FIIs_aovivo_△.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "FIIs aovivo △.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMrq4qxxXh8z83U1e0banQn",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/fonsecajr/Projects/blob/master/FIIs_aovivo_%E2%96%B3.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hBg6eL653mtF",
        "colab_type": "text"
      },
      "source": [
        "# 1. Instalando as Bibliotecas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gdSGfDSKS50p",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# https://github.com/burnash/gspread /if error restart the process /if error factory reset the Runtime /make sure to copy all authcode\n",
        "from google.colab import auth\n",
        "auth.authenticate_user()\n",
        "import gspread\n",
        "from oauth2client.client import GoogleCredentials\n",
        "gc = gspread.authorize(GoogleCredentials.get_application_default())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H8ah81FeDWyN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vIQNZ6Yp8Br4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "5bf55670-861c-4365-f2f8-62e9a7f28d0b"
      },
      "source": [
        "# Mounting the G Drive /make sure to copy all authcode.\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d818A1_FG7i1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Load FIIs aovivo △\n",
        "wb = gc.open_by_url('https://docs.google.com/spreadsheets/d/1T-Nkfj5ZUI7lwbjLeCYJu5ara482YFrXFxDv2tu35IA/')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l_fFTx7qHxQe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Select the right Sheet\n",
        "sheet = wb.worksheet('Principal')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B5_WkRi0IHuI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Grab the data\n",
        "data = sheet.get_all_values()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "voU_alg6IfSC",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2a60ffe1-59ac-480e-edcb-5df79a18cec7"
      },
      "source": [
        "data"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['Código do Fundo B3\\n',\n",
              "  'Código do Fundo',\n",
              "  'Setor',\n",
              "  'Ifix',\n",
              "  'Razão Social',\n",
              "  'VPA',\n",
              "  'P/VPA %',\n",
              "  'Price',\n",
              "  'Price Open',\n",
              "  'Price Change %',\n",
              "  'Variação Preço',\n",
              "  'Price -14 Days',\n",
              "  'Price -7 Days',\n",
              "  'The 52-week low price',\n",
              "  'The 52-week high price',\n",
              "  'Price from High %',\n",
              "  'Sparkline 52-week',\n",
              "  'Sparkline 60',\n",
              "  'Sparkline 7',\n",
              "  'tradingview',\n",
              "  'tradingview Technicals',\n",
              "  'Google',\n",
              "  'Statusinest',\n",
              "  'fundsexplorer',\n",
              "  'Liquidez Diária',\n",
              "  'Dividendo',\n",
              "  'Dividend\\nYield',\n",
              "  'DY Ano',\n",
              "  'DY (12M)\\nMédia',\n",
              "  'DY (6M)\\nMédia',\n",
              "  'DY (3M)\\nMédia',\n",
              "  'DY (12M)\\nAcumulado',\n",
              "  'DY (6M)\\nAcumulado',\n",
              "  'DY (3M)\\nAcumulado',\n",
              "  'Patrimônio\\nLíq.',\n",
              "  'DY\\nPatrimonial',\n",
              "  'Variação\\nPatrimonial',\n",
              "  'Rentab.\\nPeríodo',\n",
              "  'Rentab.\\nAcumulada',\n",
              "  'Rentab. Patr.\\nno Período',\n",
              "  'Rentab. Patr.\\nAcumulada',\n",
              "  'Vacância\\nFísica',\n",
              "  'Vacância\\nFinanceira',\n",
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              "  '#N/A',\n",
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              "  '-18,40%',\n",
              "  'R$ 84,00',\n",
              "  'R$ 85,50',\n",
              "  'R$ 51,82',\n",
              "  'R$ 100,25',\n",
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              "  'RVBI11',\n",
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              "  'R$ 0,25',\n",
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              "  '0,31%',\n",
              "  '0,03%',\n",
              "  '0,05%',\n",
              "  '0,10%',\n",
              "  '0,31%',\n",
              "  '0,31%',\n",
              "  '0,31%',\n",
              "  'R$ 127.738.874,88',\n",
              "  '0,28%',\n",
              "  '-7,88%',\n",
              "  '-18,15%',\n",
              "  '-18,15%',\n",
              "  '-7,62%',\n",
              "  '-7,62%',\n",
              "  'N/A',\n",
              "  'N/A',\n",
              "  '0'],\n",
              " ['FIVN11',\n",
              "  'FIVN11',\n",
              "  'Shoppings',\n",
              "  '0,03%',\n",
              "  '#N/A',\n",
              "  'R$ 7,60',\n",
              "  '0,68',\n",
              "  'R$ 5,17',\n",
              "  'R$ 4,84',\n",
              "  '-3,9',\n",
              "  '0,00%',\n",
              "  'R$ 5,70',\n",
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              "  'FIVN11',\n",
              "  'FIVN11',\n",
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              "  'R$ 0,00',\n",
              "  '0,00%',\n",
              "  'N/A',\n",
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              "  '0,00%',\n",
              "  '0,00%',\n",
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              "  'N/A',\n",
              "  'N/A',\n",
              "  '0,00%',\n",
              "  '0,00%',\n",
              "  'N/A',\n",
              "  'N/A',\n",
              "  '56,00%',\n",
              "  'N/A',\n",
              "  '1'],\n",
              " ['FEXC11',\n",
              "  'FEXC11',\n",
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              "  '0,04%',\n",
              "  '#N/A',\n",
              "  'R$ 99,61',\n",
              "  '1,04',\n",
              "  'R$ 103,48',\n",
              "  'R$ 103,24',\n",
              "  '0,46',\n",
              "  '15,62%',\n",
              "  'R$ 101,00',\n",
              "  'R$ 103,99',\n",
              "  'R$ 60,00',\n",
              "  'R$ 120,23',\n",
              "  '16,19',\n",
              "  '',\n",
              "  '',\n",
              "  '',\n",
              "  'FEXC11',\n",
              "  'FEXC11',\n",
              "  'FEXC11',\n",
              "  'FEXC11',\n",
              "  'FEXC11',\n",
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              "  '4,23%',\n",
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              "  'N/A',\n",
              "  'N/A',\n",
              "  '0'],\n",
              " ['XPCI11',\n",
              "  'XPCI11',\n",
              "  'Outros',\n",
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              "  '0,88',\n",
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              "  'R$ 83,35',\n",
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              "  'N/A',\n",
              "  'N/A',\n",
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              "  'N/A',\n",
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              "  'N/A',\n",
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              " ['',\n",
              "  '',\n",
              "  'André Fonseca® 2020. Elaborado com dados da B3, Google, fundsexplorer e calculos autorais. 👋 falar com o desenvolvedor!',\n",
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              "  '',\n",
              "  '']]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "op1X8XZ5KfcQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Organize the data\n",
        "df = pd.DataFrame(data)\n",
        "df.columns = df.iloc[0]\n",
        "df = df.iloc[1:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QAyHCEkuK9JH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "e73ef77d-7d3f-4046-b465-0d1c22ad8131"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Código do Fundo B3\\n</th>\n",
              "      <th>Código do Fundo</th>\n",
              "      <th>Setor</th>\n",
              "      <th>Ifix</th>\n",
              "      <th>Razão Social</th>\n",
              "      <th>VPA</th>\n",
              "      <th>P/VPA %</th>\n",
              "      <th>Price</th>\n",
              "      <th>Price Open</th>\n",
              "      <th>Price Change %</th>\n",
              "      <th>Variação Preço</th>\n",
              "      <th>Price -14 Days</th>\n",
              "      <th>Price -7 Days</th>\n",
              "      <th>The 52-week low price</th>\n",
              "      <th>The 52-week high price</th>\n",
              "      <th>Price from High %</th>\n",
              "      <th>Sparkline 52-week</th>\n",
              "      <th>Sparkline 60</th>\n",
              "      <th>Sparkline 7</th>\n",
              "      <th>tradingview</th>\n",
              "      <th>tradingview Technicals</th>\n",
              "      <th>Google</th>\n",
              "      <th>Statusinest</th>\n",
              "      <th>fundsexplorer</th>\n",
              "      <th>Liquidez Diária</th>\n",
              "      <th>Dividendo</th>\n",
              "      <th>Dividend\\nYield</th>\n",
              "      <th>DY Ano</th>\n",
              "      <th>DY (12M)\\nMédia</th>\n",
              "      <th>DY (6M)\\nMédia</th>\n",
              "      <th>DY (3M)\\nMédia</th>\n",
              "      <th>DY (12M)\\nAcumulado</th>\n",
              "      <th>DY (6M)\\nAcumulado</th>\n",
              "      <th>DY (3M)\\nAcumulado</th>\n",
              "      <th>Patrimônio\\nLíq.</th>\n",
              "      <th>DY\\nPatrimonial</th>\n",
              "      <th>Variação\\nPatrimonial</th>\n",
              "      <th>Rentab.\\nPeríodo</th>\n",
              "      <th>Rentab.\\nAcumulada</th>\n",
              "      <th>Rentab. Patr.\\nno Período</th>\n",
              "      <th>Rentab. Patr.\\nAcumulada</th>\n",
              "      <th>Vacância\\nFísica</th>\n",
              "      <th>Vacância\\nFinanceira</th>\n",
              "      <th>Quantidade\\nAtivos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td></td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 88,71</td>\n",
              "      <td>0,94</td>\n",
              "      <td>R$ 83,77</td>\n",
              "      <td>R$ 82,51</td>\n",
              "      <td>0,93</td>\n",
              "      <td>-18,40%</td>\n",
              "      <td>R$ 84,00</td>\n",
              "      <td>R$ 85,50</td>\n",
              "      <td>R$ 51,82</td>\n",
              "      <td>R$ 100,25</td>\n",
              "      <td>19,67</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>4385.0</td>\n",
              "      <td>R$ 0,25</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>0,05%</td>\n",
              "      <td>0,10%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>R$ 127.738.874,88</td>\n",
              "      <td>0,28%</td>\n",
              "      <td>-7,88%</td>\n",
              "      <td>-18,15%</td>\n",
              "      <td>-18,15%</td>\n",
              "      <td>-7,62%</td>\n",
              "      <td>-7,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>Shoppings</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 7,60</td>\n",
              "      <td>0,68</td>\n",
              "      <td>R$ 5,17</td>\n",
              "      <td>R$ 4,84</td>\n",
              "      <td>-3,9</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 5,70</td>\n",
              "      <td>R$ 5,59</td>\n",
              "      <td>R$ 2,80</td>\n",
              "      <td>R$ 14,98</td>\n",
              "      <td>189,75</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>1097.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 71.565.807,16</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>56,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>Títulos e Val. Mob.</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 99,61</td>\n",
              "      <td>1,04</td>\n",
              "      <td>R$ 103,48</td>\n",
              "      <td>R$ 103,24</td>\n",
              "      <td>0,46</td>\n",
              "      <td>15,62%</td>\n",
              "      <td>R$ 101,00</td>\n",
              "      <td>R$ 103,99</td>\n",
              "      <td>R$ 60,00</td>\n",
              "      <td>R$ 120,23</td>\n",
              "      <td>16,19</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>1092.0</td>\n",
              "      <td>R$ 0,85</td>\n",
              "      <td>0,82%</td>\n",
              "      <td>3,15%</td>\n",
              "      <td>0,68%</td>\n",
              "      <td>0,70%</td>\n",
              "      <td>0,84%</td>\n",
              "      <td>8,14%</td>\n",
              "      <td>4,23%</td>\n",
              "      <td>2,51%</td>\n",
              "      <td>R$ 243.394.017,93</td>\n",
              "      <td>0,70%</td>\n",
              "      <td>-0,77%</td>\n",
              "      <td>16,57%</td>\n",
              "      <td>-3,37%</td>\n",
              "      <td>-0,08%</td>\n",
              "      <td>0,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>Outros</td>\n",
              "      <td>0,02%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 94,81</td>\n",
              "      <td>0,88</td>\n",
              "      <td>R$ 83,30</td>\n",
              "      <td>R$ 83,35</td>\n",
              "      <td>0,24</td>\n",
              "      <td>5,10%</td>\n",
              "      <td>R$ 77,46</td>\n",
              "      <td>R$ 82,60</td>\n",
              "      <td>R$ 55,00</td>\n",
              "      <td>R$ 107,99</td>\n",
              "      <td>29,64</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>17195.0</td>\n",
              "      <td>R$ 0,57</td>\n",
              "      <td>0,67%</td>\n",
              "      <td>2,67%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,69%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>2,08%</td>\n",
              "      <td>R$ 622.613.567,42</td>\n",
              "      <td>0,64%</td>\n",
              "      <td>-3,35%</td>\n",
              "      <td>5,81%</td>\n",
              "      <td>-16,89%</td>\n",
              "      <td>-2,73%</td>\n",
              "      <td>-0,80%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>Híbrido</td>\n",
              "      <td>0,10%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 98,38</td>\n",
              "      <td>0,92</td>\n",
              "      <td>R$ 90,10</td>\n",
              "      <td>R$ 90,00</td>\n",
              "      <td>0,11</td>\n",
              "      <td>-5,06%</td>\n",
              "      <td>R$ 88,68</td>\n",
              "      <td>R$ 89,17</td>\n",
              "      <td>R$ 68,85</td>\n",
              "      <td>R$ 124,31</td>\n",
              "      <td>37,97</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>19183.0</td>\n",
              "      <td>R$ 0,81</td>\n",
              "      <td>0,90%</td>\n",
              "      <td>3,34%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,79%</td>\n",
              "      <td>0,85%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>4,75%</td>\n",
              "      <td>2,56%</td>\n",
              "      <td>R$ 534.556.964,75</td>\n",
              "      <td>0,82%</td>\n",
              "      <td>-1,37%</td>\n",
              "      <td>-4,20%</td>\n",
              "      <td>-10,09%</td>\n",
              "      <td>-0,56%</td>\n",
              "      <td>1,28%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "0 Código do Fundo B3\\n Código do Fundo  ... Vacância\\nFinanceira Quantidade\\nAtivos\n",
              "1               RVBI11          RVBI11  ...                  N/A                  0\n",
              "2               FIVN11          FIVN11  ...                  N/A                  1\n",
              "3               FEXC11          FEXC11  ...                  N/A                  0\n",
              "4               XPCI11          XPCI11  ...                  N/A                  0\n",
              "5               RECT11          RECT11  ...                  N/A                  6\n",
              "\n",
              "[5 rows x 44 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YJWD0KYbLAU_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "outputId": "e9a7b0c3-ead1-4d42-dc74-8aa709b75808"
      },
      "source": [
        "df.tail()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Código do Fundo B3\\n</th>\n",
              "      <th>Código do Fundo</th>\n",
              "      <th>Setor</th>\n",
              "      <th>Ifix</th>\n",
              "      <th>Razão Social</th>\n",
              "      <th>VPA</th>\n",
              "      <th>P/VPA %</th>\n",
              "      <th>Price</th>\n",
              "      <th>Price Open</th>\n",
              "      <th>Price Change %</th>\n",
              "      <th>Variação Preço</th>\n",
              "      <th>Price -14 Days</th>\n",
              "      <th>Price -7 Days</th>\n",
              "      <th>The 52-week low price</th>\n",
              "      <th>The 52-week high price</th>\n",
              "      <th>Price from High %</th>\n",
              "      <th>Sparkline 52-week</th>\n",
              "      <th>Sparkline 60</th>\n",
              "      <th>Sparkline 7</th>\n",
              "      <th>tradingview</th>\n",
              "      <th>tradingview Technicals</th>\n",
              "      <th>Google</th>\n",
              "      <th>Statusinest</th>\n",
              "      <th>fundsexplorer</th>\n",
              "      <th>Liquidez Diária</th>\n",
              "      <th>Dividendo</th>\n",
              "      <th>Dividend\\nYield</th>\n",
              "      <th>DY Ano</th>\n",
              "      <th>DY (12M)\\nMédia</th>\n",
              "      <th>DY (6M)\\nMédia</th>\n",
              "      <th>DY (3M)\\nMédia</th>\n",
              "      <th>DY (12M)\\nAcumulado</th>\n",
              "      <th>DY (6M)\\nAcumulado</th>\n",
              "      <th>DY (3M)\\nAcumulado</th>\n",
              "      <th>Patrimônio\\nLíq.</th>\n",
              "      <th>DY\\nPatrimonial</th>\n",
              "      <th>Variação\\nPatrimonial</th>\n",
              "      <th>Rentab.\\nPeríodo</th>\n",
              "      <th>Rentab.\\nAcumulada</th>\n",
              "      <th>Rentab. Patr.\\nno Período</th>\n",
              "      <th>Rentab. Patr.\\nAcumulada</th>\n",
              "      <th>Vacância\\nFísica</th>\n",
              "      <th>Vacância\\nFinanceira</th>\n",
              "      <th>Quantidade\\nAtivos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 989,94</td>\n",
              "      <td>0,53</td>\n",
              "      <td>R$ 525,00</td>\n",
              "      <td>R$ 501,51</td>\n",
              "      <td>0,96</td>\n",
              "      <td>4,35%</td>\n",
              "      <td>R$ 490,01</td>\n",
              "      <td>R$ 549,00</td>\n",
              "      <td>R$ 440,00</td>\n",
              "      <td>R$ 690,00</td>\n",
              "      <td>31,43</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>7.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 241.921.029,50</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>4,35%</td>\n",
              "      <td>-10,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>23,44%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>0,06%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 3.150,83</td>\n",
              "      <td>0,82</td>\n",
              "      <td>R$ 2.572,00</td>\n",
              "      <td>R$ 2.583,99</td>\n",
              "      <td>0,08</td>\n",
              "      <td>17,76%</td>\n",
              "      <td>R$ 2.592,00</td>\n",
              "      <td>R$ 2.600,00</td>\n",
              "      <td>R$ 1.686,01</td>\n",
              "      <td>R$ 3.148,96</td>\n",
              "      <td>22,43</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>123.0</td>\n",
              "      <td>R$ 25,00</td>\n",
              "      <td>0,93%</td>\n",
              "      <td>4,03%</td>\n",
              "      <td>0,94%</td>\n",
              "      <td>0,96%</td>\n",
              "      <td>1,05%</td>\n",
              "      <td>11,31%</td>\n",
              "      <td>5,78%</td>\n",
              "      <td>3,16%</td>\n",
              "      <td>R$ 409.607.752,71</td>\n",
              "      <td>0,86%</td>\n",
              "      <td>0,68%</td>\n",
              "      <td>18,86%</td>\n",
              "      <td>-5,23%</td>\n",
              "      <td>1,55%</td>\n",
              "      <td>2,38%</td>\n",
              "      <td>72,20%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>10,00%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 14,82</td>\n",
              "      <td>0,46</td>\n",
              "      <td>R$ 6,80</td>\n",
              "      <td>R$ 7,00</td>\n",
              "      <td>-2,16</td>\n",
              "      <td>1,10%</td>\n",
              "      <td>R$ 7,29</td>\n",
              "      <td>R$ 7,05</td>\n",
              "      <td>R$ 5,37</td>\n",
              "      <td>R$ 20,55</td>\n",
              "      <td>202,21</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>1124.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 26.558.885,22</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1,10%</td>\n",
              "      <td>-37,83%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>100,00%</td>\n",
              "      <td>100,00%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>Híbrido</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>-R$ 1,66</td>\n",
              "      <td>-7,82</td>\n",
              "      <td>R$ 13,00</td>\n",
              "      <td>R$ 13,05</td>\n",
              "      <td>-10,65</td>\n",
              "      <td>-19,84%</td>\n",
              "      <td>R$ 14,79</td>\n",
              "      <td>R$ 14,99</td>\n",
              "      <td>R$ 6,05</td>\n",
              "      <td>R$ 27,07</td>\n",
              "      <td>108,23</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>65.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>-R$ 1.260.744,40</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>-19,84%</td>\n",
              "      <td>-31,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>André Fonseca® 2020. Elaborado com dados da B3...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "0   Código do Fundo B3\\n  ... Quantidade\\nAtivos\n",
              "395               DOMC11  ...                  1\n",
              "396              BBFI11B  ...                  2\n",
              "397               XTED11  ...                  1\n",
              "398               PABY11  ...                  1\n",
              "399                       ...                   \n",
              "\n",
              "[5 rows x 44 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "00LJnFxQLLyP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 703
        },
        "outputId": "64ff97de-16bb-4815-ec09-5fbc38db9369"
      },
      "source": [
        "df"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Código do Fundo B3\\n</th>\n",
              "      <th>Código do Fundo</th>\n",
              "      <th>Setor</th>\n",
              "      <th>Ifix</th>\n",
              "      <th>Razão Social</th>\n",
              "      <th>VPA</th>\n",
              "      <th>P/VPA %</th>\n",
              "      <th>Price</th>\n",
              "      <th>Price Open</th>\n",
              "      <th>Price Change %</th>\n",
              "      <th>Variação Preço</th>\n",
              "      <th>Price -14 Days</th>\n",
              "      <th>Price -7 Days</th>\n",
              "      <th>The 52-week low price</th>\n",
              "      <th>The 52-week high price</th>\n",
              "      <th>Price from High %</th>\n",
              "      <th>Sparkline 52-week</th>\n",
              "      <th>Sparkline 60</th>\n",
              "      <th>Sparkline 7</th>\n",
              "      <th>tradingview</th>\n",
              "      <th>tradingview Technicals</th>\n",
              "      <th>Google</th>\n",
              "      <th>Statusinest</th>\n",
              "      <th>fundsexplorer</th>\n",
              "      <th>Liquidez Diária</th>\n",
              "      <th>Dividendo</th>\n",
              "      <th>Dividend\\nYield</th>\n",
              "      <th>DY Ano</th>\n",
              "      <th>DY (12M)\\nMédia</th>\n",
              "      <th>DY (6M)\\nMédia</th>\n",
              "      <th>DY (3M)\\nMédia</th>\n",
              "      <th>DY (12M)\\nAcumulado</th>\n",
              "      <th>DY (6M)\\nAcumulado</th>\n",
              "      <th>DY (3M)\\nAcumulado</th>\n",
              "      <th>Patrimônio\\nLíq.</th>\n",
              "      <th>DY\\nPatrimonial</th>\n",
              "      <th>Variação\\nPatrimonial</th>\n",
              "      <th>Rentab.\\nPeríodo</th>\n",
              "      <th>Rentab.\\nAcumulada</th>\n",
              "      <th>Rentab. Patr.\\nno Período</th>\n",
              "      <th>Rentab. Patr.\\nAcumulada</th>\n",
              "      <th>Vacância\\nFísica</th>\n",
              "      <th>Vacância\\nFinanceira</th>\n",
              "      <th>Quantidade\\nAtivos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td></td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 88,71</td>\n",
              "      <td>0,94</td>\n",
              "      <td>R$ 83,77</td>\n",
              "      <td>R$ 82,51</td>\n",
              "      <td>0,93</td>\n",
              "      <td>-18,40%</td>\n",
              "      <td>R$ 84,00</td>\n",
              "      <td>R$ 85,50</td>\n",
              "      <td>R$ 51,82</td>\n",
              "      <td>R$ 100,25</td>\n",
              "      <td>19,67</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>4385.0</td>\n",
              "      <td>R$ 0,25</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>0,05%</td>\n",
              "      <td>0,10%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>R$ 127.738.874,88</td>\n",
              "      <td>0,28%</td>\n",
              "      <td>-7,88%</td>\n",
              "      <td>-18,15%</td>\n",
              "      <td>-18,15%</td>\n",
              "      <td>-7,62%</td>\n",
              "      <td>-7,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>Shoppings</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 7,60</td>\n",
              "      <td>0,68</td>\n",
              "      <td>R$ 5,17</td>\n",
              "      <td>R$ 4,84</td>\n",
              "      <td>-3,9</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 5,70</td>\n",
              "      <td>R$ 5,59</td>\n",
              "      <td>R$ 2,80</td>\n",
              "      <td>R$ 14,98</td>\n",
              "      <td>189,75</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>1097.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 71.565.807,16</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>56,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>Títulos e Val. Mob.</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 99,61</td>\n",
              "      <td>1,04</td>\n",
              "      <td>R$ 103,48</td>\n",
              "      <td>R$ 103,24</td>\n",
              "      <td>0,46</td>\n",
              "      <td>15,62%</td>\n",
              "      <td>R$ 101,00</td>\n",
              "      <td>R$ 103,99</td>\n",
              "      <td>R$ 60,00</td>\n",
              "      <td>R$ 120,23</td>\n",
              "      <td>16,19</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>1092.0</td>\n",
              "      <td>R$ 0,85</td>\n",
              "      <td>0,82%</td>\n",
              "      <td>3,15%</td>\n",
              "      <td>0,68%</td>\n",
              "      <td>0,70%</td>\n",
              "      <td>0,84%</td>\n",
              "      <td>8,14%</td>\n",
              "      <td>4,23%</td>\n",
              "      <td>2,51%</td>\n",
              "      <td>R$ 243.394.017,93</td>\n",
              "      <td>0,70%</td>\n",
              "      <td>-0,77%</td>\n",
              "      <td>16,57%</td>\n",
              "      <td>-3,37%</td>\n",
              "      <td>-0,08%</td>\n",
              "      <td>0,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>Outros</td>\n",
              "      <td>0,02%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 94,81</td>\n",
              "      <td>0,88</td>\n",
              "      <td>R$ 83,30</td>\n",
              "      <td>R$ 83,35</td>\n",
              "      <td>0,24</td>\n",
              "      <td>5,10%</td>\n",
              "      <td>R$ 77,46</td>\n",
              "      <td>R$ 82,60</td>\n",
              "      <td>R$ 55,00</td>\n",
              "      <td>R$ 107,99</td>\n",
              "      <td>29,64</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>17195.0</td>\n",
              "      <td>R$ 0,57</td>\n",
              "      <td>0,67%</td>\n",
              "      <td>2,67%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,69%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>2,08%</td>\n",
              "      <td>R$ 622.613.567,42</td>\n",
              "      <td>0,64%</td>\n",
              "      <td>-3,35%</td>\n",
              "      <td>5,81%</td>\n",
              "      <td>-16,89%</td>\n",
              "      <td>-2,73%</td>\n",
              "      <td>-0,80%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>Híbrido</td>\n",
              "      <td>0,10%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 98,38</td>\n",
              "      <td>0,92</td>\n",
              "      <td>R$ 90,10</td>\n",
              "      <td>R$ 90,00</td>\n",
              "      <td>0,11</td>\n",
              "      <td>-5,06%</td>\n",
              "      <td>R$ 88,68</td>\n",
              "      <td>R$ 89,17</td>\n",
              "      <td>R$ 68,85</td>\n",
              "      <td>R$ 124,31</td>\n",
              "      <td>37,97</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>19183.0</td>\n",
              "      <td>R$ 0,81</td>\n",
              "      <td>0,90%</td>\n",
              "      <td>3,34%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,79%</td>\n",
              "      <td>0,85%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>4,75%</td>\n",
              "      <td>2,56%</td>\n",
              "      <td>R$ 534.556.964,75</td>\n",
              "      <td>0,82%</td>\n",
              "      <td>-1,37%</td>\n",
              "      <td>-4,20%</td>\n",
              "      <td>-10,09%</td>\n",
              "      <td>-0,56%</td>\n",
              "      <td>1,28%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 989,94</td>\n",
              "      <td>0,53</td>\n",
              "      <td>R$ 525,00</td>\n",
              "      <td>R$ 501,51</td>\n",
              "      <td>0,96</td>\n",
              "      <td>4,35%</td>\n",
              "      <td>R$ 490,01</td>\n",
              "      <td>R$ 549,00</td>\n",
              "      <td>R$ 440,00</td>\n",
              "      <td>R$ 690,00</td>\n",
              "      <td>31,43</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>7.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 241.921.029,50</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>4,35%</td>\n",
              "      <td>-10,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>23,44%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>0,06%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 3.150,83</td>\n",
              "      <td>0,82</td>\n",
              "      <td>R$ 2.572,00</td>\n",
              "      <td>R$ 2.583,99</td>\n",
              "      <td>0,08</td>\n",
              "      <td>17,76%</td>\n",
              "      <td>R$ 2.592,00</td>\n",
              "      <td>R$ 2.600,00</td>\n",
              "      <td>R$ 1.686,01</td>\n",
              "      <td>R$ 3.148,96</td>\n",
              "      <td>22,43</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>123.0</td>\n",
              "      <td>R$ 25,00</td>\n",
              "      <td>0,93%</td>\n",
              "      <td>4,03%</td>\n",
              "      <td>0,94%</td>\n",
              "      <td>0,96%</td>\n",
              "      <td>1,05%</td>\n",
              "      <td>11,31%</td>\n",
              "      <td>5,78%</td>\n",
              "      <td>3,16%</td>\n",
              "      <td>R$ 409.607.752,71</td>\n",
              "      <td>0,86%</td>\n",
              "      <td>0,68%</td>\n",
              "      <td>18,86%</td>\n",
              "      <td>-5,23%</td>\n",
              "      <td>1,55%</td>\n",
              "      <td>2,38%</td>\n",
              "      <td>72,20%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>10,00%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 14,82</td>\n",
              "      <td>0,46</td>\n",
              "      <td>R$ 6,80</td>\n",
              "      <td>R$ 7,00</td>\n",
              "      <td>-2,16</td>\n",
              "      <td>1,10%</td>\n",
              "      <td>R$ 7,29</td>\n",
              "      <td>R$ 7,05</td>\n",
              "      <td>R$ 5,37</td>\n",
              "      <td>R$ 20,55</td>\n",
              "      <td>202,21</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>1124.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 26.558.885,22</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1,10%</td>\n",
              "      <td>-37,83%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>100,00%</td>\n",
              "      <td>100,00%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>Híbrido</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>-R$ 1,66</td>\n",
              "      <td>-7,82</td>\n",
              "      <td>R$ 13,00</td>\n",
              "      <td>R$ 13,05</td>\n",
              "      <td>-10,65</td>\n",
              "      <td>-19,84%</td>\n",
              "      <td>R$ 14,79</td>\n",
              "      <td>R$ 14,99</td>\n",
              "      <td>R$ 6,05</td>\n",
              "      <td>R$ 27,07</td>\n",
              "      <td>108,23</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>65.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>-R$ 1.260.744,40</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>-19,84%</td>\n",
              "      <td>-31,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>André Fonseca® 2020. Elaborado com dados da B3...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>399 rows × 44 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "0   Código do Fundo B3\\n  ... Quantidade\\nAtivos\n",
              "1                 RVBI11  ...                  0\n",
              "2                 FIVN11  ...                  1\n",
              "3                 FEXC11  ...                  0\n",
              "4                 XPCI11  ...                  0\n",
              "5                 RECT11  ...                  6\n",
              "..                   ...  ...                ...\n",
              "395               DOMC11  ...                  1\n",
              "396              BBFI11B  ...                  2\n",
              "397               XTED11  ...                  1\n",
              "398               PABY11  ...                  1\n",
              "399                       ...                   \n",
              "\n",
              "[399 rows x 44 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lftBYTaZLZOJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Organize the data .Sort data for VPA\n",
        "df2 = df.sort_values(by=['P/VPA %'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eqBCaIs6ULsv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "15d0f3dc-4ddd-4b9a-f946-fc2d87466626"
      },
      "source": [
        "df2.head()"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Código do Fundo B3\\n</th>\n",
              "      <th>Código do Fundo</th>\n",
              "      <th>Setor</th>\n",
              "      <th>Ifix</th>\n",
              "      <th>Razão Social</th>\n",
              "      <th>VPA</th>\n",
              "      <th>P/VPA %</th>\n",
              "      <th>Price</th>\n",
              "      <th>Price Open</th>\n",
              "      <th>Price Change %</th>\n",
              "      <th>Variação Preço</th>\n",
              "      <th>Price -14 Days</th>\n",
              "      <th>Price -7 Days</th>\n",
              "      <th>The 52-week low price</th>\n",
              "      <th>The 52-week high price</th>\n",
              "      <th>Price from High %</th>\n",
              "      <th>Sparkline 52-week</th>\n",
              "      <th>Sparkline 60</th>\n",
              "      <th>Sparkline 7</th>\n",
              "      <th>tradingview</th>\n",
              "      <th>tradingview Technicals</th>\n",
              "      <th>Google</th>\n",
              "      <th>Statusinest</th>\n",
              "      <th>fundsexplorer</th>\n",
              "      <th>Liquidez Diária</th>\n",
              "      <th>Dividendo</th>\n",
              "      <th>Dividend\\nYield</th>\n",
              "      <th>DY Ano</th>\n",
              "      <th>DY (12M)\\nMédia</th>\n",
              "      <th>DY (6M)\\nMédia</th>\n",
              "      <th>DY (3M)\\nMédia</th>\n",
              "      <th>DY (12M)\\nAcumulado</th>\n",
              "      <th>DY (6M)\\nAcumulado</th>\n",
              "      <th>DY (3M)\\nAcumulado</th>\n",
              "      <th>Patrimônio\\nLíq.</th>\n",
              "      <th>DY\\nPatrimonial</th>\n",
              "      <th>Variação\\nPatrimonial</th>\n",
              "      <th>Rentab.\\nPeríodo</th>\n",
              "      <th>Rentab.\\nAcumulada</th>\n",
              "      <th>Rentab. Patr.\\nno Período</th>\n",
              "      <th>Rentab. Patr.\\nAcumulada</th>\n",
              "      <th>Vacância\\nFísica</th>\n",
              "      <th>Vacância\\nFinanceira</th>\n",
              "      <th>Quantidade\\nAtivos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>200</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>#N/A</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
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              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0,00</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>#N/A</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
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              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0,00</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>137</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>#N/A</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0,00</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>138</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>#N/A</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0,00</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
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              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>#N/A</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0,00</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "0   Código do Fundo B3\\n  ... Quantidade\\nAtivos\n",
              "200                       ...                   \n",
              "136                       ...                   \n",
              "137                       ...                   \n",
              "138                       ...                   \n",
              "139                       ...                   \n",
              "\n",
              "[5 rows x 44 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CaHrXFXwUpOQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Organize the data .Replecing blank cell\n",
        "df2.replace('', 'np.nan', inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mNalXTJ5d4dh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "f4c2106c-634f-43de-8ffc-e9b2fc6ffc5b"
      },
      "source": [
        "df2.head()"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Código do Fundo B3\\n</th>\n",
              "      <th>Código do Fundo</th>\n",
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              "      <th>Razão Social</th>\n",
              "      <th>VPA</th>\n",
              "      <th>P/VPA %</th>\n",
              "      <th>Price</th>\n",
              "      <th>Price Open</th>\n",
              "      <th>Price Change %</th>\n",
              "      <th>Variação Preço</th>\n",
              "      <th>Price -14 Days</th>\n",
              "      <th>Price -7 Days</th>\n",
              "      <th>The 52-week low price</th>\n",
              "      <th>The 52-week high price</th>\n",
              "      <th>Price from High %</th>\n",
              "      <th>Sparkline 52-week</th>\n",
              "      <th>Sparkline 60</th>\n",
              "      <th>Sparkline 7</th>\n",
              "      <th>tradingview</th>\n",
              "      <th>tradingview Technicals</th>\n",
              "      <th>Google</th>\n",
              "      <th>Statusinest</th>\n",
              "      <th>fundsexplorer</th>\n",
              "      <th>Liquidez Diária</th>\n",
              "      <th>Dividendo</th>\n",
              "      <th>Dividend\\nYield</th>\n",
              "      <th>DY Ano</th>\n",
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              "      <th>DY (6M)\\nMédia</th>\n",
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              "      <th>Patrimônio\\nLíq.</th>\n",
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              "      <th>Rentab. Patr.\\nno Período</th>\n",
              "      <th>Rentab. Patr.\\nAcumulada</th>\n",
              "      <th>Vacância\\nFísica</th>\n",
              "      <th>Vacância\\nFinanceira</th>\n",
              "      <th>Quantidade\\nAtivos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>200</th>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>0,00</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>0,00</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>137</th>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>0,00</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>138</th>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>0,00</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>0,00</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>https://s.tradingview.com/bovespa/widgetembed/...</td>\n",
              "      <td>https://br.tradingview.com/symbols/BMFBOVESPA-...</td>\n",
              "      <td>https://www.google.com/search?q=BVMF:+</td>\n",
              "      <td>https://statusinvest.com.br/fundos-imobiliarios/</td>\n",
              "      <td>https://fundsexplorer.com.br/funds/</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "0   Código do Fundo B3\\n  ... Quantidade\\nAtivos\n",
              "200               np.nan  ...             np.nan\n",
              "136               np.nan  ...             np.nan\n",
              "137               np.nan  ...             np.nan\n",
              "138               np.nan  ...             np.nan\n",
              "139               np.nan  ...             np.nan\n",
              "\n",
              "[5 rows x 44 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GrdA9iBIp7Yc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 703
        },
        "outputId": "41b23542-9739-4a2c-e5ff-406ddc3115bb"
      },
      "source": [
        "# Organize the data .Clean datafram dropping rows with np.nan looking at Ifix column.\n",
        "df.dropna(subset=['Ifix'])"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Código do Fundo B3\\n</th>\n",
              "      <th>Código do Fundo</th>\n",
              "      <th>Setor</th>\n",
              "      <th>Ifix</th>\n",
              "      <th>Razão Social</th>\n",
              "      <th>VPA</th>\n",
              "      <th>P/VPA %</th>\n",
              "      <th>Price</th>\n",
              "      <th>Price Open</th>\n",
              "      <th>Price Change %</th>\n",
              "      <th>Variação Preço</th>\n",
              "      <th>Price -14 Days</th>\n",
              "      <th>Price -7 Days</th>\n",
              "      <th>The 52-week low price</th>\n",
              "      <th>The 52-week high price</th>\n",
              "      <th>Price from High %</th>\n",
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              "      <th>tradingview</th>\n",
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              "      <th>Google</th>\n",
              "      <th>Statusinest</th>\n",
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              "      <th>Rentab.\\nAcumulada</th>\n",
              "      <th>Rentab. Patr.\\nno Período</th>\n",
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              "      <th>Quantidade\\nAtivos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 88,71</td>\n",
              "      <td>0,94</td>\n",
              "      <td>R$ 83,77</td>\n",
              "      <td>R$ 82,51</td>\n",
              "      <td>0,93</td>\n",
              "      <td>-18,40%</td>\n",
              "      <td>R$ 84,00</td>\n",
              "      <td>R$ 85,50</td>\n",
              "      <td>R$ 51,82</td>\n",
              "      <td>R$ 100,25</td>\n",
              "      <td>19,67</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>RVBI11</td>\n",
              "      <td>4385.0</td>\n",
              "      <td>R$ 0,25</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>0,05%</td>\n",
              "      <td>0,10%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>0,31%</td>\n",
              "      <td>R$ 127.738.874,88</td>\n",
              "      <td>0,28%</td>\n",
              "      <td>-7,88%</td>\n",
              "      <td>-18,15%</td>\n",
              "      <td>-18,15%</td>\n",
              "      <td>-7,62%</td>\n",
              "      <td>-7,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>Shoppings</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 7,60</td>\n",
              "      <td>0,68</td>\n",
              "      <td>R$ 5,17</td>\n",
              "      <td>R$ 4,84</td>\n",
              "      <td>-3,9</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 5,70</td>\n",
              "      <td>R$ 5,59</td>\n",
              "      <td>R$ 2,80</td>\n",
              "      <td>R$ 14,98</td>\n",
              "      <td>189,75</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>FIVN11</td>\n",
              "      <td>1097.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 71.565.807,16</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>56,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>Títulos e Val. Mob.</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 99,61</td>\n",
              "      <td>1,04</td>\n",
              "      <td>R$ 103,48</td>\n",
              "      <td>R$ 103,24</td>\n",
              "      <td>0,46</td>\n",
              "      <td>15,62%</td>\n",
              "      <td>R$ 101,00</td>\n",
              "      <td>R$ 103,99</td>\n",
              "      <td>R$ 60,00</td>\n",
              "      <td>R$ 120,23</td>\n",
              "      <td>16,19</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>FEXC11</td>\n",
              "      <td>1092.0</td>\n",
              "      <td>R$ 0,85</td>\n",
              "      <td>0,82%</td>\n",
              "      <td>3,15%</td>\n",
              "      <td>0,68%</td>\n",
              "      <td>0,70%</td>\n",
              "      <td>0,84%</td>\n",
              "      <td>8,14%</td>\n",
              "      <td>4,23%</td>\n",
              "      <td>2,51%</td>\n",
              "      <td>R$ 243.394.017,93</td>\n",
              "      <td>0,70%</td>\n",
              "      <td>-0,77%</td>\n",
              "      <td>16,57%</td>\n",
              "      <td>-3,37%</td>\n",
              "      <td>-0,08%</td>\n",
              "      <td>0,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>Outros</td>\n",
              "      <td>0,02%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 94,81</td>\n",
              "      <td>0,88</td>\n",
              "      <td>R$ 83,30</td>\n",
              "      <td>R$ 83,35</td>\n",
              "      <td>0,24</td>\n",
              "      <td>5,10%</td>\n",
              "      <td>R$ 77,46</td>\n",
              "      <td>R$ 82,60</td>\n",
              "      <td>R$ 55,00</td>\n",
              "      <td>R$ 107,99</td>\n",
              "      <td>29,64</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>XPCI11</td>\n",
              "      <td>17195.0</td>\n",
              "      <td>R$ 0,57</td>\n",
              "      <td>0,67%</td>\n",
              "      <td>2,67%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,69%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>2,08%</td>\n",
              "      <td>R$ 622.613.567,42</td>\n",
              "      <td>0,64%</td>\n",
              "      <td>-3,35%</td>\n",
              "      <td>5,81%</td>\n",
              "      <td>-16,89%</td>\n",
              "      <td>-2,73%</td>\n",
              "      <td>-0,80%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>Híbrido</td>\n",
              "      <td>0,10%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 98,38</td>\n",
              "      <td>0,92</td>\n",
              "      <td>R$ 90,10</td>\n",
              "      <td>R$ 90,00</td>\n",
              "      <td>0,11</td>\n",
              "      <td>-5,06%</td>\n",
              "      <td>R$ 88,68</td>\n",
              "      <td>R$ 89,17</td>\n",
              "      <td>R$ 68,85</td>\n",
              "      <td>R$ 124,31</td>\n",
              "      <td>37,97</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>RECT11</td>\n",
              "      <td>19183.0</td>\n",
              "      <td>R$ 0,81</td>\n",
              "      <td>0,90%</td>\n",
              "      <td>3,34%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,79%</td>\n",
              "      <td>0,85%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>4,75%</td>\n",
              "      <td>2,56%</td>\n",
              "      <td>R$ 534.556.964,75</td>\n",
              "      <td>0,82%</td>\n",
              "      <td>-1,37%</td>\n",
              "      <td>-4,20%</td>\n",
              "      <td>-10,09%</td>\n",
              "      <td>-0,56%</td>\n",
              "      <td>1,28%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>0,04%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 989,94</td>\n",
              "      <td>0,53</td>\n",
              "      <td>R$ 525,00</td>\n",
              "      <td>R$ 501,51</td>\n",
              "      <td>0,96</td>\n",
              "      <td>4,35%</td>\n",
              "      <td>R$ 490,01</td>\n",
              "      <td>R$ 549,00</td>\n",
              "      <td>R$ 440,00</td>\n",
              "      <td>R$ 690,00</td>\n",
              "      <td>31,43</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>DOMC11</td>\n",
              "      <td>7.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 241.921.029,50</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>4,35%</td>\n",
              "      <td>-10,00%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>23,44%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>0,06%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 3.150,83</td>\n",
              "      <td>0,82</td>\n",
              "      <td>R$ 2.572,00</td>\n",
              "      <td>R$ 2.583,99</td>\n",
              "      <td>0,08</td>\n",
              "      <td>17,76%</td>\n",
              "      <td>R$ 2.592,00</td>\n",
              "      <td>R$ 2.600,00</td>\n",
              "      <td>R$ 1.686,01</td>\n",
              "      <td>R$ 3.148,96</td>\n",
              "      <td>22,43</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>BBFI11B</td>\n",
              "      <td>123.0</td>\n",
              "      <td>R$ 25,00</td>\n",
              "      <td>0,93%</td>\n",
              "      <td>4,03%</td>\n",
              "      <td>0,94%</td>\n",
              "      <td>0,96%</td>\n",
              "      <td>1,05%</td>\n",
              "      <td>11,31%</td>\n",
              "      <td>5,78%</td>\n",
              "      <td>3,16%</td>\n",
              "      <td>R$ 409.607.752,71</td>\n",
              "      <td>0,86%</td>\n",
              "      <td>0,68%</td>\n",
              "      <td>18,86%</td>\n",
              "      <td>-5,23%</td>\n",
              "      <td>1,55%</td>\n",
              "      <td>2,38%</td>\n",
              "      <td>72,20%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>Lajes Corporativas</td>\n",
              "      <td>10,00%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>R$ 14,82</td>\n",
              "      <td>0,46</td>\n",
              "      <td>R$ 6,80</td>\n",
              "      <td>R$ 7,00</td>\n",
              "      <td>-2,16</td>\n",
              "      <td>1,10%</td>\n",
              "      <td>R$ 7,29</td>\n",
              "      <td>R$ 7,05</td>\n",
              "      <td>R$ 5,37</td>\n",
              "      <td>R$ 20,55</td>\n",
              "      <td>202,21</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>XTED11</td>\n",
              "      <td>1124.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>R$ 26.558.885,22</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1,10%</td>\n",
              "      <td>-37,83%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>100,00%</td>\n",
              "      <td>100,00%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>Híbrido</td>\n",
              "      <td>0,03%</td>\n",
              "      <td>#N/A</td>\n",
              "      <td>-R$ 1,66</td>\n",
              "      <td>-7,82</td>\n",
              "      <td>R$ 13,00</td>\n",
              "      <td>R$ 13,05</td>\n",
              "      <td>-10,65</td>\n",
              "      <td>-19,84%</td>\n",
              "      <td>R$ 14,79</td>\n",
              "      <td>R$ 14,99</td>\n",
              "      <td>R$ 6,05</td>\n",
              "      <td>R$ 27,07</td>\n",
              "      <td>108,23</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>PABY11</td>\n",
              "      <td>65.0</td>\n",
              "      <td>R$ 0,00</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>0,00%</td>\n",
              "      <td>-R$ 1.260.744,40</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>-19,84%</td>\n",
              "      <td>-31,62%</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>N/A</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>André Fonseca® 2020. Elaborado com dados da B3...</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "      <td>np.nan</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>399 rows × 44 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "0   Código do Fundo B3\\n  ... Quantidade\\nAtivos\n",
              "1                 RVBI11  ...                  0\n",
              "2                 FIVN11  ...                  1\n",
              "3                 FEXC11  ...                  0\n",
              "4                 XPCI11  ...                  0\n",
              "5                 RECT11  ...                  6\n",
              "..                   ...  ...                ...\n",
              "395               DOMC11  ...                  1\n",
              "396              BBFI11B  ...                  2\n",
              "397               XTED11  ...                  1\n",
              "398               PABY11  ...                  1\n",
              "399               np.nan  ...             np.nan\n",
              "\n",
              "[399 rows x 44 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UoWqskkUreOp",
        "colab_type": "text"
      },
      "source": [
        "# 2. Handling the data"
      ]
    }
  ]
}