02_Calculando_e_Plotando_Médias_Móveis_Python_para_Investimentos_com_Google_Colab.ipynb

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  "metadata": {
    "colab": {
      "name": "02 - Calculando e Plotando Médias Móveis - Python para Investimentos com Google Colab.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ricospeloacaso/python_para_investimentos/blob/master/02_Calculando_e_Plotando_M%C3%A9dias_M%C3%B3veis_Python_para_Investimentos_com_Google_Colab.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VEyCeYhy1vcg",
        "colab_type": "text"
      },
      "source": [
        "#Ricos pelo Acaso"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aBbgJsdR12Li",
        "colab_type": "text"
      },
      "source": [
        "Link para o vídeo: https://youtu.be/BBomKv3NFNc"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_qqPx-qlVy_C",
        "colab_type": "text"
      },
      "source": [
        "# 1. Importando bibliotecas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WCt0PyxrV3OW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas_datareader.data as web\n",
        "\n",
        "!pip install yfinance --upgrade --no-cache-dir\n",
        "import yfinance as yf\n",
        "yf.pdr_override()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aRFnZasnWnlN",
        "colab_type": "text"
      },
      "source": [
        "# Obtendo os dados do mercado"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SPsar0-4WrzM",
        "colab_type": "code",
        "outputId": "ad326aab-98f2-4fe1-b343-ddd0c834c312",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "ibov = web.get_data_yahoo('VALE3.SA', start='2010-05-03', end='2013-03-01')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u9t4ciXJW3B3",
        "colab_type": "code",
        "outputId": "25d5eb66-08e7-49d5-bb7a-d18affac4592",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "ibov.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2010-05-03</th>\n",
              "      <td>53.270000</td>\n",
              "      <td>53.490002</td>\n",
              "      <td>51.650002</td>\n",
              "      <td>51.700001</td>\n",
              "      <td>35.024258</td>\n",
              "      <td>4100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-05-04</th>\n",
              "      <td>51.150002</td>\n",
              "      <td>51.200001</td>\n",
              "      <td>49.290001</td>\n",
              "      <td>49.360001</td>\n",
              "      <td>33.439018</td>\n",
              "      <td>6558200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-05-05</th>\n",
              "      <td>49.000000</td>\n",
              "      <td>51.099998</td>\n",
              "      <td>48.520000</td>\n",
              "      <td>50.590000</td>\n",
              "      <td>34.272282</td>\n",
              "      <td>6082000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-05-06</th>\n",
              "      <td>50.000000</td>\n",
              "      <td>51.450001</td>\n",
              "      <td>47.200001</td>\n",
              "      <td>49.869999</td>\n",
              "      <td>33.784508</td>\n",
              "      <td>6939000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-05-07</th>\n",
              "      <td>50.299999</td>\n",
              "      <td>50.750000</td>\n",
              "      <td>48.669998</td>\n",
              "      <td>49.700001</td>\n",
              "      <td>33.669353</td>\n",
              "      <td>4755800</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close   Volume\n",
              "Date                                                                      \n",
              "2010-05-03  53.270000  53.490002  51.650002  51.700001  35.024258     4100\n",
              "2010-05-04  51.150002  51.200001  49.290001  49.360001  33.439018  6558200\n",
              "2010-05-05  49.000000  51.099998  48.520000  50.590000  34.272282  6082000\n",
              "2010-05-06  50.000000  51.450001  47.200001  49.869999  33.784508  6939000\n",
              "2010-05-07  50.299999  50.750000  48.669998  49.700001  33.669353  4755800"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jmBNADPpW6sg",
        "colab_type": "code",
        "outputId": "9ccfec2f-bcd9-49c1-eb92-45294e0c315a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "ibov.tail()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2013-02-22</th>\n",
              "      <td>36.740002</td>\n",
              "      <td>36.959999</td>\n",
              "      <td>35.610001</td>\n",
              "      <td>35.720001</td>\n",
              "      <td>26.949953</td>\n",
              "      <td>7438800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013-02-25</th>\n",
              "      <td>35.820000</td>\n",
              "      <td>36.230000</td>\n",
              "      <td>35.590000</td>\n",
              "      <td>35.880001</td>\n",
              "      <td>27.070675</td>\n",
              "      <td>5109000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013-02-26</th>\n",
              "      <td>35.669998</td>\n",
              "      <td>36.750000</td>\n",
              "      <td>35.419998</td>\n",
              "      <td>36.599998</td>\n",
              "      <td>27.613890</td>\n",
              "      <td>4874600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013-02-27</th>\n",
              "      <td>36.790001</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>35.939999</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>27.915684</td>\n",
              "      <td>3909200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013-02-28</th>\n",
              "      <td>36.380001</td>\n",
              "      <td>38.160000</td>\n",
              "      <td>36.299999</td>\n",
              "      <td>37.799999</td>\n",
              "      <td>28.519264</td>\n",
              "      <td>7847000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close   Volume\n",
              "Date                                                                      \n",
              "2013-02-22  36.740002  36.959999  35.610001  35.720001  26.949953  7438800\n",
              "2013-02-25  35.820000  36.230000  35.590000  35.880001  27.070675  5109000\n",
              "2013-02-26  35.669998  36.750000  35.419998  36.599998  27.613890  4874600\n",
              "2013-02-27  36.790001  37.000000  35.939999  37.000000  27.915684  3909200\n",
              "2013-02-28  36.380001  38.160000  36.299999  37.799999  28.519264  7847000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9YmTPzYVXAH4",
        "colab_type": "code",
        "outputId": "3b19b65f-c814-4647-b865-82a528411fae",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 491
        }
      },
      "source": [
        "ibov[\"Close\"].plot(figsize=(22,8), label=\"IBOV\")\n",
        "ibov[\"Close\"].rolling(21).mean().plot(label=\"MM21\")\n",
        "ibov[\"Close\"].rolling(200).mean().plot(label=\"MM200\")\n",
        "plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fba4b502710>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kkWrfK4QXHcI",
        "colab_type": "code",
        "outputId": "273d8677-17e7-408e-ebc4-a6721099a78f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 485
        }
      },
      "source": [
        "ibov_fatiado = ibov[ibov.index.year == 2008]\n",
        "ibov_fatiado[\"Close\"].plot(figsize=(22,8), label=\"IBOV\")\n",
        "ibov_fatiado[\"Close\"].rolling(21).mean().plot(label=\"MM21\")\n",
        "ibov_fatiado[\"Close\"].rolling(200).mean().plot(label=\"MM200\")\n",
        "plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fba491f41d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wxdNuC66n529",
        "colab_type": "code",
        "outputId": "7a09e367-d869-441d-872d-f307997d438e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 491
        }
      },
      "source": [
        "ibov_fatiado = ibov[(ibov.index.year >= 2008) & (ibov.index.year <= 2015)]\n",
        "ibov_fatiado[\"Close\"].plot(figsize=(22,8), label=\"IBOV\")\n",
        "ibov_fatiado[\"Close\"].rolling(21).mean().plot(label=\"MM21\")\n",
        "ibov_fatiado[\"Close\"].rolling(200).mean().plot(label=\"MM200\")\n",
        "plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fba4924e8d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FmGtX7GNoMFj",
        "colab_type": "code",
        "outputId": "b8392020-3333-4b76-f700-24aaa0e72771",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "ibov_fatiado = ibov[ibov.index.month == 12]\n",
        "ibov_fatiado.tail(50)"
      ],
      "execution_count": 0,
      "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",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2010-12-14</th>\n",
              "      <td>57.959999</td>\n",
              "      <td>58.450001</td>\n",
              "      <td>57.570000</td>\n",
              "      <td>57.680000</td>\n",
              "      <td>39.483219</td>\n",
              "      <td>1950700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-15</th>\n",
              "      <td>57.380001</td>\n",
              "      <td>57.549999</td>\n",
              "      <td>56.799999</td>\n",
              "      <td>56.799999</td>\n",
              "      <td>38.880844</td>\n",
              "      <td>2473800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-16</th>\n",
              "      <td>57.000000</td>\n",
              "      <td>57.400002</td>\n",
              "      <td>56.580002</td>\n",
              "      <td>56.750000</td>\n",
              "      <td>38.846611</td>\n",
              "      <td>2226400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-17</th>\n",
              "      <td>56.880001</td>\n",
              "      <td>57.099998</td>\n",
              "      <td>56.410000</td>\n",
              "      <td>56.900002</td>\n",
              "      <td>38.949287</td>\n",
              "      <td>2921400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-20</th>\n",
              "      <td>57.279999</td>\n",
              "      <td>57.299999</td>\n",
              "      <td>56.500000</td>\n",
              "      <td>56.500000</td>\n",
              "      <td>38.675480</td>\n",
              "      <td>2207500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-21</th>\n",
              "      <td>56.849998</td>\n",
              "      <td>57.549999</td>\n",
              "      <td>56.799999</td>\n",
              "      <td>57.189999</td>\n",
              "      <td>39.147808</td>\n",
              "      <td>2562800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-22</th>\n",
              "      <td>57.160000</td>\n",
              "      <td>57.230000</td>\n",
              "      <td>56.689999</td>\n",
              "      <td>57.029999</td>\n",
              "      <td>39.038280</td>\n",
              "      <td>1659300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-23</th>\n",
              "      <td>57.070000</td>\n",
              "      <td>57.250000</td>\n",
              "      <td>56.840000</td>\n",
              "      <td>56.849998</td>\n",
              "      <td>38.915073</td>\n",
              "      <td>1456800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-27</th>\n",
              "      <td>56.750000</td>\n",
              "      <td>56.750000</td>\n",
              "      <td>55.230000</td>\n",
              "      <td>55.230000</td>\n",
              "      <td>37.806137</td>\n",
              "      <td>3026600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-28</th>\n",
              "      <td>55.419998</td>\n",
              "      <td>55.500000</td>\n",
              "      <td>54.540001</td>\n",
              "      <td>54.740002</td>\n",
              "      <td>37.470730</td>\n",
              "      <td>2335900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-29</th>\n",
              "      <td>55.000000</td>\n",
              "      <td>55.400002</td>\n",
              "      <td>54.779999</td>\n",
              "      <td>55.119999</td>\n",
              "      <td>37.730839</td>\n",
              "      <td>2680300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-30</th>\n",
              "      <td>55.410000</td>\n",
              "      <td>56.009998</td>\n",
              "      <td>55.119999</td>\n",
              "      <td>55.330002</td>\n",
              "      <td>37.874588</td>\n",
              "      <td>3486800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-01</th>\n",
              "      <td>42.279999</td>\n",
              "      <td>42.419998</td>\n",
              "      <td>41.299999</td>\n",
              "      <td>41.900002</td>\n",
              "      <td>29.876472</td>\n",
              "      <td>5247900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-02</th>\n",
              "      <td>42.389999</td>\n",
              "      <td>42.779999</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>42.419998</td>\n",
              "      <td>30.247253</td>\n",
              "      <td>3410600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-05</th>\n",
              "      <td>42.889999</td>\n",
              "      <td>43.470001</td>\n",
              "      <td>42.660000</td>\n",
              "      <td>43.200001</td>\n",
              "      <td>30.803438</td>\n",
              "      <td>2885400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-06</th>\n",
              "      <td>43.009998</td>\n",
              "      <td>43.349998</td>\n",
              "      <td>42.740002</td>\n",
              "      <td>43.150002</td>\n",
              "      <td>30.767782</td>\n",
              "      <td>3128200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-07</th>\n",
              "      <td>42.990002</td>\n",
              "      <td>43.049999</td>\n",
              "      <td>41.270000</td>\n",
              "      <td>41.270000</td>\n",
              "      <td>29.427261</td>\n",
              "      <td>6661000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-08</th>\n",
              "      <td>41.410000</td>\n",
              "      <td>41.619999</td>\n",
              "      <td>40.160000</td>\n",
              "      <td>40.419998</td>\n",
              "      <td>28.821169</td>\n",
              "      <td>4383900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-09</th>\n",
              "      <td>40.709999</td>\n",
              "      <td>41.250000</td>\n",
              "      <td>40.320000</td>\n",
              "      <td>41.230000</td>\n",
              "      <td>29.398735</td>\n",
              "      <td>2899800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-13</th>\n",
              "      <td>40.849998</td>\n",
              "      <td>41.070000</td>\n",
              "      <td>40.290001</td>\n",
              "      <td>40.480000</td>\n",
              "      <td>28.863960</td>\n",
              "      <td>3212200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-14</th>\n",
              "      <td>40.349998</td>\n",
              "      <td>40.410000</td>\n",
              "      <td>39.660000</td>\n",
              "      <td>39.840000</td>\n",
              "      <td>28.407608</td>\n",
              "      <td>4381400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-15</th>\n",
              "      <td>39.939999</td>\n",
              "      <td>40.209999</td>\n",
              "      <td>39.000000</td>\n",
              "      <td>39.200001</td>\n",
              "      <td>27.951258</td>\n",
              "      <td>4448600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-16</th>\n",
              "      <td>39.500000</td>\n",
              "      <td>39.680000</td>\n",
              "      <td>38.869999</td>\n",
              "      <td>39.200001</td>\n",
              "      <td>27.951258</td>\n",
              "      <td>4400700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-19</th>\n",
              "      <td>39.150002</td>\n",
              "      <td>39.439999</td>\n",
              "      <td>38.590000</td>\n",
              "      <td>38.590000</td>\n",
              "      <td>27.516300</td>\n",
              "      <td>2868600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-20</th>\n",
              "      <td>38.950001</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>38.549999</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>28.521694</td>\n",
              "      <td>4073200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-21</th>\n",
              "      <td>39.689999</td>\n",
              "      <td>40.130001</td>\n",
              "      <td>39.119999</td>\n",
              "      <td>40.130001</td>\n",
              "      <td>28.614389</td>\n",
              "      <td>3477000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-22</th>\n",
              "      <td>40.200001</td>\n",
              "      <td>40.820000</td>\n",
              "      <td>40.009998</td>\n",
              "      <td>40.700001</td>\n",
              "      <td>29.020826</td>\n",
              "      <td>2525200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-23</th>\n",
              "      <td>40.910000</td>\n",
              "      <td>41.209999</td>\n",
              "      <td>40.759998</td>\n",
              "      <td>40.950001</td>\n",
              "      <td>29.199085</td>\n",
              "      <td>2130800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-26</th>\n",
              "      <td>41.000000</td>\n",
              "      <td>41.049999</td>\n",
              "      <td>40.630001</td>\n",
              "      <td>40.630001</td>\n",
              "      <td>28.970913</td>\n",
              "      <td>512600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-27</th>\n",
              "      <td>40.540001</td>\n",
              "      <td>41.119999</td>\n",
              "      <td>40.400002</td>\n",
              "      <td>40.900002</td>\n",
              "      <td>29.163429</td>\n",
              "      <td>4241200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-28</th>\n",
              "      <td>41.000000</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>39.580002</td>\n",
              "      <td>39.720001</td>\n",
              "      <td>28.322041</td>\n",
              "      <td>3871800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-29</th>\n",
              "      <td>39.970001</td>\n",
              "      <td>40.099998</td>\n",
              "      <td>39.450001</td>\n",
              "      <td>39.450001</td>\n",
              "      <td>28.129524</td>\n",
              "      <td>3496200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-03</th>\n",
              "      <td>37.529999</td>\n",
              "      <td>37.779999</td>\n",
              "      <td>36.810001</td>\n",
              "      <td>37.380001</td>\n",
              "      <td>28.202383</td>\n",
              "      <td>5229200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-04</th>\n",
              "      <td>37.650002</td>\n",
              "      <td>37.650002</td>\n",
              "      <td>36.480000</td>\n",
              "      <td>36.700001</td>\n",
              "      <td>27.689341</td>\n",
              "      <td>5039500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-05</th>\n",
              "      <td>37.110001</td>\n",
              "      <td>37.430000</td>\n",
              "      <td>36.869999</td>\n",
              "      <td>37.299999</td>\n",
              "      <td>28.142029</td>\n",
              "      <td>5280200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-06</th>\n",
              "      <td>37.230000</td>\n",
              "      <td>37.450001</td>\n",
              "      <td>36.900002</td>\n",
              "      <td>37.049999</td>\n",
              "      <td>27.953403</td>\n",
              "      <td>2505300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-07</th>\n",
              "      <td>37.380001</td>\n",
              "      <td>37.820000</td>\n",
              "      <td>37.240002</td>\n",
              "      <td>37.480000</td>\n",
              "      <td>28.277830</td>\n",
              "      <td>3327800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-10</th>\n",
              "      <td>37.099998</td>\n",
              "      <td>38.279999</td>\n",
              "      <td>37.099998</td>\n",
              "      <td>38.150002</td>\n",
              "      <td>28.783337</td>\n",
              "      <td>3294200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-11</th>\n",
              "      <td>38.330002</td>\n",
              "      <td>39.090000</td>\n",
              "      <td>38.040001</td>\n",
              "      <td>39.000000</td>\n",
              "      <td>29.424637</td>\n",
              "      <td>3618300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-12</th>\n",
              "      <td>38.970001</td>\n",
              "      <td>39.759998</td>\n",
              "      <td>38.880001</td>\n",
              "      <td>39.400002</td>\n",
              "      <td>29.726433</td>\n",
              "      <td>6567000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-13</th>\n",
              "      <td>39.009998</td>\n",
              "      <td>39.869999</td>\n",
              "      <td>38.799999</td>\n",
              "      <td>39.619999</td>\n",
              "      <td>29.892414</td>\n",
              "      <td>4314100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-14</th>\n",
              "      <td>39.919998</td>\n",
              "      <td>41.200001</td>\n",
              "      <td>39.860001</td>\n",
              "      <td>41.200001</td>\n",
              "      <td>31.084488</td>\n",
              "      <td>4387600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-17</th>\n",
              "      <td>41.189999</td>\n",
              "      <td>42.279999</td>\n",
              "      <td>41.090000</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>31.688072</td>\n",
              "      <td>3320600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-18</th>\n",
              "      <td>42.220001</td>\n",
              "      <td>43.000000</td>\n",
              "      <td>42.080002</td>\n",
              "      <td>42.820000</td>\n",
              "      <td>32.306744</td>\n",
              "      <td>5755500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-19</th>\n",
              "      <td>42.799999</td>\n",
              "      <td>43.549999</td>\n",
              "      <td>41.759998</td>\n",
              "      <td>42.049999</td>\n",
              "      <td>31.725796</td>\n",
              "      <td>4824800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-20</th>\n",
              "      <td>41.820000</td>\n",
              "      <td>42.400002</td>\n",
              "      <td>41.459999</td>\n",
              "      <td>42.250000</td>\n",
              "      <td>31.876690</td>\n",
              "      <td>2567200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-21</th>\n",
              "      <td>41.270000</td>\n",
              "      <td>41.900002</td>\n",
              "      <td>41.200001</td>\n",
              "      <td>41.889999</td>\n",
              "      <td>31.605078</td>\n",
              "      <td>3090200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-26</th>\n",
              "      <td>41.349998</td>\n",
              "      <td>42.590000</td>\n",
              "      <td>41.349998</td>\n",
              "      <td>42.169998</td>\n",
              "      <td>31.816330</td>\n",
              "      <td>1425700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-27</th>\n",
              "      <td>41.820000</td>\n",
              "      <td>42.599998</td>\n",
              "      <td>41.759998</td>\n",
              "      <td>42.160000</td>\n",
              "      <td>31.808788</td>\n",
              "      <td>2086700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-28</th>\n",
              "      <td>42.430000</td>\n",
              "      <td>42.470001</td>\n",
              "      <td>41.930000</td>\n",
              "      <td>42.279999</td>\n",
              "      <td>31.899328</td>\n",
              "      <td>2475800</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close   Volume\n",
              "Date                                                                      \n",
              "2010-12-14  57.959999  58.450001  57.570000  57.680000  39.483219  1950700\n",
              "2010-12-15  57.380001  57.549999  56.799999  56.799999  38.880844  2473800\n",
              "2010-12-16  57.000000  57.400002  56.580002  56.750000  38.846611  2226400\n",
              "2010-12-17  56.880001  57.099998  56.410000  56.900002  38.949287  2921400\n",
              "2010-12-20  57.279999  57.299999  56.500000  56.500000  38.675480  2207500\n",
              "2010-12-21  56.849998  57.549999  56.799999  57.189999  39.147808  2562800\n",
              "2010-12-22  57.160000  57.230000  56.689999  57.029999  39.038280  1659300\n",
              "2010-12-23  57.070000  57.250000  56.840000  56.849998  38.915073  1456800\n",
              "2010-12-27  56.750000  56.750000  55.230000  55.230000  37.806137  3026600\n",
              "2010-12-28  55.419998  55.500000  54.540001  54.740002  37.470730  2335900\n",
              "2010-12-29  55.000000  55.400002  54.779999  55.119999  37.730839  2680300\n",
              "2010-12-30  55.410000  56.009998  55.119999  55.330002  37.874588  3486800\n",
              "2011-12-01  42.279999  42.419998  41.299999  41.900002  29.876472  5247900\n",
              "2011-12-02  42.389999  42.779999  42.000000  42.419998  30.247253  3410600\n",
              "2011-12-05  42.889999  43.470001  42.660000  43.200001  30.803438  2885400\n",
              "2011-12-06  43.009998  43.349998  42.740002  43.150002  30.767782  3128200\n",
              "2011-12-07  42.990002  43.049999  41.270000  41.270000  29.427261  6661000\n",
              "2011-12-08  41.410000  41.619999  40.160000  40.419998  28.821169  4383900\n",
              "2011-12-09  40.709999  41.250000  40.320000  41.230000  29.398735  2899800\n",
              "2011-12-13  40.849998  41.070000  40.290001  40.480000  28.863960  3212200\n",
              "2011-12-14  40.349998  40.410000  39.660000  39.840000  28.407608  4381400\n",
              "2011-12-15  39.939999  40.209999  39.000000  39.200001  27.951258  4448600\n",
              "2011-12-16  39.500000  39.680000  38.869999  39.200001  27.951258  4400700\n",
              "2011-12-19  39.150002  39.439999  38.590000  38.590000  27.516300  2868600\n",
              "2011-12-20  38.950001  40.000000  38.549999  40.000000  28.521694  4073200\n",
              "2011-12-21  39.689999  40.130001  39.119999  40.130001  28.614389  3477000\n",
              "2011-12-22  40.200001  40.820000  40.009998  40.700001  29.020826  2525200\n",
              "2011-12-23  40.910000  41.209999  40.759998  40.950001  29.199085  2130800\n",
              "2011-12-26  41.000000  41.049999  40.630001  40.630001  28.970913   512600\n",
              "2011-12-27  40.540001  41.119999  40.400002  40.900002  29.163429  4241200\n",
              "2011-12-28  41.000000  41.000000  39.580002  39.720001  28.322041  3871800\n",
              "2011-12-29  39.970001  40.099998  39.450001  39.450001  28.129524  3496200\n",
              "2012-12-03  37.529999  37.779999  36.810001  37.380001  28.202383  5229200\n",
              "2012-12-04  37.650002  37.650002  36.480000  36.700001  27.689341  5039500\n",
              "2012-12-05  37.110001  37.430000  36.869999  37.299999  28.142029  5280200\n",
              "2012-12-06  37.230000  37.450001  36.900002  37.049999  27.953403  2505300\n",
              "2012-12-07  37.380001  37.820000  37.240002  37.480000  28.277830  3327800\n",
              "2012-12-10  37.099998  38.279999  37.099998  38.150002  28.783337  3294200\n",
              "2012-12-11  38.330002  39.090000  38.040001  39.000000  29.424637  3618300\n",
              "2012-12-12  38.970001  39.759998  38.880001  39.400002  29.726433  6567000\n",
              "2012-12-13  39.009998  39.869999  38.799999  39.619999  29.892414  4314100\n",
              "2012-12-14  39.919998  41.200001  39.860001  41.200001  31.084488  4387600\n",
              "2012-12-17  41.189999  42.279999  41.090000  42.000000  31.688072  3320600\n",
              "2012-12-18  42.220001  43.000000  42.080002  42.820000  32.306744  5755500\n",
              "2012-12-19  42.799999  43.549999  41.759998  42.049999  31.725796  4824800\n",
              "2012-12-20  41.820000  42.400002  41.459999  42.250000  31.876690  2567200\n",
              "2012-12-21  41.270000  41.900002  41.200001  41.889999  31.605078  3090200\n",
              "2012-12-26  41.349998  42.590000  41.349998  42.169998  31.816330  1425700\n",
              "2012-12-27  41.820000  42.599998  41.759998  42.160000  31.808788  2086700\n",
              "2012-12-28  42.430000  42.470001  41.930000  42.279999  31.899328  2475800"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wDERDNHaob3T",
        "colab_type": "code",
        "outputId": "69cc3ad6-a316-4ec8-8677-175e3db0da3a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 858
        }
      },
      "source": [
        "ibov_fatiado = ibov[ibov.index.day == 14]\n",
        "ibov_fatiado.tail(50)"
      ],
      "execution_count": 0,
      "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",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2010-05-14</th>\n",
              "      <td>49.790001</td>\n",
              "      <td>49.900002</td>\n",
              "      <td>48.799999</td>\n",
              "      <td>48.900002</td>\n",
              "      <td>33.127392</td>\n",
              "      <td>3208400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-06-14</th>\n",
              "      <td>48.950001</td>\n",
              "      <td>49.349998</td>\n",
              "      <td>48.020000</td>\n",
              "      <td>48.220001</td>\n",
              "      <td>32.666721</td>\n",
              "      <td>2522100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-07-14</th>\n",
              "      <td>44.349998</td>\n",
              "      <td>44.349998</td>\n",
              "      <td>43.619999</td>\n",
              "      <td>44.169998</td>\n",
              "      <td>29.923037</td>\n",
              "      <td>1654300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-09-14</th>\n",
              "      <td>48.200001</td>\n",
              "      <td>48.549999</td>\n",
              "      <td>47.570000</td>\n",
              "      <td>47.799999</td>\n",
              "      <td>32.382198</td>\n",
              "      <td>2831200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-10-14</th>\n",
              "      <td>53.590000</td>\n",
              "      <td>54.529999</td>\n",
              "      <td>53.500000</td>\n",
              "      <td>53.750000</td>\n",
              "      <td>36.413025</td>\n",
              "      <td>3305000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-12-14</th>\n",
              "      <td>57.959999</td>\n",
              "      <td>58.450001</td>\n",
              "      <td>57.570000</td>\n",
              "      <td>57.680000</td>\n",
              "      <td>39.483219</td>\n",
              "      <td>1950700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-01-14</th>\n",
              "      <td>59.500000</td>\n",
              "      <td>60.169998</td>\n",
              "      <td>59.230000</td>\n",
              "      <td>59.959999</td>\n",
              "      <td>41.043926</td>\n",
              "      <td>2793000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-02-14</th>\n",
              "      <td>56.450001</td>\n",
              "      <td>57.889999</td>\n",
              "      <td>56.450001</td>\n",
              "      <td>57.549999</td>\n",
              "      <td>39.605629</td>\n",
              "      <td>2407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-03-14</th>\n",
              "      <td>52.419998</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>51.889999</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>36.474342</td>\n",
              "      <td>2864600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-04-14</th>\n",
              "      <td>50.709999</td>\n",
              "      <td>51.459999</td>\n",
              "      <td>50.520000</td>\n",
              "      <td>51.279999</td>\n",
              "      <td>35.714512</td>\n",
              "      <td>3970000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-14</th>\n",
              "      <td>48.349998</td>\n",
              "      <td>48.490002</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>48.320000</td>\n",
              "      <td>33.652992</td>\n",
              "      <td>4334000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-07-14</th>\n",
              "      <td>51.200001</td>\n",
              "      <td>51.490002</td>\n",
              "      <td>50.299999</td>\n",
              "      <td>50.630001</td>\n",
              "      <td>35.261818</td>\n",
              "      <td>3964600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-09-14</th>\n",
              "      <td>45.790001</td>\n",
              "      <td>46.450001</td>\n",
              "      <td>44.990002</td>\n",
              "      <td>46.049999</td>\n",
              "      <td>32.072021</td>\n",
              "      <td>3910700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-10-14</th>\n",
              "      <td>44.000000</td>\n",
              "      <td>44.200001</td>\n",
              "      <td>43.610001</td>\n",
              "      <td>44.020000</td>\n",
              "      <td>30.658211</td>\n",
              "      <td>4985300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-11-14</th>\n",
              "      <td>45.200001</td>\n",
              "      <td>45.529999</td>\n",
              "      <td>45.090000</td>\n",
              "      <td>45.200001</td>\n",
              "      <td>32.229515</td>\n",
              "      <td>1355900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-12-14</th>\n",
              "      <td>40.349998</td>\n",
              "      <td>40.410000</td>\n",
              "      <td>39.660000</td>\n",
              "      <td>39.840000</td>\n",
              "      <td>28.407608</td>\n",
              "      <td>4381400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-02-14</th>\n",
              "      <td>45.169998</td>\n",
              "      <td>45.200001</td>\n",
              "      <td>44.040001</td>\n",
              "      <td>44.250000</td>\n",
              "      <td>31.552126</td>\n",
              "      <td>5126300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-03-14</th>\n",
              "      <td>42.509998</td>\n",
              "      <td>43.000000</td>\n",
              "      <td>41.770000</td>\n",
              "      <td>42.299999</td>\n",
              "      <td>30.161694</td>\n",
              "      <td>3123700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-05-14</th>\n",
              "      <td>38.400002</td>\n",
              "      <td>38.919998</td>\n",
              "      <td>38.340000</td>\n",
              "      <td>38.450001</td>\n",
              "      <td>28.106493</td>\n",
              "      <td>3992200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-06-14</th>\n",
              "      <td>38.430000</td>\n",
              "      <td>38.939999</td>\n",
              "      <td>38.250000</td>\n",
              "      <td>38.900002</td>\n",
              "      <td>28.435431</td>\n",
              "      <td>2552900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-08-14</th>\n",
              "      <td>38.360001</td>\n",
              "      <td>37.750000</td>\n",
              "      <td>36.840000</td>\n",
              "      <td>37.049999</td>\n",
              "      <td>27.083107</td>\n",
              "      <td>5204200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-09-14</th>\n",
              "      <td>38.500000</td>\n",
              "      <td>39.779999</td>\n",
              "      <td>37.970001</td>\n",
              "      <td>38.650002</td>\n",
              "      <td>28.252686</td>\n",
              "      <td>11968000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-11-14</th>\n",
              "      <td>36.990002</td>\n",
              "      <td>37.270000</td>\n",
              "      <td>36.119999</td>\n",
              "      <td>36.590000</td>\n",
              "      <td>27.606348</td>\n",
              "      <td>4938900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-12-14</th>\n",
              "      <td>39.919998</td>\n",
              "      <td>41.200001</td>\n",
              "      <td>39.860001</td>\n",
              "      <td>41.200001</td>\n",
              "      <td>31.084488</td>\n",
              "      <td>4387600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013-01-14</th>\n",
              "      <td>41.599998</td>\n",
              "      <td>41.689999</td>\n",
              "      <td>41.029999</td>\n",
              "      <td>41.259998</td>\n",
              "      <td>31.129759</td>\n",
              "      <td>4129900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013-02-14</th>\n",
              "      <td>39.110001</td>\n",
              "      <td>39.110001</td>\n",
              "      <td>38.340000</td>\n",
              "      <td>38.580002</td>\n",
              "      <td>29.107765</td>\n",
              "      <td>3905700</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close    Volume\n",
              "Date                                                                       \n",
              "2010-05-14  49.790001  49.900002  48.799999  48.900002  33.127392   3208400\n",
              "2010-06-14  48.950001  49.349998  48.020000  48.220001  32.666721   2522100\n",
              "2010-07-14  44.349998  44.349998  43.619999  44.169998  29.923037   1654300\n",
              "2010-09-14  48.200001  48.549999  47.570000  47.799999  32.382198   2831200\n",
              "2010-10-14  53.590000  54.529999  53.500000  53.750000  36.413025   3305000\n",
              "2010-12-14  57.959999  58.450001  57.570000  57.680000  39.483219   1950700\n",
              "2011-01-14  59.500000  60.169998  59.230000  59.959999  41.043926   2793000\n",
              "2011-02-14  56.450001  57.889999  56.450001  57.549999  39.605629   2407700\n",
              "2011-03-14  52.419998  53.000000  51.889999  53.000000  36.474342   2864600\n",
              "2011-04-14  50.709999  51.459999  50.520000  51.279999  35.714512   3970000\n",
              "2011-06-14  48.349998  48.490002  47.950001  48.320000  33.652992   4334000\n",
              "2011-07-14  51.200001  51.490002  50.299999  50.630001  35.261818   3964600\n",
              "2011-09-14  45.790001  46.450001  44.990002  46.049999  32.072021   3910700\n",
              "2011-10-14  44.000000  44.200001  43.610001  44.020000  30.658211   4985300\n",
              "2011-11-14  45.200001  45.529999  45.090000  45.200001  32.229515   1355900\n",
              "2011-12-14  40.349998  40.410000  39.660000  39.840000  28.407608   4381400\n",
              "2012-02-14  45.169998  45.200001  44.040001  44.250000  31.552126   5126300\n",
              "2012-03-14  42.509998  43.000000  41.770000  42.299999  30.161694   3123700\n",
              "2012-05-14  38.400002  38.919998  38.340000  38.450001  28.106493   3992200\n",
              "2012-06-14  38.430000  38.939999  38.250000  38.900002  28.435431   2552900\n",
              "2012-08-14  38.360001  37.750000  36.840000  37.049999  27.083107   5204200\n",
              "2012-09-14  38.500000  39.779999  37.970001  38.650002  28.252686  11968000\n",
              "2012-11-14  36.990002  37.270000  36.119999  36.590000  27.606348   4938900\n",
              "2012-12-14  39.919998  41.200001  39.860001  41.200001  31.084488   4387600\n",
              "2013-01-14  41.599998  41.689999  41.029999  41.259998  31.129759   4129900\n",
              "2013-02-14  39.110001  39.110001  38.340000  38.580002  29.107765   3905700"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    }
  ]
}