Modeli_eksponencijalnog_izravnanja.ipynb

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          "text": [
            "\u001b[K     |████████████████████████████████| 62 kB 779 kB/s \n",
            "\u001b[K     |████████████████████████████████| 9.8 MB 6.1 MB/s \n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install yfinance -q\n",
        "!pip install statsmodels==0.13.2 -q"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import statsmodels\n",
        "from math import sqrt\n",
        "import numpy as np\n",
        "from numpy import mean\n",
        "from numpy import median\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.ticker as mtick\n",
        "\n",
        "from sklearn.metrics import mean_squared_error\n",
        "from sklearn.model_selection import train_test_split\n",
        "from statsmodels.tsa.seasonal import seasonal_decompose\n",
        "from statsmodels.tsa.holtwinters import ExponentialSmoothing\n",
        "from statsmodels.tsa.holtwinters import SimpleExpSmoothing\n",
        "from statsmodels.tsa.holtwinters import  Holt\n",
        "\n",
        "from sklearn.metrics import mean_squared_error, mean_absolute_error, mean_absolute_percentage_error\n",
        "\n",
        "import yfinance as yf\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib as mpl\n",
        "\n",
        "large = 22; med = 16; small = 12\n",
        "params = {'axes.titlesize': large,\n",
        "          'legend.fontsize': med,\n",
        "          'figure.figsize': (16, 10),\n",
        "          'axes.labelsize': med,\n",
        "          'axes.titlesize': med,\n",
        "          'xtick.labelsize': med,\n",
        "          'ytick.labelsize': med,\n",
        "          'figure.titlesize': large}\n",
        "plt.rcParams.update(params)\n",
        "plt.style.use('seaborn-whitegrid')\n",
        "sns.set_style(\"white\")\n",
        "%matplotlib inline\n",
        "\n",
        "print(mpl.__version__)  \n",
        "print(sns.__version__)\n",
        "%matplotlib inline"
      ],
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        "id": "PACLtvzdg1AI",
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      },
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          "text": [
            "3.2.2\n",
            "0.11.2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.DataFrame(yf.Ticker('^GSPC').history(period=\"max\"))\n",
        "df['date'] = df.index\n",
        "df"
      ],
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              "                   Open         High          Low        Close      Volume  \\\n",
              "Date                                                                         \n",
              "1950-01-03    16.660000    16.660000    16.660000    16.660000     1260000   \n",
              "1950-01-04    16.850000    16.850000    16.850000    16.850000     1890000   \n",
              "1950-01-05    16.930000    16.930000    16.930000    16.930000     2550000   \n",
              "1950-01-06    16.980000    16.980000    16.980000    16.980000     2010000   \n",
              "1950-01-09    17.080000    17.080000    17.080000    17.080000     2520000   \n",
              "...                 ...          ...          ...          ...         ...   \n",
              "2022-08-11  4227.399902  4257.910156  4201.410156  4207.270020  3925060000   \n",
              "2022-08-12  4225.020020  4280.470215  4219.779785  4280.149902  3252290000   \n",
              "2022-08-15  4269.370117  4301.790039  4256.899902  4297.140137  3087740000   \n",
              "2022-08-16  4290.459961  4325.279785  4277.770020  4305.200195  3792010000   \n",
              "2022-08-17  4280.399902  4302.180176  4253.080078  4274.040039  3293430000   \n",
              "\n",
              "            Dividends  Stock Splits       date  \n",
              "Date                                            \n",
              "1950-01-03          0             0 1950-01-03  \n",
              "1950-01-04          0             0 1950-01-04  \n",
              "1950-01-05          0             0 1950-01-05  \n",
              "1950-01-06          0             0 1950-01-06  \n",
              "1950-01-09          0             0 1950-01-09  \n",
              "...               ...           ...        ...  \n",
              "2022-08-11          0             0 2022-08-11  \n",
              "2022-08-12          0             0 2022-08-12  \n",
              "2022-08-15          0             0 2022-08-15  \n",
              "2022-08-16          0             0 2022-08-16  \n",
              "2022-08-17          0             0 2022-08-17  \n",
              "\n",
              "[18275 rows x 8 columns]"
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              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Dividends</th>\n",
              "      <th>Stock Splits</th>\n",
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              "    <tr>\n",
              "      <th>Date</th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
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              "    <tr>\n",
              "      <th>1950-01-03</th>\n",
              "      <td>16.660000</td>\n",
              "      <td>16.660000</td>\n",
              "      <td>16.660000</td>\n",
              "      <td>16.660000</td>\n",
              "      <td>1260000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1950-01-03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1950-01-04</th>\n",
              "      <td>16.850000</td>\n",
              "      <td>16.850000</td>\n",
              "      <td>16.850000</td>\n",
              "      <td>16.850000</td>\n",
              "      <td>1890000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1950-01-04</td>\n",
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              "    <tr>\n",
              "      <th>1950-01-05</th>\n",
              "      <td>16.930000</td>\n",
              "      <td>16.930000</td>\n",
              "      <td>16.930000</td>\n",
              "      <td>16.930000</td>\n",
              "      <td>2550000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1950-01-05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1950-01-06</th>\n",
              "      <td>16.980000</td>\n",
              "      <td>16.980000</td>\n",
              "      <td>16.980000</td>\n",
              "      <td>16.980000</td>\n",
              "      <td>2010000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1950-01-06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1950-01-09</th>\n",
              "      <td>17.080000</td>\n",
              "      <td>17.080000</td>\n",
              "      <td>17.080000</td>\n",
              "      <td>17.080000</td>\n",
              "      <td>2520000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1950-01-09</td>\n",
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              "      <th>2022-08-11</th>\n",
              "      <td>4227.399902</td>\n",
              "      <td>4257.910156</td>\n",
              "      <td>4201.410156</td>\n",
              "      <td>4207.270020</td>\n",
              "      <td>3925060000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2022-08-11</td>\n",
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              "    <tr>\n",
              "      <th>2022-08-12</th>\n",
              "      <td>4225.020020</td>\n",
              "      <td>4280.470215</td>\n",
              "      <td>4219.779785</td>\n",
              "      <td>4280.149902</td>\n",
              "      <td>3252290000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2022-08-12</td>\n",
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              "      <th>2022-08-15</th>\n",
              "      <td>4269.370117</td>\n",
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              "      <td>0</td>\n",
              "      <td>2022-08-15</td>\n",
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              "      <th>2022-08-16</th>\n",
              "      <td>4290.459961</td>\n",
              "      <td>4325.279785</td>\n",
              "      <td>4277.770020</td>\n",
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              "      <td>0</td>\n",
              "      <td>2022-08-16</td>\n",
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              "      <th>2022-08-17</th>\n",
              "      <td>4280.399902</td>\n",
              "      <td>4302.180176</td>\n",
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              "      <td>2022-08-17</td>\n",
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          "metadata": {},
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    },
    {
      "cell_type": "code",
      "source": [
        "sp500Month = df.Close\n",
        "sp500Month.index = pd.to_datetime(df.index)\n",
        "sp500Month = sp500Month.resample('1M').mean()"
      ],
      "metadata": {
        "id": "CCFPuWeMmERa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_size = int(len(sp500Month) * 0.9) \n",
        "train, test = train_test_split(sp500Month, train_size=train_size, shuffle=False)"
      ],
      "metadata": {
        "id": "-NtBYkhkhLi2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "months = pd.date_range(start='2022-08-31', end='2023-08-31', freq='M')"
      ],
      "metadata": {
        "id": "qxhkYVNnlLwB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def getScores(test, forecast):\n",
        "  mse = mean_squared_error(test, forecast)\n",
        "  print('MSE: '+str(np.round(mse, 2)))\n",
        "\n",
        "  mae = mean_absolute_error(test, forecast)\n",
        "  print('MAE: '+str(np.round(mae, 2)))\n",
        "\n",
        "  rmse = np.sqrt(mean_squared_error(test, forecast))\n",
        "  print('RMSE: '+str(np.round(rmse, 2)))\n",
        "\n",
        "  mape = mean_absolute_percentage_error(test, forecast) * 100\n",
        "  print('MAPE: '+str(np.round(mape, 2)))"
      ],
      "metadata": {
        "id": "T6OkK63S_kXO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Jednostavno Eksponencijalno izravnanje**"
      ],
      "metadata": {
        "id": "uoiveROVhUgY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpleModel = SimpleExpSmoothing(train)\n",
        "simpleModel = simpleModel.fit(optimized=True)\n",
        "yhat_simple = simpleModel.forecast(len(test))"
      ],
      "metadata": {
        "id": "9ZvnOwF-hX_o"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Prognoza"
      ],
      "metadata": {
        "id": "zH2LKhtJk9Bj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpleModel = SimpleExpSmoothing(sp500Month)\n",
        "simpleModel = simpleModel.fit(optimized=True)\n",
        "yhat_simple_forecast = simpleModel.forecast(len(months))"
      ],
      "metadata": {
        "id": "Du8TD_k3k8Tf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vizuelizacija"
      ],
      "metadata": {
        "id": "wqy5vbV9lSRR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax  = plt.subplots(figsize=(30,10), dpi=120)\n",
        "\n",
        "ax.plot(train, label=\"Trening\")\n",
        "ax.plot(test, label=\"Test\")\n",
        "ax.plot(yhat_simple, label=\"Predikcija\")\n",
        "ax.plot(yhat_simple_forecast, label=\"Prognoza\")\n",
        "\n",
        "ax.set_title(\"Prognoza Vrednosti Indeksa S&P 500 - Model Jednostavnog Eksponencijalnog Izravnnja\")\n",
        "ax.set_xlabel(\"Datum\")\n",
        "ax.set_ylabel(\"Vrednost\")\n",
        "\n",
        "ax.tick_params(axis='both', labelsize=12)\n",
        "fmt = '${x:,.0f}'\n",
        "\n",
        "tick = mtick.StrMethodFormatter(fmt)\n",
        "ax.yaxis.set_major_formatter(tick) \n",
        "plt.xticks(rotation=25)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "wHg32wMdk2Vo",
        "outputId": "d4467ce4-ea59-4aa4-dd91-c747cd01cc6e"
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      "execution_count": null,
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        {
          "output_type": "execute_result",
          "data": {
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              "(array([708205., 711858., 715510., 719163., 722815., 726468., 730120.,\n",
              "        733773., 737425., 741078.]),\n",
              " <a list of 10 Text major ticklabel objects>)"
            ]
          },
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          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3600x1200 with 1 Axes>"
            ],
            "image/png": 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3G68Xj4jjgMOBp1D70DLUmHkQcHJEDMsDTHhfHmKixzRJkiRJut8xqC1JkiRJWpRt0vy8g6pc1e2zVFBqf+AR1Besm1GhBpqA6jFUuPoq6gv6dagvKl9EVZtdHPhCr7BDUynsFCoUcRf1xebGzftsRVVmPKB5PMxKVPjs71Roaa2mHa+gKv/OBP43Iua5O9YkP8fPqYqY/f5tSFWUg6oO+u+u+c+ngmjPoL2OH0ZVbjuD+rL6a4NCU0McB7Qq6Q0KfO9O+8vzIwZMB1Wh7zbgVVQAdU0qWH8D3Bd8OZYKapxDbY91qVDaZlSFVoADI+KV3QuPqqR9LLXN/k2FwdaltsduVDW6IxktZPQ04GCqam4rJLAhFXyY07T/k33mfScVzoAKAzybCgBtQIXMbmo+02kRsUHXZ1iZCrYsQQXzXkaFPFah+ta2VFjvHx2zfYvqM0c1z89h3v70nBE+87hNZt96BvB56v/QLqe234Op7flaqgrrdwa9eUQ8jqqKuRp1UcfLqW2wKhXsO4Talq+jwvMjiYhlqXDTntT489LMPLRrsndRVUcBDqX671rUdn8UNVaczNxVqVv+TI1fz6ZdLX+D5vnx1P720agqwvMlM2+lKvBCBYCOi4jJBIE/3fxcHjilqd43lTbpeHzlJJazX0RcD9wZEXdHxKUR8bWmz/TUBG0e1jz9vyHLb1UbXbEzZNxc3NEKSI66jI2bqo7Truk/32uezhU0a9rYCj31CzR1O4Y6hkGNzU+i9pHHUOcRc6h+ekpUleC5NMeBVkX7i6iw9xrUWP32Zll9q2U2y5jUcWeqTXYci4jVqbFmJaqi6zuo9bMGtb7+AHyBOs4MsxF1nD+PukhsDWpd7UtVgF+FCmf2+hwvbtq6OHVx2y7UmL4OdU5wNRUi+07UnRQ6512M6lPLUZVAX09dxLQqdR64FRVqzI7ZWudYrUDjFcx7XOwcT6COVQdRF9I8tvl861Fhua9TF4q8ISJe3zlTU1n+283TXSJi6V7roNHaR36XmX/qM83nqH7/no7PuUXzmQBeHRHbdc/UBBJ/QO0/91Lr+9G0+3LrHGG7jsfdPkiF+qCqhD+N6nutc/pNqHOjhVITLP4lFRq+EtiqR8X4r1Db9jZqnNiEWkdrUiHlt1EVeftZiRoXrqbWVee5yWwqtH10E9btbt9DgVOpfeVGqqr3Bk17tqfCmgDvjoi3Dfm4R1HnB2+i9unVqHB6684xB0TEI3q0YYmmDdtRY8IHqf72IKq/v4r6m+Zh1Ng7z0WVHSbUVxvfov33xRlUZeS1m3Y8lrrDwbjvZHAtdW75QqqPrNW85+bUxa+3UxfJfXCS73MycDd1nFyX2k4voM7dZwCH9jpfmmz/aI7Dx1F9ek7zWR9DrdMnUuv8VQwPKE/GJgz++7bzmNzvrjrvoy5k/Ax1Z5nVqD5xasc0k9mWrYt6to6601M/rfU0mzoO9/IeatseRI23qzZtPqF5fTvgNQPeAya4L49gQsc0SZIkSbo/mucLKEmSJEmSFgVNtd+HNk9/lpm9gobrADtk5g86ftcZ6P4CFda5AXhK162pj4+Is6kvozegQs4nZ+bdHdPsRTtU9KrM7AycnBNVNflkKoQ0zMpU1bOnNiG0lm9GxC1UMHJd6gvTH3bNO+HP0ay3W3o1KCJmUl+mr9NMs2Nm3jdtZt5IhUm6XUeFe0+KiGOocOvbqWDsfMnMmyPiBCoo/NyIWLWpoNutFbK4JDPP7fF6p2WAx2dmZ8j4h1CV9agv72dQX1jv3nW76uuB3SPiKioI/fGIODoz7+iY5hNU+PcOYJuuENR3IuIcqkrtmkPaCbXNDsvM13X87jrgA02Y+s1UIGvFzLypNUFTybEVCvgV8IyONs4GPhsR51IhlhWpsPeLOt5jKyr0CrBLZv6+47X/UMGjMzsbmpn/BW6JiP82v7qns79Mo8nsW4dQfeEaat+6quO1r0XEr6iKgYN8g7qI4izgOV0VkG8A3hIRlwBfpEIvX87MqwctMCJWpS4S2QK4GXhBZp7RY9LW2HNCZr6p67XrqWqeh/d6j8x8So9f/5sKrP8oIg6i9oH9mHe9jeJdtC/meAHwgoiYTQWiLgB+Afw8M28fYVlnUwHNmVRI67SI2DYzb55Au0bRWVXwzL5TDbdxx+MlqGPaQ4FXNev3PV3jD1TAaGbz+Johy+98fTUq0Nd63GuaQctYmhoTpmqdzq9vUuGzF0TEch379tZU5cnbqCqXA0Xd/aB1AclnMvOtHS9fD+wbEVdQodAnUOHcL3TMP5Ma86Eubtiqo9/NBg6OiIuosGm/NozjuDPVJjuOvZ/qd3OA52fmTzpeO605Lp7LvKHlXtamxpydmuNOy2ejqnkfDGwREQ/PzItbLzYB4s81T/8GbNl1PvGNiPgpNf6sTF3c0nnHhEdS4TKA12bm97vadTUVsv9I6xetc6yIuKv51Zxhx8XMfH6fl/4B/CwiLqDW834R8dWuvnIkdb61InUXjmO7FxJV7brzwoR+1qfOHX7W8btzI+I5VKXdtaiwZXff/h8qjAfwlsz8XMdr1wMvby5QeTOwU0Ts2FVpei2qn0OFEnfoOMe/jrpYIakLLMZlmag7UAxyV2beNWQaIuLxVHX9NYGLgWd3V/aPquL/1Obpfl3rCCr8eT7ti5B6WZnqc0/JzH91/L7z3GRp6vyu+y4un6LG87uAZ2Zm53nM6RHxM+q4uhnw4Yg4IjO7L9RsWQN4Uue+RlVr3p7qJ8tQ5//v7prvTVTl31up87MLO167ntoff0KdLz+C6lf9wvkT6qvNhRu7NE8PBd7cY+z9PfW309i+S83MfoHUq6hK1T+mLnZ4U0R8dBLnMjOBJ2TmtR2/O7E5pl1A9YFdqbundJps/9iF9kXK78/Mj3S81jqe3UodT6dEZt7W77WI2JvqDwAHZuZJfSZdB3hjZnZWe57rwvBJbstjqTD3ktTfuQf1aOtMahsBHN11zOu0IfDyrv+LuCHqjlsXUKHtVwFf7TM/THxfHmiSxzRJkiRJul+xorYkSZIkaZERETMiYq2IeDPwtebXc+jxxWbjh10h7c5lbUpVXwP4aFe4GYDMvI4KIUJ9yb9j1yStqpbnd30x2pr/XuAtfdrWy7u6gqQtJ1LhWKhKn/cZ0+fo5xvAllSlq5d0hXVH1apo+qwJzNvSqpC9FPCS7hcjYnPagcdRKqh+siuk3eklVLjmNmCvAV8Wf5AKl6xBVSlrtWUN2oGYL/WqVNmEfT/S/fs+bqMdWOr2jebnUrRDUS270w5z7t0r0JeZ51GVzACe31Q8bekMpHSGkxdVE9m3nkhVpYPat+ZZD832/WK/N42IbahwxBzg9V3hxk5fpiobL0U7kNFvmetSYcAtqDDXNn1C2tDejlOxDVv75ZZDKl32lJk/p8aFzuqzq1P7zweogN41EfH5iFitxyIAiIinUgHPxWgfF55E3eZ9mflt14D3WSoiHhcRR1NVxaEuSBkaBu7hXCqktik13sykQjZvooJ3M6ggzAE95l2u4/GwoG5nyL0zhDiOZUy3s6iQz3K0g3bQrrB9wogXirQqTP6bqkjZy2eoEDZUtdpOO9EOvu/XK1DXhJJP6P59h0kdd6baZMexJjzd2i4ndoW0gbooi/kLf+3TJ7B2eMfjJ3W9thPtC6Te3euir8z8P+DjzdNNm9Bty8JyXGyNvevTrq4PQHOe1jpX61et9v9R4+U9tCtw9/KdruBr6z1uparlwrzrGNr71B+pSrO9vIsKbMK8+9TLqeAiwFt7XYiZmcdSF6GNyw+oi1AG/es3PtwnIp5OBVjXpCq+P7U7pN1YvOPxZPrSh7tC2sA85ybbx9x3VFiDqvALdSHgPBebNRdI7d08XZrBd7T5fFews7WMK4EfN0979ZN9mp+HdIW0O5fxD9oXxrxsQBsm2lf3bX5eTl1U0DcgOiAgO3aZeRp1oc/y1LneRB3YFdJuLf+3tMeJ7nPfcfSP1t/HV9H/b/R3Mff5xQIRdfeK1gUQx9D7PKvlL10h7fk2aFs24fbTmqf9xuudaN+BadDfuL8a8H8RrfkeP+SCg4nuy5PV95gmSZIkSfc3VtSWJEmSJC3szoqIfq/dA7wtM/tVND21z++hXekL4DsDpjuRqii2VDPPCQARsQrtyo/9KnGRmZdExMXAwwe8B1Q12LP6LOPeiPgr9eXog7tentTn6CciDgRe2jx9a2b2XZcR8QyqwtaTqUqXy1FBw05rRcQKE6wKdwZVwXltKgzQHYxtBQTmMLg6ZMugfvHM5uevgHuGVFi8mApaPgloVdbckvaF8d8bMO/xtCt7DnJuZv6nz2udAdd+/eKyXiGLDscCb6BCQ1vQ/hy/p9bnDKqq4Vsy89IR2rswmui+9dSOx8O25Vv7vNbqT38Drh7Sny6iwrp9QxARsQkVYF4HuAzYbsh2uZC63fwrmwqbx41SEbTj/Z5Ihe62pAIUyzNv4YdWJeg/jLrclsz8aUQ8klpPO1P99hG0Q2wrUOHl5zcVsi/pat9GVJ9dBdgjM4+MiL9QVTe3pu4o8PzuzxwRn6Sqzv4tMzeit/UjYlBVvyuAnXPuuyyMJDN7Ba8uAw6NiO9S1cQfSlUXPKIJj/YyrOrgKFUJx7GMBa7Zd4+iwr17UBXyl6F9Z4ChF+1ExAyqoivAyf0qVGfmnIg4DtgfeHRErNwxLrfGiTtoB656OR54YZ/XJnvcmWqTHcceTTtoNmgsPY0K7g27wOL/useClsy8vqnMvzr9j4t3MnjdHUs7rL0V8LvW4qntvDTw+Yh4Q2ZeNKStExJ14vt64GnUWLACc4d775sU6F4XR1JVlLePiNV6VEJunTP9KDMHVdQf1J9b5x9zrePm3PiRzdPj+gVfM/P2iDiZOnd8atfLrX3yr5n5Z/o7icmFWMcqInal1v1MquL7i/pcIEZm3tBUNV4P+EhEXNNcvDS/Rjk3WYxaT61pO89T+/7dkJnnRcTfqWP/VtQFK71MpJ9sBMxqnp45ZExpnVs8NiKW6nMOM5E2rEBVhAb49kSO5ZMREetQ+/i21H68Ir2/rw0G3JFhiGHr5THMO05Oqn80x9Utm8lO7Rdwz8wbmzsYbD/sQ4xLRDyWGt8Xpy6Ye+WQ6s09L/busdzJbMsjqWD8oyLicT0uWmiN13/JzAsGNGOUfWAp6nx59iSW0d1fRjLJY5okSZIk3W8Y1JYkSZIkLWruoSqfnU1VfhoUkukXboP6Yhng1j7V7gDIzDsj4lIqlD2rx/wwd2C2l1GC2rOHhARat3Durlw72c8xj4jYHXh/8/RLmfnZPtMtTlVkfsWg5XVYiapKOF+aQN6RVCBv84jYqBVOjYilgN2aSc8atA46DOoXre207Xy0tbMS9ayOx3/pN0NmXhURN9IOr/XTt9JiZt7WcRFDv34xKOQE0Fnxe1bHsv8WEYdSIdkdgR0j4s/Az4GfAT/OzH5f9C9sJrpvzWp+3pKZ/xww/6B13OpPGzGx/tRpVaqS9ipUGHL7XpU0uxwAPJ8KjXwL+FJEnNMs50zgvH4hlYj4CFWJv/uii16G9eO+mmqppzf/aKpzP6lp92uocPg6wDERsWlXew+l1sepmXlks7xPN7eK/yjwHODbEbFbV1XW1v4xKPTSy21UaOwE4MuZeeN8zj9UZl4TEfsAp1BVZV9MOzQKVVG5ZVigtfP1zurS41jGQE3VxqX7vHz3gKrM86N1XHh6E5R6GhX+uZq6wGeYFan+A6OPlTOocGUrqD2r+XnpkHFmlHFiosedqTbZcWxWx+NBx8X/RsQlzHuHiG7DKhAPO1+6dNAFK5l5eUTcSl10Nqvj97dFxPuATwGbAxdGxGXAT6lj448H3K1jZBHxP8BnaVeVHqTX2PttqortElS19lZFYiLiUVQ4E4Zf2DZoPfdbx+vRPmaMuk+tGhErZuZNzfNZzc9Rzq3H5emZefYk5t+WClQuBhxFBUCHBX/fRgVhNwZ+FhFXM3df+uuQ+f8z5Bygc/3P6ni8fp9pevlTM/2sAdNMpJ90/k00ylgNtW5XBXp95om0YRbtoGjPit5TJSJ2ps7JRrlLxYTPr5jYepls/1gJWLl5PMo+vPEoxUQAACAASURBVECC2k1V+VOodX45daHdsDuKDPp7sbXcyW7Lk6nziZWpqtr39cWIWJU6j4XxjNcw7/ae32XM9x10xnBMkyRJkqT7je4KOJIkSZIkLWyeSwWvVgCWy8wlMnOjzHzNCJUMbxvw2grNz1FCR61pVuj4XecXssPCa6OE2+a5tXsf3aHJyX6OuUTEVsDXmqc/on1r617eTjukfTKwCxW+WI32NtuhY/rJXDB+RMfjPToe7wA8qMc0fWXmoH4xkS+IO8OIi1q/6Hy9u1/sDbyOdphqE6oa2lHAVRFxTESsPWL7ptNE12FrW05mO062P3VaknabbmPusG1PmXkZ8AQq4HEbtY2fA3yEqt57WUTMc6FFROwGvIdaJz8HXkZVSV2dCreuQFXJbRlbMYjMvC0zf5qZb6ECm9c1Lz2edqVVImJDYLvm6de7lvEx4MDm6S7A15sqj60A8TbNa8cPaMoVtMexFYCZmblcZm6emQdNRUi7w+lU5V6o7dfpZuruCABrDFnOmh2Pr+t43Flhd9Rl3Ml8BLWpwNHNff59ZT6W01dTbfcC6v+4X0b72HBUVzC/n84xb6Jj5cI2TkyFB9pxsbMdcx0XM/Ngqmr7ec2vNgD2pMagv0fEaRHxiBHbN4+I2Jy6AGVJ6s4WrwEeR+2HrbF3xY5Z5hl7M/Mq2uHXl3e93KrOejN1p5VBRl3PnRaWfWpBW4n2d203jFKdOTO/SwW8zwDuBdaigvWHApdExC8jYlDF8PlZPyv0eTzqNur7dwOj9ZPufXGiYcx+495E+mrnfjSRu/1MSETMAo6hHRjeG3gitf1Xon3O0bpAcMLnVyMeB/uNkzCx/jHu8X7SmgsAT6Yu+rsJ2Ckzrx1h1kF/L45lWzYXrR3XPH1pRHR+Z78bdSyYQ4XBB5nocXF+lzHKxZv3GccxTZIkSZLuT/yjR5IkSZK0sLs9M6fii9zWl8ujVMBqTdP5hXVnm5Ybcf6pMNnPcZ/mVuQnULdG/gvw4n63rG7s1fw8NjNf0meZM0do11CZeXFEnE/dpvzlEbF/U1m3Fcy7hcGhy1G1tuv3MnOXScwPtb4HVY1dGPpF5+tz9Ytm/R4GHBYR6wJbULc334mqoLcbsEVEPDYz/8P9T2tbzs867LeM32bmppNszzXAvlQFzi2AH0XEszuqkPaUmX8D9oiI11CVqregwmHPpLbj4RHxoMz8dMdsrX37l8A2mXlv93IjYpTKeJOSmf8XER8HPtn8alOqGjjMHRSf5zbpmbl/RCwNvJO6oOQWqkL8S6jA+T+Akwa8/ZwpOvYM1VQWvh54CO3KlK3X7o2Iv1LB+YcOWdQGzc+bmvBmaxlXRsQtVN8ddRmX9Ku+Ps2+SfWL/6FCWK3fjaJzzJvoWDnOcWKix52pNtlxrPu4OMjCcFzsnGae86XMPB44PiLWoMbTp1IXjT2Cqg67RUQ8ITOHVmPt4Y1UEO4yYIteF5ZFxCrzzDWvI4FnAU+OiIdl5l+bAOD/a17/bmbePoH2DTPOfWo6z63n1/eAa4F3AG+KiBmZ+aZhM2XmWcBZEbEy1Ze2pC6m2rR5fnZEbJ2Z5/aYfaLrt3sbjXKeOu4gc+eY8JjM/MOYlz+KznOnQUH0cXsVFTi/Cdg8M6/pNVFErNjr9wvAZPvHwvL3MQDNuHcUtU/dA7wkM/84psWPa1seCbyWOufbFvhx8/vWhTVnj+NuDdNkXMc0SZIkSbpfsKK2JEmSJOmB6vLm5/IRsV6/iSJiKeBhXfNAVVu9b7Ih7zXs9cm4vPk50c/Ren1V4FSqOvVsYIdBFWOb6ddtnh49oH2PHvDa/GpVzN4AeEpEPIiquA4VcBtaYXgErWDVsPBiP5d3PO5bVTMiHsLU3t651Y5HDpnuUT3mmUdm/iMzv5OZbwY2BPZrXloPeOUE27iwu7z5uXxErDNguk0GvNbqTxt0VcmbkMw8karmehewORXWHqkfZeZdmfmLzPxUZj6H6uOXNi+/LyIW75j8cc3P7/QKaTfGuW8P8qeOx523XO8sQLFqrxkz813U7dYB9oqIQ4CPN88/0FQyXOg0IfjWnQJu6DHJb5qfj2/G9n5a1Vh/2+O1C5qfmw9ox1K0K3pf0G+6XjLz8Myc0effnvOzrCGOBu6mLjpYHLhwPkJ/N9Fev6OOlXOY+/h/efNzoyEXL4wyTkz0uDPVJjuOXd7xeNBxcQna5ylTodWOhw3ab5oqqa2A4eX9psvMazPzpMx8R2ZuQlWvnkMd2/eZYBtbY+9JA+7+McrY+z3ad11oVdXehvbFDEdOqHXDXUGtAxh9n7q+64Kjvzc/p/Pcer5l5jtpH1/2iogvtu7kMMK8/8nM0zLz/Zn5RCqseQd14eR+fWZbOSIePGCxnWPO5X0ej7qNLh800QR0XsQwXePe5bQrCD9uwHTj1nqvMwcEe9dj7irDC9LlHY8n0j9uBFoXby4M+/AngOc3j/fNzNPGuOxxbctzaK/DlzfzPZT2OdxUjdcLwriOaZIkSZJ0v2BQW5IkSZL0QPXzjscvGjDdzlRQYq55MvN6qup0a5qeIuJhDAgmjcGkPgfcFwo8HtiYqpz2gsy8bMj7dlbKXrzXBE3w8//1em2CjqECqlCVtHej/ZmO6DnH/Du9+fmYiBgUrOvnl9Qt7AFeOGC6qa6a2trGG0TEEwZMt2vz8x6q7UM1wd2DaFfNe3jXJHc3P3v2i0XIOR2PJ7otW/1pFWC7SbcIyMzvN+25E3gy8xHW7lrOFcBXO9q3RsfLrf170DbcfcBr47Rux+OrOh7/ueNx37EvM/cFvtI83QdYGzglMw8fVwOnwHNpb4NeIeuTm5/LUBXu5xERT6RdDfv7A5axYUT0q5L8PKpaZL9lTLvMnA38sONXo1bTbt01oLWf79jvDhBN2LLVx/7QdQeB1vxLU5Vw+xllnJjocWeqTXYc+wMV3oPBY+lzmPtijHFrHRdnAjsOmG7Xjsc/7ztVl8w8ivZ54USPi2MZe5sL105onraC2q35rgDOHraMicjMG4BWtdq+fT4ilqG9Dc7pevkXzc+NI6J7PXbqe+49XTJzP+AjzdP/Ab40ali7azlnAmc2Twetg1HOTe4FftXx+1/SDij3PXZGxJOoC2BgPvaDEf2R9vG85x15plpm3gy0KpW/dEHcJaSxMJ1f9TKp/tEcV1v9bYfmApxe869IXTwyZSLitcDbmqdfyMwvjPktxjVezwG+1Tx9YUQsS3vcvh347oRbOP0W9v4uSZIkSQuUQW1JkiRJ0gNSZv4W+F3z9D29qlE3VaM/1jy9Gjila5LDm59Pjoh5ggZN5cmDx9LgPsb0Ob5K+8vyV2fmLxjuWtpB3X5hmfczxmppTTi+FS7cFXh18/gK4Kwxvc23gGuo2zQfPiwAGxEbdIb7MvNaqjI5wBsiYp5qdBGxFvDeMbW3n2/Rvl35Z3sFEJuQxWubpydk5r87XttgSKXetWhXHL2u67XWch4y361eiGTmb6iAIdS+tVb3NM32feOAxfwY+H3z+IsRsfag94yINUe5BXhmngq8gNrGmwE/iYiVeyxvUMAL2pUs76EdpIR2tcvn9QqZRcSewDOHtbOfiFi2qTa67pDpVqEdsrkXOKP1Wmb+BTivefrGiOgZWG4cQN0poOWqPtNNuSHV2Wn6SKsK+N3Ad3pMdjLtqrMHRsTSnS82x56Dmqc307sa4xHNawAHdVdKboKUBzZP/057XFsYvZK6IOoRwJfnc96vNT9XBz7cZ5q9aVcW/WrXayfTHvM+FhHLd88cEc+k9td+JnXcWQAmNY5l5j20A/TPj4hte8yzPO1qxFPlFGo9A3y8z5i5Ae0Kxhdk5u86Xlu71/bteH1Z6tgI/Y+Lq/cLLjZaY++z+xy3t2X0u1i09vsNm/laod6jmmDgVGntU4+JiL36TPNR2ncN6N6njgL+2zz+dK8q7hGxK7DlZBs6FTLzfbTHztcDX+k+jkbEas1dYXpqLnSc1Tzt7kud3terqnbXuckPM/PqjvbNpn3hzesi4vE95l8a+Fzz9A7GXNG36X+fbp6+OCJeNmj6iFg8IjYaZxsahzQ/NwA+NaQNg/bb+dHax5/Sqw9ExKOAd4/pvebbmPrH4c3PtYG393mrj1EXm02J5rj7xebpD4F9p+BtxrktW+tweep8obVPnNhcVLCoGucxTZIkSZIWeeP6zwVJkiRJkhZFbwJ+RoVFfhER7wV+QoUWn0IFSVpBxjdl5t1d838BeF0zzRERsTHwbeB6qgLee6nKqJfRrmy6UH2OiNgb2LN5ejBw0qAgEnBrZs7JzHsi4njgFcAeEfEf4DAqCL4hsFfz2p+Z+/brk3UEVSVwZaBVKfrIcYWOMvO2JoR6CvAk4KKIOJgKiF4NLAmsAzyRCqg/G3gw7VA0wDupqqPLAGdFxHuA06jg0dOoMNpM6tbg8wTFxvQ5ro2I/Zv3emrTjv2pUP9yVKXcDzWf5ybgHV2LeAUVND8W+BHwp6a9q1DB4P2pUOG9zBsk/U3zc8OIeB1wHO1A6JwmtLeo2Jfal9ak9q13Az+l/k9teypocjV99u/MnBMRr6AqhG4AXBgRnwZ+APyDKqLwYKov70htl6fSXod9ZeZpEbEzcCLVH38SEc9qKpq2/DkizgS+R4Wa/wHMoapUv5wav2DeW5IfS23jrYFvR8SnqNuyr02NF3szuX17Mara6Osi4nTgJOB8KkB9NxV2fDoV8JnVzHNoZv6zazlvoCo5Lg+cGBH/S40RFzfv8VBqnb6e6rs3Ays073tdZr5ngu2fjO9HxL+puxj8Gvgn9ZnXpioKvxNYrZn2Q73ubpCZd0XE26gqi5sAZzR98y/U+tofeEYz+QGdF2F0LOPfEXEANe5vS439H6S28ybU2NG6G8TbMvOu7mUsLDLzOgaHGQfN+/2IOI1a92+PiNWoY/tl1MUmr6b6O1R18692zX9nRLwT+F9qvf28GfN/TY21uwCt9dpvnBjHcWfKjGkc+xDwUqpvn9Qcj46nLvh6InWeshFwJbUvTMXnuCsi9qHuzvEw4JfNtvoVVe3zWU07VqGO190h42cBh0TEd6nP/nuq360APAZ4TzMvwNFd87bWxUwqXPtF6lwR5j4uHksdWzYGTmn20aTO73ajQn/JaGNvq/+sRYWnV2x+P9bQbQ9fBl4FPBb4XERsSO0frWPlPrQrqJ7cXHh0n8y8sjnmvJvaL38QER+ixrdVqQrM7wP+RvvcdrKWGXLu23LrKOebmbl/RMyhxuLXAjMi4nUd8z6K+lwnUhd7/I66AHIZ6gLHt9Lext19qeU/zfTnNOP/z5n73GRp6i403ed3NL97FnXsPCMiPtC041ZqPz6QumMHwHt7HUPG4HPUHSG2Br4VEc+hjt9/pKoIr0wdg55B9f3vU3/vjE1mfrfZn18E7N1c3PZZanvcQY1FT6Xu4vMexlOJ/ljq3GVV4PSI2A+4iPa5+f7UuHhXM810mGz/+C5VmXtL4KPNxQSHUed4rTFgD8a7D98n6qLl71L7w1+p4/gyEX2vHb5rguc4Y9uWmXlJRJxP/Y31YdrnvlM9Xk+1cR7TJEmSJGmRZ0VtSZIkSdIDVmb+kgoO3UGFoI6gQkL/ogJEQYWd35yZ3+sx/21UyOBfwFJUGOuvVHDnF1RI+4O0bwn93+5lLASf4wkdj99GBRkH/Vu/Y/p3UWE2qCDbH6iqkedTQd+f0b+S2kSdRoVZOn2z14QTlZk/pMJw11Of93NUUPl6qhrnBcBXqO0L7VuEt+a/mAoS3UlVaT2MCmP+iwo1P4QKKXVWMJ4Kn6BdIXALKnA9mwoMfg5Yieqrz83My3vMvya1XU+htvMNVGW0Y6jwTKtPXdg13ynUl+5Q6+l6Koh6Nx0VkRcFmXkm8GYqkL4BFTj4F7U9v0aFQHYbsowLqdDxFVRI8aPAhdS6n03tN0dQVeJnUutp1PadToVBbgc2pcLanWGQGVQI91AqKHgNtf9cALylef1C5q0K/gkqaArVl39D7dsXNfNdzOQq4N1DBX4Wp/ajr1DBqGuo/vInKiw7iwqWf5UKrs2lWbfPoio+Lwa8hhpvZzfL+iUVAlmZqtK6Pu3Q235NwHZBW4xq85ep7dD6zH+g1vtq1LFi/8z8UL+FZObxVKj7XioM9TPqc/+aCssCfC4zP917CdC89vnm6Y7NvLOpixG2aJb9jua97s9eApzZPN6T6u/XUdtkX2qb/Q7YsccFW2TmN6htB/A4KsTbGmsPpsbOV3fP17WMSR13xmyeIOpkx7GmSutO1HFvOerYdFkz72lUqPfNwKVT8YE62nEstU3voY5jJ1Bj+pVUFdiHUOPpizPzvB6LWInalsdT53vXU+PPydQ+A/DxzDy5c6bMvIB2yHN/apu2jot/65j0m7TvHPJM4BxqHV1MnU9eR7sy9rDPeg918SC0Q3+/ae5GMGWawOMOVJB9MWrs/iPV9t/QDmn/mHbV2G7vp9Yx1IUJ5zTz/5UK/V/M3OeXkz2//gHDz3+7z4EHyswDgA80T18DfK2rOvgy1Ln7t6kQ+nXUucUZ1PqDqrb/RXq7kbrgam3qgrjOc5PVqXDoSzPzzz3a9rfmPW6gLi74PDVezQZOpx3C/TjwmVE/8/xoxtKdqEAtVF/4ERXmvYEaH35Abed1m88zFXanvZ9sR9094irax+Uv0d63Jy0zz6a9TTelPvM11Pl1q8L3rrQvcFzgJts/MvNeKvx+MXWeuQ81BlxPHcv2oMbbo5pZxv338YbUWA11Uc6VDN6vJ3TR3hRsy1Yoe1bz81/NMhdlYzumSZIkSdL9gUFtSZIkSdIDWmYeRwWZD6GCErdSIZ1LqXDgozPzCwPm/wtVGe9gKmxzJ+0vsndsghqtKn03Tc2nmPznmOB7XkNV//wMFai4m/oS/ldU4OoZTRvG+Z7/pR2oADg3My8Z53s073Mq9UX/O4CzqG36X+A2ajufRIWY1+2qYNya/0QqsHckVUXyLioocBTw5Mw8Zdxt7tGGOZn5DirEeRQVsLuT6oe/o8JOG2fmL3rMfggVLvgyFaxqVTq+lQoPHgo8JjPnCRBl5p1UhcTPU4HtO8b7yRaszDyUWocnUP3gTiqY9xXgCZn56wGzt5ZxPrV/voEKJbb6xB3UdjmNuvBho8y8aD7b92Mq7HQ7deHFTzpuwb4pFeY9DbiE2vZ3U0GSH1GVPjdr9uXOZd4GbEOFKC5uPvONVL95L1Xxr/uCiflp8+1U2HMn4NNUMPiq5n3upoIb51P9cNPMfH2z7/da1rlUJb430g7J3N209/dUdczHZObLm331Vc2yAQ6KiNdP9HNM0NuoaqdnUWGem6ix5Tqq6vlBwMMz88BhC8rMT1J3TTiGCujdRQV7vg9sn5n7jLCMvalqh99v5r2rWdbRwJaZ+akBs98vZOZNVIDoZbQvBmr1w7Oo/XazzLx6wDLeRVX/PZ0Kt91BhUoPpvbLeSqj91jGpI47k7R4x+OegcjJjmPNvvpIKvj4d9r99URgm8z8avc8UyEzP0sFww+j1uvt1LHtz9T5zMaZeUKPWb9DXdDwGeBcqpr4nc38l1DBwy0yc78+b/08KuD+h+b9egXi7wVeQF0QcyG1bm9p2vYx4HGZmd3zDdBdjXWBVGfNzCupSun/QwXUr6N97PkBFVB+dmb2DDA24/2u1EV/v6CCjrdS6+79VHC282KFKTu/nozmYpv3Nk9fBXy9CWv/khpzPkZdXHQ51Y/ubB4fS43huw+6C0kzZjyZOse7ktqnrqYC3o/rdZFpx7w/o6rcfpjqazfRPr/5FrB5Zu43SgXxicrMmzNzV2Arqur6JVR/7zwmfo4KUI/7ws9WG+7IzJdRf7McRX3+O6j18Rfq+PpCapuN6z33oi4KOpe5/177PPD4zDxnXO81UZPtH83xclPqwpQ/U+v0Bqq/756Zr2QB/H081ca8LY9h7oucjh60/y8KpuCYJkmSJEmLtBlz5kzZ/7NIkiRJkiQgIi4CHgN8vgnFSZIkLRQi4hCq6inA8pl563S2RxomIt5CXehzE7DyVAaKFyYRcQAVfv17Zs6a3taol4jYhrrYBmD9zLxiGpuz0IqIk6gLWE7OzOdNd3s0MRGxJ/ANYE5mWhxOkiRJkgbwjyZJkiRJkqZQRGwIPLp5esF0tkWSJKmHjZqf/zKkrUXEzs3P3z5QQtpaZCzb8fiWaWvFQiwiVqCqmIN/Hy/qWv3dvi5JkiRJQxjUliRJkiRpEiJi1QGvLUHd+ngGdavfkxZUuyRJkoaJiFWArZun50xnWySAiFiyCXL2e/3/0e6zxy6YVkkj27j5eVNmXj+tLZkmEbFyRAz6/vlTwPLNY/fhRVurv18+nY2QJEmSpEXBEtPdAEmSJEmSFnGviogXAV+nAk5XA8sBmwHvALZopvtUZv5nepooSZJUImIpqgrmI4BP0A7MHTZtjZLaVgL+EhGHAacCfwXuAR4KvAzYq5nur8AR09JCqUMTSl4eeDywT/PrM6evRdPumcAHI+KrwFnAP4GlgMdS6+c5zXTfysyLp6eJmqiIWBxYEXgKsEfz6zOmr0WSJEmStGgwqC1JkiRJ0uQ9ufnXz7eBAxdQWyRJkgZ5D7B/1+++lJk/mo7GSD2sBuzX/OvlCmDnzLx9wTVJ6utpVCC55U7gw9PUloXFJsAhA14/A3jjAmqLxmt34Bsdz28APj1NbZEkSZKkRYZBbUmSJEmSJuc4YElgO2ADYHVgceBa4DzgfzPztOlrniRJ0jzupcJVFwJfy8xjprk9Ust/gFcA2wNPoM6tVwRuBP4CfJ+6sOCWaWuhNK85VB/9FXBgZl4wze2ZTj8F3gI8GwjqwouZwHXABdRFzMd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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Performanse"
      ],
      "metadata": {
        "id": "b6qtGHSCmKEJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "mse = mean_squared_error(test, yhat_simple)\n",
        "print('MSE: '+str(mse))\n",
        "\n",
        "mae = mean_absolute_error(test, yhat_simple)\n",
        "print('MAE: '+str(mae))\n",
        "\n",
        "rmse = np.sqrt(mean_squared_error(test, yhat_simple))\n",
        "print('RMSE: '+str(rmse))\n",
        "\n",
        "mape = mean_absolute_percentage_error(test, yhat_simple)\n",
        "print('MAPE: '+str(mape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R4v8hChrhzmu",
        "outputId": "1bdc19b1-c6dd-403d-b8ac-4c8873bad4b7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MSE: 1431141.5548373198\n",
            "MAE: 906.8094501914373\n",
            "RMSE: 1196.3032871464159\n",
            "MAPE: 0.2586806589564833\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**HOLTOV MODEL**"
      ],
      "metadata": {
        "id": "XW8hW3aDmM74"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "holt_model = ExponentialSmoothing(train, trend=\"add\",seasonal=None, use_boxcox=True).fit(remove_bias=True)\n",
        "yhat_holt = holt_model.forecast(steps=len(test))"
      ],
      "metadata": {
        "id": "YPXE3i9nmPah"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Prognoza"
      ],
      "metadata": {
        "id": "7zDbFTGmmnYf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "holt_model_forecast = ExponentialSmoothing(sp500Month, trend=\"add\",seasonal=None, use_boxcox=True).fit( remove_bias=True)\n",
        "yhat_holt_forecast = holt_model_forecast.forecast(steps=len(months))"
      ],
      "metadata": {
        "id": "X0gmhrt4mnYf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "holt_model.params"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "llbEAh3V1CNh",
        "outputId": "b8061506-190c-4b6c-9ab3-4300c3c65db5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'smoothing_level': 0.9999999850988388,\n",
              " 'smoothing_trend': 2.4135507278913668e-17,\n",
              " 'smoothing_seasonal': nan,\n",
              " 'damping_trend': nan,\n",
              " 'initial_level': 2.5739753210749305,\n",
              " 'initial_trend': 0.004378894974445773,\n",
              " 'initial_seasons': array([], dtype=float64),\n",
              " 'use_boxcox': True,\n",
              " 'lamda': -0.06589922100221027,\n",
              " 'remove_bias': True}"
            ]
          },
          "metadata": {},
          "execution_count": 231
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vizuelizacija"
      ],
      "metadata": {
        "id": "araJquk4mnYg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax  = plt.subplots(figsize=(30,10), dpi=120)\n",
        "ax.plot(train[-300:], label=\"Trening\")\n",
        "ax.plot(test, label=\"Test\",  linewidth=2)\n",
        "ax.plot(yhat_holt, label=\"Predikcija\", linewidth=5)\n",
        "ax.plot(yhat_holt_forecast, label=\"Prognoza\", linewidth=5)\n",
        "\n",
        "ax.legend([\"Trening\", \"Test\", \"Prognoza In-Sample\", \"Prognoza Out-of-sample\"])\n",
        "ax.set_title(\"Prognoza Vrednosti Indeksa S&P 500 - Holtov Model\")\n",
        "ax.set_xlabel(\"Datum\")\n",
        "ax.set_ylabel(\"Vrednost\")\n",
        "\n",
        "ax.tick_params(axis='both', labelsize=12)\n",
        "fmt = '${x:,.0f}'\n",
        "\n",
        "tick = mtick.StrMethodFormatter(fmt)\n",
        "ax.yaxis.set_major_formatter(tick) \n",
        "plt.xticks(rotation=25)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "outputId": "fce484cc-690c-4a72-eace-f4f71bf8a5cd",
        "id": "gOVbcIEemnYg"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([725737., 727198., 728659., 730120., 731581., 733042., 734503.,\n",
              "        735964., 737425., 738886., 740347.]),\n",
              " <a list of 11 Text major ticklabel objects>)"
            ]
          },
          "metadata": {},
          "execution_count": 172
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3600x1200 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Performanse"
      ],
      "metadata": {
        "id": "hl744u1VmnYh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "mse = mean_squared_error(test, yhat_holt)\n",
        "print('MSE: '+str(mse))\n",
        "\n",
        "mae = mean_absolute_error(test, yhat_holt)\n",
        "print('MAE: '+str(mae))\n",
        "\n",
        "rmse = np.sqrt(mean_squared_error(test, yhat_holt))\n",
        "print('RMSE: '+str(rmse))\n",
        "\n",
        "mape = mean_absolute_percentage_error(test, yhat_holt)\n",
        "print('MAPE: '+str(mape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b317a051-01fa-4c6a-d987-da1cae39aa2c",
        "id": "V-dY5CGwmnYi"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MSE: 102592.76768887111\n",
            "MAE: 227.9757367499149\n",
            "RMSE: 320.3010578953356\n",
            "MAPE: 0.07211847179958314\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "yhat_holt_forecast"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YHYTwa4EmzN0",
        "outputId": "42385206-ed8f-43cd-acf3-5e338e384ba8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2022-09-30    4055.727424\n",
              "2022-10-31    4031.532788\n",
              "2022-11-30    4007.489375\n",
              "2022-12-31    3983.596197\n",
              "2023-01-31    3959.852271\n",
              "2023-02-28    3936.256624\n",
              "2023-03-31    3912.808286\n",
              "2023-04-30    3889.506297\n",
              "2023-05-31    3866.349701\n",
              "2023-06-30    3843.337550\n",
              "2023-07-31    3820.468902\n",
              "2023-08-31    3797.742821\n",
              "2023-09-30    3775.158378\n",
              "Freq: M, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**HOLT WINTERS**"
      ],
      "metadata": {
        "id": "QXk76j-GpJMX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "exp_model = ExponentialSmoothing(train, trend=\"add\",seasonal=\"add\", use_boxcox=True).fit(remove_bias=True)\n",
        "yhat_exp = exp_model.forecast(steps=len(test))\n",
        "exp_model.params"
      ],
      "metadata": {
        "id": "Elw_BcOYpJMY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5105b2c0-64be-46d9-9409-2cf1ed0f43e7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'smoothing_level': 0.9999999850988387,\n",
              " 'smoothing_trend': 0.0,\n",
              " 'smoothing_seasonal': 1.1570551150900987e-08,\n",
              " 'damping_trend': nan,\n",
              " 'initial_level': 2.5771370480997473,\n",
              " 'initial_trend': 0.004375883530679754,\n",
              " 'initial_seasons': array([-0.00314102, -0.00313042, -0.00266601,  0.00128888,  0.00099406,\n",
              "        -0.00230844, -0.00353501, -0.00623968, -0.01099563, -0.0163148 ,\n",
              "        -0.01333374, -0.00913259]),\n",
              " 'use_boxcox': True,\n",
              " 'lamda': -0.06589922100221027,\n",
              " 'remove_bias': True}"
            ]
          },
          "metadata": {},
          "execution_count": 232
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Prognoza"
      ],
      "metadata": {
        "id": "kDfrL76CpJMY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "exp_model_forecast = ExponentialSmoothing(sp500Month, trend=\"mul\",seasonal=\"add\", use_boxcox=True).fit()\n",
        "yhat_exp_forecast = exp_model_forecast.forecast(steps=len(months))"
      ],
      "metadata": {
        "id": "RIhmf9x0pJMZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vizuelizacija"
      ],
      "metadata": {
        "id": "-LG-sZ23pJMZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax  = plt.subplots(figsize=(30,10), dpi=120)\n",
        "\n",
        "ax.plot(train[-300:], label=\"Trening\")\n",
        "ax.plot(test, label=\"Test\",  linewidth=2)\n",
        "ax.plot(yhat_exp, label=\"Predikcija\",  linewidth=5)\n",
        "ax.plot(yhat_exp, label=\"Predikcija\",  linewidth=5)\n",
        "ax.plot(yhat_exp_forecast, label=\"Prognoza\",  linewidth=5)\n",
        "ax.plot(exp_model_forecast.fittedvalues, label=\"Prognoza\")\n",
        "\n",
        "ax.legend([\"Trening\", \"Test\", \"Prognoza In-Sample\", \"Prognoza Out-of-sample\"])\n",
        "\n",
        "ax.set_title(\"Prognoza Vrednosti Indeksa S&P 500 - Holt-Winters Model\")\n",
        "ax.set_xlabel(\"Datum\")\n",
        "ax.set_ylabel(\"Vrednost\")\n",
        "\n",
        "ax.tick_params(axis='both', labelsize=12)\n",
        "fmt = '${x:,.0f}'\n",
        "\n",
        "tick = mtick.StrMethodFormatter(fmt)\n",
        "ax.yaxis.set_major_formatter(tick) \n",
        "plt.xticks(rotation=25)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "outputId": "48cf67c9-220e-4039-a1a9-430c9765261b",
        "id": "_42GCVvlpJMZ"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([708205., 711858., 715510., 719163., 722815., 726468., 730120.,\n",
              "        733773., 737425., 741078.]),\n",
              " <a list of 10 Text major ticklabel objects>)"
            ]
          },
          "metadata": {},
          "execution_count": 234
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3600x1200 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(30, 10))\n",
        "ax.plot(sp500Month.index[150:], sp500Month.values[150:])\n",
        "\n",
        "ax.plot(train.index[150:], exp_model.fittedvalues[150:], color='#ff7823')\n",
        "ax.plot(yhat_exp)\n",
        "ax.plot(yhat_exp_forecast)\n",
        "plt.title(\"Holt's Exponential Smoothing\")\n",
        "plt.legend();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 392
        },
        "id": "1i7QwNq5Ah9V",
        "outputId": "e66cbc0e-9b48-421b-bc26-36fd36f45f32"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2160x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Performanse"
      ],
      "metadata": {
        "id": "sVUJpscMpJMZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "mse = mean_squared_error(test, yhat_exp)\n",
        "print('MSE: '+str(mse))\n",
        "\n",
        "mae = mean_absolute_error(test, yhat_exp)\n",
        "print('MAE: '+str(mae))\n",
        "\n",
        "rmse = np.sqrt(mean_squared_error(test, yhat_exp))\n",
        "print('RMSE: '+str(rmse))\n",
        "\n",
        "mape = mean_absolute_percentage_error(test, yhat_exp)\n",
        "print('MAPE: '+str(mape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "473ad640-2853-4db2-b24f-85225614b117",
        "id": "SHZsCfS3pJMZ"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MSE: 110405.30042929431\n",
            "MAE: 227.52363596170164\n",
            "RMSE: 332.27293062976753\n",
            "MAPE: 0.06978787508115965\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "yhat_exp_forecast"
      ],
      "metadata": {
        "id": "TPnJwlwuqATL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5c8b77ee-a3b5-4bee-908f-49c0ff4dda5d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2022-09-30    4140.873811\n",
              "2022-10-31    4141.029731\n",
              "2022-11-30    4199.922315\n",
              "2022-12-31    4261.314826\n",
              "2023-01-31    4333.959249\n",
              "2023-02-28    4368.635802\n",
              "2023-03-31    4397.238368\n",
              "2023-04-30    4465.195734\n",
              "2023-05-31    4497.064143\n",
              "2023-06-30    4515.173359\n",
              "2023-07-31    4550.428016\n",
              "2023-08-31    4573.598920\n",
              "2023-09-30    4574.492782\n",
              "Freq: M, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 158
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "getScores(test, yhat_exp)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sZ0yxpMb-20r",
        "outputId": "8db21cfb-6938-4309-a687-d3f7a93b2621"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MSE: 110405.3\n",
            "MAE: 227.52\n",
            "RMSE: 332.27\n",
            "MAPE: 6.98\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "akCdJff3-249"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "9CsEyE5L-27K"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "x_B97U_8-29m"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Eksperiment sa različitim parametrima - Holtov model**"
      ],
      "metadata": {
        "id": "E07EGYXzXa9S"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def get_future_dates(start_date, into_future, offset=1):\n",
        "  start_date = start_date + np.timedelta64(offset, \"M\") \n",
        "  end_date = start_date + np.timedelta64(into_future, \"M\")\n",
        "  return np.arange(start_date, end_date, dtype=\"datetime64[M]\")"
      ],
      "metadata": {
        "id": "qUN6IE52-3AA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "INTO_FUTURE = 12"
      ],
      "metadata": {
        "id": "ToJ8VF5x-3Ct"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "95143ce2-9771-4fa6-abfb-a95f7f092bf6",
        "id": "Bl5j8pAMnn1q"
      },
      "source": [
        "last_timestep = sp500Month.index[-1]\n",
        "last_timestep"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timestamp('2022-08-31 00:00:00', freq='M')"
            ]
          },
          "metadata": {},
          "execution_count": 192
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c0ff2e3d-cf6a-4096-e71c-172c0c0b3e0d",
        "id": "VewlnsNgnn1q"
      },
      "source": [
        "next_time_steps = get_future_dates(start_date=last_timestep, \n",
        "                                   into_future=INTO_FUTURE)\n",
        "next_time_steps"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['2022-09', '2022-10', '2022-11', '2022-12', '2023-01', '2023-02',\n",
              "       '2023-03', '2023-04', '2023-05', '2023-06', '2023-07', '2023-08'],\n",
              "      dtype='datetime64[M]')"
            ]
          },
          "metadata": {},
          "execution_count": 193
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = Holt(train)\n",
        "model._index = pd.to_datetime(train.index)\n",
        "\n",
        "fit1 = model.fit(smoothing_level=.3, smoothing_slope=.05)\n",
        "pred1 = fit1.forecast(len(test))\n",
        "fit2 = model.fit(optimized=True)\n",
        "pred2 = fit2.forecast(len(test))\n",
        "fit3 = model.fit(smoothing_level=.3, smoothing_slope=.2)\n",
        "pred3 = fit3.forecast(len(test))\n",
        "print(fit1.params)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(12, 6))\n",
        "ax.plot(train.index[150:], train.values[150:])\n",
        "ax.plot(test.index, test.values, color=\"gray\")\n",
        "for p, f, c in zip((pred1, pred2, pred3),(fit1, fit2, fit3),('#ff7823','#3c763d','c')):\n",
        "    ax.plot(train.index[150:], f.fittedvalues[150:], color=c)\n",
        "    ax.plot(test.index, p, label=\"alpha=\"+str(f.params['smoothing_level'])[:4]+\", beta=\"+str(f.params['smoothing_trend'])[:4], color=c)\n",
        "plt.title(\"Holt's Exponential Smoothing\")\n",
        "plt.legend();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "UMjJU8IG5G61",
        "outputId": "e4853eed-44c2-449e-b4e4-1540ec7fcc69"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: FutureWarning: the 'smoothing_slope'' keyword is deprecated, use 'smoothing_trend' instead\n",
            "  after removing the cwd from sys.path.\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:8: FutureWarning: the 'smoothing_slope'' keyword is deprecated, use 'smoothing_trend' instead\n",
            "  \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'smoothing_level': 0.3, 'smoothing_trend': 0.05, 'smoothing_seasonal': nan, 'damping_trend': nan, 'initial_level': 16.65863967378933, 'initial_trend': 0.27346131018959113, 'initial_seasons': array([], dtype=float64), 'use_boxcox': False, 'lamda': None, 'remove_bias': False}\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ],
            "image/png": 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z9uxZXn31VTp06ICnpydDhgwxu3cjRozg6NGj/Pbbb6byiREjRgAQGxvL7Nmz8fPzo3Xr1jzxxBO8+eabXL9+/a7iBjh58iSxsbE899xzZsf79OnDrVu3OHHiRL59MzIy+OWXX+jRo4dZEm58vH///ruOTwghxMMtPT0dvV6PlZUVcXFx6PX6sg7JYjKCfZ+7ceMGzs7OBAYGUq1aNSIjI/n0008ZO3YsmzZtKrT/Z599hru7OwsXLiQmJoagoCBGjx7Nd999Z5Y4nThxgkuXLjFp0iRsbW0JDg7m1Vdf5YcffsDR0RGAqKgoWrRoQb9+/bCzs+P8+fOEhIQQGRlpNoKclZVFVlZWobFZW1tjba19Brxw4QINGjTIVVbg5uZGRkYGERERPPLIIwWeT6/Xo9PpSE5O5vDhw4SGhvLKK68UGkd+rly5wvz585kwYQK1atVi48aNTJ48mZo1a9KpUycATp8+zfDhw3F3d+e9996jSpUqbNy4kRdffJFvvvkGDw8P3nnnHaZMmYJOp+Pdd98FwN7eHoBbt25RqVIl03lv3LjB6tWrGTp0KN9//z22trZm11YYKysrKlSoAMD58+cBct034+OLFy+ariOva09LS8vV19bWloYNG3LhwoVcfYYNG0ZsbCy1atXC19eXyZMnU7169UJjFkII8XBKSUkBwNnZmWvXrnH79m1TzlHeSYIN8FsoHN9StjG0Hwht+xW5W4cOHejQoYPpcZs2bWjYsCHDhw/nzJkztGzZssD+dnZ2hISEmBLZxo0bM2zYMMLCwhg4cKCpXWJiImFhYVSrVg2A2rVrM2DAAA4cOMCzzz4LgJ+fn6m9Xq+nbdu22NvbM3XqVGbPnk2NGjUA+Pjjj1mxYkWh1zZhwgQCAgIArfbK+NrZGRM0S2qzfvrpJ1599VVASzTHjh3L+PHjC+2Xn5s3b7Jp0ya8vLwA8PHxoVevXixbtsyUmC5atAhnZ2fWrl1LpUqVAK08pXfv3oSEhBASEoKbmxv29vZkZmaazmXUtGlTsxIWnU5H27ZtefLJJ/n555955plnADh69CgjR44sNObHHnuMdevWAXfuWc77anx869atfM9j7JvXP3TVqlUz+/uoU6cO48ePp3Xr1tja2vLbb7/x+eef8/vvv7N161bThwQhhBAiO+M34MYEOy4uThJsUTrS09NZvXo1YWFhXLt2zVSrBHDp0qVCE2w/Pz9Tcg3Qrl07nJycOHnypFmC7eXlZZaIKYoCaKPWRomJiaxcuZI9e/YQHR1NRkaG6bmIiAhTgj1o0CCefPLJQq+tbt26hbYpivbt27N161YSExM5fPgwq1evxsrKylR/XFTOzs5mCXGFChXo3r07q1atIisri/T0dI4dO8a4ceOwtrYmMzPT1LZLly7s3LnTotfZsGED33zzDZGRkSQnJ5uOX7p0yfTnVq1aWbQKiZ2dnUWvWZJ8fHzw8fExPe7UqRPNmzdn/Pjx7Nixw+x9JoQQQhgZE2zjBPlbt27dN3N5JMEGbeS4GKPH5cGSJUtYv349/v7+tGnTBjs7O65fv86ECRPMku381K5dO9exWrVq5arxzTnKaRyNzf4a06dP59ChQ0ycOBF3d3eqVKnCqVOnePfdd83a1alTh1q1ahUaW/bE39HRkX/++SdXG+Moa16j2zk5ODjw6KOPAtC5c2dsbGwICQlh2LBh1KtXr9D+OeV1DbVr1yYjI4PY2Fh0Oh06nc40Up2XrKwss+vMad26dcybN4+XXnoJb29vHB0d0ev1DBo0yOye2tnZFbqSCmgj90bGUYD4+HizDzPG0eeCyjeM99s4uzu7+Ph43NzcCoyjW7duVK1alT///FMSbCGEEHkyJtjGXCUpKakswykSSbDvc7t27aJPnz74+/ubjh05csTi/jdv3sx1LCYmxqJkLbu0tDT279/PhAkTGDVqlOn4uXPncrUtTomIm5sb+/btIyUlxawO++LFi9jY2BTrE62HhwdZWVlERkYWK8GOiYnJdezmzZvY2NhQs2ZNUlNTsba2Zvjw4fmu+VxQcg3a32/nzp2ZNm2a6VhkZGSudsUpETHWT1+4cMEswTbWTzdr1izf87i6ulKpUiVTHbdRWloakZGRdO/evdBYhBBCiIIYE2xHR0cqVqxIYmJiGUdkOUmw73Opqam5VsLYvn27xf337NlDQECAKdE7ceIE0dHRuWqBC5Oeno5Op8sVS2hoaK62xSkR8fX1Zfny5YSHh9Ovn/ZtQ2ZmJrt378bb29s0ol4UR48excrKCldX1yL3Ba085uTJk6Z7pdPpCA8Px9PTE2tra6pWrUr79u05e/YsgYGBBSbTlSpVyvOTeWpqqmnCo1Fef7/FKRHx8vKiRo0a7Ny5ky5dupiO79ixg+rVq9O2bdsC4/Xx8SE8PJyAgADT33t4eDjp6emFbmq0b98+kpOT8fT0LDRmIYQQDydjgl2lShXs7OzMyiTLO0mw73M+Pj6EhYXRvHlzGjVqxN69e/n9998t7p+UlIS/vz9DhgwhNjaWJUuW0LhxY/r27VukOBwcHPDy8mLNmjXUrVuXGjVqsG3btjyXk6tXr16RR4xbtmxJz549WbBgAZmZmbi4uLBx40auXr3KRx99ZNb2mWeeoX79+qxduxbQJjdu376dp556CmdnZ5KSkvj555/ZvHkzgwcPNotl2rRphIaGoqpqoTHVrl2bN954g4CAAGrWrMnGjRu5fPkyc+bMMTvfCy+8wOjRoxkwYAB16tQhLi6OM2fOoNPpTDtkNmvWjA0bNrB7925cXV2xs7OjadOm+Pj48Pnnn/PJJ5/g6enJkSNH2LNnT65Y7O3tTeUvlrKxsWHSpEnMnTuXunXr0qVLF44cOcK2bduYNWuW2YeWwMBAwsLCOHPmjOlYQEAAgwYN4vXXX2f48OFcvXqVDz/8ED8/Pzw8PEztXnrpJTp27MgjjzxC5cqV+e2331i9ejUtWrTItUSgEEIIYWRMsG1tbbGzs5MSEVF6Zs6ciV6vN+2c17VrVxYvXmxxXevYsWO5cuUK06ZNIyUlhY4dOzJr1qwCNxjJz+LFi5kzZw5z586lcuXK9OjRgxkzZjBu3LginysvCxcuJCgoiKVLl5KQkECLFi1YtWpVrg1NdDqd2TKArq6uZGVlsXTpUmJiYnB0dKRRo0Z88MEH9O7d26xvcnJynnXpeWnYsCGvvPIKQUFBXL58mQYNGrBkyRKzpe2MI8srVqxg3rx53L59m5o1a9KyZUuzrdbHjBnDpUuXmDFjBsnJyaZSjvHjx5OQkMCXX35JWloajz32GKtWreLpp58uzi3MZejQoVhZWbFmzRq++OIL6tevz6xZsxg+fLhZu6ysrFzLALq7u7N69Wo++ugjxo4di4ODA3369GHy5Mlm7dzc3Pj2229NE1+dnJwYMmQI/v7+xfrmQQghxMMhNTWVSpUqYW1tjZ2dHbdv3y7rkCxmdT8t2l0YRVH0low8Cm2jmW7dujFv3jyZZJaNt7c3o0aNYsyYMWUdihBCCPFQ+/bbb/n777954403+Pbbb7l48WKuQZyypCgKqqpa5fWcjGALYXD58mUyMjIYNmxYWYcihBBCPLSSkpI4duwYUVFRpoUNjCUixp0dyztJsIUwaNy4Mb/++mtZhyGEEEI81P744w8OHDgAwPPPPw9oCXZWVhapqam5dnUujyTBfki5uLhYNJFPCCGEEKI0GZfBfeGFF0xLxhr3Zvj3339p2LBhmcVmqYIX4RVCCCGEEKIUxcbG4urqarYfQ5MmTbC2ts5zf43ySBJsIYQQQghRbsTExOTaLbly5co0atSI//73v5w+fbqMIrOcJNhCCCGEEKJcSE9PNy1pm5NxA7Qff/yxtMMqMkmwhRBCCCFEuWCsv845gg3g4eFB69atyczMLO2wikwSbCGEEEIIUS7Ex8cDdyY15mRjY0NGRkZphlQskmALIYQQQohyISEhAQBHR8c8n5cEWwghhBBCiCJISEgwbY2el4oVK5KRkUF534lcEuyHxLRp0/D19S1WX19fX956660Sjqjo0tLS+OCDD/D29sbT05PBgwdz7Ngxi/qmpKSwYMECfHx88PDw4Nlnn2XHjh252ul0Oj7++GN8fX3x8PDg//7v//jyyy+LHfPy5ctRFKXE6sV+/fVXli9fTlZWVomcryiOHz/OkCFD8PT05PHHH2fhwoWkpqZa1DcqKoqJEyfSrl072rZty4QJE7h27VqebU+ePMno0aNp3749Xl5ePPvss+zataskL0UIIUQ5dfv2bRwcHPLdrdHGxgbQfl+XZ7LRjLhvBAYGcuDAAd5++21cXV35+uuvGT16NJs2bcLd3b3AvhMmTODkyZO8/vrrNGnShL179zJlyhT0ej19+vQxtZs7dy7bt2/H39+f1q1b8+uvv7Jo0SKSk5Px9/e/15dYqKNHj7JixQpee+01rK1L7/Px2bNnefnll/H29ubTTz/l6tWrLFq0iOvXr7N06dIC+6akpDBq1CgqVarEBx98AEBwcDAjR45kx44dVK1a1dT2p59+YsKECfTu3ZvFixdjY2PDhQsXSEtLu6fXJ4QQonxISEjItzwE7iTYGRkZVKxYftPY8huZENmcPXuW7777jgULFtC/f38AOnToQK9evQgODuaTTz7Jt+/x48c5ePAgCxcuNG256u3tzfXr1/nwww/p3bs3FSpU4Nq1a2zZsgV/f39TMv3444+TmJjIJ598wrBhw/KddPGgW758OU5OTgQHB5v+cbOxsWHq1KmMGTOGVq1a5dt38+bNREZGEh4eTqNGjQBQFAU/Pz82bdrESy+9BEBiYiLTp09n6NChzJgxw9S/S5cu9/DKhBBClCe3b9/Gyckp3+ezJ9jlect0KRG5z0VERDBlyhR8fX3x9PSkW7duvPPOO6ZZuPm5evUqiqLw9ddfs3DhQjp37kzr1q0ZN24cV69ezbPPrl276NGjB15eXjz//PMcP37c7PlTp04xceJEunbtiqenJ35+fixZssTiMoKC7N+/HxsbG3r27Gk6VrFiRXr16sXBgwdJT0/Pt+8ff/wBQNeuXc2O+/j48O+//3Ly5ElT/FlZWXm2S0tL4+effy52/BcvXmTEiBG0bt0ab29vgoODc5V5xMbGMnv2bFMZS/fu3dm0aZPp+eXLl7NixQoAWrVqhaIoKIpien7ZsmX069ePtm3b0rFjR0aOHGm6truRkZHBL7/8Qo8ePUz/sAGmx/v37y+w/w8//EDr1q1NyTWAq6srbdu2NesbHh5ObGwsL7/88l3HLIQQ4v6j1+tJSEjAwcEh3zbZE+zyTEaw73M3btzA2dmZwMBAqlWrRmRkJJ9++iljx441S87y89lnn+Hu7s7ChQuJiYkhKCiI0aNH891335klUydOnODSpUtMmjQJW1tbgoODefXVV/nhhx9MX+VERUXRokUL+vXrh52dHefPnyckJITIyEiCgoJM58rKyrKohtja2tpUBnHhwgUaNGiQ69Oqm5sbGRkZRERE8Mgjj+R5ngoVKgCYXQ9ApUqVADh//jzt2rWzqF1xjR8/nv79+zNu3DgOHjxISEgI1tbWBAQEANro7dChQ0lLSyMgIAAXFxd++eUX5syZQ3p6OiNGjGDgwIFER0ezdetWNmzYYIrX6Pr164waNQonJydSUlLYsWMHL7zwAtu2bTNLxC2tBzd+9XblyhXS0tJy3V9bW1saNmzIhQsXCjzPhQsX6NatW67jbm5uhIeHmx6fOHGC6tWrc+7cOcaOHcvFixepU6cOAwcO5LXXXst1vUIIIR4saWlpZGRkSIL9oAg/Ec6u47vLNIZe7XvSvV33Ivfr0KEDHTp0MD1u06YNDRs2ZPjw4Zw5c4aWLVsW2N/Ozs6U7AE0btyYYcOGERYWxsCBA03tEhMTCQsLo1q1agDUrl2bAQMGcODAAZ599lkA/Pz8TO31ej1t27bF3t6eqVOnMnv2bGrUqAHAxx9/bBqJLciECRNMCWh8fLzptbMzlmwUNGLfpEkTQJs898QTT5iO//7772Z9s7fLft9ytiuOQYMGMXbsWEArT0lMTGT16tWMGjUKR0dH1q5dy7Vr19i5cyeNGzcGtAc9p7wAACAASURBVNKI27dvs2LFCoYOHYqTk5Ppa7PWrVvnqj2bP3++6c86nQ4fHx969erFli1bmDlzpum5gso5slNV1ey686qJq1atWqH3JT4+Pt++xuWYQPuwmJKSwptvvom/vz+tWrXi0KFDhISEkJCQQGBgoEVxCyGEuD/dvHkTIM9dHI0kwRalIj09ndWrVxMWFsa1a9fMJoNdunSp0ATbz8/PbLJcu3btcHJy4uTJk2YJtpeXl1mCaxwRjYqKMh1LTExk5cqV7Nmzh+joaLM3f0REhCnBHjRoEE8++WSh11a3bt1C21ji8ccfp1mzZsyfPx9HR0eaNm3K3r17TStTGGcqu7m50aVLF5YvX46rq6tpkuNXX31l1q44evToYfbYmPieO3eO9u3b88svv9C6dWtcXFzMRpi9vb3ZsmULFy5coEWLFgW+xqFDh1i5ciXnzp3j1q1bpuMuLi5m7bZu3Vrs67iX9Ho9aWlpvPHGG6a67I4dO3Lr1i02bNhAQEBAgaMaQggh7m/R0dEAFtVgl/fdHCXBBrq3616s0ePyYMmSJaxfvx5/f3/atGmDnZ0d169fZ8KECRatvFC7du1cx2rVqsX169fNjuUcPTaWTWR/jenTp3Po0CEmTpyIu7s7VapU4dSpU7z77rtm7erUqZPnFqg5ZU/8HR0d+eeff3K1MSaSeY1uG1WsWJFly5bx5ptvMmTIEEC77smTJ7Nw4UKzRP7999/nrbfe4pVXXgHA3t6eKVOm8M4771CnTp1CY85Pzus1Pr5x4wag1V9HRETkO7qcPWHOy+nTpxk7dize3t7Mnz+fOnXqYG1tzcyZM3PVpxe24kpOxnubfbTZKD4+Hjc3twL7Ozo65ts3+8i28duInJMavb29+eabbzh//jxt27YtUuxCCCHuH9evX8fW1rbA3+nZR7CTkpLYuXMnffv2pXLlyqUVpkUkwb7P7dq1iz59+pgtIXfkyBGL+xu/jskuJiamyElYWloa+/fvZ8KECYwaNcp0/Ny5c7naFqdExM3NjX379pGSkmJWh33x4kVsbGzMJtDlxc3NjW+//ZarV6+SkpJC48aN+c9//gNglrTVq1ePdevWcf36deLj42nYsKGpVKJdu3aFxpyfmJgYs+XoYmJigDuj9NWrV6dmzZpmq2dkZyxfyc/evXupUKECy5cvN6shz2u5o6KWiLi6ulKpUqVcNehpaWlERkbSvXvBH07d3NzyrF+/ePGiWXJeWKJemssSCiGEKH3Xr1+nXr16BX5jbCyPzMjI4J9//kFVVWJiYmjQoEFphWkRSbDvc6mpqblqcbdv325x/z179hAQEGBKXk6cOEF0dDReXl5FiiM9PR2dTpcrltDQ0Fxti1Mi4uvry/LlywkPD6dfv36A9vXQ7t278fb2No2oF8ZYLpGRkcH69evx9vamYcOGudrVq1ePevXqodfrWbt2LU2bNqVjx44WvUZevv/+e1MNNmgfjKpWrWoqtfHx8WH9+vXUr1+/wNF943WmpqZib29vOp6SkoK1tbXZP0qHDx/m2rVrd10iUqlSJXx8fAgPDycgIMD0dxweHk56enqhGxj5+vqyaNEiIiMjcXV1BbRVbH777TfefPNNU7unn36a4OBgDh48aDYp85dffsHW1jbfSaxCCCHuf8nJyURFRRX6TWX2EWzjbo6W5gClSRLs+5yPjw9hYWE0b96cRo0asXfvXtOkPEskJSXh7+/PkCFDiI2NZcmSJTRu3Ji+ffsWKQ4HBwe8vLxYs2YNdevWpUaNGmzbti1XqQncSV6LomXLlvTs2ZMFCxaQmZmJi4sLGzdu5OrVq3z00UdmbZ955hnq16/P2rVrTcc+/fRT6tevT926dYmKiuLrr78mKiqKjRs3mvXdsGEDtra2uLi4cPPmTUJDQzlx4gRr1641G0Hdvn0706dP56uvvrIo8d68eTNZWVk8+uijHDx4kC1btpjVFL/44ovs3r2bYcOG8eKLL9KkSRNSUlL4+++/OX78OCtXrgSgWbNmAKxZs4auXbtibW3No48+io+PD2vXrmXatGn079+fS5cuERISkud9fvTRRy2863cEBAQwaNAgXn/9dYYPH87Vq1f58MMP8fPzw8PDw9QuLCyMwMBAvvzySx577DFA+0D19ddf4+/vz6RJk7CysiI4OBgnJycGDx5s6tu8eXOef/55li1bRlZWlmmSo3Ft8vy2zRVCCHH/O3ToEJmZmbRv377AdtkTbOOKZJJgixI3c+ZM9Hq9aTe9rl27snjxYrMJigUZO3YsV65cYdq0aaSkpNCxY0dmzZqVa6k6SyxevJg5c+Ywd+5cKleuTI8ePZgxYwbjxo0r8rnysnDhQoKCgli6dCkJCQm0aNGCVatW5Sp50Ol0uZYBTE5OJigoiBs3buDo6IiPjw/Lli3D2dnZrF1WVhafffYZ165do0qVKjz22GNs3rw51+hpSkoKkHcNe15CQkJ47733CAkJwcHBgddee82srMfBwYFvvvmGjz/+mM8//5wbN27g4OBAkyZN+L//+z9Tu6eeeophw4axYcMGPv74Y/R6Paqq4uPjw8yZM1mzZg179+7lkUceYdGiRabE/G65u7uzevVqPvroI8aOHYuDgwN9+vRh8uTJZu2ysrLQ6XSmUQWAqlWrsnbtWhYuXMjbb7+NXq+nc+fOBAYG5kqa586dS926dVm/fr3pK79p06aZlR0JIYR48Fy4cIGmTZsWOt8pe4Jt3C69PCbYVtl/Ed7vFEXRG+tGRcGuXr1Kt27dmDdvnsXJuLjjzTffJCEhgc8//7ysQxFCCCHue0uXLrXoG/SsrCzee+89nnzySaysrPjxxx+ZOXNmmeyVoCgKqqrmWTAus4aEKIZjx47x2muvlXUYQgghxAMhLS3NopFo4yZ0mZmZpKenU6FChXK5EVmxSkQURQkH/ID5qqrOzHa8BvAh0BeoAhwG3lBV9c8c/SsD7wEvANWBk8BUVVV/ztHOGpgKjAOcABV4V1XVbcWJW4iScjfbpgshhBDiDuM+CJYutWdjY2OqwS6P5SFQjBFsRVGGAq3zOG4F7AS6AwFAf8AG+FFRFJcczb8AxgCzgd5AFLBHUZScS1e8B8wBVgA9gCPAFkVRehY1bmHOxcUFVVWlPEQIIYQQZcq4Ioitra1F7Y0Jdnp6erlNsIs0gm0YoQ4C3gA25Hj6OeBxwFdV1R8N7Q8Dl4C3gYmGY62BYcDLqqquMRw7AJwG3jWcB0VR6gJvAe+rqmpcJuJHRVHcgPeBst3bXAghhBBC3DXjZnRFTbAzMzPLbYJd1BHsD4C/VFXdmMdzzwHXjMk1gKqq8Wij2n1ytMsANmVrlwl8A/gpimK8u35AJWB9jtdZDzyqKErBO28IIYQQQohyr7gJdnkewbY4wVYUxRsYCYzPp0kr4K88jp8GGiqKYp+t3SVVVZPzaFcJcMvWLg24kEc7gJaWxi6EEEIIIcqnoibYVatWJTk5+f5PsBVFqQR8Cnyk5r8OXk0gLo/jsYb/1rCwXc1s/72lqmrOdQRzthNCCCGEEPep1NRUwPIE297ensTExPs/wUaroa4CzL+HsQghhBBCiIeMcQTb0lVE7Ozsyn2CXegkR0VRGgIzgFcA22w10hgeVwduo41K18jjFMaR5rhs/21UQLvYbO2qK4pilWMUO2c7IYQQQghxnypqiYi9vT3p6eno9fpym2BbMoLdFKiMNrkwLtsPaKt8xAGPotVGt8qjf0vgiqqqiYbHp4EmiqJUzaNdOndqrk8DtkCzPNoBnLEgdiGEEEIIUY4VNcG2s7MDtOX97ucE+yTwVB4/oCXdT6ElxTuABoqiPGHsqCiKI/Cs4TmjnWjrYw/M1q4iMBjYq6pqmuFwONpqI8NzxPMC2komlyyIXRhMmzYNX1/fYvX19fXlrbfeKuGIii4tLY0PPvgAb29vPD09GTx4MMeOHbOo7/Tp0+nRowdt27alTZs2PPfcc6xbtw6dTlesWEaMGMHQoUOL1Tcv27dvZ+vWrSV2vqLYvHkz3bt3x8PDAz8/PzZuzGuRIHM6nY4vvviCkSNH0qVLF9q0aUO/fv3YsmULWVlZpRC1EEKIB0VxRrCNymuCXWiJiKqqt4Cfch5XFAUgQlXVnwyPd6Dt3LheUZQpaCPb0wErYFG28/2uKMomYKmiKDZo62S/BjQhWzKtquoNRVGWANMVRbkN/IaWhPtiWCtbPFwCAwM5cOAAb7/9Nq6urnz99deMHj2aTZs24e7uXmDf1NRUXnjhBRo2bIiVlRUHDx5k/vz5REREMHPmzAL7lobQ0FAyMzMZMGBAqb7u5s2bmT17NuPGjaNz584cPnyYuXPnotfrGTZsWL79UlNTWblyJX379mXkyJHY2dlx4MABZs2axd9//83UqVNL8SqEEELcz1JTU7GxscHa2rKpgQ9Egm0pVVWzFEXpDXwEhKCVlRwGnlJVNTJH85fQJkzOQ9sq/Q+gu6qqv+VoNwNIBCZxZ6v0QaqqfldScYv7w9mzZ/nuu+9YsGAB/fv3B6BDhw706tWL4OBgPvnkkwL7BwUFmT329vbmxo0bbNu2rVwk2GUhMzOToKAg+vTpwxtvvAFAp06duHHjBsHBwQwcOBAbG5s8+1auXJl9+/ZRvXp107HOnTsTHx/P+vXrmTRpksWTVYQQQjzcUlNTLR69hgc8wVZV1SqPY7HAy4afgvqmAJMNPwW106El4fOKG+eDLiIighUrVnDixAlu3rxJnTp18Pb2ZvLkyVSrVi3fflevXqVbt27Mnj2bK1eusGPHDpKTk+nUqROzZs3CxSXn7vawa9cuVqxYQVRUFE2bNiUwMJD27dubnj916hSrVq3i5MmT3Lp1C2dnZ/z8/PD397/rZGv//v3Y2NjQs2dP07GKFSvSq1cvPvvss2LNJK5evToVK97dZ8x9+/axdOlSLl++jIuLCxMnTjSLEbQPB0uXLuXEiROkpaXRsmVL3nrrLdO9GzFiBEePHgVM3wzx2GOPsW7dOmJjY1m6dCm//vor0dHRVK9enfbt2/P2229Tr169u4r95MmTxMbG8txz5l8I9enTh+3bt3PixAk6deqUZ98KFSqYJddGjz76KNu3bycuLg5nZ+e7ik8IIcSDLz09nXPnztGgQQOL+1StemcaX9OmTe9FWHetxEawRdm4ceMGzs7OBAYGUq1aNSIjI/n0008ZO3YsmzZtKrT/Z599hru7OwsXLiQmJoagoCBGjx7Nd999ZzZ6eeLECS5dusSkSZOwtbUlODiYV199lR9++AFHR0cAoqKiaNGiBf369cPOzo7z588TEhJCZGSk2QhyVlaWRXW61tbWpq+LLly4QIMGDahSpYpZGzc3NzIyMoiIiOCRRx4p8Hx6vR6dTkdycjKHDx8mNDSUV155pdA48nPlyhXmz5/PhAkTqFWrFhs3bmTy5MnUrFnTlJiePn2a4cOH4+7uznvvvUeVKlXYuHEjL774It988w0eHh688847TJkyBZ1Ox7vvvgvc+XR+69YtKlWqZDrvjRs3WL16NUOHDuX77783feI3XlthrKysqFChAgDnz58HyHXfjI8vXryYb4Kdn2PHjuHo6EidOnWK1E8IIcTD6Y8//iA5ORkfHx+L+1SoUIH+/fvj5OREzZrlc1sUSbCBr6KjWR0VVaYxvOzszEgnpyL369ChAx06dDA9btOmDQ0bNmT48OGcOXOGli0L3vDSzs6OkJAQUyLbuHFjhg0bRlhYGAMHmuahkpiYSFhYmGlUvHbt2gwYMIADBw7w7LPPAuDn52dqr9fradu2Lfb29kydOpXZs2dTo4a2iuPHH3/MihUrCr22CRMmEBAQAEB8fHyeI/LGUdT4+PhCz/fTTz/x6quvAlqiOXbsWMaPz29j0sLdvHmTTZs24eXlBYCPjw+9evVi2bJlpsR00aJFODs7s3btWtMIu7e3N7179yYkJISQkBDc3Nywt7cnMzPTdC6jpk2bmpWw6HQ62rZty5NPPsnPP//MM888A8DRo0cZOXJkoTEbR8bhzj3LeV+Nj2/dulWk+/HLL7/w/fffM2nSpLv+ZkAIIcTDITo6mqpVq+Lq6lqkfh4eHvcoopIhvwXvc+np6axevZqwsDCuXbtmmokLcOnSpUITbD8/P7NJBe3atcPJyYmTJ0+aJdheXl5miZixlCEq2weTxMREVq5cyZ49e4iOjiYjI8P0XEREhCnBHjRoEE8++WSh11a3bt1C2xRF+/bt2bp1K4mJiRw+fJjVq1djZWVlqj8uKmdnZ7OEuEKFCnTv3p1Vq1aRlZVFeno6x44dY9y4cVhbW5OZmWlq26VLF3bu3GnR62zYsIFvvvmGyMhIkpOTTccvXbqzkE6rVq0sWoXEuLRRSbtw4QJvvvkmHTt2ZMyYMffkNYQQQjx44uLiTPnBg0QSbGCkk1OxRo/LgyVLlrB+/Xr8/f1p06YNdnZ2XL9+nQkTJpgl2/mpXbt2rmO1atXi+vXrZsdyjnIaR2Ozv8b06dM5dOgQEydOxN3dnSpVqnDq1Cneffdds3Z16tShVq1ahcaWPfF3dHTkn3/+ydXGOMpaUL25kYODA48++iigTcizsbEhJCSEYcOGFaueOa9rqF27NhkZGcTGxqLT6dDpdKaR6rxkZWUVOGt63bp1zJs3j5deeglvb28cHR3R6/UMGjTI7J7a2dkVupIKaCP3RsbSnvj4eLMPM8aR7bxqrPMSGRnJSy+9hIuLCx9//LGMXgshhLBYXFxcnvO+7nfym/A+t2vXLvr06YO/v7/p2JEjRyzuf/PmzVzHYmJiLErWsktLS2P//v1MmDCBUaNGmY6fO3cuV9vilIi4ubmxb98+UlJSzOqwL168iI2NDY0a5bU5aME8PDzIysoiMjKyWAl2TExMrmM3b97ExsaGmjVrkpqairW1NcOHD6dPnz55nqOwJYl27dpF586dmTZtmulYZGTORXmKVyJirLW+cOGCWYJ94YK211OzZjn3eMotOjqaUaNGYW9vz6pVq8xmdgshhBAF0el0xMfHmwa/HiSSYN/nUlNTc40Ybt++3eL+e/bsISAgwJTonThxgujo6Fy1wIVJT09Hp9PliiU0NDRX2+KUiPj6+rJ8+XLCw8Pp168foC0zt3v3bry9vYu1TM/Ro0exsrIqct2XUVRUFCdPnjTdK51OR3h4OJ6enlhbW1O1alXat2/P2bNnCQwMLDCZrlSpEklJSbmOp6am5kpa8/r7LU6JiJeXFzVq1GDnzp106dLFdHzHjh1Ur16dtm3bFniu2NhYXnzxRQDWrFlTbieaCCGEKJ/i4+PR6/UP5O8PSbDvcz4+PoSFhdG8eXMaNWrE3r17+f333y3un5SUhL+/P0OGDCE2NpYlS5bQuHFj+vbtW6Q4HBwc8PLyYs2aNdStW5caNWqwbdu2XKUmAPXq1SvyiHHLli3p2bMnCxYsIDMzExcXFzZu3MjVq1f56KOPzNo+88wz1K9fn7Vr1wLa5Mbt27fz1FNP4ezsTFJSEj///DObN29m8ODBZrFMmzaN0NBQVFUtNKbatWvzxhtvEBAQQM2aNdm4cSOXL19mzpw5Zud74YUXGD16NAMGDKBOnTrExcVx5swZdDqdaYfMZs2asWHDBnbv3o2rqyt2dnY0bdoUHx8fPv/8cz755BM8PT05cuQIe/bsyRWLvb19kUcAbGxsmDRpEnPnzqVu3bp06dKFI0eOsG3bNmbNmmX2oSUwMJCwsDDOnDkDaIn/6NGj+eeff1iwYAHR0dFER0eb2hsnbgohhBD5iYuLAyh+DXbEbxA2G0avBfvCS09LkyTY97mZM2ei1+tZunQpAF27dmXx4sVmExQLMnbsWK5cucK0adNISUmhY8eOzJo1K98NRgqyePFi5syZw9y5c6lcuTI9evRgxowZjBs3rsjnysvChQsJCgpi6dKlJCQk0KJFC1atWkWrVq3M2ul0OrNlAF1dXcnKymLp0qXExMTg6OhIo0aN+OCDD+jdu7dZ3+Tk5Dzr0vPSsGFDXnnlFYKCgrh8+TINGjRgyZIlZkvbGUeWV6xYwbx587h9+zY1a9akZcuWZlutjxkzhkuXLjFjxgySk5NNpRzjx48nISGBL7/8krS0NB577DFWrVrF008/XZxbmMvQoUOxsrJizZo1fPHFF9SvX59Zs2YxfPhws3ZZWVlmywDevHnTlGwbPyRk99VXX9GxY8cSiVEIIcSDKTY2Fihmgp16GzZNBisrsL03E/jvhpVery/rGEqMoih6S0YexZ2NZubNm2dxMv4w8Pb2ZtSoUbIShhBCCHGP7d27l2PHjhEYGGg2Cd8iW6fCb6Ew7htoVHBJ472iKEqeGy8CWLbpuxAPgcuXL5ORkcGwYcPKOhQhhBDigRcXF0f16tWLnlyf+Q+c2MbF9sN4a99G4pMK3wujtEmJiBAGjRs35tdffy3rMIQQQoiHQmxsbNEnOCbGQOhMUuu1YM6li9xOScSmYtHLWu81SbAfUi4uLhZN5BNCCCGEKGl6vZ64uDiaNGlSlE4QOgNSb/NxYz8un/qJJaMXU9W26r0LtJikREQIIYQQQpSqpKQkMjIyijbB8fcwOLOPw60HEXbqJwb7DKJD8w73Lsi7IAm2EEIIIYQoVbdv3wbu7CpcqLh/YMcc4lzb8v7/fqepUxPG+JXfBQkkwRZCCCGEEKUqMTERwLI9E/R6CJuFPgver+hMYmoSs4fMxtbG9h5HWXySYAshhBBCiFJl3L3YogT7+BY49zM7W/Tk0MXfGdd9LM2cm93jCO+OJNhCCCGEEKJUGUew7ewK2SQmJgK+m8cVl3YsP3OCdm7tGPD4gFKI8O5Igi2EEEIIIUpVYmIilSpVolKlSvk3ytLBlilkWVXggyxHbCraMHPwDKyty3/6Wv4jFEIIIYQQD5SkpKTCR69/+QIifmNj856cuqoy8dkAajvWLp0A75Ik2EIIIYQQolQlJiYWXH8d9T/4TxBq066s+uswT3g8gV9bP7Mm55KTGfm//xGXkXGPoy06SbCFEEIIIUSpSkpKyj/BzkyDzW+RUqU6c+OSqWlfg7f7TzHbUj0hM5O+f/3F97GxVCjqVuulQBJsIYQQQghRqhITE/MvEdm3DKJVQup3ITLmGjMGz8Cx6p31svV6PS+ePcu55GQ2t2yJY8XytzF5+YtICCGEEEI8sHQ6HSkpKXmPYF86Bj9/xn/duhF29hiDfQbRtllbsyYfRkYSevMmS5o146mi7ARZimQEWwghhBBClBrjEn0ODg7mT6Tehi1TiKvmwvv/XMPN2Y2x3ceaNdkXG8v0v/9mYJ06vO7iUlohF5kk2EIIIYQQotQYt0nPNYK9eyH6uGu879CC5LQUZg2ZSaWKd5bxi0xNZciZM7hXrcpqRTGryS5vJMEWQgghhBClxphgm41gn9kHxzYT2uxpDkWc5rWer9LUqanp6VSdjv6nT5Ou17PNwwP7clh3nV35jk4IIYQQQjxQciXYSbEQOoNLtZvz8aVzdFI60r9Lf7M+U/7+m2O3bxPaqhVK1aqlHXKRyQi2EEIIIYQoNYmJiVhZWVG1alXQ6yFsFhnJCbxHTarYVmH6wOlm5R9bbtxgxT//8LqLC33r1CnDyC0nCbYQQgghhCg1t2/fxt7eXtvy/Pcw+GsPqxo+wfkbV5ja/21qOtQ0tf0zMZEXz56ls6Mj7zdtWsBZyxdJsIUQQgghRKlJTEzUykMSY+C7+fxe14ONl/7Hc489i08rH1O7WxkZPH/6NI4VK7K1VStsre+ftPX+iVQIIYQQQtz3bt26hYO9PYTO4HZaMvOSoEHN+ozvPd7UJsuwmcyllBS2tGxJfVvbMoy46CTBFkIIIYQQ91xSUhJ//fUXN2/epK3+bzizj2VOHYlJimf20NlUtb0zeXFBRATfxsTwUbNmeFevXoZRF4+sIiKEEEIIIe658PBw/vrrL6pn3cbtf+H8t15rwq9eZJTvSNxd3U3t/hMby+zLlxlWty6TyvFmMgWREWwhhBBCCHHP6XQ6rPRZ9Mk4RIy1DQtvpeLm7MbIbiNNbS6lpDDkzBla2dnxWTnfTKYgkmALIYQQQohS0Vn3Pxpm3eD96h6kZKQxe+hs026NyTod/f76iywgtFUr7CpUKNtg74Ik2EIIIYQQ4p6zvRWBr+4PQp3acTQ6ggm9x9OkXmMA9Ho9/ufOcSopiQ3u7rjdB5vJFEQSbCGEEEIIcW9lptPl6nbOW1Ul5N8YOikd6dupr+npldeusfb6dWY3akSPWrXKMNCSIZMchRBCCCHEvbVvKdXS/2VCJYWqFSuY7db4a0ICr1+4QK+aNZnduHHZxllCZARbCCGEEEKUGL1eT3x8PJmZmdqBS8fg589ZaNWIa2m3mTZwmmm3xuvp6fT/6y9cbG1Z5+6O9X06qTEnGcEWQgghhBAl5s8//yQ0NBRnZ2fGjhoOW9/muF0D9iVk8FjDDjzu3gXQNpN54X//IzYzk0Nt2lDDxqaMIy85MoIthBBCCCFKTHR0NAAJCQmwaz7xsf8wL8OOqlZV6d++v6nd/IgI9sXFsdTNDS8Hh7IK956QBFsIIYQQQpSYW7duAdA47TL6o5tZXKsNt9KS8bD1oIZjDQB2xcTwzuXLjKhXjzHOzmUZ7j0hCbYQQgghhCgxcXFxVNGn0j3pAOGOTfjx3yieb98PR2sHqlSpwoXkZIafOYOXvT2fNm9+324mUxBJsIUQQgghRInQ6/XExcXRK+MosVmZBCWDV1MvfBVf7XlbWwacPo21lRXbW7Wiyn28mUxBJMEWQgghhBAlIiUlhabJ51B0EUynPtbWFZk5aAZJSUnogWn//mvaTKZxlSplHe49Iwm2EEIIIYQoEfFXL9A741c+q+DEFX0Gb/R5nXo16hEXF8cJV1c2x8bybuPGdH8ALI4qsQAAIABJREFUNpMpiCzTJ4QQQggh7p5ej134e0ToYVNmBepVqEu31t0AOJKUxO4mTehdqxaBjRqVcaD3niTYQgghhBDi7h3dSKVrJwnEFTvbKijWCjqdjus6HUuqVaOuTsf6B2gzmYJIiYgQQgghhLg7Ny/D7vdZVNGFm/pMhrYfQiUrG1IyMhh8+jRpVlbMycykWsWHY2xXEmwhhBBCCFF8ukzY/BaH9Lb8J0NHhwbtca/vDsDbERH8NyGB51SV1tWrl3Ggpefh+BghhBBCCCHujV9WEXflFO9Xaoq9lTUDOgygQoUKnKpbl+3//su4GjVw/vdfqj9ECbaMYAshhBBCiOK5dgb9f4J53/4REjMz8LBtRZ3adTiflcWO5s3pYmfHJMNyfPb29mUcbOmxaARbURQ/YCrQEqgB/AscAuaoqnomWztXIAh4BrAC9gGvq6p6Jcf5agAfAn2BKsBh4A1VVf/M0a4y8B7wAlAdOAlMVVX15yJfqRBCCCGEKDkZqbBpMjttanLo9m0GdRhI7OlYqFqVt6KiqJKZyWcuLmT8+y8AVR7gda9zsnQEuyZwApgA/B8wHWgFHFEUpRGAoihVgR+AFsAoYATwCPCjoih2xhMpimIF7AS6AwFAf8DG0M4lx+t+AYwBZgO9gShgj6IoXkW+UiGEEEIIUXL2LObK9Ussz6hMe7f2tHdpTxbw5r//ci0riwFnzlDLyoqUlBTg4UqwLRrBVlV1I7Ax+zFFUf6fvfuOj6rK/z/+mpkkM5PeO4HQLglFpCsqKBbsuou9u7q65euurmVdXX+u26vu2nbXta2uDXtHbBSlSIcAFwiBVNJ7n5n7+2MCRgwSJMkk5P18PHyMmfs5536uD9f95PC556wEtgLzgL/iL4SHA4Zpmjs6YjYA24EbgL91DD0HmAmcZJrmJx1xy4A84Hbgpo7vjgIuBa41TfPJju8WATnAfR3ziIiIiEhf27mCts+e4t7QUTgtB3dd9AvWrVzHZ0OH8lFNDXdGRuKsq8Pn8+0rsF0uV2Bz7kOH04Nd2fHp6fg8B1i+t7gGME0zD/gMOLfTuHOA4r3FdUdcLf5V7f3j2oEXO8V5gBeA0wzDcB5G7iIiIiLybbTUw/zbeNyZxvbGBn5+wR3ER8azpKWFj4cO5dLERK6JiADA6/XS3NyM0+nEbh88r/4d0pMahuEwDCPEMIxRwL+APXy5sj0W2NTFsBz8vdt0Iy7DMIzwTnF5pmk2dREXAow8lNxFREREpAe881vW1VTyfLPF2dPO5rjs49jV3Mzf3G5S29p4zDAI6tjv2uv10tLSMqjaQ+DQV7BXAK3ANmAC/jaPso5rsUB1F2Oq8L8YSTfi6BR7sLjY7qctIiIiIoctZyH1X7zCr4PTSYtP47i0mTzw6KOcv2kTHuC2hgZCHQ4cDgfw5Qq2CuxvdgUwA39vdB2w0DCMYT2dlIiIiIj0M8218Prd3O/OoLK9lXsu/iWle8r4b3Q06xobOX/zZkZ1FNJ720H29mCrwP4GpmluMU1zRcdLj3OAcODnHZer+epK9V77r0R/UxydYg8WV9XFNRERERHpDW//lg8aWljY1M5Vc64ma0gWr3k8rE1J4fjduzGqqpg0aRKAVrC/7UDTNGuAHXzZC52Dv296f9nA5k4/f1NcvmmaDZ3iMju2/9s/rq3j3iIiIiLS2za9T8Xq17nfHs+4oeO44sTL+by2ludiYxlZWcmJu3Zx9tlnk5ycDKjA/tYFtmEYSfj3vM7t+OpNYIZhGMM7xQzDvyXfm52GvgmkGYYxq1NcJHD2fnFv4d8f+4JOcUHARcAHpmm2ftvcRURERKSb6kqxXrmbPzuH0AbcecGdVHp9XJCTQ1RrK9/duhU7EB8fv2/I/gX2YNqiD7p/kuNrwBpgA/7e69HAzfi36PtrR9hj+A+iecMwjLsBC/8pjAX4dxzZ6038Jzc+axjGbfhbQe7Ef/Ljn/YGmaa51jCMF4EHDMMIxr9P9g+ATOCyb/OwIiIiInIILAtevZvX2iw+97Tzk3NuIiUujTnr1lHd3s6VOTm4Pf4dm+Pi4vYN29uD3dTUhGVZWsE+gOX4jzV/GngHuAVYBEw0TXMbgGmajcBJ+HcYeQb4H/6i+KRObR+YpunDfyrjQuAR4DXAC5xommbBfve9BngS+E3HfYcAc03TXHPITyoiIiIi3WZZFp/86Ubyti7hYV8kM4zpfPfY73L79u0sqavjqooKUhobCQoKwu12Exr6ZVfv3hXs+vp6AMLCwrq8x5Gquyc5/hH4Yzfi8vEffX6wuCrg2o6/vimuGX8xf0t38hQRERGRnlG2dRXTqhdxg5VAaGgEd15wJy+Vl/NASQlTi4pI3uF/HW7WrFlYloXNZts3VgW2iIiIiEhnPi/Ot+7hCSuc3dj43XdvozrIzXXmKiYGB3Narv8VvMTERI477rivDd9bYNfV1QGDr8AePGdWioiIiEj3LH6MvKrdvEQomaGZTB5zLPNycgiy2bjbsgiyLABGjBjR5fC9PdiDdQVbBbaIiIiIfKloE3Uf/J17rXjcNjfDbJlcb5qsb2jguawsXLW1BAcHM3fuXGbPnt3lFPuvYHfuzx4MVGCLiIiIiJ+nFeulW/mLLZZqbJwy7BRWpaTxXFkZv87M5PS4OGpqaoiPj2f69OmEhIR0Oc3eFWyPx4PT6SQoaHB1JQ+upxURERGRA/vgft4vLeITK4YRwcOJPmomC5qbOTUsjDszMgCorq4mMTHxG6ex2WzY7XZ8Pt+gaw8BFdgiIiIig9r69eupra3lhHQnJUue4gF7CmmhyaSHTeBuj4folhZ+lZiI3WajqamJyspKxo8ff9B5HQ6HCmwRERERGXxef/11Qqx2jnUv5df2RGwOJyPso3lt/HgaLIurcnJoCw8HIC8vDzjwy42dORwO2tvbB2WBrR5sERERkUFurucLnq2uZaMHLp1xKR9mjGJzUBCPGQbZbjfFxcUA5Obm4nQ6SU1NPeice/uwB9sLjqACW0RERGRQy/SW4PLk8xSRzDlqDmttCaxMT+cnaWlcmpREamrqvgK7tLSU9PT0fcVzd0RGRvZW6v2WCmwRERGRQaq1toLT2pZxrxVHpDuKU0+9kYedTrJaW/lLRxtIWloa9fX11NXV0djYSHhHu8jBNDU1ARAVFdVr+fdXKrBFREREBinrzV/xsuWgGDuT02Zz6bZcXO3t/CEsjKCOVeqkpCQAKioqaGxsPOSWDxXYIiIiIjI4bHyPnJyPeJFwUoPS+F/MUApbW7kwJ4fJmZn7wvauWNfU1ODxeFRgd4N2EREREREZbOorqH39Hn5NPG5bKMkX3M72mlpO376dUe3tpKSk7AvduwtIWVnZV37uLvVgi4iIiMiRzbKwXvk5f260U4OdyKRZPFhTy8k+H9OKixkxYsRXXmJ0uVzY7XbKy8uBQ98VZLCd4ggqsEVEREQGl1XzeX/rChZZTsYNm82CcVMY5XbztyFDsPH1Pa5tNhuhoaH7CuzBuK/1oRp8v1KIiIiIDFZVBRS/9TvuJ5bxwyfyzpBptDscvDZuHFmhoTguuADDML42LCwsjNLSUqD7K9jf+973sNlsPZr+QKECW0RERGQw8HnxvHQrv2kPxR7ion7GVeyqruNen4/sjlXp7OzsLod2XrXuboGdnp5++DkPUGoRERERERkMFj/GM7tMNvqCGH/mbTxbXcfM/HwuSE4+6NC9BbbD4cDpdPZ2pgOeCmwRERGRI13JVjZ98DBPWZGMnXIeD7YEM8Vu56S8vK/sGHIge1etMzMzB23bx6FQi4iIiIjIkczTStMLt/BrXzTR8RksSJ9BAjYu27oVZ2IiMTExB52irq4OgFGjRvV2tkcErWCLiIiIHMkW/p1/7Cml2HJQfvyNFLe182RGBrX5+YwfP75bU0ydOhWXy8XYsWN7Odkjg1awRURERI5Uu1azaPEzvEMM4afcxPstHh4bPZqEji33Ro8e3a1pMjMzueOOO3oz0yOKVrBFREREjkRtTVS88DP+bMXgGnMi7wfF8v2UFK5LTaWoqIjg4GDi4+MDneURSSvYIiIiIkcg64P7+V11E5WRw9g04iSmhIXz95EjASguLiY1NfUrJzZKz9E/VREREZEjzc4VvLX0RZY7Iik67gZcjiBeGTsWl8OB1+tlz549pKamBjrLI5ZWsEVERESOJC31FL1wGw8STcWMqyiyHLyflUWGywXAjh078Hq9ZGZmBjjRI5dWsEVERESOIJ437uW+2jaKhx3D9sgh/DYzk1NiYwFobGzk008/xe12M3z48ABneuRSgS0iIiJypNi8kKfWfMyKyGFsHzOXU2NiuD0jA4DW1lYee+wx9uzZw+TJk3E4HAFO9silFhERERGRI0F9BZvm383jIcnkzbiGVKeL/2VlYe84eXHRokXU1tZyySWX6MCYXqYVbBEREZGBzrJofOVO7m0OIXfypbQFuXht3DjiQ0IA8Pl8bNy4kaysLEaPHq3jznuZCmwRERGRgW71K/xjy1pWjD6N8ughPDp6NEdHROy7nJ+fT0NDg05i7CMqsEVEREQGsqp8Pn399/w3aQqFw4/jB6mpXJ2S8pWQjRs3EhwcrNaQPqICW0RERGSg8nkpe/5n3BOSQe5R32FaRAQPdBwmA+DxeHjvvfdYs2YN2dnZhHS0jEjvUoEtIiIiMkD5ljzBPcVlrJ58GZEhbl4eO5aQTqczbtmyhZUrVwIwceLEQKU56GgXEREREZGBaI/Ji+8/yvyjrqMlLI53x49nSMdhMntt2LCBsLAwLr74YtLT0wOU6OCjFWwRERGRgcbTxvZnb+buYXOpSs7mryNGMis6+ishra2t5ObmMnHiRBXXfUwFtoiIiMgA0/rB/fzAF8fO0Sdzfkw0P+migC4qKsKyLB2JHgAqsEVEREQGkvy1/H7lByyaeDEjgh08M258l/taFxYWApCWltbXGQ56KrBFREREBor2Fj57/uf8deK1OIJdvDtpKmEHOPK8oKCAhIQEXPv1ZUvvU4EtIiIiMkDUv/07rkw+kYboNJ7NymZ0aGiXcdXV1eTm5mrf6wBRgS0iIiIyAFjmYq7IL2Pn0BlcHeVmXnLKAWNXrFiB3W5nxowZfZih7KUCW0RERKS/a67lwbcf4q1x32WMr5nHjpr6jeFFRUWkp6cT0em4dOk7KrBFRERE+rmcV+7ljqxLCPW28cmxswmyH7iEsyyL8vJyEhIS+jBD6UwHzYiIiIj0Y61r3+J05xhaXZG8agwn2eX+xviGhgZaW1tVYAeQVrBFRERE+qv6cuat+4KCBIOb3D5OTzvwntabN2+moaGB8vJyABXYAaQVbBEREZH+yLJ49LW/8XbmaRxdX8ADs684YGh+fj7z588nIiJi34uNKrADRyvYIiIiIv3QuqX/4ycps4iuL+H9E8/5xtjPPvsMgPr6ej7++GMSExMJCwvrizSlCyqwRURERPqZhtKdnFobjGV5eW60QWJ41AFjPR4PO3bsYMaMGUydOhWfz8fcuXO7PN1R+oZaRERERET6E8vi2qXvUR6bxc2NuZxunPmN4WVlZfh8PtLT08nOzuaEE04gPDy8j5KVrmgFW0RERKSf2Fa8g/Gv/ptFQdFMX/8m3xt+LJZlfeOYoqIiANLS0rDZbCqu+wEV2CIiIiL9gMfr4+rF77MpziCjaDOX2DJ5ef7LrFmzBoDm5mbq6uq+Nq64uJjQ0FCiog7cRiJ966AtIoZhzAMuAaYAiUA+8CrwO9M06zvFxQB/Bs4D3MAy4GbTNDfuN58L+DVwORANrAPuME1z8X5xduAO4AYgGTCB+0zTfOVbPamIiIhIP7XCXMG1n3/E5mEzGLl7Ffce92Pmjk3kkUceYdu2bUyePJlnnnmGkpISfvGLXxAcHMz27duZP38+7e3tjB07Vj3X/Uh3VrBvBbzAL4C5wKPAD4CFHUUwhmHYgLc6rv8f8F0gGPjEMIz0/eZ7HLgeuAc4CygBFhiGMXG/uF8D9wIPAacDy4H5hmGccWiPKCIiItJ/tbZ7uX7Bc2zOPJbYsm1c7bZx5oQUHA4HQ4cOZffu3fh8PkpKSgD44osvANiwYQPt7e243W5OPfXUQD6C7Kc7LzmebZpmeaefFxmGUQU8DcwGPgbOAWYCJ5mm+QmAYRjLgDzgduCmju+OAi4FrjVN88mO7xYBOcB9HfNgGEYi/sL+D6Zp/qXjvp8YhjES+APw7rd9YBEREZH+5OaXlrNt5CzC6/aQteZ5Trz6D/uuDRs2jLVr17Jp06Z93+3YsYNjjjmG/Px8xowZwznnnIPb/c2nO0rfOugK9n7F9V5fdHymdXyeAxTvLa47xtXiX9U+t9O4c4B24MVOcR7gBeA0wzCcHV+fBoQAz+5332eB8YZhHPgYIxEREZEB4tXycv6T2ExraCynb1vNyOHXccyYGfuup6X5S61Vq1YB/sNjGhoaqK2tpa6ujszMTBXX/dC3fclxVsfnlo7PscCmLuJygAzDMMI7xeWZptnURVwIMLJTXCuwo4s4gOxvmbeIiIhIv7CzuZkLNm2kPTiIsLoSjh06hd9eNO8rvdTR0dHYbDYKCgpwOp0MHTqU+vr6fe0i6en7d+JKf3DI+2AbhpGGv53jQ9M0V3V8HQvs6iK8quMzBmjoiKv+hrjYTp81pmnuvy/N/nEiIiIiA87Wkp0ct3YdtuBQxq/+H+7GCq664zliwr+6Gu1wOIiKiqKmpoaEhAQiIiJoaWmhsrISQDuH9FOHtILdsRL9BuABrumVjERERESOYJZlcfWn71IZGoux/mWiqncT0tZIdFh0l/ExMTEA+wps8G/NFxQURGhoaJ/lLd3X7QLbMAw3/p7q4cBppmkWdrpcjX+Ven+xna53J66qU1x0x+4k3xQnIiIiMqA8vXQ166LSGFaVy9zyL/9g/0Db7HVVYBcVFREZGamt+fqpbhXYhmEEAy/j3wv7jP33tsbfGz22i6HZQL5pmg2d4jINw9j/161soI0ve65zACcwoos4gM3dyVtERESkP7Esiz9vWk9raAy37F7E27bLDzomNta/vpiYmLjvlMa6ujq1h/RjBy2wO/a6/h9wEnCeaZrLuwh7E0gzDGNWp3GRwNkd1/Z6C//+2Bd0igsCLgI+ME2ztePr9/HvNnLZfve5HNhkmmbewfIWERER6W92lDVQkBxJaFMVPzDG0koIxXyfl38+/4BjMjMzSUhIIDU1dd8KNkBkZGRfpCzfQndecnwYf0H8W6DRMIwZna4VdrSKvIn/5MZnDcO4DX+Lx52ADfjT3mDTNNcahvEi8EDHqnge/kNrMulUTJumWWYYxt+AOw3DqAfW4C/CT6Jjr2wRERGRgeYPubupj0nglJzXCLrkVj4/Np7KhjaSYg68Gp2amsoPf/hDwL8CvpcK7P6rOy0ip3d83oW/iO7813UApmn68J/KuBB4BHgN/+mPJ5qmWbDffNcATwK/Ad4BhgBzTdNcs1/cXR0xPwEW4D/I5kLTNN8+hOcTERER6ReW19byVGs5MWUmlzcXQOwQUqPdjE/vfquHzWYjO9vfMbu3XUT6H1vn34QGOsMwLNM0A52GiIiIyFd4LYvMJZ9S3lDDjM8e5rXLf0l01qyDD+xqLq+X1atXM378eB0yE0CGYWCaZpdvmR7yPtgiIiIicmge2V1Igc/GGHMBl8Qkf+viGvx7Y0+bNq0Hs5OepgJbREREpBdtbWzkZzt3EFFbwM/L1nPlPQsCnZL0MhXYIiIiIr3o+i8W4/PZGbP2RWadeBk2t15OPNId0kmOIiIiItJ9b276gs98wQwrWstsTw1DZ38v0ClJH1CBLSIiItILWto93LJ0IZY9iOcK3ueuC+/FFqKXEgcDtYiIiIiI9IJHP1pNaXIGGfUlTI5PwTHxlECnJH1EK9giIiIiPcyyLJ5Yt46G6HQuLvoMxzH7H04tRzIV2CIiIiI9rLC6mbJ4O1g+fli1EbK1ej2YqMAWERER6WFrCmqoSUsmrXIHQ7NOgGBnoFOSPqQCW0RERKSHPVFSSJs7gtN2LYajzwt0OtLH9JKjiIiISA+qbm/nfUcdkVVF/KitEIZOCnRK0se0gi0iIiLSg360aQttDjszNr/B0cdcBDZboFOSPqYVbBEREZEe8uL6RbxQ7SG5cA33eEuxzbw60ClJAGgFW0RERKQH5BSW8bP1WwGLR3NfY+aZPwUdLDMoqcAWEREROUyl1aV8/6ELKUtKY3S5ybkxMTDpO4FOSwJEBbaIiIjIYfD5LC775ytUJY2h3RnOvMLPsJ1+O9gdgU5NAkQFtoiIiMhh2FXZSGlNPgUjZhHZWMFPgxph9AmBTksCSAW2iIiIyGHIKa6jPcqiMTKFv+W9Tfyxl2nnkEFOBbaIiIjIYdhUXEtjfCRYFue2lMDEcwKdkgSYCmwRERGRw/CFuYy6+DSG1xUQf+L3IdgV6JQkwFRgi4iISK/bU1PG7oriQKfR49blV7O7ciH10UOYV7UZxs0NdErSD6jAFhERkV6xvr6e6V+s5OEdBYxdupijv1hBo9cb6LR61G/f/JiqtEwsu4Org1vBGRbolKQfUIEtIiIiPe7fHz3DzCULWdnYxI8Lc6kKjaHaFcW8zz+ivrU50On1iJLaZsyClZQOmcSMqu1kZR0X6JSkn1CBLSIicrgaq2DBX+Cd34HXE+hsAu6xRZv43Y6tNIbGYqx9iZnr5zPx838yMuctPvAE8dslrwU6xR7x6ppCvLG1NIfF84OKNTDhrECnJP2ECmwREZHDUbGLP/37x6TUhDG3zknbFy8FOqOAavf6eOjjTykcfjwnlG5gzJ712Io3El5fSnLBasY3lvBeq23A/yJiWRavrviUsiFjCWtvYt7wLAh2Bjot6SdUYIuIiHwLK9d9wCev/4GrX/gTP59wDXuSsliQMpnn1y+C5rpApxcwa/NrqEzw4g12cfeuDyljGADNtjEA1BRtZkNYCqVblwYwy8O3paSe4tadVKSM5cbCJYROvyTQKUk/ogJbRETkEC1bv5Lz1q/lzKCRPD3uQqJqKsj6ZCWh9WX8OWUm1iePBDrFgPB4Pby5PoeqzAwSaotwJsykkVQAGqxsAGIqdgDw4bYvApbn4fB4Pfh8PpZsL6dyxBCCfB5uj3ZCREKgU5N+RAW2iIhIN1iWxdMfPc1ri+dz5+dvUDJ0Op5gF+k7FvHf4Vl4WmJI3bWMnMgMFpsrB90qdkOrhwv/eRePtG2hOSyGy3e8h2PGxTQzmsyUo7j59Lns4WrCGhpwtTfzQYt3wP0zyitv4PK/fY/jHr2VJ0q2Up5qcELBMhJnXx/o1KSfUYEtIiLSDS8tX879KxZwaYODRWPmkLTHZOrHf+boko2cPHYcXlssCcXrifC18/fU42DV4OnFtiyLKx9+gE8ThlMbO4yh5odcOiSTY7My+Nc15/LUTf/ghtljuHb2MbRa6STWFrAwZgzWhncDnfohufHpBWzCwbKx57AyOQx3UzU3WtUQkxbo1KSfUYEtIiJyEPUt7fzpzfmYE+fR6owgddcyhm8vpdU+kUtnXYQ7JIihCXE47W4mtFTwbsIE6j77L7Q2Bjr1XmdZFjf992V2tqyiOtFgSO4ihuxczNizbsVms3HimETsdhsAGbGhtFkRuEtNSlzRbN70Mfh8AX6C7imoaqKofD252WcS3lzNxM8eZfKSfzDrZK1ey9epwBYREelCVUM1V7z9JA/l7+LVTcXUZ4TSEhrLUaveYPjWBVw2bTo3nXMzF59wAQBGUgReWxzxpZtptQfxjjsdlj4Z4KfofUt3VLB882vsGT6LqPYmztu9ndMnn407NOprsRmxoXiJJKJsGwAftDv4zV0zefLvl4Jl9XXqBzV/6XxeWvISHq+HDzaX0prUTktYHFdtfY/wuhJGJI8gccjYQKcp/VBQoBMQERHpj25Y+ikvh2fy7M5dRLT7aBo5E6Mqj7qqGUzKiOP6OScSEhSyL350UgTLNiaAuZSEkSfz3OizuGTJH2HGpRAWG8An6T2WZfHntxdgc9VRnmTw08JPOe/C+zh+4pgu4zNiQ/EQiaullmFBDv4RO5v0vBwoLuSa1a/AlHl9/AQH9tPnPmb1+gcB8FkW726Ko2TEeOKaKqnck0lUVDD3XX5HgLOU/kor2CIiIvvJKarlvXZwN5Txf8sfwmtrA+C2MBs/mjOVv1/3y68U1wDzJqdD6Gxs9mhSSjbyrjuVIoJh25JAPEKf+Dy3kuI9C6kYNhOA/xuSccDiGiA12o0tyP/LRmJdJbvj4ml1RQJQv+zZ3k+4kzafjzX19eQ1N1Pc2vqVa3tqW/ho/cf+H+xO5u/ewTJXMY1RqdxRvpI/3nYTr93xIBkJGX2aswwcKrBFREQ6eXLhk1z/yTM0RsSQvnMpLfYgrlv2MhOW/4eZY2dwy6kG4c6v/wHwkNhQbj5lPFXesQRvWYgPeDLjRMhf0/cP0UceX7yFYEcJpekTOa9qM8OOvewb44Mddi6YejStZGCtegmb5WPD9O9RmnY0ZtE2qMrvo8zhh1s3M3n1aoavWMGZGzd+5dob64oIZRvBocPYNv1aXh0yk5LhGaQXreWWU64mIz6MYIdKKDkw/dshIiLSwSyp5t+fPs+K5NFEV+wgtWgj26pL+azBR1hDOWmx37xbxMnZSbQwHHdTNfE1Bfw7/QR8u4/MArul3cuq3LXsyZhMU7Cb29PTIcR90HE/OmkU9bZjcDYWYqx/CbvXzo5x57AgIhM++2+v511QUcBfli/n8dIyXE1VxDlsrGtooLClZV/MwpzdhFBK7MijKItOYfjmd5iw7D/c6ivDkZrV6znKwKcCW0REpMMdL71HWdpR+IJCuGDrAiqZhz0oFjf+w1EiQiO+cXxatJvRaSPxEEXcruUUhESwrMUz4PYPezDdAAAgAElEQVR77o5luZXYfTspzjyWOXV5TJ96drfGJUW6SE3wHzoTV2YyZ3cVDk8bL405B5Y/A+U7ey3nT80iLv3zZfwufz1B7S1M/OxRMj7191l/UF0NQKvHy9bCHMBic1QKIxvKSNhtElmTz6mzr+y13OTIogJbREQE/4rsrj2bKU2fxKSaPK6Y9VPGjpjE7rbvHtI8/75yKpPG/5yQSgcASyOGwtaPeyPlPrVsm8nMl//JsI/e5f5dO3l9bR4NGW7anBHcMywT7I5uz3XFjGG04T/5cEJqNtFlBWyNGka7zQGr5vdK/u1eHzc+MZ/6qFSqEw2m5q0kyNNKaEMZIS11LCgrAWBjYS0Obz5tYfFsCU/l8nAXR2Xfyk/Pu5Mx6QfuLxfpTLuIiIiIAGvza7BCSmmMPJlLq9dy/PEzmXaMF+PuKsqsi3n5B8d3a560aDe/PHsyszZuILi1niUxo7hj7Rsw/gzY78XIgaC5rZk/vvkG/6nLo2j4MbgaK7hlVz5JYWWUJp/CsQ2FnDDrm3uv93fVscOYkvEgDY355NYmE770EyrSR7N4/HeYs/Z1OPVn4OjZEmVlXhVudrB75BxCvR7ezp/PucRhA6IrdrDQFYbXsli5q4oQirCn+IvpK6fMJnN2ZI/mIkc+rWCLiMigZ1kW761bQ2Oiv5A6Y7h/b2NnkIP195zKOz+7gvHDxnd7vqRIJ7agaMLq9pATM4LWbUtofug70FDZK/n3lu2l9Zz1+5t5omYrRcOP4YL8pZyw9N+csPU9PL5WjOJ1fDDnPLDZDmlem83GuCGpzBgzg5EJ4bgr2wlqa+J61xia6iqgcnePP8t7G4sJcu6hOnEUt1Z8gTMkkhouwEsYMRU7qMbBF3V1rNxZgZs9lMWNYDytZIaruJZDpwJbREQGvY/Wf8wnK39NVeIYMporGJN1wr5rUaHBjEz85t7r/dlsNhKj4gmvK2F3SCTftU3m5j2VWM/d1C8PVOlKc5uX6//zLLnJcRSMnM1396xibuQM9vgm4MtbRtayx3ggayxh7vDDus+IxHB83mjSdy4hLyqdf0cZUF3YQ0/h5/NZfLhxLdWJ/m31Ltz+HqHn3cWD115EDScSXZGL3fLxgrmWtbu20+yOYGfsCC5MH9ajecjgoQJbREQGterGNu5++R3anOHUxo/gMuqxhbgOe96UqHAi6sqxbHbyomLIsYLZsnNNr/UY97THl+ZSZV9PwagTmVe+gfknfYdZM2fQxDh8BDNjzGzmTDjpsO8TFxZCYkwayQWrsHnbeSNlWo8X2OsKa2hq3ExlcjYjmsvJTkzDNuFMhsWF4SWU4PZmTi/fyL/r2ziNtyhNPxqbZXFV+tAezUMGD/Vgi4jIoPZ5biW+9iJahk/DZ7Nz1djpPTJvarSb3UVVYPmoj0sitnozr4dlkP3B32DCGeA8vJXf3rBw4yb+s+I1VkUl4WnzUTz5bJJbavjXMXOwJQ5nBPDaTeczJPZSotw9009us9n49Pbz+fFTtWwr38XK5Il4q7fS/VcmD25Bzh5CgvKpizuN7+9agO3468FmIyHCiY8wAC5MG8qHLTb+MfMKWp0RnBcbwxDX4f+iJYOTVrBFRGRQ+2JXBcGUU5E2hukt5RgZ2T0yb3KUC09rEOG1JVQnjKKdCD5saqeuvhI2fdAj9/i2LMuivLac5rZmGpobsCyLf35ictPCJ3hl2DTyYzIoSBlJSEs9bw9LIjZ97L6x49Kieqy43stut3HapFMJK6+lyRVJbm3Vt5pnT2sr9+Tl8U7ll73ulmXx/vqt1CfE4rPZOa9mO4w6DoAwZxDOEH/7z/rccjJWfYrN206Mw86Do43DfzAZtLSCLSIig9oXO7bQFJlASXgyv+zB99lSo1x4CSe+ZCO7suayafoNjF/1D951xHJx/hqY/J2eu9khqGlq49Znn8DMfY6atKmYxonEBQXjq66ibNI5ZNXmk7UmhyLvOrLjh3D0Of/pk7zSY0KxN/kL95yGekYf4vjmNi/nf/Qpy0OdACw9+mhmRkVhltZTWb2O8ikTSWqpYfrQMV/ZzSUuIhpfJSzZvJgkaze/dI3hsuPOx36IL26KdKYVbBERGVQsy6KmsQaAhlYPhWWbqEzKwm75uGjsMT12n+QoN17CSdv1OaM2vEpTTCRbJl7Bq1YYvl2re+w+B9Lq8/Gf4mLW1Nezu9MphY8v2UlO7juUpk1k0/gzcTbX0lJTTIM7mOk7P2XNtGOojTyNUFs0Z0w9vdfz3CvCFYSjI828du8hj39k8Q5WO9qJrsgl2WHjetOk1efjiSW5BIflUZ0wih8VfIp9wllfGZcUGYYXN05rN65gN/OOm6fiWg6bVrBFRGRQ+fFHL/F4u5OXjppMSFUwTiuX5vjTmOapJdbp7LH7HDsijuPHjGfD1mVcEB1BWMYw7rLB2uTxrC/+kKOb68DdO1vANXg8zN2wgc/q/CdI2oC/jBjBj1PSeGHZcupSh7J9wneYXLGVi1e/xxs+/ymGT/74X7hSRvHiDRkE2Y8nKjS4V/LrSrgzCEeLv7DNd7ihtRGcYd0e/35lJe1J4STnvMW8lGR+02Rx9/advLtmESVHz8Tpa+eGmk2Q+ZevjJs3JZ3f5Y0lglUcm3UM7m4c9y5yMCqwRURk0FhfVMPjbU5aQ6O5fHsu15RF4AiqoDIqnR+E+nr0XmHOIB6+5nLaPRcRHBSMz7L4w8bt5GWdztqKtWRvWED56DOJC3Py0xdWMiWlkGtOOp+gwzxgxeP1MXfZIpZ5HTw2ejQhdjtvVFTws9xcKqpbqLMK2Jl1OlOrc1kaWscl6beQ0PQ+t551LiOHZAEQF95zv2h0V7grCJsviKC2JgpdMVBdBMndaxTxeH0sD6ojpKWN2DKT2PJtXDb6NB4oKSQqK4rqxEz+uuUFEo8++2sH2Fw4ZQiZ8Xexq3g5c8b33J9gyOCmAltERAaFnN05XL2qkNa4aNJzl1A44ngW1ubTkj4Ry2bnXGNir9w3OMi/Cmy32TiqJIilWcF8lD6DY97+N5e1fU6Es4nq1hg253zO6JREZo2b9a3vVVzTzLmP/YNVU6czZPsnfL7heUakz+JoXyGFmXP4fVURzJ5JkLedJ9p3EnL+b3nZsrDZvv09e0pYSBA+QghpqaPEFePfqq+bBfY/dxTSEOciY9tn2HCSV7qLB84YyZsl5VRmZDK6fAs/LVoMl93X5fipw+KYOuzMnnwcGeRUYIuIyBGvtLaSy5/9FeuOvZHEwrUM3bYQK2EE9UlBVDimM6GthsnRsb2ex3BXKCtbylgTY7A9933CaMXXClEd1z9b//FhFdiPfLqDwoRgbD4Pqfkr2N7WxPaiLQD8tLKIhxsj2ZYUz8VFnzPu+/cD/m3y+gOH3YYz2I2zpY5SZ3S39sL2+iz+3xtf8MewKsKaq8jYvYoUK5wdBZuJBkYvq8Vjf54f15vYZ10NkYm9/hwioJccRUTkCGdZFlc88jj5I2bj8rTy8y2v4wqOYVLpegojEmkJjeVnQ4f1SS6J4S7Ca0rZHZbEvx2jGOoKZ0qnta7PN3yEp2TLt55/qbmLypRRjG5pYrLjOObgf2vQhsUjO9diK13E5A0vc+MxZ0N06mE/T08LdbpxttRS7u5egf3H97cyf9treEJcDMldxBhXCN+zbaO+vZU1D16Cq345EbVFzHS74MQf9sETiPipwBYRkSNaTnEdpS3bqErO5tb8D6mMvYI2WxIhVUUMLdvFkO2fcGHmmD7JJTHSSWh1Jc3ucCocbUybciYfcCYWNiqTJ7AtbRLLnv4J+A69H7yktpk8q5h2ZwTfi7LxkPd5TgoKw4jMoJovdwN56Z63yT7+8p58rB4T5golpKWOupAIWqqLvzF2c3EdzyxeSGNCKDafl+iKXEJaqnA6hmAD1pTvYjwfk0E7Y866vV8e7CNHrm61iBiGkQ7cAUwBjgLcQKZpmrv2i3MBvwYuB6KBdcAdpmku3i/O3jHfDUAyYAL3mab5Shf3vh74GZAJ7ALuN03zn91+QhERGdReWZVHbWoSAFe7fLwx/njqPtqGrXo7sVUrSXTtxtUDR6N3R2KEi/BK/yEq5UkGEzPH87tpBnfnZLHFHgrAlZU72GkuxpY1+5Dm/tQspzE1GLvXw7Ur7scWlcIJN77ICeFxPLE0j4/Xublo6kgiwqIOPlmARLj8LSIARfXVjDhAnM9n8cvX1xHLx+xJupy09iBGhsVyXf0mcsdcSfOWRfzPygfgx8echW3SeX30BCJ+3V3BHglcCFQDS74h7nHgeuAe4CygBFhgGF97c+TXwL3AQ8DpwHJgvmEYZ3QO6iiu/wW8AswF5gOPGIbxg27mLSIig9ziLespTxnPuOqdjJh+AdmpkbSQhs/y4mY7SdF915ebGOEkpN5LWG0xJUOnc09rKOdt2cImeyhzXVGkbtnArriRLNzw0SHNa1kW/1q+har0DKbW7SKuJh/OvRfC4wC49rhMnv3xzZw9/exeeKqeE+EOwdnaBEBhYz142rqMe3VtEebuj/AGNVMbFs/3Rw/hmWgvR8cmcc4lV3Hrd+7k5EmXcO+l/48Lz72tLx9BBOj+S46LTdNMAjAM4zrg1P0DDMM4CrgUuNY0zSc7vlsE5AD3Aed0fJcI3Ar8wTTNvZtRfmIYxkjgD8C7HXFBwG+BZ0zTvKtTXCrwa8Mw/mOaZvuhPrCIiAweFQ2t5Hv20BQ5nSt3vgXDr2ZKUztt+PuP7bSSHJPUZ/nEhIXgI5QhuYvZNvEC1jQ189CoUYxwuchyuJn7xgLKM+v5iz2JU31esDu6Ne9fP9jM1vDtWLZsflP4MaRkwciZvfw0PS8sJAhnq79vvDAkAspz/c/SSWOrh9+/s45Y+0qis+dgAbM//ycUrod5fyTEGcJF08fC9LFd3EGkb3RrBds0ze40g50DtAMvdhrnAV4ATjMMY++mmqcBIcCz+41/FhhvGEZmx8/HAAldxD0DxAHHdSd3EREZvJbvrKQxLQybz8vVaRlgtxMf7iQuMgar4/8CJwwb32f5TBwSzdEZMcSXbuZRq4iSY4/lR2lpzI2LY2h0KBHudGLLTJZHZWLtMbs15xvrinhy8XNUZIxipreek4tXwpQLoJ/sDnIowl1BBHecOlnoioHir7/w+c7GEloa12P5GokacwIuYFrOm3DGz2Hyd/s4Y5Gu9eRLjmOBPNM0m/b7Pgd/QT2yU1wrsKOLOIDsTnEAmw4SJyIi0qUPd5VTmmEwfs96EiZ92R5x5vgUKjmHU6dcxaWzLu2zfFzBDh6+9jquPeVarjrhIsIcX12hzk4fQURtEfUhYWzP23DQ+ZrbvPzq9WU0p/vwBjl5uGmrf9V7wsDc0znCGYTNY8PpbafQnQBd7KjyyupCYoO3kpGQwUavg5kte3CGRsKMKwKQsUjXenIf7Fj8Pdr7q+p0fe9njWmaVjfi6GLO/eNERES+5t3KSh4NrQQsfli+ChJu2Xft56eP4YcnjiAxom9ebuwswh3BNSdf3eW10cnRrFndDMCK0t0c6JgVy7JYsr2Cv3+wHFvzu5RknMnUYDhq+eMw4/J9vdcDTbgrCI8VTFh7EwVRQ6Dk469cb27zsjovnxRrN8dMvJ7nGxu5r2A5TLsEgvv+9EmRA9E2fSIickSxLItf5uVx9saNhDeWM2HZY5w046utA65gR0CK64NJi3YT1GAR5GllWVMrtDZ0Gff057v44eMPUVbwZ1rjoSUsjp/s/gjcUXDKT/o4654T7gzGRwjutgbyQ+P9K9jWl+txZmk9DqscgLZkw99/XbMdZvTdn0KIdEdPFtjVQEwX3+9daa7qFBdtGMb+zWFdxdHFnPvHiYiI7PNqaTG/2b2bjJKNGCseI62piswp5wY6rW5Ji3bjJYLIqt0siB2DtfnjLuM+3FJGbNAWhiWNInTG5cTjZd6m+XDaz/xF9gAV7vIfl+5qqiY3KByruRZqS/Zd31pSRzAVAOy2uwn2eZiaMhwi++5FVZHu6MkCOwfINAwjdL/vs4E2vuy5zgGc8LXtLff2VG/uFAdf9mIfKE5ERASP18OK7Wu5as0q3A3lpK5/hQwrhEdueYUgR092RPaetBg3XiKJKTfZGZrIti2LvxbT5vGxelcxlqeUcRNOZJXXzo2Fi3GmGP6XGwewlEgXFsGENFRQh53ykIiv9GFvKanDba8iKiyKjdXlHFVfgHPy+QHMWKRrPVlgvwUEA/v+192x1d5FwAemabZ2fP0+/t1GLttv/OXAJtM08zp+XgZUHCCuCvisB3MXEZEBzLIs/vL6P7nkwxdoDI3i9q2vMMmZzoN3PEVGfHSg0+s2f4EdQUz5dgDebWiG5rqvxGworMFqLwAscmKGY7csbtjxLpx9T7e39euvhieE4cONo9Z/iuP2sGQo8u91UNvUzue5lUQEVzM0cRirWz1MaSqF0ScEMmWRLnX7V3rDMOZ1/O3kjs/TDcMoB8pN01xkmuZawzBeBB4wDCMYyAN+gP8Exn1FsmmaZYZh/A240zCMemAN/iL8JDr2yu6IazcM45f4D5YpAj7siLkW+D/TNLvefV5ERAad19cV8coXiyiafSXHVW3jxmA73PwYCdHuQKd2SCJdwTidMbiaa8jwtfFu7Fh+tGkhIVO/7CFftK0cF/nYg0JY0NjOOeXrSM86AYZN/oaZB4YhsaH4bDE4G/y/YGxPHs/MgvVYlsWNz66moDyPVPsewhMmUmcPYUpsAgyQP52QweVQ/q2cv9/Pj3R8LgJmd/z9NfgPh/kN/qPS1wNzTdNcs9/Yu4AG4Cd8eVT6haZpvt05yDTNfxqGYeE/Kv02IB/4sWmajyAiItLh7bXbaEiMo80Vwe3msyRf8WcYYMX1XkFB0dAKIWV7WJQ4mvdee4TVBUnccNJk0qLdfLSljJiQAqJHz6bMZ3F5zVa4/I+BTrtHBDvsxEWm0F5XgwPYnjAGvniYT7eWsSy3lDHu1wkNjiQtwr9LytQxMwKbsMgBdLvANk3zoDvWm6bZDNzS8dc3xXnxF+G/6cac/8J/XLqIiMjXtHl8rM1dRdmEo0hqqeEMYzLEZgQ6rW/ttrmTeOgVcO3+iPbka1gYF8b6Fb/g03WTuf/qH7K1uJg0SqiOOYvI9ibOmDkPQgdOG8zBDEvMILfWRwJetoWnQnMty1auJikkh8bmKn5z2d94bt2nuOLSyR6SdfAJRQJA2/SJiMiAtnp3NT5rFzXxo7igbC2OmdcGOqXDctG0DI4eNYfI6nwcnjYWJh4FgNW6mgde+iMudmFhY1NIDGc0FeLKPjnAGfesmaOH4SOE9vJy1uLfN8Gzay3RQSaj00YzOdTFF0GRHO3wEmRXGSP9k/7NFBGRAe0Tcw9NiSH4HEFcEBYEEfGBTumw/fbyX1BvTSe6Yju7EkZxclo2s2mjqtokPmQ3JIygMiScs9OGDsgj0b/J944bTlpsGu6a3eR6vNQ7oxnStI3WlkKOHj4R3+pXWRM5lCmJ6YFOVeSAVGCLiMiA9vGmDZQOOYqkpkpmjj0+0On0iAhXML+a9x3iSrfS5ori1aMv5J3U71IZHIrVtglv4kiCLC+nj5sV6FR7nN1u46ypc4ioywObjVcTpxLPbry+dsZGxbPVXEaTw8nUmIF5WqUMDiqwRURkwCqrbyGvbQ91cZlcV7Yax6jjAp1Sjzl/6jRuzTqa8bmfsMcWwtqjprJx+rW0hYSzPnUSF0WGEuPqf6dR9oQrT7qS88ZeAcDzwck022oAyF7yEKuiMgGYEhERsPxEDkZ724iIyIA0f+l83isopSo7maC2Jn46fNQRt2Xb9adey3WWhceyeHbPHq7dButPvIU2exC3jB4X6PR61VmjDP6Yt4ZNITHstoKIxEdiWxOrpl1NeH0ro0P3P9dOpP/QCraIiAw4v39nNb9d/CpPJY2hJjaFY3Z8SPz0CwOdVq+w2WwE2+1ck5rKi9nZZEVG81J2NpOO8BXcCenRuOvrqYuIZrlzGGmh4dh+9DJfeB1MCg/HcYT1nsuRRQW2iIgMKC3tXl787B22jz+f8NZ6Ji+6n5neWnCGBTq1XndhYiJrp0xhXmJioFPpdeHOIOLabDRFJFLaWkbqqGOoi8lgbUMD0yIjA52eyDdSgS0iIgPK62vzaUqspSkikTu3vo27qZppU84OdFrSC8a4Y/EGu2h1R5MWl8rrFRW0WRbnxw/8nWLkyKYCW0REBoyCyiruf+d37DZOYFRdIcOST+GeK5/m3OnnBDo16QWXGCMBaIhMITU2jRfKyhjqdHKMVrCln1OBLSIiA0J5fSvzHniQ/BGjaXdF8F+riEsuuZhTxmZi14EjR6SLRqZg83lpiEzFFZXIwupqLk5MxKb+a+nn9F8kEREZEF5ZXUBjeBl7MqZyy57lzDjth4FOSXqZ2+FgRLCdhug01gdH47EsLklKCnRaIgelAltERPo9y7J49otl5I6fQ0pjOfedcB64juxdNMTvxMRUrCSDpyqqyQ4NZULYkf8yqwx8R9aGoSIicsSo9Xi4a2cun9fWEtEGqyfE0Bbk5BlbIaFp2YFOT/rI8VFRPFZSwsbGRp7PylJ7iAwIKrBFRKTfebGsjBs3b6bG8hFVW4wj2EVofRl3Nu1kztV/CnR60ocuS0qi2uMhr6WFCwfB9oRyZFCBLSIi/camohou+eRJNqUfTWRNERNz3iS8rgSAkzKn8Msb/gpawRxU7DYbN6WnBzoNkUOiAltERPoFy7K46LUFbB53NMlF67l64/MkRZ3AU6QyLqmJu677g9oDRGRAUIEtIiIBZ1kWNy74kK1jYgirL2XtzpdI+NFj1McZzNhTz/TMWBXXIjJgqMAWEZGAu+HtZTzutnA1VXHvmn+R/P3HIDWbaGDG8LhApycickhUYIuISEDd+/77PBXsIbjdw8dr/s708+6EVO0SIiIDlwpsEREJiOY2L+c9/DRLR4ZhuaJ4esUDTL/gPhh7SqBTExE5LDpoRkRE+tya/CrO+8utrBgCzWHxvLn+US4652YV1yJyRNAKtoiI9KmCqia+/68HKTTSqI0fzgObnub0038EY08NdGoiIj1CK9giItJnGlo9XPvYCzTGFlOaMYU78t7nJ7MvUnEtIkcUFdgiItInvD6LG5/+gKrm99k54TyOqsvnvumnwLi5gU5NRKRHqcAWEZFeZ1kW97y2ku15j7N90vm48fFKopuQ7DmBTk1EpMepB1tERL6VNo+Pj7csp6iujGnJQxk/fGKXx5hblsXt81fy2bo/sX3S6TREJPF2cBUjZlwQgKxFRHqfCmwREekWy+vhuSUf8sLO9exwudkTkURNRBIQDQW1nLLpCW6wNxBW3czLBTkUhAQRGRbJMFsQq1taWX/sRbSExfOf8HbOmDov0I8jItJrVGCLiMjXrMor468L/8uOoGZsYfEUuiKpdUXS5IyA4dMJbm8moaaQadWFNJbUURTdzuJhM1noDIMIIGPG1+ZMaG/gjVHDODl9eN8/kIhIH1KBLSIiAPh8Fg+8t4zXtz7H1rRsykdNApud4NZ6IuvLiK8rI8tmcdO4KZyUPQdXSAgAL36Rz+9eeYK03Y/gTZ5Ge1wix47K4pTMsZQWN7K+cBPj0mO4evwZOO169UdEjnw2y7ICnUOPMQzDMk0z0GmIiPQ7lmXx0sotfGC+jjd9DM02N1uaarF8FjU+H3XBLnz2ILyWRbM7GndbE/OaCrkofiRZo8aRFhdHiMOOrYsea/DvEOKwd31NRORIZBgGpml2+R8+rWCLiBzBqtrbWV5Xx+KCSp7dvISiYTPAZsfR3ozL48Nm+Qj2tBDTWEWbzwt2B7eF+rjjxLMIDQ7p9n1UXIuIfEkFtojIEaLd62PD7i00NDewqryZh0t3sSshA2tvW0amwfjitVxTWUa1PYjo1EmEhodx7uSjCHXFUlhdT2a8i1BnaGAfRERkgFOBLSIygDS1NhHsCCY4KPgr37+1bhe/f/nP2Dw5FIycTVHmsVgJ6UzK/5zEPduwWhtJd7n51cW3kTr0qC7njgqN7YtHEBE54qnAFhH5/+3deZhcVZn48W/tS1dV73u2Jp2cLCxhMaxiyARBVIaB8ScKjA6C4oIzjj9HUVEWdRzHAZ1xRhhcWFzYRFkUBIQkCjIEw5KFHJJ0Op1Oujvd6a329c4f9xYURaVTCQXp5f08T5775Napc++tt07Xe88999xJYiQ8wi+7NnN3LMeozcFoIkqb18fFLa2ExtP85ImfoWuqMDxB7jtiFiedeB4AD720h6t/+T2q7JsZOeEidjUs4IzBzVwXsnPaBVdAsOEwH5kQQswskmALIcQhGhgZoDZYi9tZ/ljlUgzD4Iv3/Ilfjq2lt/NkXKkogfE+HJkUOtjIpxMZs+CyVTiyachlWBG289Bv/pVVZ3+KO5/tptq+icFlF/BywwJuqXNy2YpPVeAIhRBCHApJsIUQ4iBlcwaX/fQhHrNvINKymK93LuRzC5YeUl3RZIZP3XY3j3r66V9wKu/Z/QwX6rU8hZc9yVpG2UbCV0O6Zg5/NVcRjb6Dda/czLblZ/O+4HF86UefR+/rp2fpOextPpIb25u4bMGSCh+xEEKIgyHT9AkhxEHI5gw+c99j3MVuRho68IcHiAWbuX9uM+d2LD6oujbvGePS23/I5kXthGtmc1n3H/ifo0/Aduy5YLPxXPcwa1/eyEkdAU5ZdBwAO4ainP/9O3Ebv0IffxFjte2v1ve19hauXbCooscrhBCitImm6ZMEWwghDiCTzfHvv3ucZ7t+x8Z6xbbWTmxGjs+88nte7t3BupM/SMDjZ/M7zyDgC05Yl2EY3L1uO/c8dTsbPbC980Tsdge39q3mQ+/+GDQvOOD+PN8zwufuuItM+Nf45y/nfSsvYn5NI+fU1e13nmohhBCVJQm2EEIcIumRIqMAABdhSURBVMMw+Mef/54nd/2CrcsuIOkJML9/A/fUOdhWew7X3ncb9prtvHTy5Xxu+CVuWH4G1M8Bt5+RRI5odIAadxX3rNvC1lfuIx7O8YQfdOfpJP21LBrp4ldNPpac/EE4iKcc5nIGmWwal9MlSbUQQhwG8qAZIYQ4CMPpNHYg6HRyw2Mv8dvw03Sd+BHmJIa5Pd3F6ed/DLxBjkikufqBJTSMruavoru4se5oxh65nezO9bSlwmzAw5DTiz1Qz1igmd62ZYwvmoXhcLE4PsT3arKcedrF2A7hJkm73Ybb/uZurhRCCPHWkARbCDHjjUTHuW3dOm4b6aPbX8OoJ/Dai25g8UpOH9nKb5afRm37a+OsQ14XK5cs5PmN7TjXP0L9/FX8pPO90Ple3IkwznSMeKARw2b2TLdlU5zjgYuOmM85re+SnmchhJimJMEWQsxY/WMJPv3TW3nes5OdC1ZgVLdSv1dzxGgPhgFZp5ugzc6FtSG+cu6nsbk8b6jj4pPmsmbDMTgiv2Pxi7dyWv3HqV54Cmv2DhO1pVjZ2MIJwSCdPh8L/X7sklQLIcS0J2OwhRAzjmEYrO/ezRV3/ZyujhDDzYs5de9Gvh7vpXnhKp5LtrF97xZOX9jEmUefgv0AY6P3jifYtGs785uCzGmc8zYdhRBCiMNJxmALIWa0aCLNi4PdZKtqiSfgG/c/wJaaGIMnvgOHkeO7A0/zTys/hK2xA4CjASh/LummkJempYc2D7YQQojpRxJsIcSkZhgGWcPAYbOVNWY5k83x8IZtbNzxDFujUf6SSdBV10ok1ALsNgstPgJXOsGHB9bz7SVHMfuMq0CGbgghhKgQSbCFEJPGCz17+c76NTztgEFfiLTNQcZux7DZ8WTTNKTCnOdI8NchHyc1thFo7OCJXQn+98WHIbqHeDbFyymD9X4fe9qOJlk7B1suy6zRnazavobo6DBjjhyLgiH+7cwP0jTn7MN9yEIIIaYhSbCFEIdVLJnh7mfX8x9bnuOV5jqiNS14EuPU9W3Ank5QlUuTzuVIunzEqhr4YX0H/5VwYeuJ0rTxMarDfQx464g2LCfjrnq13hMju/lAOs4lS46jqW2l9FALIYR420iCLYSYkGEYvLhrkPvWrWWrMUIyVEvO7mYkFiGXSxNyOGh3wRK/nxVN7Rwzf1nJ2TYK9eyL8Z+PPs5L2//ALr+d7oWnEF+whLrIAJ/fci9Xts6ma87RNLc3U9vcSW8kR+++Ie565nn27PgD434vQ1VBhkL17GhczFzSvNvrotPr5tj6BlbOmku9Z+J9EEIIId4qMouImBG6h8Ks3vISXaM91IZ8LG2exdxQPfMb23EewkM+pqNwIk0sPkJDdT0Ou4Pnuof44eMP8nxkK7sbm9nXpMi6vNhyGZypODYMDGwYdgcZt//Vetoj/bSM9lIfH+GCKjurqpsYsldRU1fLgs7jeaTXxjV3/phYbTe7Fq5irGYWsyP9XB3dyseOOhW7eic4XGXtczZnYLch80kLIYR428mj0sUhyX83CpOXdDbH5t172Tm4k4w9Q+/QMC/0d9OTTRJ2u6hze6m123Fms+QySRbXhDh7zgKObJmLp7YN7I6D3octfSM8ufl5tmbGSQdD+KsCeO0ugrYM84J1xMZzPPXyM3RH+hkix7jbQ8IXIunykXS4yNqdpJ0e0gVJYJ4zm6YtMkB7dAh/PMyozeAUn4sr5y9iQccyqJsNjjd/oSeZyfKXrl6e6etiWyrOQCJCJJMklk2TyGZwuZz4bA7S6Tghm8Ect5s2j5t2r595gRDzaxtoq2/BWVULTk/J4Q6pTI4HX+jiua1rcQYcqNkddDTOYzQyzlA4zM7hfuKZGJFUlt2RML2pMGGPD5/LSyKbY6/by1iwCXcuR20qSsTIMRZsBruDqlSUlaPb+RuHQS7uYigbZ8msuXj87eweH2HH0ABPdu+gvybOYPNiYqFm0vnhGkYOdzKCMxUjmI4STIYZ8NURrp3DrNQY1/syXHL8Khz+6jf9OQshhBBvF0mwp5h4Jkvf2AhjqSS7RsfoH+ojm4kwGgmzLzJMJBUllkrh8Tio9dcwkMyyNxVnxICI00Xc5SXh8uLHIJCJM5ss7S4Xx9dWc95cRUP7IjIOLxt7B1n94p/Ru1+mO5dgyOthzF/DuCdAxBci7g2Rc7iw5TLYczlcRg7DyJIzcmbyZHv93MD2bBrDZsOwvzEhteWyBGPDuJIRalNh2jIJ5uRSzHLABfPmc8Kyd0OgnlgqQ/fQKOu29/DYC0+jk9vZ3dTGUPMi0p5gWZ+fNxUlEB/FlYriy2ZwZ9N4yLLU6WCe08foeIyeyDB9pBmsCjIWaiYaannd+F2AqvgoVZG91CXDLEiOc4wbrlh8HO1HrQLPa2UT6SzbBkZ46PmNPLvtafZ4M2QaWggGmhjMZAjnskSAsMdP2lt0DEYORzaNPZsGIOdwkXWWHtrgyCTxJMMErH/N6RgNmTSJZIIeh4N9gUZiwWbiVfUYZZ7IuFMxbNkUtlyW6nSMtvAQ/eRIeIJ4HQ7OsCf56OwOzli0HGegfsK6EuksfSOj1Pod+L1B7tmwg7v1c/QQwe4PMJKBcXuOlNtHtc3gH9pa+MyRJ+J1HNxJlxBCCDEZTOkEWyk1G7gROBOwAY8D/6i17ilRdtIl2JFEgg27dtM/MsTe2Aj9qSQ7o6P0J2KEbRC2ORhzOIk4PcTdPhLuqv0mWOVwZpJ4U1G8qRgJu4OUu4qUu+p1Pce1kUFsqQgZbCT8taS8r/UcelIRqmMj1CfGCCQiJLMZnHYHcWDcBm67kxaPj1abjUA6Q8Bl58T2eayYp0jkgmwb6CUci5Czp4lmHDyx7RV2pgcY8wWI+UMkXH7G3T7iniC5gqEZreN7mDO6i1QiQr8nQMJXy3jtbLIuH+5MkpNGt3N2cpS6RILRaISIkSWGl22ZOGm/lxXtHZw5fymdjbMJ1rWZvbxlSGeypDJZ4qkkLo+TF3aFuWHNw+w0BhgJ1hD1hoh6/CS8IcA8UTh1cBOXxIeY66+iazzEg9tfoK86QX/bkQy1HknG5cOeTeNMx3CmkzgyCZzpBB3pMKenx1nsctFRVU1LqJ66mmb8oQY2jCRJGDHmNraxfW8EPdjNYDLCvnSC4VyGUQxGbXbGHC7CLg9Rt5+YJ/C670pdfIS2+AgnOHM0JXN0DfQSdqSp9wYIOpw0+wN47F6qfS6OapvDUbMVHl8N4VSGap8Lr9tLOpujbzSM35WmIdRwyN9DIYQQYrqbsgm2UsoPvAgkga8CBvANwA8crbWOFpU/LAn2+ffdTI9hoy02TFU6CYkEu7Jp+nxBxqvqiFc1EPfXkStO+nJZ3KkY3lSEQCpCKBWjOhOnKpvGb7PhxY7P4STo9uG0u/B7vLTWNFIfrCMUrGfHvgiJcB+ddQGOmT2ftupGfG5zG9mcAYZB174IW3q7eKlvgD/2bKLHmWS0uh6724/b4WS+w+DkUJCT6xo4tqGFlro2KDEm2TAMstkcDof9TY93NQyDrr2j6OE93L6hh+eH1zPQ1E400ETG7ceXSdCcinC0LcVH29o4u3MZvqqaN7XNN7u/z+0Z5OrH17I5u4O+WUte7e12pqJgs5Nx+fBkU7w/touPBNxUp330hgdY1FyPmnMkztpW3IG6is5kkc3m2BMNk8Cg1R8g4JR7loUQQoi3y1ROsP8BuAFQWutt1roOYCvwz1rrG4rKH5YEe8Et17GnRRELNL5u2IQtl6M+MUZbKszsXJJZuSxNZFkYrOGY5lm01jRR39SKzRuCAzyKeaZIZLOTesjAht5hHlz/ONtddvZk7IRtCWbX1HHB7E7Obp8nSa4QQggxQ0zlBPsPgFdrfWrR+jUAWut3Fa0/LAl2/+ggo5ExsjYv+zJZ8NhpDdUzz+vFJYmzEEIIIcS0M1GCPdm725YC95dYvwn4wNu8L/vVUtNIS03j4d4NIYQQQggxCUz27tU6YKTE+mGg9m3eFyGEEEIIIQ5osifYQgghhBBCTCmTPcEeoXRP9f56toUQQgghhDisJnuCvQlzHHaxJcDmt3lfhBBCCCGEOKDJnmA/AJyklDoiv0IpNQ841XpNCCGEEEKISWWyzyJyC/AZ4H6lVP5BM9cDu4CbD+eOCSGEEEIIUcqk7sG2ntS4EngFuAP4ObADWKm1jhzOfRNCCCGEEKKUyd6Djda6B7jgcO+HEEIIIYQQ5ZjUPdhCCCGEEEJMNZJgCyGEEEIIUUGSYAshhBBCCFFBkmALIYQQQghRQZP+JseDpZQ63LsghBBCCCFmMJthGId7H4QQQgghhJg2ZIiIEEIIIYQQFSQJthBCCCGEEBU0KcdgK6VmAV8ETgCOAXxAh9a6u6hcB/BvwCrABTwLfEFr/VyJOtsxH7N+DlAL7AHu1FpfVVTucuDzQAfQDdyotb6pgoc3JVUyJkqpjwI/nWBzrVrr/oLyEpP9qHRbUUrVA18D3g+0Av3Ab4FrtdaDRWXPA74OLAYGgFuAf9FaZyt7lFPLWxCTBuA7mDEJAC8BX9Na/77EtqWtlKCU+lvgQ5gxaQJ6gPuAb2mtwwXlajFjch5m3P4MfE5rvaGoPi/m78nFQA3wAvBFrfXaonJ2zO/CJ4AWQAPXaa1/9RYc5pTyFsTkW1ZdxwN1wN9rrW/dz7alnZRQyZgopU4APg6cDswBhoA/Al/VWu8o2u60bCeTtQe7E/h/wAhmQN7ASgT+BByJGZQLrZeeVEotLio7D/PHayHwWeDdwDVApqjc5cDNwK+As4F7gP9WSn2yAsc01VUyJr8FTi76dwqwD1hXIrmWmOxfxeKilLIBDwAfxvzj+R5reSHwoPV6vuxZmDFZZ5X7PvBV4FsVPLapqpIx8QBPYH73/xk4H9gFPKSUWlFUp7SV/fv/QBb4MuZn80Pgk8Bj1o97/vv/oPX6lZhPEHZhxmRWUX0/Bi7HPBl9H9AH/F4ptayo3PWYvzU/wGwnzwD3KKXOqfDxTUWVjsmVmMneQxNtVNrJhCoZkwuBpcB/YH73vwQcBzynlJpdtN1p2U4mZQ82sFZr3QyglLoMMyEu9kmgGThda73dKvsE0AVci/kDl3cTsBs4Q2udttatKaxMKeUEvgncobX+irX6SaVUG3C9UupHBe+diSoWE6sntLg39J1APWaPaH6dxOTAKtlWFmCe6HxCa/0/1rrVSqkc5h/ahZg9CwDfBv6ktf649f8nlVIB4KtKqRsLT5JmoErG5APAUZh/u1Zb5R4BXsTs1V5urZO2MrH3F12BWaOUGgZuA1ZgnsScC5wKrNRaPwmglPozsAPz5Oaz1rpjME9CL9Va/9RatwbYBFxn1YNSqgkzYfm21vq71nafVEp1Yraf371lRzs1VCwmlmqtdc76fP+u1AalnRxQJWPyryWuej5llcufnE7rdjIpe7C11rkyip0EbM3/OFnvi2L2GL3PakgopeYDZwH/eYCGczLQCPysaP0dmInfaeUfwfRTyZjsx0eAFPDLgnUSkwOocFzc1nK86P2j1jLfgzEbWEbpuLgweyBmrArH5CQgnk+urXIG8CjwDmvoG0hbmVDxD71lnbXMf4bnAnvySYP1vjHM3rq/LnjfuUAauKugXAa4EzjLuuoA5u+OmzfG5GfAUdYQoRmrwjEpt91JO5lAJWNSqi6t9U7MzrX2gtXTtp1MygS7TFnMhKxYEvMy0Xzr/6day7hS6jGlVFIpNaKUut26TJu31FpuLKpvk7VcUomdnubKjcnrKKV8mD11D2mthwtekphURrlx2QSsBa5WSp2glAoopZZj9jQ8rLV+2SpXMi7WuLoYEpdylBuTLGYyV6ocmENMQNrKoXiXtSz8Xhd/fmB+hnOsKzT5cju01rES5dyYQ4Ty5ZLAthLlQGJSyqHGpFzSTg5exWJiDX9rKqgrX9+0bCdTOcHWwILCJNkaI7Tc+m+dtWyzlj8BXsHsXfsi8F7MMXP2ovIjRdsZLnpd7F+5MSl2HhDCvAxVSGJSGWXFxeoZPccqvw4IA/+LOWzhgoL69heX/DqJy4GV21Y0ECq+rwSzJ66wnLSVg2D1/F8HPF5wU2kdpb/T+c+wtsxyhTEZtdrVROUEbzom5ZJ2chAqGRPrqtxNmD3YPy54adq2k6mcYN+Euf+3K6XmK6VaMQfT5y8n5C8X5Y9xtdb601rrJ6zxpZ/CvNv4rLdzp6e5cmNS7CPAXqbwWKtJ7mDicgvmsIQrMHsursC8o/zegpNR8eaVG5NfYN59f5tS6iilVINS6suYd+YXlhNlsnrY7se8yf3vD/PuCCQmk9FbEJMfYN7jc7HWulSCPu1M2R9MrXUXcBFmkrwNc9q9k4EbrSJ91nKftXysqIpHreWx1jIf8OKzr/zZ0zBiQgcRk1dZicUq4BfWOMZCEpMKKDcuSqn3Yk7RdInW+mat9Vqt9c3AJZg92++3yu8vLvl1EpcDKDcmWutRzJlDGjCn5xsELsW84/7VckhbKYs1HO1B4AjgLK11b8HLI5T+Thf3eh6o3HBBuZrC2Xf2U25Gq1BMyiXtpAyVjolS6tuYU/ZdqrV+tOjladtOpmyCDWDNkdiOOUanU2t9POY8sbu01j1WsU37e78l3wOUL7e06PX8+J/Nb3J3Z4QyY1LoYsDBG4eHgMSkYsqMy1HWcl3R25+1lvlhCiXjoszpMP1IXMpSblvRWv8Rc0z2QswYLMQclx0H/mIVk7ZyAEopF3Av5hWZc4rnUcb8DIs/PzA/wx6tdaSgXIdSyl+iXIrXxpJuAjy88d4TiYmlgjEpl7STA6h0TJRSX8EclvtZrfUdJd43bdvJlE6wAbTWWa31y1rr7dZUOx/EnFIs7xnMh2UUDwU521rmk4k/Y16Kvaio3MWYZ1BPVXTHp7EyYlLo74CXtNYvlHhNYlJBZcQlP7Xe8qK3nmgtd1v19GBOE1cqLmng4Yru+DRWblvRWhta661a6y2YJzGXY041FrWKSFuZgDW86efASuA8rfUzJYo9ALQrpd5V8L4Q5pWbBwrKPYg5W84HCso5MWP3qNY6fwPqI5jtoVRMNuqih23MNBWOSbmknUyg0jFRSn0W+AbwFa31D/az2WnbTibrPNj5JwqBeQkV4D1KqUFgUGu9xjrL+g7mfNbjmGdUV2GeDf17vh6tdUYp9SXgVqXUTZhPJerEnAtzNea8jmit00qpqzEnnN8NPI75JbsUuFJrXeqO/xmlUjEpqO84zFkQPl9qexKT8lQwLvdhtovblVLXA1uARZhzk+8Cfl1Q9suYDzu5GXNqxWMxHzTz/Rk+BzZQ2bailPoXzJ7qIcy/XV/A/EF69Sm00lYO6L8wE+JvAlGl1EkFr/Val8AfwEzAfqaU+gLmpeurABtmrADQWj+vlLoL+J4Vxx2Y85p3UJAkaK33KqVuAK5SSoWB9ZhJ+EqsubJnuIrFBMBK+BoxnwQIcIJSKgKgtb7XWko7mVjFYqKUuhD4HmYC/URRXeNa680wvduJzTCKb9ycHJRS+9uxNVrrFVaPwW+Ad2A+qrYX84f+WyWmT0IpdQnmZYoFmGeq9wJXlbic8QnMhG8u5mNCb9Ra/3dljmpqewti8n3Mm01naa0HJtiuxGQClYyLMue4vgbzj1sr5hjfx4FrtNa7i8qej5l8L8J8VPqPgG/qGf6odKh4TH6C+bCaJsybgX8NfL1oSst8WWkrJSilujE/k1Ku1VpfY5WrA76LObORFzOR+Cet9YtF9fkwk5APY8bvRcxHpa8uKufATD4u5/WPgL63Aoc1pb0FMVnNa1PKvY7W2lZUVtpJCZWMiVLqVswJDEpZo7VeUVB2WraTSZtgCyGEEEIIMRVN+THYQgghhBBCTCaSYAshhBBCCFFBkmALIYQQQghRQZJgCyGEEEIIUUGSYAshhBBCCFFBkmALIYQQQghRQZJgCyGEEEIIUUGSYAshhBBCCFFBkmALIYQQQghRQf8HLAbljI9QPr4AAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"1\")\n",
        "getScores(test, pred1)\n",
        "print(\"2\")\n",
        "getScores(test, pred2)\n",
        "print(\"3\")\n",
        "getScores(test, pred3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WHC8v6T3_g8E",
        "outputId": "74963d6e-f922-4730-e656-4e700673fb41"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1\n",
            "MSE: 146032.62\n",
            "MAE: 284.77\n",
            "RMSE: 382.14\n",
            "MAPE: 0.09\n",
            "2\n",
            "MSE: 154477.57\n",
            "MAE: 283.75\n",
            "RMSE: 393.04\n",
            "MAPE: 0.09\n",
            "3\n",
            "MSE: 197524.37\n",
            "MAE: 302.2\n",
            "RMSE: 444.44\n",
            "MAPE: 0.09\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fit2.params"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5ULV-IaTEdKt",
        "outputId": "ae812059-3989-468b-d674-1e20167770b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'smoothing_level': 0.9954999985098839,\n",
              " 'smoothing_trend': 0.06399642847563539,\n",
              " 'smoothing_seasonal': nan,\n",
              " 'damping_trend': nan,\n",
              " 'initial_level': 16.81399559747605,\n",
              " 'initial_trend': 0.23034453619094036,\n",
              " 'initial_seasons': array([], dtype=float64),\n",
              " 'use_boxcox': False,\n",
              " 'lamda': None,\n",
              " 'remove_bias': False}"
            ]
          },
          "metadata": {},
          "execution_count": 228
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = Holt(sp500Month)\n",
        "model._index = pd.to_datetime(sp500Month.index)\n",
        "\n",
        "fit1 = model.fit(smoothing_level=.7, smoothing_slope=.05)\n",
        "pred1 = fit1.forecast(12)\n",
        "fit2 = model.fit(optimized=True)\n",
        "pred2 = fit2.forecast(12)\n",
        "fit3 = model.fit(smoothing_level=.7, smoothing_slope=.2)\n",
        "pred3 = fit3.forecast(12)\n",
        "print(fit1.params)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(30, 10))\n",
        "ax.plot(sp500Month.index[150:], sp500Month.values[150:])\n",
        "for p, f, c in zip((pred1, pred2, pred3),(fit1, fit2, fit3),('#ff7823','#3c763d','c')):\n",
        "    ax.plot(sp500Month.index[150:], f.fittedvalues[150:], color=c)\n",
        "    ax.plot(next_time_steps, p, label=\"alpha=\"+str(f.params['smoothing_level'])[:4]+\", beta=\"+str(f.params['smoothing_trend'])[:4], color=c)\n",
        "plt.title(\"Holt's Exponential Smoothing\")\n",
        "plt.legend();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        },
        "id": "XU4Y-CWF-A3M",
        "outputId": "6f422983-6112-4ea7-cce5-928101f322b0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: FutureWarning: the 'smoothing_slope'' keyword is deprecated, use 'smoothing_trend' instead\n",
            "  after removing the cwd from sys.path.\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:8: FutureWarning: the 'smoothing_slope'' keyword is deprecated, use 'smoothing_trend' instead\n",
            "  \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'smoothing_level': 0.7, 'smoothing_trend': 0.05, 'smoothing_seasonal': nan, 'damping_trend': nan, 'initial_level': 16.60601957755875, 'initial_trend': 0.27678674013257715, 'initial_seasons': array([], dtype=float64), 'use_boxcox': False, 'lamda': None, 'remove_bias': False}\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2160x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "YazNWb0n9ItY"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}