ANNUAL_TEMPRETURE.ipynb

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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# ***ANNUAL TEMPRTURE***\n",
        "\n",
        ">\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "ka3yv050Teto"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "FnRR6rafQ0D9"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.linear_model import LinearRegression\n",
        "import matplotlib.pyplot as plt\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data = pd.read_csv('/content/annual_temp.csv')\n",
        "print(data.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N7isX7mfSDTj",
        "outputId": "c625d69a-5d0e-4b5b-cc17-fe4139b28fc2"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "    Source  Year    Mean\n",
            "0     GCAG  2015  0.8990\n",
            "1  GISTEMP  2015  0.8700\n",
            "2     GCAG  2014  0.7402\n",
            "3  GISTEMP  2014  0.7500\n",
            "4     GCAG  2013  0.6687\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "ex5Qrb3XTYO-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X_A = data[['Year']]\n",
        "y_A = data['Year']"
      ],
      "metadata": {
        "id": "7tXE9kslSKv0"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model_A = LinearRegression()\n",
        "model_A.fit(X_A, y_A)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "dD3SqYaqSMYf",
        "outputId": "98801372-b677-4462-ce19-8330f8072908"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_B = data[['Year']]\n",
        "y_B = data['Source']\n"
      ],
      "metadata": {
        "id": "UuswSm4DSMhK"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model_B = LinearRegression()\n"
      ],
      "metadata": {
        "id": "Hd4SWljSSRSX"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Predictions for Industry A:\")\n",
        "for year, prediction in zip(future_years.flatten(), predictions_A):\n",
        "    print(f\"Predicted temperature for {year}: {prediction:.2f}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wpim0GjtSX6Q",
        "outputId": "391b2708-f4c6-4c0c-eb1b-96f3c1a80a85"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predictions for Industry A:\n",
            "Predicted temperature for 2016: 2016.00\n",
            "Predicted temperature for 2017: 2017.00\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(data['Year'], marker='o', label='Industry A Historical')\n",
        "plt.plot(data['Year'], marker='x', label='Industry B Historical')\n",
        "plt.plot(future_years, predictions_A, 'ro', label='Industry A Predictions')\n",
        "plt.plot(future_years,'rx')\n",
        "plt.title('Annual Temperature Predictions for Industry A and B')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Temperature')\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 525
        },
        "id": "kpVO-yHASbz0",
        "outputId": "b6772f86-694d-44ad-9d52-1c3cb7ac53d7"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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f0fPed999Pu/nlVdeKbfbrW3btkmSli1bpuLiYj344IM+806nK8TDs7bAokWL5HK5Tvs8/jqX7rzzTn3xxRfasmWLdywrK0stWrRQ9+7dT3nOrKwsXXLJJd7FTxs2bKi+fftWuB3/2J8PhYWF2rt3r7p3764ffvhBhYWFPnMr8hk7k++hY82fP19Lly7VkiVLNHPmTJ1//vkaOHCgVq1aVanzAKh7KOwBQKX/GH/77bfVo0cPbd26VZs3b9bmzZt12WWXKS8vTx9//HG5r0lMTPR57Cnyf/31V5/x8PDwcqvKn3XWWeXmVVR+fr5GjBihpk2bKiIiQnFxcWrVqpUklfsH55natGmTNm7c6C0cPX/OP/98SaWtuMc6/j1p1KiRJKlFixZ+x49/D5o3b15u4SzPc3nu661sTJ735niLFi1S586dFR4ertjYWG/bcFW/hyeKY8+ePSooKNDLL79c7rXcc889fl+LP5dddpmWLl2qZcuWadWqVdq7d6/+9a9/lWvxPf75N2/eLMuyNG7cuHLP71kw0vP827Zt03nnnVfuuS+44IJTxrdlyxZdcMEFVXYP8LZt22QYRrndKhISEhQTE+MtZD2O/0xK5b//Jk2apIKCAp1//vm68MIL9cgjj+j//u//Tiu+PXv2qKioyO9707ZtW+9q5sc60We0Mk7188jzvhyfx7i4OJ9fUFZG9+7dNXDgQE2cOFFNmjTRjTfeqJkzZ5Zb6+BkQkJC/K4rcMsttygsLMxbiBcWFmrRokVKS0s75S+ECgoKtHjxYnXv3t37s3zz5s3q2rWr1q1bp//973+njCs7O1s9e/ZUgwYNFBMTo7i4OP31r3/1xnKsinzGzuR76FjdunVTz549dc011+juu+/Wxx9/rIYNG/r9xRmA+oV77AFApfc/79y5U2+//bbefvvtcsezsrKUkpLiM3aiK2yWZVVo3rFO9A9Vf50CN998s1atWqVHHnlEHTp08G59dO21157xQkzHM01TF154oZ577jm/x48v2E/0Wiv6XlVHTP7uYf388891ww03qFu3bnrppZfUrFkzORwOzZw5U7Nnz65QHJXJmb84PLm64447TrhS98nuM/do0qSJevbsecp5J3r+hx9+WL169fL7NcG81WNFr/ZX5LPXrVs3bdmyRe+9956WLFmiV155RVOmTNH06dM1ZMiQKon3ZCp7n7U/Vfk9VtHPts1m07x587RmzRp98MEH+s9//qN7771XmZmZWrNmjXfNgZMJCwuTYZS/znTWWWfpuuuuU1ZWlsaPH6958+bp6NGjFdqxY+7cuTp69KgyMzOVmZlZ7nhWVpZ3Cz5/tmzZoquvvlpt2rTRc889pxYtWig0NFSLFy/WlClTyv2crcr3vrKioqJ02WWX6b333qv3OyoA9R2FPQCo9B968fHxevHFF8sdW7Bggd59911Nnz69Sv4B7o/nillBQYHP+PFXH3/99Vd9/PHHmjhxosaPH+8dr4oWYn9at26tb7/9VldffXWVLsp3Ijt27Cj3j1PP1TVPi39VxDR//nyFh4frP//5j8LCwrzjM2fOLDf3RM9x1llnlcuXVD5nJxIXF6eGDRvK7XZXqDCvap42cYfDccrnT0pK8vsZ+/7770/5PK1bt9YXX3whl8vls6jksSqTx6SkJJmmqU2bNqlt27be8by8PBUUFHhXqq+s2NhY3XPPPbrnnnt08OBBdevWTRMmTKh0YR8XF6fIyEi/781///tfGYZR7pdPNcHzvmzatMnnFoE9e/aU65w59ufRsVv5neiz3blzZ3Xu3FlPPPGEZs+erbS0NL399tsaMmTIGf3cuPPOO3XjjTfqyy+/VFZWljp27OhdjO5ksrKy1L59e79blc6YMUOzZ88+aWH/wQcf6OjRo3r//fd9rsYff5tPZZzJ99CplJSUSJIOHjxIYQ/UY7TiA6j3Dh8+rAULFui6665TampquT/Dhg3TgQMH/G4BVlWSkpJkt9u1YsUKn/GXXnrJ57HnytDxV4Kef/75aonr5ptv1i+//KJ//vOf5Y4dPnz4tFfwPpGSkhLNmDHD+7i4uFgzZsxQXFycOnXqVGUx2e122Ww2nyuQP/74Y7kV9SWpQYMGfgv41q1bq7Cw0Kdle+fOneVWZT9ZDAMHDtT8+fO1YcOGcsf9bfVVleLj45WcnKwZM2Zo586dJ33+Pn36aM2aNVq7dq3P8Yrcrzxw4EDt3btXU6dOLXfM8zmOjIyUVP4XW/706dNHUvnPvKeDw7OjQWUcv1VkVFSUzj333Eq1lHvY7XalpKTovffe89kWLi8vT7Nnz9YVV1yh6OjoSp/3TPXs2VMOh0P/+Mc/fH5++PvZ4dn54difR55tH4/166+/lvtZ5NlL3fPeVSa3x+vdu7eaNGmip59+Wp999lmFrtb/9NNPWrFihW6++Wa/P8/vuecebd68WV988cUJz+Hv52xhYaHfX/xV1Jl8D51Mfn6+Vq1apYSEBMXHx5/RuQDUblyxB1Dvvf/++zpw4IBuuOEGv8c7d+6suLg4ZWVl6ZZbbqmWGBo1aqSbbrpJ//jHP2Sz2dS6dWstWrSo3D3W0dHR6tatm5555hm5XC797ne/05IlS7x7lle1QYMGac6cOfrTn/6kTz75RF27dpXb7dZ///tfzZkzR//5z390ySWXVNnzNW/eXE8//bR+/PFHnX/++XrnnXeUk5Ojl19+2Xu1typi6tu3r5577jlde+21uv3227V79269+OKLOvfcc8vdW92pUyctW7ZMzz33nJo3b65WrVrpsssu06233qq//OUv6t+/v4YPH66ioiJNmzZN559/foUX4Hvqqaf0ySef6LLLLtMf//hHOZ1O5efn6+uvv9ayZcu8W1tVlxdffFFXXHGFLrzwQv3xj3/UOeeco7y8PK1evVo///yzvv32W0nSo48+qjfeeEPXXnutRowY4d2qKykp6ZT3ot95553617/+pVGjRmnt2rW68sordejQIS1btkx//vOfdeONNyoiIkJOp1PvvPOOzj//fMXGxqp9+/Zq3759ufNdfPHFuuuuu/Tyyy+roKBA3bt319q1a/X666+rX79+3sUvK8PpdCo5OVmdOnVSbGys1q1bp3nz5vlstVYZGRkZWrp0qa644gr9+c9/VkhIiGbMmKGjR4/qmWeeOa1znqm4uDg9/PDD3i0o+/Tpo2+++Ub//ve/1aRJE5+5KSkpSkxM1ODBg/XII4/IbrfrtddeU1xcnLZv3+6d9/rrr+ull15S//791bp1ax04cED//Oc/FR0d7f0FTGVyezyHw6Fbb71VU6dOld1u12233XbKr5k9e7Ysyzrhz/M+ffooJCREWVlZ5bYdPPb1h4aG6vrrr9f999+vgwcP6p///Kfi4+P9/hKsIs7ke+hY8+bNU1RUlCzL0o4dO/Tqq6/q119/1fTp02ukqwpAEAvASvwAEFSuv/56Kzw83Dp06NAJ59x9992Ww+Gw9u7de8ItrizLKret01133WU1aNCg3Dx/20nt2bPHGjhwoBUZGWmdddZZ1v33329t2LCh3HZ3P//8s9W/f38rJibGatSokXXTTTdZO3bsKPfcVbHdnWWVbgP39NNPW+3atbPCwsKss846y+rUqZM1ceJEq7Cw0Oe1Dx061OdrT/Reebb3mzt3rnese/fuVrt27ax169ZZXbp0scLDw62kpCRr6tSp5eI8k5g8Xn31Veu8886zwsLCrDZt2lgzZ870m5f//ve/Vrdu3ayIiIhy24ItWbLEat++vRUaGmpdcMEF1ptvvnnC7e5OFEdeXp41dOhQq0WLFpbD4bASEhKsq6++2nr55Zf9zj9WUlLSKbdpO9nn1bIsa8uWLdadd95pJSQkWA6Hw/rd735nXXfddda8efN85v3f//2f1b17dys8PNz63e9+Z02ePNl69dVXT7ndnWWVbh322GOPWa1atfK+xtTUVJ/t4FatWmV16tTJCg0N9fks+3s/XS6XNXHiRO/5WrRoYY0dO9Zn276TvT/Hx5iRkWFdeumlVkxMjBUREWG1adPGeuKJJ7xbLJ7Iyd7br7/+2urVq5cVFRVlRUZGWj169LBWrVrlM8fzPXqy7eJO9XwnOoe/LTTdbrc1ceJEq1mzZlZERISVnJxsbdiwwUpKSiq3peNXX31lXXbZZVZoaKiVmJhoPffcc+V+pnz99dfWbbfdZiUmJlphYWFWfHy8dd1111nr1q3zOdeJcnuin4/HWrt2rSXJSklJqdB7dOGFF1qJiYknnZOcnGzFx8dbLpfrhHPef/9966KLLrLCw8Otli1bWk8//bR368ZjP+8V/YxZVsW/h/zxt91dgwYNrC5dulhz5sw56dcCqB9sllUDK3sAAHAKycnJ2rt3r9+2dAD107fffqsOHTroX//6lwYNGhTocAAgaHGPPQAAAILSP//5T0VFRWnAgAGBDgUAghr32AMAACCofPDBB8rNzdXLL7+sYcOGsdo7AJwChT0AAACCyoMPPqi8vDz16dPnpFvTAQBKcY89AAAAAAC1GPfYAwAAAABQi1HYAwAAAABQi3GPfQWZpqkdO3aoYcOGstlsgQ4HAAAAAFDHWZalAwcOqHnz5jKME1+Xp7CvoB07dqhFixaBDgMAAAAAUM/89NNPOvvss094nMK+gho2bCip9A2Njo4OcDQn5nK5tGTJEqWkpMjhcAQ6HPhBjoIfOQpu5Cf4kaPgR46CHzkKbuQn+NWVHO3fv18tWrTw1qMnQmFfQZ72++jo6KAv7CMjIxUdHV2rP8B1GTkKfuQouJGf4EeOgh85Cn7kKLiRn+BX13J0qtvBWTwPAAAAAIBajMIeAAAAAIBajMIeAAAAAIBajMIeAAAAAIBajMIeAAAAAIBaLKCF/ZNPPqk//OEPatiwoeLj49WvXz99//33PnOOHDmioUOHqnHjxoqKitLAgQOVl5fnPf7tt9/qtttuU4sWLRQREaG2bdvq73//e7nn+vTTT/X73/9eYWFhOvfcczVr1qzqfnkAAAAAAFS7gBb2n332mYYOHao1a9Zo6dKlcrlcSklJ0aFDh7xzHnroIX3wwQeaO3euPvvsM+3YsUMDBgzwHv/qq68UHx+vN998Uxs3btRjjz2msWPHaurUqd45W7duVd++fdWjRw/l5ORo5MiRGjJkiP7zn//U6OsFAAAAAKCqBXQf+48++sjn8axZsxQfH6+vvvpK3bp1U2FhoV599VXNnj1bV111lSRp5syZatu2rdasWaPOnTvr3nvv9TnHOeeco9WrV2vBggUaNmyYJGn69Olq1aqVMjMzJUlt27bVypUrNWXKFPXq1asGXikAAAAAANUjoIX98QoLCyVJsbGxkkqvxrtcLvXs2dM7p02bNkpMTNTq1avVuXPnE57Hcw5JWr16tc85JKlXr14aOXLkCWM5evSojh496n28f/9+SZLL5ZLL5arcC6tBntiCOcb6jhwFP3IU3MhP8CNHwY8cBT9yFNzIT/CrKzmqaPxBU9ibpqmRI0eqa9euat++vSRp165dCg0NVUxMjM/cpk2bateuXX7Ps2rVKr3zzjv68MMPvWO7du1S06ZNy51j//79Onz4sCIiIsqd58knn9TEiRPLjS9ZskSRkZGVfXk1bunSpYEOAadAjoIfOQpu5Cf4kaPgR46CHzkKbuQn+NX2HBUVFVVoXtAU9kOHDtWGDRu0cuXK0z7Hhg0bdOONN+rxxx9XSkrKGcUzduxYjRo1yvt4//79atGihVJSUhQdHX1G565OLpdLS5cu1TXXXCOHwxHocOAHOQp+5Ci4kZ/gR46CHzkKfuQouJGf4FdXcuTpHD+VoCjshw0bpkWLFmnFihU6++yzveMJCQkqLi5WQUGBz1X7vLw8JSQk+JwjNzdXV199te677z6lp6f7HEtISPBZSd9zjujoaL9X6yUpLCxMYWFh5cYdDket+GDUljjrM3IU/MhRcCM/wY8cBT9yFPzIUXAjP8GvtueoorEHdFV8y7I0bNgwvfvuu1q+fLlatWrlc7xTp05yOBz6+OOPvWPff/+9tm/fri5dunjHNm7cqB49euiuu+7SE088Ue55unTp4nMOqbQl49hzAAAAAABQGwX0iv3QoUM1e/Zsvffee2rYsKH3vvlGjRopIiJCjRo10uDBgzVq1CjFxsYqOjpaDz74oLp06eJdOG/Dhg266qqr1KtXL40aNcp7Drvdrri4OEnSn/70J02dOlWPPvqo7r33Xi1fvlxz5szxuQ8fAAAAAFDHud3S559LO3dKzZpJV14p2e2BjuqMBfSK/bRp01RYWKjk5GQ1a9bM++edd97xzpkyZYquu+46DRw4UN26dVNCQoIWLFjgPT5v3jzt2bNHb775ps85/vCHP3jntGrVSh9++KGWLl2qiy++WJmZmXrllVfqzlZ3EyZIkyf7PzZ5culxAAAAAKjPFiyQWraUevSQbr+99O+WLUvHa7mAXrG3LOuUc8LDw/Xiiy/qxRdf9Ht8woQJmlCBwjU5OVnffPNNZUOsHex2afz40v8eM6ZsfPLk0vFJkwITFwAAAAAEgwULpNRU6fga9JdfSsfnzZMGDAhMbFUgKBbPwxkaN6707/HjZbjdUseOMp54Qpo4sbSo9xwHAAAAgPrG7ZZGjChf1EulYzabNHKkdOONtbYtn8K+LpgwofQDOGmS7OPH67qQENlLSsqu1E+YQDs+AAAAgPrp88+ln38+8XHLkn76qXRecnKNhVWVAnqPParIMa34Vmio7CUlskJDS4+NH19rf+sEAAAAAGds586qnReEuGJfFxzTim+T5LKHyFFcXHZ/Pa34AAAAAOqr+PiqnReEuGJfF8zso1+zZ3ofmscc+jV7pjSzT83HBAAAAACoERT2dcCv7/xXZ/1nq7Z1P1tH7SEKc5foqD1E27qfrbP+s1W/vvPfQIcIAAAAAIGxe3fVzgtCFPa1XHGJqX8d7Kxt3c9Wkm2PwtwlKv6tuE+y7dG27mfrXwc7q7jEPPXJAAAAAKCuadasaucFIQr7Wu6N1T9qyhVpMmRJnx6VksMUmh4pJYdJnx7VPHd3XdJjq/ZN7RnoUAEAAACg5l15pXT22aXb2vljs0ktWpTOq6Uo7Gu5bflFejD7LbX47JfSYr57mCTJ6hamzCvSNHpllrqu/EZ5B10BjhQAAAAAAsBul/7+99L/Pr649zx+/vlavZsYhX0tlxQbKbtlKvOKNBVceZZ33GaTBvf4WEoO03Z3E/U/OIZ2fAAAAAD104AB0rx50u9+5zt+9tml4wMGBCauKsJ2d7XcoC4tdf4VacpyZCjGKFKJaVOIYUmSYowiFVx5lroVz1CWI0P7pmaq2cjlAY4YAAAAAAJgwADpxhulzz8v3bO+WbPS9vtafKXeg8K+lgsNMbQw6il1KMlVgRmpGKPIe8yySov7nNAhpX8fvEi1dzkIAAAAADhDdruUnBzoKKocrfh1QNMoh7LdTnUofkUFZqR33GaTXKahGKNI2W4n7fgAAAAAUAdR2NcBjYctU5orXStChyvGKJLLLEurwzBVYEZqjelUlmOyNmSNCWCkAAAAAICqRmFfB3ja8RONvZJKi3kPTzv+aMc8XW7/TlvzjwQqTAAAAABANaCwryPiG4Qo2+1UpivVZ/zY3RwyXamaWNhXbtOq4egAAAAAANWFwr6O2NJ3jtJc6brJ/qnf49vMOEnSdPfj2rFwfM0FBgAAAACoVhT2dUR+UbGyHBnedvxjmZZNScYebzv+5r2HAxAhAAAAAKA6UNjXEfENw2W3mcp2O5XtdvocM2xlrfeZrlSNzutFOz4AAAAA1BEU9nXEpa1i9UDIZK0xnepqz/U7x1PwTy0eRzs+AAAAANQRIYEOAFXDbtg0JWGJknfMO+GcrvZcb9H/yd4r1KKmggMAAAAAVBuu2NchrZtEaJW7rTJdqeXa8Y9FOz4AAAAA1B0U9nVI836TNDRkoiSdtB2/s5Grl1zpWrs1vybDAwAAAABUA1rx6xC7YVNmwhJdtfPk7fhSaYG/98CRmgoNAAAAAFBNuGJfx5zbONzbju/Zu/54280mSnOlKzYitIajAwAAAABUNQr7Oib++sd1rztdkpRk7PE7Z647WVmODLVefEtNhgYAAAAAqAa04tcxdsOmv0Ys0J3u+eWOWZZks0mjHaWt+jmHLlLzmg4QAAAAAFCluGJfB8WHm952/AIz0jtus0mHTYek0nb8/gfHqLjEDFSYAAAAAIAqQGFfBx06t79ud41TZyNXMUaRSkyb91iE4VKBGaluxS/oTUeG9k3tGcBIAQAAAABnisK+DgoxpIVRT6mrPVcFZqRCjLL96i1LijGKlBM6RF3tuco76ApgpAAAAACAM0VhX0fFNwhRttupDsWvlGvHd5mGYowiZbudtOMDAAAAQC1HYV9HNfrTR0pzpWtF6HDFGEVymaWptizJYZgqMCO1xnQqyzFZG7LGBDhaAAAAAMDporCvo0JDDC2MekqJxl5JpcW8VHrF3tOOP9oxT5fbv9PW/COBDBUAAAAAcAYo7OswTzt+pivVZ9xWtpaeMl2pmljYV27TEgAAAACg9qGwr8O29J2jNFe6Ohu5fo9vM+P0D/cA7T9SorVb82s4OgAAAABAVQgJdACoPvlFxcpyZJSujm9FKlpFMn67Wm9aNiUZe/RZ6Aj9YjXRWWt7SK2fDGzAAAAAAIBK44p9HRbfMFx2m6ltZpxibGVFvSQZNksFZqSSjD263P6dfj3MyvgAAAAAUBtR2Ndhl7aK1YiwDM1zd/d7PMYoklR6n/2ovBTuswcAAACAWojCvg6zGzY932ypRjvmSZIKrEi/8zobucosekw7Fo6vyfAAAAAAAFWAe+zruLMi7FrlbitLNnW1+y6iV2IZ2mHFesc/2XuFWgQiSAAAAADAaeOKfR3366UP63bXOKW50pXtdvocC7GZ3n3uM12pGp3Xi3Z8AAAAAKhlKOzruEtbxeqsSIcetC8od8XeI9vtVGcjVy+50tn2DgAAAABqGVrx6zi7YdOUhCVK3jHPO2Za8lkh31PwZ7ud2nvgSE2HCAAAAAA4A1yxrwdaN4nQKndbZbpStc2M8ynqPbabTZTmSldsRGjNBwgAAAAAOG0U9vVA836TdJ8xQZKUZOzxO2euO1lZjgy1XnxLzQUGAAAAADhjtOLXA3bDpkkxH2pAYVk7vmVJNlvZ354t8XIOXaTmgQoUAAAAAFBpXLGvJ1rGlrXjF5iRsv3Wjm+zSYdNh6TSdvz+B8eouMQMYKQAAAAAgMqgsK8n2qc9pdtd49TZyFWMUaQSs+xG+wjDpQIzUt2KX9Cbjgztm9ozgJECAAAAACqDwr6eCA0xtDDqKXW156rAjFSIUbZfvWVJMUaRckKHqKs9V3kHXQGMFAAAAABQGRT29UjTKIey3U51KH5FBWakd9xmk1ymoRijSNluJ+34AAAAAFCLBLSwf/LJJ/WHP/xBDRs2VHx8vPr166fvv//eZ86RI0c0dOhQNW7cWFFRURo4cKDy8vJ85mzfvl19+/ZVZGSk4uPj9cgjj6ikpMRnzqeffqrf//73CgsL07nnnqtZs2ZV98sLOo2HLVOaK11Zjoxy7fgOw1SBGak0Vzrt+AAAAABQiwS0sP/ss880dOhQrVmzRkuXLpXL5VJKSooOHTrknfPQQw/pgw8+0Ny5c/XZZ59px44dGjBggPe42+1W3759VVxcrFWrVun111/XrFmzNH78eO+crVu3qm/fvurRo4dycnI0cuRIDRkyRP/5z39q9PUGGu34AAAAAFD3BHS7u48++sjn8axZsxQfH6+vvvpK3bp1U2FhoV599VXNnj1bV111lSRp5syZatu2rdasWaPOnTtryZIlys3N1bJly9S0aVN16NBBkydP1l/+8hdNmDBBoaGhmj59ulq1aqXMzExJUtu2bbVy5UpNmTJFvXr1qvHXHUhNoxzK3udUmitdOaFDFGMUSSrfjn/HkTH6vsRUaAh3awAAAABAMAuqfewLCwslSbGxsZKkr776Si6XSz17lrWFt2nTRomJiVq9erU6d+6s1atX68ILL1TTpk29c3r16qUHHnhAGzduVMeOHbV69Wqfc3jmjBw58oSxHD16VEePHvU+3r9/vyTJ5XLJ5Qreq9me2E4UY/T9/1baxGVaETr8t3Z8QyFG6f30nnb8NaZTWY7JWv/mJ7oo7ckai72+OFWOEHjkKLiRn+BHjoIfOQp+5Ci4kZ/gV1dyVNH4g6awN01TI0eOVNeuXdW+fXtJ0q5duxQaGqqYmBifuU2bNtWuXbu8c44t6j3HPcdONmf//v06fPiwIiIiysXz5JNPauLEieXGlyxZosjIyHLjwWbp0qUnPDYv/Cklaq8keYt6qawdf7QxT5L0r5+d+nnx4uoNtB47WY4QHMhRcCM/wY8cBT9yFPzIUXAjP8GvtueoqKioQvOCprAfOnSoNmzYoJUrVwY6FEnS2LFjNWrUKO/j/fv3q0WLFkpJSVF0dHQAIzs5l8ulpUuX6pprrpHD4fA7Z88Pzys736k1plOjHfO847aytfSU6UrVLN2sL6/tIbth83MWnK6K5AiBRY6CG/kJfuQo+JGj4EeOghv5CX51JUeezvFTCYrCftiwYVq0aJFWrFihs88+2zuekJCg4uJiFRQU+Fy1z8vLU0JCgnfO2rVrfc7nWTX/2DnHr6Sfl5en6Ohov1frJSksLExhYWHlxh0OR634YJwszi1952jQa2u1InS43+PbzDhJ0gz349rz4Uq1GDC52uKsz2rLZ6k+I0fBjfwEP3IU/MhR8CNHwY38BL/anqOKxh7QldEsy9KwYcP07rvvavny5WrVqpXP8U6dOsnhcOjjjz/2jn3//ffavn27unTpIknq0qWL1q9fr927d3vnLF26VNHR0XI6nd45x57DM8dzjvomv6hYWY4MJRp7yx0zLZuSjD0a7Ziny+3fafPewwGIEAAAAABQUQG9Yj906FDNnj1b7733nho2bOi9J75Ro0aKiIhQo0aNNHjwYI0aNUqxsbGKjo7Wgw8+qC5duqhz586SpJSUFDmdTg0aNEjPPPOMdu3apfT0dA0dOtR7xf1Pf/qTpk6dqkcffVT33nuvli9frjlz5ujDDz8M2GsPpPiG4bLZTGW7S3/x0dWe6z1m2Mq2wMt0pSorr5e+NC3a8QEAAAAgSAX0iv20adNUWFio5ORkNWvWzPvnnXfe8c6ZMmWKrrvuOg0cOFDdunVTQkKCFixY4D1ut9u1aNEi2e12denSRXfccYfuvPNOTZo0yTunVatW+vDDD7V06VJdfPHFyszM1CuvvFLvtrrzuLRVrB4Imaw1ptOnqD9WttupzkauXnKla+3W/BqOEAAAAABQUQG9Ym9Z1innhIeH68UXX9SLL754wjlJSUlafIrV25OTk/XNN99UOsa6yG7YNCVhiZJ3lC2cZ1rSsRflPQV/ttupvQeO1HSIAAAAAIAKCugVewRO6yYRWuVuq0xXqraZcfLXab/dbKI0V7piI0JrPkAAAAAAQIVQ2NdTzftN0n3GBElSkrHH75y57mRlOTLUevEtNRcYAAAAAKBSgmK7O9Q8u2HTpJgPNaBwXrljllW6p71nj/ucQxepeU0HCAAAAACoEK7Y12MtY8va8QvMSO+4zSYdNkv3S9xuNlH/g2NUXGIGKkwAAAAAwElQ2Ndj7dOe0u2uceps5CrGKFKJWXajfYThUoEZqW7FL+hNR4b2Te0ZwEgBAAAAACdCYV+PhYYYWhj1lLrac1VgRirEKNulwLKkGKNIOaFD1NWeq7yDrgBGCgAAAAA4EQr7eq5plEPZbqc6FL9Srh3fZRqKMYqU7XbSjg8AAAAAQYrCvp5rPGyZ0lzpynJkKMYokvuYdnyHYarAjFSaK512fAAAAAAIUhT29dzx7fh22vEBAAAAoFahsAft+AAAAABQi1HYw9uOvyJ0uM/q+JZV1o6/xnQqyzFZG7LGBDhaAAAAAMCxKOzhbcdPNPZKknd1fJutrB1/tGOeLrd/p635RwIZKgAAAADgOBT2kCTFNwhRttupTFeqz7itbC09ZbpSNbGwr9ymJQAAAABAcKCwhyRpS985SnOl6yb7p36PbzPjJEnT3Y9rx8LxNRcYAAAAAOCkKOwhScovKlaWI8Pbjn8s07IpydjjbcffvPdwACIEAAAAAPhDYQ9JUnzDcNltprLdTmW7nT7HDFtZ632mK1Wj83rRjg8AAAAAQYLCHpKkS1vF6oGQyVpjOtXVnut3Trbbqc5Grl5ypWvt1vwajhAAAAAA4E9IoANAcLAbNk1JWKLkHfO8Y5blu3iep+DPdju19wCr4wMAAABAMOCKPbxaN4nQKndbZbpStc2M8ynqPbabTZTmSldsRGjNBwgAAAAAKIfCHl7N+03SfcYESVKSscfvnLnuZGU5MtR68S01FxgAAAAA4IRoxYeX3bBpUsyHGlA4r9wxT1v+aEfpsZxDF6l5TQcIAAAAACiHK/bw0TK2rB2/wIz0jtts0mHTIam0Hb//wTEqLjEDFSYAAAAA4DcU9vDRPu0p3e4ap85GrmKMIh0yw7zHIgyXCsxIdSt+QZakN1b/GLA4AQAAAAClaMWHj9AQQwujnlKHklwVWhHabP1OnbRZUmk7foxRpCxHhiSp+ZpQ6crPAhkuAAAAANR7FPYop2mUQ9n7nJLks6e9zSYVmJFqb/tRjYwibXBdHKgQAQAAAAC/oRUf5TQetkxprvRy48WWXTFGkRoZRcp2O3XDgb9wnz0AAAAABBiFPcoJDTG0KPppdbWXtuN77rMPtbl95r0RkqF9U3sGIkQAAAAAwG8o7OFXA4dN2W6nNpit1MA46h23LCnb7VR724/qas9V3kFXAKMEAAAAAFDYw6/lnWcqzZWuNFd6uW3v2v12j32228m2dwAAAAAQYBT28GtQl5aSpBWhwxVjFMllln1UYowiFZiRWmM6leWYrA1ZYwIUJQAAAACAwh5+eba9SzT2SpIcRtlVec+2d6Md83S5/TttzT8SqDABAAAAoN6jsMcJxTcIUbbbqUxXqs+4zVb235muVE0s7Cu3adVwdAAAAAAAicIeJ7Gl7xyludJ1k/1Tv8e3mXGSpOnux7Vj4fiaCwwAAAAA4EVhjxPKLypWliPD245/LNOyKcnY423H37z3cAAiBAAAAABQ2OOE4huGy24zle12Ktvt9Dlm2Mpa7zNdqRqd14t2fAAAAAAIAAp7nNClrWL1QMhkrTGd6mrP9Tsn2+1UZyNXL7nStXZrfg1HCAAAAAAICXQACF52w6YpCUuUvGOed8y0JOOYxfM8BX+226m9B1gdHwAAAABqGlfscVKtm0RolbutMl2p2mbG+RT1HtvNJkpzpSs2IrTmAwQAAACAeo7CHifVvN8k3WdMkCQlGXv8zpnrTlaWI0OtF99Sc4EBAAAAACTRio9TsBs2TYr5UAMKy9rxLat0L3vP36MdpcdyDl2k5oEKFAAAAADqKa7Y45Raxpa14xeYkbL91o5vs0mHTYek0nb8/gfHqLjEDGCkAAAAAFD/UNjjlNqnPaXbXePU2chVjFGkErPsYxNhuFRgRqpb8Qt605GhfVN7BjBSAAAAAKh/KOxxSqEhhhZGPaWu9lwVmJEKMcquyluWFGMUKSd0iLrac5V30BXASAEAAACg/qGwR4U0jXIo2+1Uh+JXVGBGesdtNsllGooxipTtdtKODwAAAAA1jMIeFdJ42DKludKV5cj4rR2/bN87h2GqwIxUmiuddnwAAAAAqGEU9qiQ8u34lvcY7fgAAAAAEDgU9qgw2vEBAAAAIPhQ2KPCPO34K0KHK8YokuuY1fE97fhrTKeyHJO1IWtMACMFAAAAgPqDwh4V5mnHTzT2Siot5j087fijHfN0uf07bc0/EqgwAQAAAKBeobBHpcQ3CFG226lMV6rPuK1sLT1lulI1sbCv3KYlAAAAAED1Cmhhv2LFCl1//fVq3ry5bDabFi5c6HM8Ly9Pd999t5o3b67IyEhde+212rRpk8+cXbt2adCgQUpISFCDBg30+9//XvPnz/eZk5+fr7S0NEVHRysmJkaDBw/WwYMHq/vl1Ulb+s5RmitdN9k/9Xt8mxknSZruflw7Fo6vucAAAAAAoJ4KaGF/6NAhXXzxxXrxxRfLHbMsS/369dMPP/yg9957T998842SkpLUs2dPHTp0yDvvzjvv1Pfff6/3339f69ev14ABA3TzzTfrm2++8c5JS0vTxo0btXTpUi1atEgrVqzQfffdVyOvsa7JLypWliPD245/LNOyKcnY423H37z3cAAiBAAAAID6JSSQT967d2/17t3b77FNmzZpzZo12rBhg9q1aydJmjZtmhISEvTWW29pyJAhkqRVq1Zp2rRpuvTSSyVJ6enpmjJlir766it17NhR3333nT766CN9+eWXuuSSSyRJ//jHP9SnTx89++yzat68eQ280rojvmG4bDZT2W6nJKmrPdd7zLCVtd5nulKVlddLX5qW7Iat3HkAAAAAAFUjoIX9yRw9elSSFB4e7h0zDENhYWFauXKlt7C//PLL9c4776hv376KiYnRnDlzdOTIESUnJ0uSVq9erZiYGG9RL0k9e/aUYRj64osv1L9//xM+vycGSdq/f78kyeVyyeUK3n3aPbFVV4wdz26oLvZJuqN4jkY75vmd4yn6pxaP0y8LPlWzGydUSyy1VXXnCGeOHAU38hP8yFHwI0fBjxwFN/IT/OpKjioaf9AW9m3atFFiYqLGjh2rGTNmqEGDBpoyZYp+/vln7dy50ztvzpw5uuWWW9S4cWOFhIQoMjJS7777rs4991xJpffgx8fH+5w7JCREsbGx2rVr1wmf/8knn9TEiRPLjS9ZskSRkZF+viK4LF26tNrOnR72ngZa8094vKs913slf/5mp0IWL662WGqz6swRqgY5Cm7kJ/iRo+BHjoIfOQpu5Cf41fYcFRUVVWhe0Bb2DodDCxYs0ODBgxUbGyu73a6ePXuqd+/esqyylu9x48apoKBAy5YtU5MmTbRw4ULdfPPN+vzzz3XhhRee9vOPHTtWo0aN8j7ev3+/WrRooZSUFEVHR5/Ra6tOLpdLS5cu1TXXXCOHw1Etz7HTtVarvm2r1WY7dTZyfdrxj5XpSlWWcYtWXZtMO/4xaiJHODPkKLiRn+BHjoIfOQp+5Ci4kZ/gV1dy5OkcP5WgLewlqVOnTsrJyVFhYaGKi4sVFxenyy67zNtWv2XLFk2dOtXnPvyLL75Yn3/+uV588UVNnz5dCQkJ2r17t895S0pKlJ+fr4SEhBM+d1hYmMLCwsqNOxyOWvHBqM44fzcgQzfmdtcdR985YVGf7XaWFv0l4/TNz4vVpXXjaomlNqstn6X6jBwFN/IT/MhR8CNHwY8cBTfyE/xqe44qGnut2Me+UaNGiouL06ZNm7Ru3TrdeOONksraEgzD92XY7XaZpilJ6tKliwoKCvTVV195jy9fvlymaeqyyy6roVdQt9gNm6YkLDnhPfZSWTu+2zK0+8CRGowOAAAAAOqXgF6xP3jwoDZv3ux9vHXrVuXk5Cg2NlaJiYmaO3eu4uLilJiYqPXr12vEiBHq16+fUlJSJJXeh3/uuefq/vvv17PPPqvGjRtr4cKF3m3tJKlt27a69tpr9cc//lHTp0+Xy+XSsGHDdOutt7Ii/hlo3SRCq34qbcdPtX+mJGNPuTnbzSZKc6XrjYjQAEQIAAAAAPVDQK/Yr1u3Th07dlTHjh0lSaNGjVLHjh01fvx4SdLOnTs1aNAgtWnTRsOHD9egQYP01ltveb/e4XBo8eLFiouL0/XXX6+LLrpI//rXv/T666+rT58+3nlZWVlq06aNrr76avXp00dXXHGFXn755Zp9sXVM836TdJ8xQZL8FvWSNNedrCxHhlovvqXmAgMAAACAeiagV+yTk5N9FsI73vDhwzV8+PCTnuO8887T/PknXqFdkmJjYzV79uzTihH+2Q2bJsV8qAGF5dvxLUuy2eRt1c85dJHojQAAAACA6lEr7rFHcGoZG6FV7rbKdKWqwCzbAtBmkw6bpYs8bDebqP/BMSouMQMVJgAAAADUaRT2OG3t057S7a5x6mzkKsYoUolZtqVdhOFSgRmpbsUv6E1HhvZN7RnASAEAAACg7qKwx2kLDTG0MOopdbXnqsCMVIhRdluFZUkxRpFyQoeoqz1XeQddAYwUAAAAAOouCnuckaZRDmW7nepQ/Eq5dnyXaSjGKFK220k7PgAAAABUEwp7nJHGw5YpzZWuFaHDFWMUyWWWfqQsS3IYpgrMSK0xncpyTNaGrDEBjhYAAAAA6h4Ke5wRTzt+orFXUmkxL5Vesfe04492zNPl9u+0Nf9IIEMFAAAAgDqJwh5nLL5BiLLdTmW6Un3GbWVr6SnTlaqJhX3lNk+8vSEAAAAAoPIo7HHGtvSdozRXujobuX6PbzPj9A/3AO0/UqK1W/NrODoAAAAAqNtCAh0Aar/8omJlOTJKV8e3IhWtIhm/Xa03LZuSjD36LHSEfrGa6Ky1PaTWTwY2YAAAAACoQ7hijzMW3zBcdpupbWacYmxlRb0kGTZLBWakkow9utz+nX49zMr4AAAAAFCVKOxxxi5tFasRYRma5+7u93iMUSSp9D77UXkp3GcPAAAAAFWIwh5nzG7Y9HyzpRrtmCdJKrAi/c7rbOQqs+gx7Vg4vibDAwAAAIA6jXvsUSXOirBrlbutLNnU1e67iF6JZWiHFesd/2TvFWoRiCABAAAAoA7iij2qxK+XPqzbXeOU5kpXttvpcyzEZnr3uc90pWp0Xi/a8QEAAACgilDYo0pc2ipWZ0U69KB9Qbkr9h7Zbqc6G7l6yZXOtncAAAAAUEVoxUeVsBs2TUlYouQd87xjpiWfFfI9BX+226m9B47UdIgAAAAAUCdxxR5VpnWTCK1yt1WmK1XbzDifot5ju9lEaa50xUaE1nyAAAAAAFAHUdijyjTvN0n3GRMkSUnGHr9z5rqTleXIUOvFt9RcYAAAAABQh9GKjypjN2yaFPOhBhSWteNblmSzlf3t2RIv59BFah6oQAEAAACgDuGKPapUy9iydvwCM1K239rxbTbpsOmQVNqO3//gGBWXmAGMFAAAAADqBgp7VKn2aU/pdtc4dTZyFWMUqcQsu9E+wnCpwIxUt+IX9KYjQ/um9gxgpAAAAABQN1DYo0qFhhhaGPWUutpzVWBGKsQo26/esqQYo0g5oUPU1Z6rvIOuAEYKAAAAAHUDhT2qXNMoh7LdTnUofkUFZqR33GaTXKahGKNI2W4n7fgAAAAAUAUo7FHlGg9bpjRXulaEDleMUSSXWfYxcximCsxIrTGdynJM1oasMQGMFAAAAABqPwp7VDlPO36isVdSaTHv4WnHH+2Yp8vt32lr/pFAhQkAAAAAdQKFPapFfIMQZbudynSl+ozbytbSU6YrVRML+8ptWgIAAAAAnB4Ke1SLLX3nKM2Vrpvsn/o9vs2MkyRNdz+uHQvH11xgAAAAAFDHUNijWuQXFSvLkeFtxz+WadmUZOzxtuNv3ns4ABECAAAAQN1AYY9qEd8wXHabqWy3U9lup88xw1bWep/pStXovF604wMAAADAaaKwR7W4tFWsHgiZrDWmU13tuX7neAr+qcXjaMcHAAAAgNMUEugAUDfZDZumJCxR8o55J5zT1Z7rLfo/2XuFWtRUcAAAAABQh3DFHtWmdZMIrXK3VaYrtVw7/rFoxwcAAACA00dhj2rTvN8kDXVMkqSTtuN3NnL1kitda7fm12R4AAAAAFAn0IqPauOvHd+yfPey9xT82W6n9h44UtMhAgAAAECtxxV7VKtj2/G3mXE+Rb3HdrOJ0lzpio0IrfkAAQAAAKCWo7BHtWreb5LuMyZIkpKMPX7nzHUnK8uRodaLb6m5wAAAAACgjqAVH9XKbtg0KeZDDSgsvzq+py1/tKP0WM6hi9S8pgMEAAAAgFqOK/aodi1jy9rxC8xI77jNJh02HZJK2/H7Hxyj4hIzUGECAAAAQK1EYY9q1z7tKd3uGqfORq5ijCKVmGU32kcYLhWYkepW/ILedGRo39SeAYwUAAAAAGofCntUu9AQQwujnlJXe64KzEiFGGX71VuWFGMUKSd0iLrac5V30BXASAEAAACg9qGwR41oGuVQttupDsWvlGvHd5mGYowiZbudtOMDAAAAQCVR2KNGNB62TGmudGU5MhRjFMl9TDu+wzBVYEYqzZVOOz4AAAAAVBKFPWrE8e34dtrxAQAAAKBKUNijxtCODwAAAABVj8IeNcbTjr8idLjP6viWVdaOv8Z0KssxWRuyxgQ4WgAAAACoHSjsUWM87fiJxl5J8q6Ob7OVteOPdszT5fbvtDX/SCBDBQAAAIBag8IeNSq+QYiy3U5lulJ9xm1la+kp05WqiYV95TYtAQAAAABO7rQK+5KSEi1btkwzZszQgQMHJEk7duzQwYMHqzQ41D1b+s5RmitdN9k/9Xt8mxknSZruflw7Fo6vucAAAAAAoJYKqewXbNu2Tddee622b9+uo0eP6pprrlHDhg319NNP6+jRo5o+fXp1xIk6Ir+oWFmODG87/rFMy6YkY49GG/MkSZ/svUItajpAAAAAAKhlKn3FfsSIEbrkkkv066+/KiIiwjvev39/ffzxx1UaHOqe+IbhsttMZbudynY7fY4ZtrLW+0xXqkbn9aIdHwAAAABOodKF/eeff6709HSFhob6jLds2VK//PJLlQWGuunSVrF6IGSy1phOdbXn+p2T7Xaqs5Grl1zpWrs1v4YjBAAAAIDapdKFvWmacrvd5cZ//vlnNWzYsFLnWrFiha6//no1b95cNptNCxcu9Dmel5enu+++W82bN1dkZKSuvfZabdq0qdx5Vq9erauuukoNGjRQdHS0unXrpsOHD3uP5+fnKy0tTdHR0YqJidHgwYNZDyBA7IZNUxKWaLRjnnfMOu6ifFd7rrrac+W2DO0+wOr4AAAAAHAylS7sU1JS9Pzzz3sf22w2HTx4UI8//rj69OlTqXMdOnRIF198sV588cVyxyzLUr9+/fTDDz/ovffe0zfffKOkpCT17NlThw4d8s5bvXq1rr32WqWkpGjt2rX68ssvNWzYMBlG2UtLS0vTxo0btXTpUi1atEgrVqzQfffdV9mXjirSukmEVrnbKtOVqm1mnM+K+B7bzSZKc6UrNiK0/EEAAAAAgFelF8979tlnde2118rpdOrIkSO6/fbbtWnTJjVp0kRvvfVWpc7Vu3dv9e7d2++xTZs2ac2aNdqwYYPatWsnSZo2bZoSEhL01ltvaciQIZKkhx56SMOHD9eYMWO8X3vBBRd4//u7777TRx99pC+//FKXXHKJJOkf//iH+vTpo2effVbNmzf3+/xHjx7V0aNHvY/3798vSXK5XHK5XJV6nTXJE1swxxjXd5x651yuezRPScYev3PmupMlSRt3FKjzOTE1F1wNqA05qu/IUXAjP8GPHAU/chT8yFFwIz/Br67kqKLx2yzr+EboUyspKdE777yjb7/9VgcPHtTvf/97paWl+SymV1k2m03vvvuu+vXrJ0lav369LrroIm3evFmtW7f2zmvRooWuvvpqzZo1S7t371bTpk31wgsv6K233tKWLVvUpk0bPfHEE7riiiskSa+99ppGjx6tX3/91Sf+8PBwzZ07V/379/cbz4QJEzRx4sRy47Nnz1ZkZORpv06UKvy/93Sne76k0qvznlXyLatsT/ttZpyKHI31v4v+GqgwAQAAACBgioqKdPvtt6uwsFDR0dEnnFepK/Yul0tt2rTRokWLlJaWprS0tDMO9ETatGmjxMREjR07VjNmzFCDBg00ZcoU/fzzz9q5c6ck6YcffpBUWoQ/++yz6tChg/71r3/p6quv1oYNG3Teeedp165dio+P9zl3SEiIYmNjtWvXrhM+/9ixYzVq1Cjv4/3796tFixZKSUk56RsaaC6XS0uXLtU111wjh8MR6HBO6P9+/VyrtrTV72x7fa7a22ylBX0jHVKSsUfr7c0qfYtHsKstOarPyFFwIz/BjxwFP3IU/MhRcCM/wa+u5MjTOX4qlSrsHQ6HjhypmcXMHA6HFixYoMGDBys2NlZ2u109e/ZU79695WkyME1TknT//ffrnnvukSR17NhRH3/8sV577TU9+eSTp/38YWFhCgsL8xtXbfhgBHucF97xjM5P/7eyHBlKkm87vqfQz3Y7NejAGP3XZldoSKWXgwh6wZ4jkKNgR36CHzkKfuQo+JGj4EZ+gl9tz1FFY690tTR06FA9/fTTKikpqXRQldWpUyfl5OSooKBAO3fu1EcffaR9+/bpnHPOkSQ1a9ZMkuR0+u6H3rZtW23fvl2SlJCQoN27d/scLykpUX5+vhISEqr9NcC/0BBDi6KfVld7rgqtCO03w/3OeyMkQ/um9qzh6AAAAACg9qj04nlffvmlPv74Yy1ZskQXXnihGjRo4HN8wYIFVRacR6NGjSSVLqi3bt06TZ48WZLUsmVLNW/eXN9//73P/P/973/eRfm6dOmigoICffXVV+rUqZMkafny5TJNU5dddlmVx4qKa+CwKftw6S9lutpzvffXW5a0ynSqve1HNTKKlHPwIjULcKwAAAAAEKwqXdjHxMRo4MCBVfLkBw8e1ObNm72Pt27dqpycHMXGxioxMVFz585VXFycEhMTtX79eo0YMUL9+vVTSkqKpNIF9x555BE9/vjjuvjii9WhQwe9/vrr+u9//6t580r3SW/btq2uvfZa/fGPf9T06dPlcrk0bNgw3XrrrSdcER81Y3nnmZr84XeSpBzbEMUYRZJKi/t2vxX12W6n7jgyRt+XmHWyHR8AAAAAzlSlC/uZM2dW2ZOvW7dOPXr08D72LFZ31113adasWdq5c6dGjRqlvLw8NWvWTHfeeafGjRvnc46RI0fqyJEjeuihh5Sfn6+LL75YS5cu9VlJPysrS8OGDdPVV18twzA0cOBAvfDCC1X2OnB6BnVpqckffqcsR4ZijCKVmDaFGKXrJ8QYRSowI5XmSleWI0P7pmaq2cjlAY4YAAAAAIJPpQv7qpScnKyT7bY3fPhwDR8+/JTnGTNmjM8+9seLjY3V7NmzTytGVJ/QEEMLo55Sh5JcFZiR3iv2Umk7foxRpJzQ0iv5tOMDAAAAgH+VLuxbtWolm2ejcT88W9ABFdE0yqHsfU6ludK9RbxU2o7vMg3F0I4PAAAAACdV6cJ+5MiRPo9dLpe++eYbffTRR3rkkUeqKi7UE42HLVOX9H9rRehwxRhFcpmGHEbpNoYOw1SBGak1plNZjsnakPWZfn/XMwGOGAAAAACCS6UL+xEjRvgdf/HFF7Vu3bozDgj1i6cdP7FkryR5i3qprB1/tFG6EOL8/Ev1+4BECQAAAADBq8r6mnv37q358+dX1elQj8Q3CFG226lMV6rP+LF3fGS6UjWxsK/c5onXZAAAAACA+qjKCvt58+YpNja2qk6HemRL3zlKc6XrJvunfo9vM+MkSdPdj2vHwvE1FxgAAAAA1AKVbsXv2LGjz+J5lmVp165d2rNnj1566aUqDQ71Q35RsbIcGUo09pY7Zlo2JRl7vO34n+y9Qi1qOkAAAAAACGKVLuxvvPFGn8LeMAzFxcUpOTlZbdq0qdLgUD/ENwyXzWYq2+2UJHW153qPGbay1vtMV6qy8nrpS9OS3TjxzgwAAAAAUJ9UurCfMGFCNYSB+uzSVrG6JGSy7jj6jkY75vmdk+12qrORq66udK3d+nt1ad24hqMEAAAAgOBU6Xvs7Xa7du/eXW583759stvtVRIU6he7YdOUhCU+Rf3xa+R1teeqqz1XbsvQ7gNHajhCAAAAAAhelS7sLcv/quRHjx5VaGjoGQeE+ql1kwitcrdVpitV28w4+eu03242UZorXbERfM4AAAAAwKPCrfgvvPCCJMlms+mVV15RVFSU95jb7daKFSu4xx6nrXm/Ser9bVfdY85VkrHH75y57mRlOTLUanGEdMHyGo4QAAAAAIJThQv7KVOmSCq9Yj99+nSftvvQ0FC1bNlS06dPr/oIUS/YDZsmxXyoAYVl7fiWVbqXvedvT6t+zqGL1DxQgQIAAABAkKlwYb9161ZJUo8ePbRgwQKdddZZ1RYU6qeWsRFald9Wq812GmxfrBijSFJpUX/YdCjCcGm72UT9D47R9yWmQkMqfScJAAAAANQ5la6MPvnkE4p6VIv2aU/pdtc4dTZyFWMUqcQs+3hGGC4VmJHqVvyC3nRkaN/UngGMFAAAAACCR6W3u5Okn3/+We+//762b9+u4uJin2PPPfdclQSG+ic0xNDCqKfUoSRXBWak94q9VNqOH2MUKSd0SOnfBy9SswDGCgAAAADBotKF/ccff6wbbrhB55xzjv773/+qffv2+vHHH2VZln7/+99XR4yoR5pGOZS9z6k0V7q3iJdK2/FdpqEYo0jZbqfuOEI7PgAAAABIp9GKP3bsWD388MNav369wsPDNX/+fP3000/q3r27brrppuqIEfVI42HLlOZKV5Yj47d2/LJ97xyGqQIzUmmudNrxAQAAAOA3lS7sv/vuO915552SpJCQEB0+fFhRUVGaNGmSnn766SoPEPWLpx2/q720HT/EsLzHjm3H72rPVd5BVwAjBQAAAIDgUOnCvkGDBt776ps1a6YtW7Z4j+3du7fqIkO91TTKoWy3Ux2KX1GBGekdP74dv//BMSouMQMYKQAAAAAEXqUL+86dO2vlypWSpD59+mj06NF64okndO+996pz585VHiDqH087/orQ4YoxiuQ6ZnV8Tzv+GtOpLMdkbcgaE8BIAQAAACDwKr143nPPPaeDBw9KkiZOnKiDBw/qnXfe0XnnnceK+KgSnnb8xJLSDhCHUXZV3tOOP9qYJ0man3+pWLIRAAAAQH1WqcLe7Xbr559/1kUXXSSptC1/+vTp1RIY6rf4BiHKzndqjenUaMc877itbC09ZbpS9XphX/UzLdkNm5+zAAAAAEDdV6lWfLvdrpSUFP3666/VFQ8gSdrSd47SXOm6yf6p3+PbzDhJ0nT349qxcHzNBQYAAAAAQabS99i3b99eP/zwQ3XEAnjlFxUry5GhRKP8goymZVOSsUejHfN0uf07bd57OAARAgAAAEBwqHRhn5GRoYcffliLFi3Szp07tX//fp8/QFWIbxguu81UttupbLfT55hhK9sCL9OVqtF5veQ2reNPAQAAAAD1QqUXz+vTp48k6YYbbpDtmBueLcuSzWaT2+2uuuhQb13aKlaXhEzWHUff8bnH/liegn9q8TjtWLhCLQZMrskQAQAAACAoVLqw/+STT6ojDsCH3bBpSsISJe/wX9RLUld7rrracyVJn+y9Qi1qKjgAAAAACCKVLuy7d+9eHXEA5bRuEqFVP7XVarOdOhtlRfzxMl2pysrrpS9ZHR8AAABAPVTpe+wl6fPPP9cdd9yhyy+/XL/88osk6Y033tDKlSurNDjUb837TdJQxyRJOmFRn+12qrORq5dc6Vq7Nb8mwwMAAACAoFDpwn7+/Pnq1auXIiIi9PXXX+vo0aOSpMLCQv3tb3+r8gBRf3na8U90j71U1o7vtgztPnCkBqMDAAAAgOBwWqviT58+Xf/85z/lcDi84127dtXXX39dpcEBrZtEaJW7rTJdqd6964+33WyiNFe6YiNCazg6AAAAAAi8Shf233//vbp161ZuvFGjRiooKKiKmACv5v0m6T5jgiQpydjjd85cd7KyHBlqvfiWmgsMAAAAAIJEpQv7hIQEbd68udz4ypUrdc4551RJUICH3bBpUsyHftvxrd+2rh/tmKeu9lztPuSq4egAAAAAIPAqXdj/8Y9/1IgRI/TFF1/IZrNpx44dysrK0sMPP6wHHnigOmJEPdcytqwdv8CM9I7bbNJhs/R2kO1mE/U/OEbFJWagwgQAAACAgKj0dndjxoyRaZq6+uqrVVRUpG7duiksLEwPP/ywHnzwweqIEfVc+7SndH76v5XlyFCMUaQS06YQo/RyfYThUoEZqW7FLyjLkaF9UzPVbOTyAEcMAAAAADWn0oW9zWbTY489pkceeUSbN2/WwYMH5XQ6FRUVVR3xAQoNMbQw6il1KMlVgRmpGKPIe8yypBijSDmhQ0r/PniRmgUwVgAAAACoaae1j70khYaGqmHDhmrWrBlFPapd0yiHst1OdSh+pVw7vss0FGMUKdvtpB0fAAAAQL1T6cK+pKRE48aNU6NGjdSyZUu1bNlSjRo1Unp6ulwuFi9D9Wg8bJnSXOnedvwjZmmziWVJDsNUgRmpNFe6LElvrP4xoLECAAAAQE2qdCv+gw8+qAULFuiZZ55Rly5dJEmrV6/WhAkTtG/fPk2bNq3KgwR82vGtSK2z2qinvpbNVtaO/1noCP1iNdHRjV2kK6cEOmQAAAAAqBGVLuxnz56tt99+W7179/aOXXTRRWrRooVuu+02CntUm6ZRDm3Lj1OSsUc97V97xz2r4ycZe5SkPfrI3SWAUQIAAABAzap0K35YWJhatmxZbrxVq1YKDQ2tipgAv2L+vFTdi/+ubWacz/h+M1wRRultIJmuVE0ovE5u0wpEiAAAAABQ4ypd2A8bNkyTJ0/W0aNHvWNHjx7VE088oWHDhlVpcMCxcn4qUJYjQ0nGHh2xyppNoo0j3v9OtX+m5w4/ph0LxwciRAAAAACocZVuxf/mm2/08ccf6+yzz9bFF18sSfr2229VXFysq6++WgMGDPDOXbBgQdVFinpv94Ejamoztc0sbcc/VrEVop3WWd52/E/2XqEWAYoTAAAAAGpSpQv7mJgYDRw40GesRQtKKFS/+IbhurW49Ep8liNDXe253mOhthIl2UqL/UxXqrLyeulL05LdsAUkVgAAAACoKZUu7GfOnFkdcQCndGmrWJ0V6dAdR9/xKeqPle12SpKmFo/TjoUr1GLA5JoMEQAAAABqXKULeyBQ7IZNUxKWKHnHvBPO6WrP9Rb9tOMDAAAAqA8qvXjevn37NHToUDmdTjVp0kSxsbE+f4Dq1LpJhFa52yrTleq9Ou9PpitVo/N6sTo+AAAAgDqv0lfsBw0apM2bN2vw4MFq2rSpbDbuYUbNad5vkm7YcOUp2/E7G7nq6krX2q2/V5fWjWs4SgAAAACoOZUu7D///HOtXLnSuyI+UJP8teOblnTsGnmegj/b7dTeA0eOPwUAAAAA1CmVbsVv06aNDh8+XB2xABVybDv+NjNO/ha+3242UZorXbERoTUfIAAAAADUoEoX9i+99JIee+wxffbZZ9q3b5/279/v86cyVqxYoeuvv17NmzeXzWbTwoULfY7n5eXp7rvvVvPmzRUZGalrr71WmzZt8nsuy7LUu3dvv+fZvn27+vbtq8jISMXHx+uRRx5RSUlJpWJF8Gjeb5LuMyZIUrn97D3mupOV5chQ68W31FxgAAAAABAAp7WP/f79+3XVVVf5jFuWJZvNJrfbXeFzHTp0SBdffLHuvfdeDRgwoNz5+vXrJ4fDoffee0/R0dF67rnn1LNnT+Xm5qpBgwY+859//nm/9/u73W717dtXCQkJWrVqlXbu3Kk777xTDodDf/vb3yrxyhEs7IZNk2I+1IDCsnZ8y5JstrK/RztKj+UcukjNAxUoAAAAANSAShf2aWlpcjgcmj179hkvnte7d2/17t3b77FNmzZpzZo12rBhg9q1aydJmjZtmhISEvTWW29pyJAh3rk5OTnKzMzUunXr1KxZM5/zLFmyRLm5uVq2bJmaNm2qDh06aPLkyfrLX/6iCRMmKDSUVu3aqGVshFblt9Vqs50G2xcrxiiSVFrUHzYdijBc2m42Uf+DY/R9ianQkEo3pwAAAABArVDpwn7Dhg365ptvdMEFF1RHPF5Hjx6VJIWHh3vHDMNQWFiYVq5c6S3si4qKdPvtt+vFF19UQkJCufOsXr1aF154oZo2beod69Wrlx544AFt3LhRHTt2POHze2KQ5L3NwOVyyeVynfkLrCae2II5xqpwwc2T1W7iMmU5MhRjFKnEtCnEKN3aLsJwqcCMVLfiF5TlyNDefzyruGFLAhxxmfqSo9qMHAU38hP8yFHwI0fBjxwFN/IT/OpKjioaf6UL+0suuUQ//fRTtRf2bdq0UWJiosaOHasZM2aoQYMGmjJlin7++Wft3LnTO++hhx7S5ZdfrhtvvNHveXbt2uVT1EvyPt61a9cJn//JJ5/UxIkTy40vWbJEkZGRp/OSatTSpUsDHUK1mxf+lC5RrgrMSO8Ve6m0HT/GKFJO6BDFGEVaV+jUl4sXBzBS/+pDjmo7chTcyE/wI0fBjxwFP3IU3MhP8KvtOSoqKjr1JJ1GYf/ggw9qxIgReuSRR3ThhRfK4XD4HL/ooosqe0q/HA6HFixYoMGDBys2NlZ2u109e/ZU7969ZVmlV2bff/99LV++XN98802VPOexxo4dq1GjRnkf79+/Xy1atFBKSoqio6Or/Pmqisvl0tKlS3XNNdeUy01ds+eH55Wd71SaK91bxEul7fgu01CMUaRst1N3uNK1IaVn0LTj16cc1VbkKLiRn+BHjoIfOQp+5Ci4kZ/gV1dyVNEF6itd2N9yS+kq4/fee693zGazndbieafSqVMn5eTkqLCwUMXFxYqLi9Nll12mSy65RJK0fPlybdmyRTExMT5fN3DgQF155ZX69NNPlZCQoLVr1/ocz8vLkyS/rfseYWFhCgsLKzfucDhqxQejtsR5Jpo8+LEuT/+3VoQOV4xRJJdpyGGYkiSHYarAjNQa06ksx2R9P+cz/f6uZwIcsa/6kKPajhwFN/IT/MhR8CNHwY8cBTfyE/xqe44qGnulC/utW7dWOpgz1ahRI0mlC+qtW7dOkydPliSNGTPGZxE9Sbrwwgs1ZcoUXX/99ZKkLl266IknntDu3bsVHx8vqbQdIzo6Wk6nswZfBapaaIihhVFPKbFkryR5i3qprB1/tFG6Ov78/Ev1+4BECQAAAADVq9KFfVJSUpU9+cGDB7V582bv461btyonJ0exsbFKTEzU3LlzFRcXp8TERK1fv14jRoxQv379lJKSIqn0iru/q+6JiYlq1aqVJCklJUVOp1ODBg3SM888o127dik9PV1Dhw71e0UetUt8gxBl5zu1xnR6t7iTStvxPTJdqXq9sK/6mZbsxunv4gAAAAAAwei0bjp+44031LVrVzVv3lzbtm2TVLqP/HvvvVep86xbt04dO3b0rkw/atQodezYUePHj5ck7dy5U4MGDVKbNm00fPhwDRo0SG+99ValnsNut2vRokWy2+3q0qWL7rjjDt15552aNGlSpc6D4LSl7xyludJ1k/1Tv8e3mXGSpOnux7Vj4fiaCwwAAAAAakilr9hPmzZN48eP18iRI/XEE09476mPiYnR888/f8LV6f1JTk72LoTnz/DhwzV8+PBKxefvfElJSVochKui48zlFxUry5GhRGNvuWOmZVOSscfbjv/J3ivUoqYDBAAAAIBqVukr9v/4xz/0z3/+U4899pjsdrt3/JJLLtH69eurNDjgVOIbhstuM5Xtdirb7btmgmEr+yVPpitVo/N6yW2e+BdJAAAAAFAbVbqw37p1q7d1/lhhYWE6dOhQlQQFVNSlrWL1QMhkrTGd6mrP9TvHU/BPLR5HOz4AAACAOqfSrfitWrVSTk5OuUX0PvroI7Vt27bKAgMqwm7YNCVhiZJ3zDvhnK72XG/RTzs+AAAAgLqmwoX9pEmT9PDDD2vUqFEaOnSojhw5IsuytHbtWr311lt68skn9corr1RnrIBfrZtEaNVPbbXabKfORu4Jr9xnulKVlddLX7I6PgAAAIA6pMKF/cSJE/WnP/1JQ4YMUUREhNLT01VUVKTbb79dzZs319///nfdeuut1Rkr4FfzfpN0w4YrdcfRd07ajt/ZyFVXV7rWbv29urRuXMNRAgAAAED1qHBhf+xq82lpaUpLS1NRUZEOHjyo+Pj4agkOqAh/7fiW5buXvafgz3Y7tffAkZoOEQAAAACqTaUWz7PZfNuXIyMjKeoRFFo3idAqd1tlulK1zYyTzU+n/XazidJc6YqNCK35AAEAAACgmlRq8bzzzz+/XHF/vPz8/DMKCDgdzftNUu9vu+oec66SjD1+58x1JyvLkaFWiyOkC5bXcIQAAAAAUD0qVdhPnDhRjRo1qq5YgNNmN2yaFPOhBhSWXx3f05Y/2lF6LOfQRWpe0wECAAAAQDWpVGF/66230nqPoNUyNkKr8ktXxx9sX6wYo0hSaVF/2HQownBpu9lE/Q+O0fclpkJDKnUnCgAAAAAEpQpXNqdqwQcCrX3aU7rdNU6djVzFGEUqMcs+sxGGSwVmpLoVv6A3HRnaN7VnACMFAAAAgKpT4cL+2FXxgWAUGmJoYdRT6mrPVYEZqRCj7DNrWVKMUaSc0CHqas9V3kFXACMFAAAAgKpT4cLeNE3a8BH0mkY5lO12qkPxKyowI73jNpvkMg3FGEXKdjvV/+AYFZeYAYwUAAAAAKoGNxmjTmk8bJnSXOnKcmQoxiiS+5h2fIdhqsCMVJornXZ8AAAAAHUGhT3qlOPb8e204wMAAACo4yjsUefQjg8AAACgPqGwR53jacdfETrcZ3V8yyprx19jOpXlmKwNWWMCHC0AAAAAnBkKe9Q5nnb8RGOvJHlXx7fZytrxRzvm6XL7d9qafySQoQIAAADAGaOwR50U3yBE2W6nMl2pPuO2srX0lOlK1cTCvnKbbOUIAAAAoPaisEedtKXvHKW50nWT/VO/x7eZcZKk6e7HtWPh+JoLDAAAAACqGIU96qT8omJlOTK87fjHMi2bkow93nb8zXsPByBCAAAAAKgaFPaok+IbhstuM5Xtdirb7fQ5ZtjKWu8zXakandeLdnwAAAAAtRaFPeqkS1vF6oGQyVpjOtXVnut3TrbbqX+4Byj/ULHWbs2v4QgBAAAAoGqEBDoAoDrYDZumJCxR8o55kkrvqU+07fFZPK+rPVef2UZopxor78CCAEUKAAAAAGeGK/aos1o3idAqd1ttM+OUZPgW9ZJ02HQoydgjt2UovmF4YIIEAAAAgDNEYY86q3m/SRoZNknz3N39Ho8wXNpmxinNla4OLWJqNjgAAAAAqCIU9qiz7IZNk876t0Y7StvxD5uOcnOSjD36LHSECl66pqbDAwAAAIAqQWGPOi3MLm87foThkvXb4veWVboifoEZqSRjj/IOugIbKAAAAACcJgp71Gk/tHtQt7vGqXvx31VgRnrvs7fZpMH2xYoxipTtdqr/wTEqLjEDGywAAAAAnAYKe9Rpg7q0lCRlOTIUYxSpxCz7yMcYRSowI5XmStebjgztm9ozQFECAAAAwOmjsEedFhpiaGHUU+pqz1WBGakQo+yqvGWVFvc5oUPU1Z5LOz4AAACAWonCHnVe0yiHst1OdSh+RQVmpHfcZpNcpkE7PgAAAIBajcIedV7jYcuU5ko/ph2/bEN7h2HSjg8AAACgVqOwR51Xvh3f8h6jHR8AAABAbUdhj3qBdnwAAAAAdRWFPeoFTzv+itDhijGK5DpmdXxPO/4a06ksx2RtyBoTwEgBAAAAoHIo7FEveNrxE429kkqLeQ9PO/5oxzxdbv9OW/OPBCpMAAAAAKg0CnvUG/ENQpTtdirTleozbitbS0+ZrlRNLOwrt2kJAAAAAGoDCnvUG1v6zlGaK1032T/1e3ybGSdJmu5+XDsWjq+5wAAAAADgDFDYo97ILypWliPD245/LNOyKcnY423H37z3cAAiBAAAAIDKo7BHvRHfMFx2m6lst1PZbqfPMcNW1nqf6UrV6LxetOMDAAAAqBUo7FFvXNoqVg+ETNYa06mu9ly/c7LdTnU2cvWSK11rt+bXcIQAAAAAUHkhgQ4AqCl2w6YpCUuUvGOed8y0JOOYxfM8BX+226m9B1gdHwAAAEDw44o96pXWTSK0yt1Wma5UbTPjfIp6j+1mE6W50hUbEVrzAQIAAABAJVHYo15p3m+S7jMmSJKSjD1+58x1JyvLkaHWi2+pucAAAAAA4DTRio96xW7YNCnmQw0oLGvHt6zSvew9f492lB7LOXSRmgcqUAAAAACoIK7Yo95pGVvWjl9gRsr2Wzu+zSYdNh2SStvx+x8co+ISM4CRAgAAAMCpUdij3mmf9pRud41TZyNXMUaRSsyyb4MIw6UCM1Ldil/Qm44M7ZvaM4CRAgAAAMCpUdij3gkNMbQw6il1teeqwIxUiFF2Vd6ypBijSDmhQ9TVnqu8g64ARgoAAAAAp0Zhj3qpaZRD2W6nOhS/ogIz0jtus0ku01CMUaRst5N2fAAAAABBL6CF/YoVK3T99derefPmstlsWrhwoc/xvLw83X333WrevLkiIyN17bXXatOmTd7j+fn5evDBB3XBBRcoIiJCiYmJGj58uAoLC33Os337dvXt21eRkZGKj4/XI488opKSkpp4iQhSjYctU5orXVmOjN/a8cv2vXMYpgrMSKW50mnHBwAAABD0AlrYHzp0SBdffLFefPHFcscsy1K/fv30ww8/6L333tM333yjpKQk9ezZU4cOHZIk7dixQzt27NCzzz6rDRs2aNasWfroo480ePBg73ncbrf69u2r4uJirVq1Sq+//rpmzZql8ePH19jrRPAp345veY/Rjg8AAACgNgnodne9e/dW7969/R7btGmT1qxZow0bNqhdu3aSpGnTpikhIUFvvfWWhgwZovbt22v+/Pner2ndurWeeOIJ3XHHHSopKVFISIiWLFmi3NxcLVu2TE2bNlWHDh00efJk/eUvf9GECRMUGhpaI68VwadplEPZ+5xKc6UrJ3SIYowiSeXb8e84Mkbfl5gKDeHOFQAAAADBJ2j3sT969KgkKTw83DtmGIbCwsK0cuVKDRkyxO/XFRYWKjo6WiEhpS9t9erVuvDCC9W0aVPvnF69eumBBx7Qxo0b1bFjxxM+vycGSdq/f78kyeVyyeUK3iu4ntiCOcZgEX3/v5U2cZlWhA5XjFEkl2nI8dtCep52/DWmU1mOyVr/5ie6KO3JKnlechT8yFFwIz/BjxwFP3IU/MhRcCM/wa+u5Kii8QdtYd+mTRslJiZq7NixmjFjhho0aKApU6bo559/1s6dO/1+zd69ezV58mTdd9993rFdu3b5FPWSvI937dp1wud/8sknNXHixHLjS5YsUWRkpJ+vCC5Lly4NdAi1wrzwp5SovZLkLeqlsnb80cY8SdK/fnbq58WLq/S5yVHwI0fBjfwEP3IU/MhR8CNHwY38BL/anqOioqIKzQvawt7hcGjBggUaPHiwYmNjZbfb1bNnT/Xu3VuWZZWbv3//fvXt21dOp1MTJkw44+cfO3asRo0a5XP+Fi1aKCUlRdHR0Wd8/uricrm0dOlSXXPNNXI4HIEOJ+jt+eF5Zec7tcZ0arRjnnfcVraWnjJdqZqlm/XltT1kN2x+zlI55Cj4kaPgRn6CHzkKfuQo+JGj4EZ+gl9dyZGnc/xUgrawl6ROnTopJydHhYWFKi4uVlxcnC677DJdcsklPvMOHDiga6+9Vg0bNtS7777rk7iEhAStXbvWZ35eXp732ImEhYUpLCys3LjD4agVH4zaEmegbek7R4NeW6sVocP9Ht9mxkmSZrgf154PV6rFgMlV9tzkKPiRo+BGfoIfOQp+5Cj4kaPgRn6CX23PUUVjrxWrgTVq1EhxcXHatGmT1q1bpxtvvNF7bP/+/UpJSVFoaKjef/99n3vyJalLly5av369du/e7R1bunSpoqOj5XQ6a+w1IDjlFxUry5GhRGNvuWOmZVOSsUejHfN0uf07bd57OAARAgAAAMDJBfSK/cGDB7V582bv461btyonJ0exsbFKTEzU3LlzFRcXp8TERK1fv14jRoxQv379lJKSIqmsqC8qKtKbb76p/fv3e1sV4uLiZLfblZKSIqfTqUGDBumZZ57Rrl27lJ6erqFDh/q9Io/6Jb5huGw2U9nu0l/ydLXneo8ZtrJbPjJdqcrK66UvTatK2vEBAAAAoKoEtLBft26devTo4X3suaf9rrvu0qxZs7Rz506NGjVKeXl5atasme68806NGzfOO//rr7/WF198IUk699xzfc69detWtWzZUna7XYsWLdIDDzygLl26qEGDBrrrrrs0adKkGniFCHaXtorVJSGTdcfRd3zusT+Wp+ifWjxOOxauqNJ2fAAAAAA4UwEt7JOTk/0uhOcxfPhwDR/u/97niny9R1JSkhZX8YrmqBvshk1TEpYoeYf/ol4qvYrvuZL/yd4r1KKmggMAAACACqgV99gD1al1kwitcrdVpivVe3Xen0xXqkbn9ZLbPPUvkwAAAACgplDYo95r3m+ShjpKb8049h77Y2W7neps5OolV7rWbs2vyfAAAAAA4KSCers7oCZUtB1fKi3w9x44UlOhAQAAAMApccUekG87vmfv+uNtN5sozZWu2IjQGo4OAAAAAE6Mwh5QaTv+fcYESVKSscfvnLnuZGU5MtR68S01FxgAAAAAnAKt+IBK2/EnxXyoAYXl2/EtS7LZ5N0OL+fQRWpe0wECAAAAwAlwxR74TcvYsnb8AjPSO26zSYdNh6TSdvz+B8eouMQMVJgAAAAA4IPCHvhN+7SndLtrnDobuYoxilRi2rzHIgyXCsxIdSt+QW86MrRvas8ARgoAAAAAZSjsgd+EhhhaGPWUutpzVWBGKsQo26/esqQYo0g5oUPU1Z6rvIOuAEYKAAAAAGUo7IFjNI1yKNvtVIfiV8q147tMQzFGkbLdTtrxAQAAAAQNCnvgGI2HLVOaK11ZjgzFGEU6apauL2lZksMwVWBGKs2VLkvSG6t/DGisAAAAACBR2AM+fNrxrUhlW+0llV6x97TjfxY6QrMdk3XOxn8EOFoAAAAAoLAHymka5dA2M04xtiJdZc/xjntWx08y9uhy+3c66g5cjAAAAADgQWEPHCfmz0vVvfjv2mbG+YwXmhGKMEoXzct0pWpC4XVym5a/UwAAAABAjaGwB46T81OBshwZSjL26IgV4h1vZBz2/neq/TM9d/gx7Vg4PhAhAgAAAIAXhT1wnN0HjshuM7XNjFO4rcTnWLEVom1mnLcdf/Pewyc4CwAAAADUDAp74DjxDcN1a/F4dS/+u7LdTp9jobYSJRl7JJW244/O60U7PgAAAICAorAHjnNpq1idFenQg/YF6mrP9TvHU/BPLR5HOz4AAACAgAo59RSgfrEbNk1JWKLkHfNOOKerPddb9H+y9wq1qKngAAAAAOA4XLEH/GjdJEKr3G2V6Uot145/LNrxAQAAAAQahT3gR/N+kzTUMUmSTtqO39nI1UuudK3dml+T4QEAAACAF634gB/+2vFNSzJsZXM8BX+226m9B47UdIgAAAAAIIkr9sAJHduOv82M8ynqPbabTZTmSldsRGjNBwgAAAAAorAHTqh5v0m6z5ggSd4t7o43152sLEeGWi++peYCAwAAAIBj0IoPnIDdsGlSzIcaUFh+dXzLkmw2abSj9FjOoYvUvKYDBAAAAABxxR44qZaxZe34BWakd9xmkw6bDkml7fj9D45RcYkZqDABAAAA1GMU9sBJtE97Sre7xqmzkasYo0glZtmN9hGGSwVmpLoVv6A3HRnaN7VnACMFAAAAUF9R2AMnERpiaGHUU+pqz1WBGakQo2y/esuSYowi5YQOUVd7rvIOugIYKQAAAID6isIeOIWmUQ5lu53qUPxKuXZ8l2koxihStttJOz4AAACAgKCwB06h8bBlSnOla0XocMUYRXKZZd82DsNUgRmpNaZTWY7J2pA1JoCRAgAAAKiPKOyBU/C04ycaeyWVFvMennb80Y55utz+nbbmHwlUmAAAAADqKQp7oALiG4Qo2+1UpivVZ9xWtpaeMl2pmljYV27TEgAAAADUFAp7oAK29J2jNFe6brJ/6vf4NjNOkjTd/bh2LBxfc4EBAAAAqPco7IEKyC8qVpYjw9uOfyzTsinJ2ONtx9+893AAIgQAAABQX1HYAxUQ3zBcdpupbLdT2W6nzzHDVtZ6n+lK1ei8XrTjAwAAAKgxFPZABVzaKlYPhEzWGtOprvZcv3M8Bf/U4nG04wMAAACoMSGBDgCoDeyGTVMSlih5x7wTzulqz/UW/Z/svUItaio4AAAAAPUaV+yBCmrdJEKr3G2V6Uot145/LNrxAQAAANQkCnuggpr3m6ShjkmSdNJ2/M5Grl5ypWvt1vyaDA8AAABAPUUrPlBB/trxLct3L3tPwZ/tdmrvgSM1HSIAAACAeogr9kAlHNuOv82M8ynqPbabTZTmSldsRGjNBwgAAACg3qGwByqheb9Jus+YIElKMvb4nTPXnawsR4ZaL76l5gIDAAAAUG/Rig9Ugt2waVLMhxpQWH51fE9b/mhH6bGcQxepeU0HCAAAAKDe4Yo9UEktY8va8QvMSO+4zSYdNh2SStvx+x8co+ISM1BhAgAAAKgnKOyBSmqf9pRud41TZyNXMUaRSsyyG+0jDJcKzEh1K35BbzoytG9qzwBGCgAAAKA+oLAHKik0xNDCqKfU1Z6rAjNSIUbZfvWWJcUYRcoJHaKu9lzlHXQFMFIAAAAA9QGFPXAamkY5lO12qkPxK+Xa8V2moRijSNluJ+34AAAAAKodhT1wGhoPW6Y0V7pWhA5XjFEkl1n2reQwTBWYkVpjOpXlmKwNWWMCGCkAAACAuo7CHjgNnnb8RGOvpNJi3sPTjj/aMU+X27/T1vwjgQoTAAAAQD1AYQ+cpvgGIcp2O5XpSvUZt5WtpadMV6omFvaV27QEAAAAANWBwh44TVv6zlGaK1032T/1e3ybGSdJmu5+XDsWjq+5wAAAAADUKwEt7FesWKHrr79ezZs3l81m08KFC32O5+Xl6e6771bz5s0VGRmpa6+9Vps2bfKZc+TIEQ0dOlSNGzdWVFSUBg4cqLy8PJ8527dvV9++fRUZGan4+Hg98sgjKikpqe6Xhzouv6hYWY4Mbzv+sUzLpiRjj7cdf/PewwGIEAAAAEB9ENDC/tChQ7r44ov14osvljtmWZb69eunH374Qe+9956++eYbJSUlqWfPnjp06JB33kMPPaQPPvhAc+fO1WeffaYdO3ZowIAB3uNut1t9+/ZVcXGxVq1apddff12zZs3S+PFcQcWZiW8YLrvNVLbbqWy30+eYYStrvc90pWp0Xi/a8QEAAABUi5BAPnnv3r3Vu3dvv8c2bdqkNWvWaMOGDWrXrp0kadq0aUpISNBbb72lIUOGqLCwUK+++qpmz56tq666SpI0c+ZMtW3bVmvWrFHnzp21ZMkS5ebmatmyZWratKk6dOigyZMn6y9/+YsmTJig0NBQv89/9OhRHT161Pt4//79kiSXyyWXK3j3JvfEFswx1hUdz26oLvZJuqN4jkY75vmd4yn4pxaP0y8LPlWzGyeQo1qAHAU38hP8yFHwI0fBjxwFN/IT/OpKjioav82yrKC4jGiz2fTuu++qX79+kqT169froosu0ubNm9W6dWvvvBYtWujqq6/WrFmztHz5cl199dX69ddfFRMT452TlJSkkSNH6qGHHtL48eP1/vvvKycnx3t869atOuecc/T111+rY8eOfuOZMGGCJk6cWG589uzZioyM9PMVqI9KvntPA4/Mr9Dc+eEDFdL2xmqOCAAAAEBdUVRUpNtvv12FhYWKjo4+4byAXrE/mTZt2igxMVFjx47VjBkz1KBBA02ZMkU///yzdu7cKUnatWuXQkNDfYp6SWratKl27drlndO0adNyxz3HTmTs2LEaNWqU9/H+/fvVokULpaSknPQNDTSXy6WlS5fqmmuukcPhCHQ4dd5O11qt+ratVpvt1NnIVVd7rt95ma5UZRm3aNW1yTLdJeQoyPF9FNzIT/AjR8GPHAU/chTcyE/wqys58nSOn0rQFvYOh0MLFizQ4MGDFRsbK7vdrp49e6p3796qiSaDsLAwhYWF+Y2rNnwwakuctd3vBmToxtzuuuPoOycs6rPdTv3DPUAqcumbnw/oksTSXwyRo+BHjoIb+Ql+5Cj4kaPgR46CG/kJfrU9RxWNPai3u+vUqZNycnJUUFCgnTt36qOPPtK+fft0zjnnSJISEhJUXFysgoICn6/Ly8tTQkKCd87xq+R7HnvmAKfLbtg0JWGJ9x77bWacjv+9U1d7rj4LHaG3Qydp94EjAYgSAAAAQF0W1IW9R6NGjRQXF6dNmzZp3bp1uvHG0vuUO3XqJIfDoY8//tg79/vvv9f27dvVpUsXSVKXLl20fv167d692ztn6dKlio6OltPpu5I5cDpaN4nQKndbbTPjlGTskc3me/yw6VCSsUduy1B8w/DABAkAAACgzgpoK/7Bgwe1efNm7+OtW7cqJydHsbGxSkxM1Ny5cxUXF6fExEStX79eI0aMUL9+/ZSSkiKptOAfPHiwRo0apdjYWEVHR+vBBx9Uly5d1LlzZ0lSSkqKnE6nBg0apGeeeUa7du1Senq6hg4d6rfVHqis5v0maWDulbrl8DsabZRfHT/CcGmbGac0V7q+axEjyazxGAEAAADUXQEt7NetW6cePXp4H3sWq7vrrrs0a9Ys7dy5U6NGjVJeXp6aNWumO++8U+PGjfM5x5QpU2QYhgYOHKijR4+qV69eeumll7zH7Xa7Fi1apAceeEBdunRRgwYNdNddd2nSpEk18yJR59kNmyad9W9dW1Ja1B8xHQo3fLelSDL26LPQESp4KVFNhv4nEGECAAAAqKMCWtgnJyefdCG84cOHa/jw4Sc9R3h4uF588UW9+OKLJ5yTlJSkxYsXn3acwKmE2aVV7rb6nW2vkow9sizJZpMsS3quJFWD7YuVZOxRzsFmahLoYAEAAADUKUG7Kj5Qm/zQ7kFN/rGnJCkndIhijCJJpcX9YPtixRhFynY7dceRMdpQQis+AACof9xut1wu16kn1gIul0shISE6cuSI3G53oMOBH7UlRw6HQ3a7/YzPQ2EPVIFBXVpq8offKcuRoRijSCWmoRCjtICPMYpUYEYqzZWuLEeGCqc/K50zMrABAwAA1BDLsrRr165yO1nVZpZlKSEhQT/99JNsx6+cjKBQm3IUExOjhISEM4qTwh6oAqEhhhZGPaUOJbkqMCO9V+yl0nb8GKPIeyU/59CFAYwUAACgZnmK+vj4eEVGRgZ9kVURpmnq4MGDioqKkmHUio3G6p3akCPLslRUVOTdwa1Zs2anfS4Ke6CKNI1yKHufU2mu9HLt+C7TOKYdf6yeNUsCHC0AAED1c7vd3qK+cePGgQ6nypimqeLiYoWHhwdt0Vjf1ZYcRURESJJ2796t+Pj4027LD95XCNQyjYct87bbl7bjl/022mGY3nb8Nx0Zujj3bwGMFAAAoGZ47qmPjIwMcCRA8PJ8f5zJGhQU9kAV8bTjd7WXtuOHGGU7Phzbjt/VnqsCF996AACg/qgL7fdAdamK7w+qC6AKNY1yKNvtVIfiV1Rglv1m+vh2/NQjj6mY1fEBAAAAVAEKe6AKedrxV4QOV4xRJJdZ9i3macdfYzo125Gh/77zWAAjBQAAqF3cpqXVW/bpvZxftHrLPrlN69RfFARsNpsWLlwY6DCCwo8//iibzaacnJwaf+5Zs2YpJiamys736aefymazBc1uDxT2QBXytOMnGnsllRbzHp52/NGOebrc/p1+zD8aqDABAABqlY827NQVTy/Xbf9coxFv5+i2f67RFU8v10cbdlbbc959993q169ftZ3/dNRkMdmmTRuFhYVp165dp5x7sqL52F9stGjRQjt37lT79u1Pec6q/iXALbfcov/9739Vcq5gRGEPVLH4BiHKdjuV6Ur1GT/21plMV6om7L+u1vymGQAAIFA+2rBTD7z5tXYWHvEZ31V4RA+8+XW1Fve1VXFx8Rl9/cqVK3X48GGlpqbq9ddfr6KoJLvdroSEBIWE1OzmbC6XSxEREYqPj6/R561JFPZAFdvSd47SXOm6yf6p3+PbzDhJ0gz349qxcHzNBQYAABAELMtSUXFJhf4cOOLS4+9vlL9LIZ6xCe/n6sARV4XOZ1mnf1ElOTlZw4cP16OPPqomTZroggsu0MSJE33mbNq0Sd26dVN4eLicTqeWLl3qc9zfFfecnBzZbDb9+OOPkqRt27bp+uuv11lnnaUGDRqoXbt2Wrx4sX788Uf16NFDknTWWWfJZrPp7rvv9sY2bNgwjRw5Uk2aNFGvXr1077336rrrrvN5fpfLpfj4eL366qsnfa2vvvqqbr/9dg0aNEivvfbaabxb/h1/Ff7XX39VWlqa4uLiFBERofPOO08zZ86UJLVq1UqS1LFjR9lsNiUnJ0sq3cZu0qRJOvvssxUWFqYOHTroo48+Kvcc77zzjvr27avIyEhlZWX57Sr44IMP9Ic//EHh4eFq0qSJ+vfv7z32xhtv6JJLLlHDhg2VkJCg22+/3bvffDBiH3ugiuUXFSvLkeFtxz+WadmUZOzRaGOeJOmTvVeoRU0HCAAAEECHXW45x/+nSs5lSdq1/4gunLCkQvNzJ/VSZOjpl0Cvv/66Ro0apdWrV+uTTz7Rn//8Z11xxRW65pprZJqmBgwYoKZNm+qLL75QYWGhRo4cWennGDp0qIqLi7VixQo1aNBAubm5ioqKUosWLTR//nwNHDhQ33//vaKjo717oHtie+CBB5SdnS1J2rdvn7p166adO3eqWbNmkqRFixapqKhIt9xyywmf/8CBA5o7d66++OILtWnTRoWFhfr888915ZVXVvq1nMq4ceOUm5urf//732rSpIk2b96sw4cPS5LWrl2rSy+9VMuWLVO7du0UGhoqSfr73/+uzMxMzZgxQx07dtRrr72mG264QRs3btR5553nPfdf//pXTZo0SZdffrkiIyP1n//4fuY+/PBD9e///9u787ioqv9/4K87wy6MoyA7sogLoJjmkqmoSQK5o1Z+TNFCUyE1d8vcLTfK9FOmpuAn/Wlaan7MNHdNEftomImSC4glSWqACMgwc35/8OXKyKoCM+Dr+XjMQ+bcM/eee98euO+5557bH++//z7+85//IC8vD3v27JGXazQazJ8/H02bNkVaWhomTpyI4cOH69UxJkzsiSqZvY0FJEmHE1pfAEBHZYK8TCE9/JY4SjMQm24F4WedgFLBR8AQERERGTt/f3/Mnj0bOp0ODg4OWL9+PQ4ePIiXX34ZBw4cwKVLl7Bv3z44OzsDAD788EOEhIQ81jZSUlIwYMAAtGjRAgDg5eUlL6tfvz4AwN7evtjV58aNG2PJkiV6ZU2bNsVXX32FqVOnAgCio6MxaNAgWFtbl7r9LVu2oHHjxvDz8wMAvP7661i3bl25iX1GRkaZ6y1JSkoKWrVqhTZt2gAAPDw85GUNGhSMcrW1tYWjo6NcvmzZMkybNg2vv/46AGDx4sU4fPgwli9fjs8++0yuN378ePTu3RsqlQoKRfGB6gsXLsTrr7+uN+qiZcuW8s9vvvmm/LOXlxdWrFiBtm3bIisr67H3szowsSeqZO0866ONyXy88eBrTDL9psQ6J7S+eEGRgI6amTid1BodGtlWcyuJiIiIDMPSVImEeUEVqns66S6GR/9cbr2YEW3RzrN+hbb9NPz9/fXeOzo6ysOzL168CDc3NzmpB4AOHTo89jbGjRuHMWPG4Mcff0RgYCAGDBhQbLslef7554uVhYeHY82aNZg6dSpu3bqFH374AYcOHSpzPevXr8cbb7whv3/jjTfQpUsXrFy5EjY2NqV+zsbGBmfPni1WXvQq+qPGjBmDAQMG4OzZs+jRowf69euHF198sdT6mZmZuHnzJjp27KhX3rFjR5w7d06vrKTjUVR8fDxGjhxZ6vIzZ85gzpw5OHfuHP755x/odAWTYqekpMDX17fMdRsC77EnqmRKhYRPHH/US+ofnSOvozIBHZUJ0AoF0u7lgoiIiOhZIUkSrMxMKvTq3LgBnOpaoLSxjRIAp7oW6Ny4QYXWJ0lPN0rS1NS02L4UJnwVUXjluOi9/hqNRq9OeHg4rl27hqFDh+L8+fNo06YNVq5cWe6669SpU6xs2LBhuHbtGmJjY7Fx40Z4enqWeeU9ISEBp06dwtSpU2FiYgITExO88MILyM7OxpYtW8rdN29v72KvsoSEhOD69et49913cfPmTXTv3h2TJ08ud18roqTjUVTR2xgedf/+fQQFBUGlUmHTpk34+eefsWPHDgBPPzFhVWFiT1QFGtlZ4qTWB1Gagbiua4CSRtqn6OwwRDMT9S3Nqr+BRERERDWAUiFhdu+Cq6OPnk4Vvp/d29cobmv08fHBjRs3kJr6cJb+U6dO6dUpHF5etE5Jj3Nzc3PD6NGjsX37dkyaNAlr164FAPk+c61WW6E22draol+/foiOjkZMTAxGjBhRZv1169YhICAA586dQ3x8vPyaOHFiuRPuPakGDRogLCwMGzduxPLly7FmzRoAJe+rSqWCs7OzPI9AoRMnTjz2VXR/f38cPHiwxGWXLl3CnTt3sGjRInTu3BnNmjUz6onzACb2RFXCud88jFLMAQC4K/4usc42bVdsMl2ARntKn7yEiIiI6FkX3NwJq95oDce6FnrljnUtsOqN1ghu7mSglukLDAxEkyZNEBYWhnPnzuH48eN4//339ep4e3vDzc0Nc+bMweXLl/H9998jKipKr86ECROwb98+JCUl4ezZszh8+DB8fHwAAO7u7pAkCbt378bff/+NrKysctsVHh6ODRs24OLFiwgLCyu1nkajwVdffYXBgwejefPmeq/w8HDExcXhwoULT3BkSjdr1ix89913uHLlCi5cuIDdu3fL+2pvbw9LS0vs3bsXt27dQkZGBgBgypQpWLx4Mb7++mskJiZi+vTpiI+Px/jx4x9r27Nnz8bmzZsxe/ZsXLx4EefPn8fixYsBAA0bNoSZmRlWrlyJa9euYdeuXZg/f36l7ntlY2JPVAWUCgnz1N+XeI994cirSabfoKMyAWn3NcXqEBEREdFDwc2d8NO0l7B55Av49PXnsHnkC/hp2ktGk9QDBUPRd+zYgZycHLRr1w7h4eFYuHChXh1TU1Ns3rwZly5dgr+/PxYvXowFCxbo1dFqtYiIiICPjw+Cg4PRpEkTfP755wAAFxcXzJ07F9OnT4eDgwMiIyPLbVdgYCCcnJwQFBSkd///o3bt2oU7d+7oPfKtkI+PD3x8fCr9qr2ZmRlmzJgBf39/BAQEQKlUykP+TUxMsGLFCqxevRrOzs7o27cvgII5CCZOnIhJkyahRYsW2Lt3L3bt2lXmvfwl6dq1K7Zt24Zdu3bhueeew0svvYTTp08DKBhFEBMTg23btsHX1xeLFi3CsmXLKnXfK5sknuZhjs+QzMxM1K1bFxkZGVCpVIZuTqk0Gg327NmDV155pdg9QFS9zm6YitwrxxCr88Nbyj1QK7LlZTk6U1gqNEjR2aFL3gokLgiBmQm/ZzMW7EfGjfExfoyR8WOMjF9tiVFubi6SkpLg6ekJCwuL8j9QQ+h0OmRmZpY647oxycrKgouLC6KjoxEaGmro5lSbmhSjsvpJRfNQ495Dohqs+ZBF+JfmA7ygSIBakY183cPuZqnQIF1nhYC8FdhougB3/h1owJYSERERUW2j0+mQlpaG+fPnQ61Wo0+fPoZuElUhPu6OqIqYmSiw03oRnstPQLrOSu+KvRCAWpGNeLPwgn+z/GE8A8mIiIiIqKZLSUmBp6cnXF1dERMTAxMTpn61Ga/YE1UhB2tTnND64rm8L5Gus5LLJQnQ6BRQK7JxQuuL/lnTkZdf8UelEBERERGVxcPDA0II3LhxA927dzd0c6iKMbEnqkK2kQcwRDMTm0wX/N9w/IePYjFV6JCus8IQzUwOxyciIiIioifGxJ6oChUOx++oLBiOb6J4OFdl0eH4HZUJuJXF2fGJiIiIiOjxMbEnqmIcjk9ERERERFWJiT1RFSscjn/MbJze7PhCPByOf0rni02m8/HbpukGbi0REREREdU0TOyJqljhcPyGitsAABNFwVV5SXo4HH+S6Td4UXkRSXdzDdlUIiIiIiKqgZjYE1UD+zomOKH1RZRmoF659HAuPURpBmJuRk9odQJEREREREQVxcSeqBpc7bkVQzQzMUh5pMTl13UNAABfaGfj5s5Z1dcwIiIiIqpSkiRh586dhm6G0TDU8Thy5AgkSUJ6enqlrC85ORmSJCE+Pr5S1ve0mNgTVYO72XnYZLpAHo5flE5IcFf8LQ/Hv3I7xwAtJCIiIjJShz8Cji4pednRJQXLq8Dw4cPRr1+/Kln3k6rs5LS09Re+LC0t4efnhzVr1jxxuzw8PLB8+XL5fWpqKkJCQirUnsr8EuDFF19Eamoq6tatWynrMzZM7Imqgb2NBZSSDie0vjih9dVbppAeDr2P0gzEpFtBHI5PREREVEihBA4vLJ7cH11SUK5QGqZdRiwvL++pPp+YmIjU1FQkJCTg7bffxpgxY3Dw4MFKaZujoyPMzc0rZV0VpdFoYGZmBkdHR0hF74WtRZjYE1WDdp71McZkPk7pfNFRmVBinRNaX7ygSMDnmpk4nXS3mltIREREVE2EAPLuV/zVIQIImFKQxB9aUFB2aEHB+4ApBcsrui7x5BdPunbtinHjxmHq1Kmws7ND06ZNMXfuXL06ly9fRkBAACwsLODr64v9+/frLS/pynZ8fDwkSUJycjIA4Pr16+jduzfq1auHOnXqwM/PD3v27EFycjK6desGAKhXrx4kScLw4cPltkVGRmLChAmws7NDUFAQ3nzzTfTq1Utv+xqNBvb29li3bl2Z+2pvbw9HR0d4enpi3Lhx8PT0xNmzZ5/gqBVX9Cp8Xl4eIiMj4eTkBAsLC7i7u+OjjwpGYHh4eAAA+vfvD0mS5PcAsGrVKjRq1AhmZmZo2rQpvvrqq2LbWLVqFQYPHgwbGxssXLiwxGN/4sQJdO3aFVZWVqhXrx6CgoLwzz//AAD27t2LTp06Qa1Ww9bWFr169cLVq1cr5RhUBRNDN4DoWaBUSPjE8Ud0vfmNXCaE/uR5hQn/Ca0vbt/j7PhERERUS2mygQ+dn+yzx5YWvEp7X573bgJmdZ5s2wA2bNiAiRMnIjY2FocPH8bYsWPRqVMnvPzyy9DpdAgNDYWDgwPi4uKQkZGBCRMmPPY2IiIikJeXh2PHjqFOnTpISEiAtbU13Nzc8O2332LAgAFITEyESqWCpaWlXtvGjBmDEydOAADu3LmDgIAApKamwsnJCQCwe/duZGdn47XXXqtQW4QQ2LdvH1JSUtC+ffvH3pfyrFixArt27cLWrVvRsGFD3LhxAzdu3AAA/Pzzz7C3t0d0dDSCg4OhVBaMzNixYwfGjx+P5cuXIzAwELt378aIESPg6uoqf/EBAPPmzcOsWbOwcuVKmJmZ4dq1a3rbjo+PR/fu3fHmm2/i008/hYmJCQ4fPgytVgsAuH//PiZOnAh/f39kZWVh1qxZ6N+/P+Lj46FQGN/1cSb2RNWkkZ0lTt7wQazODwOVR+Gu+LtYnRSdHYZoZuIrSzMDtJCIiIiIyuLv74/Zs2dDp9PBwcEB69evx8GDB/Hyyy/jwIEDuHTpEvbt2wdn54IvLj788MMK309eKCUlBQMGDECLFi0AAF5eXvKy+vXrAyi4oq5Wq/U+17hxYyxZon+7QuHV7KlTpwIAoqOjMWjQIFhbW5fZBldXVwDAgwcPoNPpMG/ePAQEBJTb9sLPFZWdnV1q/ZSUFDRu3BidOnWCJElwd3eXlzVoUDC5tFqthqOjo1y+bNkyDB8+HGPHjgUATJw4EadOncKyZcv0EvvBgwdjyJAhUKlUUCgUxRL7JUuWoE2bNvj888/lMj8/P/nnAQMG6NVfv349GjRogISEBDRv3rzM42AITOyJqolzv3kIOdcRI3TbSkzqAWCbtis2mS6A5x5LoOmham4hERERUTUwtSq4cv64fvqk4Oq80gzQ5hUMw+/07uNv+yn4+/vrvXd0dERaWhoA4OLFi3Bzc5OTegDo0KHDY29j3LhxGDNmDH788UcEBgZiwIABxbZbkueff75YWXh4ONasWYOpU6fi1q1b+OGHH3DoUPnnmMePH4eNjQ0ePHiA06dPIzIyEvXr18eYMWMq9LmiunbtWmr94cOH4+WXX0bTpk0RHByMXr16oUePHmVu4+LFixg1apReWceOHfHpp5/qlZV0PIqKj4/HoEGDSl1++fJlzJo1C3Fxcbh9+zZ0Oh2Agi8jjDGxN74xBES1lFIhYZ76e0wy/abYssLbvSaZfoOOygSk3ddUc+uIiIiIqokkFQyHf5xX7GcFSX2394EP/i7499jSgvLHWc9TTpxmamr6yK5IcsJXEYVDuEWRe/01Gv3zvvDwcFy7dg1Dhw7F+fPn0aZNG6xcubLcddepU/wWg2HDhuHatWuIjY3Fxo0b4enpic6dO5e7Lk9PT3h7e8PPzw8jRozA0KFDsXDhwgp/rujLxKT0a8mtW7dGUlIS5s+fj5ycHLz66qsYOHBgudupiJKOR1FFb2MoSe/evXH37l2sXbsWcXFxiIuLA/D0ExNWFSb2RNXIo74lTmp9EKUZiHTdw2+MJQnI0RX8oUjR2aF/1nTk5Vf8jwQRERFRrVU4+32394EuBUPK0WVqwfuSZss3EB8fH9y4cQOpqaly2alTp/TqFA4vL1qnpOegu7m5YfTo0di+fTsmTZqEtWvXAgDMzApu1yy8D7w8tra26NevH6KjoxETE4MRI0Y81j4VUiqVyMmpmkcyq1QqvPbaa1i7di2+/vprfPvtt7h7t2AiaVNT02L76uPjI88jUOjEiRPw9dV/8lR5/P39S53p/86dO0hMTMTMmTPRvXt3+Pj4yJPqGSsOxSeqRs2HLEKTmT9gk+kCqBXZyNdJMFEUfGNrqdAgXWeFgLwV2GS6AHf+HQWnCRyOT0RERM84nVY/qS9U+F5XsSS3qgUGBqJJkyYICwvD0qVLkZmZiffff1+vjre3N9zc3DBnzhwsXLgQv//+O6KiovTqTJgwASEhIWjSpAn++ecfHD58GD4+PgAAd3d3SJKE3bt345VXXoGlpWW598uHh4ejV69e0Gq1CAsLq9C+pKWlITc3Vx6K/9VXX1XalfSiPv74Yzg5OaFVq1ZQKBTYtm0bHB0d5fkDPDw8cPDgQXTs2BHm5uaoV68epkyZgldffRWtWrVCYGAg/vvf/2L79u04cODAY217xowZaNGiBcaOHYvRo0fDzMwMhw8fxqBBg1C/fn3Y2tpizZo1cHJyQkpKCqZPn17p+1+ZeMWeqBqZmSiw03oROioTkK6zkpN6oGA4vlqRjXizcHRUJuBWFofjExEREaHbjOJJfaEuUwuWGwGFQoEdO3YgJycH7dq1Q3h4eLHh66ampti8eTMuXboEf39/LF68GAsWLNCro9VqERERAR8fHwQHB6NJkybyBG8uLi6YO3cupk+fDgcHB0RGRpbbrsDAQDg5OSEoKEjv/v+yNG3aFE5OTvD29sa0adPw9ttvV+h2gMdlY2MjT2LXtm1bJCcnY8+ePfItC1FRUdi/fz/c3NzQqlUrAEC/fv3w6aefYtmyZfDz88Pq1asRHR1d5r38JWnSpAl+/PFHnDt3Du3atUOHDh3w3XffwcTEBAqFAlu2bMGZM2fQvHlzvPvuu1i69DGevmAAkhBP8TDHZ0hmZibq1q2LjIwMqFQqQzenVBqNBnv27MErr7xS7B4gMg43P+mGpLu5GKKZiXizcKgVD2cK1egUMFXocELrizc0M5G4IARmJvz+rbqxHxk3xsf4MUbGjzEyfrUlRrm5uUhKSoKnpycsLCwM3ZxKo9PpkJmZKc+4bsyysrLg4uKC6OhohIaGGro51aYmxaisflLRPNS495CoFqo7ei+GaN6Xh+Nn6x4+2s5UoUO6zgpDNDMhAHwVm2ywdhIRERFRzaXT6ZCWlob58+dDrVajT58+hm4SVSHeY09UzcxMFPjGYiHaIAEZwhJ/CHv44TqAh8PxN5kWDMlyPmUGdD5qyOYSERERUQ2UkpICT09PuLq6IiYmpszZ6anmY3SJDEBtqsOJ3IKZOzsqE+RySQLSdVZoLiWjriIbv2laGqqJRERERFSDeXh4gHddPzs4FJ/IAM75vochmpnFyjN0llArslFXkY0TWl/0uTeNj70jIiIiIqIyMbEnMgATBfBf1eKC2fGFFf7R1QEA1FU8fD6oq/Q3NprMx2+bjPvRGkREREREZFhM7IkMxNpUwnVdA6ilbNRT3JfLhQCu6xrAXfE3XlReRNLdXAO2koiIiIiIjB0TeyID2dd2LbrkfYoozUC9ckkC3BV/AwCiNAMxN6MntDreH0VERERERCVjYk9kIE0dbAAAg5RHSlx+XdcAAPCFdjZu7pxVTa0iIiIiIqKahok9kYH8k63BJtMFaKi4XWyZTkhwV/yNSabf4EXlRVy5nVPCGoiIiIiIiJjYExmMvY05lJIOJ7S+OKH11VumkB4OvY/SDMSkW0Ecjk9ERETPNq0WOHIE2Ly54F+t1tAtqhBJkrBz505DN6PWiImJgVqtlt/PmTMHzz333FOtszLWYWgGTeyPHTuG3r17w9nZucT/8FlZWYiMjISrqyssLS3h6+uLL774Qq/OX3/9haFDh8LR0RF16tRB69at8e233+rVuXv3LoYMGQKVSgW1Wo233noLWVlZVb17RGVq414PY0zm45TOV+9Z9kUVJvz/zvuAw/GJiIjo2bV9O+DhAXTrBvzrXwX/engUlFeR4cOHo1+/flW2/idx5MgRSJKE9PT0Kt9Ws2bNYG5ujr/++qvcujExMZAkCZIkQaFQwNXVFSNGjEBaWlqVt3Py5Mk4ePBgheuXlHc+7jqMkUET+/v376Nly5b47LPPSlw+ceJE7N27Fxs3bsTFixcxYcIEREZGYteuXXKdYcOGITExEbt27cL58+cRGhqKV199Fb/88otcZ8iQIbhw4QL279+P3bt349ixYxg1alSV7x9RWZQKCZ84/ohJpt+UWqejMoHD8YmIiOjZtn07MHAg8Mcf+uV//llQXoXJfU2Vl5f3VJ//6aefkJOTg4EDB2LDhg0V+oxKpUJqair++OMPrF27Fj/88AOGDh1aYl2tVgudTvdUbSxkbW0NW1tbg6/D0Aya2IeEhGDBggXo379/ictPnjyJsLAwdO3aFR4eHhg1ahRatmyJ06dP69V555130K5dO3h5eWHmzJlQq9U4c+YMAODixYvYu3cvvvzyS7Rv3x6dOnXCypUrsWXLFty8ebNa9pOoNI3sLHFS64MozcBiw/GL4nB8IiIieiZptcD48QXPA35UYdmECdUyLL9r164YN24cpk6dCjs7OzRt2hRz587Vq3P58mUEBATAwsICvr6+2L9/v97ykq64x8fHQ5IkJCcnAwCuX7+O3r17o169eqhTpw78/PywZ88eJCcno1u3bgCAevXqQZIkDB8+XG5bZGQkJkyYADs7OwQFBeHNN99Er1699Lav0Whgb2+PdevWlbmv69atw7/+9S8MHToU69evr9DxkSQJjo6OcHZ2RkhICMaNG4cDBw4gJydHHj6/a9cu+Pr6wtzcHCkpKXjw4AEmT54MFxcX1KlTB+3bt8eRI0f01hsTE4OGDRvCysoK/fv3x507d/SWlzSMfv369WjRogUcHBzg4uKCyMhIAICHhwcAoH///pAkSX7/6Dp0Oh3mzZsHV1dXmJub47nnnsPevXvl5cnJyZAkCdu3b0e3bt1gZWWFli1bIjY2Vq5TWhyrikmVrbkSvPjii9i1axfefPNNODs748iRI/j999/xySef6NX5+uuv0bNnT6jVamzduhW5ubno2rUrACA2NhZqtRpt2rSRPxMYGAiFQoG4uLhSv1R48OABHjx4IL/PzMwEUNAZNBpNFext5ShsmzG38VlXNEYNen6APuc74Y28rWUOx1+pDQXu5yH2Shrae9avzuY+k9iPjBvjY/wYI+PHGBm/2hIjjUYDIQR0Ot2TXaE9ehSKR6/UFyUEcOMGdEePAv93/l9ZhBBy2wtt2LAB7777Lk6ePIkjR45g7NixePHFF/Hyyy9Dp9MhNDQUDg4OiI2NRUZGBiZOnAgA8v4XruvRn4uWjR07Fnl5eThy5Ajq1KmDhIQEWFlZwcXFBdu2bcOgQYNw8eJFqFQqWFpayp/fsGEDRo8ejePHjwMA7ty5g65du+LPP/+Ek5MTAGDXrl3Izs7GoEGDSo3HvXv3sG3bNsTGxqJZs2bIyMjA0aNH0blz51KP1aP7AgAWFhbQ6XTIy8uDTqdDdnY2Fi9ejDVr1sDW1hZ2dnaIiIjAxYsX8f/+3/+Ds7Mzdu7cieDgYJw7dw6NGzdGXFwc3nrrLXz44Yfo27cv9u3bhzlz5uhtS/zfFzyF71etWoXJkyfjww8/ROfOnZGfn4/Y2FjodDrExcXB0dER69atQ3BwMJRKJXQ6XbF1LF++HFFRUVi1ahVatWqF6Oho9OnTB+fPn0fjxo3leu+//z6WLFmCxo0bY+bMmRg8eDB+//13mJiYlBrHko57YRs0Gg2USqXesor+DjDqxH7lypUYNWoUXF1dYWJiAoVCgbVr1yIgIECus3XrVrz22muwtbWFiYkJrKyssGPHDnh7ewMouAff3t5eb70mJiaoX79+mfeLfPTRR8W+gQOAH3/8EVZWVpW0h1Xn0W8HyfgUxmim+XcYIArmhYjSDMR4k+0wkR52+I7KBLyj246V2lD8eDwOdy7yqn11YT8yboyP8WOMjB9jZPxqeoxMTEzg6OiIrKysJxoebnrtGupUoF7OtWvQtG79+A0sg0ajQX5+vnyBLz8/H76+vpgwYQIA4PXXX5eHnLdv3x6HDh3CpUuXsHXrVjmRfu+99zBo0CDk5OQgMzMT2dnZAAqSZ4WiYPD0/fv3ARTML5aZmYnk5GT06dMH7u7uACDnPvfv34eFhQUAwNLSUs5JMjMzkZ+fDy8vL7z//vty+52cnNC4cWN8+eWXGD9+PADgyy+/RN++faHT6eT9etSGDRvg5eUFNzc33L9/H/3798fq1avRsmXLUo9Vbm4uhBDyOq9evSonxUII5ObmQqPRYNGiRWjevDkAICkpCTExMTh//rx8vEaOHInvv/8eq1evxqxZsxAVFYXu3bvj7bffBgCEhYXh6NGjOHjwoLytBw8eQKvVyu8XLlyIiIgIjBgxQm5fs2bNkJmZCXNzcwCAubm53vF7dB3Lli3DuHHj8Morr8hxPHjwIJYuXYply5bJ87WNHTtW/sJj8uTJ6NChA+Lj49GkSZNS41jScc/Ly0NOTg6OHTuG/Px8vWWF/2fKY/SJ/alTp7Br1y64u7vj2LFjiIiIgLOzMwIDAwEAH3zwAdLT03HgwAHY2dlh586dePXVV3H8+HG0aNHiibc9Y8YM+Rs2oCAAbm5u6NGjB1Qq1VPvW1XRaDTYv38/Xn75ZZiamhq6OVSCR2OUqjmNk+d8EKvzAwC9pB4AUnR2UP5fWY/O7XnFvhqwHxk3xsf4MUbGjzEyfrUlRrm5ubhx4wasra3lpPSxeHlVqJqllxcsK/kc3dTUFCYmJvK5v4mJCfz9/aFSqSCEwL179+Di4oKMjAyoVCqkpKTAzc0NTZs2ldfRvXv3gvZZWkKlUsnJpI2NjbzeOnUKvrqwtraGSqXC+PHjERERgWPHjqF79+4IDQ2Fv78/AJT4+cK2tW3btlieMnLkSKxduxYffPABbt26hQMHDuDAgQNl5jNbtmzBsGHD5DojRoxAt27dsGrVKtjY2JT4GQsLC2RmZsLV1RU6nQ65ubno1KkT1qxZA5VKBQsLC5iZmeHFF1+EJEkACoaza7VatG3bVm9dDx48gL29PVQqFa5evYp+/frptTcgIACHDh2Sy8zNzaFUKqFSqZCWlobU1FSEhITAxsYG9+7dg42NjbzNQoXxKFR0HZmZmUhNTcVLL72kV6dz58749ddfoVKpYG1tDQBo166dXKdx48YAChLx8uL4qNzcXFhaWsq3cRRV2hcwjzLaxD4nJwfvvfceduzYgZ49ewIA/P39ER8fj2XLliEwMBBXr17Fv//9b/z222/w8ytIilq2bInjx4/js88+wxdffAFHR8diszHm5+fj7t27cHR0LHX75ubm8jc6RZmamtaIX641pZ3PssIYuYQuwKu/d8Og+5vlifSiNAMBAJNMv0FDxW1otQo41bVAB297KBVSWaulSsR+ZNwYH+PHGBk/xsj41fQYabVaeab0wivUj6VLF8DVtWCivJLus5ckwNUVii5dgCdZfxmKzvJeyMzMDAqFQh5OLUkShBBQKBRy8li0fuHPhftvYmIif65wmfb/5gcorDNq1CiEhITg+++/x48//ohFixYhKioK77zzTrH1FWVtbV2sLCwsDDNmzEBcXBxOnjwJT09PdOnSpdR9TkhIwKlTp3D69GlMnz5dLtdqtdi6dStGjhxZ4ucUCgVsbGxw9uxZKBQKODk5wdLSUm+5paWl3jDz7OxsKJVKnDlzptjw86L78mgMHj3ORd8XfklSNB6Pfr5weWnrLO0Yl1TH3Nxc/rnoPpQXx5KOnyRJJfb3ivZ/o32OfeG97I8GofA+CODhsISy6nTo0AHp6enyZHoAcOjQIeh0OrRv374qd4GoQpQKCV95H9VL6ldqQ7FSG6qX4P+n0REm9URERPRsUSqBTz8t+PmRq67y++XLC+oZmI+PD27cuIHU1FS57NSpU3p1GjRoAAB6deLj44uty83NDaNHj8b27dsxadIkrF27FkDBFwvAwy8DymNra4t+/fohOjoaMTExesPTS7Ju3ToEBATg3LlziI+Pl18TJ04sd8I9hUIBb29veHl56SX1pWnVqhW0Wi3S0tLg7e2t9yq8AOvj44O4uDi9zz16TIuysbGBh4dHmY+uMzU1LfP4qVQqODs748SJE3rlJ06cgK9v6ZNdl6S0OFYFg16xz8rKwpUrV+T3SUlJiI+PR/369dGwYUN06dIFU6ZMgaWlJdzd3XH06FH85z//wccffwyg4F4Jb29vvP3221i2bBlsbW2xc+dO+bF2QMF/huDgYIwcORJffPEFNBoNIiMj8frrr8PZ2dkg+030qMYNrHDHrh223PHESm1fuXylNhSWZkq8ZpuExg2Mf24HIiIiokoXGgp8803B7PhFJ9JzdS1I6kNDDda0ogIDA9GkSROEhYVh6dKlyMzM1LvnHQC8vb3h5uaGOXPmYOHChfj9998RFRWlV2fChAkICQlBkyZN8M8//+Dw4cPw8fEBALi7u0OSJOzevRuvvPIKLC0t5WHhpQkPD0evXr2g1WoRFhZWaj2NRoOvvvoK8+bNk++DL7qOjz/+GBcuXJBHSj+tJk2aYMiQIRg2bBiioqLQqlUr/P333zh48CD8/f3Rs2dPjBs3Dh07dsSyZcvkyfOKzk5fkjlz5mD06NFo0KABOnXqBCEEYmNj5SvlhYl/x44dYW5ujnr16hVbx5QpUzB79mw0atQIzz33HKKjoxEfH49NmzZVeP/KimNVMGhi/7///U9+ZAMA+Z72sLAwxMTEYMuWLZgxYwaGDBmCu3fvwt3dHQsXLsTo0aMBFHzbsmfPHkyfPh29e/dGVlYWvL29sWHDBnmiAwDYtGkTIiMj0b17dygUCgwYMAArVqyo3p0lKku3GbDtNgOjdQLPXb2D2Gu3AUjo0MgWL3i9wiv1RERE9GwLDQX69gWOHwdSUwEnJ6BzZ6O4Ul9IoVBgx44deOutt9CuXTt4eHhgxYoVCA4OluuYmppi8+bNGDNmDPz9/dG2bVssWLAAgwYNkutotVpERETgjz/+gEqlQnBwsPxUMBcXF8ydOxfTp0/HiBEjMGzYMMTExJTZrsDAQDg5OcHPz6/MC5u7du3CnTt3SnxqmI+PD3x8fLBu3Tr5ImtliI6OxoIFCzBp0iT8+eefsLOzwwsvvCA/pu+FF17A2rVrMXv2bMyaNQuBgYGYOXMm5s+fX+o6w8LCkJubi08++QRTpkyBnZ0dBg4cKC+PiorCxIkTsXbtWri4uMiPGSxq3LhxyMjIwKRJk5CWlgZfX1/s2rVLvo++IsqKY1WQhCjpZhV6VGZmJurWrStPjmGsNBoN9uzZg1deeaVG349VmzFGxo8xMm6Mj/FjjIwfY2T8akuMcnNzkZSUBE9PzyebPM9IFc4qr1KpnmzugGqUlZUFFxcXREdHI9RIRjdUh5oUo7L6SUXzUKOdPI+IiIiIiIiejE6nw+3btxEVFQW1Wo0+ffoYuklUhZjYExERERER1TIpKSnw9PSEq6srYmJi5Bn5qXZidImIiIiIiGoZDw8P8K7rZ4dx32xARERERERERGViYk9ERERERFWKV46JSlcZ/YOJPRERERERVYnCGf2zs7MN3BIi41XYP57mCRi8x56IiIiIiKqEUqmEWq1GWloaAMDKygqSJBm4VU9Pp9MhLy8Pubm5Rv8otWdVTYiREALZ2dlIS0uDWq2GUql84nUxsSciIiIioirj6OgIAHJyXxsIIZCTkwNLS8ta8UVFbVSTYqRWq+V+8qSY2BMRERERUZWRJAlOTk6wt7eHRqMxdHMqhUajwbFjxxAQEPBUw6ep6tSUGJmamj7VlfpCTOyJiIiIiKjKKZXKSklgjIFSqUR+fj4sLCyMOml8lj1rMTLOmw2IiIiIiIiIqEKY2BMRERERERHVYEzsiYiIiIiIiGow3mNfQUIIAEBmZqaBW1I2jUaD7OxsZGZmPhP3ktREjJHxY4yMG+Nj/Bgj48cYGT/GyLgxPsavtsSoMP8szEdLw8S+gu7duwcAcHNzM3BLiIiIiIiI6Fly79491K1bt9Tlkigv9ScAgE6nw82bN2FjY2PUz0HMzMyEm5sbbty4AZVKZejmUAkYI+PHGBk3xsf4MUbGjzEyfoyRcWN8jF9tiZEQAvfu3YOzszMUitLvpOcV+wpSKBRwdXU1dDMqTKVS1ej/wM8Cxsj4MUbGjfExfoyR8WOMjB9jZNwYH+NXG2JU1pX6Qpw8j4iIiIiIiKgGY2JPREREREREVIMxsa9lzM3NMXv2bJibmxu6KVQKxsj4MUbGjfExfoyR8WOMjB9jZNwYH+P3rMWIk+cRERERERER1WC8Yk9ERERERERUgzGxJyIiIiIiIqrBmNgTERERERER1WBM7ImIiIiIiIhqMCb2tchnn30GDw8PWFhYoH379jh9+rShm/TM+Oijj9C2bVvY2NjA3t4e/fr1Q2Jiol6drl27QpIkvdfo0aP16qSkpKBnz56wsrKCvb09pkyZgvz8/OrclVppzpw5xY59s2bN5OW5ubmIiIiAra0trK2tMWDAANy6dUtvHYxN1fLw8CgWI0mSEBERAYD9xxCOHTuG3r17w9nZGZIkYefOnXrLhRCYNWsWnJycYGlpicDAQFy+fFmvzt27dzFkyBCoVCqo1Wq89dZbyMrK0qvz66+/onPnzrCwsICbmxuWLFlS1btWa5QVI41Gg2nTpqFFixaoU6cOnJ2dMWzYMNy8eVNvHSX1vUWLFunVYYyeXHn9aPjw4cWOf3BwsF4d9qOqU158Svq7JEkSli5dKtdhH6paFTnHrqzzuCNHjqB169YwNzeHt7c3YmJiqnr3KhUT+1ri66+/xsSJEzF79mycPXsWLVu2RFBQENLS0gzdtGfC0aNHERERgVOnTmH//v3QaDTo0aMH7t+/r1dv5MiRSE1NlV9Ff7FrtVr07NkTeXl5OHnyJDZs2ICYmBjMmjWrunenVvLz89M79j/99JO87N1338V///tfbNu2DUePHsXNmzcRGhoqL2dsqt7PP/+sF5/9+/cDAAYNGiTXYf+pXvfv30fLli3x2Weflbh8yZIlWLFiBb744gvExcWhTp06CAoKQm5urlxnyJAhuHDhAvbv34/du3fj2LFjGDVqlLw8MzMTPXr0gLu7O86cOYOlS5dizpw5WLNmTZXvX21QVoyys7Nx9uxZfPDBBzh79iy2b9+OxMRE9OnTp1jdefPm6fWtd955R17GGD2d8voRAAQHB+sd/82bN+stZz+qOuXFp2hcUlNTsX79ekiShAEDBujVYx+qOhU5x66M87ikpCT07NkT3bp1Q3x8PCZMmIDw8HDs27evWvf3qQiqFdq1ayciIiLk91qtVjg7O4uPPvrIgK16dqWlpQkA4ujRo3JZly5dxPjx40v9zJ49e4RCoRB//fWXXLZq1SqhUqnEgwcPqrK5td7s2bNFy5YtS1yWnp4uTE1NxbZt2+SyixcvCgAiNjZWCMHYGML48eNFo0aNhE6nE0Kw/xgaALFjxw75vU6nE46OjmLp0qVyWXp6ujA3NxebN28WQgiRkJAgAIiff/5ZrvPDDz8ISZLEn3/+KYQQ4vPPPxf16tXTi9G0adNE06ZNq3iPap9HY1SS06dPCwDi+vXrcpm7u7v45JNPSv0MY1R5SopRWFiY6Nu3b6mfYT+qPhXpQ3379hUvvfSSXhn7UPV69By7ss7jpk6dKvz8/PS29dprr4mgoKCq3qVKwyv2tUBeXh7OnDmDwMBAuUyhUCAwMBCxsbEGbNmzKyMjAwBQv359vfJNmzbBzs4OzZs3x4wZM5CdnS0vi42NRYsWLeDg4CCXBQUFITMzExcuXKiehtdily9fhrOzM7y8vDBkyBCkpKQAAM6cOQONRqPXf5o1a4aGDRvK/YexqV55eXnYuHEj3nzzTUiSJJez/xiPpKQk/PXXX3r9pm7dumjfvr1ev1Gr1WjTpo1cJzAwEAqFAnFxcXKdgIAAmJmZyXWCgoKQmJiIf/75p5r25tmRkZEBSZKgVqv1yhctWgRbW1u0atUKS5cu1RueyhhVvSNHjsDe3h5NmzbFmDFjcOfOHXkZ+5HxuHXrFr7//nu89dZbxZaxD1WfR8+xK+s8LjY2Vm8dhXVqUi5lYugG0NO7ffs2tFqt3n9WAHBwcMClS5cM1Kpnl06nw4QJE9CxY0c0b95cLv/Xv/4Fd3d3ODs749dff8W0adOQmJiI7du3AwD++uuvEmNYuIyeXPv27RETE4OmTZsiNTUVc+fORefOnfHbb7/hr7/+gpmZWbETXQcHB/m4MzbVa+fOnUhPT8fw4cPlMvYf41J4TEs65kX7jb29vd5yExMT1K9fX6+Op6dnsXUULqtXr16VtP9ZlJubi2nTpmHw4MFQqVRy+bhx49C6dWvUr18fJ0+exIwZM5CamoqPP/4YAGNU1YKDgxEaGgpPT09cvXoV7733HkJCQhAbGwulUsl+ZEQ2bNgAGxsbvSHeAPtQdSrpHLuyzuNKq5OZmYmcnBxYWlpWxS5VKib2RJUsIiICv/32m9493AD07odr0aIFnJyc0L17d1y9ehWNGjWq7mY+U0JCQuSf/f390b59e7i7u2Pr1q014hf1s2bdunUICQmBs7OzXMb+Q/TkNBoNXn31VQghsGrVKr1lEydOlH/29/eHmZkZ3n77bXz00UcwNzev7qY+c15//XX55xYtWsDf3x+NGjXCkSNH0L17dwO2jB61fv16DBkyBBYWFnrl7EPVp7RzbCrAofi1gJ2dHZRKZbHZH2/dugVHR0cDterZFBkZid27d+Pw4cNwdXUts2779u0BAFeuXAEAODo6lhjDwmVUedRqNZo0aYIrV67A0dEReXl5SE9P16tTtP8wNtXn+vXrOHDgAMLDw8usx/5jWIXHtKy/O46OjsUmcM3Pz8fdu3fZt6pRYVJ//fp17N+/X+9qfUnat2+P/Px8JCcnA2CMqpuXlxfs7Oz0frexHxne8ePHkZiYWO7fJoB9qKqUdo5dWedxpdVRqVQ15iIQE/tawMzMDM8//zwOHjwol+l0Ohw8eBAdOnQwYMueHUIIREZGYseOHTh06FCxIVcliY+PBwA4OTkBADp06IDz58/r/QEvPAnz9fWtknY/q7KysnD16lU4OTnh+eefh6mpqV7/SUxMREpKitx/GJvqEx0dDXt7e/Ts2bPMeuw/huXp6QlHR0e9fpOZmYm4uDi9fpOeno4zZ87IdQ4dOgSdTid/MdOhQwccO3YMGo1GrrN//340bdqUw1MrQWFSf/nyZRw4cAC2trblfiY+Ph4KhUIe/s0YVa8//vgDd+7c0fvdxn5keOvWrcPzzz+Pli1blluXfahylXeOXVnncR06dNBbR2GdGpVLGXjyPqokW7ZsEebm5iImJkYkJCSIUaNGCbVarTf7I1WdMWPGiLp164ojR46I1NRU+ZWdnS2EEOLKlSti3rx54n//+59ISkoS3333nfDy8hIBAQHyOvLz80Xz5s1Fjx49RHx8vNi7d69o0KCBmDFjhqF2q9aYNGmSOHLkiEhKShInTpwQgYGBws7OTqSlpQkhhBg9erRo2LChOHTokPjf//4nOnToIDp06CB/nrGpHlqtVjRs2FBMmzZNr5z9xzDu3bsnfvnlF/HLL78IAOLjjz8Wv/zyizyj+qJFi4RarRbfffed+PXXX0Xfvn2Fp6enyMnJkdcRHBwsWrVqJeLi4sRPP/0kGjduLAYPHiwvT09PFw4ODmLo0KHit99+E1u2bBFWVlZi9erV1b6/NVFZMcrLyxN9+vQRrq6uIj4+Xu9vU+Es0CdPnhSffPKJiI+PF1evXhUbN24UDRo0EMOGDZO3wRg9nbJidO/ePTF58mQRGxsrkpKSxIEDB0Tr1q1F48aNRW5urrwO9qOqU97vOSGEyMjIEFZWVmLVqlXFPs8+VPXKO8cWonLO465duyasrKzElClTxMWLF8Vnn30mlEql2Lt3b7Xu79NgYl+LrFy5UjRs2FCYmZmJdu3aiVOnThm6Sc8MACW+oqOjhRBCpKSkiICAAFG/fn1hbm4uvL29xZQpU0RGRobeepKTk0VISIiwtLQUdnZ2YtKkSUKj0Rhgj2qX1157TTg5OQkzMzPh4uIiXnvtNXHlyhV5eU5Ojhg7dqyoV6+esLKyEv379xepqal662Bsqt6+ffsEAJGYmKhXzv5jGIcPHy7x91pYWJgQouCRdx988IFwcHAQ5ubmonv37sVid+fOHTF48GBhbW0tVCqVGDFihLh3755enXPnzolOnToJc3Nz4eLiIhYtWlRdu1jjlRWjpKSkUv82HT58WAghxJkzZ0T79u1F3bp1hYWFhfDx8REffvihXlIpBGP0NMqKUXZ2tujRo4do0KCBMDU1Fe7u7mLkyJHFLsqwH1Wd8n7PCSHE6tWrhaWlpUhPTy/2efahqlfeObYQlXced/jwYfHcc88JMzMz4eXlpbeNmkASQogqGgxARERERERERFWM99gTERERERER1WBM7ImIiIiIiIhqMCb2RERERERERDUYE3siIiIiIiKiGoyJPREREREREVENxsSeiIiIiIiIqAZjYk9ERERERERUgzGxJyIiIiIiIqrBmNgTERERERER1WBM7ImIiKhChBAIDAxEUFBQsWWff/451Go1/vjjDwO0jIiI6NnGxJ6IiIgqRJIkREdHIy4uDqtXr5bLk5KSMHXqVKxcuRKurq6Vuk2NRlOp6yMiIqqNmNgTERFRhbm5ueHTTz/F5MmTkZSUBCEE3nrrLfTo0QOtWrVCSEgIrK2t4eDggKFDh+L27dvyZ/fu3YtOnTpBrVbD1tYWvXr1wtWrV+XlycnJkCQJX3/9Nbp06QILCwts2rTJELtJRERUo0hCCGHoRhAREVHN0q9fP2RkZCA0NBTz58/HhQsX4Ofnh/DwcAwbNgw5OTmYNm0a8vPzcejQIQDAt99+C0mS4O/vj6ysLMyaNQvJycmIj4+HQqFAcnIyPD094eHhgaioKLRq1QoWFhZwcnIy8N4SEREZNyb2RERE9NjS0tLg5+eHu3fv4ttvv8Vvv/2G48ePY9++fXKdP/74A25ubkhMTESTJk2KreP27dto0KABzp8/j+bNm8uJ/fLlyzF+/Pjq3B0iIqIajUPxiYiI6LHZ29vj7bffho+PD/r164dz587h8OHDsLa2ll/NmjUDAHm4/eXLlzF48GB4eXlBpVLBw8MDAJCSkqK37jZt2lTrvhAREdV0JoZuABEREdVMJiYmMDEpOJXIyspC7969sXjx4mL1CofS9+7dG+7u7li7di2cnZ2h0+nQvHlz5OXl6dWvU6dO1TeeiIioFmFiT0RERE+tdevW+Pbbb+Hh4SEn+0XduXMHiYmJWLt2LTp37gwA+Omnn6q7mURERLUSh+ITERHRU4uIiMDdu3cxePBg/Pzzz7h69Sr27duHESNGQKvVol69erC1tcWaNWtw5coVHDp0CBMnTjR0s4mIiGoFJvZERET01JydnXHixAlotVr06NEDLVq0wIQJE6BWq6FQKKBQKLBlyxacOXMGzZs3x7vvvoulS5cautlERES1AmfFJyIiIiIiIqrBeMWeiIiIiIiIqAZjYk9ERERERERUgzGxJyIiIiIiIqrBmNgTERERERER1WBM7ImIiIiIiIhqMCb2RERERERERDUYE3siIiIiIiKiGoyJPREREREREVENxsSeiIiIiIiIqAZjYk9ERERERERUgzGxJyIiIiIiIqrB/j+Hqe+TSiSGMAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(data['Year'], marker='o', label='Industry A')\n",
        "plt.plot(data['Year'], marker='x', label='Industry B')\n",
        "plt.title('Annual Temperature for Industry A and B')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Temperature')\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 525
        },
        "id": "IZQFmV1LSGTr",
        "outputId": "3c283e24-a672-450c-8e7b-54782b42ab2e"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}