=\"data row16 col3\" >0.36%</td>\n",
       "      <td id=\"T_06644_row16_col4\" class=\"data row16 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row16_col5\" class=\"data row16 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row16_col6\" class=\"data row16 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row16_col7\" class=\"data row16 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row16_col8\" class=\"data row16 col8\" >2.10%</td>\n",
       "      <td id=\"T_06644_row16_col9\" class=\"data row16 col9\" >8.34%</td>\n",
       "      <td id=\"T_06644_row16_col10\" class=\"data row16 col10\" >7.88%</td>\n",
       "      <td id=\"T_06644_row16_col11\" class=\"data row16 col11\" >11.81%</td>\n",
       "      <td id=\"T_06644_row16_col12\" class=\"data row16 col12\" >4.03%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row17\" class=\"row_heading level0 row17\" >DIRR3.SA</th>\n",
       "      <td id=\"T_06644_row17_col0\" class=\"data row17 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col1\" class=\"data row17 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col2\" class=\"data row17 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col3\" class=\"data row17 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col4\" class=\"data row17 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col5\" class=\"data row17 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col6\" class=\"data row17 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col7\" class=\"data row17 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col8\" class=\"data row17 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col9\" class=\"data row17 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col10\" class=\"data row17 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col11\" class=\"data row17 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row17_col12\" class=\"data row17 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row18\" class=\"row_heading level0 row18\" >EGIE3.SA</th>\n",
       "      <td id=\"T_06644_row18_col0\" class=\"data row18 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col1\" class=\"data row18 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col2\" class=\"data row18 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col3\" class=\"data row18 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col4\" class=\"data row18 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col5\" class=\"data row18 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col6\" class=\"data row18 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col7\" class=\"data row18 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col8\" class=\"data row18 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col9\" class=\"data row18 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col10\" class=\"data row18 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col11\" class=\"data row18 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row18_col12\" class=\"data row18 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row19\" class=\"row_heading level0 row19\" >ENAT3.SA</th>\n",
       "      <td id=\"T_06644_row19_col0\" class=\"data row19 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col1\" class=\"data row19 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col2\" class=\"data row19 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col3\" class=\"data row19 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col4\" class=\"data row19 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col5\" class=\"data row19 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col6\" class=\"data row19 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col7\" class=\"data row19 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col8\" class=\"data row19 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col9\" class=\"data row19 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col10\" class=\"data row19 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col11\" class=\"data row19 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row19_col12\" class=\"data row19 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row20\" class=\"row_heading level0 row20\" >FESA4.SA</th>\n",
       "      <td id=\"T_06644_row20_col0\" class=\"data row20 col0\" >4.26%</td>\n",
       "      <td id=\"T_06644_row20_col1\" class=\"data row20 col1\" >4.54%</td>\n",
       "      <td id=\"T_06644_row20_col2\" class=\"data row20 col2\" >4.17%</td>\n",
       "      <td id=\"T_06644_row20_col3\" class=\"data row20 col3\" >4.02%</td>\n",
       "      <td id=\"T_06644_row20_col4\" class=\"data row20 col4\" >4.22%</td>\n",
       "      <td id=\"T_06644_row20_col5\" class=\"data row20 col5\" >10.27%</td>\n",
       "      <td id=\"T_06644_row20_col6\" class=\"data row20 col6\" >15.48%</td>\n",
       "      <td id=\"T_06644_row20_col7\" class=\"data row20 col7\" >16.18%</td>\n",
       "      <td id=\"T_06644_row20_col8\" class=\"data row20 col8\" >12.88%</td>\n",
       "      <td id=\"T_06644_row20_col9\" class=\"data row20 col9\" >11.07%</td>\n",
       "      <td id=\"T_06644_row20_col10\" class=\"data row20 col10\" >8.89%</td>\n",
       "      <td id=\"T_06644_row20_col11\" class=\"data row20 col11\" >8.28%</td>\n",
       "      <td id=\"T_06644_row20_col12\" class=\"data row20 col12\" >10.13%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row21\" class=\"row_heading level0 row21\" >GGBR4.SA</th>\n",
       "      <td id=\"T_06644_row21_col0\" class=\"data row21 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col1\" class=\"data row21 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col2\" class=\"data row21 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col3\" class=\"data row21 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col4\" class=\"data row21 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col5\" class=\"data row21 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col6\" class=\"data row21 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col7\" class=\"data row21 col7\" >3.76%</td>\n",
       "      <td id=\"T_06644_row21_col8\" class=\"data row21 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col9\" class=\"data row21 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col10\" class=\"data row21 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col11\" class=\"data row21 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row21_col12\" class=\"data row21 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row22\" class=\"row_heading level0 row22\" >GOAU4.SA</th>\n",
       "      <td id=\"T_06644_row22_col0\" class=\"data row22 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col1\" class=\"data row22 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col2\" class=\"data row22 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col3\" class=\"data row22 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col4\" class=\"data row22 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col5\" class=\"data row22 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col6\" class=\"data row22 col6\" >2.77%</td>\n",
       "      <td id=\"T_06644_row22_col7\" class=\"data row22 col7\" >7.96%</td>\n",
       "      <td id=\"T_06644_row22_col8\" class=\"data row22 col8\" >3.86%</td>\n",
       "      <td id=\"T_06644_row22_col9\" class=\"data row22 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col10\" class=\"data row22 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col11\" class=\"data row22 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row22_col12\" class=\"data row22 col12\" >0.16%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row23\" class=\"row_heading level0 row23\" >ITSA4.SA</th>\n",
       "      <td id=\"T_06644_row23_col0\" class=\"data row23 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col1\" class=\"data row23 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col2\" class=\"data row23 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col3\" class=\"data row23 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col4\" class=\"data row23 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col5\" class=\"data row23 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col6\" class=\"data row23 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col7\" class=\"data row23 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col8\" class=\"data row23 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col9\" class=\"data row23 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col10\" class=\"data row23 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col11\" class=\"data row23 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row23_col12\" class=\"data row23 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row24\" class=\"row_heading level0 row24\" >JBSS3.SA</th>\n",
       "      <td id=\"T_06644_row24_col0\" class=\"data row24 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col1\" class=\"data row24 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col2\" class=\"data row24 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col3\" class=\"data row24 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col4\" class=\"data row24 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col5\" class=\"data row24 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col6\" class=\"data row24 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col7\" class=\"data row24 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col8\" class=\"data row24 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col9\" class=\"data row24 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col10\" class=\"data row24 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col11\" class=\"data row24 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row24_col12\" class=\"data row24 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row25\" class=\"row_heading level0 row25\" >JHSF3.SA</th>\n",
       "      <td id=\"T_06644_row25_col0\" class=\"data row25 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col1\" class=\"data row25 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col2\" class=\"data row25 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col3\" class=\"data row25 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col4\" class=\"data row25 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col5\" class=\"data row25 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col6\" class=\"data row25 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col7\" class=\"data row25 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col8\" class=\"data row25 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col9\" class=\"data row25 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col10\" class=\"data row25 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col11\" class=\"data row25 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row25_col12\" class=\"data row25 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row26\" class=\"row_heading level0 row26\" >KEPL3.SA</th>\n",
       "      <td id=\"T_06644_row26_col0\" class=\"data row26 col0\" >6.22%</td>\n",
       "      <td id=\"T_06644_row26_col1\" class=\"data row26 col1\" >5.47%</td>\n",
       "      <td id=\"T_06644_row26_col2\" class=\"data row26 col2\" >2.83%</td>\n",
       "      <td id=\"T_06644_row26_col3\" class=\"data row26 col3\" >6.26%</td>\n",
       "      <td id=\"T_06644_row26_col4\" class=\"data row26 col4\" >2.46%</td>\n",
       "      <td id=\"T_06644_row26_col5\" class=\"data row26 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row26_col6\" class=\"data row26 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row26_col7\" class=\"data row26 col7\" >1.89%</td>\n",
       "      <td id=\"T_06644_row26_col8\" class=\"data row26 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row26_col9\" class=\"data row26 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row26_col10\" class=\"data row26 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row26_col11\" class=\"data row26 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row26_col12\" class=\"data row26 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row27\" class=\"row_heading level0 row27\" >LAVV3.SA</th>\n",
       "      <td id=\"T_06644_row27_col0\" class=\"data row27 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col1\" class=\"data row27 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col2\" class=\"data row27 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col3\" class=\"data row27 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col4\" class=\"data row27 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col5\" class=\"data row27 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col6\" class=\"data row27 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col7\" class=\"data row27 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col8\" class=\"data row27 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col9\" class=\"data row27 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col10\" class=\"data row27 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col11\" class=\"data row27 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row27_col12\" class=\"data row27 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row28\" class=\"row_heading level0 row28\" >MRFG3.SA</th>\n",
       "      <td id=\"T_06644_row28_col0\" class=\"data row28 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col1\" class=\"data row28 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col2\" class=\"data row28 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col3\" class=\"data row28 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col4\" class=\"data row28 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col5\" class=\"data row28 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col6\" class=\"data row28 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col7\" class=\"data row28 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col8\" class=\"data row28 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col9\" class=\"data row28 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col10\" class=\"data row28 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col11\" class=\"data row28 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row28_col12\" class=\"data row28 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row29\" class=\"row_heading level0 row29\" >MYPK3.SA</th>\n",
       "      <td id=\"T_06644_row29_col0\" class=\"data row29 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col1\" class=\"data row29 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col2\" class=\"data row29 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col3\" class=\"data row29 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col4\" class=\"data row29 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col5\" class=\"data row29 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col6\" class=\"data row29 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col7\" class=\"data row29 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col8\" class=\"data row29 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col9\" class=\"data row29 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col10\" class=\"data row29 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col11\" class=\"data row29 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row29_col12\" class=\"data row29 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row30\" class=\"row_heading level0 row30\" >PETR3.SA</th>\n",
       "      <td id=\"T_06644_row30_col0\" class=\"data row30 col0\" >34.51%</td>\n",
       "      <td id=\"T_06644_row30_col1\" class=\"data row30 col1\" >40.23%</td>\n",
       "      <td id=\"T_06644_row30_col2\" class=\"data row30 col2\" >34.09%</td>\n",
       "      <td id=\"T_06644_row30_col3\" class=\"data row30 col3\" >37.59%</td>\n",
       "      <td id=\"T_06644_row30_col4\" class=\"data row30 col4\" >33.60%</td>\n",
       "      <td id=\"T_06644_row30_col5\" class=\"data row30 col5\" >28.14%</td>\n",
       "      <td id=\"T_06644_row30_col6\" class=\"data row30 col6\" >24.61%</td>\n",
       "      <td id=\"T_06644_row30_col7\" class=\"data row30 col7\" >18.38%</td>\n",
       "      <td id=\"T_06644_row30_col8\" class=\"data row30 col8\" >16.29%</td>\n",
       "      <td id=\"T_06644_row30_col9\" class=\"data row30 col9\" >27.32%</td>\n",
       "      <td id=\"T_06644_row30_col10\" class=\"data row30 col10\" >19.02%</td>\n",
       "      <td id=\"T_06644_row30_col11\" class=\"data row30 col11\" >26.02%</td>\n",
       "      <td id=\"T_06644_row30_col12\" class=\"data row30 col12\" >19.04%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row31\" class=\"row_heading level0 row31\" >PETR4.SA</th>\n",
       "      <td id=\"T_06644_row31_col0\" class=\"data row31 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col1\" class=\"data row31 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col2\" class=\"data row31 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col3\" class=\"data row31 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col4\" class=\"data row31 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col5\" class=\"data row31 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col6\" class=\"data row31 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col7\" class=\"data row31 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col8\" class=\"data row31 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col9\" class=\"data row31 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col10\" class=\"data row31 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col11\" class=\"data row31 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row31_col12\" class=\"data row31 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row32\" class=\"row_heading level0 row32\" >PSSA3.SA</th>\n",
       "      <td id=\"T_06644_row32_col0\" class=\"data row32 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col1\" class=\"data row32 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col2\" class=\"data row32 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col3\" class=\"data row32 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col4\" class=\"data row32 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col5\" class=\"data row32 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col6\" class=\"data row32 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col7\" class=\"data row32 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row32_col8\" class=\"data row32 col8\" >9.43%</td>\n",
       "      <td id=\"T_06644_row32_col9\" class=\"data row32 col9\" >7.45%</td>\n",
       "      <td id=\"T_06644_row32_col10\" class=\"data row32 col10\" >9.92%</td>\n",
       "      <td id=\"T_06644_row32_col11\" class=\"data row32 col11\" >7.94%</td>\n",
       "      <td id=\"T_06644_row32_col12\" class=\"data row32 col12\" >8.56%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row33\" class=\"row_heading level0 row33\" >RANI3.SA</th>\n",
       "      <td id=\"T_06644_row33_col0\" class=\"data row33 col0\" >11.79%</td>\n",
       "      <td id=\"T_06644_row33_col1\" class=\"data row33 col1\" >10.88%</td>\n",
       "      <td id=\"T_06644_row33_col2\" class=\"data row33 col2\" >12.92%</td>\n",
       "      <td id=\"T_06644_row33_col3\" class=\"data row33 col3\" >13.01%</td>\n",
       "      <td id=\"T_06644_row33_col4\" class=\"data row33 col4\" >13.13%</td>\n",
       "      <td id=\"T_06644_row33_col5\" class=\"data row33 col5\" >12.59%</td>\n",
       "      <td id=\"T_06644_row33_col6\" class=\"data row33 col6\" >15.67%</td>\n",
       "      <td id=\"T_06644_row33_col7\" class=\"data row33 col7\" >12.56%</td>\n",
       "      <td id=\"T_06644_row33_col8\" class=\"data row33 col8\" >6.97%</td>\n",
       "      <td id=\"T_06644_row33_col9\" class=\"data row33 col9\" >3.91%</td>\n",
       "      <td id=\"T_06644_row33_col10\" class=\"data row33 col10\" >8.17%</td>\n",
       "      <td id=\"T_06644_row33_col11\" class=\"data row33 col11\" >2.84%</td>\n",
       "      <td id=\"T_06644_row33_col12\" class=\"data row33 col12\" >10.04%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row34\" class=\"row_heading level0 row34\" >RAPT4.SA</th>\n",
       "      <td id=\"T_06644_row34_col0\" class=\"data row34 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col1\" class=\"data row34 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col2\" class=\"data row34 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col3\" class=\"data row34 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col4\" class=\"data row34 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col5\" class=\"data row34 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col6\" class=\"data row34 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col7\" class=\"data row34 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col8\" class=\"data row34 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col9\" class=\"data row34 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col10\" class=\"data row34 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col11\" class=\"data row34 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row34_col12\" class=\"data row34 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row35\" class=\"row_heading level0 row35\" >ROMI3.SA</th>\n",
       "      <td id=\"T_06644_row35_col0\" class=\"data row35 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col1\" class=\"data row35 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col2\" class=\"data row35 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col3\" class=\"data row35 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col4\" class=\"data row35 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col5\" class=\"data row35 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col6\" class=\"data row35 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col7\" class=\"data row35 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col8\" class=\"data row35 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col9\" class=\"data row35 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col10\" class=\"data row35 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col11\" class=\"data row35 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row35_col12\" class=\"data row35 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row36\" class=\"row_heading level0 row36\" >SANB11.SA</th>\n",
       "      <td id=\"T_06644_row36_col0\" class=\"data row36 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col1\" class=\"data row36 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col2\" class=\"data row36 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col3\" class=\"data row36 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col4\" class=\"data row36 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col5\" class=\"data row36 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col6\" class=\"data row36 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col7\" class=\"data row36 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col8\" class=\"data row36 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col9\" class=\"data row36 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col10\" class=\"data row36 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col11\" class=\"data row36 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row36_col12\" class=\"data row36 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row37\" class=\"row_heading level0 row37\" >TAEE11.SA</th>\n",
       "      <td id=\"T_06644_row37_col0\" class=\"data row37 col0\" >6.19%</td>\n",
       "      <td id=\"T_06644_row37_col1\" class=\"data row37 col1\" >3.77%</td>\n",
       "      <td id=\"T_06644_row37_col2\" class=\"data row37 col2\" >2.05%</td>\n",
       "      <td id=\"T_06644_row37_col3\" class=\"data row37 col3\" >4.96%</td>\n",
       "      <td id=\"T_06644_row37_col4\" class=\"data row37 col4\" >1.68%</td>\n",
       "      <td id=\"T_06644_row37_col5\" class=\"data row37 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row37_col6\" class=\"data row37 col6\" >5.91%</td>\n",
       "      <td id=\"T_06644_row37_col7\" class=\"data row37 col7\" >13.96%</td>\n",
       "      <td id=\"T_06644_row37_col8\" class=\"data row37 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row37_col9\" class=\"data row37 col9\" >0.84%</td>\n",
       "      <td id=\"T_06644_row37_col10\" class=\"data row37 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row37_col11\" class=\"data row37 col11\" >0.01%</td>\n",
       "      <td id=\"T_06644_row37_col12\" class=\"data row37 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row38\" class=\"row_heading level0 row38\" >TRIS3.SA</th>\n",
       "      <td id=\"T_06644_row38_col0\" class=\"data row38 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col1\" class=\"data row38 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col2\" class=\"data row38 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col3\" class=\"data row38 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col4\" class=\"data row38 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col5\" class=\"data row38 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col6\" class=\"data row38 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col7\" class=\"data row38 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col8\" class=\"data row38 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col9\" class=\"data row38 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col10\" class=\"data row38 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col11\" class=\"data row38 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row38_col12\" class=\"data row38 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row39\" class=\"row_heading level0 row39\" >TRPL4.SA</th>\n",
       "      <td id=\"T_06644_row39_col0\" class=\"data row39 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col1\" class=\"data row39 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col2\" class=\"data row39 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col3\" class=\"data row39 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col4\" class=\"data row39 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col5\" class=\"data row39 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col6\" class=\"data row39 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col7\" class=\"data row39 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col8\" class=\"data row39 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col9\" class=\"data row39 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col10\" class=\"data row39 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col11\" class=\"data row39 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row39_col12\" class=\"data row39 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row40\" class=\"row_heading level0 row40\" >UNIP6.SA</th>\n",
       "      <td id=\"T_06644_row40_col0\" class=\"data row40 col0\" >2.94%</td>\n",
       "      <td id=\"T_06644_row40_col1\" class=\"data row40 col1\" >1.32%</td>\n",
       "      <td id=\"T_06644_row40_col2\" class=\"data row40 col2\" >5.65%</td>\n",
       "      <td id=\"T_06644_row40_col3\" class=\"data row40 col3\" >2.74%</td>\n",
       "      <td id=\"T_06644_row40_col4\" class=\"data row40 col4\" >5.91%</td>\n",
       "      <td id=\"T_06644_row40_col5\" class=\"data row40 col5\" >5.37%</td>\n",
       "      <td id=\"T_06644_row40_col6\" class=\"data row40 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row40_col7\" class=\"data row40 col7\" >0.61%</td>\n",
       "      <td id=\"T_06644_row40_col8\" class=\"data row40 col8\" >1.17%</td>\n",
       "      <td id=\"T_06644_row40_col9\" class=\"data row40 col9\" >3.02%</td>\n",
       "      <td id=\"T_06644_row40_col10\" class=\"data row40 col10\" >2.52%</td>\n",
       "      <td id=\"T_06644_row40_col11\" class=\"data row40 col11\" >5.22%</td>\n",
       "      <td id=\"T_06644_row40_col12\" class=\"data row40 col12\" >0.40%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row41\" class=\"row_heading level0 row41\" >USIM5.SA</th>\n",
       "      <td id=\"T_06644_row41_col0\" class=\"data row41 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col1\" class=\"data row41 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col2\" class=\"data row41 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col3\" class=\"data row41 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col4\" class=\"data row41 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col5\" class=\"data row41 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col6\" class=\"data row41 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col7\" class=\"data row41 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col8\" class=\"data row41 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col9\" class=\"data row41 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col10\" class=\"data row41 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col11\" class=\"data row41 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row41_col12\" class=\"data row41 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row42\" class=\"row_heading level0 row42\" >VALE3.SA</th>\n",
       "      <td id=\"T_06644_row42_col0\" class=\"data row42 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col1\" class=\"data row42 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col2\" class=\"data row42 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col3\" class=\"data row42 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col4\" class=\"data row42 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col5\" class=\"data row42 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col6\" class=\"data row42 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col7\" class=\"data row42 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col8\" class=\"data row42 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col9\" class=\"data row42 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col10\" class=\"data row42 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col11\" class=\"data row42 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row42_col12\" class=\"data row42 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row43\" class=\"row_heading level0 row43\" >VBBR3.SA</th>\n",
       "      <td id=\"T_06644_row43_col0\" class=\"data row43 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col1\" class=\"data row43 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col2\" class=\"data row43 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col3\" class=\"data row43 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col4\" class=\"data row43 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col5\" class=\"data row43 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col6\" class=\"data row43 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col7\" class=\"data row43 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col8\" class=\"data row43 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col9\" class=\"data row43 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col10\" class=\"data row43 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col11\" class=\"data row43 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row43_col12\" class=\"data row43 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_06644_level0_row44\" class=\"row_heading level0 row44\" >VIVT3.SA</th>\n",
       "      <td id=\"T_06644_row44_col0\" class=\"data row44 col0\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col1\" class=\"data row44 col1\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col2\" class=\"data row44 col2\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col3\" class=\"data row44 col3\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col4\" class=\"data row44 col4\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col5\" class=\"data row44 col5\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col6\" class=\"data row44 col6\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col7\" class=\"data row44 col7\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col8\" class=\"data row44 col8\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col9\" class=\"data row44 col9\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col10\" class=\"data row44 col10\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col11\" class=\"data row44 col11\" >0.00%</td>\n",
       "      <td id=\"T_06644_row44_col12\" class=\"data row44 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fc8acd263e0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_s.style.format(\"{:.2%}\").background_gradient(cmap='YlGn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plotting a comparison of assets weights for each portfolio\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(6)\n",
    "ax = fig.subplots(nrows=1, ncols=1)\n",
    "\n",
    "w_s.plot.bar(ax=ax);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "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": "3.10.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}