{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7SZxKPcyDbw_"
      },
      "source": [
        "# Stock Market Analysis And Forecasting\n",
        "A stock market, equity market, or share market is the aggregation of buyers and sellers of stocks (also called shares), which represent ownership claims on businesses; these may include securities listed on a public stock exchange, as well as stock that is only traded privately, such as shares of private companies which are sold to investors through equity crowdfunding platforms. Investment in the stock market is most often done via stockbrokerages and electronic trading platforms. Investment is usually made with an investment strategy in mind.\n",
        "\n",
        "The task of stock prediction has always been a challenging problem for statistics experts and finance. The main reason behind this prediction is buying stocks that are likely to increase in price and then selling stocks that are probably to fall. Generally, there are two ways for stock market prediction.\n",
        "\n",
        "Fundamental analysis is one of them and relies on a company's technique and fundamental information like market position, expenses and annual growth rates. The second one is the technical analysis method, which concentrates on previous stock prices and values.\n",
        "\n",
        "In the first part of our project, we will try to analyze the data. and in the second part, we will forecast the stock market.\n",
        "\n",
        "## Dataset\n",
        "We will be using stock data from 2006-2018 for the following publicly traded companies:\n",
        " 1. Google\n",
        " 2. Microsoft\n",
        " 3. IBM\n",
        " 4. Amazon\n",
        "\n",
        "## Analysis\n",
        "We will find the distribution of close and open. Then we will find the correlation between close and open. After that, we will visualize the attributes [Open, High, Low, Close, volume] of our datasets. Then we compare the \"High\" and \"Close\" of each datasets. At last, we will find the trend and seasonality in the dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "aiCB-iASNjYf"
      },
      "outputs": [],
      "source": [
        "import numpy as np \n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import plotly.express as px\n",
        "import plotly.graph_objects as go\n",
        "import time, math, pickle\n",
        "\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "from sklearn.metrics import mean_squared_error\n",
        "import torch\n",
        "import torch.nn as nn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oOmrNH8SaAh3"
      },
      "source": [
        "# Prediction"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IC01fIZaTOPh"
      },
      "source": [
        "## Time Series Forecasting:\n",
        "Time series forecasting uses information regarding historical values and associated patterns to predict future activity. Most often, this relates to trend analysis, cyclical fluctuation analysis, and issues of seasonality. As with all forecasting methods, success is not guaranteed.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xwhh0WbRT87g"
      },
      "source": [
        "# GRU Model:\n",
        "Gated recurrent unit  is essentially a simplified LSTM. It has\n",
        "the exact same role in the network. The main difference is in the number of\n",
        "gates and weights — GRU is somewhat simpler. It has 2 gates. Since it does\n",
        "not have an output gate, there is no control over the memory content. The\n",
        "update gate controls the information flow from the previous activation, and\n",
        "the addition of new information as well, while the reset gate is inserted\n",
        "into the candidate activation.\n",
        "\n",
        "<img src='https://d2l.ai/_images/gru-1.svg' />"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wjRsPGgEV1kC"
      },
      "source": [
        "By using GRU time series forecasting we will forcast and check."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "l7EHHznBaDJw",
        "outputId": "ad88b8de-4631-4090-bf10-d3f2004336cc"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2006-01-03</td>\n",
              "      <td>47.47</td>\n",
              "      <td>47.85</td>\n",
              "      <td>46.25</td>\n",
              "      <td>47.58</td>\n",
              "      <td>7582127</td>\n",
              "      <td>AMZN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2006-01-04</td>\n",
              "      <td>47.48</td>\n",
              "      <td>47.73</td>\n",
              "      <td>46.69</td>\n",
              "      <td>47.25</td>\n",
              "      <td>7440914</td>\n",
              "      <td>AMZN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2006-01-05</td>\n",
              "      <td>47.16</td>\n",
              "      <td>48.20</td>\n",
              "      <td>47.11</td>\n",
              "      <td>47.65</td>\n",
              "      <td>5417258</td>\n",
              "      <td>AMZN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2006-01-06</td>\n",
              "      <td>47.97</td>\n",
              "      <td>48.58</td>\n",
              "      <td>47.32</td>\n",
              "      <td>47.87</td>\n",
              "      <td>6154285</td>\n",
              "      <td>AMZN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2006-01-09</td>\n",
              "      <td>46.55</td>\n",
              "      <td>47.10</td>\n",
              "      <td>46.40</td>\n",
              "      <td>47.08</td>\n",
              "      <td>8945056</td>\n",
              "      <td>AMZN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Date   Open   High    Low  Close   Volume  Name\n",
              "0  2006-01-03  47.47  47.85  46.25  47.58  7582127  AMZN\n",
              "1  2006-01-04  47.48  47.73  46.69  47.25  7440914  AMZN\n",
              "2  2006-01-05  47.16  48.20  47.11  47.65  5417258  AMZN\n",
              "3  2006-01-06  47.97  48.58  47.32  47.87  6154285  AMZN\n",
              "4  2006-01-09  46.55  47.10  46.40  47.08  8945056  AMZN"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "filepath = './data/AMZN_2006-01-01_to_2018-01-01.csv'\n",
        "data_amazon = pd.read_csv(filepath)\n",
        "data_amazon = data_amazon.sort_values('Date')\n",
        "data_amazon.head()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "ZEwyhKpraskx",
        "outputId": "39227089-cd76-44d1-be36-42e7928568e6"
      },
      "outputs": [
        {
          "data": {
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            "text/plain": [
              "<Figure size 1500x900 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")\n",
        "plt.figure(figsize = (15,9))\n",
        "plt.plot(data_amazon[['Close']])\n",
        "plt.xticks(range(0,data_amazon.shape[0],500),data_amazon['Date'].loc[::500],rotation=45)\n",
        "plt.title(\"Amazon Stock Price\",fontsize=18, fontweight='bold')\n",
        "plt.xlabel('Date',fontsize=18)\n",
        "plt.ylabel('Close Price (USD)',fontsize=18)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "bv0Jns3La31v",
        "outputId": "7b22163d-e847-4db3-86fb-a01806b53c47"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2006-01-03</td>\n",
              "      <td>211.47</td>\n",
              "      <td>218.05</td>\n",
              "      <td>209.32</td>\n",
              "      <td>217.83</td>\n",
              "      <td>13137450</td>\n",
              "      <td>GOOGL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2006-01-04</td>\n",
              "      <td>222.17</td>\n",
              "      <td>224.70</td>\n",
              "      <td>220.09</td>\n",
              "      <td>222.84</td>\n",
              "      <td>15292353</td>\n",
              "      <td>GOOGL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2006-01-05</td>\n",
              "      <td>223.22</td>\n",
              "      <td>226.00</td>\n",
              "      <td>220.97</td>\n",
              "      <td>225.85</td>\n",
              "      <td>10815661</td>\n",
              "      <td>GOOGL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2006-01-06</td>\n",
              "      <td>228.66</td>\n",
              "      <td>235.49</td>\n",
              "      <td>226.85</td>\n",
              "      <td>233.06</td>\n",
              "      <td>17759521</td>\n",
              "      <td>GOOGL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2006-01-09</td>\n",
              "      <td>233.44</td>\n",
              "      <td>236.94</td>\n",
              "      <td>230.70</td>\n",
              "      <td>233.68</td>\n",
              "      <td>12795837</td>\n",
              "      <td>GOOGL</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Date    Open    High     Low   Close    Volume   Name\n",
              "0  2006-01-03  211.47  218.05  209.32  217.83  13137450  GOOGL\n",
              "1  2006-01-04  222.17  224.70  220.09  222.84  15292353  GOOGL\n",
              "2  2006-01-05  223.22  226.00  220.97  225.85  10815661  GOOGL\n",
              "3  2006-01-06  228.66  235.49  226.85  233.06  17759521  GOOGL\n",
              "4  2006-01-09  233.44  236.94  230.70  233.68  12795837  GOOGL"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "filepath = './data/GOOGL_2006-01-01_to_2018-01-01.csv'\n",
        "data_google = pd.read_csv(filepath)\n",
        "data_google = data_google.sort_values('Date')\n",
        "data_google.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "o3UFvEoKbEtI",
        "outputId": "c9a05385-a59b-4fc1-b00c-fa71c0421444"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1500x900 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")\n",
        "plt.figure(figsize = (15,9))\n",
        "plt.plot(data_google[['Close']])\n",
        "plt.xticks(range(0,data_google.shape[0],500),data_google['Date'].loc[::500],rotation=45)\n",
        "plt.title(\"Google Stock Price\",fontsize=18, fontweight='bold')\n",
        "plt.xlabel('Date',fontsize=18)\n",
        "plt.ylabel('Close Price (USD)',fontsize=18)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "t1_8f6kzbQkP",
        "outputId": "9a847a67-bae5-4a34-b642-1692cdd6676b"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2006-01-03</td>\n",
              "      <td>82.45</td>\n",
              "      <td>82.55</td>\n",
              "      <td>80.81</td>\n",
              "      <td>82.06</td>\n",
              "      <td>11715200</td>\n",
              "      <td>IBM</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2006-01-04</td>\n",
              "      <td>82.20</td>\n",
              "      <td>82.50</td>\n",
              "      <td>81.33</td>\n",
              "      <td>81.95</td>\n",
              "      <td>9840600</td>\n",
              "      <td>IBM</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2006-01-05</td>\n",
              "      <td>81.40</td>\n",
              "      <td>82.90</td>\n",
              "      <td>81.00</td>\n",
              "      <td>82.50</td>\n",
              "      <td>7213500</td>\n",
              "      <td>IBM</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2006-01-06</td>\n",
              "      <td>83.95</td>\n",
              "      <td>85.03</td>\n",
              "      <td>83.41</td>\n",
              "      <td>84.95</td>\n",
              "      <td>8197400</td>\n",
              "      <td>IBM</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2006-01-09</td>\n",
              "      <td>84.10</td>\n",
              "      <td>84.25</td>\n",
              "      <td>83.38</td>\n",
              "      <td>83.73</td>\n",
              "      <td>6858200</td>\n",
              "      <td>IBM</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Date   Open   High    Low  Close    Volume Name\n",
              "0  2006-01-03  82.45  82.55  80.81  82.06  11715200  IBM\n",
              "1  2006-01-04  82.20  82.50  81.33  81.95   9840600  IBM\n",
              "2  2006-01-05  81.40  82.90  81.00  82.50   7213500  IBM\n",
              "3  2006-01-06  83.95  85.03  83.41  84.95   8197400  IBM\n",
              "4  2006-01-09  84.10  84.25  83.38  83.73   6858200  IBM"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "filepath = './data/IBM_2006-01-01_to_2018-01-01.csv'\n",
        "data_ibm = pd.read_csv(filepath)\n",
        "data_ibm = data_ibm.sort_values('Date')\n",
        "data_ibm.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "Bg6QxpBebRFg"
      },
      "outputs": [],
      "source": [
        "data_ibm.dropna(inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "V4C-y3VJbRJ_",
        "outputId": "1db15e57-8300-44ba-d88b-086fc924d156"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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YgI+PD2XKlDG5einKEhMTGTduHJmZmWRlZREREcELL7xA2bJlCz0aXfBG0G63M3PmTBYuXMiyZcs0oRZTZWVl4ePjY6wiKmjCzZkzh//85z9Gk6Kgmezr64vD4cDf39/kyqUoO3LkCC+88AJPP/00DRs2LPS5q1dZZGVlcenSJRwOB/PmzTPGXTXfxCzXe682ceJEmjdvTmBgIBaLBW9vb77++mu6dOmCxWLh3//+Ny6Xi8qVK5tdvhRhN+ozNG3aFB8fH0qUKMHgwYMJDg5m/vz5REREUKlSJex2OxEREWaXf1MWl7s/JCtuJzk5mZ49e9KyZUv69evHuXPn+Pe//01MTAzPPPMMvXr1KjRhTk1N5d1332X58uUsXryYsLAwE6uXouzIkSP06dOHTp060aJFC77++ms2bdpEVFSU8bhpcnIyQ4YMoVixYgQGBlKsWDE2bdrEe++95xGDutyZjh07Rq9evejSpQudO3fmhx9+4MMPP6Rp06YMHDiw0GbJJ06cYMSIEdx7772sWbOGZcuWUbNmTZN/AinKDh8+TFRUFBMmTODhhx828lrwSMn1vPrqqxw9epQZM2Zo9bGY4sSJEwwcOJCLFy9Srlw5xo4dS4MGDa67OX16ejqRkZHcddddfPnllyxdulTjrpjmVt6r2Ww2xo8fz6lTp7BYLJQpU4Zt27axaNEizXfFNDfLblRUFHv27CE6OpoJEyZQq1Yt42uvXq3szrQCTn63S5cuYbFYaNOmDaGhoYSGhlKzZk3KlCnDa6+9hp+fH3369MHpdLJt2zbWrVvH1q1bee+999R8E9NkZGTw5ptv0rJlS8aOHQtA/fr12b17N2vWrKFVq1a4XC5CQkKIjo4mJiaGkydPEhwczNKlS7VvoZgmMzOTmTNn0rx5c0aPHg1A9erV2bFjB/Hx8QwcOLDQm8Hc3FwOHDhAUlISy5cv59577zWrdBFOnTrFM888w+XLl5kwYQIWi4XmzZvjcrmu23w7duwYcXFxrF69mpiYGDXfxBTZ2dksWrSIsLAw2rRpw4YNG5gyZQoTJ068bhMuOzubI0eOcOzYMZYvX64GhpjqZu/VfHx86NevHyNHjiQ+Pp7vv/+ecuXKMWLECK1+E1PdLLve3t5ERkayYMECY8FPwXjsCc03UANO/oBLly5x4sQJ44SRnJwcvLy8jFNzpk6dSt26dalZsybh4eHGiqJy5cqZXLkUZRcvXiQ4ONg4FKQgt82bN2fLli1A/gDucrmoVKkSY8eONY5nt9s1VIp5rly5QsmSJY3VFAWrhlq2bMn8+fPJzc3FarUaj6EGBgbSunVrnnrqKTWOxVQ5OTl8+OGHVK5cmTFjxhAfH8/o0aOJjo42mnDwy6N8Bw4cIC4uji1btvD+++/rpp2YxuFw0KRJE86ePUv79u0pV64cixYtKtSEu5qPjw+9evXiscceo1KlSiZVLZLvZu/VXn/9derWrUvt2rXp168fVqu10F6yIma5WXajo6O57777Cq0wdvdDF35Nj6DKHzJ06FAuXLjAnDlzKFGiBLm5ucad7KFDhxIYGMiUKVNwOBzXXaovYoatW7fywAMPAL/cLfnggw9YvXo1ixcvNl5LT08vtMmy8itm+/77741l9gWZ/OKLL3jrrbeIi4vDy8sLi8VCSkoKwcHBHrMMX+58u3bt4uTJk3Tq1IlTp04xb948Pv74Y6MJd7XLly+TmJhImTJltHeWuJ3du3cTExPD0aNHjSZcdnY2P/30E9WqVdMNO3Ert/Je7ZVXXsFqtWKz2TTfFbdxs+wWL16cKVOmYLfbPTKzanPLH9KjRw/sdjvR0dEkJydjt9uNgbtkyZKkpqYab/488R+G3FkK7jP8uvkG+Y/3Xbx40Xht1qxZTJw4kdzcXED5Fffw6+Yb5DcrMjMzsdlsWCwWpk2bRlRUFNnZ2XoTKG6jfv36dOrUCYCyZcsyePBg2rdvz+jRo9m0aROQv8pz165d2Gw26tatq+abuBWn0wnAfffdR9++falcuTJTpkxh27ZtREdH079/fzIyMm64n6GIGW7lvZqXl5eRW813xV3cLLspKSnGjWdPpAac/CFNmjShbdu2HD58mJdeeonz588by5atVisBAQFkZ2ejBZbiDgoG6KsfdyposPn7+1OsWDEsFgvTp09nzpw5DBkyRA0McSsFbwALNq6H/Oz6+Phgs9mYNm0a7733HpMmTcLhcOgxEnE7BePv3XffXagJFx8fz1tvvcXw4cO5dOmSyVWK/KIgs1arlZycHOCXJlyVKlUYNGgQH330EXPmzMHf399j3wzKnUnv1cRT3enZ1TtM+V0K9h7Kzs6mb9++BAQEsHLlStq3b0/Tpk1JT09n+/btxMbG6vEncSsF2S14vLSgweZwOChevDjTpk3j3XffJTY2VpvWi1spyG5qaipBQUHG3WqHw0FgYCBTp07lX//6F7GxsTp1T9xOwb5CFovF2MuloAkHMHz4cAICAli4cCHBwcEmVyuS79fjrpeXl7EC47777uOf//wnxYoVY+nSpVSrVs3sckUMeq8mnqqoZFe3yOWGft1VLvhHcfLkSZo1a8b69evp3LkzU6dOJTIyEoBy5coRFxenjZPFbbhcrkLZ7d27N5s3bzY+n5GRwebNm1m8eLEaGOJ2rs7uI488wpo1a4zPpaamsnv3blasWMHy5cuVXXE7eXl5WK1WkpOTAfDy8jI+V758edLS0ggICGDZsmXUrl3brDJFCrnRuFuwAnnevHls376dxYsXq/kmbkXv1cRTFaXsagWcXKPgbp/FYim035DNZuP06dP06NGDli1bGpsn33333QwbNszMkkUAOH36NNu3b+fixYuEhYXRqFEjAGNA79mzJ3/729/429/+ZnxN2bJlqVGjBtHR0ToxUkxz4sQJ4uPjOXv2LHXq1KFNmzZA4XH34YcfpkOHDsbXVKhQgYceeogxY8ZQtWpVs0oXua6CDelPnjxJ69atGTduHL179wbyV8WtWLHCOO1U+RUz/JFx12azERERwapVqzRnENPcSnb1Xk3ckbKrU1DlVw4fPkynTp3o1asXEyZMAApv+j1t2jSysrIYO3ZsoX21tO+FmC0xMZGhQ4cSGhpKWloax48fZ+rUqXTo0AGXy8X48ePx8vJi8uTJ1+Q1OTmZkJAQkyqXoi4xMZEhQ4ZQsWJFsrKy2Lt3L2PGjGHAgAG4XC6mT59+zbhbIC0tjcDAQJMqF4Hjx4+zZs0akpKSqF27Np06dcLf3x+As2fP8uijj9KiRQsmTZpUaG/Cb7/9lpCQECpUqGBW6VKE/TfjroiZ/kh29V5N3IGym08NODGcPXuW4cOHk5eXx7Fjx+jWrRvjx48Hfgm/jlgXd5SUlERkZCTt2rVjxIgRXLp0iSVLlvD5558zf/58SpYsaew9dLWCvYlEzHLy5En69+9Pq1ateO6557DZbCxfvpx33nmHpUuXUqFCheuOu3fihEQ8T2JiIoMHDyYiIgKr1cqWLVvo06cP48aNw+VysXTpUn7++Weefvpp5VXcxh8dd0XMpuyKp1J2f3Hn/4RyS1wuFzt27KBs2bJERkZy6tQpxo0bh8ViMf5bVP5RiGfJzc1l1apVREREMHz4cLy9vfH29uYvf/kLK1asMK77dfMNUPNNTOV0Olm7di333HMPTzzxhHG4Qp06dbDZbMbJp9cbd9XMELOdOXOGZ599lkceeYQxY8YA8OWXXzJ8+HA6d+5MREQEPXv21DgrbuW/GXdFzKTsiqdSdgsrGj+l3JTFYqF+/foUK1aMevXqUa9ePeOxvYL/2u12rboQt2O32wkLC8PHxwcfHx/j9Tp16mC320lJSaFkyZImVihyfVarlbp165KRkUFAQIDxerVq1bDZbPz888/cc8895hUocgMul4tNmzZRtmxZBg0aBOTfDAkLCyM0NJQrV64Auskh7kfjrngqZVc8lbJbmBpwYihbtixlypQx/tyuXbtCK+DGjRtHXl4en3zyCeHh4VSvXt3EakV+0bx5c7y9vYFfHs0ruLuSm5trXPfdd9/ppD1xKw0bNqRhw4ZA4cdKC1YdF9i2bRthYWHaq1DcgsVioU6dOpw5c8a4wWG32ylVqpQxmRZxVxp3xVMpu+KplN1fqAFXhJ0+fZojR46QnJxM48aNCQgIwOFwGI+a2mw242SScePGAflHBMfGxrJ+/XozS5ci7tf7uRU03+CXgTwzM5Pc3FxjVdybb77JP//5T7Zu3XpHD+ri3i5fvozdbr/uI9EF2b1y5QpWq5VixYoB8NZbb/HPf/6Tzz///E+uVuRaBVsH16hRgxo1ahivFUymrVYr2dnZxvXx8fFUqFBBN+3ENBp3xVMpu+KplN0b07MBRVRCQgJdu3blrbfeYvz48URGRjJ9+nTS0tKw2+3k5eUB+Xe027Zty5QpU3j//fdZs2YNy5Yto2zZsib/BFJUHTp0iKeeeorDhw/f8BqbzYbdbsdiseBwOJg5cyZLlixhxYoVar6JaQ4fPswTTzzBl19+Wehu39WsVis2mw2Xy4XdbmfWrFnExMSwfPlySpcu/SdXLPKL9PR0MjIyrrsNRcFk2ul04u3tbTxi8tZbb/H0008bk2uRP5vGXfFUyq54KmX3t+kU1CIoPT2dyMhIGjZsyJAhQ/D19WXWrFl8/fXXhISE8OqrrxIUFEReXp6xMeILL7zAZ599xooVK6hSpYrZP4IUUSdOnKB///6cOHGC8PBwpk2bRqVKla57bVZWFt26dSM0NJQdO3YQGxtLzZo1/+SKRfKdPHmSwYMH89NPP3HXXXfxj3/8g4YNG153w1mXy0WXLl3w8vLiwIEDyq6Y7vDhw4wdO5YOHTrw6KOP4u/vf801BdPJzp07M2rUKPbu3cuCBQtYvHgxtWrV+rNLFtG4Kx5L2RVPpezenFbAFUEXL14kLS2NZs2aERQUhLe3N8OHD6dbt24kJyczZcoUMjIyjK70li1b2L59O++9956ab2Ka7OxsVq9eTXh4OHFxcXh5efHkk09y7Nixa651uVwkJydz6NAhvv76a1auXFkkBnRxT7m5uWzYsIHKlSsTHx9P5cqVGTNmDDt27LjmzqDT6SQlJYXjx49z4MABVq1apeyKqU6dOsVzzz1HUlIScXFxfPzxx2RkZFxzncViwWKx4Ovry5QpU5g7d66ab2IajbviqZRd8VTK7q3RCrgiKDk5mcjISLp3706fPn2MvVucTifLli1j1apV9OvXj86dOwNw/vx5XC4XpUqVMrdwKdKcTifx8fE4nU7atGlDWloagwYN4tKlS8yaNeu6K+EWLlxI06ZNqVq1qgkVi+RzuVzs2bOHCxcu0KpVKwAGDRpEYmIir7/+Og0aNDD2yCgYj9esWUNERATVqlUzs3Qp4pxOJ6tWrWLDhg2MGzeOBQsWsHPnTgYNGkT79u3x9/cvNIfIzMykY8eOnDlzhtWrV2vfNzGNxl3xVMqueCpl99aoAVcE5eTkMHLkSM6dO8ebb75JuXLlCn1+0KBB2O125s2bZ1KFItdX8Fh0gZSUFKKiorh06RKzZ8/mnnvuITc3l++++45atWoZ+8CJmM3pdGK1Fl50fvWk5P7778dms7F582YaNmyIn5+fSZWKFPbjjz9y9OhRmjdvDsCECROMJly7du2M/d4KJtPbtm0jJCSEsLAwM8sW0bgrHkvZFU+l7N6cGnBFTMEE+cKFC3Ts2JHatWszZcoUQkJCjEbFkiVLWLNmDTExMYVOlxRxF1efuJecnMyQIUO4dOkSM2bMYMmSJezbt4+FCxcSFBRkbqEi11Fw0jTA4MGDSUhI4JVXXmHjxo1s376dJUuWEBoaanKVIjd2dROuYCXchx9+SPPmzSlevLjZ5YlcQ+OueCplVzyVsnt9asAVQdnZ2TgcDg4cOMDgwYMJCwvjmWeeoUaNGthsNiZMmMDPP//MzJkzcTgcZpcrYri68Xb1n1NSUhg6dCh79+7F4XCwZMkS7TskbuXX2c3JyTGW4T/++ONs2bIFX19fYmJiisweGOJ5rl6FXNCEGzBgAPv27SM+Pp4PPvjgmlX1ImbRuCueStkVT6Xs3pwOYbiDXa+3mpeXh8PhICUlhRIlShAbG8vJkyd56aWX6NKlC08++SSffvopzz33nJpvYprs7GygcIbz8vKwWCxkZGSQlpYGYAzwwcHBVKpUicDAQFatWqXmm7iVguxevHiRH3/8EQAvLy9jQ9pKlSpRvHhx4uLiiuxkRNyX0+k0PrbZbOTk5ADwyiuv0KBBAyZPnswnn3zCu+++q+abmObXc16Nu+KplF3xBFeuXAEKzxGU3VujBtwdKikpiU8//ZT09HTjtYI71ydOnKBjx45s27aNu+++2zh0oXHjxtSqVYuVK1cSHh5uYvVSlB09epQBAwbw008/GQ22q7Pbtm1bvvnmG+N6l8tFTEwMH374IYsWLdKBC+I2XC4Xubm52Gw2Tp48ySOPPML+/fuNz9vtduLi4li8eDELFy5UdsXt5OXlYbVaSU5OZs+ePUD+ZDovLw8AX19fYzJdo0YNM0uVIqrght3VN+407oon+PHHHzlw4ECh1wrmu8quuLPDhw/Ttm1bEhISjP3elN1bZze7APnfS0hIoH///nTr1o0aNWoQEBCA0+nEZrNx+vRpunTpQps2bejYsSNOpxN/f3/jxFMRMx04cIB+/fqRnp5OYmIiFStWNAb006dP07VrV1q0aEGTJk0KfV316tVZt24dFStWNKlyKeqOHj3K2rVrOXXqFDVr1uSvf/0rYWFh2O12Tp8+TefOnWnTpg3t2rUr9HUNGjQgPj6e8uXLm1S5yC+ufnTk6sl0jx49GDZsGPXq1QPyV8KtXbuWmJgYVq5cWeQn02KOI0eOsGDBAs6dO0fJkiUZNGgQ1atXx263c+bMGY274rYSEhLo3LkzkyZNIiIiwni9YL6r7Iq7OnDgAP379+fixYt89dVXhIeHG30Gjbu3RnvA3WFOnz5Nr169aNOmDWPGjDFeL9j3bd26dXz77beMGjXqmhNKRMyUkJBA9+7deeKJJ0hMTOT48eN88MEHQP4bwdjYWI4fP87YsWN1sqm4lYMHD9KnTx9atGhBamoq2dnZfPfdd7z55ps89NBDrF+/nj179jBmzBhlV9zOmTNnOH/+/HUfBzlz5gxt27alQ4cOTJ48uVB+s7OzuXDhAmXKlPkzyxUBIDExkb59+9KmTRusVitJSUmEhoby8ssvY7Va2bhxI3v27GH06NGa74pbSUhIoEePHvTp04fnn3/+ms+vW7eOb775RnMGcTsJCQk89thjDBkyhIsXL7J582Y+/fRT7HY7TqeTTZs2sXv3bkaPHq3s/gY14O4wn3zyCcuWLSMmJgan08mMGTNISkoiJyeHPn360LBhQ7NLFLnGgQMH6NatGwMGDGDkyJFs376d8ePH8/zzzxt3UDIyMvD39ze5UpHCMjMzGTFiBNWrVzdueuzfv5+BAweSmZnJG2+8QevWrQttXi/iLo4ePUrfvn0pU6YMY8eOpX79+oU+/91337Fu3TpGjhypJoa4jaSkJAYOHEi7du149tlnAZg5cyanTp3i1Vdf5cqVK3h7e2vcFbdz5MgROnbsyMCBAxk5ciQul4sNGzZw7NgxypcvT61atahQoYKyK27nwIEDdO3alUGDBvHcc89x4sQJ+vTpQ58+fRg8eDBQ+MAFuTHNpu4wp0+fJiAgAIBevXqxb98+vL29AYiMjGTlypXA9Q9oEDFDamoqEydONJpvkP9IafHixfn888+N69R8E3d05coVzpw5Q926dYH8sbVGjRo0bNiQunXrMnLkSPbu3auJtLidn3/+mRdffJEKFSoQHBzMnDlz2LVrl/F5p9NJ7dq1tWJe3M73339PvXr16Nevn/FaRkYG+/bto2vXrgwYMIAtW7Zgs9k03xW3snPnTvLy8rjvvvtwOp3069eP+fPnExsby9y5cxk0aBDffPONsituJSMjg+nTpzNw4ECee+45AIKCgggPD2fHjh3GdWq+3RrtAXeHCQ0NZe/evcTFxREYGEh0dDRBQUEAzJ07lxdffJE6depQrVo1cwsV+f+CgoJ48cUXqV27NpD/uGlISAjDhg1j5MiRdO3alQYNGphcpcj1uVwuAgICOHr0qLHqIikpiW+++YYXXngBb29v46h1q9WqJfniNs6cOYPNZuPZZ58lIyODmJgY5syZw9ChQ6lfv76abuK2HnzwQcLDwylRogQACxYsYOnSpYwcORJvb28SEhIYOnQoq1atIiwszORqRX7Ro0cPzp8/z7BhwyhXrhwRERG8/PLLVKhQgf3797Nw4UKmTJnC/PnzjXyLmM3f35+xY8dSqVIlAGMP+ccff5zevXuzbt06WrdubXKVnkOzqztMvXr1qFWrFsuWLePy5csEBQUZxwN369aN8uXLc+jQIZOrFCmsdu3axp2+gpVCERERVK1alW3btgGFj7kWcRchISHUrl2bTz/9lPHjx7NgwQI6duxIy5YtadWqFY0aNSIhIQFAzTdxK7Vq1WLs2LHUq1ePJk2a0KdPH6xWK3PmzGHnzp3GdQVjr8ZgMVvB6buBgYFUrlwZyN+L8KeffmLOnDlERkbSo0cPBg0aRHBw8DUnTIqYpSC7AMOHD2fEiBH4+PgwdOhQKlWqhM1mo3bt2rRt25YTJ05w/vx5E6sV+UVOTg6A0XwDsFqtuFwuwsLCaNasGRs3biQrK0vzhFukBpwHO3HiBCtWrCAuLo4tW7YAUK5cORo1asSpU6dISEggKSnJuIvt5+dHQEAADofDzLJFCmX3yy+/BH5pThQ04sqXL89DDz3E0qVLuXDhglZjiFu4OrtffPEFAOPHj6ddu3akp6fzn//8h2HDhjFp0iQAAgIC8Pb21qMk4jauniCHh4cbHzdt2pQ+ffpgsViYO3eu8Tjq1KlT2bt3r8ZgMU1aWhqQf4Pu6kaGy+XC4XAwefJkGjdubGTbYrFQqlQpHRAiprtRdocOHUp0dLTRSC7IbmhoKCEhIfj6+v75xYpcpSC7Xl5e122sWSwW/P39eeCBB9iwYQNnz541GnPy2/QIqodKTEykX79+3HPPPSQnJ3P+/HnatGnDuHHjiIyMJC8vj3fffZcnn3ySf/zjH/j6+vLZZ5+RnJxMjRo1zC5firDrZbd9+/Y89dRThIaGYrFYjM1ne/bsyRdffMGyZcsYNmyY3gCKqa6X3datWzNhwgSeeOIJ4NrDQr799lvKlSunu4JiurS0NAIDA7FarTidzkLjqcvlwmKx0LRpUywWCzExMcydOxdvb282btxIly5dTKxcirIjR44QFRVFx44defrpp7HZbEZ+C27cFfy3INNxcXHk5eUZzQ0RM1wvu1cfrhAREWFcW5DdDRs2ULx4cWP7IBEz/Dq7vzVv6NOnDx9//DGzZs3ilVde0T5wt0ANOA906dIlXnzxRTp06MDEiRP5+eefOXDgAKNGjeLMmTO8/vrrDBw4kJIlS7JmzRq6d+9O1apVyc7OZubMmbojKKa5WXYnTZpEhQoVjMlJaGgoJUqUYMeOHURFRWn1ppjmt7J77tw5XnrpJSpUqGA03xISEli1ahXr169n6dKlyq6Y6maTaYvFYkymmzRpQl5eHmPGjMHlcrF69epCK+VE/iynT59m5MiR2O124uPjsdlsDB8+/Lr5hfxTfZcvX86HH37I4sWLKVWqlJnlSxF2o+z+uglX4MiRIyxfvpzVq1ezePFiAgMDTapcirrfO+5aLBaqVatGYmKiTkG9RWrAeSC73U52djb16tUDoFSpUpQqVYrY2Fh69uzJpEmTmDt3Lh07dqRDhw788MMP+Pv74+/vrw09xVQ3y+7rr7/O22+/jc1mIzc3F7vdzpQpU8jKylIDQ0x1s+xGR0fz9ttvY7VaSU9PJzExkV27dhETE0P16tVNrl6Kst8zmXa5XLhcLrZt20Zubi6xsbHKr5jC5XKxdu1aQkNDiYyMZM+ePXz88ccARn6vbmQcOnSINWvWsHv3bhYvXqymsZjmZtn9dRMuMTGRDz74gG3btim7YqrfO+4WGDNmDCkpKfj5+ZlRtsdRA84D5eXlcf78eY4ePWq8lpOTQ6VKlXjvvffo2bMnM2fOZPjw4VgsFj1yKm7jVrI7b948hg0bht1ux+VyacWmuIVbye7cuXMZNmwYAQEBtG7dmmbNmukutpjq906mLRYLBw8e5LPPPmPx4sVqvolpLBYLnTt3pmTJkjRu3NhoSvy6kVHQRK5WrRodO3akf//+utkspvq92Q0LC6Nz584MHjxYqzbFVL83uwC5ubnGQh+5NdpQyQP5+fkxYMAA4uLi2Lx5M5C/QWJOTg7h4eFERUXxn//8h9TUVG2EKG7lVrL7+eefG9nVqZHiLm41uykpKbhcLnx8fNR8E9MVTKbbtm1L48aN6dWrF+3atePjjz9m5syZAMZkukBYWBiffPIJNWvWNKtsESB/pXHB/oMlSpSge/fu1+TXarWyfv16AKpVq6bmm7iF35vdiIgINd/ELdxqduPj43E6ndjtWs/1e+k35gHOnTvHmTNnuHjxIg888AA2m42WLVvy7bffsmDBAry8vHjwwQeNZ66Dg4PJyMjA29tbDQwxlbIrnuqPZtfHx0fZFbdyvck0cM1KuPj4eJo2bYqXlxfFihUzrV4puq437kL+CZEWi4XQ0FAee+wxID+/LpeL9PR0Fi9ezBdffEHp0qXNLF+KMGVXPJWy++dTA87NJSQkMGzYMLy8vLhw4QIlS5ZkxIgRtGrVisGDBzNr1iymT5/OxYsXad++PTk5OSQlJVGiRIlCx12L/NmUXfFUyq54sv/FZFpNZPmz/XrcLVWqFE8++SQPPvggQUFBxirN0qVL0717d1wuF7NmzSIwMJCVK1fqTaCYRtkVT6XsmsPi0jOKbis5OZnevXvTqlUrunbtisPh4LXXXuOHH36gQ4cOREVFcfToUZYtW8bKlSupWrUqPj4+HDt2jPfff7/Q8dYifyZlVzyVsiue7FYm0xaLBYvFwrlz54iNjWX27NkEBgby7rvv6rFTMcWNxt3ExETatm1L7969CQkJKbQ1xejRo9m4cSPLly+natWqJv8EUlQpu+KplF3zaAWcG0tOTubKlSu0bNmSu+++G4Bp06bxxhtv8Nlnnxl7Eo0ZM4YuXbqwdetWQkJCaNSoERUrVjS5einKlF3xVMqueKrk5GSeffZZOnToUGgyPXv2bI4dO1ZoMg0QGhrKiRMnKFasGEuXLtVkWkzzW+Pu+vXr8fX1pXfv3vj6+gIYe3HGxMQot2IqZVc8lbJrHjXg3Fhubi55eXlkZWUBkJWVhY+PD88//zxZWVksWbKEBx54gPDwcOrWrUvdunXNLVjk/1N2xVMpu+KpNJkWT3WzcXfZsmU8+OCDxol8zZo14/777zdyLmIWZVc8lbJrHp2C6sbCw8MpVaoUb7/9NgA+Pj5kZ2cDMHHiRIKDg5k/f76ZJYpcl7IrnkrZFU91vck0wPPPP0/Dhg1ZtmwZP/30k3F9s2bN+OCDD7j33ntNqVekwM3G3aCgIGPczcvLo2TJknoTKG5B2RVPpeyaRw04N5KZmUlGRgYZGRnGay+//DKHDx9m5MiRADgcDnJzcwH461//SmZmpim1ilxN2RVPpezKnUKTafEU/824W3CoiIgZlF3xVMqu+1ADzk0cPnyYESNG0LdvX9q2bcuaNWsAqFKlChMmTOCrr77iqaeeIicnB6s1//+2Cxcu4OfnR25uLjpLQ8yi7IqnUnbFk2kyLZ5I4654KmVXPJWy6150CqobOHz4ML1796Zz587UrFmT/fv3s2TJElasWMG9997L5cuX2bZtG5MnT8bPz4/KlSvj5eXFF198wfLly6levbrZP4IUUcqueCplVzzZ4cOHmTp1KsnJyZw/f55Ro0bRsWNHrly5Qnx8PP/4xz9o0KABb775JjabDavVyqhRo8jLyyM6OhqbzWacaibyZ9G4K55K2RVPpey6HzXgTJaamsrIkSOpVKkSEydONF7v27cvYWFhhV7LyMhgzpw5XLx4EW9vb3r27KmNk8U0yq54KmVXPJkm0+KJNO6Kp1J2xVMpu+5Jp6CaLDc3l7S0NNq0aQOA0+nEarVSvnx5UlNTAXC5XLhcLvz9/Rk1alSh60TMouyKp1J2xVOlpqYydepUOnTowLhx4wDo0KED+/fvNw5U8PX1pXnz5jRo0KDQZDouLk6TaTGNxl3xVMqueCpl1z2pAWeykiVL8n//93/cc889QP7GyFarldKlS3Pq1CkALBYLFouFjIwM/P39jddEzKTsiqdSdsVTaTItnkrjrngqZVc8lbLrnjQbcwMF/yicTideXl5A/gT6woULxjXz5s0jLi7O2ExZ/zDEHSi74qmUXfFEBZPp+vXrA/mTaYDSpUsbDTaLxYLVai10OIOyK+5A4654KmVXPJWy637UgHMjVqu10CkjBZPpGTNmMG3aNBo1aoTdrkWL4n6UXfFUyq54Gk2mxdNp3BVPpeyKp1J23YcacG6m4B+G3W6nTJkyLFy4kAULFrBq1SrCw8NNrk7kxpRd8VTKrngiTabFk2ncFU+l7IqnUnbdg2ZmbqZgAm2321mxYgX+/v4sXbqUGjVqmFyZyG9TdsVTKbviqVwuFxaLRZNp8Tgad8VTKbviqZRd96AVcG7qwQcfBCA2NpZatWqZXI3IrVN2xVMpu+Jpfj2ZnjNnjibT4lE07oqnUnbFUym75rK4rn5+QdxKZmYmfn5+Zpch8rspu+KplF3xRN9//z3dunVj7dq1VK1a1exyRH4XjbviqZRd8VTKrnnUgBMRERHxcJpMi4iIiLg3NeBERERERERERERuI+0BJyIiIiIiIiIichupASciIiIiIiIiInIbqQEnIiIiIiIiIiJyG6kBJyIiIiIiIiIichupASciIiIiIiIiInIbqQEnIiIiIiIiIiJyG9nNLkBERERE/jfeeecdZs6cWeg1i8WCn58f/v7+lC1bloiICBo2bEjz5s1xOBz/8xrS0tJ4//33AYiMjCQwMPB//j1EREREPI0acCIiIiJ3oJIlSxofZ2Vlce7cOc6ePcs333zD0qVLCQoK4plnnqFnz57/0++blpZmNAG7dOmiBpyIiIgIasCJiIiI3JG++uqrQn/Oy8vj8OHDbN26lSVLlnDixAleeukldu3axRtvvIHFYjGpUhEREZE7n/aAExERESkCbDYbYWFhDBgwgLVr19K+fXsA1q5dy/z5802uTkREROTOphVwIiIiIkWMr68vr732GseOHeOHH35g/vz5dO/enaCgIACcTic7duxg48aNfPfdd5w5c4bk5GSKFStGtWrVaN++PV27dsXLy6vQ39u3b1++/vpr488PP/xwoc83aNCAmJiYQq9lZ2cTFxfHZ599xsGDB7l06RLFixendu3a9OjRg6ZNm96eX4KIiIjIn0gNOBEREZEiyOFwMGTIEJ5++mkyMjKIj4+na9euAJw6dYr+/fsb1/r5+eHj40Nqaio7d+5k586drF27loULF+Lj42NcV7x4cYKDg0lJSQEgODgYm81W6PNXO3nyJEOGDOHQoUNA/oER/v7+nD9/nk2bNrFp0yZ69OjB5MmTb9evQURERORPoQaciIiISBH10EMPYbPZyMvLY+fOnUYDzm6306FDB9q1a0e9evWMlXGXLl1i3bp1TJs2jV27djFt2jTGjRtn/H0zZ87kxIkTxsq3lStXUr58+et+78zMTAYPHszRo0dp0KABI0aMoG7dujgcDtLT01m1ahUzZswgNjaWypUrExkZeXt/GSIiIiK3kfaAExERESmiihUrxt133w3A8ePHjdfvuusu3njjDZo3b2403wqu//vf/87s2bMBWLFiBVeuXPlD33vRokVG8+3dd9+lQYMGOBwOAAICAujfvz/R0dEAzJkzh9zc3D/0fURERETcgRpwIiIiIkVYwWOhFy9evOWvqVWrFiVKlCAzM5MDBw78oe+7atUqAPr373/NXnIFWrRogb+/PykpKezfv/8PfR8RERERd6BHUEVERETkGtnZ2axatYoNGzZw8OBBUlNTycnJuea6M2fO/O6/++zZs5w8eRKACRMmMGnSpBtem5mZCeTvF1enTp3f/b1ERERE3IEacCIiIiJFWMHKt6sfNb1w4QL9+/fn4MGDxmve3t6FDlVITk7G6XRy+fLl3/09z549a3xccGDDzWRlZf3u7yMiIiLiLtSAExERESmiLl26RFJSEgAVKlQwXn/11Vc5ePAgQUFBjB49miZNmlCqVKlCX9u0aVPOnDmDy+X63d/X6XQaH3/yySdUqVLlD/4EIiIiIp5Be8CJiIiIFFFbtmwhLy8PgAYNGgCQk5PDhg0bAJg0aRKPPvroNc23vLy8W165dj0lS5Y0Pj516tQf/ntEREREPIUacCIiIiJFUHZ2NvPmzQPyTx1t0aIFkP9oacHJphEREdf92t27d9/w9FOr9Zfp5Y1Wx5UvX57SpUsDsHnz5j/2A4iIiIh4EDXgRERERIqYrKwsxo0bxw8//ABAVFQUgYGBAPj7+2OxWABISEi45mtzc3OZNm3aDf9uf39/4+P09PQbXvfYY48BsHLlSqOOG0lNTf3Nz4uIiIi4OzXgRERERIoAp9PJwYMHWbRoEe3bt2ft2rUAdOrUiccff9y4rlixYtSrVw+A1157jW3bthl7th08eJCoqCj27duHn5/fdb9PYGCgsbrtgw8+IDc397rXDRgwgOrVq3PlyhX69evHkiVLCj3WmpaWxhdffMHo0aPp3bv3f/8LEBERETGRxfVHds4VEREREbfzzjvvMHPmTKDwPmvZ2dlkZGQUOvwgODiYZ555hh49elzz9+zbt4++ffuSmZkJgMPhwMvLi0uXLmG323nllVd4++23OXnyJFOnTuXvf/97oa+fPXs2M2bMML62RIkSWK1W6tSpU2j13NmzZ3nqqaf49ttvAbBYLAQEBOB0OsnIyDCuq1ixIuvXr/8vfzsiIiIi5tEpqCIiIiJ3oPPnzwP5TS1fX19KlixJ2bJliYiIoFGjRjRr1gyHw3Hdr61ZsyZxcXHMnDmT7du3k5GRQbFixWjSpAkDBw6kdu3avP322zf83k888QT+/v589NFHHD161DgttVy5coWuK126NEuXLuWzzz5j7dq17Nu3j5SUFKxWK+XKlaN69eo0atSItm3b/u9+MSIiIiIm0Ao4ERERERERERGR20h7wImIiIiIiIiIiNxGasCJiIiIiIiIiIjcRmrAiYiIiIiIiIiI3EZqwImIiIiIiIiIiNxGasCJiIiIiIiIiIjcRmrAiYiIiIiIiIiI3EZqwImIiIiIiIiIiNxGasCJiIiIiIiIiIjcRmrAiYiIiIiIiIiI3EZqwImIiIiIiIiIiNxGasCJiIiIiIiIiIjcRmrAiYiIiIiIiIiI3EZqwImIiIiIiIiIiNxGasCJiIiIiIiIiIjcRv8Ptezns/Kj8C0AAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 1500x900 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")\n",
        "plt.figure(figsize = (15,9))\n",
        "plt.plot(data_ibm[['Close']])\n",
        "plt.xticks(range(0,data_ibm.shape[0],500),data_ibm['Date'].loc[::500],rotation=45)\n",
        "plt.title(\"IBM Stock Price\",fontsize=18, fontweight='bold')\n",
        "plt.xlabel('Date',fontsize=18)\n",
        "plt.ylabel('Close Price (USD)',fontsize=18)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "WBSZPHEbbRTf",
        "outputId": "d0db95a8-52ad-4f74-c56a-fc86603b4447"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2006-01-03</td>\n",
              "      <td>26.25</td>\n",
              "      <td>27.00</td>\n",
              "      <td>26.10</td>\n",
              "      <td>26.84</td>\n",
              "      <td>79974418</td>\n",
              "      <td>MSFT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2006-01-04</td>\n",
              "      <td>26.77</td>\n",
              "      <td>27.08</td>\n",
              "      <td>26.77</td>\n",
              "      <td>26.97</td>\n",
              "      <td>57975661</td>\n",
              "      <td>MSFT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2006-01-05</td>\n",
              "      <td>26.96</td>\n",
              "      <td>27.13</td>\n",
              "      <td>26.91</td>\n",
              "      <td>26.99</td>\n",
              "      <td>48247610</td>\n",
              "      <td>MSFT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2006-01-06</td>\n",
              "      <td>26.89</td>\n",
              "      <td>27.00</td>\n",
              "      <td>26.49</td>\n",
              "      <td>26.91</td>\n",
              "      <td>100969092</td>\n",
              "      <td>MSFT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2006-01-09</td>\n",
              "      <td>26.93</td>\n",
              "      <td>27.07</td>\n",
              "      <td>26.76</td>\n",
              "      <td>26.86</td>\n",
              "      <td>55627836</td>\n",
              "      <td>MSFT</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Date   Open   High    Low  Close     Volume  Name\n",
              "0  2006-01-03  26.25  27.00  26.10  26.84   79974418  MSFT\n",
              "1  2006-01-04  26.77  27.08  26.77  26.97   57975661  MSFT\n",
              "2  2006-01-05  26.96  27.13  26.91  26.99   48247610  MSFT\n",
              "3  2006-01-06  26.89  27.00  26.49  26.91  100969092  MSFT\n",
              "4  2006-01-09  26.93  27.07  26.76  26.86   55627836  MSFT"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "filepath = './data/MSFT_2006-01-01_to_2018-01-01.csv'\n",
        "data_microsoft = pd.read_csv(filepath)\n",
        "data_microsoft = data_microsoft.sort_values('Date')\n",
        "data_microsoft.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "5SkU7knhbRWK",
        "outputId": "b6352b54-b080-46b7-fac3-c51ba922eb1d"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1500x900 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")\n",
        "plt.figure(figsize = (15,9))\n",
        "plt.plot(data_microsoft[['Close']])\n",
        "plt.xticks(range(0,data_microsoft.shape[0],500),data_microsoft['Date'].loc[::500],rotation=45)\n",
        "plt.title(\"Microsoft Stock Price\",fontsize=18, fontweight='bold')\n",
        "plt.xlabel('Date',fontsize=18)\n",
        "plt.ylabel('Close Price (USD)',fontsize=18)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "# GRU Model Class\n",
        "class GRU(nn.Module):\n",
        "    def __init__(self, input_dim, hidden_dim, num_layers, output_dim):\n",
        "        super(GRU, self).__init__()\n",
        "        self.hidden_dim = hidden_dim\n",
        "        self.num_layers = num_layers\n",
        "        \n",
        "        self.gru = nn.GRU(input_dim, hidden_dim, num_layers, batch_first=True)\n",
        "        self.fc = nn.Linear(hidden_dim, output_dim)\n",
        "\n",
        "    def forward(self, x):\n",
        "        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).requires_grad_()\n",
        "        out, (hn) = self.gru(x, (h0.detach()))\n",
        "        out = self.fc(out[:, -1, :]) \n",
        "        return out"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "def split_data(stock, lookback):\n",
        "    data_raw = np.array(stock) # convert to numpy array\n",
        "    data = []\n",
        "    \n",
        "    # create all possible sequences of length seq_len\n",
        "    for index in range(len(data_raw) - lookback): \n",
        "        data.append(data_raw[index: index + lookback])\n",
        "    \n",
        "    data = np.array(data);\n",
        "    test_set_size = int(np.round(0.2*data.shape[0]));\n",
        "    train_set_size = data.shape[0] - (test_set_size);\n",
        "    \n",
        "    X_train = data[:train_set_size,:-1,:]\n",
        "    y_train = data[:train_set_size,-1,:]\n",
        "    \n",
        "    X_test = data[train_set_size:,:-1]\n",
        "    y_test = data[train_set_size:,-1,:]\n",
        "    \n",
        "    return [X_train, y_train, X_test, y_test]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OY_vrXqibRY-",
        "outputId": "ab8cda1f-66ba-4ef0-adac-d7e5d9c290f7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0         47.58\n",
              "1         47.25\n",
              "2         47.65\n",
              "3         47.87\n",
              "4         47.08\n",
              "         ...   \n",
              "3014    1168.36\n",
              "3015    1176.76\n",
              "3016    1182.26\n",
              "3017    1186.10\n",
              "3018    1169.47\n",
              "Name: Close, Length: 3019, dtype: float64"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "price_amazon = data_amazon['Close']\n",
        "price_amazon"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dQVhos97bRbv",
        "outputId": "da489698-9241-45e9-a2ea-8cce9e9807f4"
      },
      "outputs": [],
      "source": [
        "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
        "price_amazon = scaler.fit_transform(price_amazon.values.reshape(-1,1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X7Kb3LEgdQtw",
        "outputId": "a7cfff8d-554e-4ab8-a393-febbe9218900"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "X_train.shape =  (2399, 19, 1)\n",
            "y_train.shape =  (2399, 1)\n",
            "X_test.shape =  (600, 19, 1)\n",
            "y_test.shape =  (600, 1)\n"
          ]
        }
      ],
      "source": [
        "lookback = 20 # choose sequence length\n",
        "X_train, y_train, X_test, y_test = split_data(price_amazon, lookback)\n",
        "print('X_train.shape = ',X_train.shape)\n",
        "print('y_train.shape = ',y_train.shape)\n",
        "print('X_test.shape = ',X_test.shape)\n",
        "print('y_test.shape = ',y_test.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "j59iLswW6n8J"
      },
      "outputs": [],
      "source": [
        "X_train = torch.from_numpy(X_train).type(torch.Tensor)\n",
        "X_test = torch.from_numpy(X_test).type(torch.Tensor)\n",
        "y_train_gru = torch.from_numpy(y_train).type(torch.Tensor)\n",
        "y_test_gru = torch.from_numpy(y_test).type(torch.Tensor)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "4tbTJY636tAh"
      },
      "outputs": [],
      "source": [
        "input_dim = 1\n",
        "hidden_dim = 32\n",
        "num_layers = 2\n",
        "output_dim = 1\n",
        "num_epochs = 105"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "RUuMYRMc61q_"
      },
      "outputs": [],
      "source": [
        "model = GRU(input_dim = input_dim, hidden_dim = hidden_dim, output_dim = output_dim, num_layers = num_layers)\n",
        "criterion = torch.nn.MSELoss(reduction = 'mean')\n",
        "optimiser = torch.optim.Adam(model.parameters(), lr = 0.01)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3U5achPF64vQ",
        "outputId": "7b9788df-2c1b-4d0c-e5dc-50bbe10a2ef2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "MSE: 9.218840568792075e-05\n",
            "Training time: 8.88640832901001\n"
          ]
        }
      ],
      "source": [
        "hist = np.zeros(num_epochs)\n",
        "start_time = time.time()\n",
        "gru = []\n",
        "\n",
        "for t in range(num_epochs):\n",
        "    y_train_pred = model(X_train)\n",
        "\n",
        "    loss = criterion(y_train_pred, y_train_gru)\n",
        "    # print(f\"Epoch {t}, MSE: {loss.item()}\")\n",
        "    hist[t] = loss.item()\n",
        "\n",
        "    optimiser.zero_grad()\n",
        "    loss.backward()\n",
        "    optimiser.step()\n",
        "\n",
        "training_time = time.time() - start_time    \n",
        "print(f\"MSE: {hist[-1]}\")\n",
        "print(f\"Training time: {training_time}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "87QJ_Np_67Up"
      },
      "outputs": [],
      "source": [
        "predict = pd.DataFrame(scaler.inverse_transform(y_train_pred.detach().numpy()))\n",
        "original = pd.DataFrame(scaler.inverse_transform(y_train_gru.detach().numpy()))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        },
        "id": "dLmh-oW87CxY",
        "outputId": "95fb8c6d-2fbb-462b-b5a4-e8524ad86124"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1600x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")    \n",
        "\n",
        "fig = plt.figure()\n",
        "fig.subplots_adjust(hspace=0.2, wspace=0.2)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "ax = sns.lineplot(x = original.index, y = original[0], label=\"Data\", color='royalblue')\n",
        "ax = sns.lineplot(x = predict.index, y = predict[0], label=\"Training Prediction (GRU)\", color='red')\n",
        "ax.set_title('Amazon stock price', size = 14, fontweight='bold')\n",
        "ax.set_xlabel(\"Date\", size = 14)\n",
        "ax.set_ylabel(\"Cost (USD)\", size = 14)\n",
        "ax.set_xticklabels('', size=10)\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "ax = sns.lineplot(data=hist, color='royalblue')\n",
        "ax.set_xlabel(\"Epoch\", size = 14)\n",
        "ax.set_ylabel(\"Loss\", size = 14)\n",
        "ax.set_title(\"Training Loss\", size = 14, fontweight='bold')\n",
        "fig.set_figheight(6)\n",
        "fig.set_figwidth(16)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rQAxMjDm7L1D",
        "outputId": "7cdbc434-3ffb-4db2-c82c-d7b69bf6b2fa"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train MSE Score: 5.62\n",
            "Test MSE Score: 46.64\n"
          ]
        }
      ],
      "source": [
        "# make predictions\n",
        "y_test_pred = model(X_test)\n",
        "\n",
        "# invert predictions\n",
        "y_train_pred = scaler.inverse_transform(y_train_pred.detach().numpy())\n",
        "y_train = scaler.inverse_transform(y_train_gru.detach().numpy())\n",
        "y_test_pred = scaler.inverse_transform(y_test_pred.detach().numpy())\n",
        "y_test = scaler.inverse_transform(y_test_gru.detach().numpy())\n",
        "\n",
        "# calculate root mean squared error\n",
        "trainScore = math.sqrt(mean_squared_error(y_train[:,0], y_train_pred[:,0]))\n",
        "print('Train MSE Score: %.2f' % (trainScore))\n",
        "testScore = math.sqrt(mean_squared_error(y_test[:,0], y_test_pred[:,0]))\n",
        "print('Test MSE Score: %.2f' % (testScore))\n",
        "gru.append(trainScore)\n",
        "gru.append(testScore)\n",
        "gru.append(training_time)\n",
        "amazon_scores = gru.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "UfG1uNJu7r9U"
      },
      "outputs": [],
      "source": [
        "# shift train predictions for plotting\n",
        "trainPredictPlot = np.empty_like(price_amazon)\n",
        "trainPredictPlot[:, :] = np.nan\n",
        "trainPredictPlot[lookback:len(y_train_pred)+lookback, :] = y_train_pred\n",
        "\n",
        "# shift test predictions for plotting\n",
        "testPredictPlot = np.empty_like(price_amazon)\n",
        "testPredictPlot[:, :] = np.nan\n",
        "testPredictPlot[len(y_train_pred)+lookback-1:len(price_amazon)-1, :] = y_test_pred\n",
        "\n",
        "original = scaler.inverse_transform(price_amazon.reshape(-1,1))\n",
        "\n",
        "predictions = data_amazon.loc[:,'Date'].to_numpy().reshape(-1,1)\n",
        "predictions = np.append(predictions, trainPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, testPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, original, axis = 1)\n",
        "result = pd.DataFrame(predictions, columns = ['Date', 'Train Prediction', 'Test Prediction', 'Actual Value'])\n",
        "amazon_predictions = result.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "qQhmldRX7_xD",
        "outputId": "1030da71-8ad0-465f-8f49-1da1cda26d14"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.plotly.v1+json": {
              "config": {
                "plotlyServerURL": "https://plot.ly"
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                    1502,
                    1503,
                    1504,
                    1505,
                    1506,
                    1507,
                    1508,
                    1509,
                    1510,
                    1511,
                    1512,
                    1513,
                    1514,
                    1515,
                    1516,
                    1517,
                    1518,
                    1519,
                    1520,
                    1521,
                    1522,
                    1523,
                    1524,
                    1525,
                    1526,
                    1527,
                    1528,
                    1529,
                    1530,
                    1531,
                    1532,
                    1533,
                    1534,
                    1535,
                    1536,
                    1537,
                    1538,
                    1539,
                    1540,
                    1541,
                    1542,
                    1543,
                    1544,
                    1545,
                    1546,
                    1547,
                    1548,
                    1549,
                    1550,
                    1551,
                    1552,
                    1553,
                    1554,
                    1555,
                    1556,
                    1557,
                    1558,
                    1559,
                    1560,
                    1561,
                    1562,
                    1563,
                    1564,
                    1565,
                    1566,
                    1567,
                    1568,
                    1569,
                    1570,
                    1571,
                    1572,
                    1573,
                    1574,
                    1575,
                    1576,
                    1577,
                    1578,
                    1579,
                    1580,
                    1581,
                    1582,
                    1583,
                    1584,
                    1585,
                    1586,
                    1587,
                    1588,
                    1589,
                    1590,
                    1591,
                    1592,
                    1593,
                    1594,
                    1595,
                    1596,
                    1597,
                    1598,
                    1599,
                    1600,
                    1601,
                    1602,
                    1603,
                    1604,
                    1605,
                    1606,
                    1607,
                    1608,
                    1609,
                    1610,
                    1611,
                    1612,
                    1613,
                    1614,
                    1615,
                    1616,
                    1617,
                    1618,
                    1619,
                    1620,
                    1621,
                    1622,
                    1623,
                    1624,
                    1625,
                    1626,
                    1627,
                    1628,
                    1629,
                    1630,
                    1631,
                    1632,
                    1633,
                    1634,
                    1635,
                    1636,
                    1637,
                    1638,
                    1639,
                    1640,
                    1641,
                    1642,
                    1643,
                    1644,
                    1645,
                    1646,
                    1647,
                    1648,
                    1649,
                    1650,
                    1651,
                    1652,
                    1653,
                    1654,
                    1655,
                    1656,
                    1657,
                    1658,
                    1659,
                    1660,
                    1661,
                    1662,
                    1663,
                    1664,
                    1665,
                    1666,
                    1667,
                    1668,
                    1669,
                    1670,
                    1671,
                    1672,
                    1673,
                    1674,
                    1675,
                    1676,
                    1677,
                    1678,
                    1679,
                    1680,
                    1681,
                    1682,
                    1683,
                    1684,
                    1685,
                    1686,
                    1687,
                    1688,
                    1689,
                    1690,
                    1691,
                    1692,
                    1693,
                    1694,
                    1695,
                    1696,
                    1697,
                    1698,
                    1699,
                    1700,
                    1701,
                    1702,
                    1703,
                    1704,
                    1705,
                    1706,
                    1707,
                    1708,
                    1709,
                    1710,
                    1711,
                    1712,
                    1713,
                    1714,
                    1715,
                    1716,
                    1717,
                    1718,
                    1719,
                    1720,
                    1721,
                    1722,
                    1723,
                    1724,
                    1725,
                    1726,
                    1727,
                    1728,
                    1729,
                    1730,
                    1731,
                    1732,
                    1733,
                    1734,
                    1735,
                    1736,
                    1737,
                    1738,
                    1739,
                    1740,
                    1741,
                    1742,
                    1743,
                    1744,
                    1745,
                    1746,
                    1747,
                    1748,
                    1749,
                    1750,
                    1751,
                    1752,
                    1753,
                    1754,
                    1755,
                    1756,
                    1757,
                    1758,
                    1759,
                    1760,
                    1761,
                    1762,
                    1763,
                    1764,
                    1765,
                    1766,
                    1767,
                    1768,
                    1769,
                    1770,
                    1771,
                    1772,
                    1773,
                    1774,
                    1775,
                    1776,
                    1777,
                    1778,
                    1779,
                    1780,
                    1781,
                    1782,
                    1783,
                    1784,
                    1785,
                    1786,
                    1787,
                    1788,
                    1789,
                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
                    1808,
                    1809,
                    1810,
                    1811,
                    1812,
                    1813,
                    1814,
                    1815,
                    1816,
                    1817,
                    1818,
                    1819,
                    1820,
                    1821,
                    1822,
                    1823,
                    1824,
                    1825,
                    1826,
                    1827,
                    1828,
                    1829,
                    1830,
                    1831,
                    1832,
                    1833,
                    1834,
                    1835,
                    1836,
                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
                    1843,
                    1844,
                    1845,
                    1846,
                    1847,
                    1848,
                    1849,
                    1850,
                    1851,
                    1852,
                    1853,
                    1854,
                    1855,
                    1856,
                    1857,
                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
                    1954,
                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
                    2352,
                    2353,
                    2354,
                    2355,
                    2356,
                    2357,
                    2358,
                    2359,
                    2360,
                    2361,
                    2362,
                    2363,
                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
                    2619,
                    2620,
                    2621,
                    2622,
                    2623,
                    2624,
                    2625,
                    2626,
                    2627,
                    2628,
                    2629,
                    2630,
                    2631,
                    2632,
                    2633,
                    2634,
                    2635,
                    2636,
                    2637,
                    2638,
                    2639,
                    2640,
                    2641,
                    2642,
                    2643,
                    2644,
                    2645,
                    2646,
                    2647,
                    2648,
                    2649,
                    2650,
                    2651,
                    2652,
                    2653,
                    2654,
                    2655,
                    2656,
                    2657,
                    2658,
                    2659,
                    2660,
                    2661,
                    2662,
                    2663,
                    2664,
                    2665,
                    2666,
                    2667,
                    2668,
                    2669,
                    2670,
                    2671,
                    2672,
                    2673,
                    2674,
                    2675,
                    2676,
                    2677,
                    2678,
                    2679,
                    2680,
                    2681,
                    2682,
                    2683,
                    2684,
                    2685,
                    2686,
                    2687,
                    2688,
                    2689,
                    2690,
                    2691,
                    2692,
                    2693,
                    2694,
                    2695,
                    2696,
                    2697,
                    2698,
                    2699,
                    2700,
                    2701,
                    2702,
                    2703,
                    2704,
                    2705,
                    2706,
                    2707,
                    2708,
                    2709,
                    2710,
                    2711,
                    2712,
                    2713,
                    2714,
                    2715,
                    2716,
                    2717,
                    2718,
                    2719,
                    2720,
                    2721,
                    2722,
                    2723,
                    2724,
                    2725,
                    2726,
                    2727,
                    2728,
                    2729,
                    2730,
                    2731,
                    2732,
                    2733,
                    2734,
                    2735,
                    2736,
                    2737,
                    2738,
                    2739,
                    2740,
                    2741,
                    2742,
                    2743,
                    2744,
                    2745,
                    2746,
                    2747,
                    2748,
                    2749,
                    2750,
                    2751,
                    2752,
                    2753,
                    2754,
                    2755,
                    2756,
                    2757,
                    2758,
                    2759,
                    2760,
                    2761,
                    2762,
                    2763,
                    2764,
                    2765,
                    2766,
                    2767,
                    2768,
                    2769,
                    2770,
                    2771,
                    2772,
                    2773,
                    2774,
                    2775,
                    2776,
                    2777,
                    2778,
                    2779,
                    2780,
                    2781,
                    2782,
                    2783,
                    2784,
                    2785,
                    2786,
                    2787,
                    2788,
                    2789,
                    2790,
                    2791,
                    2792,
                    2793,
                    2794,
                    2795,
                    2796,
                    2797,
                    2798,
                    2799,
                    2800,
                    2801,
                    2802,
                    2803,
                    2804,
                    2805,
                    2806,
                    2807,
                    2808,
                    2809,
                    2810,
                    2811,
                    2812,
                    2813,
                    2814,
                    2815,
                    2816,
                    2817,
                    2818,
                    2819,
                    2820,
                    2821,
                    2822,
                    2823,
                    2824,
                    2825,
                    2826,
                    2827,
                    2828,
                    2829,
                    2830,
                    2831,
                    2832,
                    2833,
                    2834,
                    2835,
                    2836,
                    2837,
                    2838,
                    2839,
                    2840,
                    2841,
                    2842,
                    2843,
                    2844,
                    2845,
                    2846,
                    2847,
                    2848,
                    2849,
                    2850,
                    2851,
                    2852,
                    2853,
                    2854,
                    2855,
                    2856,
                    2857,
                    2858,
                    2859,
                    2860,
                    2861,
                    2862,
                    2863,
                    2864,
                    2865,
                    2866,
                    2867,
                    2868,
                    2869,
                    2870,
                    2871,
                    2872,
                    2873,
                    2874,
                    2875,
                    2876,
                    2877,
                    2878,
                    2879,
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                    1800,
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                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
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                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
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                    1892,
                    1893,
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                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
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                    1918,
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                    1920,
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                    1930,
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                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
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                    1951,
                    1952,
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                    1970,
                    1971,
                    1972,
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                    1975,
                    1976,
                    1977,
                    1978,
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                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
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                    2040,
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                    2069,
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                    2087,
                    2088,
                    2089,
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                    2097,
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                    2099,
                    2100,
                    2101,
                    2102,
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                    2110,
                    2111,
                    2112,
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                    2119,
                    2120,
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                    2135,
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                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
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                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
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                    2195,
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                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
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                    2213,
                    2214,
                    2215,
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                    2218,
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                    2222,
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                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
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                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
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                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
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                    2272,
                    2273,
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                    2275,
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                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
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                    2353,
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                    2355,
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                    2358,
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                    2360,
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                    2362,
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                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
                    2619,
                    2620,
                    2621,
                    2622,
                    2623,
                    2624,
                    2625,
                    2626,
                    2627,
                    2628,
                    2629,
                    2630,
                    2631,
                    2632,
                    2633,
                    2634,
                    2635,
                    2636,
                    2637,
                    2638,
                    2639,
                    2640,
                    2641,
                    2642,
                    2643,
                    2644,
                    2645,
                    2646,
                    2647,
                    2648,
                    2649,
                    2650,
                    2651,
                    2652,
                    2653,
                    2654,
                    2655,
                    2656,
                    2657,
                    2658,
                    2659,
                    2660,
                    2661,
                    2662,
                    2663,
                    2664,
                    2665,
                    2666,
                    2667,
                    2668,
                    2669,
                    2670,
                    2671,
                    2672,
                    2673,
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                    2675,
                    2676,
                    2677,
                    2678,
                    2679,
                    2680,
                    2681,
                    2682,
                    2683,
                    2684,
                    2685,
                    2686,
                    2687,
                    2688,
                    2689,
                    2690,
                    2691,
                    2692,
                    2693,
                    2694,
                    2695,
                    2696,
                    2697,
                    2698,
                    2699,
                    2700,
                    2701,
                    2702,
                    2703,
                    2704,
                    2705,
                    2706,
                    2707,
                    2708,
                    2709,
                    2710,
                    2711,
                    2712,
                    2713,
                    2714,
                    2715,
                    2716,
                    2717,
                    2718,
                    2719,
                    2720,
                    2721,
                    2722,
                    2723,
                    2724,
                    2725,
                    2726,
                    2727,
                    2728,
                    2729,
                    2730,
                    2731,
                    2732,
                    2733,
                    2734,
                    2735,
                    2736,
                    2737,
                    2738,
                    2739,
                    2740,
                    2741,
                    2742,
                    2743,
                    2744,
                    2745,
                    2746,
                    2747,
                    2748,
                    2749,
                    2750,
                    2751,
                    2752,
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                    2755,
                    2756,
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                    2758,
                    2759,
                    2760,
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                    2762,
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                    2765,
                    2766,
                    2767,
                    2768,
                    2769,
                    2770,
                    2771,
                    2772,
                    2773,
                    2774,
                    2775,
                    2776,
                    2777,
                    2778,
                    2779,
                    2780,
                    2781,
                    2782,
                    2783,
                    2784,
                    2785,
                    2786,
                    2787,
                    2788,
                    2789,
                    2790,
                    2791,
                    2792,
                    2793,
                    2794,
                    2795,
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                    2799,
                    2800,
                    2801,
                    2802,
                    2803,
                    2804,
                    2805,
                    2806,
                    2807,
                    2808,
                    2809,
                    2810,
                    2811,
                    2812,
                    2813,
                    2814,
                    2815,
                    2816,
                    2817,
                    2818,
                    2819,
                    2820,
                    2821,
                    2822,
                    2823,
                    2824,
                    2825,
                    2826,
                    2827,
                    2828,
                    2829,
                    2830,
                    2831,
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                    2833,
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                    2837,
                    2838,
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                    2873,
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                    2875,
                    2876,
                    2877,
                    2878,
                    2879,
                    2880,
                    2881,
                    2882,
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                    2886,
                    2887,
                    2888,
                    2889,
                    2890,
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                    2892,
                    2893,
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                    2896,
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                    2899,
                    2900,
                    2901,
                    2902,
                    2903,
                    2904,
                    2905,
                    2906,
                    2907,
                    2908,
                    2909,
                    2910,
                    2911,
                    2912,
                    2913,
                    2914,
                    2915,
                    2916,
                    2917,
                    2918,
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                    2936,
                    2937,
                    2938,
                    2939,
                    2940,
                    2941,
                    2942,
                    2943,
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                    1727,
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                    1749,
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                    1755,
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                    1767,
                    1768,
                    1769,
                    1770,
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                    1781,
                    1782,
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                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
                    1808,
                    1809,
                    1810,
                    1811,
                    1812,
                    1813,
                    1814,
                    1815,
                    1816,
                    1817,
                    1818,
                    1819,
                    1820,
                    1821,
                    1822,
                    1823,
                    1824,
                    1825,
                    1826,
                    1827,
                    1828,
                    1829,
                    1830,
                    1831,
                    1832,
                    1833,
                    1834,
                    1835,
                    1836,
                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
                    1843,
                    1844,
                    1845,
                    1846,
                    1847,
                    1848,
                    1849,
                    1850,
                    1851,
                    1852,
                    1853,
                    1854,
                    1855,
                    1856,
                    1857,
                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
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                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
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                      "ticks": "",
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                    "text": "Close (USD)"
                  }
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              }
            }
          },
          "metadata": {},
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        }
      ],
      "source": [
        "fig = go.Figure()\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Train Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Train Prediction')))\n",
        "fig.add_trace(go.Scatter(x=result.index, y=result['Test Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Test Prediction'))\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Actual Value'],\n",
        "                    mode='lines',\n",
        "                    name='Actual Value')))\n",
        "fig.update_layout(\n",
        "    xaxis=dict(\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=False,\n",
        "        linecolor='white',\n",
        "        linewidth=1\n",
        "    ),\n",
        "    yaxis=dict(\n",
        "        title_text='Close (USD)',\n",
        "        titlefont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=True,\n",
        "        linecolor='white',\n",
        "        linewidth=1,\n",
        "        ticks='outside',\n",
        "        tickfont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "    ),\n",
        "    showlegend=True,\n",
        "    template = 'plotly_dark'\n",
        ")\n",
        "\n",
        "annotations = []\n",
        "annotations.append(dict(xref='paper', yref='paper', x=0.0, y=1.05,\n",
        "                              xanchor='left', yanchor='bottom',\n",
        "                              text='Amazon Stock Prediction',\n",
        "                              font=dict(family='Rockwell',\n",
        "                                        size=26,\n",
        "                                        color='white'),\n",
        "                              showarrow=False))\n",
        "fig.update_layout(annotations=annotations)\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fxR4RFG18nrJ",
        "outputId": "4d51b94e-b508-4c8b-9fd9-ea6d48208ba7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.series.Series'>\n",
            "RangeIndex: 3019 entries, 0 to 3018\n",
            "Series name: Close\n",
            "Non-Null Count  Dtype  \n",
            "--------------  -----  \n",
            "3019 non-null   float64\n",
            "dtypes: float64(1)\n",
            "memory usage: 23.7 KB\n"
          ]
        }
      ],
      "source": [
        "price_google = data_google['Close']\n",
        "price_google.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JXFf_qUb8uvS",
        "outputId": "c43bd632-1460-4eb4-f360-24d3ff230077"
      },
      "outputs": [],
      "source": [
        "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
        "price_google = scaler.fit_transform(price_google.values.reshape(-1,1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IPB0M34v83sj",
        "outputId": "58aa3a82-2867-4410-9393-5447952a0fd9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "X_train.shape =  (2399, 19, 1)\n",
            "y_train.shape =  (2399, 1)\n",
            "X_test.shape =  (600, 19, 1)\n",
            "y_test.shape =  (600, 1)\n"
          ]
        }
      ],
      "source": [
        "lookback = 20 # choose sequence length\n",
        "X_train, y_train, X_test, y_test = split_data(price_google, lookback)\n",
        "print('X_train.shape = ',X_train.shape)\n",
        "print('y_train.shape = ',y_train.shape)\n",
        "print('X_test.shape = ',X_test.shape)\n",
        "print('y_test.shape = ',y_test.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "AEoTPmNz8_Tj"
      },
      "outputs": [],
      "source": [
        "X_train = torch.from_numpy(X_train).type(torch.Tensor)\n",
        "X_test = torch.from_numpy(X_test).type(torch.Tensor)\n",
        "y_train_lstm = torch.from_numpy(y_train).type(torch.Tensor)\n",
        "y_test_lstm = torch.from_numpy(y_test).type(torch.Tensor)\n",
        "y_train_gru = torch.from_numpy(y_train).type(torch.Tensor)\n",
        "y_test_gru = torch.from_numpy(y_test).type(torch.Tensor)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "KzEKOWQF9F6S"
      },
      "outputs": [],
      "source": [
        "model = GRU(input_dim=input_dim, hidden_dim=hidden_dim, output_dim=output_dim, num_layers=num_layers)\n",
        "criterion = torch.nn.MSELoss(reduction='mean')\n",
        "optimiser = torch.optim.Adam(model.parameters(), lr=0.01)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PJsqrz_79I67",
        "outputId": "ada38605-a5cd-4ff0-a304-33beebb7b6d2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "MSE: 0.0002162077435059473\n",
            "Training time: 8.140745878219604\n"
          ]
        }
      ],
      "source": [
        "hist = np.zeros(num_epochs)\n",
        "start_time = time.time()\n",
        "gru = []\n",
        "\n",
        "for t in range(num_epochs):\n",
        "    y_train_pred = model(X_train)\n",
        "\n",
        "    loss = criterion(y_train_pred, y_train_gru)\n",
        "    # print(\"Epoch \", t, \"MSE: \", loss.item())\n",
        "    hist[t] = loss.item()\n",
        "\n",
        "    optimiser.zero_grad()\n",
        "    loss.backward()\n",
        "    optimiser.step()\n",
        "\n",
        "print(f\"MSE: {loss.item()}\")\n",
        "training_time = time.time()-start_time    \n",
        "print(f\"Training time: {training_time}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "mqgPtY6R9NJM"
      },
      "outputs": [],
      "source": [
        "predict = pd.DataFrame(scaler.inverse_transform(y_train_pred.detach().numpy()))\n",
        "original = pd.DataFrame(scaler.inverse_transform(y_train_gru.detach().numpy()))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        },
        "id": "3EdqdT9C9PRC",
        "outputId": "c67d663d-60ce-4f8d-e82f-8c067eb3401c"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1600x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")    \n",
        "\n",
        "fig = plt.figure()\n",
        "fig.subplots_adjust(hspace=0.2, wspace=0.2)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "ax = sns.lineplot(x = original.index, y = original[0], label=\"Data\", color='royalblue')\n",
        "ax = sns.lineplot(x = predict.index, y = predict[0], label=\"Training Prediction (GRU)\", color='red')\n",
        "ax.set_title('Google stock price', size = 14, fontweight='bold')\n",
        "ax.set_xlabel(\"Days\", size = 14)\n",
        "ax.set_ylabel(\"Cost (USD)\", size = 14)\n",
        "ax.set_xticklabels('', size=10)\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "ax = sns.lineplot(data=hist, color='royalblue')\n",
        "ax.set_xlabel(\"Epoch\", size = 14)\n",
        "ax.set_ylabel(\"Loss\", size = 14)\n",
        "ax.set_title(\"Training Loss\", size = 14, fontweight='bold')\n",
        "fig.set_figheight(6)\n",
        "fig.set_figwidth(16)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n8_KUkeS9Zb6",
        "outputId": "4adde405-8b46-426a-8b28-434d54bfe756"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train MSE Score: 7.03\n",
            "Test MSE Score: 36.81\n"
          ]
        }
      ],
      "source": [
        "# make predictions\n",
        "y_test_pred = model(X_test)\n",
        "\n",
        "# invert predictions\n",
        "y_train_pred = scaler.inverse_transform(y_train_pred.detach().numpy())\n",
        "y_train = scaler.inverse_transform(y_train_gru.detach().numpy())\n",
        "y_test_pred = scaler.inverse_transform(y_test_pred.detach().numpy())\n",
        "y_test = scaler.inverse_transform(y_test_gru.detach().numpy())\n",
        "\n",
        "# calculate root mean squared error\n",
        "trainScore = math.sqrt(mean_squared_error(y_train[:,0], y_train_pred[:,0]))\n",
        "print('Train MSE Score: %.2f' % (trainScore))\n",
        "testScore = math.sqrt(mean_squared_error(y_test[:,0], y_test_pred[:,0]))\n",
        "print('Test MSE Score: %.2f' % (testScore))\n",
        "gru.append(trainScore)\n",
        "gru.append(testScore)\n",
        "gru.append(training_time)\n",
        "google_scores = gru.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "E8Puo_x29dE3"
      },
      "outputs": [],
      "source": [
        "\n",
        "# shift train predictions for plotting\n",
        "trainPredictPlot = np.empty_like(price_google)\n",
        "trainPredictPlot[:, :] = np.nan\n",
        "trainPredictPlot[lookback:len(y_train_pred)+lookback, :] = y_train_pred\n",
        "\n",
        "# shift test predictions for plotting\n",
        "testPredictPlot = np.empty_like(price_google)\n",
        "testPredictPlot[:, :] = np.nan\n",
        "testPredictPlot[len(y_train_pred)+lookback-1:len(price_google)-1, :] = y_test_pred\n",
        "\n",
        "original = scaler.inverse_transform(price_google.reshape(-1,1))\n",
        "\n",
        "predictions = data_google.loc[:,'Date'].to_numpy().reshape(-1,1)\n",
        "predictions = np.append(predictions, trainPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, testPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, original, axis = 1)\n",
        "result = pd.DataFrame(predictions, columns = ['Date', 'Train Prediction', 'Test Prediction', 'Actual Value'])\n",
        "google_predictions = result.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "EvMPwt6v9nMp",
        "outputId": "b87a42d2-5cd9-47d4-a294-b07dcfb593a1"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.plotly.v1+json": {
              "config": {
                "plotlyServerURL": "https://plot.ly"
              },
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                    1471,
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                    1774,
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                    1778,
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                    1780,
                    1781,
                    1782,
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                    1784,
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                    1788,
                    1789,
                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
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                    1838,
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                    1856,
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                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
                    1954,
                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
                    2352,
                    2353,
                    2354,
                    2355,
                    2356,
                    2357,
                    2358,
                    2359,
                    2360,
                    2361,
                    2362,
                    2363,
                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
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                  "ticks": "outside",
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                    "text": "Close (USD)"
                  }
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              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig = go.Figure()\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Train Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Train Prediction')))\n",
        "fig.add_trace(go.Scatter(x=result.index, y=result['Test Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Test Prediction'))\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Actual Value'],\n",
        "                    mode='lines',\n",
        "                    name='Actual Value')))\n",
        "fig.update_layout(\n",
        "    xaxis=dict(\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=False,\n",
        "        linecolor='white',\n",
        "        linewidth=2\n",
        "    ),\n",
        "    yaxis=dict(\n",
        "        title_text='Close (USD)',\n",
        "        titlefont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=True,\n",
        "        linecolor='white',\n",
        "        linewidth=2,\n",
        "        ticks='outside',\n",
        "        tickfont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "    ),\n",
        "    showlegend=True,\n",
        "    template = 'plotly_dark'\n",
        "\n",
        ")\n",
        "\n",
        "annotations = []\n",
        "annotations.append(dict(xref='paper', yref='paper', x=0.0, y=1.05,\n",
        "                              xanchor='left', yanchor='bottom',\n",
        "                              text='Google Stock Result',\n",
        "                              font=dict(family='Rockwell',\n",
        "                                        size=26,\n",
        "                                        color='white'),\n",
        "                              showarrow=False))\n",
        "fig.update_layout(annotations=annotations)\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L6-DoL7m9v5F",
        "outputId": "0559d031-39ec-463b-a744-332739f384a2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.series.Series'>\n",
            "Index: 3019 entries, 0 to 3019\n",
            "Series name: Close\n",
            "Non-Null Count  Dtype  \n",
            "--------------  -----  \n",
            "3019 non-null   float64\n",
            "dtypes: float64(1)\n",
            "memory usage: 47.2 KB\n"
          ]
        }
      ],
      "source": [
        "price_ibm = data_ibm['Close']\n",
        "price_ibm.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EnjshL2597Lu",
        "outputId": "2e87c704-7d8f-4e1b-bc35-bb595690dec9"
      },
      "outputs": [],
      "source": [
        "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
        "price_ibm = scaler.fit_transform(price_ibm.values.reshape(-1,1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GM8xLLuI-Bz9",
        "outputId": "31867e25-7119-4eea-face-709854a2fa86"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "X_train.shape =  (2399, 19, 1)\n",
            "y_train.shape =  (2399, 1)\n",
            "X_test.shape =  (600, 19, 1)\n",
            "y_test.shape =  (600, 1)\n"
          ]
        }
      ],
      "source": [
        "lookback = 20 # choose sequence length\n",
        "X_train, y_train, X_test, y_test = split_data(price_ibm, lookback)\n",
        "print('X_train.shape = ',X_train.shape)\n",
        "print('y_train.shape = ',y_train.shape)\n",
        "print('X_test.shape = ',X_test.shape)\n",
        "print('y_test.shape = ',y_test.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "YMUI0gkS-GVM"
      },
      "outputs": [],
      "source": [
        "X_train = torch.from_numpy(X_train).type(torch.Tensor)\n",
        "X_test = torch.from_numpy(X_test).type(torch.Tensor)\n",
        "y_train_gru = torch.from_numpy(y_train).type(torch.Tensor)\n",
        "y_test_gru = torch.from_numpy(y_test).type(torch.Tensor)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "id": "8_vDI9Cb-KKI"
      },
      "outputs": [],
      "source": [
        "input_dim = 1\n",
        "hidden_dim = 32\n",
        "num_layers = 2\n",
        "output_dim = 1\n",
        "num_epochs = 105"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "id": "w-5GBtVb-KQN"
      },
      "outputs": [],
      "source": [
        "model = GRU(input_dim=input_dim, hidden_dim=hidden_dim, output_dim=output_dim, num_layers=num_layers)\n",
        "criterion = torch.nn.MSELoss(reduction='mean')\n",
        "optimiser = torch.optim.Adam(model.parameters(), lr=0.01)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CwHH2i5U-KcR",
        "outputId": "4efe1361-d5db-4893-9efb-d88cf5086660"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "MSE: 0.0008067784365266562\n",
            "Training time: 8.131889820098877\n"
          ]
        }
      ],
      "source": [
        "hist = np.zeros(num_epochs)\n",
        "start_time = time.time()\n",
        "gru = []\n",
        "\n",
        "for t in range(num_epochs):\n",
        "    y_train_pred = model(X_train)\n",
        "\n",
        "    loss = criterion(y_train_pred, y_train_gru)\n",
        "    # print(\"Epoch \", t, \"MSE: \", loss.item())\n",
        "    hist[t] = loss.item()\n",
        "\n",
        "    optimiser.zero_grad()\n",
        "    loss.backward()\n",
        "    optimiser.step()\n",
        "\n",
        "print(f\"MSE: {loss.item()}\")\n",
        "training_time = time.time()-start_time    \n",
        "print(f\"Training time: {training_time}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "id": "Vr5ZcVIc-Ke9"
      },
      "outputs": [],
      "source": [
        "predict = pd.DataFrame(scaler.inverse_transform(y_train_pred.detach().numpy()))\n",
        "original = pd.DataFrame(scaler.inverse_transform(y_train_gru.detach().numpy()))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        },
        "id": "hfLtX-ec-Xuc",
        "outputId": "553b174f-dc3c-49a5-d1ca-fdb04aaf5fd7"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1600x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")    \n",
        "\n",
        "fig = plt.figure()\n",
        "fig.subplots_adjust(hspace=0.2, wspace=0.2)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "ax = sns.lineplot(x = original.index, y = original[0], label=\"Data\", color='royalblue')\n",
        "ax = sns.lineplot(x = predict.index, y = predict[0], label=\"Training Prediction (GRU)\", color='red')\n",
        "ax.set_title('IBM stock price', size = 14, fontweight='bold')\n",
        "ax.set_xlabel(\"Days\", size = 14)\n",
        "ax.set_ylabel(\"Cost (USD)\", size = 14)\n",
        "ax.set_xticklabels('', size=10)\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "ax = sns.lineplot(data=hist, color='royalblue')\n",
        "ax.set_xlabel(\"Epoch\", size = 14)\n",
        "ax.set_ylabel(\"Loss\", size = 14)\n",
        "ax.set_title(\"Training Loss\", size = 14, fontweight='bold')\n",
        "fig.set_figheight(6)\n",
        "fig.set_figwidth(16)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bhV5okHZ-fZE",
        "outputId": "53a313c0-9824-407a-f79b-6150539452c2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train MSE Score: 2.05\n",
            "Test MSE Score: 1.94\n"
          ]
        }
      ],
      "source": [
        "# make predictions\n",
        "y_test_pred = model(X_test)\n",
        "\n",
        "# invert predictions\n",
        "y_train_pred = scaler.inverse_transform(y_train_pred.detach().numpy())\n",
        "y_train = scaler.inverse_transform(y_train_gru.detach().numpy())\n",
        "y_test_pred = scaler.inverse_transform(y_test_pred.detach().numpy())\n",
        "y_test = scaler.inverse_transform(y_test_gru.detach().numpy())\n",
        "\n",
        "# calculate root mean squared error\n",
        "trainScore = math.sqrt(mean_squared_error(y_train[:,0], y_train_pred[:,0]))\n",
        "print('Train MSE Score: %.2f' % (trainScore))\n",
        "testScore = math.sqrt(mean_squared_error(y_test[:,0], y_test_pred[:,0]))\n",
        "print('Test MSE Score: %.2f' % (testScore))\n",
        "gru.append(trainScore)\n",
        "gru.append(testScore)\n",
        "gru.append(training_time)\n",
        "ibm_scores = gru.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "id": "KjCgebsF-jlM"
      },
      "outputs": [],
      "source": [
        "# shift train predictions for plotting\n",
        "trainPredictPlot = np.empty_like(price_ibm)\n",
        "trainPredictPlot[:, :] = np.nan\n",
        "trainPredictPlot[lookback:len(y_train_pred)+lookback, :] = y_train_pred\n",
        "\n",
        "# shift test predictions for plotting\n",
        "testPredictPlot = np.empty_like(price_ibm)\n",
        "testPredictPlot[:, :] = np.nan\n",
        "testPredictPlot[len(y_train_pred)+lookback-1:len(price_ibm)-1, :] = y_test_pred\n",
        "\n",
        "original = scaler.inverse_transform(price_ibm.reshape(-1,1))\n",
        "\n",
        "predictions = data_ibm.loc[:,'Date'].to_numpy().reshape(-1,1)\n",
        "predictions = np.append(predictions, trainPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, testPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, original, axis = 1)\n",
        "result = pd.DataFrame(predictions, columns = ['Date', 'Train Prediction', 'Test Prediction', 'Actual Value'])\n",
        "ibm_predictions = result.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "yBEfy-id-uok",
        "outputId": "624d4ec5-fab3-4cd3-e7e1-30fb73d4ff59"
      },
      "outputs": [
        {
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              "config": {
                "plotlyServerURL": "https://plot.ly"
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                    1468,
                    1469,
                    1470,
                    1471,
                    1472,
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                    1476,
                    1477,
                    1478,
                    1479,
                    1480,
                    1481,
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                    1490,
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                    1500,
                    1501,
                    1502,
                    1503,
                    1504,
                    1505,
                    1506,
                    1507,
                    1508,
                    1509,
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                    1513,
                    1514,
                    1515,
                    1516,
                    1517,
                    1518,
                    1519,
                    1520,
                    1521,
                    1522,
                    1523,
                    1524,
                    1525,
                    1526,
                    1527,
                    1528,
                    1529,
                    1530,
                    1531,
                    1532,
                    1533,
                    1534,
                    1535,
                    1536,
                    1537,
                    1538,
                    1539,
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                    1568,
                    1569,
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                    1600,
                    1601,
                    1602,
                    1603,
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                    1649,
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                    1655,
                    1656,
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                    1658,
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                    1660,
                    1661,
                    1662,
                    1663,
                    1664,
                    1665,
                    1666,
                    1667,
                    1668,
                    1669,
                    1670,
                    1671,
                    1672,
                    1673,
                    1674,
                    1675,
                    1676,
                    1677,
                    1678,
                    1679,
                    1680,
                    1681,
                    1682,
                    1683,
                    1684,
                    1685,
                    1686,
                    1687,
                    1688,
                    1689,
                    1690,
                    1691,
                    1692,
                    1693,
                    1694,
                    1695,
                    1696,
                    1697,
                    1698,
                    1699,
                    1700,
                    1701,
                    1702,
                    1703,
                    1704,
                    1705,
                    1706,
                    1707,
                    1708,
                    1709,
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                    1713,
                    1714,
                    1715,
                    1716,
                    1717,
                    1718,
                    1719,
                    1720,
                    1721,
                    1722,
                    1723,
                    1724,
                    1725,
                    1726,
                    1727,
                    1728,
                    1729,
                    1730,
                    1731,
                    1732,
                    1733,
                    1734,
                    1735,
                    1736,
                    1737,
                    1738,
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                    1740,
                    1741,
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                    1744,
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                    1746,
                    1747,
                    1748,
                    1749,
                    1750,
                    1751,
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                    1753,
                    1754,
                    1755,
                    1756,
                    1757,
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                    1759,
                    1760,
                    1761,
                    1762,
                    1763,
                    1764,
                    1765,
                    1766,
                    1767,
                    1768,
                    1769,
                    1770,
                    1771,
                    1772,
                    1773,
                    1774,
                    1775,
                    1776,
                    1777,
                    1778,
                    1779,
                    1780,
                    1781,
                    1782,
                    1783,
                    1784,
                    1785,
                    1786,
                    1787,
                    1788,
                    1789,
                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
                    1808,
                    1809,
                    1810,
                    1811,
                    1812,
                    1813,
                    1814,
                    1815,
                    1816,
                    1817,
                    1818,
                    1819,
                    1820,
                    1821,
                    1822,
                    1823,
                    1824,
                    1825,
                    1826,
                    1827,
                    1828,
                    1829,
                    1830,
                    1831,
                    1832,
                    1833,
                    1834,
                    1835,
                    1836,
                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
                    1843,
                    1844,
                    1845,
                    1846,
                    1847,
                    1848,
                    1849,
                    1850,
                    1851,
                    1852,
                    1853,
                    1854,
                    1855,
                    1856,
                    1857,
                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
                    1954,
                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
                    2352,
                    2353,
                    2354,
                    2355,
                    2356,
                    2357,
                    2358,
                    2359,
                    2360,
                    2361,
                    2362,
                    2363,
                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
                    2619,
                    2620,
                    2621,
                    2622,
                    2623,
                    2624,
                    2625,
                    2626,
                    2627,
                    2628,
                    2629,
                    2630,
                    2631,
                    2632,
                    2633,
                    2634,
                    2635,
                    2636,
                    2637,
                    2638,
                    2639,
                    2640,
                    2641,
                    2642,
                    2643,
                    2644,
                    2645,
                    2646,
                    2647,
                    2648,
                    2649,
                    2650,
                    2651,
                    2652,
                    2653,
                    2654,
                    2655,
                    2656,
                    2657,
                    2658,
                    2659,
                    2660,
                    2661,
                    2662,
                    2663,
                    2664,
                    2665,
                    2666,
                    2667,
                    2668,
                    2669,
                    2670,
                    2671,
                    2672,
                    2673,
                    2674,
                    2675,
                    2676,
                    2677,
                    2678,
                    2679,
                    2680,
                    2681,
                    2682,
                    2683,
                    2684,
                    2685,
                    2686,
                    2687,
                    2688,
                    2689,
                    2690,
                    2691,
                    2692,
                    2693,
                    2694,
                    2695,
                    2696,
                    2697,
                    2698,
                    2699,
                    2700,
                    2701,
                    2702,
                    2703,
                    2704,
                    2705,
                    2706,
                    2707,
                    2708,
                    2709,
                    2710,
                    2711,
                    2712,
                    2713,
                    2714,
                    2715,
                    2716,
                    2717,
                    2718,
                    2719,
                    2720,
                    2721,
                    2722,
                    2723,
                    2724,
                    2725,
                    2726,
                    2727,
                    2728,
                    2729,
                    2730,
                    2731,
                    2732,
                    2733,
                    2734,
                    2735,
                    2736,
                    2737,
                    2738,
                    2739,
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                    1409,
                    1410,
                    1411,
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                    1422,
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                    1431,
                    1432,
                    1433,
                    1434,
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                    1460,
                    1461,
                    1462,
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                    1465,
                    1466,
                    1467,
                    1468,
                    1469,
                    1470,
                    1471,
                    1472,
                    1473,
                    1474,
                    1475,
                    1476,
                    1477,
                    1478,
                    1479,
                    1480,
                    1481,
                    1482,
                    1483,
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                    1490,
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                    1492,
                    1493,
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                    1500,
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                    1520,
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                    1533,
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                    1538,
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                    1600,
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                    1700,
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                    1707,
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                    1764,
                    1765,
                    1766,
                    1767,
                    1768,
                    1769,
                    1770,
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                    1773,
                    1774,
                    1775,
                    1776,
                    1777,
                    1778,
                    1779,
                    1780,
                    1781,
                    1782,
                    1783,
                    1784,
                    1785,
                    1786,
                    1787,
                    1788,
                    1789,
                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
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                    1818,
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                    1822,
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                    1826,
                    1827,
                    1828,
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                    1831,
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                    1833,
                    1834,
                    1835,
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                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
                    1843,
                    1844,
                    1845,
                    1846,
                    1847,
                    1848,
                    1849,
                    1850,
                    1851,
                    1852,
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                    1854,
                    1855,
                    1856,
                    1857,
                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
                    1954,
                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
                    2352,
                    2353,
                    2354,
                    2355,
                    2356,
                    2357,
                    2358,
                    2359,
                    2360,
                    2361,
                    2362,
                    2363,
                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
                    2619,
                    2620,
                    2621,
                    2622,
                    2623,
                    2624,
                    2625,
                    2626,
                    2627,
                    2628,
                    2629,
                    2630,
                    2631,
                    2632,
                    2633,
                    2634,
                    2635,
                    2636,
                    2637,
                    2638,
                    2639,
                    2640,
                    2641,
                    2642,
                    2643,
                    2644,
                    2645,
                    2646,
                    2647,
                    2648,
                    2649,
                    2650,
                    2651,
                    2652,
                    2653,
                    2654,
                    2655,
                    2656,
                    2657,
                    2658,
                    2659,
                    2660,
                    2661,
                    2662,
                    2663,
                    2664,
                    2665,
                    2666,
                    2667,
                    2668,
                    2669,
                    2670,
                    2671,
                    2672,
                    2673,
                    2674,
                    2675,
                    2676,
                    2677,
                    2678,
                    2679,
                    2680,
                    2681,
                    2682,
                    2683,
                    2684,
                    2685,
                    2686,
                    2687,
                    2688,
                    2689,
                    2690,
                    2691,
                    2692,
                    2693,
                    2694,
                    2695,
                    2696,
                    2697,
                    2698,
                    2699,
                    2700,
                    2701,
                    2702,
                    2703,
                    2704,
                    2705,
                    2706,
                    2707,
                    2708,
                    2709,
                    2710,
                    2711,
                    2712,
                    2713,
                    2714,
                    2715,
                    2716,
                    2717,
                    2718,
                    2719,
                    2720,
                    2721,
                    2722,
                    2723,
                    2724,
                    2725,
                    2726,
                    2727,
                    2728,
                    2729,
                    2730,
                    2731,
                    2732,
                    2733,
                    2734,
                    2735,
                    2736,
                    2737,
                    2738,
                    2739,
                    2740,
                    2741,
                    2742,
                    2743,
                    2744,
                    2745,
                    2746,
                    2747,
                    2748,
                    2749,
                    2750,
                    2751,
                    2752,
                    2753,
                    2754,
                    2755,
                    2756,
                    2757,
                    2758,
                    2759,
                    2760,
                    2761,
                    2762,
                    2763,
                    2764,
                    2765,
                    2766,
                    2767,
                    2768,
                    2769,
                    2770,
                    2771,
                    2772,
                    2773,
                    2774,
                    2775,
                    2776,
                    2777,
                    2778,
                    2779,
                    2780,
                    2781,
                    2782,
                    2783,
                    2784,
                    2785,
                    2786,
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                    1797,
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                    1799,
                    1800,
                    1801,
                    1802,
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                    1833,
                    1834,
                    1835,
                    1836,
                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
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                    1846,
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                    1848,
                    1849,
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                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
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                    1955,
                    1956,
                    1957,
                    1958,
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                    1961,
                    1962,
                    1963,
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                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
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                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
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                    2055,
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                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
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                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
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                    2126,
                    2127,
                    2128,
                    2129,
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                    2135,
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                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
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                        "gridcolor": "#506784",
                        "gridwidth": 2,
                        "linecolor": "#506784",
                        "showbackground": true,
                        "ticks": "",
                        "zerolinecolor": "#C8D4E3"
                      },
                      "zaxis": {
                        "backgroundcolor": "rgb(17,17,17)",
                        "gridcolor": "#506784",
                        "gridwidth": 2,
                        "linecolor": "#506784",
                        "showbackground": true,
                        "ticks": "",
                        "zerolinecolor": "#C8D4E3"
                      }
                    },
                    "shapedefaults": {
                      "line": {
                        "color": "#f2f5fa"
                      }
                    },
                    "sliderdefaults": {
                      "bgcolor": "#C8D4E3",
                      "bordercolor": "rgb(17,17,17)",
                      "borderwidth": 1,
                      "tickwidth": 0
                    },
                    "ternary": {
                      "aaxis": {
                        "gridcolor": "#506784",
                        "linecolor": "#506784",
                        "ticks": ""
                      },
                      "baxis": {
                        "gridcolor": "#506784",
                        "linecolor": "#506784",
                        "ticks": ""
                      },
                      "bgcolor": "rgb(17,17,17)",
                      "caxis": {
                        "gridcolor": "#506784",
                        "linecolor": "#506784",
                        "ticks": ""
                      }
                    },
                    "title": {
                      "x": 0.05
                    },
                    "updatemenudefaults": {
                      "bgcolor": "#506784",
                      "borderwidth": 0
                    },
                    "xaxis": {
                      "automargin": true,
                      "gridcolor": "#283442",
                      "linecolor": "#506784",
                      "ticks": "",
                      "title": {
                        "standoff": 15
                      },
                      "zerolinecolor": "#283442",
                      "zerolinewidth": 2
                    },
                    "yaxis": {
                      "automargin": true,
                      "gridcolor": "#283442",
                      "linecolor": "#506784",
                      "ticks": "",
                      "title": {
                        "standoff": 15
                      },
                      "zerolinecolor": "#283442",
                      "zerolinewidth": 2
                    }
                  }
                },
                "xaxis": {
                  "linecolor": "white",
                  "linewidth": 2,
                  "showgrid": true,
                  "showline": true,
                  "showticklabels": false
                },
                "yaxis": {
                  "linecolor": "white",
                  "linewidth": 2,
                  "showgrid": true,
                  "showline": true,
                  "showticklabels": true,
                  "tickfont": {
                    "color": "white",
                    "family": "Rockwell",
                    "size": 12
                  },
                  "ticks": "outside",
                  "title": {
                    "font": {
                      "color": "white",
                      "family": "Rockwell",
                      "size": 12
                    },
                    "text": "Close (USD)"
                  }
                }
              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig = go.Figure()\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Train Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Train Prediction')))\n",
        "fig.add_trace(go.Scatter(x=result.index, y=result['Test Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Test Prediction'))\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Actual Value'],\n",
        "                    mode='lines',\n",
        "                    name='Actual Value')))\n",
        "fig.update_layout(\n",
        "    xaxis=dict(\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=False,\n",
        "        linecolor='white',\n",
        "        linewidth=2\n",
        "    ),\n",
        "    yaxis=dict(\n",
        "        title_text='Close (USD)',\n",
        "        titlefont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=True,\n",
        "        linecolor='white',\n",
        "        linewidth=2,\n",
        "        ticks='outside',\n",
        "        tickfont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "    ),\n",
        "    showlegend=True,\n",
        "    template = 'plotly_dark'\n",
        "\n",
        ")\n",
        "\n",
        "annotations = []\n",
        "annotations.append(dict(xref='paper', yref='paper', x=0.0, y=1.05,\n",
        "                              xanchor='left', yanchor='bottom',\n",
        "                              text='IBM Stock Prediction',\n",
        "                              font=dict(family='Rockwell',\n",
        "                                        size=26,\n",
        "                                        color='white'),\n",
        "                              showarrow=False))\n",
        "fig.update_layout(annotations=annotations)\n",
        "\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RnJtSJkF-5n8",
        "outputId": "6320f3ff-cae0-4042-f0f4-4a5e4ed1bf99"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.series.Series'>\n",
            "RangeIndex: 3019 entries, 0 to 3018\n",
            "Series name: Close\n",
            "Non-Null Count  Dtype  \n",
            "--------------  -----  \n",
            "3019 non-null   float64\n",
            "dtypes: float64(1)\n",
            "memory usage: 23.7 KB\n"
          ]
        }
      ],
      "source": [
        "price_microsoft = data_microsoft['Close']\n",
        "price_microsoft.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P-97Xh37_Fss",
        "outputId": "822d6090-734b-4f9d-95b3-a9cddcfaf8b9"
      },
      "outputs": [],
      "source": [
        "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
        "price_microsoft = scaler.fit_transform(price_microsoft.values.reshape(-1,1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "khdQLW-c_MVk",
        "outputId": "95b4dd58-59f7-43ac-eb2a-124c79585350"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "X_train.shape =  (2399, 19, 1)\n",
            "y_train.shape =  (2399, 1)\n",
            "X_test.shape =  (600, 19, 1)\n",
            "y_test.shape =  (600, 1)\n"
          ]
        }
      ],
      "source": [
        "lookback = 20 # choose sequence length\n",
        "X_train, y_train, X_test, y_test = split_data(price_microsoft, lookback)\n",
        "print('X_train.shape = ',X_train.shape)\n",
        "print('y_train.shape = ',y_train.shape)\n",
        "print('X_test.shape = ',X_test.shape)\n",
        "print('y_test.shape = ',y_test.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "id": "-5BJUP9H_Xbs"
      },
      "outputs": [],
      "source": [
        "X_train = torch.from_numpy(X_train).type(torch.Tensor)\n",
        "X_test = torch.from_numpy(X_test).type(torch.Tensor)\n",
        "y_train_gru = torch.from_numpy(y_train).type(torch.Tensor)\n",
        "y_test_gru = torch.from_numpy(y_test).type(torch.Tensor)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "id": "_pUbuIwZAW2X"
      },
      "outputs": [],
      "source": [
        "input_dim = 1\n",
        "hidden_dim = 32\n",
        "num_layers = 2\n",
        "output_dim = 1\n",
        "num_epochs = 105"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "id": "iqb1Y_JyAbls"
      },
      "outputs": [],
      "source": [
        "model = GRU(input_dim=input_dim, hidden_dim=hidden_dim, output_dim=output_dim, num_layers=num_layers)\n",
        "criterion = torch.nn.MSELoss(reduction='mean')\n",
        "optimiser = torch.optim.Adam(model.parameters(), lr=0.01)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4XvFDOx4AeUk",
        "outputId": "e67163c0-1bb3-4c5a-b8bd-eb41a6f18e5f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "MSE: 0.00026080015231855214\n",
            "Training time: 8.244780778884888\n"
          ]
        }
      ],
      "source": [
        "hist = np.zeros(num_epochs)\n",
        "start_time = time.time()\n",
        "gru = []\n",
        "\n",
        "for t in range(num_epochs):\n",
        "    y_train_pred = model(X_train)\n",
        "\n",
        "    loss = criterion(y_train_pred, y_train_gru)\n",
        "    # print(\"Epoch \", t, \"MSE: \", loss.item())\n",
        "    hist[t] = loss.item()\n",
        "\n",
        "    optimiser.zero_grad()\n",
        "    loss.backward()\n",
        "    optimiser.step()\n",
        "\n",
        "print(f\"MSE: {hist[-1]}\")\n",
        "training_time = time.time()-start_time    \n",
        "print(f\"Training time: {training_time}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "id": "xV7v_Uv4AhCM"
      },
      "outputs": [],
      "source": [
        "predict = pd.DataFrame(scaler.inverse_transform(y_train_pred.detach().numpy()))\n",
        "original = pd.DataFrame(scaler.inverse_transform(y_train_gru.detach().numpy()))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        },
        "id": "CbgxWwLNAkJl",
        "outputId": "90aa2fa5-85e5-4e87-cc32-cdc2723f0ba6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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IpaSSgcpi9g9LpU2Ttd+XnZ0NwPpN7/vvv48XXngB165dw+XLl2XfRKrVajzzzDOYNGlSpe/hCbfffjseeOABKVvx0KFDsofV2rVr49NPP3VpBcTKvNeSD6yujm3Jc28k8AgAkZGRsm37PhcUFMBgMDgE0CMiIhAREeHSfezfd0Xv2ZWHelEUkZmZyeAjERFRNdWwYcNS9z/22GM4efJkhefbZ+Q5y/6LdQCyZ6GStdir8pr2q4IDcMgGrKjMTVUo+Tmk5D2LEyCKsxiLn3Hbtm2L5557DgsXLkR+fj6OHz+O48ePS+dFRERg4cKF0kyiV155BU8++SQOHz6MzMxM7Ny5U3afO+64A+++++4NP+sSkXMYfCTyE+PHj8fWrVul7cGDB7tcX6ZYaGio9M0hYP1m1xVlZUTar6RX/E2rPft99t8w9+jRAzt27MDx48dx8uRJXLx4EYcOHcKBAwdgNBrx1ltvoX///oiPj6/0PTxh1qxZePTRR/HXX3/h/PnzOH/+PH799VckJyfj6tWrmDNnjqzgd0Uq815LrmZ45coVtG3b1ul7NmzYUKrL+O677yI4OPiGinGnpaXJMi3t+6zVakvN3C3rz1d5wsLCkJaWBqDiP88lf0YTJ05ETExMme1DQkJc7g8RERH5h9K+YDx37pws8HjnnXdi5syZiImJgSAI6NGjh8PCJ65Qq9Wy7dIW4HNVydrcpV0zODhYtl387FSstOfNqlbyc0jJe5acPm3/PD9x4kSMHj0ahw8fxr///ouLFy9i165duHDhAjIyMvDcc89Jtc3j4uLw9ddf4+LFizhy5AguXryI06dPY8eOHTCZTNi2bRt69+4tK71DRO7DMD+Rn+jQoYO0Ui9gXWimsgICAmRTPb7//ntcvHhR1qagoMDhgcSZPhY7fvw4zpw5I22fPn1a9u1kcdvCwkKcPXsWCoUCbdq0wT333IMZM2Zg1apVUtDHYrFID4CVuYez7B/ayqt3WZrLly8jOzsbISEh6Nu3LyZOnIg5c+bg5ZdflvW3WMmHzoKCAodrVua9tm/fXvY+lixZ4vBerl+/7rAidLEHH3xQNlX6tddew8aNG0tt64zvv/9eep2bmytb7KZVq1aVvm5JnTp1kl7/8ccfsmnYAGAymaSs4Xbt2smmwKtUKkyePNnhv9tuuw1NmzZ1eFAnIiKi6i0zM1O2ffvttyM2NhaCIGDv3r03FHj0puDgYNkMpp9//lmWuVlcGsedAgIC0Lx5c2l7+/btsufgks+dxc+4169fR2pqKgICAtCjRw/cf//9+L//+z+89957Uttr165JtcVPnjwJi8WC+Ph43HXXXZg2bRoWLVqEPn36SO3LKwFERFWLmY9EfuTNN9/E+fPnoVKpXA6slTRlyhQ8+eSTAKzfMA4fPlxa7TopKQm//fYbXnnllVJrO5Zl7NixWLNmDQwGAywWC8aNGydbnbl4QRC1Wi1l02VnZ2PIkCFo0qQJ2rRpg5iYGOh0Ohw8eFA2NaT4W8/K3MNZ9pmkO3fuxIIFC6QpwCNGjCj33G3btmHRokVSDZno6Gjo9Xr88MMPDu8BsE4NUavVUhDwvffew8mTJ6FSqdC1a1e0adOmUu81LCwMo0aNkhZMOX78OIYOHYoBAwYgNDQUFy5cwM8//4zdu3c7BEAB67fk8+bNQ3p6Onbt2gVRFPHCCy8gMDAQgwcPdunnCVjrX547dw61atXCjz/+KD0QAtaaklVl8uTJ+OWXX2CxWGA2mzFhwgRptevU1FTs3r0bY8eOxcSJExEeHo6RI0dKC/MsWbIEx44dQ4cOHaDVanH9+nX8/fff+Oeff3D33Xejd+/eVdZPIiIi8n3x8fFQKBTSs9brr7+OEydOIDMz0yMBOncaNWoU3nzzTQDWBV3GjBmDW2+9FSdPnsSOHTuq5B5lPTePHj0ao0ePxqRJkzBz5kwAwNWrV/Hf//5Xttp1sfr16+PWW28FYF2VfMaMGejUqRMaNmyImJgYWCwW/Pzzz1J7tVotZbI++eSTyM3NRbdu3RATE4Pw8HBcunQJ//vf/6T2nN1C5DkMPhL5kUaNGqFRo0ZVcq077rgDZ8+exeLFiyGKIvLz87Fu3bobumZ8fDzeeustzJo1C4WFhcjMzJStZgdY68+88cYbDkWez5w5I8vss9e2bVt06dLlhu9RkUGDBklFtvV6vbQieJMmTSoMPgKA0WjE7t27sXv37lKPP/jgg7I+3nrrrdID04kTJ3DixAkAwMyZM9GmTZtKv9fnnnsOV69elWrbXL16FStWrHD2xwCVSoVFixZhwoQJOHLkCMxmM55++ml8/PHHLgfi+vbtK8t+LHbrrbe6vDJkedq3b49XX30Vc+bMgdFohNFoxObNm8ts/8ILL+DKlSv4888/AQB79uzBnj17qqw/RERE5L8iIyMxatQorF27FgCQmJiIDz/8EIC1XNC5c+cqtdCML7j//vuxY8cOHDhwAABktRP79OkjC85Vth6i/ewce8nJyQCsCxKeOHFCeq4t7XNATEwMFi9eLJvRY7FYsH//fuzfv7/U648bN062eE1KSoosEcBeeHg47rnnHuffFBHdEAYfiW5i06ZNQ58+ffDVV1/hwIEDSE5OhkKhQFRUFDp27OjS4ijF7rjjDjRr1gzLly9HQkICkpKSAFizCrt3746JEyfKAqhhYWF4+eWX8ddff+HkyZNITU1FTk4OAgICUL9+fQwYMAATJkyQPXi4eg9nDRgwAC+//DJWr16NS5culTk1uaxzCwoKcOjQIVy8eBHp6ekwGo2IiIhAq1atMHr0aPTv3192zmuvvYbg4GDs2rUL6enp0rfr9irzXrVaLT799FNs374d33//PY4dO4bMzExotVrUqlUL3bt3lz2YlSYwMBCfffYZ7r33Xpw/fx5GoxHTp0/HkiVLHFaSLs8HH3yAzz//HBs3bkRiYiJiYmJw99134+GHH66S+kb27rnnHnTs2BErV67E3r17kZiYCLPZjMjISLRt21Y2NTsgIABLly7F1q1bsWnTJhw/fhyZmZlQqVSIiYlBixYt0KtXr0plexIREZH/e+mllxATE4P169cjOTkZ0dHRuOOOO/D4449jyJAh3u5epanVaixZsgQffvghNm/ejLS0NNSpUwdjxoxB27ZtPZYZ+Nxzz6FPnz5Yu3YtDh06hIyMDKjVasTHx6Nfv34YP368bAHCTp064amnnsKhQ4dw7tw5pKWlobCwEKGhoWjWrBmGDRuGu+++W2r/zDPPYPfu3Th69CiSk5Ol57y4uDh0794dkydPdlikh4jcRxAru5wWERFRCd999x2ef/55afvUqVNe7A0RERERlVRQUFDqF9FvvvkmvvjiCwDWL6L37t1b6uKARESuYuYjERERERER0U1i/PjxqFu3Ljp16oS4uDhkZWVh165d2LJli9RmzJgxDDwSUZVh8JGIiIiIiIjoJlFYWIgffvihzHqIt956K5566ikP94qIqjMGH4mIiIiIiIhuEuPGjcP27dtx5swZZGZmQhRF1KhRA61bt8Z//vMf3Hbbbd7uIhFVM6z5SERERERERERERG6h8HYHiIiIiIiIiIiIqHpi8JGIiIiIiIiIiIjcgsFHIiIiIiIiIiIicgsGH4mIiIiIiIiIiMgtburVrtPScuDO5XYEAYiMDHH7fejGcJz8B8fKf3Cs/AfHyn+UHKvibXLO6tWrsXTpUqSkpKB58+Z46aWX0LZt2wrP27JlC55++mkMGDAAH330kbRfFEUsWrQI3377LbKzs9GxY0e88sorqF+/vkv94vPozYHj4Ds4Fr6B4+A7OBa+wx/Hwtnn0Zs6+CiK8MiAeuo+dGM4Tv6DY+U/OFb+g2PlPzhWrtu6dSvmz5+POXPmoF27dli+fDkmT56M7du3IzIysszzrly5gjfffBOdO3d2OPb5559j5cqVeOONN1CnTh0sXLgQkydPxtatW6HVap3uG59Hby4cB9/BsfANHAffwbHwHdVxLDjtmoiIiIiqtWXLlmHUqFEYOXIkGjdujDlz5kCn02H9+vVlnmM2mzFjxgxMnz4ddevWlR0TRRErVqzA1KlTMXDgQDRv3hxvvfUWkpOT8csvv7j77RARERH5lZs685GIiIiIqjeDwYDjx4/j4YcflvYpFAr07NkThw4dKvO8Dz/8EJGRkbjnnntw8OBB2bErV64gJSUFPXv2lPaFhISgXbt2OHToEIYOHep0/wTBhTdTCcXXd/d9qHwcB9/BsfANHAffwbHwHf44Fs72lcFHIiIiIqq2MjIyYDabHaZXR0ZG4ty5c6Wec+DAAaxbtw4bN24s9XhKSop0jZLXTE1Ndal/nqrbyfqgvoHj4Ds4Fr6B4+A7OBa+ozqOBYOPZRBFERaLGRaLpdLXEASgoKAARqOh2s3Xr044Tr5BoVBAoVBC8KeveYiIqNrJzc3FzJkz8dprr6FGjRpuvx8XnLk5cBx8B8fCN3AcfAfHwnf441hwwZkbYDIZkZWVDqOx4IavlZ6uuKEAJnkGx8k3aDQ6hIbWgEql9nZXiIiomoiIiIBSqURaWppsf1paGqKiohzaX758GVevXsXUqVOlfcXPCC1btsT27dsRHR0tXSMmJkZ2zebNm7vUPy44c3PhOPgOjoVv4Dj4Do6F76iOY8HgYwmiKCItLQkKhQJhYVFQKlU3lImlVAowm6vZn5pqiOPkXaIowmw2ITc3E2lpSYiJqcMMSCIiqhIajQatWrVCQkICBg4cCMAaTExISMC4ceMc2jds2BCbN2+W7Xv//feRl5eHF198ETVr1oRarUZ0dDQSEhLQokULANaMyb///hv33nuv+98UERERkR9h8LEEk8kIUbQgLCwaGo3uhq+nUilgMjGjztdxnHyBFkqlEunp12EyGaFWa7zdISIiqiYmTZqEWbNmoXXr1mjbti2WL18OvV6PESNGAABmzpyJ2NhYPPPMM9BqtWjatKns/NDQUACQ7R8/fjw+/vhjxMfHo06dOli4cCFiYmKkACcRERERWTH4WAZBUHi7C0Q3Hf7eERGROwwZMgTp6elYtGgRUlJS0KJFCyxZskSadp2YmAiFwrV/g6ZMmQK9Xo+XX34Z2dnZ6NSpE5YsWQKtVuuOt0BERETktwRRrG4zyZ2XmupYxNNoNCAtLRGRkXFVknnFjDr/wHHyDRX9/gkCEBUVUurvLvkWjpX/4Fj5j5JjVbxN/s3dv3v8HfcNHAffwbHwDRwH38Gx8B3+OBbOPo8yzYiIiIiIiIiIiIjcwueCjx988AGaNWsm++/222+XjhcWFmLOnDno1q0bOnTogOnTpyM1NdWLPSYiIiIiIiIiIqLS+GTNxyZNmmDZsmXStlKplF7PmzcPO3fuxPvvv4+QkBC89tprmDZtGtauXeuNrvqU119/Bdu2/QDA+jMLDQ1Do0aNMXDgbRgy5C6naxlt3boZixa9g+3bf3djb4mIiIiIiIiIqLrzyeCjUqlEdHS0w/6cnBysX78eCxYsQI8ePQBYg5FDhgzB4cOH0b59e5fuIwjO7fMn3br1xAsvvAyLxYL09HTs3fsnFi58B7//vgNvvPEuVCqfHHIiGUEo//fT339PbwYcK//BsfIfJceKY0ZERERE/sAnI1EXL15Er169oNVq0b59ezzzzDOoVasWjh07BqPRiJ49e0ptGzVqhFq1alUq+BgZ6VgUs6CgAOnpCiiVAlQqa6agKIooNFbuvZgMIgDXPx1o1YDg4qcKQRCg1WoQGxsDAIiLq4lWrVqibdu2mDbtEfz44xYMG3Y3vvpqFbZs2YSrV68gNDQMvXr1wbRpTyAwMBAHDx7AvHlzAAC9enUGAEye/BCmTHkE27b9gK+/XoNLly5CpwtA585d8OSTM1CjRg2X358vKh5v8h6LRYBCoUBERBB0Ol2Z7Ur73SXfxLHyHxwr/8GxIiIiIiJ/4nPBx7Zt22L+/Plo0KABUlJS8OGHH2Ls2LHYvHkzUlNToVarERoaKjsnMjISKSkpLt8rLa301a4tFgvMZhEmkwWiKOLlpTk4fdl8I2/LZc3qKTHngRCXApCiKEIURYdVm9u374zGjZvit992YOjQYQCAJ56Ygbi4Wrh27SreeecNLFr0PmbMeA4tW7bB448/g6VLP8FXX60HAAQEBMJksqCw0IjJkx9BvXrxyMjIwOLF7+HVV1/GggWLqu6NewlXu/YNZrMIi8WCjIw8qNWOEX9BsH7oLu13l3wLx8p/cKz8R8mxKt4mIiIiIvJlPhd87Nu3r/S6efPmaNeuHfr164dt27aVmwlVGaIIhw9apX3wqg7TmuLj43H27L8AgFGj7pP2x8XVwpQpU7FgwXzMmPEc1Go1goODIQgCIiOjZNe4885h0uvatevgySdn4MEHxyM/Px+BgYGeeSN0Uyjtd9OV4+Q7OFb+g2PlPzhWRERERORPfC74WFJoaCjq16+PS5cuoWfPnjAajcjOzpZlP6alpZVaI7IqCIKAOQ+EVHradWUz6ioz7bo81g8p1uvt378Xq1Z9iYsXLyAvLw9msxkGQyEKCgrKDfCePHkCX3zxGf799zRycnIgitb3df16Eho0aFhlfSUiIqqI8sxpWCIjIdaI9HZXiHzalRQzFGrPzuAhIiIisufzRe7y8vJw+fJlREdHo3Xr1lCr1UhISJCOnzt3DteuXXO53qMrBEGATuPZ/6oy8AgAFy+eR61atZCYeA2zZj2FRo0aY+7ct7B06Uo8/fRMAIDRWHaEVa/X45lnpiEoKAizZ8/FkiUrMG/eAgCAyVTJyCwREVEl7F36P9S4pTOCJozzdleIfFpOvgXPfpSNZz9I9nZXiIiI6Cbmc5mPb775Jvr164datWohOTkZH3zwARQKBe68806EhIRg5MiReOONNxAWFobg4GDMnTsXHTp0cGvw0d8dPLgfZ8/+i1Gj7sOpUydgsVgwbdpTUCissedff/1Z1l6lUsNslmdrXrx4AVlZWXjkkWmIja0JADh58h/PvAEiIiI7mmVfAAAC9v6BXC/3hciX5eSLMJuB5HSTt7tCRERENzGfCz4mJSXh6aefRmZmJmrUqIFOnTrhm2++kVZUfuGFF6BQKPD444/DYDCgV69emD17tpd77TsMBiPS0lJhsViQnp6OvXv/xMqVX6Jnz964/fahOHfuLEwmE9at+xq33NIbR4/+je+//052jbi4OOj1+ThwYB8aN24KnU6H2NiaUKvVWL/+awwbNhLnz5/Fl18u8dK7JCKim5nSwkAKkTOURXOczKwRSkRERF7kc8HH9957r9zjWq0Ws2fPZsCxDHv3/olhw26HUqlESEgoGjdugiefnIE77rgTCoUCTZo0xfTpT2H16uX49NPFaNeuIx5++DHMnWv7ebZp0w7Dh4/E7NnPIysrC5MmTcHkyQ/jhRdm47PPPsK6dV+jadPmeOyxJ/Hcc0978d0SEdHNSCHaZecXL/tMRA6UCuvvhpnRRyIiIvIiQRRv3vUSU1NzHFaLNBoNSEtLRGRkHNRqzQ3fo7ILzpBncZx8Q0W/f4IAREWFlPq7S76FY+U//HGs/uk+Bn3PbQUApFxIAgIDvdwjzyg5VsXb5N/c+buXnm3B1HeyoFAAa1+J8Jvf8erIH/+ura44Fr6B4+A7OBa+wx/HwtnnUZ9fcIaIiIjInv20ayG36qs+Xks149QlTu0m/1c87dpiAW7ifAMiIiLyMgYfiYiIyK8EGXKk10Je1Qcfn/ogGy8vzcGVZHOVX5vIkxR2T/oWTvAgIiIiL2HwkYiIiPyGKIry4KMbMh+LHf7X6LZrE3lCcc1HADAz+EhERERewuAjERER+Q1zgRF1M89J24qsTLfdK7+A01TJv8kyH/nHmYiIiLyEwUciIiLyG0d+P4cAU760nbX7L/xx1OCWexlNjNaQf1Ny2jURERH5AJW3O0BERETkrJN7r+I2u+09O67gi5w0RIREoWV99Q1fXxRFqMwGLNr4X2h314BlwAYolPyulvyT/R9ds0UEIJTZloiIiMhd+DRNREREfiPj30TZ9ui/P8PmpW1g+W5TlVxfFIE2ifvQPPlvNDj6G5547TI27S6okmsTeZpgF2tkzUciIiLyFgYfiYiIyG9E5ic77NNYDOj3xqQqub7ZAjRNOSZtB6Vew+qf9VVybSJPEwRBqvvIaddERETkLQw+EhERkd8I06cDAPSqALdc32wBQgqzpG3710T+SMngIxEREXkZg49Upv/+9y58881XTrf/668D6NWrM3JyctzYK88q+Z62bt2M22+/9YauWRXXcNalSxfwn//chvz8PI/crzwPPTQRv/++w9vdICI/F2iy/n2WGhTncGz1T/nY/MeNTZG2WACVxShtN08+jLbX9t7QNYm8qTjz0czlromIiMhLuOBMNdCrV+dyj0+aNAWTJz/s8nU//3wFAgKczyxp06Ydvv9+O4KDg12+lyv++usAHn/8EWk7IqIG2rZth0cffQK1a9dx670HDBiEHj1ucbr9f/97F0aNuhejRt1X6WvciE8++RAjR45CYGCQtE8URWzevBFbtmzC+fPnIIoWxMbGoXPnrvjvf0ejTp26AIClSz/FsmWfAwAUCgWioqLRrVtPTJ06DaGhYdL1evXqjHnzFqBPn1tl93799VeQm5uD+fPfAQBMmDAZH3zwLvr06QeFgt97EJHrLBYRWqN1CnRaUAzqZp2TjhnVOmz6oxAAMLSHFgpF5RbWMFtEKC0mafuRhHkAgPTn/4K5YePKdp3Ia5QKAYDImo9ERETkNQw+VgPff79der1jx89YuvQTfPXVemlfQECg9FoURZjNZqhUFQ99RESES/1Qq9WIjIxy6Zwb8dVX6xEYGIQrVy7hrbdex6xZT2P58jVQKpWydq6854potTpotTqvX8MZSUlJ+PPPXXjqqWelfaIo4pVXXsSuXTsxfvwkTJ/+NKKiopGamoL//e83LF++FC+++IrUvkGDhnj//Y9gsVhw4cJ5zJ//KvLycvHqq/Nd7k/37j3x5ptzsWfPn+jZs1dVvEUiusmYLYDOmA8ASA+MkR3LCK+Fjld2Y+SRpTBO/hjaeo6Zkc7ewz7zsZhq314GH8kvcdo1EREReRvTj5whikBenmf/E52fGhMZGSX9FxwcDEEQpO2LFy9g8OA+SEj4Aw88MA79+vXAkSOHcfXqFTz33NO4667BGDSoNx58cDz275dPKys57bpXr87YvHkjnn9+BgYMuAVjxtyN3bt3SsfLmqK8d28Cxo79LwYN6o2nn56O1NRU6RyTyYT3338bt99+K4YMGYCPPlqEuXNn4/nnn6nwfUdE1EBUVBTat++IiROn4MKFc7h69bLUj5Lv2WKxYOXKZbjnnv+gf/9bMGHCvfjtt19k10xI2I0xY0agf/9bMH36w0hKkq+qWtqU6d27/4cHHxyP/v17YujQAXj++RkAgGnTHkJSUiIWLXoXvXp1ljJUS7vGhg3rMGrUMNx6a3fce+8IbN++RXa8op99aX799Wc0btwU0dG2D+g7dvyEHTt+wquvzsPEiQ+ides2qFmzJlq3boNHH30cL7wwW3YNpVKFyMgoREfHoEuXbujXb6DDnxNnKZVKdO/eEzt2/Fip84mIzGZAZyrKfAyMlh3TFuZjweax6HHxV4Q991Sl72Gddm1y2K/IZu1H8k/FScCcdk1ERETewszHiogiwu8cDHUlAy6VZezaHZmbfwSEyk0bK+mTTxZj2rQnUKtWHYSEhOD69evo3v0WPPTQo1CrNdi+fQtmzXoaX321HjVr1izzOsuWfY6pU6fjsceewLp1X2POnJewfv1m2TRcewUFBVizZiVeeulVCIICr732Ej788H3Mnj0XALB69XL89NN2PP/8bNSv3wDffrsGu3b9jo4dy59KXpJWqwUAGI22D4wl3/PKlcvw00/bMGPG86hTpy7+/vsQXnvtZYSHR6BLly64fj0JL744E3fffQ+GDbsbJ0+ewOLF75d73z//3I0XX3wW48c/gP/7vzkwGo3Ys+cPAMC8eW9j4sT78J//3I277hpe5jV27vwNCxcuwOOPP4POnbvizz93Yf78VxETEyv7Obj6sz9y5BCaN28h2/fLLz+iXr149OrVt9RzhHL+vCUmXsO+fQlQq9VltqlIy5atsGrV8kqfT0Q3N5NZlIKPJTMfNYW50mv12TOobOXHktOuJdcdV9km8ge2mo/e7QcRERHdvBh8dEYVBQC96cEHH0aXLt2l7dDQMDRp0lTanjJlKv73v9/wxx87MXLk6DKvc8cdd2LQoNsBAA8//BjWrVuLf/45ju7de5ba3mQy4dlnX5BqMY4YMQpffrlEOr5+/TcYN24i+vbtBwB46qmZSEj4w6X3lpqairVrVyI6Ogb16sXj6NFMh/dsMBiwcuUyvP/+R2jdui0AoHbtOjhy5DC+//47dOnSBRs3rketWnUwfbo1Y6Zevfo4e/ZfrF5ddrBsxYovMGDAYFlNzeKfa2hoGBQKBQIDA8udjr527UrcccddGDHinqL7xuP48WNYs2alLPjo6s8+KSkJzZu3lO27fPkS6tWLl+1buPAd/PDDRgBAcHAINmzYKh07d+5fDBrUG2azBQaDtZZa8c+nMqKiopGcfB0Wi4V1H4nIZSa7addxrWsBe2zHtAbbwlouTB5wUNa0ayQz+Ej+qbjmIxMfiYiIyFsYfKyIIFgzEPPzK3W6SqWAyVSJr5oDA6s06FkyCJWfn48vvvgMCQm7kZaWCrPZjMLCQly/nlTudRo1aiK9DggIQFBQEDIy0stsr9PpZIvAREZGSe1zc3ORnp6Gli1bSceVSiWaNWsBUaz4ZzZixBCIooiCggI0btwUc+e+JcvKs3/PV65cRkFBAZ566jHZNYxGI5o0aQYAuHDhvKwvANC6dZty+3DmzKlysxqdceHCBfznPyNk+9q0aYdvv10r2+fqz76wsAAajabC+48f/wBGjhyFnTt/xcqVy2TH6tWLxxtvvAuDoRA//rgNZ86cLjc4XRGtVguLxQKj0eCRupdEVL1Yp11b/z02RUTKjinsI47GUoKHTjIYS592jeSUSl+TyJukmo9m7/aDiIiIbl4MPjpDEICgoIrblUalsKZqeJlOJ1+1+sMP38f+/Xvx2GNPok6dutBqtfi//5slm7ZcmpKLtgiCALGcFBNX27viww8/R1BQMCIiImSrORezf896vXWa3ltvvS+rgQjghqYRezKA5urPMjw8XKq/WaxOnbq4dOmibF9ERETRfzVKuadaWv166tTpePbZJ7Bs2eeYMmWq1CYwMAh5ebkO5+bm5iAoSL7yeXZ2NgICAhh4JKJKMZlFBBmLJlQHBuF4bAe0un6olIbl/1tWnvQcCwJKq/lYwZdzRL7KNu2aqY9ERETkHZz3eJM6evRvDBlyF/r27YdGjRqjRo1IJCVd82gfgoODUaNGJE6c+EfaZzabcfr0SafOj4urjdq165QaeCypQYMG0Gg0uH49CXXq1JX9FxtrrXFZv34DnDhxXHbe8ePHyr1uo0aNcfDg/jKPq1RqmCsoslS/fn0cOfK3bN/Ro3+jQYMG5Z5XkSZNmuHChXOyfQMH3oZLly5i167fK3XNCRMmY82aVUhNtWUA1asXj1OnTsjamc1m/PvvGdStW0+2/9y5s1KmKRGRq4x2mY9iUCCe/s9ajLp/L/LUwSUaVj7zMTvPAmUp067ViVcqfU0ib1Ky5iMRERF5GYOPN6k6deph585fcebMKZw5cxpz5rwIixe+ER85chRWrVqGXbt+x6VLF7Bw4QLk5GQDqNo6m4GBQRgzZhw++OBdbNv2A65evYJTp05i3bq12LbtBwDAsGEjceXKZXz44UJcunQBP/20Hdu2bS73upMmTcEvv/yIpUs/xYUL53H27L9YtepL6XhcXBz+/vsvpKQkIzMzs9Rr3HvveGzbthkbNqzD5cuXsHbtKvzvf79hzJhxN/Seu3btgWPHjsJsts2zGjjwNtx66wDMnv0ili37HMePH0Ni4jUcOnQQO3b8DIVCWe41W7dui0aNGmPFii+kfaNH34fNmzfiu+++xeXLl3DmzCm89dbryMnJdpiS/vffh9C1a3cQEVWGvlCUaj4KgYEwqnRIDa4JvTpQ1k5ZqK/0PUSx9GnX6oy0G8qoJPIWRdFy1xYGH4mIiMhLOO36JjV9+lOYP/9VPPLIAwgLC8fYsROQl5dX8YlVbOzYCUhPT8PcubOhUCjxn//cja5de7hlMZIpU6YiPDwCK1cuw7VrVxEcHIKmTZtj/PhJAICaNWti7ty38MEH72L9+q/RokUrPPTQY5g//9Uyr9mxY2e89tob+PLLJVi16ksEBQWhXbsO0vHJkx/B22/Pw+jRw2EwGLB79wGHa/TpcyueeGIG1qxZiYULFyAurhaef/5ll1f8Lql7955QKpU4cGAfunXrAcA6VfvVV+dj06YN2Lp1M776agVMJhOio2PQqVNXpxaTGT36PsybNwdjx05AbGxNDBp0O0QR+Prr1fjkk8XQ6XRo1qw5Fi/+HDVq2GqypaQk49ixI3j55ddu6H0R0c0rT29BoNH6b5Ul2JbtqFcHA7AtCKPOz0FymhExka6X1RBFQGU2lHrMmJYFdWxkqceKFRSK0KhtAR8ib5NqPnLWNREREXmJIFZVAT4/lJqa47AiptFoQFpaIiIj46BWV7xYR0UqveDMTcpisWDs2P+if/9BsrqC7lZdx2n9+m/wxx//w7vvLvZ2V/DRR4uQk5ODWbNeLLNNRb9/ggBERYWU+rtLvoVj5T98cawO/2tETLgCtaLk2dh7DmbhrjusdWhXrzmLpf+zfoe6eP1wtEyW1368c/IxLPy/OggNcu3LrN8OFaLFhDvQJsnxy6JrDTpAvXdnmecmpZnx++OfoZE6A12+fMGl+zqj5FgVb5N/c/fv3gufZePsVTNmjQ1Cx6Y3/mxLleOLf9ferDgWvoHj4Ds4Fr7DH8fC2edRZj6SVyUlJWLfvj1o374jjEYj1q//GomJ1zBo0O3e7lq1MGzYCOTm5iA/P8+p2pjuFBFRA2PGjPVqH4jI9529asL8ldZFrL6eEyE7lnc9W3qtDA0GYF185npIbYfgo9akx4UkM9o2cjGTvoxp1wBQ6/whlLfm9daEAsz6eRYAIP3fe2Bu3MS1exO5AWs+EhERkbcx+EheJQgCtm3bjA8/fB+iCDRs2Ajvv/8R6te/scVWyEqlUmHChMne7gYA4N57b6yGJRHdHC4kmcs8lpNsDT4atIHo0EwL/GALPpakMxXAVPalymSt+VjOgjV6PRAQUOohQZ9ve52V6frNidxAyZqPRERE5GUMPpJXxcbWxMcff1FxQyIiuikoFUCDtJPocPVPwPwkoLRNvRZycwAAxsAQ1AhV4MOnwpCWbcGBY3UcrhOVmwSjqYXL9xcBKMvIfAQA3YZ1KLjvftm+3HwL/jhmgDHdlpl56fs/UatTF5fvT1TVisuPMvORiIiIvIWrXRMREZHPUCqApd/chml/zIH691/lx/Ks07GNAdbFZqLCFQgLEpARGO1wnYXf34PodcuRmFJOFmNpypl2DQCKK5cd9r37TR6+2KLHqX8ypX3tPnnJtfsSuUnxGn4WrjhDREREXsLgYxlu4nV4iLyGv3dEZJ91GPzCs/Jj+dbgoynAttK1SikgU1f6CtTdFj+DJu3qwvDOB07fX0T5065Nx0857Lt0IhXztkzEHSe+dvo+RJ7Cmo9ERETkbQw+lqAsmt5lMBR6uSdEN5/i3zulkhUhiG5WCn2e9Fp1/pzsmKo4+BhoF3xUATm68DKvF2DKR+03X3T6/qIoD4D+3GQ4Ft8yW9pWpiY7nDNp/zvofuk33Hv4E6fvQ+QpCtZ8JCIiIi/jJ/wSFAolAgKCkZubAQDQaLQQBKHS17NYBJjNzObydRwn7xJFEQZDIXJzMxAQEAyFgt+LEN2Mju1NxNDhzcs8ri4KTJoDg1FcCVKlBIwKdZX2ozjzcerITTgV3RYQBFwNi8f8rQ9AyMpyaB+bc7VK709UlYrLpjLzkYiIiLyFwcdShIbWAAApAHkjFAoFLPyq2edxnHxDQECw9PtHRDef3Qt/Qj/YvghKCaopO67Oty7oYg6ST7s2Kasu+Cja1XwsUAUARV9AZumsfzcpszMdzlGbHWdL/FW7J+pWWa+IKs827ZpfshIREZF3MPhYCkEQEBYWiZCQCJjNZRedr/g6QEREEDIy8sBSdr6L4+QblEoVMx6JbnIK0SzbtghKHDhhQIt4FUICFVLmoyU4RGqjUQGmKsx8FCFCabH2w6ywPSblaUKtfcx2zHzUmgpk27sb3IZXBn+MNVXWK6LKK17tmt+xEhERkbcw+FgOhUIBhUJT6fMFAdDpdFCrjQxq+TCOExGRbwgw5su2daZ8vLM2D3VjFFjwWBg0Bdaaj/aZjwqFgP49goAV1u0ClQ66EsFAl4i2IKhFUEq7c7RhAABNfg5Wbs1By0ZadGpmfUbQlMh8vBJWHxaFEuRbVq9ejaVLlyIlJQXNmzfHSy+9hLZt25ba9qeffsInn3yCS5cuwWQyIT4+HpMmTcLw4cOlNs899xw2bNggO69Xr15YunSpO9+Gy1jzkYiIiLyNwUciIiLyCUGGHNl2WEEGGqadwDm0AAAUpluPi0EhsnY1IrTS63x18A0FH0UAgmiN0pgFWzZ2rjZUer1zZyp+2BuOr+doYDSJ0Jjkwcf0wJhK35/cY+vWrZg/fz7mzJmDdu3aYfny5Zg8eTK2b9+OyEjH1dLDwsIwdepUNGzYEGq1Gr/99hteeOEFREZGonfv3lK73r17Y/78+dK2RlP5L63dhatdExERkbdxjiMRERF5ndksIsBonVadoYvE2RrWhWfuOPENAODIWSPqZ5wGAIjBwbJz1QG2adcF6kCHa5vUWod9ZRFFQFkUfBQFhRS4MSk10KsCAAC3nVontb903eyQ+ZinkfePvG/ZsmUYNWoURo4cicaNG2POnDnQ6XRYv359qe27deuGQYMGoVGjRqhXrx4mTJiAZs2a4eDBg7J2Go0G0dHR0n9hYWGeeDsuYc1HIiIi8jZmPhIREZHX5ReKCDJYp1VvbTEGmQGReOzPVzHy6BfY2WgIjpy5BU8lWQM/SshrQ4p22WZ6VSnBR43Opb4UZz5aBAXUKuCOzlr88GchAkx6AMCjf76G9lcTgNnrYBEdp13nqxl89CUGgwHHjx/Hww8/LO1TKBTo2bMnDh06VOH5oihiz549OH/+PGbMmCE7tm/fPvTo0QOhoaHo3r07nnzySURERLjUv6I1jdymeLVri+j+e1HZin/2HAPv41j4Bo6D7+BY+A5/HAtn+8rgIxEREXmdvlBEgNEafMzXBCEjMEo6tmjjf/HWwH+l7YCkK7JzBZWtvmJpmY9mFzMfFbLgo4D7bwtEVJgC+NjWrufFX5CzdjXMt9wLo1I+1VavDnL6fuR+GRkZMJvNDtOrIyMjce7cuTLPy8nJQZ8+fWAwGKBQKDB79mzccsst0vHevXtj0KBBqFOnDi5fvox3330XU6ZMwddffw2l0vman5GRIRU3ugGBgUYABmi1GkRFufdeVDF3jzc5j2PhGzgOvoNj4Tuq41gw+EhEREReZzRBynzM1wQjM0AeKNLl21aZzhw6ElF2xxQKWxWZPI3jw5pJE+B0P0QAyqIFZ0RBgeK4pkbt+LWu8uQJmHqIDqtt52uCcUubqluBm7wjKCgIGzduRH5+PhISEvDGG2+gbt266NatGwBg6NChUttmzZqhWbNmGDhwoJQN6ay0tBy3LnhnKDQCAHLzDEhNzamgNbmLIFg/TLp7vKliHAvfwHHwHRwL3+GPY1Hc54ow+EhEREReZzTZaj7mq4ORpZNPXQ1Ls2U7FnbsKjtmF3vElcjGSAmqiaEnv5b2mbTOBx9hVxfPLCjRINYafQwOcAw+CteuwWwGdCVW6Z71cCzUHZn96CsiIiKgVCqRlpYm25+WloaoqKgyzrIGtePj4wEALVq0wNmzZ/HZZ59JwceS6tati4iICFy8eNGl4KMowq0fMOxrPvrLB5nqzN3jTc7jWPgGjoPv4Fj4juo4FlxwhoiIiLzOaLatdp2vCUaWrobseO6lZABAUkgdWbARABR2ccFAUx7e6feW7LhLNR8ttnqSXVtp8cgwaxAxJNAx+Jh75jLMFkBnkgcfdVFhEPypWE81p9Fo0KpVKyQkJEj7LBYLEhIS0KFDB6evY7FYYDAYyjyelJSEzMxMREdH31B/q1rx74uFq10TERGRlzDzkYiIiLzOaBIRWDTtumZ8KBIQIzuuv2bNWstTBzt8EywPRpYS9HNllV+zLULz0PBgiKHWiwcHOH5fq0u+BrNZhM6ol+0Xg6tfnR5/N2nSJMyaNQutW7dG27ZtsXz5cuj1eowYMQIAMHPmTMTGxuKZZ54BAHz66ado3bo16tWrB4PBgJ07d2LTpk145ZVXAAB5eXlYvHgxbrvtNkRFReHy5ct4++23ER8fj969e3vrbZZKWRSdNzP4SERERF7C4CMRERF5ndEEBBZNu46qGw7LVSXORzRFg4zTAIDQwkwA1qzIIJ08wKgQgPf6vI5hx1bg6x5PAADmDP4Is396FIBt9WpnCHaZj7BbNESnAT7vNgtT9r4p7QvKSIKloBAaizwbTgzmate+ZsiQIUhPT8eiRYuQkpKCFi1aYMmSJdK068TERFnt0Pz8fMyZMwdJSUnQ6XRo2LAh3n77bQwZMgQAoFQqcfr0aWzcuBE5OTmIiYnBLbfcgieeeAIajabUPniLbdq1d/tBRERENy8GH4mIiMjrrJmP1mnXfW6JxKffAPMHvIfP1lkX9QjTpwOwBh9rBsuzEBUKAZtbjcPmVuOs06PzRexsNBTP3rkKb/8wTh5QrIjd3FRRsN1HpxGwpsNUpAbF4p6/l6Bx2j9QWMzQXbngeA2t86trk+eMGzcO48aNK/XYypUrZdtPPfUUnnrqqTKvpdPpsHTp0irtn7sUlyWwuJIBTERERFSFWPORiIiIvM5oEqXMR01kKLq1VOPf6NZIDbROvw4tzAAAhMWFOZxrX/PRvtSipSh4KLhS7M5+Trdd5qNWLQCCgJ+bjcRDo7YhPcBa10+bdNn5axN5AWs+EhERkbcx+EhEREReZ8nLh1K0ZiiKwcHS6tJmhRoAEGHIBGCdkl2Sfc1H+wnZUvDRlWnXZrssSbsLa9Tydtk6az90SVedvjaRN7DmIxEREXkbg49ERETkdWJOru11YBBG9AkAAJgU1goxIQXWzEcxxHExl7IyH0Up+OjCdFP79DC74GPJ1auzteEAAPVVZj6Sb2PNRyIiIvI2Bh+JiIjI64Qca73HAl0woFAgKtz6iGJUWlMOQ/RFwcdSVpK2z3zs3c622Idt2rULNR/NJttru2nXABBgV8qxQB1obXLNGnw8H9EUcwZ9iEn3/er8vYg8QFH0x5g1H4mIiMhbGHwkIiIirxOKMh8NWvlK0cXTrkMLMgEAYnCQw7n2iY3/uUWHGfda21Sm5qNsinaJbMf3ptvqTRpUOgCApmjadWZADexsfCcuhTdy+l5EnsDMRyIiIvI2Bh+JiIjIqwoNIn7/XyoAwBBgCz6OGxwgTbvWFS1GA53O4XyTXWKjTiOgS3Nr9mNx8BEu1HwsjtBYFEqHQxEhtsemgqLgY2j2dQBArtZxIRwiX6AoCqIz8ZGIiIi8hcFHIiIi8ppfDhRi1eQv8d6mMQAAAbYIScemalvw0VRgPa7ROFzDPqNLVRQzfPOREESEWTcUrky7LgpUFteLLOnNR0Lw6N2BKFRag48heWkAAL3amm0ZGcpHK/ItUuajC78GRERERFXJp5+QP/vsMzRr1gyvv/66tO/+++9Hs2bNZP+9/PLLXuwlERERVda2lcfw3I9PSNuRSWel14Jgm3Yt7dM5Bh/ta9kpilafqR+nQutG1rauLDhTPEW7rOBj/TgV+rTTwKC2Bh+DC7Ot/4+yBh8Hd9WWeh6RtxTXRGXNRyIiIvIWlbc7UJYjR45g7dq1aNasmcOxUaNG4fHHH5e2AwICPNk1IiIiqgJms4h3vx8t23e8772IKXqtUABGhfxRRdBoUDKEYiojo8siFJ3rSs3HoixJi6Ls72cFQYBJI3/2aNg4FB8+HYbIUKGMs4i8gzUfiYiIyNt8MvMxLy8Pzz77LObOnYuwMMcaSjqdDtHR0dJ/wcHBpVyFiIiIfFmuXkRYQYZs385J86XXCgEwlsx81DpmPtaLdazPCACC0hoIFFyp+ViUHVZW5mMxo1pee1IMDEJUmAKCwOAj+RZlUTawCzF4IiIioirlk5mPr776Kvr27YuePXvi448/dji+efNmbNq0CdHR0ejXrx8effTRSmU/uvvzQfH1+TnEt3Gc/AfHyn9wrPyHV8ZKFAFBQIFBxOno1mh1/RAAYHuze1Cg1El9USoEh2nXCq0GYom+1opSYu6UEIQHC/L3oShe7drs9PsrznwUFcpyzykZfERQoMefK/j7Rc5QMPORiIiIvMzngo9btmzBP//8g3Xr1pV6/M4770StWrUQExODU6dOYcGCBTh//jwWL17s8r0iI0NutLs+dR+6MRwn/8Gx8h8cK//hqbEyzXkNyo8WQ/jjD2QF1YPCYF3F+pm7VuNQnV4YH65FVJS1L6LShOQS067DY8MhRDn2NSrK8V7aIGuAUAFRumZFAjRFWZQKRbnnmLXyLz0DoiMQ7uQ9bhR/r8gVUs1HF2qfEhEREVUlnwo+JiYm4vXXX8cXX3wBrbb0gu2jR9tqQzVr1gzR0dGYOHEiLl26hHr16rl0v7S0HLjzOUwQrB8Q3H0fujEcJ//BsfIfHCv/4cmxSs2yoPkr1kXi8l5+FUkzFqKx0Rp8zNdYA2q3thOQmpoDAMjItsCklGc+ZunNMBUdr0hBYVExSItFumaF5+RbV9W2CIpyzzGo5cFHvaByul+VVXKsireJysOaj0RERORtPhV8PH78ONLS0jBixAhpn9lsxv79+7F69WocPXoUSqW8rlO7du0AABcvXnQ5+CiK8MiHYk/dh24Mx8l/cKz8B8fKf3hirPYf1aN50euCQhEFBhEBxlwAQEhsCGbeG4QgnULqh3W1a/mjiqjVOt3P4rqNgsXi/HsrXu1aoSj3HJOmxLTrwCCP/Vnn7xW5gjUfiYiIyNt8KvjYvXt3bN68Wbbv+eefR8OGDTFlyhSHwCMAnDhxAgAQHR3tkT4SERFR5RjPXZJeK1NTUGiwILAo83HWw3GwxMkXk1EIgKlk8DEk1Pkb2tV8dJqTC84U6EpkHAYHOn8PIg9izUciIiLyNp8KPgYHB6Np06ayfYGBgQgPD0fTpk1x6dIlbN68GX379kV4eDhOnTqF+fPno0uXLmjevHkZVyUiIiJfUHA9TXqtun4NxtwCqCwmAIAYHOzQ3rratTwgKYY4P81YLA4+urDatf2CM+U5V78rTAqV1H/UiHT6HkSeZJt2zXRZIiIi8g6fCj5WRK1WIyEhAStWrEB+fj7i4uIwePBgPProo97uGhEREVXAkG5XEzEzC5Zs27YY5Bh8LG3atcWVzEdlcfDR+aCLUDztuoLMx8KgMPwd1w2drv5hvVWrZs73i8iDimZdc9o1EREReY3PBx9XrlwpvY6Li8OqVau82BsiIiKqLEtOrvRazMiEmGUNPhZqAm1zQ+0oFAIKVLaFXTJ1NYBAF6Y3FwUQFS5Nu7a2tZTSH3v5hSL+rD9ICj4KoS4ERYk8iDUfiYiIyNt8PvhIRERE1YM6P096HWTIgZidDQAw6ByzHgFr5qNebQs2Xg2LR4wgOH2/yky7liI0FWQ+Xk+34PvW9yMyPxkXGnXFFOfvQORRxRUEWPORiIiIvIXBRyIiIvIIZYEt81EBEZrkRACAMbD0Oo4KAdCr7QKTAQGltitTJYKPCqnmY/nBRwCwKFRY0n0WADD4SD6LNR+JiIjI2yp+siYiIiKqAhp9rmxbe/0qAMAYUHrmo6JE5mN4ZGWDjyIgiigwiMiY+RpChw+FcP166ecU13ysYMEZe43rON+WyNM47ZqIiIi8jcFHIiIicjtRFKEuyJft0yResR4rZaVroHjadZC0bdHqXLunffaixYLt319E0y/fhvbPXQhY+mnpJ0kLzpQ/vbtOtO3aT/w3qJyWRN5VvOAMp10TERGRtzD4SERERG5nMgMBRnnmY1CKNfOxrOCjQiEPPoparWs3VdpVl7FYcPL3M7Zr/76z1FMEJzMfZ40NxuAuWix8IhQxEcx8JN9VHIPnrGsiIiLyFtZ8JCIiIrczW4AAozzzMTzzGoDyMh8FFGpt065FFzMfZYvGWCxoKKTYrpWcXPo5UvCx/O9nYyKUmHynCytvE3kJaz4SERGRtzHzkYiIiNzOYgHUZoNsX0SmNfPRElT6gjMAYAmwm9LsYuajqLBNnd5zrACWq0m2Y5lZpZ4jFC84U8Fq10T+gjUfiYiIyNv4ZE1ERERuJ4oiVBajbF+NLGvmI8rIfAQAo86u5mNQ2e1KZZe9+PH6HETl2xaZ0elzANExE6x4ZWxnVrsm8gcKKfPRu/0gIiKimxefrImIiMjtLCKgNsuDjwpYg39lTbsGgBSTbYVrl4OPSlstRoVoQUzOVdsh0Qzk5TmeYy5ecIaPSFQ9FE+7tlisXwIQEREReRqfrImIiMjtLBZAaTEBADICIuUHQ8qedl2osgUfEeRajUX7AKLKbMSAfzfJjitysh3OsWU+chEZqh7sk3gZeyQiIiJvYPCRiIiI3M4iAmqLteZjdqA8+CiElR18jKxpCzgqVK4FBAW7qEvT1GOOx7Mc6z4KTi44Q+QvlHa1Tzn1moiIiLyBT9ZERETkdqJoy3zMCY6SHVOUk/nYrWOo9FoIcHG1a7sAYnPLFQDA8diOuBZaz3q9zEzHc4oWnAGnXVM1YR9HZ/CRiIiIvIFP1kREROR21tWurTUfjUqN7JgqLqbM8zQau0eVcmpDlkohwAJr1lfNwmQAQFpgDK4H1wIAKC9dcDjFlvnIaddUPSjtfoW44jURERF5A4OPRERE5HYWu9Wur6ujZceUdePKPE+jsgUQC7t0d+meAmx1H1WGfABAREwgrofUAQAoEq85nlS84IzdVFUif6aUZT6y6CMRERF5HoOPRERE5HYWC6Tg466Gt8uPNWxU5nkaNfDfCQcwYcyvEOvWc+meggBYioKP6kK9dadOhwK1tY6koM93OMdktE67FpTMfKTqQbCLo3PaNREREXmDytsdICIiourPIgKqopqPBqVWflAoO8tQoxKQGRiFzMAoqCvx1GJSqKC2GKEtyAUAqIJ00GcVTfvO0zu2N1j7KCj5/SxVD4IgQKGwfgHAaddERETkDXyyJiIiIreziIDKbF3t2qhUY2Or+wEA+8Y8V+559otlqJSuTYVWCLZAp06fDQBQB+lQqAoAAGRcz3U4R5ln3Se6Wl+SyIcVx9IZfCQiIiJvYPCRiIiI3M467dqaVWhRqvBxz//D48PX4fh/Hy/3PPukSJczHwXAqLIGHwMKrMFHbWgACtTW4GOdjV/CdOgI1GvXWJfjBmDJzLL+PzTMxZsR+S5lUeCeNR+JiIjIGzjtmoiIiNzOfsEZaDQwqnQ4FtcFrVF+bUX74KOrM6EFCFLmY0BBjnWnTovwAFsAJu62XgCAjHp1cb1VT1gyrUFKkcFHqkaKf3dY85GIiIi8gZmPRERE5Hb2C850axso7a8oGGK/6LTCxRWoBbtp18H6DOvOgABsixnk2PjKNfx12oiQQmvmI8IZfKTqQ1n0u8Np10REROQNDD4SERGR24kioDJbg4+De9rqKQZoyg8oais4XpHi4GOYPt26IzgYOVrHwKI5OAQBWgER+akAACEm5obuS+RLpJqPnHVNREREXsBp10REROR29qtdK3QaPHhnIA6cNGBAZ22557WMV6FHazVqR5U/Pbs0ggAYimo+qosWu0FoCPI1jovJiIWFCNACEXpr8NEUxeAjVR/FWcOs+UhERETewOAjERERuZ3FAqiLaz6q1RjURYtBXcoPPALWoMmT91Ru5WlBAIwKtXxfYCAMSi1MCpUUDAUA6AugVgkILwo+htaPAWeoUnWhLIrds+YjEREReQOnXRMREZHbWUQRSrsFZzxBoQDMCvn3rObmLQBBQL46SLZfLCiAxSxKmY+IZeYjVR+s+UhERETexOAjERERuZ3ZYIZStEY+RJW6gtZVQyEAZsE2Xdug1AINGwIA9OoS2ZSFBliMRuhMBdY+hod7pI9EnmBb7ZrTromIiMjzGHwkIiIit7FYRFxONqMwR2/bqfVc5qPFLvPxt0Z3QlsU9yyZ+YiCAqRfz5c2RV2AJ7pI5BFKJTMfiYiIyHsYfCQiIiK3+WJLPmZ8mI1ffrgEADCodRCDKlfD0VUKQYDJLvjYtHdDKJUCpo8Mclx0prAQ321Ns21rK65HSf5l9erV6N+/P9q0aYN77rkHR44cKbPtTz/9hBEjRqBz585o3749hg0bho0bN8raiKKIhQsXolevXmjbti0mTpyICxcuuPdNVFJR7JE1H4mIiMgrGHwkIiIitzny61l8tP4/6PPrpwCAnLCa1pVgPKBkzceg+JoAgBqhgmPwsaAA9/31oW3bQ30kz9i6dSvmz5+Pxx57DBs2bEDz5s0xefJkpKWlldo+LCwMU6dOxddff41NmzZhxIgReOGFF7Br1y6pzeeff46VK1filVdewTfffIOAgABMnjwZhYWFnnpbTlMUVR9g5iMRERF5A4OPRERE5DZP/e9FNE/+G//5ZxUAoKBGrMfuXbLmoxAaAgBQKR0XnBEMhbj72HKP9Y08a9myZRg1ahRGjhyJxo0bY86cOdDpdFi/fn2p7bt164ZBgwahUaNGqFevHiZMmIBmzZrh4MGDAKxZjytWrMDUqVMxcOBANG/eHG+99RaSk5Pxyy+/ePKtOaV4wRnWfCQiIiJvUFXchIiIiMh1h84YMfjyTtk+c82aHrt/ycxHRWgwLAB0GgHJDpmPvpetRlXDYDDg+PHjePjhh6V9CoUCPXv2xKFDhyo8XxRF7NmzB+fPn8eMGTMAAFeuXEFKSgp69uwptQsJCUG7du1w6NAhDB061On+uTvJVhBsC85YRCb1ekvxz50/f+/jWPgGjoPv4Fj4Dn8cC2f7yuAjERERucUnX1zG4BL7BI1nVroGrJmP9jUfFcGBsACoE63AhRKrXQuFBchTByPImOux/pFnZGRkwGw2IzIyUrY/MjIS586dK/O8nJwc9OnTBwaDAQqFArNnz8Ytt9wCAEhJSZGuUfKaqampLvUvMjLEpfaVoVRaF1MKCgpAVFSg2+9HZfPEeJNzOBa+gePgOzgWvqM6jgWDj0REROQWzRIds8pUFpPH7i8IgizzEcHWgKNCIUDvsNp1IXQm64rc7/d+DWM91UnyWUFBQdi4cSPy8/ORkJCAN954A3Xr1kW3bt2q9D5paTkQ3TgbWhBsC85kZemRmmp2382oTIJg/TDp7vGminEsfAPHwXdwLHyHP45FcZ8rwuAjERERuUVEvjU77FJ4I6zo/ATGHfwASY++iEYeur/FIspqPoohodLrkgvO6C8lIUq0BmX+jWrlmQ6SR0RERECpVDosLpOWloaoqKgyz1MoFIiPjwcAtGjRAmfPnsVnn32Gbt26ITo6WrpGTEyM7JrNmzd3qX+iCLd/wFAWRR9NFtFvPsxUV54Yb3IOx8I3cBx8B8fCd1THseCCM0RERFTlzl41YebvMwEA5yKb49cmw/DAmF+ARp4KPVof2tRmg7RtqVVLem1SyKd/h5+0ZWmeiO3g/s6Rx2g0GrRq1QoJCQnSPovFgoSEBHTo4PxYWywWGAzWP0916tRBdHS07Jq5ubn4+++/Xbqmp0g1H7naNREREXkBMx+JiIioyv171YTuRa8v1GyNhrWUiK2hQHysstzzqpJFBGrobdlu9pmPeSUyH0MKswAAR+K6IiaSj0fVzaRJkzBr1iy0bt0abdu2xfLly6HX6zFixAgAwMyZMxEbG4tnnnkGAPDpp5+idevWqFevHgwGA3bu3IlNmzbhlVdeAWCd0j9+/Hh8/PHHiI+PR506dbBw4ULExMRg4MCB3nqbZVIUBR/NnHFNREREXsCnayIiInKKKIrI1YsICSx/4sT2vQVYtSkD44q2o2c8iPm3hJZ7jjtYRMAilN7XXxsPQ7PkI0gNrokH9r0j7c+MbYA5D1S/It83uyFDhiA9PR2LFi1CSkoKWrRogSVLlkjTrhMTE6FQ2P6s5OfnY86cOUhKSoJOp0PDhg3x9ttvY8iQIVKbKVOmQK/X4+WXX0Z2djY6deqEJUuWQKvVevz9VaR42rWZmY9ERETkBQw+EhERkVM2/VGIr37W48l7gtCjtabMdsu26hFTlHFoVKjRsWu0p7ooY7EAX3SdgW6XfsOOjuPQye5YoToA7/edh/ppp2TBx+B+3RARwqo01dG4ceMwbty4Uo+tXLlStv3UU0/hqaeeKvd6giDgiSeewBNPPFFlfXQXadp1dSsgRURERH6BwUciIiJyylc/66E16rHwGwt6tI4ss11oQQbe+34UAKAwPAoqtXeCeaIIXIhshmEP/I3YOiGy4GOxXG2YbLv2sF6e6RyRBykV1sxH1nwkIiIib+BX+0REROSUUH06vlnRFXO3TS633cT97yIu5woAwBDhnaxHwJblVaAOgk4rlNomp0TwURUZ7u5uEXlcceYjp10TERGRNzD4SERERE5pl7gXIYZs9Lj4K5CbW2obs1lEXNZFadtYw3vBR/valCpl6cHHQpVOti0GBbm1T0TewJqPRERE5E0MPhIREZFTlBaT9FqRkV5qG5MZKFQF2HaoPLe6dUntG9uqyyhKjz0CggCTwtZODAh0c6+IPE+q+WhhzUciIiLyPAYfiYiIyClhBbaAo1BQUGqbjFwL1BajtF1m0M8DBEGwe112O6NCbdtQei9YSuQuxTUfmflIRERE3sDgIxERETlFZ9RLrwV9Pq6nm/HHUQNEuxV0n1iYDZ0x39YOvpFpVTII+vToIHRrqcaYATrkaMO90iciT1FImY/e7QcRERHdnLjaNRERETlFYy60begL8PjCbACA2RKIPu201v2iiCapx6RmWd36ItSTnSxDyczHbi016NZSg8vJZqQE10RMXqJ3OkbkAUoGH4mIiMiLmPlIRERETtGabFOthQJbFuTRs7ZakLedWodgQw4A4LdGdyJlzBTPdbAcQhnzrkMCBJgUGg/3hsizbAvO+EYmMhEREd1cGHwkIiIip8iDj7bXRpMtoPHYH3Ok11+3fxjQ2NVT9CJFGU88gTr5gjNE1VFx5iNrPhIREZE3MPhIRERETtGYHTMfm6QcBfJtNR7VZoP0Wq8ORIHBNzKtylpwRq0Cfm98JwDgekhtD/aIyHOKF5zhtGsiIiLyBn7VT0RERBVatjUf7e0yH1OT8tDxym4s2DwWp/7uDUzcAotFRJ4mFFp9CgDAEhiIRrV841GjrFW3BUHA1hZjkB4Ygwt12uF9j/aKyDOKF3HnrGsiIiLyBmY+EhERUYW27y2UrWK96acMDDy9AQDQ7MwuPLogA1v3FCI5OE5qM39mXei0ZUT9PKys4CMAiIICCfUHIkUb7bkOEXmQQsGaj0REROQ9DD4SERFRuTJyLOhy6Xf0Ob9d2tcs5W8oLbaFZvLS87HyRz2UonXfyk7Toa3h/XWuYyOsjzo9Wle8qIzJ7O7eEHkHaz4SERGRN/l08PGzzz5Ds2bN8Prrr0v7CgsLMWfOHHTr1g0dOnTA9OnTkZqa6sVeEhERVW/f/qbHm1smyPbdcfJbiILtMeLxXS9j2u7ZaJL6DwBgf92+Hu1jWd54JBSvPRiCri3KXvgmPNiaFdawltJT3SLyKNZ8JCIiIm/y2eDjkSNHsHbtWjRr1ky2f968efjtt9/w/vvvY+XKlUhOTsa0adO81EsiIqLqT19Y+lRNrUkvvb791LcYcfRLafvBhxq6u1tOCdQJaFpXBaGsFWcAvPJACG7rqsXTo4M82DMizymu+cjMRyIiIvIGnww+5uXl4dlnn8XcuXMRFhYm7c/JycH69evx3HPPoUePHmjdujXmzZuHQ4cO4fDhw97rMBERUTXWIK70RWP6nttW5jlx7eu7qTdVLy5SiQeGBiI6nJmPVD0pWfORiIiIvMg3lqAs4dVXX0Xfvn3Rs2dPfPzxx9L+Y8eOwWg0omfPntK+Ro0aoVatWjh8+DDat2/v0n3KSYKoEsXXd/d96MZwnPwHx8p/cKz8hzNjFRTg2kC+cMcXeFrtk48Yfq3kWPH3i5xVXPOR066JiIjIG3zuk8GWLVvwzz//YN26dQ7HUlNToVarERoqL2AfGRmJlJQUl+8VGRlS6X764n3oxnCc/AfHyn9wrPxHeWMVEOjateJH9UNUFMfeXfh7Ra5SMPhIREREXuRTwcfExES8/vrr+OKLL6DVat1+v7S0HIhunH0iCNYPCO6+D90YjpP/4Fj5D46V/3BmrLIz8ly65sghEUhNzamC3pG9kmNVvE1UEdu0ay93hIiIiG5KPhV8PH78ONLS0jBixAhpn9lsxv79+7F69WosXboURqMR2dnZsuzHtLQ0REdHu3w/UYRHPhR76j50YzhO/oNj5T84Vv6jvLFS5GSXed6xmp3QOumg/FqCAuC4uw1/r8hVxQvOWFjzkYiIiLzAp4KP3bt3x+bNm2X7nn/+eTRs2BBTpkxBXFwc1Go1EhIScNtttwEAzp07h2vXrrlc75GIiIico8wrO4txf92+suDjnMEf4VFPdIqInMbMRyIiIvImnwo+BgcHo2nTprJ9gYGBCA8Pl/aPHDkSb7zxBsLCwhAcHIy5c+eiQ4cODD4SERG5SV66Xno9ZtyfWLvKtvBbvjpYer2sy9PIuWO4J7tGRE6QFpxh4iMRERF5gU8FH53xwgsvQKFQ4PHHH4fBYECvXr0we/Zsb3eLiIio2ko4lIvJANIDopEcUlt2TK+1BR8vhzfEM2OCPNw7IqqIgpmPRERE5EU+H3xcuXKlbFur1WL27NkMOBIREXmI2mIEABiVGodjheoA6fWUd4dApRQ81i8ico6U+cjURyIiIvIChbc7QERERL5NbTYAAAxFwce/alunXefE1MO/US1hgYCT0W2hion0Wh+JqGxKJTMfiYiIyHt8PvORiIiIvEttLgRgzXwc1FmD+XnvY9ThTyE89CAu/VMLY+5PQEZAFL4SmPVI5IuKMx8ZfCQiIiJvYOYjERERlUtTlPkYEKzB5DsDkRYUi49veRnJ0Q0hikBqcBzMSrWXe0lEZSnOfLQw+EhERERewOAjERERlSsu2FrzMTBMB0EQ0Kutdfp1+yYMOBL5A9Z8JCIiIm/itGsiIiIql9JknXZt0WgBANNGBGLC7QEIDVKgZX0V/rlgQmQop1wT+SoFp10TERGRFzHzkYiI6Cbw075CPLEwC9fTzS6fG6DPAQCYQ0IBAIIgIDTI+ggxfWQQhvbQ4uWJIVXXWSKqUkoFp10TERGR9zD4SEREdBNYuiUfSekWrPhR7/K5AQXZAABzSLjDsRqhCoy/PRA1I5U32kUichMuOENERETexOAjERHRTcRkcr3mW4C+OPgYWtXdISIPKF5wxsyaj0REROQFDD4SERHdLEQRh/81QRRdC0BojNZsSTEg0B29IiI3kxacYeyRiIiIvIDBRyIioptA58v/w/dftEX/0xthdrHso9JsXe1a1HB1ayJ/pGDNRyIiIvIiBh+JiIhuAvO3TESIIRv/t+MJmJLTXDpXYTZZX6gYfCTyR6z5SERERN7E4CMREVE1ZzSJUIq2dEft+m+cOu/fKybsPmKAymyw7tBo3NE9InIz1nwkIiIib1J5uwNERETkXqcvm1DLbttsslT4ACCKIl78PAcA8H+GosxHNTMfifyRVPORmY9ERETkBcx8JCIiqubUKgEGhS1r0WyqOAJx6IxJeq20WGs+Cmp+Z0nkjzjtmoiIiLyJnyKIiIiqocP/GvHj3kJ0bKpGbA0Fzka1RIvkw9aDubkVnv/7oUI0TjmG/x5Zir7ntll3cto1kV8qnnZtsVizmgVB8HKPiIiI6GbC4CMREVE1NH+lNcD412kjmtVT4q3Mc7aDORUHHy0i8NCeN9D5yi7bTk67JvJLCrtYoygCjD0SERGRJ3HaNRERUTV3+qIRQYYc244KMh9FUcSFKwZ54BGAwOAjkV8qznwEOPWaiIiIPI+Zj0RERNWU2lyIx3e9jKM1u0AB2yq3itzscs/785gRwRdOOexXaBl8JPJHSrt0A7MF4G8yEREReRKDj0RERNXUgDPfY+iJtRh6Yq1sv6KUzMdCg4htewrRpYUam/4oQJ2sCw5t1JFhYNIUkf9R2s275orXRERE5Gmcdk1ERFRN1c68UOp+Rb5j8PHrX/X46hc9nvogG+G5yXj1x4dlx7N0EbB06+aObhJ5xOrVq9G/f3+0adMG99xzD44cOVJm22+++Qb33XcfunTpgi5dumDixIkO7Z977jk0a9ZM9t/kyZPd/TYqRam0vbZYxLIbEhEREbkBMx+JiIiqKbXFUOp+VV4OzCX2nbxokl43uPq39DpLF4Ex4xKgshjxRXCwO7pJ5HZbt27F/PnzMWfOHLRr1w7Lly/H5MmTsX37dkRGRjq037t3L4YOHYqOHTtCo9FgyZIleOCBB7BlyxbExsZK7Xr37o358+dL2xofXRHefsEZ1nwkIiIiT2PmIxERUTXV4eqfpe5XlpL5aJ8Lpb+WKr0OK8hAoToAYbXDq7h3RJ6zbNkyjBo1CiNHjkTjxo0xZ84c6HQ6rF+/vtT277zzDsaOHYsWLVqgUaNGmDt3LiwWCxISEmTtNBoNoqOjpf/CwsI88XZcJggCFEVP/Qw+EhERkacx85GIiKgaishPQZPU46UeU+fnwiEn0i76OGnfO9JrfWgkPns2DAFaoeQZRH7BYDDg+PHjePhhWykBhUKBnj174tChQ05dQ6/Xw2QyOQQX9+3bhx49eiA0NBTdu3fHk08+iYiICJf6J7j5V6v4+kqFtd6jKLr/nuSo+GfOn733cSx8A8fBd3AsfIc/joWzfWXwkYiIqBqqlX2xzGOq/By8uToXt7TRoHc76zTR4jJwoQUZiM5Lktpuf3IJegVzogT5r4yMDJjNZofp1ZGRkTh37pxT11iwYAFiYmLQs2dPaV/v3r0xaNAg1KlTB5cvX8a7776LKVOm4Ouvv4bSvshiBSIjQ5xueyOUSgFGk4jQ8CBERfEjgLd4arypYhwL38Bx8B0cC99RHceCTx5ERETVUI38FId9P7S4F3eeWAONsQDnDiciZNteNHx3NKKibG3qZp6VXk+491c8e18HT3SXyGd99tln2Lp1K1asWAGtVivtHzp0qPS6eMGZgQMHStmQzkpLy4HoxjVgBMH6Iaa47mNqai40cD44SlWjeBzcPd5UMY6Fb+A4+A6Ohe/wx7Eo7nNFGHwkIiKqhmqbHIOPG/4zG3eeWAMAeGfTvWiQcRpHFqUAn74MUQTuPrIM9TL/BQBcjO+It9/vBMGf5n0QlSIiIgJKpRJpaWmy/WlpaYiyj7yXYunSpfjss8+wbNkyNG/evNy2devWRUREBC5evOhS8FEU4ZEPGEq7mo/+8oGmOvLUeFPFOBa+gePgOzgWvqM6jgXnUREREVVD4XmOwcceXWvAoLBOs26Qcdr6/20rAQCNLh7A9D9ewbDjqwAAQTXDGXikakGj0aBVq1ayxWKKF4/p0KHszN7PP/8cH330EZYsWYI2bdpUeJ+kpCRkZmYiOjq6Svpd1YozHy1ccIaIiIg8jJmPVO1YLCIsFkCl4odmIrp5BRZkO+zTqAG9JgiaAttyM7lRdRACIDwnSdZWDA93cw+JPGfSpEmYNWsWWrdujbZt22L58uXQ6/UYMWIEAGDmzJmIjY3FM888A8A61XrRokV45513ULt2baSkWIP5gYGBCAoKQl5eHhYvXozbbrsNUVFRuHz5Mt5++23Ex8ejd+/eXnuf5bGtdl3NUimIiIjI5zH4SNWKxSJi5sfZyMoT8c5joQgNYnIvEd2clGajbPtkj7uhUQnIUwcjrCBD2q9Juw4AMClK1IArsaovkT8bMmQI0tPTsWjRIqSkpKBFixZYsmSJNO06MTERCoXtmWHt2rUwGo14/PHHZdeZNm0apk+fDqVSidOnT2Pjxo3IyclBTEwMbrnlFjzxxBPQaDQefW/OUioEACLMzHwkIiIiD2PwkaqV7HwRl5OtT9WXrpvRuiGDj0R0c1JYTACA1R0eQ1ZABAJHD0OoGtBrgmXtVPk5EEURJkEt2y/UiADzo6g6GTduHMaNG1fqsZUrV8q2f/3113KvpdPpsHTp0irrmycU13zktGsiIiLyNEZmqFoxm22v9QZ+bCaim5fCYv0LMVcbinXtpiC/Zj2oVQJytPKMRjG/ACNnXUValjwioYxg5iNRdaJg8JGIiIi8hMFHqlZMZhEKiwlx2ZdQUMjgIxHdvIqnXZsV1kkOSoV1ldtsbbisndpYgMxcC9TmQvn5kfJ2ROTflKz5SERERF7C4CNVK2YLMHH/e1i9ujfi137k7e4QEXlNceajuaiWY5BOQH6BiGxdhKyd1lwAAFCbDbL9XHCGqHpRFC13zZqPRERE5GkMPlK1YjIDo/7+HADQaelsh+MWi4if9xfiyFmjwzEiouqkuOZjs4YBaFlfhX4dtYiLVOBKeANZO5XFBIXFBE2JzEcxlNOuiaoT1nwkIiIib+GCM1StmMyiwwdoe7uOGLDkh3woFMCa2RFltiMi8mcWiwiV2Rp8bN8iAB0mhQAAWjVQ4feQug7tV6/uDaVolu1j5iNR9aLgtGsiIiLyEgYfqVqpaCrRxSTrh2t+609E1ZnJDChFa/BRoVFJq1YLgiDVgASAXE0Igg05iM295nANS41IT3SViDxEynxk7JGIiIg8rFLBR71ej0OHDuGvv/5CUlISMjIyoNPpUKNGDTRt2hRdu3ZFfHx8VfeVqEImc/lP1KIINL9+COH6dAD/9UyniIg8zGQGlEU1H5VaNUx2xy6HN7R73Qgtkg+Xeg1LZJQbe0hEnqYsqvnIL2CJiIjI01wKPh46dAhr167Fjz/+iMLCQohi6YEeQRDQqFEjjBkzBsOHD0dwcHCVdJaoImZz+cdFAB99NxwAkHa2PSyNGru9T0RErrqcbEZSuhldmmsqdb7RJEJpsda2FVRK2TFdm2Z4LvtLpAbFYuqfc8u+SFBQpe5NRL6pKPbIBWeIiIjI45wKPp45cwZvvfUWdu/eDaVSia5du6J9+/Zo3bo1oqKiEBYWhoKCAmRlZeH8+fM4fPgw9u7di7lz52Lx4sV49NFHcd9990Gl4ixvci9TRcFH+yfu02cABh+JyAfN+DAbADD/YQUa1nL93077zEdBrZYdiwhRYF98PwCAXsMvB4luFqz5SERERN7i1CeaYcOGoVatWnjxxRcxZMgQ1KhRo8y2Xbt2xejRowEA+/btwzfffIM333wTeXl5mDp1atX0mqgMFT1Qqwx66bUxLQvKctoSEXlDfoHt77G0LAsa1nL9GiazCFXRatco8cXfxDsCkZ2fB4tFRL669OzGvACudE1U3XC1ayIiIvIWp4KPc+bMwd133+1y5mLXrl3RtWtXTJs2DUlJSZXqIJErHDIfTSbZB29VQb70+vLPh1B/3BgP9YyIyDn5BSICDLlonvw3VBhYqWsYzUCIuRAAIGq1smORYQrMeSAE5xNNuLbaMfh4KroNDvW6DwMqdWci8lWKonnXFZWoISIiIqpqTkUT77nnnhu6Sf369VG/fv0bugaRMxyCj4WFsuCjkG8LPlpS0z3UKyIi5xlMIub8+DA6X9mNY3VeBeY86fI1TGYRWlOBdSMwsNQ2DeJUOFti2vXiW2bju7YPoG0jFYOPRNWMsmi6B2ddExERkacpvN0BoqpUctq1UFgg21bYBR+jkOORPhERucJgFNH5ym4AQIPvPq/UNUwmQGO2/v0n6nROnfNNuwfxXdsHAAAqpVCp+xKR71Ky5iMRERF5SaVWgCkoKMCePXtw9OhRZGRkAABq1KiBNm3aoHv37tCWmOJF5CnmQnnqo2AwwP4RWyjIk14H6LM91CsiIucZTLbXikJ92Q3LUWi0ZT6KuoAy2/W48LP0OqBWtPRaya8miaqd4tWuWfORiIiIPM3l4ON3332HBQsWSEFHUbSFdgRBQGRkJGbMmIHhw4dXWSeJnGUxGuU7CuSZj0q7zEd1bpYnukREVK48vQWBOgGCYI0MFBpt/64qS2RvO+N8ogmvfpmLLaaKMx93NhyK+gcXAgC6dgrFf5prsXVPIUYPKDtgSUT+Sar5yOAjEREReZhLwcdVq1bh9ddfhyiK6Ny5M7p27YqYmBgAQHJyMvbt24cDBw7g+eefR0FBAcaM4WIe5FmWQnnwUTAYZNtKu8xHTV4W5EeJiDxr9xEDPlifh2G9tLhvkLU2466/DehfdFxpKHT5mh9+lweIojTtGgFlBxI3tb4fE4qCj4JOi7GDAzGqfwDUKk67JqpubNOuvdsPIiIiuvk4HXxMTk7G22+/jfDwcCxcuBBdu3Yttd2+ffswffp0vPnmmxg4cCCioqKqrLNEFRELS4QTC+Uf3JV62xRGTX42g49E5DWXrpvxwXrrFyLf7y6Ugo/hwbbAn9JsLPXc8hhMQKAxF0rRGmGwhIaV2Vavtq12rVAIEAEGHomqqeLgo4U1H4mIiMjDnK7qtHHjRhgMBrz++utlBh4BoGvXrpg/fz70ej2+//77KukkkbPEEtOuSy44oyy0ZT5q87NZ+IiIvOaXA6VnNZpMtsCAQeP69OfaUUpE5KcCAApVunIzHwtVtinZQhmrYhNR9aCQgo/e7QcRERHdfJwOPu7fvx/16tVD//79K2zbv39/xMfHY8+ePTfUOSJXWQzlT7tWFdhqPipEC4S8XI/0i4iopKISj+hwZTd6nrct/GL/pYlBG1TytArVjVFi6p9zAUBadKYsY2+zu34MZyoQVWes+UhERETe4vS06zNnzqB79+5OX7hDhw7Yu3dvpTpFVGklgo/2066PnzciLy1PdljIyoIYGuqJnhERyQgAtEY93tk8FgCQmjkIYngElHZfihjVZS8WUzYRPS/+Yj0/qPy/32IiFNjUchzqZp5F7T59wQnXRNWXkpmPRERE5CVOBx+zsrJcqt8YHR2NzMxMlzv01VdfYc2aNbh69SoAoEmTJnj00UfRt29fAMD999+Pffv2yc4ZPXo0Xn31VZfvRdWQUZ7pKNgFH1/9MheTTHp5+8xMoG5dD3SMiKgEAZjx+0zbZnq6Nfioz7dr4nptNotFRLY2DKGFWchdv7HC9u/3fR0A8I1WA5Gl4IiqLduCM/xFJyIiIs9yOvio1+uh0zmfgaHValFQUP50r9LUrFkTM2bMQHx8PERRxMaNG/HYY49hw4YNaNKkCQBg1KhRePzxx6VzAsqpZ0U3F7HEatcoUQNSZ8yXH8/McnOPiIhKF5SVggH/bpK2FTnZsABQFNq+JBEqkaKkzs1CaKH17zZTi1Y33E8iqh4UXO2aiIiIvMTp4KOnlKwp+dRTT2HNmjU4fPiwFHzU6XSIjo72RvfIx2VklMh8tMuE1JgKcOc/a+QnZDH4SESeVVAo4qWlOTCeycSjdvuF7GwAgKLALvhYiVREtd46bduk1pa72AwAZjoS3USURTUfmfhIREREnuZS8PH3339HamqqU22PHj1aqQ7ZM5vN2L59O/Lz89GhQwdp/+bNm7Fp0yZER0ejX79+ePTRRyuV/Si4ubhV8fXdfR+yOXNOPq1aMBikn//kvW8hwOSY+chx8h8cK//BsSrbH8cMuHTdjIYG+YJX2744hIG9+0BZaDftWrS49DNMzbRgz94MPAzAqA1y6VyOle8r+XvFMSNXsOYjEREReYtLwcdjx47h2LFjTrcXKvlUfOrUKYwZMwaFhYUIDAzEhx9+iMaNGwMA7rzzTtSqVQsxMTE4deoUFixYgPPnz2Px4sUu3ycyMqRS/fPV+xCgtsinWQdrBIREWX/+A85879A+0KhHQNH4cJz8B8fKf3CsHCnVIoB8hBWky/b33v0F9KaZ0JltGduCKCIqyvmf4ROLrmHA+e0AAFNgUIXndm5tAr6xLsTFsfIfHCuqjKLER9Z8JCIiIo9zOvi4YsUKd/ZDpkGDBti4cSNycnLw448/YtasWVi1ahUaN26M0aNHS+2aNWuG6OhoTJw4EZcuXUK9evVcuk9aWo5bp5wJgvUDgrvvQzbKEsHHnLQcGFJzAAAKu/16VQACTHrkJyYjPy2H4+Qn+DvlPzhWZcvLtS6E1e/fH2T762RdwL/LlsOSq5T2CaIZqUV/hzlDOHsWD+x7BwBg1ARWeK4awLvTQlGvNsfKH5T8vSreJnIGaz4SERGRtzgdfOzatas7+yGj0WgQHx8PAGjdujWOHj2KFStWlLqidbt27QAAFy9edDn4KIqeqXflqfsQoLKYZNtioQGiCOw/YUB3u/2pQTVRN+s8hMwsqfYRx8l/cKz8B8fKkQhgzKGPceeJNQ7Hwn7eDFWtwdK2YBFlP7+VP+bjxEUTXpkUAo3acXZBfMYZu3PNTv3s68QoUSNMidRUjpW/4O8VVYZU85HBRyIiIvIwRcVNvM9iscBgMJR67MSJEwDABWgIAKA2yzMfLYXWPzcL1ubJ9ieH1gEACFxwhog8zGQS8dCeN6TtLS3GSK9TCjSw5MlrPtr74c9CnL1qxp/HSv83MbjQ9neaLie91DZEdHNizUciIiLylipZ7dpoNOKrr77Cnj17AACdO3fGuHHjoNVqXb7WO++8gz59+iAuLg55eXn44YcfsG/fPixduhSXLl3C5s2b0bdvX4SHh+PUqVOYP38+unTpgubNm1fFWyE/p7LIP5D/ticHBfutUxyvhDVADb11waSDtW9Bp8u7kHo9HxEe7yUR3dQKCmSbubUbAtbv0XA+U41sRdnBx2KFRse0N5NZRGzuVWlbZdA7tCGim5eiqKIDaz4SERGRpzkdfNy4cSPef/99zJ8/Hz169JD2WywWTJkyBXv37oVYNAfo999/x/bt27F69WpoNBqXOpSWloZZs2YhOTkZISEhaNasGZYuXYpbbrkFiYmJSEhIwIoVK5Cfn4+4uDgMHjwYjz76qEv3oOpLVSLzMT+nEF/8kI+I/BS0TdoPAJgz6ENpoYfrSXoGH4nIo4Q8eSb2kda3Y/Qv8wBYF83SmmxBw7KCjyaz4770bAtic2zBR6Wx9OxIIro52Rac8W4/iIiI6ObjdPBx165dyM/Pd6j9+P3332PPnj2IjY3FE088gcDAQCxfvhyHDx/G2rVrMX78eJc6NG/evDKPxcXFYdWqVS5dj24uJVe7Lp6Gfd9fH0n79OogBBpzAQBKkxG5+RZEea6LRHSTU+Tnyrb14TH4qOdLePTP1zD49HcwKWz/NJcVfDSXEnw8fdmMOrnXbPexlNKIiG5arPlIRERE3uJ0zcd//vkHXbp0gVKplO3ftGkTBEHAggULMGLECNx+++344osvEBYWhp9++qnKO0xUHq0oz/RRFQUjgwzZtjaRITAprBm5arMBn3yfDyIiT1Ho5ZmPXTuFI08TLG3bL5wllLGqiMnsuD8924IYu8xHIiJ7Sq52TURERF7idPAxLS0NDRo0kO2zWCw4fPgwatasiS5dukj7AwICcOutt+LMmTMlL0PkViqzPPg48ugyPPrHq1DafZif8EAjGJTW4GPnK7twfv9Fj/aRiG5uynz5Fx79ugRALKNGslBGilJp0671hSJi7DIfiYjsKaQFZ1jzkYiIiDzL6eBjfn6+VNOx2NmzZ6HX69GxY0eH9rGxscgrUdeKyN1K1nwEgP8eWYr6GbZAeEjLBgjW2f4sf72yh8M5RETuoszLkV5/0fUZKBQC6tQNKrWtKzUfDTl6BJi4yAwRlU5a7ZqxRyIiIvIwp4OPNWrUwMWL8gyxw4cPAwBat27t0L6goAChoaE31jsiFylLCT4CQJPU4wCAj3q+BAgCQgqyPNktIiKJsmja9fHYjrgwaQYAwKLRldq27OCjY/TAksm/14iobMU1HzntmoiIiDzN6eBj+/btsXPnTpw9exYAIIoiNm7cCEEQZKtfFztz5gxiY2OrrqdETlCXEXws1qRdDADAAsET3SEicqDIL5oVEBqCKXcFAgAsmtKnXSvKWnCmlN3KHAYfiahsCtZ8JCIiIi9xOvg4YcIEmEwmjBkzBtOmTcPw4cNx8OBBdOzYEc2bN5e1zcvLw8GDB9G2bdsq7zBRWURRhMpiKLdN187hAIDfWo1Evrr0aY5ERO4k5FlXuw6LCYZOU7T6rFae+fhxjxdtG6UsOmM0iXaHRSxal4szxzPc0Fsiqi5Y85GIiIi8xengY6dOnfD666/DYrHgl19+walTp9CqVSu8/fbbDm03btyIwsJC9O7du0o7S1QeUaw48xE6a3aRQRWA+8butu03l1JAjYjIDZRFmY9ikG2Fa4vdgjObW96HwIfut51QYtEZpdkoq/mYmGbBH0eNCDLkyNqd7XxHFfaaiPwdV7smIiIib1G50njEiBEYMmQITp8+jYiICNStW7fUdn379kWnTp3QsGHDKukkkTNEEVAXZT7+0OJe3HlijWMbu+wivTrQdiAvD+BUbCJyo9x8Cz7bnI8WydYgoRhsF3y0q/nYrn0EDoXZ/fNssQBKJQCg45XdmLf1AWzLeRW4eyoAoMAgovn1Q3j7h3EAgBMx7fFll6dQe3gv3OvuN0VEfqO45qOFwUciIiLyMKczH4vpdDq0bdu2zMAjANSpUwfNmzeHRqO5oc4RuUIUbatdpwTHof/Ui1jd4TF5m6LgowjAqNTCLFg/0CM315NdJaKb0NpfC7D3HyMCjNbMRyHEFnwsVNoyH42BIbb5kYAsM/ulnx6DxlyIYWtmAQBOXzbh73+N+Oi74VKbzIAa2F/vVkTGcdE38j+JiYlISEiAXm9bud1iseCzzz7DmDFjMHHiRPz+++/e66AfY81HIiIi8haXMh+JfJkIW+ajSaEGABiVJQLgAXZ11QQBenUQgg3Z1uBjjRAP9ZSIbkbX061BxABjPgBACLHVnc0x2/6uCo4LBxR2mdj2aUqCbX9BoYiXllizKB+yu090fATu7KlF3/b8ApD8z8KFC/Hbb79h925baZSPP/4YH3zwgbS9f/9+rFmzhrXFXaRkzUciIiLyEqeDj+PHjy/3uEKhQEhICJo1a4a77roL8fHxN9w5IlfYZz4alaUHH8USizoUqAOswce8PKCGZ/pJRDen4jqNgUWZj0q7zMesoChcDG+EOlkXoBo1AsJFpe3EouCjKIq2bG0AqVmlpy8Fxobj/tsCSz1G5Ov++usv9OjRA2q19d9xURSxevVqNGzYEF988QVSUlIwadIkLF26FAsXLvRyb/1L8XcazHwkIiIiT3M6+Lhv3z6n2v3888/45JNPMHPmzAoDlkRVyVrzsTj4aA06GuymMgKAWLSog04jIDtPhF5VlHnEaddE5Gai0Yi3N41Fp6t/AACUYbbgo1lQ4YExv0BhMeOr2Bjgim3xGEG0QIT17ziLwhZ8vJZW+kJZYginW5P/SktLQ61ataTtEydOID09HdOmTUPNmjVRs2ZNDBw40OnnUrJhzUciIiLyFqeDjzt27Cj3uMViQUZGBg4dOoSlS5fijTfeQIsWLdClS5cb7iSRM+wzH02KMqYb6qyZj0+NCsLzn+bYFp1h8JGI3Kx20gkp8AgAqtBgFIcPVSpAFBQwF82LFEup+SiKtpISAFDwz1m0TLqKNon75TcKY/CR/JfFYoEo2qYF79u3D4IgoHv37tK+2NhYpKameqN7fq34uwtmPhIREZGnOR18rF27doVt6tati7Zt2+K2227D0KFDsXLlSgYfyWPsaz4O7RuEa+EqKA7LM4OKMx8b1lJh3kMh0G+0Zj4e2p+MuvyjSkRupDYVyrYVdsFHrVqQN1apYIEABUSg0Pr3migChaoAqUmT7z/DyO1LHe4jMPhIfqxWrVo4cuSItP3LL78gOjoaDRs2lPalpKQgNNT1P+erV6/G0qVLkZKSgubNm+Oll14qs27kN998g40bN+LMmTMAgFatWuHpp5+WtRdFEYsWLcK3336L7OxsdOzYEa+88grq16/vct88Qar5KLLmIxEREXmWy6tdO6NmzZoYMGAADh065I7LE5VKFAGlxfpRPjZai+fGheBamLz2qH3NR7VKQGZAJABg188XZZkWRERVLUCfJd8RbJt23a+jNVu7YS1rapIgCFL5CMFgDVpaRKBAbavlqMwqcb0iCrtakkT+ZvDgwfjrr7/w+OOPY8aMGTh48CAGDx4sa3P27FnUqVPHpetu3boV8+fPx2OPPYYNGzagefPmmDx5MtLS0kptv3fvXgwdOhQrVqzA2rVrERcXhwceeADXr1+X2nz++edYuXIlXnnlFXzzzTcICAjA5MmTUVhYWOo1va142jUzH4mIiMjT3BJ8BKzfXGdkZLjr8kQORFGEIBY9URfNLfqj/mAkhth9QNHaakBGhyuQERgFAKiRnwy9b35WIKJqwGQSkXVF/m+iaBd8bBGvxnvTQzHngRDrDgEwFtWsLQ4+iiKQq7Fle2UEx5R6L3UO/+0l/zV58mS0adMGP/30E3744Qc0bdoU06dPl45fvXoVR44cQbdu3Vy67rJlyzBq1CiMHDkSjRs3xpw5c6DT6bB+/fpS27/zzjsYO3YsWrRogUaNGmHu3LmwWCxISEgAYH3mWLFiBaZOnYqBAweiefPmeOutt5CcnIxffvml8j8ANypecIY1H4mIiMjTnJ527arc3FwEBARU3JCoiogioBCtmY+CsugJWxCwovOTmPXbDOu20rZYQ4BWkD7IBxrzkFdgQYBWCSKiqrb3hBHBhmzZPjEoSLZdK8r2948AwFCU+YgCW/DRWmDCKv2q/HrFzHcMgVDqESLfFxwcjG+++QanT58GADRq1AhKpfzf5g8++ABt2rRx+poGgwHHjx/Hww8/LO1TKBTo2bOn07N09Ho9TCYTwsLCAABXrlxBSkoKevbsKbUJCQlBu3btcOjQIQwdOtTp/glu/oUtvr7Sruaju+9JjgRB/n/yHo6Fb+A4+A6Ohe/wx7Fwtq9uCz7++eefsvo8RO4mAlAUT522W6yheOpiaYRAa4Bca9QjTy8iKsydPSSim5XBJCKkUD5NWgwqe3q0UCLz8dJ1M7RqW2kJAAjXyxfc2F1/MJYNmYc3GtSvuo4TeUnTpk1L3V+7dm2n6pDby8jIgNlsRmRkpGx/ZGQkzp0759Q1FixYgJiYGCnYmJKSIl2j5DVdXQwnMjLEpfaVFRkZDCAbFhGIivLMPcmRp8abKsax8A0cB9/BsfAd1XEsqjz4mJWVhbfeegvnz5/HrFmzqvryRGWSZT6qrF/vvzQhGB9/2BUAYFI4/nE3qK3BxzZJB3BOz5qPRJ5SaBCxaH0e2jdWY1AXbcUn+DmVAgguLJH5GFx+8LE48zEpUY9nN1rPfU+0zZeMKBF8rNWmNv5vZuOq6jKRV+Tm5iIjIwM1a9aEWm1b3X3r1q3YsWMHdDodxo4di5YtW3qsT5999hm2bt2KFStWQKut+r+v0tJy4M6y04Jg/RCTnZUHADCbRaSm5rjvhlSq4nFw93hTxTgWvoHj4Ds4Fr7DH8eiuM8VcTr4OH78+HKPi6KIzMxMnD9/HiaTCe3bt8fYsWOdvTzRDbMGH+U1H1s3VEPXsDbGjt2FXE0olpQ4x6i2foiol3kWaT+sA6bf68EeE928tu4pwIGTRhw4abwpgo9KpQBdyczHwKAyWlunXRdnbV+6mG+7jmiSXjdIPy07J7hOJIRAt5VyJvKIt99+G5s2bcKff/4pBR+/+uorvPbaa9LCcFu2bMH69evRqFEjp64ZEREBpVLpsLhMWloaoqKiyj136dKl+Oyzz7Bs2TI0b95c2h8dHS1dIybGVn81LS1N1s4ZogiPfMCwr/noLx9oqiNPjTdVjGPhGzgOvoNj4Tuq41g4HXzct2+fU+3i4uIwfPhwPPLII7JvrIncTQQgFP+G2tWHGtM/AAuS66FXW8fp14Uq2+rXjZe+gQIGH4k84tw1Mxqm/lP0hUFvb3fH7RSCY+ajfXkIB4It+BgoFCJMn4YeF35BoCFXalKyhqQQWaPK+kvkLfv370fPnj1ldcM///xzxMbGYsGCBUhNTcWsWbOwdOlSzJs3z6lrajQatGrVCgkJCRg4cCAASIvHjBs3rszzPv/8c3zyySdYunSpQ43JOnXqIDo6GgkJCWjRogUAa9bm33//jXvv9c1nCWXRXzlmS9Eiff5UUIqIiIj8mtPBxx07dpR7XKFQICQkBMHlTCMjcif7adfS1/sAurTQ4IMnlYgMdfygb9DYPtwILtZoIqLKy8/UY8m3dwAAPux7DMNH1IVGXX0/CJstQHhBOgBrCYh1D3yEAeW0ty44Y80IDRSMmLttMlpdL39hDHVMJIxV1F8ib0lJSUHv3rYvJM6ePYvExEQ8++yz6Ny5MwDgxx9/xIEDB1y67qRJkzBr1iy0bt0abdu2xfLly6HX6zFixAgAwMyZMxEbG4tnnnkGgHWq9aJFi/DOO++gdu3aUo3HwMBABAUFQRAEjB8/Hh9//DHi4+NRp04dLFy4EDExMVKA09fYf98hiv5VzJ6IiIj8m9PBR1eLexN5mnzatTzQGBNR+irWRpUt+BhsyEFagYhAHZ/GidwtNu+q9Pri9r+wKjgKDwwN9GKP3MtotKBZ8t8AgC1vbkXv+7qV216wy3wUDIUVBh4BADVjb7ifRN5mMBhkM2f27dsHQRBwyy23SPvq1q2LX3/91aXrDhkyBOnp6Vi0aBFSUlLQokULLFmyRJp2nZiYCIXds8PatWthNBrx+OOPy64zbdo0TJ8+HQAwZcoU6PV6vPzyy8jOzkanTp2wZMkSt9SFrApKuy9mzZbyk6+JiIiIqpLbVrsm8jRRBJRFwUdRUXqwsaTiBWeKKdJSgdrRVd43IpILzUySXkfo03D4jDVn7+g5I66lmHFbN11Zp/olc4EBWnMhAOCW4c0hOpHlWRx8REGhU/cwtWlX6f4R+YqaNWvi1KlT0vbvv/+OsLAwWR3FzMxMBAa6/mXFuHHjypxmvXLlStm2M8FNQRDwxBNP4IknnnC5L95gH2w0WwAWRyIiIiJPceo7zy1bttzQTRITE3Hw4MEbugZRRaw1H0vPfCyLWSmPvwdu21TFvSKikkRRhCbPVq/w+V+fQv8DKwAAc5fn4outehw7X70mEIv5ettrXUA5La0EQZCmXaOw/ODjc+O+x/efJkCMjLyhPhL5gt69e+OPP/7Am2++iffeew+7du1Cv379ZG3Onz+PuLg4L/XQfyntHo0sFu/1g4iIiG4+TkVonn32Wdx1113YsGED8vLynL740aNH8fLLL2Pw4MHYu3dvpTtJ5AxRFKEsrvmodC7zURTkvwKmGE5bJHKnKylmTH0nC5lXM2X7p/z0Iq4km6Xty9fNqFb0BQAAiyAAGsfFr0qyrnZtDT4qcrLLbGdRKPHM233Q8+5WVdJNIm97+OGHERcXh2XLluHTTz9FZGSkLLMwLS0Nhw4dQpcuXbzYS/8kDz5WsyU0iYiIyKc5Ne163bp1mD9/Pp5//nm8+uqr6N27N9q2bYtWrVohKioKoaGhKCwsRGZmJs6fP48jR47gjz/+wMWLFxEcHIzHH38cEyZMcPd7oZucKLqe+Viy2rrIh3Eit1r1Yz4yckTHlZ8BXF6+FUAvAMDXv+pxR/fqM/Va1OcDAEyaAOdWeRAAQ9G0a3VOZpnNDLpgp79sIfIH0dHR2LJlCxISEgAAXbp0kS1mmJGRgWeffRa9evXyVhf9lv1fPWZmPhIREZEHORV8bNmyJVauXImEhASsWbMGv/76K3766ScIZXyAEkURdevWxTPPPIN77rkHYWFhVdppotKUt+BMWTJDYuTXMJiqultEZKc4vB9scAw+9lsyA++P2QMA0DtX5tBvCEWZjya1cwFVQQAKVda2mozUMtuZdNV3kR66eel0Ooep1sUaN26Mxo0be7hH1YMgCFAorFOuGXwkIiIiT3JpwZkePXqgR48eyM7Oxv79+/HXX38hKSkJmZmZ0Ol0qFGjBpo2bYouXbrICoMTeYIIW/DR2QVnUsPrYX7/9/D8r09ZdxirV505Il+jVQvQGfMQk3vV4ZghMBQAMPSfNWiVdACn7nsfzZqFerqLbiHqrTUfTZqK6z0C1mnX10PqAABCr5wps51J69z1iPzR9evXceLECeTm5iI4OBgtWrRAbCzLo9wIZVHwkTUfiYiIyJMqtdp1aGgoBgwYgAEDBlR1f4gqTT7t2olpjbBmF/3cbAQGnNmIrpd3AiYGH4ncKUBhxkfrh6F+RikBNbMZQYXZeGbncwCAPx4xAb+t8HAP3eP4iRwAgEnjXOajxQKkBVqDLOprV8psZ2bwkaqhixcv4pVXXsGePXscjvXo0QOzZ89GfHy8F3rm/4onhlhElpkhIiIiz6lU8JHIF5nNgLI4+OhkDbQBnbRY9ZMeZkXRr4ILmY+iKJZZeoCISndh54nSA48AlAY9xhz6RNrufGo7ss3malHT0JhtzXzMtmgR5Ex7s4h8jbVlcN7/s3ff8U3V6x/AP+ec7KRJJ4Uyy95TNoiA4F7gFvfGLV7XvQ68/sSr14m4rqggQ1EEF04QFEGRvfee3W2afcbvj5Oc5DRpm7RpmpTn/Xp5b87+ticpyZPn+zwl1e4nGIygv0KkKTlx4gSuvfZaFBcXo3379jjjjDPQrFkzFBYWYu3atVi1ahWuu+46fP7559Txug44lgEg0bRrQgghhCQUBR9Jk8ELUswNZy4cpkdGGgP+h0DwMbqaj0vXejD3ZxeeuN6CTq3oZURItKrWenzn5TXQHz2MW964HFqvSzUdW8+7wR3YD6Fjp0QPM64kSYJekGs+OhhDdMFHHnBp5T11orfa/USjGakfmiUk6K233kJxcTGeeeYZXH311WFf8n366ad49tlnMWPGDDz//PONNMrUFeh4TcFHQgghhCRSlC2BCUl+vACwkiAvRBl8ZBgGI/voIWm08oooMx/f/8YJh1vCO4sddRkqIactc5Xg4+U3dkVmrzYAAI3XHWwa5efZsjNhY2sobq8cSAWAZnnRhB7lL1Oc2tr3FQ007Zo0LStXrsTo0aNxzTXXRJxdcPXVV2P06NH47bffGmF0qS9QlYZqPhJCCCEkkSj4SJoMOfgo1zCKtuGMciznDz56q88wikTD0YRHQmJh9lYqj5VyB0a5Y7PW54LZa1ftL5Srl1MRL0jQ+YOP1qzoulPzAuDQRdFsx6Cvz9AISTrFxcXo3Llzjft07twZJSXVlyMg1WOVzEeq+UgIIYSQxKHgI0k6+4/z+GNLbEFAQP6AH2vmY4DgDz4yMTac0Wtj2p2Q01770l3K4xn//EV+YJKz91hJCpuWLTmcCRtbQxFEwOIPqkqmKIOPvISj6fm17seJQr3GRkiyyczMxN69e2vcZ+/evcjMzEzQiJoWzp/6SJmPhBBCCEkkCj6SpPPEe3a8+YUDOw9HV38xgBdCul3H2KAikIElRVnzMcCgo8zHhiZJEqR6duUUKcMjKfz8twc5FXJNx/eGPYmxk/oAANy6NBSbcgAA3U5tBAD4WH9kP07BRx8vYfpCB37f5InL+WIhikCLisPy47btojqGFwCJYTF7wP3gWQ3+GHUr7rlsEfZmdcfyDhco+3F87F/UEJLMRowYgWXLluHzzz+PuP2LL77Ar7/+ipEjRyZ4ZE0D1XwkhBBCSGOgThkkaR0+KaBrm+iforwgQSP6g4dc3TIfY+l2DdC064YmihKemmkHywDP3ZpWp+7iT8+swK7DAv55gwW9O1CqamP64FsnPizaCgC45OIW4DLkLwl8InDc2hZZzkJw/uzlSkM6MpyFgLN+dVV5QcLanT4cKRCwcrMXKzd7MbJPYqcqiyJgdZfKj3Nyojom8P3Jx4Om4ONBU/DZ1AzseKYUd1z5PQDgrHfayvuJPGL7yoSQ5Hbvvffi119/xdNPP43Zs2dj4MCByMrKQnFxMf7++2/s3bsX6enpuPfeext7qCkpMDGEMh8JIYQQkkh1ynwcO3YsZs+eXeM+c+fOxdixY+s0KEIAOWgQ2/6ATpCzmqQYmzAInBzkZKIMPpq8dlyz/m1klxyK6TokNsUVIvYeFbD7iACnO/bsRa9Pwq5DPDoXbMbn31J9sMbk9UnQCh60K5WnU3LpNmWbjwfs+nTV/g6DvJ1x1i/z8Ye/PHhtgQNfLHfX6zz1IYhSzH+bzuqnh9EfI500Xj7myjEGpJkYjB8YEjzVU81H0rTk5eVh/vz5GDhwIPbs2YN58+Zh+vTpmDdvHvbs2YNBgwZh/vz5aNGiRWMPNSVRzUdCCCGENIY6ZT4eO3YMFRUVNe5TUVGB48eP12lQJLkcKxTw/tdOXDrSgH6dE5c5drwotlpmJwu80Ipy8DDW4KMYyHzko8shmvzHczh/5wI4t7wHx32HY7oWiZ7LI0+lN/oc8PG22g8IO17CmL1f41+/3I+9vcYCDyxqgFGSaKzd5UPfY6uVZXbYYAQSb7w+CRWGdNX+TpMNKAFcJZWoT3ht3S7/FwqShEd//Qe0ggfS07PAxFiaoT4EEdAK8vRoKcpgoUHH4OMnMyBJkpLxO3GUERPONGD+Ly7YdVakeStQMeY8RFdFkpDU0a5dO8yePRsnTpzAjh07UFlZCYvFgm7duqFFixZ4//338ccff2DWrFmNPdSUE6j5SNOuCSGEEJJIDTbt2m63Q6fTNdTpSQJ9tdKNnYd5vDi3Eo9cY8bArnW/r063BIYBFv3mxpAeWrTPUz8FRVECJAn9jq3CZntb4KJeUZ33aIGART+X43b/crQf8JXrBhrO+KKrnzbg6B8AAJOzDPWbFEpqUuEQ8dTP92LowV9w4No1WObLwxk99bBGeXtdXglXbPofAKDjlqUobMCxkpoxDHD2bjn46zr7XIjNg1lLg3vocEBnUe3vNKYDAPburoCw3YvB3ev2d0fn/14hy1mAc3fJNeRO/rUW3LDBdTpfXYhiMCs71kzFqqUGGIZBm1wN7rjye3Q/uR4XT7iWgo+kyWrRokXEDMcDBw5gzZo1jTCi1EfTrgkhhBDSGKIOPv7999+q5WPHjoWtAwBBEHDy5El88803aNeuXb0HSBpfoKlKpuMUXp2bhbceyUKWLfYZ+yeKBTz4ZjBj9quVbnw2NUO1j48HLt06C/evfAa7Wp0BYFlU5/5xjQc6PmRapbFu066jr/lI05US4WSJiGv2fQcAsE//EO+2eBj4yokFz2XUcqTM7ZFgEoPZrCIvgNUkLuONBEkSkO04BQDgx41XbWuVw2Gv0axa59PJr2GDz4XPVrnrHHzUa+W/X08sfVBZJxw/iUQ+CwRRgiEw7VpvqPf5hvfS4rM2bXC4a1s0z6bSzYSQ6AVKYtOsa0IIIYQkUtSfWq6//nolA4NhGCxevBiLFy+OuG9gmtiUKVPiMkjSuCxGBm8umoCeJ9fhu25Xo+C2GTEFHz1eCc/NsmPvUQG59qNoWX4QG/OGQGTDn34+QcJlW+RpVF2Oro06U83tDdZUEzht7N2uOTmwwfDRBR9ZiVIGEuHUiWC9v72HvECMJb5cXgl2fXC69op5GzH6hgHxGh6JgSgCVk8ZAECI1PE5LU21WGGVG7NkOsP/Chw+JaDULqJPx+rLQAiCBJYFdP7gY/9jq4JjKUps/U9BBHS8P/PRUP8ajQzDYPqDsZchIIQQjmo+EkIIIaQRRB18vOeee8AwDCRJwowZMzBw4EAMHhw+bY1lWdhsNgwZMgQdOnSI62BJ4xB8AnqeXAcAuGDHp3j5xynoenvnqDsP/77Zi71HBRh8DsyfMxwA8Fv+uXhu/Nth+3p9gEcfEoRwOACzOWy/qiQJOG/nAgAAr4s9syiY+RhdzUeGMh8Twrk/WDe266kNuGP1C+BZLYAXojp++0Ee49xlyvLA/7sTuGFtnEdJoiGIktLxWcrMDNt+0hN83Xp1RhzOHwis/gh9TvyF0atmArc9pGz/x9tyBvXr91vRIiv8iwanW8KUGeXIb6GB1czg2nVvqbaLxaVx+ZmiJYbWfNRRgxhCSONh/TUfado1IYQQQhIp6uDjfffdpzxes2YNJk6ciEsvvbQhxkSSjKa8WLXcdd5r2Hr2dPRqH13zGY9PDtQNPbhUWXfmgR/w6ldXAf9eqtq3xC7CFtKEnTt5HEKHTrVfRBRx89+vAgC0nti74yo1H6PMfGQo8zEhhMNHlMf9jv+Jfsf/BAAU2x+HZLHWevyCZW5MqgwGMPNLd1Pdx0bACxJ+WevBRf7go5gRHnzkQ6Zdn7rlfggIZvZd9e0zKIQcfBRDsnW27uchCECrZuoA5LpdXpRUSCip8CGv/BCeWvOy+mKlic18/OlvD26L47RrQgipK3/skRrOEEIIISShYi/cB+CTTz6hwONpRF+mDj4afQ6cLI7+XavkjxVM2PKhan3vk3+j9Fi5al1phQgDHwweMidORHUNrTvY9kViY6/mJmgCDWeirflIEsFQeDzieqagIKrjjd5KWLwVqnVSaWKz3gjw1e9uHNpfCX0gABch81E0BYOPls5t4dBHDi5XuoLBxw++dWLKjAqU2kVUuoJ/k7w+ILvyJG7/80V0LNoadg4mwc+BFRu9wYYzcZh2TQghdUXTrgkhhBDSGOpUqf7EiRM4ePAg+vbtC6O/sYcoivjggw+wbNkyGAwG3HTTTTjrrLPiOVbSSLQV6iyhs/d8hW8PPwoMjK4TtSQBd636N3qc2hC27cDzHyDjnWBtUJ8gBzeV5dJKRDO5W+epDB5jib0Wmuifds34fLVOqJYkCQy9Z29woighvSxy8JktLITQvmOt57h066zwY9evhzR2bL3HR6L3+2avEgQWGRaSJS1sH0EbDMqJo85E8bzIAUKHO/ji0/FudD+1HtM+HIxDJRyeuN6Cvh214EUJCz6Ry4JU6sKvxZUlPgCto8xHQqp1++23x7T/7t27G2gkTR9H3a4JIYQQ0gjqFHx844038Ouvv2LlypXKunfeeQfTp09Xlv/++2/Mnz8fvXv3rv8oSaPi3K6wdcNevhPCxFUR9g4n8Tyu3PRBxG35KxZi0W+TcfFwAziOAS9IMPiC1xMrHVF1pQ3NfBR1sXfFFfzTrhHFtGtJomnXieD2AjmV1WS+VlZGXh9CFCV0KN4Rtl7wiXVL+SZ1Jnl9eHPRBACAT2sAItSLNQjBbvViy1Yozk7H1uYD0PPkOni1wYAdLwCDDy3DBTs+hVbwYPDh5fj4+EOYPfBBfPKDE33vteFEYbB2q8VrVx7Pv+EtXDP7XnDlZQ3wU1bPoAut+Vi3rt2ENGW///57zMdEW3eaqFHNR0IIIYQ0hjoFH9evX4+hQ4dCq5UDNpIkYe7cuWjfvj0+/PBDFBYW4uabb8bMmTPxxhtvxHXAJPFYjxwUcGsMMPDyY9vh3Yi2appQFpz2ejivF9oc36IsWzzl+HSpG5IETBhlBM8DRj5kCnWlA9HQhQYfDcYoRxYkaqLvdi2I6oYzlS4R3//pwYjeuojNL0jdONwish2nIm4TKmoPPnp9gFNrAQDsvuIeuFauRZ8Tf0GqsNdyJIm3tkc2oIX9KABA741ck7Uws21wgWXRLJPDv8e9hc8+GQpWFPxRfwaCIGHakptVx1618T3MHvggjHoGf+/w4vffi/CPCNfgbfJ0b21FKRL5uXt0f33ItGvKfCSkqqVLl9a+E4mL4LTrxh0HIYQQQk4vdQo+FhcXIy8vT1nesWMHSkpKcO+996J58+Zo3rw5zj77bKxZsyZuAyWNh/VnPm7LHYABx/4AANhz29Z0iIq3KFjXsfSX39Cme4aynGc/giX/64Jtf4wDRs2F4BWUACcASI4og4+e4H6nxl+O2luRqImBmo/e2oOP+44L6B2S+fjREhdWbvbiu9VufPxkRg1HkliU2oPdkef1m4xrNwS7o4tRBKUrXRLSXXK90uYDO2Dbmp3yhoqKGo4iDaG1vvZg8ZHWffHcuLdw3NoW/wZw7TgjHv5LDh5rBB/gdgNGI/gIH5hLTdkAAL2WwfylLuV5U5WYLr8+dfYyuCPu0TAYnodGlLMxJT3VfCSkqpYtWzb2EE4bLNV8JIQQQkgjqNPsQ1EUIUnBNy1r1qwBwzAYMmSIsi43NxdFRUX1HyFpdIHMx4xmJrxwjjy13qeJYepguRx8dKXnQK9lUGhurtps4N0YsPkbAIDkrJIVFXXmYzC4cfLKW6Mfm5/GKAcEJK+31n1XbvKoMh+3H5QDli5PzJclNSi1i0hzlwEAmg3uqtomVtbe0XzxSjcyXPLfICm7Gdx6uaGJZK89EEbiy1hae4OgnHQWyztehN3N5FId6RYW99yYC9Ff9ZWxyxmrvBB+LCcKeOKXB9Du0Dq0tAqYM29U2D77x14Jyd9lW1+ZuJqPKzZ6sO9A8PlKNR8JIY2JpZqPhBBCCGkEdQo+5uXlYfPmzcryL7/8gpycHLRv315ZV1hYCKs11vwzYN68ebjooovQv39/9O/fH1dddRVWrFihbPd4PJg6dSoGDx6Mfv364b777qMgZwPYeYjHvmNypg7nkTMftRYjOg7vID92RJ89xlXKQQOf2Qq9Dvj3uLcwr9/ksP0kpxOMs0qwsWowMoK9R3kc3iePZ0PeEDDZWVGPLUBnkoOpUhSZjxYTCzYk+E5VpxqGl5eQ5pUD19Z+nVXbopmOL4pSSPAxGx69nEUXCGKRxHC4RIgnIk+fD3XbhSb07ajB45Msyjq9gYNTJy+zdvm5IAjh2Tq5lccwbs9iPDzjYli2rVNtu/6a5Xjutq9hmfkmkJkOANB5nICn4b8t2HmIx9uLnCg4Iv99khiGpl0TQhoV56/5SNOuCSGEEJJIdQo+jh8/HuvXr8f999+PRx55BOvWrcP48eNV++zbtw+tWrWK+dzNmzfHI488gi+//BILFy7EkCFDcM8992DPnj0AgBdeeAG//vorXn/9dXzyyScoKCjAvffeW5cfg1SjrFLEMx/a8eT7dgiCBM6f+SgaDGBsckBZ54o+e+zYXjnLiLdYYdAy2NpiID4Y/KiS0RRQuHQdmLDMx9qv8/xsu9Ih26W1wKCLPRyoM8uZj4yv9szHFlksENoTmwE6FG1DupOC4PVxvEjA6m1eJat62TqvkvkoNMtV7St6ar9PHCRkV56Uj89rCbfB3/WYgo8JtfuIgKxqaneGyrSyeOL6NPTrpFXWGbSMUreT8U+Xr+0Ds7YweC2B4XD57T1x9wtngTGZwKbbgpmUZWUx/iSxO1oop2mmeeRreczpAEd1YQkhjYe6XRNCCCGkMdQp+HjrrbeiV69e+Omnn/Dtt9+ic+fOuO+++5Ttx44dw+bNmzF48OCYzz1mzBiMGjUK7dq1Q35+Ph566CGYTCZs3LgRdrsdCxcuxOOPP46hQ4eiZ8+eeOGFF7BhwwZs3LixLj8KieBIQXBe45QZFWD9mY+SwQhY5ECA3mWXG0DUotIlwuzvNstbbNBoGJx9hg4ZVhZejbr2WfnmfVj6m7qNDeN0wuur+ToeF49HVjwuX09vRauc2J/WrN7fcMZXe+ajjweYkJ+9VdFe/O/z8zF7/lkxX5cEPTS9Aq8vcOD3zV7sPMxj795K6P1NOnzWdDxzzrvKvlINwUdJknCyWICmpBA60QuJYSDmtYTX4M+oo+BjQnl5Ce1K9yjL33a7JupjdVoGDp0cNA5krLo8Nf89MFUEvwTYfe9UDOsZLBGRlaGBXW8DABzaURj1OOoq8GciEET3pKU3+DUJIaQmVPOREEIIIY2hTg1nLBYLFixYgN27dwMAOnToAK5KNsf06dPRq1eveg1OEAT88MMPcDqd6NevH7Zu3Qqfz4dhw4Yp+3To0AF5eXnYuHEj+vbtG9P5mQaeLxs4f0NfJx5EUUK5Q0JGGgu3R0Lr0r145qfJ+KzvXags9QcfjUbAn/nIiTwYr6fWKYSCCJi9csaS25gGEwPccbEZu4/wMLykbvmwdl0pjDnqzMcd2yvwnxfL8N4jNlhMkYOKY/d8pTzu2csKlo3tF84wAHRythXL+2q9X7wgwewLZmS22CdP87R47XC7XYAx9m7bpzsx5EPQjC/l58B5exYr6zp2zcD0vufjixO34vLNMyF6qr9Pyzd48c5iJ9qUysElr9kGRquBaDQB8E/vT4HXZKoL/I6dLhHti3cAAB645HPkXDAcQ6L8/Rv1CJl2XQGGAf73jRPnsFpoxchfFFgdcpOhQ5fchJyn71dt69hSgwpDBmyeMsyadxxPndUDTAKeDCZ/ZrZgMCflcy+V/q063VW9V3TPSKwo85EQQgghjaFOwceAzp07R1zfsmXLenUu3LVrF66++mp4PB6YTCbMmDEDHTt2xI4dO6DVasNqSWZlZaGwMPYslqystDqPMRmvUx8vf1KM71c78MDVGbAYDZj16VgAwBPLHlL20VnTkNY8WE8xWycB2TX/bJKGVzIftVmZyPbvX+oKz1wbfuAn3L/yGdU6g88JHw/sPs5h/BBL2DEA0LZ0r/I47+5JtY4pElYnZ0dxgg+2Wo43Cup6lwITfBllsz4gu1nM1z/dVbpEtC1Zg0u2zsbcAfeh1JiNfyx/TNmel2fDvOet+HGlHOzWQ1SeS1W9s1ie5p/mkWsE8tYMZGenQWOWj+V4vtpjSfwJZU5Y/ffi5mfHoHuPDOi00UVMOL2A3f7MR4voBZudBqe9oNrAIwBk+Duct+nTBkyV+2w0izikTwcAjDjwAwzmy5BmYmF3iti4243BPYxRjy0aJjMAOKEV/OM1GJL6uZcK/1YRGd0rUlcsQzUfCSGEEJJ49Qo+AsC6deuwc+dOVFZWwmKxoGvXrhgwYEC9zpmfn4/FixfDbrfjxx9/xGOPPYY5c+bUd6hhiovt0cwcrjOGkT8gNPR14uGnlWW49e/XcEgYheYTR0fchy8sgsfrg1NrhsnnQMmhExDZmrP8isoEJfhoa5GGoiL5caVdwMxBj+DWNf9V9h1w7I+w4wO1HB0ON4qKwn+Jh08Fp4jznBZlfQYBRbFNq2UYgPFnPjI+rzLG6rhOqms72tzFyuPSQycg6GNvtHS6K7OLeGHJzWhhP4pLt30Stj1wTwRO/pPlrXRUe59YUcBtf/1Hed55zWlwFdkh+QPM3kpXrfeY1F/g79/JLQcBAB6zDa1aaVFRHn29WK9PgsP/eio6cApskR0G3qVsnz7iWdy38lnVMVlOueajw2SFu8p9FkUJdoM87frKTR9gz9zz4bnsbPzz/QrsOSpgwpkGXH12/DKX7XY5u5vzB0sFlkvK514q/Vt1uqt6rwLLhESLMh8JIYQQ0hjqHHxcv349nnjiCRw+fBiAXGctMH2tbdu2mDZtGvr161enc+t0OrRt2xYA0LNnT2zZsgWzZ8/GeeedB5/Ph4qKClX2Y3FxMXJycmK+jiRFVbaw3hJ1nfq4cMc8XLdhBrBhBuaefyLiPhkbVkLDQQk+MvbaP6jyApQgkGS1KvuzDDB3wH04kNkV5+z6HCMP/Kg6rsKQDqu7DM0qj2PYgZ/BiheGXUuSJDwyowJPVh4DADifeKruv2d/zUdW4Gs9h+R0qZYznSFZtxUVSX+vk5HbK6Gj/Wi12wO/U1Ej3yfR46329zzywA+4euN7yjJvscn9gfzBR8bjoXuUAG6vhH/PLELZZvn16cnKjfn3rtUEG86sWHoCZ90P9G4hZ00LDAvDg3ejfO0bsLlLlWOaVxyRt2fnhF2PYRiITLBEiGbh55AuPRt7jspfYqzc4sVVY+MXfBRFoF3JbvQ6uVZe1urAJvFzLxX+rSIyulekrgI1H0V6AhFCCCEkgerUcGbPnj249dZbcejQIQwbNgwPPfQQpk2bhoceegjDhg3DwYMHceutt2Lv3r21nywKoijC6/WiZ8+e0Gq1WL16tbJt//79OH78eMz1HkmQIEhoXbZfWdYdPxRxv73n3SgHA6o0gKj53IDV32xBTE9X1gfe867KH4ctLQaGHXeydQ8AQMuKQ3j+h9vQ4asPwvbx+gBGEjF67zfyOdu3r3U81WH1cvMbjq+9izLjUgcfuxRsDm6jZiZ1UlxRfQrG28OeUh6LWjlDdftuF3gh/IPT/uM87vv9adU6wZYOAJB08j1mo+hoTurv1/Ue/LrOiSxnAQDAm51byxGRBRrOXLH6TWza4cDxvXJTKsFkwZCeOqWBTEALuxx8lLIjfyGV4QrJXLY7IIoSGElE95PrYGPcEY+pK0kCPvxsHC7fPFNe1mprOYIQQhoWpzScadxxEEIIIeT0Uqfg44wZM+Dz+fD+++9j5syZuOOOO3DZZZfhjjvuwMyZM/H+++/D6/VixowZMZ/7lVdewd9//42jR49i165deOWVV7BmzRpcdNFFSEtLw8SJE/Hiiy/izz//xNatW/Hkk0+iX79+FHysBy8fnN4MAEd+3ggAcGlMuOiWzdjRrC9WtD8PGY/eBZ0GKDdkAACYotrrbAoikOkPPojNgsEHkyFYV63EGB4k2NN9jGq51S9fhO3zw18eTP7j3+Ak+R0037/u0/1ZnZwEzPHV15KT/BFTyaUOUPQ7HgyGw6lumEOiM+t7FzycPmz99OHPYsng25VlD+TsxXG7F6GgmA/b/5MfXch0qafFi2lycCow7Zr1eeI2blI9t1d+vWQ5/MHHrLoFHwPTqAFg9rs70cZf49XesgP0WgZ2fw3HgEBzF7Ga4OMXvW5RHpceKsKrnzlw0ba5eGvRBNy78K46jbE6Ei+olzUUfCSENC6OpZqPhBBCCEm8Ok27XrNmDc455xyceeaZEbefeeaZOOecc1QZitEqLi7GY489hoKCAqSlpaFLly6YOXMmhg8fDgB48sknwbIs7r//fni9XowYMQLPPPNMLWclNSl3iEh3BesWnr1aztJxmNLx7EOtcerOpchvoYHJwCDLJ6DYLAcRtv9xGDljRNgs1cewBVFSzi3lBBuxZKSxmHyZCUY9gxUfhGcsOtLVgQqRC//QPu8XF5Zt+TC4T17dmxwxBn/mo+CDUkgrcF5/J/DH363AmX10yHJVH2AUnfHNnDpdVJa7oRfUQcGp42agaMzFeOo8s7KuTPTfJ0mA7ZdvgWsvUx1TsvsYBIZVAtIAINn8mXH+4KPP4YFWlGLuik5io9PIv99sx0kAgC+nOeoSeisxBf9umL12pZGQJ7MZ9FoGBdXUWBWzsyOuX9b5UuTZD+OWNa+g/7FVWPL157hy0/sAgF47lyL21mXVY6oEuiWtLo5nJ4SQ2LFU85EQQgghjaBOwUe73Y5WrVrVuE+rVq1gr8MU1BdeeKHG7Xq9Hs888wwFHONo4XI3rg4JPvY++TcAwJeWjja5HIBgjbRm6Sz2WJoDAA6vP4J/vlyOj55IV2UyhhJEQM/LATnJZFJtG9VXDiRtH3sG3tvzBGzuEpy34zOwkoiCNj3V54mUMRRSr2hH++GIHGqIDqsLOT/PA/7pkU63hCkzylFSIV/r6z88uIWtPsAoOFzVbiPVG96sNGzdze9eCWOaOhvyhC4YlDas/yss+Hj2kR9VgUcAkPzT/QPTrn0OD7793Y2Jo+JX24+E02oYdCnYhIlbPgIAZHRrhbrknM7rNxlXbvofACDNXYY2ZXLmo2g0QacFPJwh4nFSekbE9Wf10+HvglG4Zc0rAIB/LX2gDqOKDuep8hNr6t3jjRBC6oVVpl1TzUdCCCGEJE6dpl03a9YMGzdurHGfTZs2oVmzZjXuQxqfKEr4bZNXlfkYYO7ZMWwdyzLw5MjBx6s2vY/ex//Cz2urDymIIqDzZ7RJ+shBghvPM6Hfe//A+0OfxPXX/YYbrl2O/Yx6yqRPG37skMJgZi33aXiH5Fiw+pCMJG+wJuCHS5xK4FHZ1+VAdUQXZT7WhaZAnlorQg5iH7HlhwUeAWBXZg/lsSctU7VNFCVkndoHANjb5ozghnR15qNW9GLBMrpPifDOwouVx/yIyJnytakwZmJD3hAAwEvf3YArN8n1XyWTCRqOgchU888YG3n9nRebcMbQxPzbVHWKf2DqPyGENBaq+UgIIYSQxlCn4OOYMWOwZs0avP766/BUyezweDx488038ddff2Hs2LFxGSRpOKu2+jDo0K9oHqHTMDP+7IjHSHl5yuPXv7oS0rr11Z6fFyRoBTmYV90Hb4ZhkN9Cg/+7Iw0ukw1njWuJoYOz1DtFmB/U9uQ2AEDlqPHIaFefvEeANQQDXYy/7uPWAz78vim8OQlXw7Trqp2wSXR0RfLU3B25fXH1pFV44NLwGp8AUGRpjhXtz5MX7BWqbVv280i3y0HMo92HK+vN7VrID/wB5sDzkTSsqp1UhY6d6nwuq3+qtYpF7oId2uk6GizLwNQis/Yd44D1Vvl7QA1nCCGNLFByhKZdE0IIISSR6jQHbPLkyVi+fDnee+89fPbZZ+jduzeysrJQXFyMLVu2oKSkBK1bt8bkyZPjPV4SZ6dKBLy45KaI26oNFrTMUy3e/J+LUfpAUcRdQzMfYYic+RjQsaUGHz2eDr2Owdqd6gAR56xUHm8/6MPH37sw1lUmj7Nt2xrPGw1OHxIU8MrBx017IjefOXm0+nICossdMkmdRMvgDz6WW5ujIK0l+neuPkhzzJYvP3CrnyOHTwk4p2g7AKD1pcPxXm5fDNcdRO4558o7+Dua51Yex6PLHgGmzozzT0FChX6wnTv6SYzXh2eyRuPx6yzgPg1/LWrM8t+TdFf4356ZI57AxWFrg9h0Ww1b44et8uWcVMffASGExAtHNR8JIYQQ0gjqFHzMyMjAZ599hpdffhlLlizBihUrlG16vR4TJkzAI488gnR/rTWSvMSKStXy1uYD0PPkOnlbNd1ihVx18FHDV59JVlEpQCvKgYPqpl2H0uuCXRhnnfEgblz7OgBA67Qj0Df25fkOON0S0jxlAAAmKyv8RDHSaFnwrAYakQfj80JCMDuAkURcvukDlBsyMeLgT+h2KjzTc39OD7Qv3AY4XRBFCe9+5UTb5hwuGFr7z0wAU6kcfGzTpyXunWDCgC7VT0/1cf5tIYGdCocI16ETaFlxCCLDwjZuGCZMUDciCQ38nLvrcxRKH6gaC5H4knzBTs8jXr21zufp20mDk/rw+o1svvylQ0aE4GP36f+o8Zx6Qw1fEfB83Gozst4qwUeDqZo9CSEkMTiq+UgIIYSQRlDnT1iZmZmYNm0annvuOezfvx+VlZWwWCxo3749tDS1LGWY9m1XHu/95g/88tKykOBj5KnMYvPm4SsFAeDUH+idbgnvfFaKS/zLsWT98ALwyYD7kFd+EOP2LIbW5VCCj24njxvXvYlLts2RV2RFbiwRCw3HwMvpoRF5HD7sRKs8INAMefTeb3D36v+r8fidbQejfeE2SG43dh7msWKjHJA9f4geDAW4alRWKcJcIk+XNuXnYWSfmp8n3kDw0evF/uM8vl3lwR9bvOh1fDcAwJHbGlJaeAdkpsrzjykshER1aRtOSL1Dk63uzX0YhsGnE15E77fVZTzYm64HAOzO6YUzjq5U1h/qPhIdW9b8T5uhhtKLjL0CUkZ8pmWHZT4a6csIQkjjCry3oZqPhBBCCEmkOtV8DKXVatGlSxcMGDAAXbp0ocBjinHsOwYAKOw+CLbBvcBmBKcjSrb0iMdo00w4amunWsdUhk9F3nuMh9EX0pwlhuBj1zYaiKwGcwbcJ1/TKZ9/y34fztr3rZIRCQDIiEfwEfBy8vimzy0BEOxX0T1CpmNVbqM/2OVyQcMFg43TF1bfnIbIdh3mkeWUg4+a1i1q3DfNxCiZj4zXgyfes+OPLXKgt1ml/Fz2tGgd8dhAt2tleW3t9zWR9h/ncapEqH3HFMF4QjKi6znd+PbHBuDr7tcpy49eMFs558ujX8bCXjdj8oTFeOmsl/DlQ7NrPV+aicVjF8yKuI09frxeY1XxqBsbSQbqsE4IaVxU85EQQgghjSGm4OM777yDV199FT5f5Fp4AOD1evHqq6/i/fffr/fgSMPad4yH9vBBAICubUsAwLEzzkaF3obNLQZV2y32zD463HLVz+qVnvCp17O+d+KaDW8DAMozW8bUbCHLxuLft6XBpZWbSujclfj0Fyeen1WJXPsx1b5SXIKPjBJ81PFuiKKk/PgTtnxc6/Gizp/R5PYoWQUA8MeW6l8rRObxSchy+LtdN685+Pjv29KU+8SGBHa6n1yHEQd+ks/RKnLw0cuqn3+uQyfqPOZ4kCQJs7534vs/3ThRLOCJ9+y4/42K2g9MEYxXvj8iw9Z7GrPFyMKlNSvLGfnBkhCFljzMGPEsdub2ww/drgKvqz3A16kVh3Y3nosPBoVPz2YPH6rXWANcHgmbtqjvJ8PV+/s+QgipF6XmI826JoQQQkgCRf1JaNWqVXjzzTeRnp5eY3ajTqdDRkYGXnvtNfz5559xGSRpGE++b8f4XXJXYXbYYADApCtb4IH712Dbe19Ve5xex+C8M9MwddwMZR1TpbYZAJw46cGVmz4AAIh1yPjp3FqDs8fIU79ZUcD3y0rBCT5culWdsSSmxyf46NHIAUSd4IGPl6cmMVLtqQGCVg/BX8+ScbvAi4DVXYqZn47DBdvn1XtsTZkoSvB4EXXwMS+bQ+s2chCK8coB7/bFO/DWogkYtX8JAIBt2yrisXzVzMeS2Lokx9uBEwKW/OnBx9+7sG6XDxZPOZpVCaynskC9Q0Gri0ttTbc2WC/xponVd7cf3a+GOdV+DMPg8rOMsOSYw7Y5i6pvKBWLj5Y4wVSZdh2of0sIaRxz587FmDFj0KtXL1xxxRXYvHlztfvu2bMH9913H8aMGYMuXbrg448/Dttn+vTp6NKli+q/c889twF/gvoLVMihmo+EEEIISaSog4+LFy+G1WrFpEmTat33uuuug81mw5dfflmvwZGG1fPE32hXuhcA4Bst11NrnsnhpX+0wNlDwj+Uh+rfWYsVHS9EpS4NQHjw0euTcNPfrynL4vXX12mMTJoFAiO/U7Z4KjBn3pnIcZxU7ROXzEdNcNr1PX9MhccrgmMZpLnLqj3m79ZnosSYjZXPz4eoBB/lrMm5c0Ygv3Q3pqx4ApDoDX4kOw/xuOXFMvy8sgw2f/OgiPVEqwhMn3aWuzD40FJ8sED9QU/bpWPE4wS9CZ/3Dml8Ulxct4HHSejT4pMfXfh81kB8OmcYmIKCxhtUHAUCb7w2PnUOC83B54YuPfzvU6/2Grz3iA1tm0efZcnrw88j2Ssj7Bm73zd7lYA4ABy3toHmrro33iGE1M+SJUswbdo03HPPPVi0aBG6du2KW2+9FcXV/FvgcrnQqlUrTJkyBTk5kRvwAUCnTp2wcuVK5b9585L7S0eWul0TQgghpBFE/Sltw4YNGDZsGHS62rNKdDodhg0bhvXrk6umGpFJkpxtNuLAjwAAwWyB0KlzTOfo3k6LeyaY4Pso0HlYzkLz8RI4Fnh7kQP/tyGYGSk+/GCdxtqyGQe73oZ0dwksnnLkVobXYxPT698cQsMx8PozH7sUbsHR77+FLm8s5sw7s9pjful0GR67YDZu6W6CuFmewqspLwUvAGZfMIDBVNojNkA53c3/xQWXB3AVFQIAeI2u2jqjoTxpcrC5067fca7PErZd7Bg5+ChJwDvDn4bdkI5b1rwCtqxxMx9D+zOxIg+9IAfrNFs3wzfm7EYaVfwwPvlvgqCp/d+MaJy0BqfTS6bwrtH5LTikp8U2rZmP1H06TsHHHkfXYMzebwDIX2zsW7oRXbPj00WbEBK7jz76CFdeeSUmTpwIAJg6dSqWL1+OhQsX4o477gjbv3fv3ujduzcA4JVXXqn2vBzH1RicjEZD96ULnJ9hAI2/NowgNvx1iVrofSCNi+5FcqD7kDzoXiSPVLwX0Y416k9CBQUFaN06ci21SFq1aoWlS5dGvT9JnH/9z469xwQ8X3YAAOD417N1ena3b6FRNf/4aY0HHy5xYuwAHf7c6kG5IQM2dymOXjgJ+jq+ejIsrBJ8fP+L8yPuI6Wn1+ncoTQcg0JT8MODdsM6mLIGweKtfgqmW2sEGAYOtwRHdjsAgPHogbAOkkx5OQUfI9D5qzek+bMe3eb0qJ6Hdluu8njooWVh22sLpFfo0wGg0YOPvAD0Pv4Xxu/6An+1HaOslwxNoyNyoNOzoI1P8PGYta3yWDIFMxZfuCMNf233YcKo2H9vQqTgY4TmWXXRtWCj8tjedxC6tqXAIyGNxev1Ytu2bbjzzjuVdSzLYtiwYdiwYUO9zn3o0CGMGDECer0effv2xZQpU5CXlxfTObKy0uo1hliuY7M5ATjAchyysxNzXaKWqPtNakf3IjnQfUgedC+SR1O8F1F/GmJZtsZGM1X5fD6w1TQsIY3n8CkB+nV/YcGPdyPbKU/vFDt2qtO5WBZK8BEeL2Z+5wQA/LLWi2d+mgybWw7uGKc+jrrO7jHoGFTq5Q7cGpFXbfuu61VY2f4cPByaQlZHOi2DPdk9Mfyg3EineOthOAaF17EMdcaADOxhWIzpr8e/vpazL/XlxXA4RXg5PXT+TDamrAyopgnK6SzQmCfNUw4A4NPSozpup66d8jjwOw44fNODMFptiCQwy9nuDz5qysuiHGnDEATg9a+uBACcv3OBsl5yuhprSHHF+hvOCHGadn3K2hpvD3sKPk6La0O6Z3doqUGHlnUL7EUKPkoud4Q9oyNJEhiGgdcnwRpSskFctLDO5ySE1F9paSkEQUBWVpZqfVZWFvbv31/n8/bu3RvTpk1Dfn4+CgsLMWPGDFx33XX45ptvYLGEZ+ZXp7jY3qAVWhhG/hBTXGyHwyFnpXs8PIriVOOWRCf0PlBFnsZF9yI50H1IHnQvkkcq3ovAmGsT9Se2Zs2aYc+ePVEPYM+ePWjWrFnU+5PE2HOEx/RFE1XrhA6Rp6nWhmUBt0ZuJMM4glMVWVHAqP3fK8tiy8gNQKJh0DGo0IcHk1546Bf84u6EiXXIdqruOk5dMJuq4ngpvl9RgRtqOGbE0AwMGSyPrVInZzZqRR++/mAjLg5pLLFlXSG694zLMJsWRu5SPfTgLwAAMcoM1h0FGpyy5Kmm4P+Wfy62TX4OE67vUuvxgcYljLvxgnx7jvLYfYTHiAjbHMWV0PuDWKks0BAoXpmPj1xjxoLcO/HotTXXo42FYIyQ+eiu+UuH6qzb5cWML524+1IT1u3yYUSF3DXb/uzzQBPJZiWEqI0aNUp53LVrV/Tp0wejR4/G999/jyuuuCLq80hSYspDS1Lwiz9RpJLUjSVR95vUju5FcqD7kDzoXiSPpngvok5NHDBgAP78808cPXq01n2PHj2KP//8EwMHDqzX4Ej8nTrhUC3znBZiXss6nYtjgWKzPAWWPXlCWW9zl6h3rEcGrEEHJfMxwNG8DW5/YhDemWLDFaPj86HeqGfwW/vgtO6cyhO1d6Y1BTt4u7TBgMhHn40DF9Ile+kvp+IyxqaGE3x4a9EEXLF5JgBAtKZHdZyPB1a3Hata92Xvm3H5jV3BsjUE7Px/vAPZumyEDu2J4HCJ+Nf/7JjzU+Tg55xFxfhied2z75KBxythwxb5Cwleo69l7+gM7KrDy5OtyEmvf6ZzgGCMEMj0B01j9dI8BxxuCf/91IHf1jrQrmQ3AEDM71CfIRJC4iAjIwMcx4U1lykuLkZ2dnbcrmO1WtGuXTscPnw4bueMNy6k5iMhhBBCSKJEHRW67rrrwPM87r//fpSUlFS7X2lpKR544AEIgoBrrrkmLoNMRWWVIhYsc6GwjK995wTy7gu+Id7aZigq3ny3zsFBjmVQaGkBABAPH4XB58DbCy/G64uD3/Z7NPULDpoMDOyGdNU63iSn9GZa2bhlhxn1LArSWuL6a5YDADqU7FT9HKEEhoNbY4AQktGZk1F9QKRtaXjGcFmliJWbvRDFJvZ1RgzMrgrVshBFs5mA0GAvADx8b7taj7FZ5Oe5t5GDj8eLRYzctwT3//5UxO3ti3diyU+FCR5VfO0/waPfsVUAgLQTBxp5NNUTTRGCj566PS84wYfb/3wRPU78jZ/f74j8Ujn4KOS3r88QCSFxoNPp0KNHD6xevVpZJ4oiVq9ejX79+sXtOg6HA0eOHKl3A5qGFHjLR8FHQgghhCRS1NOue/TogRtvvBGzZs3CBRdcgKuvvhqDBw9G8+bNAQCnTp3C6tWrsWDBApSUlODmm29Gjx49Gmzgye73TV58sdwNARW4Zoy2sYejMBcdAwBUtO2C3L9/hFCPc7EsUGCRi6ofW3cQ5/Kfo2vBJtU+T932Hf5Rr2sw0AjqDMQ9V9+HttXsX1da/yvhWHo+BIYDJwnIdBVF3PeKG9bAyDvxemawdtR14404p2gXfvxf+LTfW9f8F4V4WrXuzpflOodfLGfx+v2RaxQ2dQZXuWo52sZBj9+QiUPr1Q18TK2bobYw7ln9dNh7lIfHKWessj5PvZ7/dXWyWMDUn+6udvtVm97H0ENLgWn1a4JQnd1HePzwlweTxhuRaY1/Xd6yShHPfliJZf6MVourDMlaxdKVGV4ahIkxKF1UJqKoQsS5u77ANRvewTUb3lFtF9pT5iMhyeDmm2/GY489hp49e6J3796YNWsWXC4XJkyYAAB49NFHkZubiylTpgCQm9Ts27dPeXzq1Cns2LEDJpMJbdvK70L+85//YPTo0cjLy0NBQQGmT58OlmVx4YUXNs4PGYVA8PF0/vKTEEIIIYkXU5X+xx9/HHq9HjNnzsS7776Ld999V7VdkiRwHIc777wTDz74YDzHmXKsZjkj78BxH4DkCT7qK8sAAF5bZr3PxTLB4KP25DEY0tuotu/J7oGJd9U/oyDbcVJ5/K9zP8CA0ZfEPfjIMAwuHWnAiWIBnKQOSR23tsGro6bh2R/vxhsjn0OZKRtlVY63mRn4NAaUGHOQ6Yo+a+1EsZx6IDWBGn+xMrnVmY+IMvg4fogF/8pQd7SW0jNqPU7DMbjrUjOWlcjZbhqfB9G30IqfOYuLMKHKugtv3Yr/fHs9epySA45tyvah0OMB9PGZshzqqQ/kBgO8IOHhq6JviBCtr1eqp4wfu/dJxKfqY/yt3M3hsSrrmCimXf+13YvFv7txyQgDPv74AC7eOgc9Ko+F7Xfq+dfA6pL1pyfk9HL++eejpKQEb775JgoLC9GtWzd88MEHyrTrEydOqBolFhQU4NJLL1WWP/zwQ3z44YcYNGgQPvnkEwDAyZMn8fDDD6OsrAyZmZkYMGAAFixYgMzM+r/HaigcZT4SQgghpBHEFHxkGAYPP/wwLr/8cixcuBAbNmxAUZGcHZadnY3+/ftjwoQJaNOmTS1navoydD68tfBSeDOzgUnqTqden4R1u33o1V4DizFxHcH/M7cSeUflDtS8NR31rZzGsUCBf9q1reQYcrLU9SQtLTKQnle3LrSh5vebjIFHVmBBnzuwKn8c+jdQjO7acUY5E+A+9Xovp8P6ViNwyS2b0KezDle30WBAF3VAoVtbDQZ21YKVqsml8/kAbUgQWpJw218v4aitHT787gas2eHFy5OtSDOdPh3iDXyVfLiM9KiPDTzvFDGUDpD8AT3OV7fafvVxtEBAZsHBsPVtO2XgSHoHJfgIAGxRYb2aNdWmuLxhPnn6eMDgcyrLhgfvqnO3+4bWMz/871M00/Ffn1+O4Qd/xjuHzsT7i69Aq/KDYftUPPAPsHfcGo9hEkLiZNKkSZg0aVLEbYGAYkCrVq2wa9euGs/32muvxW1siRKo+UiJj4QQQghJpDpFhtq0aYOHHnoo3mNpUnI3r0T3gg1AAVBsr4BkCU4T/WK5G1+tdKNLGw7P3Wqt4SzxI0kSNuzy4M7tcwEAQhyCjwzDKA1nzGUF4CrU02j5NFvdnmBVbMkbhEtv3giHv6N0nw4Nl0kaKfvQx8nBKolhMaibDmMHhGejMQyDG841Iv2ByPVQ2aJCiC3ylOXOhVtw7Ya3AQBT0lqitNUI/Lrei4tHnD5dcRleHfxjM9OjPrbUFKyntX3U1Yilupbkz0Tj+MTXfCyqEHHVpvdV6+wjxuKZmy349NteOHfXF8p6prwcaIDgY+vSvXhy6YNYeeFDAC6P+/kBoLldbkzmNtkg2dJR65z4RjJpvBFvjpiK69a/hRW9rsCEv96uddq12yPhvJ0LMGXFE9jZrE/EwCMAeO+7vwFGTAgh9ROcdt244yCEEELI6eX0SbNKMLOjVHnMHlNPx1u5Rf5wu+uwgI17fPh2lRtSA/dR9/HA5Zs+QKeibQAA0Vr/OoMmA4Myg1z30OKtQLuinartWl98OvammRg49DYM6KrDR0+kw2pu2Kftv879QH39bDP+96gNj15rxuh+1U+h1GmqT8lkC9Qdr3NDpmieuf97tCveBY5J0ghNA2F96knPTAwdR4tNzfBN92uxuMf1yP7s3doPCCHp5ZqPGl/ig4/llSLG7V6kLK8YfSfcn8wBwzD4tvu1qn3ZKsH8eHl82RR0KdyCWz+6pUHOLwG4/c8X5cd8cjXcqqpZBgfLlLvx3pubYO/aB4Bc81EQqn8tlthFXLnxfwAQVuMWAHZ0GIG90+dBisPfWEIIibfgtOvT6z0HIYQQQhoXBR8bSGgzDfboEdU2s57B/b/9C3f/8RymzanEJz84sfdYw7a+8PESzty/JLhCH58Mu2uvDGbz9T6xRrXNeWl8sqr+fVsaLh1pwF2XmGAyNHxdxFX547Ci/XnKcubhHbCaWQzoogPLVn99bYQ0z93ZPQEA7IkTqvW5nmAw8pJtc/DhgvHo9vMsON2nz4cBtkrmo8YUfW28SeeY8NqoaXjzzOfBxNqtXe/vdi2JQIKDY05n8HV+Yv7X6DLvJcAs16DkOR1Wthsf3LmsrEHGkOksaJDzBuh5l9wwBwBTw+slWVw03IDbL7ZA0skZzSWFbjw0vUJpxvDhd05MX+hQXpuVLgkG3lnt+XI/egW2q5K32QQh5PQWmHZNNR8JIYQQkkjxmBVLIjC4gs00xMNHVdvaH9uAS7fJtYU8GiMu2/IxNvX5Amg1rMHG4+MBgQ1OV9YVHI/PiVkWpYYsZLiLlVXrWg7HmjZn4fLbr4vLJVpkcbjmbGNczhWN7u00KDIHawruufQOhPfEDafTMqjUWWHxBu/9ybRW6Fy0FdLBQ6p9MypOVT0cnT5+GZdLV+G5W9PQpU3Tf2lWrbko9I2+OdF5Q/Q4WSKgf+fYp+BLhpBp8243YIl/05Vqr10UfJ1ozhwOcMHg3MNXmfFvfjrmzxmOTFcRhJL4Zz6KogRtaPd4lwswxve1ZXSUKY89ny+O67kbkuAPPmoFL06VinB7AZaV8OMaOUN25WYvbjjXCIOOQR9f9cFHoUPHhIyXEELqIvCdEE27JoQQQkgiUeZjA+E65CuPXceLVNvS7cHMo0nr34LZV4neU+9s0PH4BAkWTzCYceTSm+NyXouJwceDHlat23ntQxjzyT/icv7G8M/rLZBCaj/a77ivhr2DNBywMn+8ap09TZ5KXHGkCE++X4HFv8tT7NOd4R2xRcjX/PxXV9i2piiQ+bi5+UBcdtP6qDpWB2g1DG6/yBzW+CcajC6Y9Vtbfb94Ywrl177LkqluQARgcHcd7rwqE5vzBgMAhJKyuF9/+kIHdELwZ+b27Y37NcRKufGU15QG24Vj437+hiJpg8FHAHB5JHy21IX84p24YPs8sKKA2T+4cOqUG0ZfZfUn0jZcTVpCCKkvlrpdE0IIIaQRUPCxgXgmXIEVva8AAAhFpaptRldZ2P5Mlfp38SRJEl6e74DZawcAvHX7fLS8KD5ZlgM6a1FgyVOtO//cXGRaU/eppalSu7FD1/SojmMYBm+NeFa1jrXIU2p37ajAvmMC5v/igiAA+gjNTkRGbgHEC8BvmzxweZr2FOxAzUe7IR29BreoZe84XlfLgWflzFLG0zDBR4dLxM7DfFgtV7ZI/iLClR65Rc7I3nq4jXJjJbGkNOI+9bFqqw97srsHVxw4GPdriA45K5A3mOJ+7oYkKpmP8nPC6ZHwyzoPHl/2EKaseAKT1k2XtxedAifRp3ZCSGrilIYzTfs9BiGEEEKSS+pGiFJAcW4HAABTGgwi8IIEvjA8qCA14PwXu1OCfd9x5FbKU62vvaVzWICtrliWgad5S9U60ZYel3M3Jo0YEgyOoaagU5eGl0a/DADY1mIAfHo5ABPIBgPk4GJo9lnAqTT597jjEI8ZXzrx3teOsH2aEtY//Te/rRH3TTQn7roc4GP9GZMNFHz81wd2PDPTjr+2q79UOLhJrv3pSa++uU6Zrbk8zmNHq92nPiz+LyEAQNi3P6pjjhQIOFIQXV1ayR98FPWJK5UQD6K/C3oL+1Hc//tT+PH74/D6gE5F2wEAA47+DgAwFJ4IO/b7rvIXTauH35Cg0RJCSN1QzUdCCCGENAYKPjYgr1WeRsqWycFGSZLwxucOXLH5g7B9LaUnsXNLMeb97Ix705FKl4Qb176uLIvNcuN6/pK8TqplyZb6XV7NIQGaWP3Q5Qrce9mX+Ocln4A3yvUEWVewRpzbJ0HLh3cCb1O2D8/8eDc6FW4BAKze2nDZsMkgUPNRSvA0VY4FvJwcaGK83lr2rpvjRfKnulVbg+fneQnpLrnmY5mp+uBjaXZbAAB78GCDjC0tpPyC50RxxH0cruCn0n3HeDwyowKPzKjAzG+dKCqv+RMr55LLBgjGxAWU40HSBafwX7p1Np74Rw/kVAZr47awH0Gu/SgObZCDwjtb9Fe2nbr/n7jnluUQX/1v4gZMCCF1wCqZj407DkIIIYScXij42IAEmxx85Mrl4OMPf3nw93YPrK7I0ym3PPUh8v9vCn6bvyluY5AkCdMXOtCy/CAAwPHgI5DSrHE7PwDcMUEdbJSsqR98DHQdPm5rG9NxD1xhBhgG25sPgEtrBu/P/jJ4g1mMbq8EvT/z0csGAx42dylG7V+C9744PTrlskIg+Bh73cb64FgGPo08xZZxN2x9Tbc3+EXC4pVudCrcCgBgcyNPuwYAZ147AED2hpUN0v08zV2mPObLw2sXLt/gwS0vlmPZOvk5+tRMOx5e/jgWzBqIki9/xj2vluPnvz1hU8oDOI/8OxUNKZb5GCFTc8yer5XH2Y5TmP7lZbjp79cAADaNF/fdswpv/vNXXHB5ezz7Yn90zjeEnYMQQpIJF1Lzsbq/44QQQggh8UbBxwYk+hto6MpLcOAEj4+/d2Hpu/nQiZGzrSav+jcu3j4XY6ffHbcxHDwpYP9xAc38GTy+MWfH7dwBbXM55XFli3YAE58p3Y3p9/bn4aGLP8WDV34V03HDegYDaSwDSHo5GKEVvDjj8AoMPLwcbq8Enb/m4/Pjp+Px8z+OeK4m8GusEeev+Zjo4CPLAh7OHyRyN8y0a1YUcOOaV6H9dZmy7pe1HnT2Z7Xmnn1Gtccau7ZXHpe+Nzeu4+p6agPMIc1SWGd41+Z3FjvRunQvZi2U61N2PbYWF+6Yj2xnAV769npY3aX44Fsn/t4ZOTNX45YD7akWfPRa0sPW3fnnNNVytrMA+aW7AQCV+V3w1NM9cM0DAxIxPEIIiYvQSjIUeySEEEJIolDwsQF5/bUQLYVH8Pg7Fbhqw7sR9ztlUddMzKg4GbcxeHxAduVJtPJnPgotW8Xt3AGaYOwRHltW3M/fKBgGm1oORZEm+g7MAQ9cYUaaicFj11mUOnJpnnK89N0N+M93N8JbVqnUfLzrmhzkn9s34nliKDWZkjg+EHxM7LRrnQbwcg2b+Xjj2tdw47o38NK31wM+HyRJgqvEgTZlcndp8Yzqg4+hzWjaz30zruO6dOts1TLrDM987FC0DbM+HYtXv7oKANDv6B+q7TevkacWH62mBqSS+WhKsWnXFgsEJvoXnfk/z4Jp6t8QEEKanEDNR4CmXhNCCCEkcZp4eKNx8a1aQ2BYaD0utC7br8qieerc95XHu5v3UR13fNC4uI1BECS8GzKNV2we/67CLMvgjZHPocSYjfUPvxr38zeGVs3kl0b3dpqYjx3WU4f/PWpDj3wtGH/w0RJSZ0+0O5TgoyndiLZdIwdsuSb+6lSmXesSm/loNrDwaOTMR8YTXnuzviRJQl75IWW5+Pk3UVIhoUPRNnCSiEqDDUL7DtUez7AM/mo9CgBQ1qZL3Ma0+Hc37Hp1SQT26JGwfYcd/AUA0LVwM46e4sGJ6iDjJdvmoHXpXhw+xUe8lsYjZ1NKxtTKfLSYOTh0aVHtW2lMh7ZDbCUZCCEkGYR+sUlNZwghhBCSKE08vNG4srINKLDkAQAu3TpLWf9370vwR/45+LXDhdiW2w+zL/4PlnW8CKf8+zJxfDf4x3oHMl2FwRUNlGX2Vc8bcfmNa1GR371Bzp9oT05Kw4QzDXXuwhzIiJJ0coadIaTBjODxKcFHSa+HJdMMjz8TL2DwoaXIdBfV6dqpguP95QcSnPloMjDw+oOP878pwZ/b4tt0hhcAng3+TF3fmYrCchHp7hIAQEmLjgDHVXc4zhtiwLJOlwAANPbyaveLxYY9POb/4oLWH/D9Pf8cAIDtyB7VfpIkgQmZh3f0hBst7OEBylmfjkXOZx9FvJbWn/komUxxGXuiWM2skhFbm+JzLmvg0RBCSMPgKPhICCGEkEZAwccG1D5Pg2O2dgCAy0KCj7mfvI6cdBb/Hj8D3/3newwY2gzPj3sLC3vfCgBgxMgZRXWxdeXhuJ2rVgyDpjIJMcvG4qqxRmRa6/kS0clBKFNo92yXW6n5KOkNMOgQlpE2bckteHPeBfW7dhKTJCk47TrhmY+MEmQqLXDhtQWOWo6IjdsrqeoqAoDH4UOu/RgAQNO8+mYzAJBtY9G2m9wNO2/D8lqvJ4q1F+0qKBWg5d3IcMkB7cCXIoEgeAAvqNdJTjc6FO+IeM4Hf/8XfK7wwK3G65/Kbky14CMDTYS/vX+0C89E13WpPnOVEEKSWWjwMZp/PwghhBBC4oGCjw3IYmRwKk1dY/HQpPtgbJGFF+9Kw3/uTsPN55twyQgDHrrSjJxsOVDFxLEIT66/0QwAzL/gubidtzo6bVMJP8aHpJeDXCZfMMAlud3BAI/RAK2GgV2fHnZsdmX8an8mm5fmOeB1BjIfExt81GmhTLuuGnyLB7dXUgebAbDlJRhyaCkAwDp+RK3nOGwI1oGVNm2udr/vVrlx87Qy7DtWyxcWkoS3F16CkQd+BABU+oPdWtEHCMFp1R6fBAMfbEIjuVzIrjwBAFjbKnzcjv++HbZOF5h2bUqtaddWE4tSY3bY+kJLCzi0FtU6Q4fWiRoWIYTEVWipWsp8JIQQQkiiUPCxAVmM4YE4b4tW/m0s2jWX6wlqOAZDeuig1/unYgqRGznURWfIgYNtuf1w5Io74nbeqiaOMqB3Bw0GdEnsFNpkF+jkzEkh99TlDpl2bYCGAxz6yLXmpCbainL9bh80gr9bsi6xzxmthlGCj/klO2HxlOPXDR7wfHx+124vYPKqMx/Z0lI0tx8FAPgGDKz1HEfT85XH0nc/VLvf7B9dcHuBD5eEd60OpfE40aFkp7IcWoMUHvm5+PmvLny90g2LpyJ4badbyeJ8dZS68zMAGLduCFunDWQ+pljDGZuZwftDn8CW5meg0NxcWT80pwx3Xf6teue2bRI8OkIIiQ+GYZS6jxR8JIQQQkiiUPCxAem0DE6lqTtZW264str9Jf+7QUaK37vB9BI54OFo0wlXjWm4TKQrxxjxzxvSoOEo8zEUE6GeIeN2qoKPWg0DD2eIeLwnvuUIk4pWlH84zhBdnb24XZcLdruesOVjfDZ7MN5d7MTCFfFpPuP2SjCHBR9LYOD9QTlz7dORu3Uy43+DHwMAVK5cV+O+WsFT++uurEK1eOiCG5THjMeNkyUCvljuxlcrPUgLCUyyFWXKVORyQyZ25fRSn5cPz7jUeeVAKGNOrczHTCuLv9qOwQOXLcS6kCxPny0Tx9LzccnNm5R1Ql6rSKcghJCUEJh6TbOuCSGEEJIoFHxsYAt73YLvul2N+y5biMVLi6DJjdzZGAAkVs58ZMT4ZT5a7HKNt7Z9W8JkoMBgoon68KBi0aGQrDODXg6GaSIH4CqcTS8tQRQlWF0lGLP3GwCAtVNeQq/PcQx8muB9MfqDgl+ucMXl/G6vBJNPnnbtZf2Zr+Wl0PmbDkmG2oNyFw4z4Ki/XqyxrLDa/c448hu+/aAHRq+ZVe0+ACCWliqPV7cdg14X94bA+P/eeDxwe4KfQEOzIrWl8t8PiWHwr8m5cGvUgVPJFyH46AsEWVMr8zG0ZMShjE7K4z03P4qxA3SwG9Lx31EvYvrwZyHl5jbGEAkhJC4CmY9U85EQQgghiULBxwbm0lnwyln/wdEOAzG8V8217ZTgYxznweg8cq1Bxhp5Wi9pWHyaLWzd3q3BLtaBzMfquuya33ilwcbWWHgBuH7dm8HlKKYhx5tPp/59P/DbP/H57IHwHi9Qrbc7Raza6oUvhinZbo+kTLsO1HzVlpVArwQfI2e5hjIZGHQ6Q86aNldUH3x8+qd7oBV9uOLLJ2s8n1QqBxSP2PJx8J3PoGGD2Z/weFTZL6GZj/aD8u/DqzejZTMtTFUa6Wic6mVRlJTgI5NiNR8B4J0pNrx0dxoW97wRswfcjzsv/xadBrTEHReb8cFjNvwx6FqU3XRnYw+TEELqhWPlL1to2jUhhBBCEoWCjw3sxXty0DaXw+OTLLXuK3H+mo9xynwUBAl6/xRINi21spCaCl+E4KPFK0+BFRkW0Gig1QBeTeSAVLu3n2/Q8TUGXgD6Hv9TWRbzWtawd8MQtOrf9yXb5iDLWQjtD0tU6//7qQNvfO7Ap0ujz4r0ODxKNuUxW1sAgKasGPrAVPsoMh8BwJfVDABgKzgU9bWrw5SXAQD0zTJw9hl6cCHZtozHA7dXwvnb5+PRZY8g2xFsdFS8R35cwVmg5YBORdtU59U41I11eCGYScpYUu9vTqaVRdvmGlx/WRY+HjQFF94zBHqd/CE9zcTi3Sk23HVJ6v1chBASiqOaj4QQQghJME1jD6CpG9TDiPa5VkTTN0Sp+Rin4KOXB4z+Lsuc1YJa+uGSBiAZTfCxWrmrsN/kP+Su47xWDzAMWAbg2cgvRae26QU6eEGCSytP3y3+YI669WaCRJoODwA+To9AfrIoSth10ItR+5ZgT3lH4JyhUZ1bKApOcT5pk7siS8dOBHcw1p75CAB8TjPlMbdlE4RefQAA63Z58d1qD2670IQOUZ0J4MrK5LGlWaGBnPUSyHxkPG54GOCRFY+HHZfuKgYAOHQWmDjAw+mVICoAaJ12+EL25wVA7w8+cpbaa1smq3ED9RjZRweDTv3cZFkqXUEISX2BP2UiBR8JIYQQkiCU+ZhM4lDzcfM+H/75fgUOneTh8Uow+YOPlPnYODiOxck0dXMKFnIkmg/JvmOr+wQQoWFNqhNEKFOQGytAVe2U4JJg4HDuzy5cu34Gnvn5Hjz2/b1Rn9tXXAYAcJlskLKyAQDsyePK9mgzH91asxIg9KwPZhzO+Og4Bn32IpbPWI5oJ4NrKuSfS7SlA5CzXpRp12433N7IZ2rmlUsEWJtZwTAMPh74MABgd3ZPAIDWVTXzUYLB5284k4LTrkNVDTwSQkhTQTUfCSGEEJJoFHxMIvGo+fh/syux95iA1xY44PFJsLpL5HNnVt/ohjQcjgOOprePuE3kgtmOX/W8Hvszu4Tto0zFb0J4QVKCjzA1TvBRY6om+7C0RHm46bttuHXNfwEA7Ur3IKr0ZQCCP/joNdvgs2YCANJK5MxHgdMCmugSzltksVjW8SIAgHj0mLL+gh2f4vp10/HAjMsQGh4rKKk+t5krPAUA4HPkRimhwcfAtOtIWlbIU76l5vJxn/e5HZMnLMb/nf0GAEDnDAYff13vwaPP7kHbsn3yeVNw2jUhhJwOqOYjIYQQQhKNgo9JJBBoYqT6vxvkDx3F1t0upLvkYIroz8AiieXxSkrX4qq03mAdwZ25/XDbVT+FNZ4Rq5mOnWokScKCZS78vsmjmporGRsnO+6YI3LzJ6a0THk86PAK9bbyMkSDL5Rfc7w1HV5bBgAgvVwOPvp00U25BoCRvXUoMjcHAOS+/6qyvnnFEeVxoH4oABT/31sRz7PvGA9rsRy8NLT2Bx85JqTmoxveSk/EY3NLDso/S56cvSuyHHbm9oPdLH+ZofW6AJ6H0y3h3a+cmPHlZcqxkrn2OreEEEISj2o+EkIIISTRKPiYTPzfRNe35mOXgk347JOhuPriPKT7Mx/FvLx6D4/E7niRiEp9eNMZANC7K8PWCYw60zFe9T8b267DAv74Zjd+fO8vVLokGJTgY+NkPlYI1QUfg5mPWtGr2saeOlX7eR0iXKf8U5zTM8Db5MzHbLscfOS10QcfWZZRumVrXA4wR4/A7ZFUAcdQZ37yNOD1hq0vKhfRuXALAEA/sC8AQMuFTrv2QLQ7Ip7T5pSnXTM2+Tl824UmnNVPhzGjgpnUTKUdFU4R5+z8HM3tR5X1QsdOUf+shBBCEic47bpxx0EIIYSQ0wcFH5NIcNp13QNOZk8F3ll4sWpdeYv2kNIz6jU2UjfjB+mV5irRqNp4huN91eyZWnYc8mHe3JF474sL4X34CaS5ywAAYkZmo4zH6K9LGKZEDj5WOERV12cAYAtqDj463RJuf6kcvqIyAIBks+EY1K87IYbMRwBY0eF85fE3XxzCjS+UIcMfEIxEs3Vz2Lpv/nAj2yGPXWiXDwAwGRj4ODkAK7rcECrVwccjNrlUQKA+aWAK9biBetx9qRmmND08gWnbdjsKSkU89usjyvFPXT4v+OmWEEJIUmGVzEeq+UgIIYSQxKBPh0lEikPDmUu3zgpb52rZrs7nI/XTubUG6c2in37Ks+oGMxwfeTpsqln0Q7CRy1nL3wMLCS6jFVJ245QDyBDtEddz/qnVFU4J2ZVVgo+nTkY4IuhIgQBGEpHpLAAgN3fZktZdtQ+vi22aeaXepmTDDpr5L/Q4uRbNKo+H7VdklqdTs3v3ho/rQAWMvBxslZrJHbTNhmC3a1+lC0ylOgt3c94g9UnM6gC6VgM4dGkAgJUri/DR9K2q7Rc9dW5UPx8hhJDEC9R8pNgjIYQQQhKFgo9JRPIX4WHqMQ/G4gmfkilarXU+H4kDSzD4GGggUh2BVU+75oTUyHysrWNmVxwNW1favAPANE5H4d0t+kZcr6/w12sUJORWHlNtMz35aI3n9PISnvvhDkxaPwMAIFptsJhYfHzGQ8o+vCG2aeY3nmtEuUHODu1xaj2mL5qI1uUHwvbb2awvAMBzojBsW6Y/U9KlMSp1GDmOAa/1d9K2u8E4g5mg9122EB6NOkOTDQs+MnDq5HMd+GIl5swbpWxbeckU5LdoGrVKCSGkKWKp5iMhhBBCEoyCj0lE4uSsN0aovmttbSoM8jTPTS0GK+v45lTvsTG5MnKUx6csLSPuc/P5ckacUDXzURRQXlH350Mi/LnNixtfKMPaneH1BgMGC3vC1hU2b7yagFtbD8UT53+IDXlDVeu1Tjl4v2a7D83scoZhkUnOFqxEzVOmvT4Jww/+rCxLNhusZgZ2Q7DmpxBj8PHsM/R4c+TUGvep1KXhlEV+jYunwoOPGS55XYU5WxXsdbNy8PGbpeWQHPK064MZHbGt+Rlgq2RfM5bwzEenVg4+Pvj7v1Tbdl03pdafixBCSOPhqOYjIYQQQhKMgo9JRNTINdjYetT5S9fKASBD32546ayXsLzDBSi/r+aMLdKwDrXqqzzWiD4cyOgcts+5gw34v9vTwjIfAeCel6qv8ZcMXlvggNcHvDw/ctMSADCUh/8MOcN7NuSwavVX27HYn9VVtU7nqsTmfT58vbQMGe5iAMD/hjwBAHBozKp9eUHC8g0eFJXJn958TnXwVbLZcMv5Jji0acFjjOpz1EarAda1GlHjPttz+8OXIU9fZwrDg4+dTXJAVd9CPcWd8wcYx+9aiF07ygEAbo0JRj2Q4SpW7Ruo+Rig1zJw6MLLCZx/2w507RBbXUtCCCGJxVHNR0IIIYQkGAUfk4jgnwap8bnrfA6tT+4ibMow4YduV+G58W/D2pKazTSmlQeDwZgsZwGeOfc9/NXmLHzwj69V+7Es4OXCuzBzYnJnPkZDZy8LW2fu2yXxAwnwf96q2gxIw3uxdpMdP/4vOLYT1tYAAIurTLXvohUueB9/Fj/fPxMAUHFEHbBjNRxyMzmYenZQ1plKa++YHYphGLg16jEezOiEf543U1lOv2AUXDY5sMgWq8cAADp/V3XBkqZaP3rftwCAjsXb8cDvTwMAPHoT/u92a1jjI8asDj5ajAycOvX5Xhr9Mh67oxk6t6Yp14QQkszYQM1HynwkhBBCSIJQ8DGJCDo5+Mj56t5kJBC45MxG3DvRhHsnmGAyNE5dPRKuncWNo+nt8cQFs7C9+QDVNpZBWKAJADSpEHyUqs+e8HglaA/tD1vfWJ2uQ7m04dl72hJ1lmaBf0qzxVWm+jl3z/8N122Ygft/mAL4fFj2k7oRTODD3WJfX2VdaYsOiFXb1gZ42WBQ+ulz30f6RWcpy0atCCFLntovFYRnPupccnMd0Vx946PmdrkmZ3aLNLTM4TD7jAdV2yWjulGOHHxUn6/zFcPQvZ26bAAhhJDk4//niWo+EkIIISRhki74+N5772HixIno168fhg4dismTJ2P/fnXg4vrrr0eXLl1U/z399NONNOL4CWQ+ct66Bx91gaxJgwEje+sxso8+HkMj9fTmiKkoMWaj5JF/ISddftn17aQO1LAsgzdHPgcPp8eMYcHnc7JnPraoOIzPZw/E1Rveibh9yYpyDD34S9h6Ka3xGyFVbawCAJbCI6rlwWc2ByDfB8YR7ArdsWib8pg7cgjpIVOVN+QNgXPClfICw+D2K5ZgcY/rsfby2OshXjvOCI0YLMXw0tRO6NY9WEdSSs+AtZ1cl1JXGh581Lvl6fCSOS1sW1WCSc5wPJLRAW+OCNaalExVMx9ZOKoEboefm1/r+QkhhDQ+qvlICCGEkERLuuDjmjVrcN1112HBggX46KOPwPM8br31VjhDurECwJVXXomVK1cq/z36aOrXNRR1gWnX9cl89B9rpLpryeLRa81Y3OsmXH7jWhS06YH/uz0ND19lxriB6sAwywA7c/vhvDt2Y2GfWyEwcv3HZM98vHPV/yHLWYg7/nwx4nbdb8th8dpRZM7FupbDlfWSpfpMvMZQoZcDepaiYJfrk2mtkJtngZeT7xVTWgoAcLhEdCncrOzHlJcr3bHXtxyGKZd8Bq01+PPty+6BN898HiOu6BXzuLQcAxbBjEsu3QqTgcEDl3yOhb1uQcUV14FpJk+7NlaE19YMTLsW09TBx/+M/m/YvmJIkNERMq1aMqkzcqtOu97cYpCqqzshhJDkRTUfCSGEEJJoSRd8nDlzJiZMmIBOnTqha9euePHFF3H8+HFs27ZNtZ/BYEBOTo7yn6UJfPAVdHLAkOM9NU5jrYmOD2Y+kuQwoIsOo/vr0CKbQ6/2WtgsLAZ310HDqafDs1VejYG6e6FZb8lIL9Rco9SwdQMA4NSA0apAqpje+LVIA1OqAaDckAUAsBUfVdbdPfFraLUMKgzpAAC2TA4+zvnJhSxHsH4jU16Orp6DAICDmZ1x9hk6GPTy/R07QJ4yPaqvDgZd7CUQNBFKKGo4YEveIMwY8QxsmUYwzeTMR73HiZNHKnDwRPD3rPfI066rBnt354QHQkMzHL0hWaGSVZ2lqtMCbkPwfGmDGrd5ECGEkOhRzUdCCCGEJFrSdwaw2+UPzjabTbX+m2++wddff42cnByMHj0akydPhrFKXbLaMA1cCjFw/mivI2rlIAUjSWB4H6ALbz5SG61/2jVjMjb4z9dUxHqf6uLuS82QJAlMDRfhqjS65lkt9IJHnu6bxPcy0DUZCP8dHjjB48zNXwAA2I7tkbnpr+C+abF/YRCve9Uml8OOQzz+yB+Pd4c+iQJLHq7a+B4AIKNEDj7ubNYHt9/SBpCACn06sh2nwJaWgGGAUruITGdwijNbUQ6DS+4qbWuVidsvMiljvPl8EwZ316F7O02dxq3Xqg9iGKBzaw36d9aifR4Ho56BPjMNXk4PneDBtFcPoFJvw+tPt4HVzCrTrmGxqK7vi9DcSDKZwTDAkB5aMHtDPpXabKpjGYaBEDqN22wO+9kS8boi8UH3KnVUvVd0z0hdBDMfG3cchBBCCDl9JHXwURRFvPDCC+jfvz86d+6srL/wwguRl5eHZs2aYdeuXfjvf/+LAwcO4K233orp/FlZtddAi4dor6OzBevJZVu0gDX28R3xZz5astORlp2Yn6+pSNTzoTo8wwOoCC6HZD5mJ/G9PCwFg49Vx7nou4MYaJdrKBqHD8HBX9ehdfmBiPvGor736tk7jPj423J8v9qBBX3vBABctG0uACCjXG4cY9fbkN/aAp6XYNenAwCsPieY7DQM6CYiwxWc4mzh3dB75Ndv34G5yMpRZwrmtaj7WF2CDyvan49R+5egsOtA5Ph/b/99MHiNnGwNSo1ZyK08jheW3Ix2pXtx9Oq1yB43AEavPC5TbhZsIb9zHxveHEafnYHs7DT832QL3vg5GNXIbh4hS9Ua/EJIl2Gt9n429uuKRI/uVeqge0Xqg6Vp14QQQghJsKQOPk6dOhV79uzBvHnzVOuvuuoq5XGXLl2Qk5ODm266CYcPH0abNm2iPn9xsb2us5ujwjDyB4Ror+MQgh/2i48VQfLGltIgSZIy7dohAJ4ie0zHn65ivU8Npaw8mIJw24UmCB/LwSGNyKMoie9l6FTqquNc//125TF79khMX54Lt9aEVWfejHvq8DPF614xAG4+T4fvVzuUdYEah4Fp13a9DXk6D4rdIuz+adfMNdegqN8QVJZpYXOXBn+2u+6EMX8MAMClNcT1fjnsIl4e/RL2ZneH7darcFaEc7tdPlTqbcitPI52pXsBAKa3Xsahru9B76/56NTo4Qs5VmLCq254GE4Z+7ZuY3FqaR525PZDz0jX1AenaLu0xrCfOVleV6R2dK9SR9V7FVgmJBYsNZwhhBBCSIIlbfDxueeew/LlyzFnzhw0b968xn379OkDADh06FBMwUdJqnNpxZhEex2GYZSpk3C7Yx6bzychw+nPxjIa6UNkjBL1fKhOaKhZqwEEVp6HzYk8vlzhwmVnxlZWIBF8fDDgDah/f6UPP4t3PnsVALC9WT/kGDkUWZpj2tjX0aoZW6/fdbzu1eh+Ovy6wYte7TVw6uRp4JllcvCxffcs6LQMDDoGx3XBLEN20SLo0seGnWvQgWUAAC7DFtfnkcnAwKVPw9wB92FKV3PEc+u0jNKgKEAAixc+rsB7R1bIKywW1bEFaS2xoM/tuHLT/5R11i1rlH18Bguuu24lRIbFZxGu6TEHfycZw3ujugSaxn5dkejRvUoddK9IfXBU85EQQgghCZZ0DWckScJzzz2Hn3/+GbNmzULr1q1rPWbHjh0AgJycnIYeXoMKBB8BgPHU3MQjkn1/HkCe/Qh4VgOpX794D480sNAPAToto0y75kQeny6N/fmQCA63BJu7JGz9h/NOoPOcV5Vl85Dequ2CUPWIxnHz+SY8eq0Zky8zw6mVM/kMXicAgM1Ml5d1DCzekOnwlW7oSwvDzhWgy6/9b1YsjHoGT99kweTLTDijS/hUaUCuC7mg7x2qdSLDocdPHynLTIQyDu8O+xd+7XChsnzikhuUxywDiCxXbVE5rzUreO7WraL7YQghhDQ6qvlICCGEkERLuuDj1KlT8fXXX+OVV16B2WxGYWEhCgsL4XbLwZfDhw9jxowZ2Lp1K44ePYqlS5fisccew8CBA9G1a9dGHn39MIASfITbE/Pxui8XAgD2t+gDTW52HEdGEiG09pJWIzecAdTTmpONwyUh3RUefGQWf6Va1rXMBQCM6S83OblidHJkcep1DAZ00SHNxMCtNak3pqfL+2iBVW1DMh0PH4HWKU8xPmJrj6+7X6dsEhgOUqeOcR9n93ZajOqrVzqUVqXTAss6XqxaJ4oSuhRsVpY1YuSIb2g39aIBo5THVbuvV+WzButAiln094YQQlIF1XwkhBBCSKIl3bTr+fPnAwCuv/561fpp06ZhwoQJ0Gq1WL16NWbPng2n04kWLVpg/PjxmDx5cmMMN76YYAdaxhtb8FEURHRYLE+frBwxBhHaQ5Akl5POok0uB60GMOoYCP7Mx2aVx9G6dC+AgY07wAgKykT05Z1h6/NLdqmWmYx0AMDtF5kwcZQR2enJ9b2HhgN8GoN6ZYb8KmJZBj90vRIjD/yIoYeWgjt8CEwL+fXp0RiwrNPFuHi73KxmX9eRyEhP/Ksvw8KGZSiy5WUw8CFpLa3yIh4bGtzu3CaYWdkjX4P9x4Vqg5DenFx81WMSeFaHM23pdR47IYSQxOKo5iMhhBBCEizpgo+7du2qcXuLFi0wZ86cBI0msVgGIdOuows+Ot0SflzjRrsDazHecQoA4L76ulqOIsmIZRn85y55auzOw7yS+fivX+4HABQ/sRNii8gBpMby0uwyjK+yzuuTkOVUT0tmMoOBvOz02BopJQLDMIBRr1rH+gOm/h3wVY/rMfTQUuiOHQLr8wKQvywoN2Qqu3kHDErEcMPodQzGnaFTreNKi2H1z9ZfmX8OOvfogUi/eS4k+KjTBve44iwjbGYWA2qY6v3Gmf8HADizfsMnhBCSQKz/yyqadk0IIYSQREmu9KPTnCQBXk1g2nV0Nf4+WlyKNv+8F+P/cQEAYF3L4Wg/JL+hhkgaGMsy8n9MsOZjgGb71kYaVfUyXMXqFZIEt1eC0VepWs1kZSLZsUZ15iObna48vmykASesci1H/dGD2Lyt0n+MHpV6m7KfZbC6tmUije6vh4cLBlDZkhJk+oPAi3reKAdYQ4wbKO8bOu06lF7H4KLhBuRlc5G3a5MviEwIITWZO3cuxowZg169euGKK67A5s2bq913z549uO+++zBmzBh06dIFH3/8cb3PmSyUzEeadU0IIYSQBKHgYxJZvtETc+ajZfHnOHfX58ry/rMuB8dRUCDVsWyw23WAVE3jj8bUzH5MvUIQwAuAyetQreb8zVuSWdXgIwYMUB5eOcaAk2mtIDAsdG4H/unPRjVaDTj/3GbKfsY+3RIy1kjMBgb/PP9DZTnz2G60LdsHACgyN6/2uG/8NSt3txsc0/UGdZMzIi3G5HteEkJIVUuWLMG0adNwzz33YNGiRejatStuvfVWFBcXR9zf5XKhVatWmDJlSrUNDWM9Z7JglWnXFH0khBBCSGJQ8DGJlFRIwYYzUXa7tjmKVMtZ991QzZ4klbAMILCRp7smk344qF7h9YIXJJiqZj42S/6GJII2GHx0aC3QZliVZZZlkJ1rwvbc/gCCdRIljRaC3oRZAx7A/H53g+kS/2Yz0TIbGaxvNQKX3LwJAqP+0/74P8LH1TZXDm6v6HAB7rj8O7xxQ2zlLHq212LqrWl49V5r7TsTQkgj++ijj3DllVdi4sSJ6NixI6ZOnQqDwYCFCxdG3L9379547LHHcMEFF0Cn00XcJ9ZzJgvqdk0IIYSQREu6mo+nsytGG+D7xt9wJspp16HZcd90vxZD2id/wIrUjmXlzsmhpCT4kHDwBI8Zi5wY2RVocWADTBXq4Dfj84IX9LD55MxHgeHwa8cL0ad94wXlosXrg8FH0WoL237VWCNOLmiNXifXKuvabvgFEoBZgx4GAJzdiNmpFiODzq057D6SjqO2fCXrEQCyW6eH7T+mvw5ur4Q5P7mwN6cn2msjT6+uSdc29E8IIST5eb1ebNu2DXfeeaeyjmVZDBs2DBs2bGj0czb0Px2B8wf+PzBDRhQb/tokqOp9II2H7kVyoPuQPOheJI9UvBfRjpU+OSaRcWfoUcDFVvPR7LUDAIpMzfDFxBcwpKEGRxKKYQCxSvaa5IruOdGQ/vupA+b9O9Fy/vuq6f4Kjxe8BBj9wcc7L/8W+7O747MU+Osp6oL1Er2mtLDtzdJZrM/uiXG7FynrClt1hSQlx7Q1hmHwzE1p+PgHF149/iLe+OqKGvfnOLmm45yfXAAAhys5fg5CCIm30tJSCIKArKws1fqsrCzs37+/0c+ZlRX+b05DCFwnzSIAcEOr1yI7OzHXJkGJut+kdnQvkgPdh+RB9yJ5NMV7QcHHJKLTMkrDGfMLz8Fz9XVANVN9AECSJNhcJQCA77pdg6vOtiRknKThsQwgVqn5GG1AuiHlHtiENz+7sNrt2T07wv7PV5Sajy5d6jwnRV0w89FnsaFqHmCHlhrMze2rLDu1Zrx86ftIppxOjYaB1yfhYGZnZd1DF3+KJ2s45pxBevy4xoPLRhlq2IsQQkhDKS62oyG/x2IY+UNM4DpulxcA4HR6UVRkb7gLE5Wq94E0HroXyYHuQ/Kge5E8UvFeBMZcGwo+JhENB1g85QAArqQY5mn/huPp5+SNETLH7E4JNncpAKDCmIHzu1UfqCSphWUZ8FDfc8kbuStxIg3Z/1Ot++R+8BqMvBOAHKBLFaGZj7zZGhZ8BIBCcwvl8ctnvQSpY0eM7qfHwhVunNElOUoenH2GHis2puP5sW9A4LTY0W5ojfvfeK4R4wfp0TKbSgATQpqmjIwMcBwX1gimuLgY2dl1q0kcz3NKEhLyASNwnUDDGUFIzHWJWqLuN6kd3YvkQPchedC9SB5N8V7Qp80kwrFAtuOksiws+hqFQy+AZvgIgOeV9SdLBGze54OPD05vHT82+Rt6kOixTHh3aynkOdBYoilObzp1VHk8cGAGnropNbIfRX1I8NESuYlKsSnY2dqaZcCN5xqRnsbiw8fT8cAVyRFo7dxag8HdtVjW+VKs6HABtJqap7xzHINWORyYFJgaTwghdaHT6dCjRw+sXr1aWSeKIlavXo1+/folzTkThWXlv/fUcIYQQgghiULBxyTCsgwW9A0WLj8kZqL7/pXI2LsF3OGDyvqP//E9siZegMN/74fBJ2eYNW8T3iCDpC6WBcQqDWeQBMHH83Z8FtP+t1+RhZ75yZERWJvQadeCNXLw8foLrdiQNxQlxhxMfPoc5GbK90inZZIqeNcrpPHUbReaGnEkhBCSHG6++WYsWLAAixYtwr59+/Dss8/C5XJhwoQJAIBHH30Ur7zyirK/1+vFjh07sGPHDni9Xpw6dQo7duzAoUOHoj5nsgp0uxYp+EgIIYSQBKFp10nmxy6Xo03pXly98T10O7VRWc9UVCiPX/nmWvnBtf1RZM4FAEhmCjA0JSwDCKz65el2+nDoCI/OrRvvZevUWgCcClu/J7s7WFFEh5KdyrryjLwEjqz+xNBu12mRg/kGPYN/XDQXnOjDrIzkLQI8pr8OBaUC2rXQYFhPKsdACCHnn38+SkpK8Oabb6KwsBDdunXDBx98oEyRPnHiBFg2+J18QUEBLr30UmX5ww8/xIcffohBgwbhk08+ieqcySoQfBTEJjafixBCCCFJi4KPSUZiWKxqNw5Xb3wPnCQo65kSubEML6jfKGY75ECQZEqNqa0kOiwL8FWCj4uWObCoyI5/3mBB7w6Jzyb08RKYagpPfNN9Er7tcR2WvdNWWbfjjqfRIVGDiwM+9DVkihzM12kYiCwHkeXAccmT6VgVxzG4bjx9IUEIIaEmTZqESZMmRdwWCCgGtGrVCrt27arXOZOVf9Y1TbsmhBBCSMLQtOskVGoM/8acLZELmi/924UKfXhWlmROjnpzJD5Yhgmbdh0IRm/c0ziNZ44WCrC65SD4q2e+oNrm0chZg/uyuinrjo1N7mlnVbkycpXHrC7y9zLNM+lPJiGEkNQWqPlIiY+EEEIISRTKfExCJ9NawcvpoRM8wZX+boqlOw7D6u+IHYqCj00LywICWyX4KPJgRR4Mo6/mqIa1c58HZ/ife3+2HQsRDFjIn1y8/uDj1PFv44pN/8P8fnfjCja1AnWchsV7Q57AgKO/Q7rwSkSq+tihpQa3XWhCTnpq/WyEEEJIANV8JIQQQkii0SfoJCRwWuzP6qpeWSRnnGV7SyMeI5lp2nVTwjCAwKi/Gzhn1+f4dmYPtNu8rFHGZD9ZpgQby4yZqNQHw3MeTg4+Hk1vj9dGTcNJaxukWOwRGg74rN9dePSiuUBe9fUqxw3Uo2+n1GiiQwghhFTF+b/bpJqPhBBCCEmUFAsPnD6OW9uqliV/5qPNWRT5AGo406RoufDMx3ale2Hg3bjsv9c1ypiYUjkA7tSa0a2TCXZ9urLNownPxuzdIbUSq3WaYA1Hm4X+NBJCCGmaWMp8JIQQQkiC0SfsJDO0h5xRVWLKUa1nioux/aAPu1fuj3icZKTgY1Ni1DNhDWcCJDROoxNNeRkAQEzPwDmD9LCH1B4tMTVT7XvN2UZYjKn158XhDmaApFuSt5kMIYQQUh+cv+ZjNA1nCssE+HjKkCSEEEJI/aRWatJp4IErzLjrEuCLSeo+wdoDezH9rX344venAACVOiss3orgDpw6S46kNpZlIFQTfATTWMFHecq/15oBjUbdEKfdsI4Y0MyAAV212LTXhwuHNU5dyvrw+IIfrphG+h0TQgghDS3Q7bq2zMet+314fnYlzh+ixw3n0pfchBBCCKk7Cj4mGYZhYNADR/L7AyuC6w17d+Ic20Jl+VBGR/Q4tR4AsLTjxeid6IGSBicwyRVQ1lbI0655awY0HMBzwbqHk6/JUh53bJmaf1YuGWHAX9u9OG+wobGHQgghhDSYQMOZ2mo+rtrqhSQBe47yCRgVIYQQQpqy1IwSnAb2sOqGFwzPI81TpizvyO2nBB/dWvo2uikSkyz4qLfLmY98ega0HAMf27SaruRlc/jw8XSwLGU9EkIIabqirfm4Zb8cdLQ7ado1IYQQQuontYqynUYcehseu2AWHr54Por99R/zyg8p21cPmaQ8ZizmhI+PNLzqpl1LjTQlWF9ZBgAQbBnQaAAfp2uUcTQkCjwSQghp6qKp+XiyREBBqbxDuYOCj4QQQgipH8p8TGJ/tzkLAFBmyEKWsxB5FYcBAAt73QJthzbKfu27ZTbG8EgDq67hjM/QOMFmQ6Wc+ShlyNOuC8y5jTIOQgghhNQdq0y7rn6fLfuCU62dbgk8L0GjoS/oCCGEEFI3lPmYpM7oGpzSWm6Ug4ttS/cAAMqMmUjLCk61FvLbJ3ZwJCGqy3wsbtsjwSORGR1lAAApMxNajsFHAx9GkakZfh99Z6OMhxBCCCGxC067rj6jcct+n2q5gqZeE0IIIaQeKPMxSQ3qpsXanfIbvzKj3MxDK8rLx61tYTUyeO3M/0Ne+SG0v2Rio42TNJzqGs6wUi1FmhqI2SlnPjKZmdBqgBJzLq68YQ3aNNfg5UYZESGEEEJixdWS+SiKErYeUDeZKXeIyLRSzgIhhBBC6oaCj0lqZG8d3B4JORkcyn9XT6suNjdDtpbB5z3kuo/vWJte7T0CiGzk4CMn+CKub2hmVxkAgMnKRLbN/wGEYXCsSGiU8RBCCCEkdjnp8vuLkyUiTpUIyM1Uv984cEKAwyXBqAcyrSyOFYqooLqPhBBCCKkH+gozSbEsg3MGG9AzX4MT1jaqbY/c1RJCSLzHYqQaPE1RmSFyLU9G4COub0i8ICHNXQYA4LIzwLIM8lvIH1Z6tafvMAghhJBUkW1j0buDBpIELF3nDdse6HLdI1+LjDT5o0KFo3FmXRBCCCGkaaDgY5LTaRlsbzVItc7YPDNsH9L0/Nx5An7pdAlmDHtatZ7lE5/56PGISHcVAwA0OXIZgKdvSsMVow247UJTTYcSQgghJMmcfYYeALB8gwc8r85q3LJPfp/Ru70GNrP8HpMyHwkhhBBSHxR8TAGVzduqlsXsHPTvIjekGd6Lplw3VQKnxQtnv4lFvW5SrW+M4KNr43aYfZVwaYxAm1YAAJOBweVnGZXpW4QQQghJDQO6aJFuYVDukPD3ruD7Co9Xws7DcuZjrw5aWE3yR4VyCj4SQgghpB4o+JgCDnut6hV6PTq10uD9f9hw7wTKOmvqqtZ+bIzg408LdgMADmV0AmM2J/z6hBBCCIkfDcdgTH85+/GXtR5l/a4jPHgByLIyaJHFwhrIfHTStGtCCCGE1B0FH1MBE5xWzXNa5bHNwoJlacr16aYxaj7iyBEAQIElL/HXJoQQQkjcjRmgA8MAW/fzOFEsFxPfROGEkQAAQV9JREFU7J9y3auDFgzDwGoO1HykzEdCCCGE1B0FH1NA7w7Bhh5eY1ojjoQkElvNq5Pjw4vDN7QuOAEA0Oa3Tvi1CSGEEBJ/Oekc+naU32Mu9Wc/BprN9Govf9kdqPlYTg1nCCGEEFIPFHxMAecPNWDWgAcAAMtuf6WRR0MShavm1al1OwAxsR8CssqPAwBs3drUsichhBBCUoXSeGajFyUVIg6ekDMge7aXg5Jp/sxHO2U+EkIIIaQeKPiYAmxmBrMGPoQrbliDkyMvaOzhkAQJDT7ePfFrvDJqGlwaE3RuB7i9exI6FmvJMQCA2KpVQq9LCCGEkIbTr5MWWVYGdqeEmd85AQBtcjmkW+Q3IZT5SAghhJB4oOBjCrCZWYBhUGzOhUlPNR5PFxwXvNe7mvXBd92vxaGMjvK2PbsTNg6el2C2FwEAbO2bJ+y6hBBCCGlYHMdgtL/xzNqd/nqP7YPlfqwm+b2I2wt4fZT9SAghhJC6oeBjCgh0GiSnF02EV+fR9HwAALcvcZmPTo8Ei6cCAGDMzUjYdQkhhBDS8Mb014f2NkSvDsHmhiYDA46TH1PTGUIIIYTUFQUfU4BWE9LtWqA3fqeLwJv9UCfT5IYv3PFjCRuHyy0izVMOAGAy0hN2XUIIIYQ0vCwbiwGd5YAjxwHd2gYzHxmGUaZeVzhp6jUhhBBC6oaCjylCr5P/v0e+tuYdSZMxvKcubJ1bY5QfeDwJG0dlcSU4SS5AL9rSE3ZdQgghhCTGeUPl7Md+HbUw6NQzbqwm+eNCOWU+EkIIIaSONLXvQpLB9AdsKLGLaJMbIR2ONElXjTUiP08Dk57Bi3MrAQBejVyXyTh3Nipfeysh49izuQhDAPCsFjAaE3JNQgghhCROz3wtXrnHioy08LyEQPmfCmo6QwghhJA6ouBjirBZWNgslKh6OtFqGAzvpcOBE7yyLtceMt1aFAG24Z8TOqc85dphtEFVFIoQQgghTUbLnMhfcFvN8nsNqvlICCGEkLqiaBYhSY4NifcZeFdwwetNzPXL5WYzQpotIdcjhBBCSPII1Hwsp8xHQgghhNQRBR8JSXLZtsgvU8bjTsj1uYoyAIDXbE3I9QghhBCSPNJMgWnXlPlICCGEkLqh4CMhSc5sZPHKvVbkZbNY2/pMZT3jduPvHV4sWOaCJDXcBwKNvQwA4LWkN9g1CCGEEJKcbMq0a8p8JIQQQkjdUPCRkBTQKodDto3FivbnB1e63fjvpw4cnb0EO5fuDK7n+fATRKmgVMBf272qYKa2Up52zVto2jUhhBByulEazjgp85EQQgghdUPBR0JSBMsAYBiU69MBAIzHg3G7vsS0JTej75SrAQCGObOQ3T4P2hW/1uka971egVc/c+DP7T5lnbayDADAp9G0a0IIIeR0Qw1nCCGEEFJfFHwkJEXceJ4JAODVGAAAjNuF83Z+BgCwnjgAAEh7+D4wbjesd95Sr2tt2y8HH7ltW5G/cyUAQLCl1+uchBBCCEk9SuYjTbsmhBBCSB1pGnsAhJDo5GVzAAAvpwcALPquEOMcpyLu62G09bqWTwDYUyeROXoYMv3rJGt6vc5JCCGEkNQTqPno8QFurwSDjmnkERFCCCEk1VDwkZAUEwg+3vLaxGr38WkNdTp3puMUZi44B+b/OWB/5EnVNikjo07nJIQQQkjqMugArQbw8XL2o0HHNfaQCCGEEJJiaNo1ISnGq9FHXC/yQnBBp6vTuW/76yXY3KXQ8F5kvPis+vx5eXU6JyGEEEJSF8MwIVOvqe4jIYQQQmJHwUdCUoyHi5zVWFniVB5bD++u07lbl+2vdhvftVudzkkIIYSQ1BaYel1OdR8JIYQQUgcUfCQkxVSX+egICT7W1Qlr62q3sW2q30YIIYSQpstq8mc+OinzkRBCCCGxo+AjISnGx0UOPjpLHeoVPB/zuT0aY7XbqMA8IYQQcnqy+jMfKyop+EgIIYSQ2CVd8PG9997DxIkT0a9fPwwdOhSTJ0/G/v3qqaAejwdTp07F4MGD0a9fP9x3330oKipqpBETkjh3XWKCS2uOuM24Y4tqmSkujvn8nBg5YLmgz+0UfCSEEEJOU0rNRydNuyaEEEJI7JIu+LhmzRpcd911WLBgAT766CPwPI9bb70VTmdwSukLL7yAX3/9Fa+//jo++eQTFBQU4N57723EUROSGAO7anHM1jbitj6PX69aNr/yYsznjxR8nDr+bbw77F/Qa2M+HSGEEEKaAKtS85EyHwkhhBASu6QLPs6cORMTJkxAp06d0LVrV7z44os4fvw4tm3bBgCw2+1YuHAhHn/8cQwdOhQ9e/bECy+8gA0bNmDjxo2NO3hCGhjHMajQZ0S1r/HjmTGfXxMh+LizWR/l2oQQQgg5/QQyH+31aDjj9UnYd4yHJFEAkxBCCDndaBp7ALWx2+0AAJvNBgDYunUrfD4fhg0bpuzToUMH5OXlYePGjejbt2/U52YaOJYSOH9DX4fUTyrdJw0H+Dhd1PuzlRWQ0qy17scUFMD81OMYfuCnsG2nLC1hMjBJ8ftJpXt1uqN7lTroXqWOqveK7hlJFFscMh/f+tKBv7b7cO04Iy4ZYYjX0AghhBCSApI6+CiKIl544QX0798fnTt3BgAUFRVBq9XCalUHVLKyslBYWBjT+bOy0uI21mS4DqmfVLhPgiDBx0U//zlr7SrgiisApxMwmarf8brLgZ/CA48AAIaBhmOQnZ08v59UuFdERvcqddC9Sh10r0iiKTUf65j5uGW/D39t9wEAPlvmQp+OGrRrntQfQwghhBASR0n9r/7UqVOxZ88ezJs3r0HOX1xsR0PO/GAY+QNCQ1+H1E8q3SdJksCz0Wc+lgsstFMehfG1/6J8yc/gzxgUcb/sKoHHFe3Pw6j938Pr76wtCBKKiux1H3icpNK9Ot3RvUoddK9SR9V7FVgm0Zk7dy5mzpyJwsJCdO3aFU899RR69+5d7f7ff/893njjDRw7dgzt2rXDI488glGjRinbH3/8cSxatEh1zIgRIzBzZuxlT5Kd1RRoOCNBkiQwMaTdCoKEWd/LtduNesDlAWZ86cQLd6RBq6H0XUIIIeR0kLTBx+eeew7Lly/HnDlz0Lx5c2V9dnY2fD4fKioqVNmPxcXFyMnJiekakoSEfNBK1HVI/aTGfWLAa2oOPro0Rhh5l7zg42F69WUAgO2ic1F0vCSqq/yRPx7LOl2CQxkdAQAtstmk+t2kxr0iAN2rVEL3KnXQvYrdkiVLMG3aNEydOhV9+vTBrFmzcOutt+KHH35AVlZW2P7r16/HlClT8PDDD2P06NH45ptvcM899+DLL79UZuMAwMiRIzFt2jRlWaeL/gvCVBJoOOPj5eChKYZZ00vXeXGkQITFyODft6Xh2Q/tOHxKwGfLXJg0voZZGYQQQghpMpKu4YwkSXjuuefw888/Y9asWWjdurVqe8+ePaHVarF69Wpl3f79+3H8+PGY6j0Skqq8rHra9eq2Y1XL23P7K4/Tbr9JeczwPJjS6IKPAqPB7+3Pw+GMThjcXYs7LzbXfcCEEEJII/voo49w5ZVXYuLEiejYsSOmTp0Kg8GAhQsXRtx/9uzZGDlyJG677TZ06NABDz74ILp37445c+ao9tPpdMjJyVH+C9QojwXDNPx/9b2OUc9A73/7YXeJUR/ncItY8Kv8heiVYwxomcPhjovlgOO3qzzYcciXkJ8/Wf5L1P2m/+hepMp/dB+S5z+6F8nzXyrei2gkXebj1KlT8e233+Ltt9+G2WxW6jimpaXBYDAgLS0NEydOxIsvvgibzQaLxYLnn38e/fr1o+AjOS34QqZdz+97Fz4aNAUiw+KX9zoAANI85cp21uNWHavZsR2+YSNU60wvvRB2DZ6V/zS0yeXw8FWWuI2dEEIISTSv14tt27bhzjvvVNaxLIthw4Zhw4YNEY/ZuHEjbrrpJtW6ESNG4JdfflGtW7NmDYYOHQqr1YohQ4bgwQcfREZGRkzjS5Ua5BnWCpwsFsBojMjO1kd1zGdflMLulNC2hRbXnJsNjmNw3khgy0Hgh9UOvPuVCx/8Mx0mQ9LlQzQYKpWQPOheJAe6D8mD7kXyaIr3IumCj/PnzwcAXH/99ar106ZNw4QJEwAATz75JFiWxf333w+v14sRI0bgmWeeSfhYCWkMoQ1n1rUeCd7f/frbbtfgwh3z8fHAh/HC97dEPtjtCltl/u+LYesENun+NBBCCCF1UlpaCkEQwqZXZ2VlYf/+/RGPKSoqQnZ2dtj+RUVFyvLIkSMxbtw4tGrVCkeOHMGrr76K22+/HZ999hk4jot6fKlSg9zsn2p95Hglcq3eWvc/Vihg8XK5XvR1Z+tRWlqpbLt6tBbrdrA4WSzg1TkFuOvSpj/DIl73gdQf3YvkQPchedC9SB6peC8CY65N0kUYdu3aVes+er0ezzzzDAUcyWkptOEMHzIF+/Uzn8en/e7GcVvbao9l3J6oriGw8oemw6eEOo6SEEIIadouuOAC5XGXLl3QpUsXnH322Uo2ZLRSpQa5zcwCEFBWKUV1ntk/OCGIQP/OWvTpqFUdY9QzmHyZCc99XIll670Y2UeH7u201Z+sCaGarcmD7kVyoPuQPOheJI+meC9OnzkOhDQRPi40+Bj8/kBkNUrg8cNBUwAA61urp1gzVTIf3R4x4jUOZnaJy1gJIYSQxpaRkQGO41BcXKxaX1xcHJbdGJCdna3KcqxtfwBo3bo1MjIycOjQofoPOgmlBTpeOyK/dwi1ca8PG/bw4Fjg+nOMEffp3k6LUX3l9zQrNtaeSUkIIYSQ1EXBR0JSTOi069BAZKhSo/zhyOwuV61n3OoakIeOBTMhj1nb4sarl+GWK3+Cr6Xc6OmWCyJ/YCCEEEJShU6nQ48ePVTNCkVRxOrVq9GvX7+Ix/Tt2xd//vmnat2qVatqrC9+8uRJlJWVIScnJy7jTjY2cyD4WHsqxtK18vuL8QP1yMuufgp6IPi4ZocPPr6JpXgQQgghRJF0064JITXr2cWkPK6uNmNgfbqrSnfrKsFHyRnMhLx3wiKUG+V6WO/eYUVGGn03QQghpGm4+eab8dhjj6Fnz57o3bs3Zs2aBZfLpdQTf/TRR5Gbm4spU+SZAzfccAOuv/56fPjhhxg1ahSWLFmCrVu34rnnngMAOBwOvPXWWzjnnHOQnZ2NI0eO4OWXX0bbtm0xcuTIRvs5G5LVLL8vKK8l+CiKErYd5AEAw3pF/pI0oGsbDTKtDEoqJGzc48PAbjXvTwghhJDURMFHQlKMoA12mPSxkesjCYz80ra61cFHyelUL3uC05wqDMHunAxT72ESQgghSeP8889HSUkJ3nzzTRQWFqJbt2744IMPlGnUJ06cAMsGv3Tr378//vvf/+L111/Hq6++inbt2mHGjBno3LkzAIDjOOzevRuLFy+G3W5Hs2bNMHz4cDzwwAPQ6ZpmAM3qz3y0O2uedn3wpACHS4JRD3TIq7nxDssyGNZTh29XebByi5eCj4QQQkgTRcFHQlKMpAkGHIUIwcfLzjSgfI/8Zt/IV+luXawORuZ++ykAQAQDiQl+6GIp+EgIIaSJmTRpEiZNmhRx2yeffBK27rzzzsN5550XcX+DwYCZM2fGdXzJzhZl5uO2A3LWY7e2WnBc7W8ohveSg4/rdvng8kgw6ulNCCGEENLU0LxKQlKMqAtmPvKsBjeea8Q/b7Ao60b21qka0YRiiwpVy11mPC2vh/qDBGU+EkIIISSU1Rxdw5mt+30AgJ750eU45Lfg0CKLhY8H1u6kxjOEEEJIU0TBR0JSjKRRv5lvlsGidwct3nrIin/floaWOVy1tSCZkOAjL1SfuWCirANCCCGEhAjUfKxwSpCkyO8heF7CjsNy5mOP9tEFHxmGwXB/bciVWyj4SAghhDRFFHwkJMVUDT5y/jnSOekcOreWtwVqPgZU6qzyvkVFyrqC0uozF6KZJkUIIYSQ04fVJL83EATA6Y4cfNx7TIDHC6SZGLRpVnO9x1CB4OOWfXytmZWEEEIIST0UfCQkxfAGM1bmn4M1rUehwJIHNsKruOq062O2tgAAzeED8qcGUF1HQgghhERPp2Vg9Fd+qa7u49YD8pTrHvkasDG80cjL5pDfgoMgAn9t99V7rIQQQghJLhR8JCTFsCyDp899H49fOBtgGKRbwt/cV512vSlvMHhWA01pCdgTx+WVvPrNPef/axDIPiCEEEIICWU1+adeVxd83C9Pue6ZH94QrzaB9x9/0NRrQgghpMmh4CMhKYYJ6QZzw7lGtG0eXlPJpTWpliv0GbDrbPLxFRUAAK5U3fn6P3dbcckIPW65wBjvIRNCCCGkCVCazjjDp0Z7vBJ2H/UHH6Os9xhqWE8dGAbYcYhHUTlNvSaEEEKaEgo+EpJiQqdZXzDUEHEft0YdfHTpzHDo0wAAjN0OADD/tlS1T+tmHK4dZ4LFSH8WCCGEEBLO5m86U14Znvm46wgPQQCybAyaZ8b+XiLLxqJrGzlouXorZT8SQgghTQlFGQhJMUwUJZR69baplp1aC5xaCwCAtZcDAA6u2qtsf+GOr+I3QEIIIYQ0SWk1ZD5u3S+Xc+mZr1XN0ogFTb0mhBBCmiYKPhKSYqKp386a1ZmPTq0ZDp0/89E/7frEcScAYEGf27Gv1YD4DpIQQgghTU5NmY9bD9R9ynXAkB5acCxw4ISAo4VCnc9DCCGEkORCwUdCUkw0yQQeszrzsVJvg0NvlY/3T7vWCnJWgZfTQYpcN54QQgghRBGYTv37Zi+OFwWDgw6XiP3H5eW6NJsJSDOx6NdZPv6Hvzz1GCkhhBBCkgkFHwlJMdEEHyWtDjdevUxZ9mr0cPinXQcyHwPBRx+nh0jBR0IIIYTUYkRvHbq04eB0S3hpXiUqXfL06+2HeEgSkJfNItNav48XFwzVAwCWb/CgwlG/xjNen4SPljjx4XdOHD5FmZSEEEJIY6HgIyEpJqpp1wxwJL29snwyrbXScIatkGs+6pTgow4SpT4SQgghpBZaDYOHr7Igy8bgRLGINz53QBAkbNvvn3Jdj6zHgG5tNWifx8HHAz//XffsR69PwsvzK/HDXx78uMaDf7xdgec+tmPNDi8Egd73EEIIIYlEwUdCUgwbReojw8j/c/fErzHlorkoNueizJglbysqBABoBfkNvY+ladeEEEIIiU66hcWj11ig1wKb9/GY85MLWw74m83Uo95jAMMwuHCYAQDw4xoPvL7Y36S4vRL+M7cSm/fx0OuAM7powTDAtgM8XvnUgfvfqMDKzdTUhhBCCEkUCj4SkmKimXYd2GdXsz7Y0GoEzh+iR4kxBwDAFpwCEDrtWkfTrgkhhBAStXYtNLhnghkAsORPD44WiGAYoHu7+gcfAWBIdy2ybSzKHRJ+jzFI6PbIgcetB3gYdMCTk9Lwj2steOtBGy4ZYUCaiUFRuYgZixzYfYSPy3gJIYQQUjMKPhKSYqIJPladmj2gqxYVhgx5W1kZAKAFXwSAGs4QQgghJHaDu+tw+VkGZbltcw5ppvh8tOA4BucNkWs/frfaDTHKb0ldHgnT5lRi+0EeRj3wzxvS0LWtHBDNTmdx7Tgj3n7YhqE9tRBF4K0vHXB76E0QIYQQ0tAo+EhIimGjeNVWDVAadAwcOn/DGXsFIEloc2IrAOBIRod4D5EQQgghp4GJowwY3F2u8zigc/3rPYYa018Pox44Vihi497aMxQ9XgkvfGLHzsM8TAYG/7ohDZ1bh2di6rQMbr/QhCwbg1MlImb94IzruAkhhBASjoKPhKSYaDIffVUaOhp1DBw6q3y83Y60O26GnncDAHbl9KZp14QQQgiJGcsyuP9yM5660YJLRxpqPyAGJgODswfI2Y/frnLXuK8oSnhzoQO7jwgwGxg8daMFHVtVPwXcbGRxz2VmMAywbL0Xf++k+o+EEEJIQ6LgIyEpxhrFlCa3Vx1NNOgYOP2Zj2xhAQxffals42naNSGEEELqSMMx6NleC502im9HY3TuEAM4Vm4Us/945OxHSZLw8fcurN3pg1YDPHqtBe3zaq892SNfiwuHycHN975yoswuxnXshBBCCAmi4CMhKWZ0Px1G9NZh8mWmavfx+tTLeh3g0KUBABhv+Lf7Z/bRxXWMhBBCCCH1lW1jMbSn/B7l21WeiPt8u8qDH9d4wDDAPRPMSo3HaFw1xoi2zTnYnRLe/coBib6NJYQQQhoEBR8JSTEaDYP7Jpoxqq++2n18vPrNs5ZjlOBjVZefZcBlZ8Z3qhQhhBBCSDwEshNXbfXi1c8qsXanF7wgv89ZvdWLOT+5AACTxhsxtEdsX6ZqNQzunWCGVgNs2MPjp78jBzgJIYQQUj/RfzVICEkZ3irBRw0HeDk9eFYDjaietjSgixYaLv5TpQghhBBC6iu/hQaj++nw6wYv/truw1/bfUgzMTijqxa/b5Jnc5w3WI8Lhlb/pWxN2uRyuOZsI2b/4MLsH1xo21yDrm3oIxIhhBAST5T5SEgT5Kkys5plATZC9uPHZzwUVfdsQgghhJDGctelZvzn7jRcMFQPm4WB3Snh1/Ve8AIwsJsWN5xrBBNNR75qnDdYj8HdteAF4JVPK1FQKtR+ECGEEEKiRmEHQpqgqu+/GYZB+zwODq1FWedjtZgz4L4Ej4wQQgghJHbtmmtww7kmvPOwDY9PsmBEbx1G9dXhvglmsGz9ZnCwLIPJl5nRrgWHCoeEl+ZVwuWpe/3HCoeIP7d5sfMwj0onNbIhhBBCaE4BIU3Qjeca8cYXDhwvEjF2gFz/KNvGwqFPA+zyPtuaD4DIcjDoaMo1IYQQQlIDxzHo10mLfp20cT2vQcfg0WssePL9ChwpEPHmFw7845roA5uSJGHnYR4//+3FX9vlrMwAq5lBy2wOXdr5MH4Ahywb5X8QQgg5vVDwkZAmqF0LDV67zwZJkpRpSFYTCx8brIfk5eTHzTO5RhkjIYQQQkgyybKx+Mc1Fjz7kR3rd/sw7xcXJo031XiM0y3h900e/LzWgyMFwSzHVjks3F6gqFxEhUNChYPHjkOVWPo3g3snmtG3Y3yDp4QQQkgyo+AjIU1YaP0jox7oXrBBWfZxOpw/pG7F2QkhhBBCmqKOrTS4+1Iz3vzCgW/+8MDHA4O7a9G5tUbVoO/QSR4//+3Bb5u9Sq1tvRYY3kuHcQP1aJ8nf8xyeyQcLxZwvEjAj3/z2H3YixfnVOLyswyYcKah3lPGCSGEkFRAwUdCThN6LYPf88/ByAM/ApAzHy1GesNLCCGEEBJqeC8djhUKWLjCjR/+8uCHvzww6oGe+Vp0aqXB+t2+/2/vvuOjKtP//7+nJ5BJgAQwhSaa0JsIEhIjigVZC7IWVkD5soIKigusvYEFPqsfFEUBAfm5WIEfylL96qKgghRBIAoCAsZElCSU9Exm5nz/GDJkSJCgTOrr+XgMyZxzn3uucy4Ik2vu+z7aneb2t49tataVPR26tKtdDUMDp1SHOEw6P8aqtrFWDbw0Ui8u+E2fbnFp0WdF2pvu1tibGsrZgGnYAIC6jeIjUE847CYtuOj+gOLjH19KHQAAoO66uV+IWp1n0eZdJdr+Y4ly8g1t3l2izbtLJEkWs+9O21dd7FCH1tZK3W3bbjNp1PUNdWGcVXOXF+jbvW49MjtXD90ephbNWAYHAFB3UXwE6okQu0kFdqf/ucvqkMfzOwcAAADUUyaTSb072NW7g11er6EDhzzavq9E+zI8ahNt0RUXOdQk/I+NWLysu0Otoy2a9kG+fjvi1dNv5uqRYWG6IJZfzQAAdRP/wwH1hMMuFdpC/c/dZps83t85AAAAADKbTWob65s6fa60Ps+q5+9yasrbedqX4dGzb+Xqwb+FqUNrbkQDAKh7WGAEqCdCbCblOhr5n4eWFMjjZeI1AABAdQhrYNbjdzjVsY1VhcXS8wvytG1PSXWHBQDAOUfxEagnHHaT3Ba7/3njwkymXQMAAFSjUIdJD98eph7xNpW4pRfey9P6VFd1hwUAwDlF8RGoJxy2wIXQGxdkyc20awAAgGplt5k04baGSuzkWxLnlcX5emVxvn7NrvynxB6Pof2/uLX/F7e8zGwBANQwrPkI1BOOE4MeS8w22bwl2hvVUd0v5EcAAABAdbNaTLpvcEOFNyzU6o3F+mqnSxu+c+mybnYNTglVVKPAMSOFxYZ++s2jXQdLtPsnt3742a3CYt++xk6TeibY1LO9XZ1aW2W1nvlO3AAABBOVB6CeCDkx8vHvt3ysK/f8/0ofcq/+TzyLmgMAANQEZrNJI65toMu62/XBfwu1ba9ba7a6tG67S93jbSosNnQkx6ujuV5/obGsBiEmGYaho7mGPtni0idbXAp1SJd2dWjoVaGy2yhCAgCqB8VHoJ4IcfjecP7cuK3e7P2g7u7SQCYTb0IBAABqkjbRVj081Kkf0tz6YE2hvjvg1uZd5W9EE9HQpHatrGrfyqr2ra1q2cwij1f67oBbm3a5tOWHEh3PM/TxpmL9+Itb/7wtTI2crLoFAKh6FB+BeiLEHlhoNFN3BAAAqLESWlr15J1OfXegRD9meBQRZlJkuFlNws1q4jT7P1guy2yWul1oU7cLbfq719C2vSV67cMC7Uv36NE3cvTPv4WpTTS/AgIAqhYffQH1hOOUGdYWqo8AAAA1Xsc2Nl2fFKKUbg51Ot+mmChLhYXHU5nNJl2UYNdzdzkVE2VWdo6hp+blauP33E0bAFC1KD4C9cSpU6zN/OsHAACo86IjLXr27051vcCq4hJp2gf5ev+/hSpxc1dsAEDVoPwA1FMW/vUDAADUCw1DzXrob2EacIlDkvThuiL98/Uc7fix/FqSAACcayz4AdQjd9/YQLM+KpDEmo8AAAD1icVi0p0DGii+hVVvrSrQoWyvnvt3nvp0smn41Q3UJLz8J9NFLkMHf/XowC9uHTjkUUamR3HNLOrb2a6Ora2yWHhDCQA4M4qPQD1iLfOekmnXAAAA9U9iJ7u6XWDTws8KtXpjsTaklmjbnuPq0Noml9uQq8RQkctXeMw85pVxyuzsfRkefb7NpYgwk/p0tKtvZ7sujLOUW+IHAIBSFB+BeqTsp9Nmhj4CAADUSw1CfKMgL+tm19zlBdqb7tHWPRVPwW7sNKlNtFXnx1gUE2XRroMl+vr7Eh3PM7R6Y7FWbyxW+1ZW/f0vDRTXzFKp1zcMQ9v3ufX9wRJFR1p0QZxVsVHmSr0/NQxDu9Pc2p/hkdeQ7+E1ZBhSozCzenewqWEon7IDQE1C8RGoR6xl3g9SewQA1CfvvPOO5s2bp8zMTLVr105PPPGEunTpctr2q1at0vTp05WRkaHWrVtr4sSJSklJ8e83DEOvvPKKFi1apJycHPXo0UNPP/20WrduXQVnA5wbraOtmjzSqW17S3Qsz5DDZpLDJjnsJtltJp3X2KxGzsBCXt/Odt15raGdP7r15U6XNu1yaddPbj04M0d/SQzR4JQQOewVv9F0ewxtSHXpP18VK+03T8C+UIfUNsaqC+Ksim9h0YVxVoU3PPna+YVerdvu0idbipWR6T3tOc1fJfXuYNflPexq38p6xhGZJW5DR3O9ahBiUhhFSwAICoqPQD1iYdo1AKAeWrlypaZMmaJJkyapa9eueuuttzRy5EitXr1akZGR5dpv3bpVEyZM0Pjx49WvXz8tW7ZMY8aM0ZIlSxQfHy9JmjNnjhYsWKCpU6cqLi5O06dP18iRI7Vy5Uo5HI6qPkXgDzObTboowX5Wx1gtJnWPt6l7vE2Zx0L0/60s1JYfSrT0yyKtT3XpjgGhatnMoiLXySncPx/2aOXXRco+7pvHHWKXLm5vV9Yxr/b/4lZhsZR6wK3UA27/60RHmhXfwiqTSdqQ6lLxicGZDrvUta1NDrtJZtOJD9VN0t50t9IPe/XFdpe+2O5SdKRZnc63SYZxYoSkb6RkibdIhzJdys7xKif/5LzyZo3NahNt8T1irGrZzKLGTtMZC5her6G8QkM5BYbyCgzlF3nlsJsU3sCssFCTnA1MslnP7pP/Ereh/EJDeUWGil2GrBbJZjXJZpVsFl9xOMTObCYAtYPJME5dxaN6bd68WfPmzVNqaqoyMzP12muvqX///v79Dz/8sD788MOAY5KSkjRv3ryzfq2srNxya5icSyaTFBXlDPrr4M+pT3k6cMith2flSpLG39pQvTuc3RvN6lafclXbkavag1zVHqfmqvQ5zuzmm29W586d9eSTT0qSvF6vUlJSNGzYMI0aNapc+wceeECFhYWaPXu2f9stt9yidu3aafLkyTIMQ8nJyRoxYoRGjhwpScrNzVViYqKmTp2qgQMHVjo23o/WD/UhD5t3uzR/ZYG/uHg6EWEmDejt0JUXO/wjDT0eQ+mZHu1L92hvult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",
            "text/plain": [
              "<Figure size 1600x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.set_style(\"darkgrid\")    \n",
        "\n",
        "fig = plt.figure()\n",
        "fig.subplots_adjust(hspace=0.2, wspace=0.2)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "ax = sns.lineplot(x = original.index, y = original[0], label=\"Data\", color='royalblue')\n",
        "ax = sns.lineplot(x = predict.index, y = predict[0], label=\"Training Prediction (GRU)\", color='red')\n",
        "ax.set_title('Microsoft stock price', size = 14, fontweight='bold')\n",
        "ax.set_xlabel(\"Days\", size = 14)\n",
        "ax.set_ylabel(\"Cost (USD)\", size = 14)\n",
        "ax.set_xticklabels('', size=10)\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "ax = sns.lineplot(data=hist, color='royalblue')\n",
        "ax.set_xlabel(\"Epoch\", size = 14)\n",
        "ax.set_ylabel(\"Loss\", size = 14)\n",
        "ax.set_title(\"Training Loss\", size = 14, fontweight='bold')\n",
        "fig.set_figheight(6)\n",
        "fig.set_figwidth(16)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FuQXbSNgAqn8",
        "outputId": "580ce02a-9fb2-4a52-d0ba-ec08949964bd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train MSE Score: 0.58\n",
            "Test MSE Score: 1.84\n"
          ]
        }
      ],
      "source": [
        "# make predictions\n",
        "y_test_pred = model(X_test)\n",
        "\n",
        "# invert predictions\n",
        "y_train_pred = scaler.inverse_transform(y_train_pred.detach().numpy())\n",
        "y_train = scaler.inverse_transform(y_train_gru.detach().numpy())\n",
        "y_test_pred = scaler.inverse_transform(y_test_pred.detach().numpy())\n",
        "y_test = scaler.inverse_transform(y_test_gru.detach().numpy())\n",
        "\n",
        "# calculate root mean squared error\n",
        "trainScore = math.sqrt(mean_squared_error(y_train[:,0], y_train_pred[:,0]))\n",
        "print('Train MSE Score: %.2f' % (trainScore))\n",
        "testScore = math.sqrt(mean_squared_error(y_test[:,0], y_test_pred[:,0]))\n",
        "print('Test MSE Score: %.2f' % (testScore))\n",
        "gru.append(trainScore)\n",
        "gru.append(testScore)\n",
        "gru.append(training_time)\n",
        "microsoft_scores = gru.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "id": "W1I0JNjmAulV"
      },
      "outputs": [],
      "source": [
        "# shift train predictions for plotting\n",
        "trainPredictPlot = np.empty_like(price_microsoft)\n",
        "trainPredictPlot[:, :] = np.nan\n",
        "trainPredictPlot[lookback:len(y_train_pred)+lookback, :] = y_train_pred\n",
        "\n",
        "# shift test predictions for plotting\n",
        "testPredictPlot = np.empty_like(price_microsoft)\n",
        "testPredictPlot[:, :] = np.nan\n",
        "testPredictPlot[len(y_train_pred)+lookback-1:len(price_microsoft)-1, :] = y_test_pred\n",
        "\n",
        "original = scaler.inverse_transform(price_microsoft.reshape(-1,1))\n",
        "\n",
        "predictions = data_microsoft.loc[:,'Date'].to_numpy().reshape(-1,1)\n",
        "predictions = np.append(predictions, trainPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, testPredictPlot, axis = 1)\n",
        "predictions = np.append(predictions, original, axis = 1)\n",
        "result = pd.DataFrame(predictions, columns = ['Date', 'Train Prediction', 'Test Prediction', 'Actual Value'])\n",
        "microsoft_predictions = result.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "UjeWihkFA6P2",
        "outputId": "c8dfba69-d471-4df8-99ab-66e43487c8d3"
      },
      "outputs": [
        {
          "data": {
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              "config": {
                "plotlyServerURL": "https://plot.ly"
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                    1421,
                    1422,
                    1423,
                    1424,
                    1425,
                    1426,
                    1427,
                    1428,
                    1429,
                    1430,
                    1431,
                    1432,
                    1433,
                    1434,
                    1435,
                    1436,
                    1437,
                    1438,
                    1439,
                    1440,
                    1441,
                    1442,
                    1443,
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                    1447,
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                    1449,
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                    1458,
                    1459,
                    1460,
                    1461,
                    1462,
                    1463,
                    1464,
                    1465,
                    1466,
                    1467,
                    1468,
                    1469,
                    1470,
                    1471,
                    1472,
                    1473,
                    1474,
                    1475,
                    1476,
                    1477,
                    1478,
                    1479,
                    1480,
                    1481,
                    1482,
                    1483,
                    1484,
                    1485,
                    1486,
                    1487,
                    1488,
                    1489,
                    1490,
                    1491,
                    1492,
                    1493,
                    1494,
                    1495,
                    1496,
                    1497,
                    1498,
                    1499,
                    1500,
                    1501,
                    1502,
                    1503,
                    1504,
                    1505,
                    1506,
                    1507,
                    1508,
                    1509,
                    1510,
                    1511,
                    1512,
                    1513,
                    1514,
                    1515,
                    1516,
                    1517,
                    1518,
                    1519,
                    1520,
                    1521,
                    1522,
                    1523,
                    1524,
                    1525,
                    1526,
                    1527,
                    1528,
                    1529,
                    1530,
                    1531,
                    1532,
                    1533,
                    1534,
                    1535,
                    1536,
                    1537,
                    1538,
                    1539,
                    1540,
                    1541,
                    1542,
                    1543,
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                    1547,
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                    1549,
                    1550,
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                    1559,
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                    1561,
                    1562,
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                    1565,
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                    1568,
                    1569,
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                    1576,
                    1577,
                    1578,
                    1579,
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                    1600,
                    1601,
                    1602,
                    1603,
                    1604,
                    1605,
                    1606,
                    1607,
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                    1614,
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                    1617,
                    1618,
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                    1621,
                    1622,
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                    1627,
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                    1640,
                    1641,
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                    1644,
                    1645,
                    1646,
                    1647,
                    1648,
                    1649,
                    1650,
                    1651,
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                    1653,
                    1654,
                    1655,
                    1656,
                    1657,
                    1658,
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                    1660,
                    1661,
                    1662,
                    1663,
                    1664,
                    1665,
                    1666,
                    1667,
                    1668,
                    1669,
                    1670,
                    1671,
                    1672,
                    1673,
                    1674,
                    1675,
                    1676,
                    1677,
                    1678,
                    1679,
                    1680,
                    1681,
                    1682,
                    1683,
                    1684,
                    1685,
                    1686,
                    1687,
                    1688,
                    1689,
                    1690,
                    1691,
                    1692,
                    1693,
                    1694,
                    1695,
                    1696,
                    1697,
                    1698,
                    1699,
                    1700,
                    1701,
                    1702,
                    1703,
                    1704,
                    1705,
                    1706,
                    1707,
                    1708,
                    1709,
                    1710,
                    1711,
                    1712,
                    1713,
                    1714,
                    1715,
                    1716,
                    1717,
                    1718,
                    1719,
                    1720,
                    1721,
                    1722,
                    1723,
                    1724,
                    1725,
                    1726,
                    1727,
                    1728,
                    1729,
                    1730,
                    1731,
                    1732,
                    1733,
                    1734,
                    1735,
                    1736,
                    1737,
                    1738,
                    1739,
                    1740,
                    1741,
                    1742,
                    1743,
                    1744,
                    1745,
                    1746,
                    1747,
                    1748,
                    1749,
                    1750,
                    1751,
                    1752,
                    1753,
                    1754,
                    1755,
                    1756,
                    1757,
                    1758,
                    1759,
                    1760,
                    1761,
                    1762,
                    1763,
                    1764,
                    1765,
                    1766,
                    1767,
                    1768,
                    1769,
                    1770,
                    1771,
                    1772,
                    1773,
                    1774,
                    1775,
                    1776,
                    1777,
                    1778,
                    1779,
                    1780,
                    1781,
                    1782,
                    1783,
                    1784,
                    1785,
                    1786,
                    1787,
                    1788,
                    1789,
                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
                    1808,
                    1809,
                    1810,
                    1811,
                    1812,
                    1813,
                    1814,
                    1815,
                    1816,
                    1817,
                    1818,
                    1819,
                    1820,
                    1821,
                    1822,
                    1823,
                    1824,
                    1825,
                    1826,
                    1827,
                    1828,
                    1829,
                    1830,
                    1831,
                    1832,
                    1833,
                    1834,
                    1835,
                    1836,
                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
                    1843,
                    1844,
                    1845,
                    1846,
                    1847,
                    1848,
                    1849,
                    1850,
                    1851,
                    1852,
                    1853,
                    1854,
                    1855,
                    1856,
                    1857,
                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
                    1954,
                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
                    2352,
                    2353,
                    2354,
                    2355,
                    2356,
                    2357,
                    2358,
                    2359,
                    2360,
                    2361,
                    2362,
                    2363,
                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
                    2619,
                    2620,
                    2621,
                    2622,
                    2623,
                    2624,
                    2625,
                    2626,
                    2627,
                    2628,
                    2629,
                    2630,
                    2631,
                    2632,
                    2633,
                    2634,
                    2635,
                    2636,
                    2637,
                    2638,
                    2639,
                    2640,
                    2641,
                    2642,
                    2643,
                    2644,
                    2645,
                    2646,
                    2647,
                    2648,
                    2649,
                    2650,
                    2651,
                    2652,
                    2653,
                    2654,
                    2655,
                    2656,
                    2657,
                    2658,
                    2659,
                    2660,
                    2661,
                    2662,
                    2663,
                    2664,
                    2665,
                    2666,
                    2667,
                    2668,
                    2669,
                    2670,
                    2671,
                    2672,
                    2673,
                    2674,
                    2675,
                    2676,
                    2677,
                    2678,
                    2679,
                    2680,
                    2681,
                    2682,
                    2683,
                    2684,
                    2685,
                    2686,
                    2687,
                    2688,
                    2689,
                    2690,
                    2691,
                    2692,
                    2693,
                    2694,
                    2695,
                    2696,
                    2697,
                    2698,
                    2699,
                    2700,
                    2701,
                    2702,
                    2703,
                    2704,
                    2705,
                    2706,
                    2707,
                    2708,
                    2709,
                    2710,
                    2711,
                    2712,
                    2713,
                    2714,
                    2715,
                    2716,
                    2717,
                    2718,
                    2719,
                    2720,
                    2721,
                    2722,
                    2723,
                    2724,
                    2725,
                    2726,
                    2727,
                    2728,
                    2729,
                    2730,
                    2731,
                    2732,
                    2733,
                    2734,
                    2735,
                    2736,
                    2737,
                    2738,
                    2739,
                    2740,
                    2741,
                    2742,
                    2743,
                    2744,
                    2745,
                    2746,
                    2747,
                    2748,
                    2749,
                    2750,
                    2751,
                    2752,
                    2753,
                    2754,
                    2755,
                    2756,
                    2757,
                    2758,
                    2759,
                    2760,
                    2761,
                    2762,
                    2763,
                    2764,
                    2765,
                    2766,
                    2767,
                    2768,
                    2769,
                    2770,
                    2771,
                    2772,
                    2773,
                    2774,
                    2775,
                    2776,
                    2777,
                    2778,
                    2779,
                    2780,
                    2781,
                    2782,
                    2783,
                    2784,
                    2785,
                    2786,
                    2787,
                    2788,
                    2789,
                    2790,
                    2791,
                    2792,
                    2793,
                    2794,
                    2795,
                    2796,
                    2797,
                    2798,
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                    1325,
                    1326,
                    1327,
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                    1333,
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                    1338,
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                    1340,
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                    1371,
                    1372,
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                    1466,
                    1467,
                    1468,
                    1469,
                    1470,
                    1471,
                    1472,
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                    1475,
                    1476,
                    1477,
                    1478,
                    1479,
                    1480,
                    1481,
                    1482,
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                    1490,
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                    1492,
                    1493,
                    1494,
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                    1496,
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                    1498,
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                    1500,
                    1501,
                    1502,
                    1503,
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                    1505,
                    1506,
                    1507,
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                    1514,
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                    1517,
                    1518,
                    1519,
                    1520,
                    1521,
                    1522,
                    1523,
                    1524,
                    1525,
                    1526,
                    1527,
                    1528,
                    1529,
                    1530,
                    1531,
                    1532,
                    1533,
                    1534,
                    1535,
                    1536,
                    1537,
                    1538,
                    1539,
                    1540,
                    1541,
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                    1544,
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                    1547,
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                    1549,
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                    1559,
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                    1565,
                    1566,
                    1567,
                    1568,
                    1569,
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                    1577,
                    1578,
                    1579,
                    1580,
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                    1600,
                    1601,
                    1602,
                    1603,
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                    1605,
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                    1607,
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                    1666,
                    1667,
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                    1669,
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                    1673,
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                    1675,
                    1676,
                    1677,
                    1678,
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                    1680,
                    1681,
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                    1684,
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                    1687,
                    1688,
                    1689,
                    1690,
                    1691,
                    1692,
                    1693,
                    1694,
                    1695,
                    1696,
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                    1699,
                    1700,
                    1701,
                    1702,
                    1703,
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                    1706,
                    1707,
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                    1733,
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                    1760,
                    1761,
                    1762,
                    1763,
                    1764,
                    1765,
                    1766,
                    1767,
                    1768,
                    1769,
                    1770,
                    1771,
                    1772,
                    1773,
                    1774,
                    1775,
                    1776,
                    1777,
                    1778,
                    1779,
                    1780,
                    1781,
                    1782,
                    1783,
                    1784,
                    1785,
                    1786,
                    1787,
                    1788,
                    1789,
                    1790,
                    1791,
                    1792,
                    1793,
                    1794,
                    1795,
                    1796,
                    1797,
                    1798,
                    1799,
                    1800,
                    1801,
                    1802,
                    1803,
                    1804,
                    1805,
                    1806,
                    1807,
                    1808,
                    1809,
                    1810,
                    1811,
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                    1813,
                    1814,
                    1815,
                    1816,
                    1817,
                    1818,
                    1819,
                    1820,
                    1821,
                    1822,
                    1823,
                    1824,
                    1825,
                    1826,
                    1827,
                    1828,
                    1829,
                    1830,
                    1831,
                    1832,
                    1833,
                    1834,
                    1835,
                    1836,
                    1837,
                    1838,
                    1839,
                    1840,
                    1841,
                    1842,
                    1843,
                    1844,
                    1845,
                    1846,
                    1847,
                    1848,
                    1849,
                    1850,
                    1851,
                    1852,
                    1853,
                    1854,
                    1855,
                    1856,
                    1857,
                    1858,
                    1859,
                    1860,
                    1861,
                    1862,
                    1863,
                    1864,
                    1865,
                    1866,
                    1867,
                    1868,
                    1869,
                    1870,
                    1871,
                    1872,
                    1873,
                    1874,
                    1875,
                    1876,
                    1877,
                    1878,
                    1879,
                    1880,
                    1881,
                    1882,
                    1883,
                    1884,
                    1885,
                    1886,
                    1887,
                    1888,
                    1889,
                    1890,
                    1891,
                    1892,
                    1893,
                    1894,
                    1895,
                    1896,
                    1897,
                    1898,
                    1899,
                    1900,
                    1901,
                    1902,
                    1903,
                    1904,
                    1905,
                    1906,
                    1907,
                    1908,
                    1909,
                    1910,
                    1911,
                    1912,
                    1913,
                    1914,
                    1915,
                    1916,
                    1917,
                    1918,
                    1919,
                    1920,
                    1921,
                    1922,
                    1923,
                    1924,
                    1925,
                    1926,
                    1927,
                    1928,
                    1929,
                    1930,
                    1931,
                    1932,
                    1933,
                    1934,
                    1935,
                    1936,
                    1937,
                    1938,
                    1939,
                    1940,
                    1941,
                    1942,
                    1943,
                    1944,
                    1945,
                    1946,
                    1947,
                    1948,
                    1949,
                    1950,
                    1951,
                    1952,
                    1953,
                    1954,
                    1955,
                    1956,
                    1957,
                    1958,
                    1959,
                    1960,
                    1961,
                    1962,
                    1963,
                    1964,
                    1965,
                    1966,
                    1967,
                    1968,
                    1969,
                    1970,
                    1971,
                    1972,
                    1973,
                    1974,
                    1975,
                    1976,
                    1977,
                    1978,
                    1979,
                    1980,
                    1981,
                    1982,
                    1983,
                    1984,
                    1985,
                    1986,
                    1987,
                    1988,
                    1989,
                    1990,
                    1991,
                    1992,
                    1993,
                    1994,
                    1995,
                    1996,
                    1997,
                    1998,
                    1999,
                    2000,
                    2001,
                    2002,
                    2003,
                    2004,
                    2005,
                    2006,
                    2007,
                    2008,
                    2009,
                    2010,
                    2011,
                    2012,
                    2013,
                    2014,
                    2015,
                    2016,
                    2017,
                    2018,
                    2019,
                    2020,
                    2021,
                    2022,
                    2023,
                    2024,
                    2025,
                    2026,
                    2027,
                    2028,
                    2029,
                    2030,
                    2031,
                    2032,
                    2033,
                    2034,
                    2035,
                    2036,
                    2037,
                    2038,
                    2039,
                    2040,
                    2041,
                    2042,
                    2043,
                    2044,
                    2045,
                    2046,
                    2047,
                    2048,
                    2049,
                    2050,
                    2051,
                    2052,
                    2053,
                    2054,
                    2055,
                    2056,
                    2057,
                    2058,
                    2059,
                    2060,
                    2061,
                    2062,
                    2063,
                    2064,
                    2065,
                    2066,
                    2067,
                    2068,
                    2069,
                    2070,
                    2071,
                    2072,
                    2073,
                    2074,
                    2075,
                    2076,
                    2077,
                    2078,
                    2079,
                    2080,
                    2081,
                    2082,
                    2083,
                    2084,
                    2085,
                    2086,
                    2087,
                    2088,
                    2089,
                    2090,
                    2091,
                    2092,
                    2093,
                    2094,
                    2095,
                    2096,
                    2097,
                    2098,
                    2099,
                    2100,
                    2101,
                    2102,
                    2103,
                    2104,
                    2105,
                    2106,
                    2107,
                    2108,
                    2109,
                    2110,
                    2111,
                    2112,
                    2113,
                    2114,
                    2115,
                    2116,
                    2117,
                    2118,
                    2119,
                    2120,
                    2121,
                    2122,
                    2123,
                    2124,
                    2125,
                    2126,
                    2127,
                    2128,
                    2129,
                    2130,
                    2131,
                    2132,
                    2133,
                    2134,
                    2135,
                    2136,
                    2137,
                    2138,
                    2139,
                    2140,
                    2141,
                    2142,
                    2143,
                    2144,
                    2145,
                    2146,
                    2147,
                    2148,
                    2149,
                    2150,
                    2151,
                    2152,
                    2153,
                    2154,
                    2155,
                    2156,
                    2157,
                    2158,
                    2159,
                    2160,
                    2161,
                    2162,
                    2163,
                    2164,
                    2165,
                    2166,
                    2167,
                    2168,
                    2169,
                    2170,
                    2171,
                    2172,
                    2173,
                    2174,
                    2175,
                    2176,
                    2177,
                    2178,
                    2179,
                    2180,
                    2181,
                    2182,
                    2183,
                    2184,
                    2185,
                    2186,
                    2187,
                    2188,
                    2189,
                    2190,
                    2191,
                    2192,
                    2193,
                    2194,
                    2195,
                    2196,
                    2197,
                    2198,
                    2199,
                    2200,
                    2201,
                    2202,
                    2203,
                    2204,
                    2205,
                    2206,
                    2207,
                    2208,
                    2209,
                    2210,
                    2211,
                    2212,
                    2213,
                    2214,
                    2215,
                    2216,
                    2217,
                    2218,
                    2219,
                    2220,
                    2221,
                    2222,
                    2223,
                    2224,
                    2225,
                    2226,
                    2227,
                    2228,
                    2229,
                    2230,
                    2231,
                    2232,
                    2233,
                    2234,
                    2235,
                    2236,
                    2237,
                    2238,
                    2239,
                    2240,
                    2241,
                    2242,
                    2243,
                    2244,
                    2245,
                    2246,
                    2247,
                    2248,
                    2249,
                    2250,
                    2251,
                    2252,
                    2253,
                    2254,
                    2255,
                    2256,
                    2257,
                    2258,
                    2259,
                    2260,
                    2261,
                    2262,
                    2263,
                    2264,
                    2265,
                    2266,
                    2267,
                    2268,
                    2269,
                    2270,
                    2271,
                    2272,
                    2273,
                    2274,
                    2275,
                    2276,
                    2277,
                    2278,
                    2279,
                    2280,
                    2281,
                    2282,
                    2283,
                    2284,
                    2285,
                    2286,
                    2287,
                    2288,
                    2289,
                    2290,
                    2291,
                    2292,
                    2293,
                    2294,
                    2295,
                    2296,
                    2297,
                    2298,
                    2299,
                    2300,
                    2301,
                    2302,
                    2303,
                    2304,
                    2305,
                    2306,
                    2307,
                    2308,
                    2309,
                    2310,
                    2311,
                    2312,
                    2313,
                    2314,
                    2315,
                    2316,
                    2317,
                    2318,
                    2319,
                    2320,
                    2321,
                    2322,
                    2323,
                    2324,
                    2325,
                    2326,
                    2327,
                    2328,
                    2329,
                    2330,
                    2331,
                    2332,
                    2333,
                    2334,
                    2335,
                    2336,
                    2337,
                    2338,
                    2339,
                    2340,
                    2341,
                    2342,
                    2343,
                    2344,
                    2345,
                    2346,
                    2347,
                    2348,
                    2349,
                    2350,
                    2351,
                    2352,
                    2353,
                    2354,
                    2355,
                    2356,
                    2357,
                    2358,
                    2359,
                    2360,
                    2361,
                    2362,
                    2363,
                    2364,
                    2365,
                    2366,
                    2367,
                    2368,
                    2369,
                    2370,
                    2371,
                    2372,
                    2373,
                    2374,
                    2375,
                    2376,
                    2377,
                    2378,
                    2379,
                    2380,
                    2381,
                    2382,
                    2383,
                    2384,
                    2385,
                    2386,
                    2387,
                    2388,
                    2389,
                    2390,
                    2391,
                    2392,
                    2393,
                    2394,
                    2395,
                    2396,
                    2397,
                    2398,
                    2399,
                    2400,
                    2401,
                    2402,
                    2403,
                    2404,
                    2405,
                    2406,
                    2407,
                    2408,
                    2409,
                    2410,
                    2411,
                    2412,
                    2413,
                    2414,
                    2415,
                    2416,
                    2417,
                    2418,
                    2419,
                    2420,
                    2421,
                    2422,
                    2423,
                    2424,
                    2425,
                    2426,
                    2427,
                    2428,
                    2429,
                    2430,
                    2431,
                    2432,
                    2433,
                    2434,
                    2435,
                    2436,
                    2437,
                    2438,
                    2439,
                    2440,
                    2441,
                    2442,
                    2443,
                    2444,
                    2445,
                    2446,
                    2447,
                    2448,
                    2449,
                    2450,
                    2451,
                    2452,
                    2453,
                    2454,
                    2455,
                    2456,
                    2457,
                    2458,
                    2459,
                    2460,
                    2461,
                    2462,
                    2463,
                    2464,
                    2465,
                    2466,
                    2467,
                    2468,
                    2469,
                    2470,
                    2471,
                    2472,
                    2473,
                    2474,
                    2475,
                    2476,
                    2477,
                    2478,
                    2479,
                    2480,
                    2481,
                    2482,
                    2483,
                    2484,
                    2485,
                    2486,
                    2487,
                    2488,
                    2489,
                    2490,
                    2491,
                    2492,
                    2493,
                    2494,
                    2495,
                    2496,
                    2497,
                    2498,
                    2499,
                    2500,
                    2501,
                    2502,
                    2503,
                    2504,
                    2505,
                    2506,
                    2507,
                    2508,
                    2509,
                    2510,
                    2511,
                    2512,
                    2513,
                    2514,
                    2515,
                    2516,
                    2517,
                    2518,
                    2519,
                    2520,
                    2521,
                    2522,
                    2523,
                    2524,
                    2525,
                    2526,
                    2527,
                    2528,
                    2529,
                    2530,
                    2531,
                    2532,
                    2533,
                    2534,
                    2535,
                    2536,
                    2537,
                    2538,
                    2539,
                    2540,
                    2541,
                    2542,
                    2543,
                    2544,
                    2545,
                    2546,
                    2547,
                    2548,
                    2549,
                    2550,
                    2551,
                    2552,
                    2553,
                    2554,
                    2555,
                    2556,
                    2557,
                    2558,
                    2559,
                    2560,
                    2561,
                    2562,
                    2563,
                    2564,
                    2565,
                    2566,
                    2567,
                    2568,
                    2569,
                    2570,
                    2571,
                    2572,
                    2573,
                    2574,
                    2575,
                    2576,
                    2577,
                    2578,
                    2579,
                    2580,
                    2581,
                    2582,
                    2583,
                    2584,
                    2585,
                    2586,
                    2587,
                    2588,
                    2589,
                    2590,
                    2591,
                    2592,
                    2593,
                    2594,
                    2595,
                    2596,
                    2597,
                    2598,
                    2599,
                    2600,
                    2601,
                    2602,
                    2603,
                    2604,
                    2605,
                    2606,
                    2607,
                    2608,
                    2609,
                    2610,
                    2611,
                    2612,
                    2613,
                    2614,
                    2615,
                    2616,
                    2617,
                    2618,
                    2619,
                    2620,
                    2621,
                    2622,
                    2623,
                    2624,
                    2625,
                    2626,
                    2627,
                    2628,
                    2629,
                    2630,
                    2631,
                    2632,
                    2633,
                    2634,
                    2635,
                    2636,
                    2637,
                    2638,
                    2639,
                    2640,
                    2641,
                    2642,
                    2643,
                    2644,
                    2645,
                    2646,
                    2647,
                    2648,
                    2649,
                    2650,
                    2651,
                    2652,
                    2653,
                    2654,
                    2655,
                    2656,
                    2657,
                    2658,
                    2659,
                    2660,
                    2661,
                    2662,
                    2663,
                    2664,
                    2665,
                    2666,
                    2667,
                    2668,
                    2669,
                    2670,
                    2671,
                    2672,
                    2673,
                    2674,
                    2675,
                    2676,
                    2677,
                    2678,
                    2679,
                    2680,
                    2681,
                    2682,
                    2683,
                    2684,
                    2685,
                    2686,
                    2687,
                    2688,
                    2689,
                    2690,
                    2691,
                    2692,
                    2693,
                    2694,
                    2695,
                    2696,
                    2697,
                    2698,
                    2699,
                    2700,
                    2701,
                    2702,
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                  }
                }
              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig = go.Figure()\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Train Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Train prediction')))\n",
        "fig.add_trace(go.Scatter(x=result.index, y=result['Test Prediction'],\n",
        "                    mode='lines',\n",
        "                    name='Test Prediction'))\n",
        "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result['Actual Value'],\n",
        "                    mode='lines',\n",
        "                    name='Actual Value')))\n",
        "fig.update_layout(\n",
        "    xaxis=dict(\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=False,\n",
        "        linecolor='white',\n",
        "        linewidth=1\n",
        "    ),\n",
        "    yaxis=dict(\n",
        "        title_text='Close (USD)',\n",
        "        titlefont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "        showline=True,\n",
        "        showgrid=True,\n",
        "        showticklabels=True,\n",
        "        linecolor='white',\n",
        "        linewidth=1,\n",
        "        ticks='outside',\n",
        "        tickfont=dict(\n",
        "            family='Rockwell',\n",
        "            size=12,\n",
        "            color='white',\n",
        "        ),\n",
        "    ),\n",
        "    showlegend=True,\n",
        "    template = 'plotly_dark'\n",
        ")\n",
        "\n",
        "annotations = []\n",
        "annotations.append(dict(xref='paper', yref='paper', x=0.0, y=1.05,\n",
        "                              xanchor='left', yanchor='bottom',\n",
        "                              text='Microsoft Stock Prediction',\n",
        "                              font=dict(family='Rockwell',\n",
        "                                        size=26,\n",
        "                                        color='white'),\n",
        "                              showarrow=False))\n",
        "fig.update_layout(annotations=annotations)\n",
        "\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Save model to file\n",
        "model_file = open('stock_market_model.pkl', 'wb')\n",
        "pickle.dump(amazon_predictions, model_file)\n",
        "pickle.dump(amazon_scores, model_file)\n",
        "pickle.dump(google_predictions, model_file)\n",
        "pickle.dump(google_scores, model_file)\n",
        "pickle.dump(ibm_predictions, model_file)\n",
        "pickle.dump(ibm_scores, model_file)\n",
        "pickle.dump(microsoft_predictions, model_file)\n",
        "pickle.dump(microsoft_scores, model_file)\n",
        "model_file.close()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Stock_market.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": ".venv",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}