Aula_01_Ciências_de_Dados_Finanças_Parte_2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Aula 01 - Ciências de Dados - Finanças - Parte 2.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Turma de Pós-Graduação de Ciência de Dados**\n",
        "\n",
        "**Disciplina: Aplicações de Finanças**\n",
        "\n",
        "**prof: Sérgio Assunção Monteiro, DSc**\n",
        "\n",
        "**Abordagem Aprendizado de Máquina**"
      ],
      "metadata": {
        "id": "WULZQNoMZKW-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Aula 01 - Parte 2**"
      ],
      "metadata": {
        "id": "0EitmAmZa_k3"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "69FM9eNVRDq4",
        "outputId": "62927c2c-82af-4b8e-d970-e58fe8317284"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.69)\n",
            "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.19.5)\n",
            "Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from yfinance) (4.7.1)\n",
            "Requirement already satisfied: requests>=2.26 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.27.1)\n",
            "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.3.5)\n",
            "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.10)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2018.9)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.0.10)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2021.10.8)\n"
          ]
        }
      ],
      "source": [
        "# Instalando o yahoo finance\n",
        "!pip install yfinance --upgrade --no-cache-dir"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install requests "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Xen-2j1uRs3l",
        "outputId": "9698e703-35c1-456a-813e-2eea70041e83"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (2.27.1)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests) (2021.10.8)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests) (2.10)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests) (2.0.10)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests) (1.24.3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install --upgrade pandas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z8cZTs5tRvct",
        "outputId": "f8c74ad2-051e-4832-ec3b-bd58d2a5c22d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (1.19.5)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import yfinance as yf #Instalando e importando a API no código\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.metrics import mean_squared_error\n",
        "from statsmodels.tsa.arima_model import ARIMA"
      ],
      "metadata": {
        "id": "OmbQ0Ry6RySX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dados_series = yf.download(\"PETR4.SA\", start=\"2018-01-01\", end=\"2022-01-01\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bjOQJ2KISDR-",
        "outputId": "aee3fa0e-372f-49ed-cb34-b1d464253e09"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with pd.option_context('display.max_rows',10):\n",
        "  print(dados_series)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ejzgq1Y6SGJz",
        "outputId": "9bc2befd-a5a4-4c3b-9061-444ae4a0fb9c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                 Open       High        Low      Close  Adj Close    Volume\n",
            "Date                                                                       \n",
            "2018-01-02  16.190001  16.549999  16.190001  16.549999  12.479182  33461800\n",
            "2018-01-03  16.490000  16.719999  16.370001  16.700001  12.592283  55940900\n",
            "2018-01-04  16.780001  16.959999  16.620001  16.730000  12.614908  37064900\n",
            "2018-01-05  16.700001  16.860001  16.570000  16.830000  12.690310  26958200\n",
            "2018-01-08  16.740000  17.030001  16.709999  17.030001  12.841118  28400000\n",
            "...               ...        ...        ...        ...        ...       ...\n",
            "2021-12-23  28.330000  28.420000  28.150000  28.330000  28.330000  28713600\n",
            "2021-12-27  28.320000  28.780001  28.150000  28.750000  28.750000  44227900\n",
            "2021-12-28  29.010000  29.280001  28.700001  28.780001  28.780001  30688100\n",
            "2021-12-29  28.700001  28.900000  28.420000  28.540001  28.540001  35508400\n",
            "2021-12-30  28.549999  28.700001  28.389999  28.450001  28.450001  43229100\n",
            "\n",
            "[989 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Selecionar apenas os dados referentes ao preço de fechamento\n",
        "df = dados_series.drop(['Open','High', 'Low', 'Adj Close', 'Volume'], axis=1) "
      ],
      "metadata": {
        "id": "ktmj11YsSQ5S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y=[]\n",
        "for a in df['Close']:\n",
        "  y.append(a)"
      ],
      "metadata": {
        "id": "wluNCAd0XEUP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.arange (1,len(y)+1,1)"
      ],
      "metadata": {
        "id": "_caGmTowWfJg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#print('x:{}'.format(x))\n",
        "print('y:{}'.format(y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x0oTyAe4Wy5-",
        "outputId": "a511fd25-20c2-4151-d4ab-b2122ff6e641"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "minimo = np.min(y)\n",
        "maximo = np.max(y)\n",
        "y = (y - minimo)/(maximo - minimo)\n",
        "print(y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hptdqvg0D9f4",
        "outputId": "8606c26e-37b6-40bf-eb5e-0cd1c363ff8e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0.26525462 0.27281899 0.27433179 0.27937467 0.28946044 0.28946044\n",
            " 0.27786178 0.3005547  0.3030761  0.30559759 0.32072614 0.35653053\n",
            " 0.34947045 0.35148764 0.36207761 0.35047905 0.40595057 0.40595057\n",
            " 0.43570348 0.43166919 0.41351485 0.42410491 0.46545638 0.43772057\n",
            " 0.39082202 0.43872917 0.41099345 0.39132622 0.37720626 0.40141199\n",
            " 0.40897626 0.40998486 0.44175486 0.4614221  0.45184063 0.47655065\n",
            " 0.49571359 0.51588502 0.51487643 0.51285924 0.491175   0.51538073\n",
            " 0.54614223 0.53504787 0.5234493  0.5249622  0.55975789 0.5567322\n",
            " 0.54563793 0.55925359 0.50529496 0.51134644 0.48613212 0.49773068\n",
            " 0.54261214 0.5259707  0.52748359 0.54160364 0.51185074 0.49974788\n",
            " 0.51033784 0.48461922 0.47503776 0.45839631 0.49722639 0.50378216\n",
            " 0.46596068 0.50983355 0.53000498 0.5239536  0.49974788 0.47049927\n",
            " 0.491175   0.53000498 0.55017652 0.55824509 0.56429647 0.56026219\n",
            " 0.52647499 0.57186075 0.57589504 0.5890065  0.57034795 0.56278368\n",
            " 0.55370651 0.57286935 0.58598081 0.68028241 0.72919815 0.7135653\n",
            " 0.75390818 0.78164399 0.8119011  0.73928392 0.72415527 0.69389807\n",
            " 0.67675232 0.60413515 0.44326775 0.4291477  0.28340896 0.40393338\n",
            " 0.38779623 0.24558748 0.31467476 0.26727181 0.25416035 0.22541604\n",
            " 0.19969742 0.207766   0.21028744 0.19566313 0.19213314 0.18557742\n",
            " 0.16187594 0.20827029 0.24810887 0.19213314 0.19263739 0.2223903\n",
            " 0.23953609 0.26525462 0.26777611 0.29752901 0.31164897 0.31316186\n",
            " 0.31870905 0.33131621 0.33535049 0.32576902 0.30862328 0.33585479\n",
            " 0.34392337 0.33232471 0.35300054 0.34089758 0.35854762 0.40342918\n",
            " 0.40191628 0.42208772 0.43721628 0.40948056 0.4276349  0.43368629\n",
            " 0.42511341 0.43973777 0.4599092  0.49520929 0.4916793  0.47503776\n",
            " 0.44629345 0.45637921 0.41855773 0.44125066 0.43822487 0.39132622\n",
            " 0.38628343 0.36157331 0.35653053 0.32425613 0.35602623 0.33585479\n",
            " 0.35350474 0.37418047 0.35602623 0.40393338 0.37871906 0.40191628\n",
            " 0.38880483 0.37115478 0.37619767 0.38830053 0.40191628 0.36359051\n",
            " 0.38628343 0.37418047 0.37821486 0.40897626 0.45184063 0.43822487\n",
            " 0.43267779 0.44629345 0.43923347 0.44326775 0.44881494 0.51285924\n",
            " 0.49420069 0.48966211 0.58144222 0.63035806 0.64195663 0.63893084\n",
            " 0.77206252 0.78315678 0.74432671 0.70600103 0.73020675 0.7786182\n",
            " 0.76449824 0.72667676 0.73777103 0.76853253 0.75189108 0.72566816\n",
            " 0.75794246 0.82249116 0.76298535 0.8426626  0.82349976 0.80837111\n",
            " 0.85073117 0.80181542 0.75693387 0.70902672 0.7145738  0.70801812\n",
            " 0.65305089 0.69641956 0.73171955 0.74180531 0.69994955 0.69894095\n",
            " 0.65960667 0.65355519 0.71810389 0.71053951 0.69994955 0.7145738\n",
            " 0.73877962 0.70852242 0.71961669 0.67070094 0.67977811 0.61270802\n",
            " 0.60514374 0.60564794 0.60867373 0.59304078 0.58396371 0.54009075\n",
            " 0.55269791 0.51437213 0.51739782 0.5239536  0.5234493  0.57438224\n",
            " 0.64397372 0.67372663 0.67725662 0.69692385 0.68935948 0.7155824\n",
            " 0.70448813 0.69087238 0.6838124  0.6828038  0.6822995  0.69944525\n",
            " 0.71154811 0.71810389 0.69793235 0.713061   0.71860819 0.67977811\n",
            " 0.71003531 0.72264247 0.72062528 0.73171955 0.74331821 0.7458396\n",
            " 0.7160867  0.69591526 0.69793235 0.6833081  0.72768526 0.74432671\n",
            " 0.78971256 0.78416538 0.78013109 0.8113968  0.79425115 0.81240539\n",
            " 0.79878964 0.7771054  0.77105392 0.79626824 0.79525965 0.7771054\n",
            " 0.78013109 0.78063539 0.77559251 0.83005544 0.81744828 0.84770548\n",
            " 0.85224407 0.85526976 0.87997978 0.903177   0.89157834 0.87090261\n",
            " 0.79223396 0.8093797  0.8744326  0.8093797  0.84568829 0.84568829\n",
            " 0.8426626  0.85728695 0.81946547 0.86636402 0.88199697 0.9056984\n",
            " 0.90115981 0.88199697 0.8426626  0.73323244 0.73827533 0.7781139\n",
            " 0.7796268  0.82249116 0.81442258 0.82652545 0.82249116 0.83257683\n",
            " 0.80484112 0.8108926  0.79778114 0.7786182  0.78466968 0.78063539\n",
            " 0.75945536 0.8108926  0.78366108 0.77609681 0.73676243 0.74180531\n",
            " 0.73575384 0.70499243 0.67523952 0.71759959 0.76651534 0.75642967\n",
            " 0.73373674 0.7463439  0.75390818 0.78214819 0.76701964 0.74936959\n",
            " 0.71911239 0.74130102 0.75189108 0.73474534 0.75592537 0.78013109\n",
            " 0.77458391 0.80030253 0.78466968 0.80131113 0.79525965 0.79778114\n",
            " 0.81492688 0.81845687 0.85678265 0.85526976 0.81795257 0.82602115\n",
            " 0.80383252 0.81290969 0.80534541 0.78315678 0.80131113 0.8119011\n",
            " 0.81240539 0.82501255 0.84619259 0.86283403 0.86938981 0.85173977\n",
            " 0.83408972 0.82652545 0.81795257 0.81442258 0.81694398 0.81845687\n",
            " 0.809884   0.78668677 0.74886529 0.76096816 0.75390818 0.7458396\n",
            " 0.75441247 0.76802823 0.71911239 0.73575384 0.72163388 0.75945536\n",
            " 0.75592537 0.72415527 0.73121535 0.68734239 0.6525466  0.63640945\n",
            " 0.64246093 0.64195663 0.7140696  0.70247094 0.65506809 0.63893084\n",
            " 0.65809378 0.67070094 0.71659099 0.71659099 0.70650523 0.72163388\n",
            " 0.75491677 0.76147245 0.76802823 0.78870397 0.79727684 0.78567827\n",
            " 0.79525965 0.78618248 0.84568829 0.82702975 0.80332822 0.80685831\n",
            " 0.79223396 0.81643968 0.80584971 0.8093797  0.82753404 0.82551685\n",
            " 0.81996967 0.81795257 0.7781139  0.7791225  0.76752393 0.75037819\n",
            " 0.74281391 0.76802823 0.7791225  0.80534541 0.80786681 0.82249116\n",
            " 0.83913261 0.82551685 0.82249116 0.83106403 0.87140691 0.89056984\n",
            " 0.85879975 0.9056984  0.92334844 0.93444271 0.94755417 0.96318702\n",
            " 0.96520421 0.96167422 0.92586984 0.92889553 0.98890564 0.94452848\n",
            " 0.96621281 0.94452848 0.938477   0.90821979 0.89712553 0.88199697\n",
            " 0.9359556  0.94251128 0.92990412 0.90267271 0.90973269 0.91981845\n",
            " 0.90065552 0.89662123 0.89208264 0.92637413 0.94604127 0.96116992\n",
            " 0.95410985 0.96570851 0.96369132 0.99243563 0.94251128 0.91376697\n",
            " 0.9359556  0.97075139 0.97428138 0.95663134 0.9687342  0.98940994\n",
            " 0.9697428  0.95259705 0.97881997 0.96621281 0.98436705 0.97831567\n",
            " 0.9687342  0.96369132 0.95713564 0.96016133 0.94351988 0.92082695\n",
            " 0.91931415 0.9359556  0.94351988 0.92435704 0.90771559 0.92586984\n",
            " 0.90821979 0.84417549 0.88300547 0.88552696 0.89006555 0.86535552\n",
            " 0.85173977 0.8744326  0.86232974 0.90216841 0.88956125 0.89964692\n",
            " 0.91729696 0.95007556 0.92939983 0.91427127 0.91124558 0.93091272\n",
            " 0.97125559 0.93948559 0.90015122 0.75239528 0.70650523 0.70852242\n",
            " 0.76853253 0.74432671 0.78668677 0.70600103 0.58194652 0.2400403\n",
            " 0.31618756 0.22995463 0.06606154 0.2072617  0.09077156 0.08623298\n",
            " 0.         0.04639435 0.03580434 0.01059002 0.09884014 0.15279877\n",
            " 0.15632881 0.10136158 0.10539587 0.13615732 0.15179022 0.21280888\n",
            " 0.20423601 0.22592034 0.25769034 0.30408469 0.27887037 0.28441755\n",
            " 0.27433179 0.25668174 0.2233989  0.24407458 0.23499746 0.27534038\n",
            " 0.28542615 0.23499746 0.26021183 0.3005547  0.34846195 0.34089758\n",
            " 0.30711038 0.33535049 0.3020676  0.31013617 0.36258191 0.34594046\n",
            " 0.34543616 0.31770045 0.30811898 0.29551182 0.3656077  0.37266768\n",
            " 0.40393338 0.39838629 0.37216338 0.41301055 0.42259202 0.43570348\n",
            " 0.4276349  0.45637921 0.45587491 0.50983355 0.51336354 0.51134644\n",
            " 0.54513363 0.56681796 0.5259707  0.50983355 0.46949067 0.47453355\n",
            " 0.50832075 0.51185074 0.51991931 0.51336354 0.48714071 0.52244071\n",
            " 0.48966211 0.51336354 0.48159353 0.522945   0.51739782 0.5254664\n",
            " 0.54311644 0.53908215 0.56580937 0.55168931 0.57286935 0.54715073\n",
            " 0.56580937 0.54815932 0.58547651 0.60766514 0.57639934 0.57740793\n",
            " 0.57740793 0.60917803 0.59304078 0.56883506 0.57690363 0.60060516\n",
            " 0.58043362 0.59909226 0.58144222 0.55017652 0.53000498 0.52899648\n",
            " 0.59959656 0.60161366 0.57992942 0.61321232 0.59455368 0.61472512\n",
            " 0.58245082 0.57387794 0.57034795 0.59152799 0.58497221 0.57690363\n",
            " 0.56833076 0.5890065  0.58396371 0.55118502 0.54765503 0.56732226\n",
            " 0.53454357 0.58396371 0.58043362 0.58446791 0.5864851  0.55320221\n",
            " 0.57690363 0.54614223 0.53403927 0.5239536  0.5234493  0.52647499\n",
            " 0.54765503 0.52244071 0.48461922 0.47957634 0.45083203 0.4594049\n",
            " 0.44578915 0.42057483 0.40443768 0.41956633 0.43166919 0.38981342\n",
            " 0.44074636 0.43570348 0.4286435  0.4614221  0.4291477  0.44578915\n",
            " 0.43772057 0.42662631 0.40544627 0.41502774 0.44831064 0.44730204\n",
            " 0.48159353 0.46797778 0.45184063 0.43318199 0.37216338 0.40342918\n",
            " 0.38577913 0.42158342 0.42511341 0.43368629 0.42662631 0.52042361\n",
            " 0.59455368 0.58446791 0.53555216 0.57186075 0.60514374 0.62531518\n",
            " 0.61825511 0.63187086 0.69641956 0.75289958 0.75441247 0.73272814\n",
            " 0.71659099 0.68633379 0.72163388 0.73726673 0.77407961 0.81896117\n",
            " 0.79223396 0.77508821 0.78920826 0.83358543 0.82097827 0.82349976\n",
            " 0.83509832 0.85224407 0.85476546 0.84770548 0.79324255 0.80635401\n",
            " 0.8401412  0.85173977 0.85627835 0.85980834 0.88855265 0.94553707\n",
            " 0.94856276 0.99394852 1.         0.98688854 0.97528988 0.90065552\n",
            " 0.91578417 0.84871408 0.84619259 0.87745839 0.85325257 0.81996967\n",
            " 0.79677254 0.79223396 0.81240539 0.83055973 0.7766011  0.81896117\n",
            " 0.87594549 0.89006555 0.88401407 0.88502266 0.84820978 0.81946547\n",
            " 0.83257683 0.84669688 0.86485123 0.92284414 0.90670699 0.8088754\n",
            " 0.5234493  0.64397372 0.66111947 0.60010086 0.55219361 0.54009075\n",
            " 0.53958645 0.49924358 0.55118502 0.55975789 0.49470499 0.51941501\n",
            " 0.5572365  0.60514374 0.59909226 0.62329799 0.60463944 0.64498232\n",
            " 0.60262225 0.64094803 0.61674231 0.58043362 0.58144222 0.60060516\n",
            " 0.61371652 0.63237516 0.63237516 0.64599092 0.63540085 0.64296522\n",
            " 0.64195663 0.64094803 0.62581948 0.62329799 0.63540085 0.63943514\n",
            " 0.65859808 0.59505798 0.587998   0.65506809 0.63187086 0.62632368\n",
            " 0.62531518 0.62985377 0.59556227 0.63792234 0.62178519 0.62178519\n",
            " 0.61220372 0.58497221 0.63237516 0.61573371 0.66011087 0.67624812\n",
            " 0.69894095 0.68028241 0.69087238 0.75693387 0.77508821 0.75945536\n",
            " 0.74936959 0.73827533 0.73928392 0.76147245 0.73373674 0.7463439\n",
            " 0.73726673 0.79172966 0.78567827 0.80685831 0.83610692 0.86787692\n",
            " 0.85728695 0.87594549 0.87594549 0.87695409 0.87140691 0.88048408\n",
            " 0.89460413 0.90015122 0.84921828 0.85879975 0.89056984 0.89813412\n",
            " 0.90821979 0.92586984 0.89813412 0.89561263 0.90216841 0.91477557\n",
            " 0.89611693 0.90216841 0.88552696 0.82602115 0.84518399 0.81694398\n",
            " 0.82904684 0.83761971 0.82602115 0.79626824 0.77609681 0.75390818\n",
            " 0.77155822 0.79021676 0.78719107 0.7791225  0.81593538 0.79979823\n",
            " 0.82803824 0.83308113 0.78769537 0.76248105 0.78466968 0.75592537\n",
            " 0.86031264 0.86232974 0.85224407 0.85678265 0.87644979 0.89813412\n",
            " 0.91074128 0.8749369  0.79374685 0.78164399 0.77407961 0.77206252\n",
            " 0.79324255 0.82148256 0.82904684 0.81694398 0.86737262 0.85779115\n",
            " 0.80181542 0.79425115 0.77206252 0.75844676 0.76500244 0.68986378\n",
            " 0.71659099 0.70852242 0.75340388 0.73575384 0.75844676 0.7468482\n",
            " 0.68784668 0.67372663 0.70196664 0.73424104 0.78416538 0.78719107\n",
            " 0.79929393 0.79021676 0.8119011  0.80383252 0.8426626  0.88250127\n",
            " 0.91427127 0.8749369  0.8729198  0.89914272 0.90922839 0.92486124\n",
            " 0.92738273 0.92334844 0.91578417 0.84316689 0.86787692 0.81492688\n",
            " 0.80131113 0.89510843 0.88098838 0.87745839 0.89107405 0.79979823\n",
            " 0.8426626  0.78466968 0.74180531 0.73424104 0.74785679 0.77407961\n",
            " 0.76348965 0.76449824 0.79172966 0.80584971 0.77105392 0.76903683\n",
            " 0.7468482  0.75995966 0.83257683 0.86132124 0.92435704 0.86636402\n",
            " 0.91679267 0.91477557 0.92334844 0.86081694 0.88098838 0.88754406\n",
            " 0.91124558 0.91074128 0.90771559 0.92586984 0.91679267 0.89914272\n",
            " 0.90821979 0.92788703 0.89258694 0.85073117 0.85274836 0.85073117\n",
            " 0.85930404 0.88048408 0.88199697 0.86989411 0.86535552]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.title('Série Temporal - Normalizada')\n",
        "plt.xlabel('Período')\n",
        "plt.ylabel('Valor')\n",
        "plt.plot(x,y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "id": "-yjVIV05XnRM",
        "outputId": "63330cb8-32c2-4134-ae1a-33bc8725940e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "percentual_treinamento = 0.8\n",
        "qtd_treinamento = int(percentual_treinamento*(len(x)));\n",
        "\n",
        "x_treino = x[0:qtd_treinamento] \n",
        "x_teste = x[qtd_treinamento:]\n",
        "\n",
        "y_treino = y[0:qtd_treinamento]\n",
        "y_teste = y[qtd_treinamento:]\n",
        "\n",
        "treino = np.array(list(zip(x_treino, y_treino)))\n",
        "teste = np.array(list(zip(x_teste, y_teste)))\n",
        "for i in range(5):\n",
        "  print('treino[{}]: {}'.format(i+1, treino[i]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SbYshdwKXqyE",
        "outputId": "4543a662-fb8a-4894-e991-4e7e336fd4d3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "treino[1]: [1.         0.26525462]\n",
            "treino[2]: [2.         0.27281899]\n",
            "treino[3]: [3.         0.27433179]\n",
            "treino[4]: [4.         0.27937467]\n",
            "treino[5]: [5.         0.28946044]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def create_dataset(n_X, look_back):\n",
        "  dataX = []\n",
        "  dataY = []\n",
        "  for i in range(len(n_X)-look_back):\n",
        "    a = n_X[i:(i+look_back), ]\n",
        "    print('a: {}'.format(a))\n",
        "    dataX.append(a)\n",
        "    dataY.append(n_X[i + look_back, ])\n",
        "  print('dataX: {}'.format(dataX))\n",
        "  return np.array(dataX), np.array(dataY)"
      ],
      "metadata": {
        "id": "yhm1wVJMXubN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def preparar_dados(dados_serie, look_back):\n",
        "  X, y =[],[]\n",
        "  n = len(dados_serie)\n",
        "  for i in range(n - look_back):\n",
        "    posicao_fim = i + look_back\n",
        "    if posicao_fim <= n:\n",
        "      seq_x = dados_serie[i:posicao_fim,1]\n",
        "      seq_y = dados_serie[posicao_fim,1]\n",
        "      X.append(seq_x)\n",
        "      y.append(seq_y)\n",
        "  return np.array(X), np.array(y)"
      ],
      "metadata": {
        "id": "aLk-4uphXxR8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "look_back = 2\n",
        "x_treino, y_treino = preparar_dados(treino, look_back)\n",
        "x_teste, y_teste = preparar_dados(teste, look_back)\n",
        "\n",
        "n_caracteristicas = 1 #série monovariada\n",
        "x_treino = x_treino.reshape((x_treino.shape[0], \n",
        "                             x_treino.shape[1], \n",
        "                             n_caracteristicas))\n",
        "x_teste = x_teste.reshape((x_teste.shape[0], \n",
        "                       x_teste.shape[1], \n",
        "                       n_caracteristicas))\n",
        "\n",
        "#print('ax: {}'.format(trainx))\n",
        "#print('y: {}'.format(y))\n",
        "for i in range(5):\n",
        "  print('treino[{}]: {} -> {}'.format(i+1, x_treino[i], y_treino[i]))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X3X_fNIKXz9V",
        "outputId": "791619b8-44a4-4fce-9718-c2b0a80e31a5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "treino[1]: [[0.26525462]\n",
            " [0.27281899]] -> 0.27433178717549045\n",
            "treino[2]: [[0.27281899]\n",
            " [0.27433179]] -> 0.2793746705363175\n",
            "treino[3]: [[0.27433179]\n",
            " [0.27937467]] -> 0.28946043725797155\n",
            "treino[4]: [[0.27937467]\n",
            " [0.28946044]] -> 0.28946043725797155\n",
            "treino[5]: [[0.28946044]\n",
            " [0.28946044]] -> 0.2778617766725695\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from keras.models import Sequential\n",
        "from keras.layers import LSTM, Dense, Dropout\n",
        "n_etapas = x_treino.shape[1]\n",
        "n_caracteristicas = x_treino.shape[2]\n",
        "epocas = 20\n",
        "n_unidades = 100\n",
        "tf.random.set_seed(8888) # Setting seed to ensure reproducibility.\n",
        "modelo = Sequential()\n",
        "camada_de_entrada=(n_etapas, n_caracteristicas)\n",
        "modelo.add(LSTM(n_unidades, \n",
        "               return_sequences = True, \n",
        "               input_shape = camada_de_entrada))\n",
        "modelo.add(Dropout(0.2))\n",
        "modelo.add(LSTM(128,\n",
        "               input_shape = camada_de_entrada))\n",
        "modelo.add(Dense(1))\n"
      ],
      "metadata": {
        "id": "J8sj60qAX3X1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "modelo.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ApPju9AYX6Nv",
        "outputId": "84aee525-5365-4880-d540-114f76a3fa56"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " lstm_4 (LSTM)               (None, 2, 100)            40800     \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 2, 100)            0         \n",
            "                                                                 \n",
            " lstm_5 (LSTM)               (None, 128)               117248    \n",
            "                                                                 \n",
            " dense_3 (Dense)             (None, 1)                 129       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 158,177\n",
            "Trainable params: 158,177\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "modelo.compile(loss = 'mean_squared_error', \n",
        "              optimizer = 'adam')\n",
        "\n"
      ],
      "metadata": {
        "id": "FZrlp17LX9Tt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "historico = modelo.fit(x_treino, y_treino,\n",
        "                       epochs = epocas,\n",
        "                       batch_size = 70,\n",
        "                       verbose = 2,\n",
        "                       shuffle = False,\n",
        "                       validation_split = 0.3)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-_wdlHqLYABN",
        "outputId": "5ee33e06-9e5b-422e-9df2-19a5c6538345"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "8/8 - 4s - loss: 0.3715 - val_loss: 0.1973 - 4s/epoch - 558ms/step\n",
            "Epoch 2/20\n",
            "8/8 - 0s - loss: 0.1663 - val_loss: 0.0431 - 97ms/epoch - 12ms/step\n",
            "Epoch 3/20\n",
            "8/8 - 0s - loss: 0.0129 - val_loss: 0.0356 - 106ms/epoch - 13ms/step\n",
            "Epoch 4/20\n",
            "8/8 - 0s - loss: 0.0366 - val_loss: 0.0210 - 106ms/epoch - 13ms/step\n",
            "Epoch 5/20\n",
            "8/8 - 0s - loss: 0.0182 - val_loss: 0.0087 - 101ms/epoch - 13ms/step\n",
            "Epoch 6/20\n",
            "8/8 - 0s - loss: 0.0150 - val_loss: 0.0075 - 96ms/epoch - 12ms/step\n",
            "Epoch 7/20\n",
            "8/8 - 0s - loss: 0.0081 - val_loss: 0.0110 - 143ms/epoch - 18ms/step\n",
            "Epoch 8/20\n",
            "8/8 - 0s - loss: 0.0099 - val_loss: 0.0091 - 101ms/epoch - 13ms/step\n",
            "Epoch 9/20\n",
            "8/8 - 0s - loss: 0.0091 - val_loss: 0.0061 - 103ms/epoch - 13ms/step\n",
            "Epoch 10/20\n",
            "8/8 - 0s - loss: 0.0074 - val_loss: 0.0059 - 99ms/epoch - 12ms/step\n",
            "Epoch 11/20\n",
            "8/8 - 0s - loss: 0.0065 - val_loss: 0.0058 - 108ms/epoch - 14ms/step\n",
            "Epoch 12/20\n",
            "8/8 - 0s - loss: 0.0064 - val_loss: 0.0047 - 101ms/epoch - 13ms/step\n",
            "Epoch 13/20\n",
            "8/8 - 0s - loss: 0.0057 - val_loss: 0.0041 - 106ms/epoch - 13ms/step\n",
            "Epoch 14/20\n",
            "8/8 - 0s - loss: 0.0049 - val_loss: 0.0038 - 102ms/epoch - 13ms/step\n",
            "Epoch 15/20\n",
            "8/8 - 0s - loss: 0.0046 - val_loss: 0.0032 - 99ms/epoch - 12ms/step\n",
            "Epoch 16/20\n",
            "8/8 - 0s - loss: 0.0043 - val_loss: 0.0028 - 94ms/epoch - 12ms/step\n",
            "Epoch 17/20\n",
            "8/8 - 0s - loss: 0.0037 - val_loss: 0.0026 - 106ms/epoch - 13ms/step\n",
            "Epoch 18/20\n",
            "8/8 - 0s - loss: 0.0032 - val_loss: 0.0023 - 109ms/epoch - 14ms/step\n",
            "Epoch 19/20\n",
            "8/8 - 0s - loss: 0.0035 - val_loss: 0.0021 - 98ms/epoch - 12ms/step\n",
            "Epoch 20/20\n",
            "8/8 - 0s - loss: 0.0031 - val_loss: 0.0020 - 95ms/epoch - 12ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "hist = pd.DataFrame(historico.history)\n",
        "hist.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "yrDGW84SYDg8",
        "outputId": "9cdb69ba-82b0-4e9c-b03b-53c073ecc1f2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-3625124d-de7d-4fcb-9916-2601d855c07c\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>loss</th>\n",
              "      <th>val_loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.371512</td>\n",
              "      <td>0.197307</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.166254</td>\n",
              "      <td>0.043114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.012897</td>\n",
              "      <td>0.035587</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.036613</td>\n",
              "      <td>0.021027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.018242</td>\n",
              "      <td>0.008742</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3625124d-de7d-4fcb-9916-2601d855c07c')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-3625124d-de7d-4fcb-9916-2601d855c07c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-3625124d-de7d-4fcb-9916-2601d855c07c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       loss  val_loss\n",
              "0  0.371512  0.197307\n",
              "1  0.166254  0.043114\n",
              "2  0.012897  0.035587\n",
              "3  0.036613  0.021027\n",
              "4  0.018242  0.008742"
            ]
          },
          "metadata": {},
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loss = modelo.evaluate(x_teste, y_teste, batch_size=64)\n",
        "print(\"loss: {}\".format(loss))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jn-PzIrFYH40",
        "outputId": "5488717e-994d-42bd-9c6b-daef54d29e72"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "4/4 [==============================] - 0s 5ms/step - loss: 0.0012\n",
            "loss: 0.001247147098183632\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title('Cálculo do Erro ao longo do treinamento')\n",
        "plt.ylabel('Erro')\n",
        "plt.xlabel('Época')\n",
        "plt.plot(historico.history['loss'])\n",
        "plt.plot(historico.history['val_loss'])\n",
        "plt.legend(['loss (treinamento)', 'val_loss (validação)'], loc='upper right')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "id": "eJqt8X_IYK7E",
        "outputId": "a0e8c87e-b820-4b3b-dbf3-1e399de3209c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "predicao = modelo.predict(x_teste)"
      ],
      "metadata": {
        "id": "hG4HE1J4YPd8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "escala = 1\n",
        "valores_reais_y = y_teste*escala\n",
        "plt.figure(figsize=(50,10))\n",
        "plt.plot(list(range(len(valores_reais_y))), \n",
        "         valores_reais_y, \n",
        "         marker='.', \n",
        "         label=\"Real\")\n",
        "lst_dados_predicao=[w[0]*escala for w in predicao]\n",
        "plt.plot(list(range(len(predicao))), \n",
        "         lst_dados_predicao, \n",
        "         'r',label=\"Estimação do Modelo\")\n",
        "plt.ylabel('valores', size=15)\n",
        "plt.xlabel('período', size=15)\n",
        "plt.legend(fontsize=15)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 259
        },
        "id": "pJvzr_tiYS1c",
        "outputId": "8313c585-ddd1-4de2-d47e-18de94e090df"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 3600x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "look_back = 1\n",
        "valores_reais_y = y_teste\n",
        "plt.figure(figsize=(50,10))\n",
        "plt.plot(list(range(len(valores_reais_y))), \n",
        "         valores_reais_y, \n",
        "         marker='.', \n",
        "         label=\"Real\")\n",
        "lst_dados_predicao=[w[0] for w in predicao]\n",
        "plt.plot(list(np.arange(len(predicao))-look_back), \n",
        "         lst_dados_predicao, \n",
        "         'r',label=\"Estimação do Modelo\")\n",
        "plt.ylabel('valores', size=15)\n",
        "plt.xlabel('período', size=15)\n",
        "plt.legend(fontsize=15)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 259
        },
        "id": "WeLPClJhYZjU",
        "outputId": "fc8eb44a-a6f7-4f6d-c2c3-eef8f47fdfc2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 3600x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}