WS01.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sbogde/pandamonium/blob/main/WS01.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "751d2cd9-2ca9-4ad9-9227-946614fc2e0f",
      "metadata": {
        "id": "751d2cd9-2ca9-4ad9-9227-946614fc2e0f",
        "outputId": "7e10189d-e7f2-40d3-81e0-5868923a673e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "data shape: (32561, 15)\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
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        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "There are 20043 males and 9957 females in the dataset.\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\andle\\AppData\\Local\\Temp\\ipykernel_12096\\3783880962.py:88: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
            "  num_males = data.sex.value_counts()[0]\n",
            "C:\\Users\\andle\\AppData\\Local\\Temp\\ipykernel_12096\\3783880962.py:89: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
            "  num_females = data.sex.value_counts()[1]\n"
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              "      <th>Female</th>\n",
              "      <td>17</td>\n",
              "      <td>90</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Male</th>\n",
              "      <td>17</td>\n",
              "      <td>90</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        min  max\n",
              "sex             \n",
              "Female   17   90\n",
              "Male     17   90"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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w8OBBXLx4EZcuXUKpUqXo8VGjRlEQIDvA96F0P2HPzZ8/n8hSf8JByLeLBe1sbGwQERGBM2fO4NatWxg2bJhoLWc3WF/t2rULVlZWsLe3J5LFv4n8eO/ePTg6OsLJyQl37twBkG4bvnz5ksikNjY2WLVq1R8Jcg8ZMoTOk5s3b4qea9SoEY1x2bJlceHChT9yBjLSnpubG86ePYt3794hLS0Nu3fvRrdu3f4Y2YLvi3bt2tEdYOXKlTh79iwuXbqEDh06QE9PDw4ODujTp0+22v/8XrN7927ar3nJ6itXrqB+/fowNDSEo6MjRo4cmW3zkF+nsbGx8PX1haOjI60TIN3GPn/+PEJCQshxrW2yxf379zFq1CjMnTtXpJTE1kOfPn1EKjT/JrLFxo0bRfe8pKQkpKSkYPHixdRGJyenbFUW48eJBRY9PDxw8OBB3L9/Hx8/fsSyZctoHbdp0wZfv37NtvZlhByyxe+D+UNsbGzorszAgibGxsZ/hPDDcPfuXSIFuLq6QkdHB1evXgXw77Afpk6dSgQBfj8Efsr7Gxoa4vDhw9naLjmVLiMjI3Ts2BFdunRBhw4dSHHD0dERgwcP/mPKFix47Ofnp6LKtWzZMoSGhtKes3DhwmxvX+PGjal9N27cQEJCAr5+/YqnT5+iUaNGsLS0hKGh4R8hW/Dj3LZtW7JtJk2ahLVr12LJkiWoWLEikQfOnDmj8r7sACMjubm54dSpU3jz5g1+/PiBrVu3Urv/BNmC33cZcd7DwwOnTp0i+2vp0qW0VurWrfvH1D43bNgAPT09WFhY0H4t9V8nJCTg0aNHfzxzn59ft2/fxqBBg0jdomHDhrKv0xbkkp9cXV2xfv16XLp0CXv37sXkyZMpueNPKlu8fv0ahQsXhomJCSnDJScnUz+9ffsW169fx8iRI6nUXHbYDtJxkhu3mJgYUjBkiaDZ6c/kceDAAVhYWMDMzIzuy3w/JiQk4MuXLzh69Cju37//ryCG5OC/gRyiRQ5ykIMcqEHXrl2hq6tLzHj+4L179y5mzJiBYsWKEZN5165d2Rogu3//Pnx8fGBiYiJyJrA2pqWl4dSpU+RINDc3x/79+7Xapvfv32PcuHEkmyc1nNglNCIiQqvtyCy2bt0KQRBQtWpVJCcnixzmx44dQ0hICLGYdXV1oaenh61bt2q1TXwb2FjyTiL2WHR0NPLlywc7OzuSo89uZ9KmTZugr68Pc3NzlYAOy36ysrKCnZ0dDAwM0KBBA5qr2QU2B2NjYzF9+nSSC/b09CRSw5/MEktMTERISAgMDAxofbI5wMY6NjYWS5cuJYdw69atszWAN378eHLmSx2EPXr0EGXETJgwIdsv7ix7zdnZWaV9jIDB/gYMGPBHsitZ0C5fvnwiWdG4uDhcu3aNasN7e3v/EWWLlStXQhAEuLi44OnTp6LnmDS9i4uLiGyhzTnIsoWsrKywYsUKCtJUqFABVlZWRH5kiImJISKfo6NjtpEt1AVZpXtKfHw81XgdNGjQH3P8s7Ust1YYAYP9TZw4UWvtyCg4zbLg+/btC+DfESThsWfPHgiCgAMHDgBQ/S2s5Ik2yRbq+mTv3r2wtLSEhYWFiiOfObCdnJzIUfgnyBbr1q2jtc3WMduT2bqZNGnSHyNbAOllEBiBVBpYZHYsCy727ds3W8gW0u+YNm0ajI2NaZz55+/evYtmzZrByMgo28gW/By6du0anj9/DgMDAyxduhRA+pxl45uWlobr169TYEybZIuEhAQsXrwY1tbWcHBwwPz58wEAzZs3hyCkKyGxvTAtLe2PK1tIx5mRWZkqHFPjSEhIwMGDB1G5cuU/QrYAfu7VefLkUZElb9Kkieg86dChQ7aRLX61Hv802SKjOc729n8T2aJDhw4wMDBQuf8OHjxYZf3+yfP61KlTIjWVdu3a/SsCI4mJiahUqRJMTExw8uRJ0XOZ6cPsGO++ffsSoUtqG16+fBnVq1eHoaEh7O3t/wjZ4s6dO/D09IS1tTURwXm/HJC+Vtj5bGFhgX379mVb+yIiIiAI6dnl7A6VmppKY/f9+3eMGjUKjo6OMDIyQsOGDf9I8snw4cPVEnFZMoAgpKtNsbJU2WUfrl69WsU2ZHs560eeEP4nlC3GjBkDQUhXipCeebyaiSAIqF279h8hWwwcOBCCIGDs2LEAxL7hW7duYdSoUQgICICVlRWcnJywdOlSrd+XpXsYP6f4516+fInp06eTYle7du3Ufoa2MHPmTLrDydkDN2/eJF9i4cKF/wjZ4tixY+RTYkR1BkZkZmW9GHlq5cqVALS3nnm7S+pH4svGJCcnk++wVatWWmkLw5AhQzL09U6bNk3kb0hMTKTX3bhxA/369UP+/PnJb9ykSZM/WkIrB/8d5BAtcpCDHORABvHx8fD394cgCFixYgU9npaWhn379sHLy4scH6amphAEAQUKFMCRI0foddoGIwmUKFECSUlJomws/vsPHz6MkiVLQldXF127dkViYqJWL03v379X+/vr168PQUivscg7NP8UVqxYQYYyMxDv379PhpcgCMifPz+KFStGQTIbG5tsKYMxZMgQTJw4EV++fJF9/tu3byShyZdqURInT55Ue3lISkpC8+bNYWRkhL1794qeY3LbrAb3tGnTYGBgAHNzc4SFhWUL2YKfXzxhgSdbVKtWjTKm/9RcvHPnDjmF7t69q7YdHz58wMCBA6Gnpwd/f3/FncHqnKNXrlxBnjx5YGZmRnKiDCxw5+7ujlatWtGaGT9+fLaRLa5evQpvb2+YmZnh4sWLoudY4NjV1ZWciIIgoF+/ftlKtrh48SJcXFxgbW2NW7duAfgZWGT9/vr1a5JTZ8oW2XWZ+/r1K2rUqAFTU1MV1R4WLPHx8cH9+/exdu1akRNb6eAdf1GvV68eOd2WLl2Ke/fuwdjYmAgA7LWsD9+9e0eOLqXJFomJiRkqGtWqVQtdunTBlStXVAiX7GyeNm0a9PT0UL16dQqWZee+c+nSJXh6esquZaYw4OrqKiJcTJgwQbHvT0hIoLJhgPyek5qaijJlykAQfqpw/Uk7Qc5W2rFjB0xNTREdHS1qGz93a9WqpRWyBVNikmtbSkoKjeO2bdtEzzHio6urK548eYInT56QVHnp0qVx/vz5bHOmM7nb7t27A1AfFB07dizNw759+2Yb2eL8+fNwc3ODqampyjpha8PJyQkNGzaEmZkZTE1Ns1XZokWLFli8eDHq16+PIkWKID4+Xnbs7t27l+1kCyB937ayssKgQYNgb2+vdt/UNtmCX5tRUVGoUqUKDA0NkTt3bhQqVIic1CyoyO9Hf5psAaSrxW3atAkNGjSgzE5p0CklJQWHDh36I2SLK1euwNPTE/b29ipkJEbw9/HxISIssxm0Tbbgx33hwoVq7xs82SI8PJwU76pUqaJC5FQS/Dy7d+8etm3bhq1bt6qMW1pa2r+CbPHmzRvY2dmpKDEw5STpumW/786dO9mmtsjf944fP04BJj8/P2zevPmPl66JiooiYuOnT5/ocbk+TElJoT7Mrv67f/8+8uXLB2NjY1IykN5R7t+/j2bNmkFfXx/Ozs7ZXkaEERnKlCmDlJQUtT6vI0eOkM+rR48eKmQMbYEFt5ldw7ePff+PHz9IAcbCwgKNGjXSCtkio+xtGxsbmJmZqfixmG3j4OCA0qVLE9ni7NmzGX6mkhg6dCgEIV19ElBvG7K+FgQBw4YNU4xs8as9NTo6Gvnz54ednR3d5RlYQkK+fPkwbtw4Kvlav379bC1hlJqaiqpVq0IQBEybNo0eT0hIwM6dO0UJE6yUoJOTE5Uh1sa5wp95MTEx5FdU53f6+PEjxo8fT8oW2a2wyEryzZs3D4BYDYStg3v37hGpr0iRItlOtjhz5gx0dXWRP39+Uml78OABwsPDaXz9/f0RFBSE4sWLE9lCaqtpAzVq1EBgYCAmTJiAly9fyvo7Dh06RO3k77VKgvklQ0JCVHy9jATHCNc9evSg98XFxWHz5s20PkxMTGBkZETkn7Zt24rKD+YgB3LIIVrkIAc5yIEMUlJSyFHUvXt33L9/H9u3b6c6XoIgICwsDDNmzMDWrVuRK1cuCIKASpUqad35wT5/1qxZEAQBNWrUyPB1wE8Gu4uLC169eqXV9mUEll1eqVIlvH379o+1g+HNmzfw9vamYEOHDh2Iuaqrq4sRI0bg9evX+PLlCw4cOIB8+fLBzMxM69Ke7JLECDyjR48maTge58+fh5mZGWxsbBQn+ZQoUQIuLi7YsmWLrGP5zZs3cHZ2RkhIiMhxxJwI9vb2FPj+/v27SJJSG2VEMusEiI2NxYwZM0i2rmbNmn+UbHH16lUIggBLS0uVi7sU0dHRcHBwgCAImDp1qiLf37t3b8rKkOtDVnpDWnqIybu7urpSRi0jXgiCgDFjxmQL2YKVK2IXYrn2XblyBYDYOdO7d+9sc74yckLRokXx9etXlXnGnA0vX76Eh4cHBCF7lS2eP3+OUqVKoX79+iJiF9uvPT09idjz+vVrupiyC6fSzgU5soW1tTXmzp0LJycnbNiwAYB8yQ5tkC2Sk5OpxvLu3btVnufL53h6eqJSpUo4efKkSkbHxYsXYWJiAkEQKMs7OzFjxgzZ7+7atSsEIV2qNyoqCsBPshyfFaUJUlJSUL58eQiCgJ49e6p9XWJiIgoXLkx7SGbw7Nkz7Nu3T+TYVgK8E/DcuXNYt24d9u3bh3HjxiEwMJCcW/y+yc9dqbKFpuukQoUKEASBMvKl352QkICOHTuiaNGiVF4K+Fney9bWVkQcmD59OtVDDgoKwoULF7IlG5mRUFgGkTqp2a9fv4rUI/r06aMI2WLu3LkqmZw8Jk6cCB0dHZUzj18nt2/fxtu3b6lUjK2tLXr37q11sgUjDPr7+yNfvnyoXbt2hq/PbrLF5cuXiaTu7OwMMzOzDDPd5cgWSgR22FqTqnzUrVuX6tLzBAG5veNPki1YKYFq1arBwcEBTZs2FbWJR0pKCg4fPpztZAtWDmvx4sWix5msuo+PD9kNLAtYENIV2bJD2YLZKZ06dVJrW7P+/Pz5M0aOHAljY2MYGxtrjWzBz8e+ffuSkhn7q127Nm7cuEHz8d9Atnj16hVsbGzg6+tLa5idKVKSBWvPy5cvUb58eXTv3l2rNiyvkMOTLU6cOEFki/Lly+PAgQN/tNb60aNHIQgCGjVqRI/JKVnwffjw4UM0adKE7F1t4siRIxCEdGWat2/fqt177969S0E7Dw+PbCFbsP5gJTZr1aqV4euAn6oHLi4uWidosgxttv8ykoAUrE+/f/9OpQ7Nzc3RsGFDxYKfa9asofNdbgzZubJlyxbR46xspJubGy5duoT79+9TGw0MDLReRoSNHevDwYMHy34fnzTDEo0EQcDQoUPx7t07jdrw48cPhISEZOjfmzdvHgRBQHh4uOjx1q1bQxDS1bGYP4mpoglCehmR7CRbMLWA0NBQnD9/HhERESJ1z+bNm2PlypU4ffo0+eby5MmjlXOZ33enT5+OUqVKoWDBgiK/oRwePXqE7t27Q09PDwUKFKA5qE2kpKTgw4cP5GdbtWqV7OvYPLxw4QLMzMwgCAIKFiyYrWSL9+/fU+yhfPnyaN26NQoWLAgdHR3o6OigX79+iImJwefPn/Hq1Svat7VRRpwfY6ZKw/6KFi2KNm3aIDo6WiUJhSm9sj1Tyf3l27dvGDNmDKmV1ahRQ9bXy9rr7u6OuXPnYtGiRaISm23btsXhw4dx6tQpdO3aFYaGhihQoIDG+00O/veRQ7TIQQ5ykAM12LVrFx20LMjCAmB8ViaQXkPXyMgIBQsWzLbyIaxur6+vLx4/fiy6oDMwo+X169fIlSsXDA0NSQrwT+DcuXNklFasWDHbDBUpgxUAlQpZs2YNAgICaHwNDQ3RqFEj7NixQ/QZMTEx5BRTZ3wrhV27dmHMmDFEAmF/ffv2xbp16+h1X758oeCLEsEwhufPn8Pe3p6Y2ps3b5Z1LJ8/fx67du2if7OazPr6+jTPmMNw27ZtxAo2NjZG5cqVf0ksyCx4B/6ZM2ewZMkSdO3aFUOHDsXevXtV5tm/gWzBvufVq1fw8vKCmZkZ1qxZA0A+i4OtZVY3UonxZpec0qVLq3VG7dq1C1WqVMGlS5fosVGjRhE5hA/cnTt3Dm5ubjRfJ06cqNU1npaWhm3btqFhw4YiNQvm1LewsKB2p6Wl4fjx46K9vH///ooHZ+XAlHNKlSqFHz9+qA2WAOlKRUwlydPTEytXrkRsbKxW25eUlISDBw+Kxnj27NnUh2ydsjnIak2zv8aNGyseeOLXQN26dSEIAmUTqKu9rI5sMXbsWI0IhrGxsShXrhwRxaTZF9euXcOOHTtQunRpcu5bWFigaNGimDt3Lp49e0bjyxzA9evXx9evX7NNRSA1NRURERGoXbs2kSkA8Vpm45+amoq9e/fSGSAIAiZNmqTR97958wa9e/eGqakpzMzMRG2Q9kHv3r2hq6uLpk2bZmhPsfeNHj0aJUqUEM1fTcGfKd26daPsNBMTE8pymTNnjux75cgWjo6OWLRoUZadcI8fPybSkY6OjohYxvffkydPRHvyunXrqOyZ1FnOgisseFegQAEVBQclwfY9li3Ggsf8czxSU1NF2fCCIKBr164aEaeYU7lHjx4kPy7F+PHjUaZMGVHwg60TKysr0Vmze/duapuFhQX69++v1YDemzdv6DcwssCvAsI82YKpO2nTGbxr1y5RG3lbRW6cpWQLQRA0uqdUq1YN9evXp72DXx9BQUEQhHQitYuLCxYvXkyZaXJ7sRzZomDBgpg9ezYRrbSBxYsXI3/+/LQ2+VrlmSFbuLu7U2kjbWHv3r1o166daC9nAXgnJyeal2lpaTh79qzI9urYsaNatb6sQrruunXrRoozHTt2/CXZgr/j6evro0aNGopmf/JnCgsSWllZoXz58mjatCn1T9GiRbF161YKmKojW9SpUwdXrlzR+p0lNjYWfn5+sLa2xsOHDzFhwgRZggD/G3fs2AFBENCkSRNF2yIla0nJ0nzm8alTp/41ZAtGqK9Tpw6An3agXB8ywgizszNLONUEkZGRRJ74la3MSCPMNzZs2DCt31GAn4T1gIAAPH36NEOf18uXL0mVKrvKlfbu3RuCIKBFixYA5ImFbP7x/hB9fX20adMGjx8/1uj7Q0JCaL7I3ce+fPmCLl26oHr16qLylUxVxc7Ojmzob9++YdSoUUTE5X062rizsHFkqhDt27fP8PXJyclUtor99evXD+/fv89yGxjZxMXFRa398eXLF9SoUQMnTpygx1j/SW2x5ORklChRQkS2OHjwYJbb9zu4desWbG1t6W7H2pA/f36Ve8uJEydgaWkJV1dXxRPg+DXAiI/W1taoX78+7XsZ4ezZsyhSpAgEIV25JLsQFBQEfX19KnOtzieXkJCAxo0bE3m3cOHCiIiI0AoRl9/rWL9evHhRZFfp6uoiLCwMmzZtEr03Li6OiFPq7q1ZBT/Gffr0wffv3/HoyWObLwABAABJREFU0SMsXLgQHh4eVKbSwcEB9evXx6ZNm8i2YSpFtra2ePLkiaLtAtIJtDNnziRfL0+2YPsYIzQyu4qdy8WLF8eCBQtEn3f8+HHo6+tDEARcvnz5j6ty5+DfjRyiRQ5ykIP/t1B3WeAPzp07d6JQoULIlSsX7OzsMHr0aJFxyBx0S5YsgSCkS45qu428E4EZBazumrT9DE+fPiWjO7sMfSlYu5YvX07tZioM2oL0ohsfH69iMDOjcMSIERg+fDhOnDghkiFkY/zq1St4eHggX758WjEI5fDhwwdMmzZNVDdTENKzmZYvX47Y2FgqIWNtba2IQ4GN071791CgQAEIgoBChQqJyBZyDo5v376hUaNG0NXVJcY0P39ZXfuGDRuSDK0Ssqj8GPfr108ki8j+atWqpcLizowBrhTU1aJMS0tDSkoKKlWqBEEQEBgYSBkF0rmbmpqK1NRUCtxpeumMj4/HggULyLHMB4/5Nv748UM0TgcPHoSDgwN0dXUpQ4N3snp7exNRQBAEzJgxQ6vB5Pj4eNF6PHLkCFxcXKCrq0v7C9+XxYoVEzkehg8frrW2MWzYsIHWKMvwVHdBu3fvHszNzWFubk5Oko0bNypyoePHQTom0jEPCQmBoaEh1eTma7wePXoUNjY2IoWQjx8/atw+QL1ULJv3urq6aNy4sShjn4eUbKGvrw99fX1MmjRJo2z99+/fU+krExMTWanLt2/f4uLFi2jRogXJkAuCgGLFiqFdu3Z48uQJIiIiYGdnBxMTE1GAKjsQFxeHhw8f0r/3798Pe3t76OrqUgY030e+vr6itTJz5kyNvv/Zs2eYMmUKNm/erPIc/70LFy6k72QOI+n8Z/MkLi4O+fPnh729vVYkmFkWmImJCfz8/Chbn50r0nJF0vYBP0um5c6dW6Psz+vXr4tUg3iyhbp107lzZ+jq6pJzjZ0jAPDixQs4OzuLHNbZYduw/dDS0lKF0MrAxvvixYuwtbWlDCNdXV2NnMEsi9jGxoaUExj4PZGpNAHpZ56trS309PRw8uRJAD9rwyckJKBIkSKwsbGBnZ0dBCE9u1IbYGskJiaGgv7m5uYYO3bsL/ffe/fukYxuYGCgVrKQ+TW6Y8cOVKlShQhy7ByRvo5/7MaNG/S7+BIFvwN2v9DT00OvXr2QlJRE33f37l1YWlrCwsICFStWhJ6eHnLlyoXp06dT3/6KbMEIJCVKlPhlRmZWwPfNmjVrKMggCAJJe0tfx8DIFtWrV4cgpCtKKEGoke4trI+Sk5NFBN1Dhw7ByckJpqamFKji3xscHEznDQuMKQX+/OAzkocPHw4TExMYGxtnSLZg7+/Tpw+srKxI2bBevXqKkHH58WIE57x58+LatWs0j54/f06EvoCAAKxbt05EtmBtPHv2LCljtWrVShFltl/Z6Iwc5+TkRIFXthdKSRYpKSkoV64cjI2NFVVj4OfSnj17MG7cONSvXx8tWrTAmDFjZAlnp0+fzjayRUZ9+OLFC7Kl2B7CnyfSPvz8+TNKlCgBOzu7DEvWKYXLly/D0tISDg4OZNPI2cspKSn4/PkzAgMDYWVlRWfemDFjFLmjSMeG//eJEydoL5SW9JXi4cOHFOA7ceJEtgTEmMqsnp4eLly4oLZtQDpJjflDPD09YWlpiRkzZmS5pO6zZ89QrVo1GBkZwc/PT+QL4j/vzp07IkLyhg0bYGhoCF1dXfJtsj6Pjo6GgYEB9aMgCIqSmeXAzm9bW1u1REH2e06ePAkbGxsREV+TxI7Hjx+T6p6cXSotpQOk78UeHh4wNTWVLf1TqVIlmJqaUla9UiUH1M0RnpR369YtVK9eHYUKFYK7uzumTZsmGj9GFN2+fTsEIT0RRElfDd/GBg0a0B3o3Llzv3VmMdVSXV1drc8/BjangoKCRGewHIYNGwYdHR0qSVymTBlFEi5/NRZsjj19+hRTp07FsGHDcOjQIRHZiI3xt2/f4O/vD3d3d8US3ABxnzD1wYoVK9Ie8ujRI+zYsQPVq1cnnxbzYU+ZMgVfv34lpY1hw4YhJSVFsb2aVyubOXMmvLy8yNfL+0EA4ObNm5g6dSqKFCmC4sWLY+HChSJ/AvN9s3OyZMmS2ZKklYP/NnKIFjnIQQ7+X4I3lF+/fo2jR49i27ZtuHDhgoqj+eXLl3jz5o1KYIc3lmvUqAFBEEjpQglDgW/jtWvXsHfvXpW28fLePIGCV20A0i+dDg4OKFiwoGIBsawiLi4OK1euJKfhvXv3cPnyZcWDsfwFffny5ejSpQvy5MmDQoUKoXfv3jh06JDaCw/rP3YZSEtLI4noNm3aKCa9LPeb2bhLazFv2rQJPXv2FBmrrq6uGDRoEBwcHGBqakpKG5rKf/M1CJnDsXDhwiKyhXSO37t3j8qY8Bnw7Hds2LABlpaW2L59O+bMmYPo6GiN2si3E/gpV2xmZobGjRujSZMmlOGhq6sLc3NzjBo1SvR+KdmiVq1auH//vsbt4sGPxa5duzB27FgV0seFCxeo1mPNmjVpfrH3snmYmJiIIkWKwM7ODsePH9e4bV++fMHGjRtFgU+2P6ibQ1OnToWOjg569eoFQOwgTExMRP78+TFs2DB0794dgiAoXg+SJ/nI7bOsPELHjh1Fr0lJScH3799RoEABtG/fHjNmzICenp5WgrNSxMXFoWjRohCE9Cxu5gySa//Xr1+RJ08edO3aFfnz54eRkZEi5Z748dy6dStGjhwpclbyuHbtGgQhPdvy7t27KufJokWLIAgCrl69io0bN1KJjKzs4e/evaMSM/ye/ddff6kQ8RjZwsLCAosWLVK7D7N2vH//HrVq1YKVlZUi+8379+9JVYAnW8iN4+3btxEeHg4/Pz9ysHt7e6N+/fqkFNGiRQutZpb/yg5hJRJYKQ/Wb6mpqfj69St8fHzQs2dPytjig8+/A96pxv/eoKAgtGzZUvZ1TZo0oXNO6nDl1z+zvZQqYcP3GXNAsvJDcXFxiI2Nxfjx46ltrVu3Vktw5Odzs2bNskys4dt0/fp1CtRJyRb8Gk9LS8Pbt29JQYwvecP6+eTJkxAEAceOHcP9+/eJBKZt3Lp1C0WKFIGOjg5atmwpKuMh3Wu2bNkCQRDw6NEjLFiwIMv7Nb83zZw5U1Tu4OXLl/T/ckE4JgHdp08flc/69OkTPD09UblyZfTq1Quurq5aKTnAwMb47du3pLLj6emJZcuW/ZI8cevWLXTv3p2Ik0o7NAFx3+zYsYNIpHnz5sX27dtl38M/duvWLSpllhU8efIEQ4YMQd68eVVKJP348QOXLl3C+/fv8c8//6BWrVrQ09ODh4eHWrKF9Ey7fPkyatasqdU61/x3rl69mmyHkiVLYt++ffScOrLF3r17Ubdu3QzL42SlLbx0t5x9OHnyZJHtxduG3759Q/78+dG2bVssX74czs7OGmdwy7WRnRu8jZ0R2UJad71JkyYoVKgQpk+fjsDAQMXHmZXic3NzUyktxohQxsbGEIR0haF169YR+ZoPop04cQK5c+dWpA/5sTxw4ACmT5+O48ePiwIJp0+fpkCSrq4ulR5ITEwUkUCAn3exmjVrapRhrq6N3bt3pz7i/6ysrDBz5kyVO1x2KFtI/TVHjx5VsduZvcWIKozQkJCQgNTUVNFnsKBVixYtsqV84Pfv30nZs3LlyjT2cjb9jx8/UKBAAQQHB6N58+ZwdHRUxL7m97NJkyaJCF0MXbp0ofHeu3evynvZa2/fvg0bGxsUK1ZMKyqzUlsLSO8Xdt4VLFiQyIL872K21+7du2Fra4vt27dTuVVPT0+N7np3795Fx44dsXz5cnqMjaO6+3yPHj2gp6dHinX8/frx48ewtLTE4MGDiTSZVQJkZnH16lUUKFAAenp66NChg8gmlY7x2rVroaOjgydPnmDq1Km4du2axt//4sUL0b1TeoZKz1xGCm/VqhXS0tKobWycq1atitq1a2Pq1KkoVKiQRrYNAz+WcXFxuHTpEq5evYpbt26p3Inj4uLw48cPlX2Y932yUn4jRozIMtEnI7D7Y968eVVsz4y+i3+ubdu2EAQBo0ePBqC9Ejbsc/fu3QtHR0eYmJhg4sSJsn5PtrYGDRqEQoUK4cCBAwgODs7yPZkHP8a3b9/Gtm3bMGfOHJw4cUIUB5A7x6T+awBo2rQpBCFdUUkbMQBm++XPn1+FwM5w6NAhDB8+HFZWVjA0NIQgCET+EAQB5cqVE5VMUwKsf2JjYzFr1iz4+vpCEARUr15dVtHw69evKmuIt4OYElmfPn2QkJCQo2iRgwyRQ7TIQQ5y8P8OvAEzYsQIFCxYUHRZlzro5JyIcgZgkSJFRA5bTcAbT6NGjYKHhwfs7OwwZMgQfPnyhX7DpUuXqHSEnZ2dyAnHgzmfWrdurdX6zJkF+32XL1+GIAgoXrw4zp07p5jxzI8xy8SR/nl4eGDw4MGyNQn58Y2Pjyd2s5+fH8lWa2pg8WP87NkznD9/Hi9evBBJcMqxe6OjozFs2DDK/GPZYSxTUakai6x9d+/eJbJFwYIFsXnzZtmA1t27d2FmZgYLCwtZEkC1atVgbm6ukey3OrCLnIeHh8rFeNWqVahcuTL10/jx40XPM7IFcyI2bNhQkQwxQDwP+/fvT6UPWrVqJXIgfPnyBRMnTqQAbMWKFfH27VsV5wgrG1KpUiWNHJi8vC4/DytVqoS8efPSPiZ1JqWmplLGB5MDT01Npf56+/YtDAwMiITBK8NkFZkhDfFrhAXC2TizEkFAeqDc1taWgrtKXTgz2gtY/4wYMQLGxsZwdXXF5MmTaZ2zPY/14ePHjyEIApYtW4a4uDjqQ03IU1JHpa6uLnR0dNCpUyeRhCzD7du3YWRkBE9PT3JS8o6Z0qVLw93dXeQAzorj+v79+xgwYAAGDx4sWg+s7EdwcDB+/PghW0bEysoKK1as+CXZ4sOHD4qdy4B6sgWDdJweP36MgwcPomLFipT9x/4KFSpE2flKnH0ZzRHpHOWVdJhSBas1DaQrOJmZmaFLly4Afn8tJyQkYMSIESpkMQZWTkcQ0ss48O8D0slnzLkrCALmz59PQfZPnz7h0aNHRH4sUqQItU+Tc1k6h6dPnw5dXV3ZchoLFiygoImUbMG3QRvZsxmRLfh5xLKYzM3NZRVL6tWrB0NDQ0Uc1AyZnYPTpk2j9nfv3l0tCaVu3bowMjJSXP2K//wWLVrIkkzS0tLw/ft3srHnz59Pj7NxffbsGWxtbTF8+HC8fv1akXrw6uawlIT77t07apuXlxeWLl36Swl39l5NzpNf7VX8nN+5cyfZDJkhWyiBly9fijIf586dS6oB/D506dIl1K5dWy3Zgu+jmJgY+t1KZKT+Cvx3R0REoECBAtDR0UFwcLBsgFH6XqXvecHBwRAEIcPxY8HhCRMmUDvYXHjz5g1sbGzQpk0bAKD2Kbk/jhw5EoKQrlYTGRkp+mwp2YK/JzBHelJSEnx8fNC2bVukpaUpHpB4+fIlqRRcuXJF9BzrOz8/Pxw8eJCC3gULFlQhW7C5wdqtSR/y82zw4MFE5O/UqZMo6BsbG4v+/fvDxsYG+vr6qF27Nq5fvy463+Pi4sh2c3d3J4VATcHPM3YHsrS0RLdu3TB+/Hg0atQIxYoVgyAIMDU1RZcuXVTugTzZonLlyti1a5dic4//nDFjxiBXrlzQ19fH7NmzReVxLly4gIoVK0JHRweurq6UGCFVOWS/MW/evIopTKkrzcW3f+PGjXQH7dq1K+1z0uDx+/fvYW9vj6FDh+Ldu3eK2tfAzztcq1atqI1srl+6dInsVmtra1llOeBnGY3OnTsrUuJJel5Ks5nZPXPp0qWUuFGhQgUidUn7v3z58rCwsMD79++RnJyMQoUKQRAEjBs3Tvb1GYGff/z537ZtW/Tr14/8NdJz++PHj6QAys4UPjnmypUrEIT0BLJbt26pEMN+F5m1DceOHUtkpL59+8oScYF04r2JiYlWfEoASIVCTlGGtYP5f/lSJ2xufP78GZaWlmjevDmAnyRzpe7yEyZMIPvP2NgYurq6qF27tqg0BP9dckq07B5RoEABRWxsKV69eoWiRYvCwsIiQ6UcdWBzdvv27TA2NkZAQIDGPk519iv/+LNnz+h+6e/vjwULFtD3JiUliX5DiRIl4OXlBUDzJDfpZwwePFikjskUa/iSzRn9jtTUVCI+urm5KUZulZ6dISEhsLe3p/NKrswJQ1RUFFatWoXAwEBKBGB/4eHhirRP+r3Jycm4cOECBg8eDGtraxgbG4vIFtK1IUc4Ymvd19dXEcJUDv73kUO0yEEOcvD/CvzBy7JHTExMULVqVTRs2FDk2B84cKCKQcZf+p49e0ZBH0dHR8Uy4fk2MiPY3Nwco0ePVnH4JycnY926daI6gBMnTsS+ffvI2chIFrlz55YNqv0ppKamYvHixdTuWrVqKXIhlgu6uri4YN26dThz5gyioqLQrl07kl7t0aOH2nIrkZGRJGuWP39+UjXR1JiWZucwp5qLiwsaNWokyj6Vy65LSUlBUlISZs+eTUQSfX19GBkZYd26dSrv06R9QLphzEpMBAYGisgWzCB9+/YtypcvD11dXXTt2hVXr15FWloaEhISaK3Vq1cvS3WZM3I6PHjwAH5+fiIpfp5IAKRnfzVo0IDqcjMZa15abvz48YpmsMmpbVhaWmLNmjWyDsinT59i8ODBcHR0JGO+a9euWLFiBaZOnYpq1arRHJHK3mUWtWvXJklT6RgfO3YMVlZWFOCWI1sAP4lL3bp1U/l8ttesWbMGQNYCKXy/8Ze5AwcOYP78+ejWrRtmzpyJ48ePq1zm0tLSqK9ZLWQejNXPlByUVh76+vUr3rx5I+ugf/z4MQUr8uTJg9GjR8tK4DPVBnV7wO+Cfy9j4zs7O2PLli1qHWefP39G7ty5IQgCGjRoQPvNt2/f6Mxr0aKFxvv1li1byHE/aNAgvHjxguq4+vv7i9YiPxfYvp5ZsoXS+BXZAlCdWwkJCbh48SL+/vtveHp6UkaHUnVn+f7Zvn07wsPDMWDAABw+fJjWsvQsYWPZtm1blc9jgZ+sSH+npqaiatWqEAQBLVu2FEmKMzx+/BgjR44kR0v37t1Vfs/hw4fJ2cX2vqpVqyJfvnwUNPH391fsXGZge0xoaCjKli0ryiTmv2PRokVqyRbaRmbJFixbLXfu3Lh9+zZev36Njx8/0jqrXLmyVsr+rFmzBkOGDEG3bt0wduxYfPr0ScU517dvX2p/SEgIli5dipSUFHz8+BHv37+nvbxGjRpayUplahlM1UWdogcLHrZq1Uqlr9iZt3HjRkXaxM+vxMRE3Lp1C8+fP1cJ7rOgV1bIFkq17+bNm9iwYQNmzZqF/fv3i+wantDwJ8gWDMz27NChA80hfh5evnxZhWwhnacdOnRA9erVye5S2m4A0s9c6Rzn+3DNmjUissWvlC2UxO3bt1GmTBmyYSMjI2W/mzmiy5cvr0KsCw0N1brtFRAQABsbG5F9zL+GkS2MjIzQokULlQAamyszZszQuG1yOH78OARBQP/+/dWWEmE2z9WrV8ke9/f3x/r161UkzDXtQ7k7irm5OVatWiXKymXf8/LlS7Rr147Km5ibm6N+/fr4+++/UadOHSo16e7urhVVH6Ys5OLiIrINExMT8enTJ7LvjYyM0Lt3b7ILWPtPnz5Ndm1oaKgiZCR+fjGChIWFBYYNGyab2btx40YEBgaS3dCwYUNMmjQJu3btwsiRIymBwsnJSTGFKb6Nnz59wpMnT2RVMp4+fYoOHTrAxMQEhoaGaNeunayNz+aKVJlRifYlJydj3LhxdA9u2rSpyp1ww4YNCAoKItth1KhRiIyMxIMHD3DixAmyGQMCAuiOpRQBd968eejWrRuqVauG6dOni1R+gHSiw5AhQ6jEjru7O3bu3Il//vkHcXFxePr0KdndDRo0IAJgjx49aG/ILMaOHav2ns6Uc1xcXDBmzBhZssXHjx+JFMKrYDDUqVMHenp6skTj3wXfhxs2bMDIkSPRt29fTJs2DV+/flVpP1Pr1dfXR7169cin8PnzZ3z8+JHmYGhoaJZ8Sr/C27dv4efnR30oPSvYfGLlYqpUqaLiO2LjzJft0wRye42hoSHMzc0pUYjtK3/99ZeKOgD7/h8/fuD+/ft0N1BKkUYOkZGREIR0MnxsbGyW72jfvn0j/wmzfbKypvl5eO7cOaxbtw6rV6/GvXv3VMbn4sWLRHLw8fFB3759ReXieFJchw4dSN1JE8jFKExNTVG3bl00b96cFBwFQcDChQvVfs7z58+xe/duUr3z8vJS7Dzhf+Ps2bNx6dIlWFhYoGvXriq/Qd37gHS1la1bt6JVq1awtbWFjo4OmjRpouK/zQr4NowZMwaBgYFkt7A/ExMTtXY9+/+4uDjcvHmTzhQXF5dsU37MwX8fOUSLHOQgB/8v0atXLzo0L1++TLJg8fHxqFy5Mh3EcoGoGzduoGfPnsRAL1y4sOLlBgCga9euEIR02Wq5unTMEEhMTMTmzZtFAQk9PT04OzvD1NQUgpAuSfhvNA7i4uIwZ84cuLq6Ki7hz1QOvL291Uq0mpqaysrrRkdHU2BbT08PdevWJda8psEcOSKIsbGxqCSInp6eSNZfHeGH4cSJE2SAd+jQQaP28ReRJUuWoHnz5ggLC4Obmxv09PQgCAKKFi0qq2wxe/ZsCEK6ykZAQAAqVaqEwoULk8MhKxlOzCGk7pLKLnJBQUFITEwUOXj5vj58+DACAwOJXMOe5w1qbUjqMVlQDw8PFUlB6WXi+fPnmD9/vojBzv8VLFgwyxdi1g4LCwsKCPJ9+vnzZ6xevZqcC6VKlZJ14mzdupXaM2jQIJw4cQJnz55Fo0aNaD/MSlYvX1dbmk3auXNn0fpgfx06dMC2bdtEn3Pq1ClYW1tDEAQ0a9YMFy5cwOHDh9GwYUMiCilRigMQr5UBAwagQoUKcHZ2hqenJ+bNm6eyt9y+fZsUlCwsLFC8eHFERkZi//792Lt3LxH9ypQpo3j9986dO5PTPqN1yObE2rVr4eDgQA7LUqVK0dzIly8fjbEmF+LExER06tQJhoaGsLS0JGdRvnz56LySOmEZ6tevT4Gf5cuXZ7tSU2bIFgzSvevGjRuYPHky9PX1Ua5cOY3qCgPiPurUqZNIVtvOzg5ly5alDFo+c2PXrl0wMDCgPfHmzZs4e/YskSyKFCmSpbX84cMHjBgxguZP8+bNVbLxgfSsoREjRhDpUUq2SElJwZMnT9ClSxcKOrE/f39/tGnTRrFzmWHEiBEQhHSVLR8fH4SGhgJQX07g30q2YE7Whw8fokiRIhAEAQ4ODvDy8oK3tzcEIZ1wJSefmhXw/d++fXuVvbp06dKIiIhQIQEMHDhQ5CAuVqwYvL29qY2aEAszgwkTJlAbu3fvLgoQst+0YsUKWFlZwdXVFf3798eFCxdw6dIlOvOKFSumSFYlvzbGjh0rytwtWLAgIiIiRJlU2U224Md44MCB8PDwEI1xgQIFZOcg8GfIFu/fv0e3bt1gb28PPT09tG/f/pdki1y5cmHKlCm0xrt160Y2rTYUCxcvXox27drRuhw+fDj2799Pz/N9+KfIFmlpaThz5gydd+bm5iKyBZsXUVFRRICrWrUq9u7di40bNxLpLigoiMqEaQp+LkZFReHcuXMQBAELFiwAIO5jqYqlpaUl3ZEHDRqEIUOGUBt9fX1VyoQqhbS0NMycOROHDh2ix1j2tq2tLe09CQkJSExMRFhYGCnxFShQACtWrNBKqTFGePPw8FBRN5KSOl69eoXRo0fTmcL/ubi4oFatWhopWaibxzExMQgODoaRkREpJsoROJmda2pqSkkHfODm2LFj8PPzU0TenQfbJ9zd3Slzmwf/u7Zu3YpatWqJ1CgZ8dbIyAjBwcFaOZdHjBiBMmXKwM7ODr6+vhg+fLgKGeTatWto1KgREWCLFSuGefPmYffu3di8eTMFj/Pnz6/IPYpfp7t27cLMmTPRpEkTknhn9iNvcyUlJSEyMpJI6ezP1taWVCMLFCigCAGXf29YWJjKnM+XLx8p+DB8/PgRo0ePpgQaXV1deHp6ws/PD25ubhS4Zf2XkpJChM2///47U+1ir2/cuDHZHnwf3bhxA82aNYOxsTGcnJwwevRoWbIFs7/c3d2xZcsWfPv2Da9fvyYiQ/ny5TUu/8P3YYcOHVT6sFKlSti4caMKYYKVH2W2YXBwMPz9/SnpR0nbUG6OPH36lGwWZ2dnWWWLCxcukG+iXr16GDduHJYvX04B7uLFiytWPomB7TXOzs44cuQIHj58iO/fv2PFihVo1qwZ9RdPoGdjfvPmTTRt2pRUaosVK6bYXsOD7Xfh4eFkD/CPZwTpXZG1fceOHRCEn6ovvwt+jLt06SJSmDQyMsKgQYNUfO1nzpyBv78/vc7b2xsdOnRAy5YtUapUKTo3lVCK4PumT58+NMYXL14kwltSUhL5MQXhp8oej7dv3xIpxcDAAFWrVlVMyYIHS/Ds2LEjXF1dMXXqVACZIxRJ19u6devoN50+fVqjdvH92Lp1a/K3jR8/HrNmzcLs2bPh4+NDZ26NGjVkyRZ3795Fy5YtyaYNCgrS6l00B/97yCFa5CAHOfh/h8jISOjr68PS0lIlEMYuHUZGRjh58qTKe1NTU7FgwQJyWnfo0EErElJr1qyhIBKriShnvDCjICUlBc+ePcOQIUPg5+cHAwMD6OjooGDBgujcubNi8pPawNevXxV3Cr969QqFChWCtbW1yhizS4qlpSWRO6RG39OnT9GjRw/Uq1cP8+bNo/YpFcwBfhJBvLy8sG/fPkRFRWHJkiVo0KABGZx8xoh0/KUXlsOHD9OlVG7uZgb8d7BgiZ6eHsqXL4+6deuiePHiFMRjZAtGUmIYN24cnJ2dRQ6k/PnzZ4kgUKVKFVSvXp0CkXz72O+fMWMGOQTkICdXbmxsLFunWWkcP36cCE/MgfmrS0hqaiqePXuGPn36oG7duihZsiTq16+PBQsWZNkBnJaWhrNnz5Iz2czMjNQ/+PI0X758werVq8nJxZMteIcYyyxjn8Wccs7OzlkeZz09Pcpa4dGxY0f6nnr16qF27doUgGKOcV4qMzY2FpMnT6bArKWlJV2osto+OfDjyAIQjIjE/r9WrVoimW8g/fJWq1YtWiP6+vp0IWa/R06BICtg47p3715YW1vDzs6OLoq/2svev3+PuXPnUmaZIKQTCooWLaqIA5P/bX369KF+sLa2xsGDB+nzpWvzv0q2AMS/+fz58zRHpXMkq+jUqRMFGapUqYIiRYpQZp2FhQXOnTsH4Ge/fvr0CcOGDaP1YWtrK1rLmhBI37x5g6lTp8LW1pac5XJlRJ4+faqWbMH31+XLl7Fz506sXLkSq1atwvPnzxWR4pUiKioKFSpUoLXs4eEhmxWpjmzRrl07WWKstpAR2YKN89mzZ1GyZEl6jY2NDYoWLaoVgjCroW5paYnGjRujVatW5NDMkycPpk6dqhJsXbZsGcLCwqCvr0/96OLigrJly2qljYB4zkjJFlJS8uvXr9GwYUPao4yMjGhea7pO5NrDSIEmJiZwdHQkCWsLCwt06NBBFAxVR7ZYvny5omQ9dZl2jRo1QqdOnURBr8GDB9Nr1ZEt/Pz8sGnTJsXapw7Pnz/HkCFDKGMuI7JFnTp1YGBgAGNjY1SsWJGCJY6OjorVppeS4pitwPZgXV1duLm5YfLkyfS6jMgWPClDG+D3vNOnT5MqlhzZ4tu3b5g7dy7J0RsbG9N69vHxUcyu4VGyZEnY2tpi3rx5MDMzw549e1TazdrHMGXKFEqU4P88PDwUsQ8zKkkhdeQHBgbC2NiYyBd8O/v27Uty6SwgqTTRYt++fbCxsYG5uTndldWND2v79+/f8eLFC4wbNw7dunVDu3btMGDAAJw/fz7LRJpbt25lqNRx6tQpOhfkCE/SkliCkC6VzqvGsc+V3lk1xcqVKyEI6QprjCwj14f8Y9HR0Vi9ejWCg4Ph5+eHggULol69eli5cqVipRDkAk66urpk2xgaGsLHx0dEegPSg7F9+/aldcxez9ayu7u7IuuEHzOmsGVkZAQXFxdSR2FklBYtWqiQXV+/fo1Ro0ahcOHCMDMzg5GREYKCgvD333/TuCtlG7L+c3BwQPv27fHXX38hb9681DcDBgwQvf7Lly84cOAAGjZsSHc7Nidr1KghIql8/vyZMq7ZXSAjn8Tnz58xcOBAuLu7QxDSVVHkCMd3795FkyZNYGhoqEK2YHvUuXPnREq++fLlo89VkogL/CRBWVhYoF69emjSpAndN/Lly4c5c+aoKK3MmzdPhVDj5OSE4OBgragIL1++XKTi8vTpU1KZ4ckW/PiwZB/pn4+PD92VlTrztm7dCgMDA9jY2MjaJI8fP8b48eNprbIyrqzNe/bsIZume/fuipULkZ557Pcyf3np0qVF7VCHp0+fon379rLJB5cvX4aOjg46duyo0TnIfJsmJibw8vKivcbAwAA1a9bE0aNHRa+/evUq2rdvT2pI7E9fXz/Lvs2MwMpq2traqowx84fxiQdSssWXL18wb948VKtWDeHh4YqU8JUDS6xjf40aNfptX6qcqlafPn1UnssKhg0bBkFIT1aV3unevn2LwYMHI1euXCpkC/a9W7Zsgbe3N/Lly4d+/fopXiIrB//7yCFa5CAHOfh/h6FDh0JXVxeLFy8WPT548GC6VDJGpVygJy0tDVu3bsXhw4ezLGf8KwOCyeYtWrSI2qEO0va9ffsW0dHRiIqKwtevX1VqSf5/wK5duyAI6dKMvEHOGPIWFhaU0ZKcnEzj8enTJ+rP2NhYkdSdpkYffxFJSEiAv78/3NzcVNQ2Hjx4QGomvyJbMKSlpSExMRE1atSAvr4+1q5dq1FbmYylu7u7KPPn7du3OHz4MGUqFy5cWFbZ4tChQ1i4cCH69u2LdevWZclAjYiIIEdLs2bNZMkWALBp0yYIQrpSgbrXsH+/efMGPj4+MDMzo6CjpsjIqcrkOzt37gwgc04f1lae/KAEUlNTcfnyZVLsyQrZgrU/NjYW8+bNg42NDQwMDODp6YmQkJAsOWWioqJQvHhx6OjoIFeuXIiIiKDnGMvdw8NDhTA1d+5c+Pr6QkdHBy4uLpTJCKRLHK9evRpubm6wsLCAl5cX6tatq5XMjZ49e0IQ0lWDVq9ejcjISPTv3x/29vbQ0dFByZIlRQEJID1wt23bNtStWxfe3t4wMjJC2bJl0aVLlyxn6Gf0epalz5yBma1NnZSUhIcPH2LKlCmYOHEiIiMjyZGuZHCbJ6qYmZlh6NChGTrR5MgWdnZ2mD9/vmJkCzmHgVwg4HfJFjxYoK1v374ak72Ysy9Xrly4fv060tLS8P37d2zbto0cqfr6+pTByL7vyZMnmDt3LhGScuXKhZo1ayqyVt68eYMpU6ZoRLaQlkyQQkmSHPusGzduoHz58lT3eOjQoVSfNyOyBcum7NKlyy/b/TvtkQP/3RmRLRiSk5Oxfft2rFy5EmfPntWK8+3w4cNUnovfrx88eEBz0N3dHZMnT1YJyH3+/BmXLl3C1q1bsWjRIly/fl3xTEBAfe3g8ePHi8gWUun7Z8+eoVevXpRN5uXlJarxqwn4sWRlSlxdXXHkyBHKDh8/fjwMDAxgZmaGBg0a0NkNyJMtLCwssH79ekXWB/8Zf//9NwU7Ll26JKpHzpcwHDRoEL1HSrZgNkiRIkU0rredGTx//hyDBw/+Jdni6tWr6NixI+zt7Wm/DAwM1Ao5kzn7LS0tsWzZMpw6dQpHjx5Fly5doKOjAyMjIwwZMoReL0e2MDQ0REBAgEghQSnIySinpaVlSLYA0s/DnTt3omDBgnBxcUFgYCDatGkjyt5WCt++faO7CJOFlgaNefD9f/bsWYwaNQqlSpVCjRo1MHDgQEVKa/L9Nm/evAyD+kwdrmzZsqJ1wNZz27ZtERQUhPPnz6NGjRpaKf3J9r2ePXsCUHZ8MovSpUsjODgYZ86cUUu2OHHiBAwNDVGwYEFR2UoerO1Xr16Fh4cHjI2NceLECZXvU5pY36lTJ+jq6mbJXxMfH4+vX7/KlvJQCsz+d3BwwPLly7Fnzx4MGjSI9msLCwts2bJF9J4PHz7gwoULqFOnDoKCgmBjY4Pg4GB07dpV8exopgzl4+ODy5cv4927d0hOTsaOHTvQqFEjWFpaQhDSy9CxNcyv5Q8fPuDJkye4c+cOEhMTZZVOfhf8OB06dIjIAHxg+uLFi+jTpw8RKfr16yf7WWfOnMHevXuxZs0aXL9+XcVvyAKMlStXzrTN8+7dO4wfP57IMOrIFnfu3FFLtmDYs2cPEV0EIZ3sXqJECUVJrvv37yeiFO9TunnzJpWl8vLywsyZM1XWwqdPn3Dy5EmsX78e4eHhNEeURtWqVeHi4qJyVqkjW/BzkJFqvLy8UK5cOY3u8hlh+PDhEIT00tb8Z/NteffuHUaOHAkdHR3o6+urrO1z587hzJkzGtlenz9/FpXSZpgxY4boc5nSlJQQoG7vZuW1evbsKbtPL1myRIUI8TtgpDhXV1dERUVREt3YsWPh6ekJHR0dlC9fXqSwyn5vdHQ0hg0bhj59+qBr166IiIhQTB2V4ePHj6hatSpMTExU2sD8BW5ubjhz5oyo9OLcuXNFr01MTERcXFymfT2/A35c+PLfgYGBOHbs2G9/Hhv7efPmQRDSk/g0xcePH1GmTBkYGhoS+Zb1Bfvvp0+fMGXKFLi5uUFHR0f2Pnf+/HncuXNHK0piOfjfRw7RIgc5yMH/K/z48QNFixaFrq6uKOufqQvwJIvU1FQyJKOiomRl47KCjAJVqampePXqFUnRscze34G26tL/l7B06VIIgoChQ4fSY3IkC34Mzp49izZt2mglg5Ifk507d+LZs2ewt7en4LCU0PPs2TNS3sgM2YI9xgzxbt26Zbmt58+fJxUGVpuTOf5Yf925c4cC8cWKFZMlW2iKV69eYcyYMeRIaNq0qSyR4vLly9RPkyZNosfl+unly5f0eTt27NCofdLMYR5sLKtXrw5BEDBx4kTR43LIKAPvV+/NLJQgW/D9+uLFC9y7dw9v3rzR6NJ+5MgRhISE0CVy9erVAH4qDLE2Sut+79ixgzK1ixUrpnLJ+/DhA7VPqQC89Pc7OTkhV65cKpkha9eupbI5xYsXVxsAYDWTgZ8Oi8w6Zn78+CFyXsjNmdTUVJK4ZPuNkrW9NcXjx49RvXp15M6dG82bN4e+vj4sLCzQu3fvDCWoeQcCywDPlSuXIupIfD+mpqbi8ePH+P79O5GepMGA3yVbsIwpFuRo2bLlb7dR6kBhNgwrXcHWSlJSEq5evUqlxXiyBY8XL17g+vXreP78uaI1j5UgW2jDWaQObEyvX79O2fc+Pj5YuHChbICHXwuzZs2CjY2NSC0pq+DnYFpaGt68eaNCjuD7JSOyhRKkDzlI9+Pw8HDR/OJt6GfPnpHsuBzZQluqUr/aq/i+kZItpFlQ3759w4cPH3D48GE8f/5ccSU2FhDLmzevilIer3RmYGCAevXqqSVbsCx5pZ3Aq1atoqC2NNOOSYLzdZDVkS22bNmC0NBQlZrm2kRmyRavXr3CyZMnMXDgQKxdu1YrZSRYuQh3d3eVPmCS8Cwjdfjw4fQc34fr1q2Dm5sbrK2tFQnAy+2xcgpycmQLafk2IF314Pnz5/j8+fNv2zWZAU+OZzLogpBeLi4jRQDpfiA3B5QAU0Pp2bOnKEOaB8v2rVatGr2GtSMhIQG+vr4oVqwYgJ/9r2Q7k5KS6IzLim2oxJ595swZGru6devi9OnTsmSLY8eO0et+pQD29etXUgFZvny5xm3MCK9fvyZ/TVYCgL9SqswK+HX2+fNn+Pr6ws7OTmXPPnr0KJ3JZmZmooAsa1dSUhJ+/PiBx48fIzk5WfHEnSVLllDgU65U78OHDzF27FgqB8krW7CzW2nbQbrGFi1aBEEQSEmKtxkePXqEQYMGkSIRT7b4ld3148cP2u+dnZ1/W5Y+JiYG48aNkyVb8L8hM2SLxMREHDx4EOvXr8eZM2c0JrlKbcMZM2bAwMAA58+fByC2DR88eEClb+XIFtosi8Xw4MEDIkozfw3/3ZkhWyQlJZGfgfW/kmdeYmIiEZbDw8NF7ZPi+vXrKFOmDHR0dEQKY0rgxo0bGDduHNavXy+6EzF/16hRo6gs77dv39C4cWPo6uqibNmyIlKotERIUlISSpUqBV1dXSr7xMB+5++qtEnXcrdu3WBoaEhqxvw8XbZsGfz8/GTJFtryq0vnx927d+Hm5oamTZuK9lpWSsTJyYn8snfv3qXzm58T2QFpkgFrQ7t27X5bQZuNweXLl2FoaIiiRYtqfM7cunWLfEmM9C9HHn7//j2phJiamipGns9BDoAcokUOcpCD/2HIGUbx8fEIDAyEkZERXWpYME9KsmB4//49qlWrhmLFimlUexQA8uXLBxMTkwwz/D98+AAnJydYWlrSgf8rIy8mJiZH1go/jSfGWm7Xrh2An1nn6kgWycnJNA94UoPSYBeRTp06wdzcHLt27VL72ufPnxM5RBB+qpsA6uvFs2D17Nmzs9zGDRs2QBDS69HFx8erVYe4desWZZoUKVJERLZQ6mL85s0bjB49muTvebKFtF44C3LyigjSzJbHjx/D2dkZAQEBGsmzVqtWTZQFJgX7/RUrVlRxlmcEpnSgDccCn/kQFRVFjg2eUJNZsoXUiZJV8L/z8OHDFAx2dnbG8uXL0aZNGwQFBSE1NVX0nfyc3LJlC2Wgjho1SvY1SoG/tEdHR+PAgQMqjHl+Xm7evJlqWRcvXlyU/Sn3e35n3FNSUlC0aFEIgiDKfOWRlpYmet20adMy9dlPnz4VtVXJ+SgXKLh9+zYF97t3704X5D59+sieuVIHDZCeFcYHHpVo34wZM1C/fn1YWVmhQIECqF27NtUHZ/hdsgXflyx4OmLEiF/OV3UOu27dumH9+vXo1q0bQkJCAKiuz7S0NFy7dk2WbJGSkqJ1cua/jWyhbj6npqaSgxBIdyiygFm+fPmwYMGCX5ItlCjXwP/WefPmoWnTpnBycoKrqyv++usvkROS779flRHRFtq3b49169bhr7/+go+PD758+aJCVgLSbRp1ZAul9hj+c/h+PH36NJYsWYIJEyZg+fLlOHPmjEr7gIzJFtp0+F+/fh158uSRDYgxIpm3tzdJuhsbG6NBgwa4cuUKvY7NhQ8fPhApR6lx//z5M0JCQmBoaJhhpt2hQ4cwadIk6kNeUp2fq0opWWSmFBtDZskW2sTZs2fh4uICMzMz0dgBP/vRyckJzZo1I9l8njDOO6A3bdqk8Z1Uiq5du2LVqlX0b3VkizNnzqBWrVoQhHRVDj5Im119yb7n48ePVEfd3d0d69evzzS5LKNyFb8D6TrjZbW7dOkiS7bYvHkzBCFdaeDo0aMiMgXbJ4cMGSIKSiqJxMREFC9eHIIgYPTo0QB+3Q9v3rzBpUuXFLsDAMD27dtJCr1OnTqyZIv4+Hi6szRq1EgtuYjNiaCgIAiCIJrL2sCLFy+obEVm7c+PHz/i9evXWmkPPw8vXbqE6OhoWFpaYunSpfS8VNmF2a1SsgW/jpVaJ1KwUmP9+/cXfSf/PS9evMCQIUNgampKZCr2G7Rp1zRo0AADBgxA27ZtUbJkSSQkJMiuw8ePH6slW8i17+nTp5g1axYpOfj6+v62ahL73Ldv32Ls2LEkgR8WFkZzK7NkC23a/507d8bWrVvRpk0bBAQE4Pv37yokYiCdUMP8Y1KyRXYlj82ZMweCICAgIECFZAv8uoyIXCBXSSQnJ1OSTKdOnX75+pEjR0IQBOTOnRtfv35VpB+/f/+O8ePHQ09PD/7+/oiMjERycjL5HgsVKqRCmFqzZg3t77Vq1cLu3btVPjc1NZXOvNDQUEVIzPwYTJ8+HcePH0eBAgXQokULAPJqIMuXL1dLtpAmxClpMzDlq5iYGCxfvlyUNDR37lwIQnqppwsXLtDjiYmJRBJgfzNmzNCoTRmB3Y+Bn0k8DIwwJwjpiX5ZKanetm1b2sM0TQ64fv069PT0YGRkpFa9mFf1ZD5EAwMDhIaGKl4OJgf/P5FDtMhBDnLwP4fU1FSVDCUeTJp38+bNVJtZjmTBjKDTp0/D1NQUlSpV0si5cO3aNWKeFy5cGN+/f5c11L5+/QovLy8IgjhDXx3i4+MxfPhwdOzYUStSy/9F3Lt3D6ampnBxcUHVqlXJGcgyEqSBuhcvXsDPzw958uRRkYxWsk1VqlSBgYEBrKysYGpqShcOdfNKSrbIiATCyo3kzZtXNjMks2DybcHBwUhISJCdo2yNrFq1iuqWFyxYEFu3btWKssXo0aPJEG7atCkFEdj4nTp1ipjduXLlUpvFxNZ+q1atsuzo//r1K8kyCoIgMuKlF1km81ipUqUMx4S9b+7cuQgMDFRcCpq/0L18+RJHjhzBwoUL4erqSmQL5vT/3TIimkId2cLHxwcODg4IDAz85ftGjx5Na1wbijRSBAcHo0qVKpgwYQKMjY0pO4KBnwcZkS00uaizOr1sb7hx4wZ9nnQe9u7dm5wcGTl42fsmTZqEwoUL05moDfTo0QPr16+nf7O2//jxAz179lRLtuD3SqUljPk5zeSMDQwMYGxsTPuPIKRLoPLyv+rIFnIOJQa2N+TKlSvD38FnC0vHlWXAFyhQAA4ODkS0kMOvyBbaRlbJFnyNYSUg/a1Pnz5VsRF5h5KUbJEZZQul2sdUAljJCFbKRJqllhHZgi+ppA2MGjWKguyFChVCpUqVZF+XEdni48ePGrfj4sWLoiA0349du3aljFj2Z2Fhgfr16+P+/fsq2VPsXiBHttAWpk2bBkEQsHDhQtHjrDa8t7c3OS9ZaUFzc3PUr19fFODj7z5KBiju3bsHPz8/NGnSRFQOgS8lwtpx7do1IpnyQTRAOZImIB7jw4cPY/r06ejevTuGDRuGS5cuUaCGf11GZIvs2AcnT54MQRCwbNky0eMs4Ojm5obr16/j7du3CAsLg46Ojsp615ZCDSsZyFTqGNSRLXbu3Em2obW1tShIq42STnKPsbXLK1v4+Phg79692VY2k19zO3fuxOjRozFkyBDkzZtXFHyQI1uwDGUnJyd07doVf//9NymQFSxYUGv11Rk6deoEHR0dSkoA5PubzYFRo0YhODhYhQyWFfDfs337dlhYWKglW6SlpREJzs7ODpMnTxaR5dPS0mhv+fLlC/LmzQs3Nzet3we+f/+OgIAAGBgYEJkhI6JRfHw8evfujeHDh2u1XEjDhg2RO3du9OvXDyYmJjhy5Ijoeb7vMyJbaJNcGB8fT4HjXwUIr1+/Tveo7CBbMBvA29sbuXLlQnBwMAD1Z+rvkC2uXr0KU1NTGBkZoUGDBr+tSCT9vPPnz2PgwIGwsLCAqalplsgW2uhDVo45b968KFy4MGrUqCH7Op5soU7ZIjtULS5dugRPT0/o6+tj06ZNAFTHWx3ZIrswatQo6OrqokqVKrT/qUuGOnDgAHR1deHr66uozXD27FkiNhYpUgQFCxaEIKSXfGB+LikpYcqUKUQczZMnDwYOHIizZ8/i/PnzWL9+Pd2x/Pz8aO4qZb82btwYgiCgY8eO8PLyIvKvuoS1jMgWSs1DaYKcsbExzXV+rN6/f4+KFStCV1eX9uXU1FRarxs3boS1tTWRsQ0NDRUh+wOqe4JcGTR+f2FK0lkhWzB/SFaUfeTw/v175M+fH8bGxnSnktvjWPsbNGgACwsLmtdhYWGK3lVy8P8TOUSLHOQgB/8TePz4MS5duqTyeOPGjdGkSRNRIGPGjBkQhJ/SrPr6+ioycPyBzBwh8+bN08jISkpKwtGjR1G+fHlMnTpV9Bw77FNTU5GYmIimTZuSw0GddC1rY0xMDDw8PBAUFIS3b99muX3/K0hLS0N8fLwoI8zU1JSULKQSrWlpaaRQ0KNHD7Uyr0rgwoULaNq0KfT09CAIYsl4dZcKKdlizZo1Kq/58eMHihcvDlNTU42JIkwe2t3dnQJQ6uZ9VFQUzMzMKNMkV65cGpfkYODXYEJCAiZOnIjcuXNDX18fTZo0UXFArl27VuSI6d+/Pw4ePIj79+/j7NmzFDj9VWAzM/j06RPmzp1LjjV17Y6IiKD5py6zig82lixZElZWViLWuqbg2zNgwAAiV7C1wf5MTU0zVUakbNmyKmUyNIWUbMEyW1gQWa5kDP/v6OhoeHh4wNramshU2gIvdezu7g5LS0uai+ou7lKyhVJr5P3795g5c6aKzCYgHncmUW1lZSUKoPBg+2FcXBz8/f3h7OwsqqWrJBhBwNfXV6T8wAIjCQkJKmQL6eW7Xbt20NXVJSlaTcGPF5PzdXNzw/bt23Hx4kV8+PCB5DsFQcCECRNEAWI5soUgCLKkqbi4OAwYMAD+/v4ZyudXqlQJgiBg5syZss9v3LiRHFSCIKB27doq7eEhJVuYmJiISqgpDV4dAvh9sgVTTBo2bJgi7ZGqldSpUwc6OjqwtLRElSpVsGrVKpFiEmv7zZs3M0W20BT8HGSZStbW1li3bh0uX76M69evY9y4cTTeXbt2pddnRLbQpkpXSkoKzVNBEGBvb692D5YjW3h5eWHkyJEakS1KliwJX19f7Nu3T8U51r59ezrfypYti7CwMOTKlYtslpIlSyIyMlKFIDpx4kT6Tb169VKkHExGOHv2LMqWLSsiTQwaNAiCkJ7xztt1sbGx8PT0hCAIMDIyQlhYGC5evKhYW+QChd+/f8fixYtFij7z58+nO5TUZuFJgIKgXv0rq+DPt969e9Newf7c3NzQtm1buj/xvykjsoWS5BRpP6akpGDUqFGoUaOGaN9nZCUrKyvRPZbZj+xvxIgRirVNDhs2bEBQUBB0dXVRuHBhCjYB8mSLlJQUcvALQnrZGJ48qQSkzvHnz5/j06dPov2CvebTp08oUKAA2RbZQbbg29e8eXPqC1dXV/j5+RFhUHq/ZHPj9evXFLjj/wICAmjuapMAxGxDQRDUBthZW+Pj41GyZElYWFhQiTJNwX9PZGQkleGoVauWiGwBpNuF7G7g5OSEsWPHyt53GTktJCRE8fJOUiQlJVEyR1BQkNoyOezf7969g5ubm1ZJNJcvX4anpyd0dXXh5uYGS0tLUi2UU6kAVMkWW7du1UrbpGCqbmFhYbKBPB6zZs2i80YQBHTu3FlrShs3b95E8+bNYWZmRn4DuXseDynZonPnzmo///Lly4iMjPxtu4efV+PHj0eJEiXg4OBA/kw2fg0bNswU2WLcuHGKldWU4vv376Qsw4Ko6ghacmQLHx8fTJgwQURq1zZYyV4/Pz+1pdd4soW7u7sKiUmbOHDgAPUnfy/i5z+zgdesWQNBSC9NpTSkxCcPDw/yq6lTH509ezby5s1L/k8rKytaK4KQTvDUxpkXHh4OAwMD+p4GDRrQc+rI8jzZonLlyti3b59i7eHRt2/fDH0FZ8+epf3n6dOnKjGKMWPGQFdXF3fv3sXAgQMV83/xe8ayZcvQuXNn+Pj4IDQ0FBMnTsTHjx+pLUqQLQ4fPvxLf8jvgvl83d3d1c4r9htCQkKQN29eTJw4EQUKFMjWsoY5+N9FDtEiBznIwX8eL1++RI8ePZAvXz6RQ5kFS3x8fEQX2tjYWDLkBUHA3LlzAYjJDgxMyqps2bIalRpgSE5OFmUU//XXX2SI8AbAnj17qH29e/cWXUCl0o/MYd2nTx+tkgT+LVBnKEmxc+dOCuiUK1dOJMXGkJSUhLCwMGJms3mi9KWd/7zz58+jefPm5CzgSTcZkS1at24NExMTlewH9tlxcXFZkmuT4u3bt/D29oYgpMsTMuUHdeoruXPnRuvWreHm5gZBEBTJMucN93379mHp0qUICwujYL+FhYUs2WLTpk0IDQ0VORxsbW3J2enl5aVYdirvwC1ZsiRatWol2/769etTm3ft2qX2AslY92FhYYo5B/kxY85HOzs7rF69GgcPHsSJEyfQqlUrqmf8K7IFe13VqlVVMhayAn6+83126NAh0TiOGTNG9j0MT58+haOjIwRBUIzEkBG2b98uqkU/duxY2fIfcmQLQ0ND5MmTB/v371ekLfw89Pf3R7du3ejffJ8yMpm9vT0OHTokOw/T0tLobGzbtq3i6jQMGzduRIUKFSAI6RljPNmCOWmkZIuePXsS8YNldAuCoHjGIp+FJVWhadmypSgYMmnSJLVkC/b71JGSYmJiMlSgevLkCTkKrK2tcevWLVGAi2HHjh2i7HGeiJcR2aJ27do0H+Lj4xVdyxk9l1myxbNnz/D3338jb968v13zVQ5yShGGhoawsbGh0lTW1tZo06aNbFaWlGyxePFirTmoWTalq6urisOH7eNyAWy+/27cuIGGDRvC1NRUa04j3mZmilLm5uaYMWOGWsUoNhdevHhBtldAQACVEPld3L17l5y1ZcuWxd69eykjbMWKFeRou379Os2B6OhorF+/nvbwIkWKYM+ePaKsaEBMtujfv7/WgrZsjvF7ycmTJ+Hs7AxTU1Mik6WkpCApKQlpaWkoU6YMrK2t4efnB0EQ0L59e0UysPi1KiXw8efJ58+fUa1aNejr62PDhg30Xvaa7du3w8zMjJTWBEFQLLDIt5GtBzMzM/Ts2RPTpk1Dly5dSBWwdOnStH+oI1sYGhqiUaNGVL5KCfD7zciRI3HixAkA6eca7wzft28fbGxsoKurS6/h67sXLFgQ1tbWMDY2hiAIGD9+vCLtk9aWZ9ixYwdKlCgBQUhXXlSnbMF+38KFC2FjY0P3UF9fX0XOE0A8XgsXLkSLFi3g6OiIPHnyoESJEpg/f76KKsCfIFsAP536vr6+uH79Otnwu3btEhE0ebIF68+EhAQMHDgQjRs3Rt26dTF27FhKmtAk4JSZMzkhIYHuHmZmZti7d6/odfz3s9c1a9ZMseCn9Pdt2bKF9uVatWrh1KlTorkUHx+P4OBgCEK6gl3x4sWxZMkSHDp0CJGRkVTOxsXFRZHMWLk+lAa7zp8/T4pnDRs2VClZyf/GOnXqZIu/ZteuXShdujQR6vv06SP7m9SRLbR9l2LfO2XKFAqyMuU6dT6e3bt3w8jICD179oStrS309fW1KpV/584dNGvWjMoedOrUic6IjMgWQ4cOJXtS7i6f1b1R7j5vbm6O4cOHY/z48Rg3bhxcXFygr68PHR0dNGzYkPyWcmQLMzMz6OvrY/LkyVlqT0bgyVmsdKW1tTXmzZun9l7Jky3Y/b9QoUKKKJ7xny8HNufu378Pf39/WFhYEGlQXfkXdu8qXLiwImdMRu3j59uYMWNojU6cOFH0Ov4sZ33IbAYlzmT+M5iClCAIyJ8/P3bs2EF7mjo/yOHDhzF+/Hh4eHggV65csLS0RI0aNTBp0iTZssBKtXXp0qVErs6TJ4/onMuIbMFsidDQUEX8Ifzn37x5E1ZWVnBycqIy4VKcPHkSgiCgRIkS9BiveFGuXDl4eXlpTSlO6vNgfzVq1MD27dtp3mdEtvhVYhZfHiyzkNt/+dJrQPrdkPksS5QoQbEX9vtY25OSkuDj44PGjRsjJSVFsf0mBznIIVrkIAc5+M/j/v375LD18PDA+vXr0aJFC3KIs4wHXlZ93bp1ZEA5ODggIiKCgtRfv37F8+fPyXGilJSVFExy18vLi+T4eWOJScwyY4V3FLPXtmnThgx9JYLs/3bwxtysWbPQvn171K5dGx06dMD9+/dVDLXFixdTH7q6uqJJkybYtGkTdu3ahSlTppBDMU+ePFphUqur53f+/HlS3LCxsRFlLKu7wL969Yok4eQy5ZRqY0JCAvr37w9DQ0N4eXlh/vz5dHmSBsQePXoEQRCwevVqPHnyRJF60fxvYXLKOjo6cHNzg5eXFzmODA0N0bRpU7qcMdy5cwezZs2Cl5cXHB0doa+vj6JFi6Jnz56KBOyk2L59O80xXuae9dmTJ0/oQm5hYYEZM2ZQ1mJsbCyePXsmIoVpo42sZrqjo6NKYDouLg579uyhwHBGZIvFixejWLFiiigdyGXN8s6KgwcPklPS0NBQVA5G6sC8d+8enJ2dkSdPHo3K5vwK/NrcunUrydGXLVsWx48fl82ukr4nd+7ccHNzU4S4x4NlrwhCel1vBjYPo6OjKbvIzs4Oc+bMoXIxHz58wKNHj6jOatGiRcnRry3J1p07d1LgOiOyRa9evWBiYgJDQ0O4uLigUKFCdG4rXebp7NmzcHV1hb29vQohi9kY+fLlo3OXObrkyBYfP34kIkVW9+dbt26hT58+WLx4scpzvK2wfft2Ut7y9PQU9aU6ssXly5fRqFGjLGXASD9TSpKaP38+xowZg1mzZuHRo0cqhITMki1evnxJgbSM5Lh/BTmlCEtLS0RGRuLOnTuIi4vD+PHjYWJiAjMzM9SqVYv2YXVkC0dHRyxfvlzx9cGyUc3MzFRUCjp16kQ2aa9evWgOdu/enV7D99+tW7fUZuUpBZ5swc45R0dHbNiwQa3jjI3H06dP0aJFC42JIBcuXEDu3LkhCALKlClDTtR+/frB0NCQ9jmpM/L69es0B4ODgykowp9Dw4cP1ypZRR1mzpwJQfiZFcv3c2pqKoKDg1GhQgUMHz4cRYoUUVxlipVZU0cIvHLlCgU0Hz16pFKOb/bs2RAEAUeOHMGUKVO00n9M8cPFxUVlH+NVVooVK0Z2gZRsMWzYMAhCuhqDUmuF3xPYWVG5cmXZM5+VPWOBUP69MTExcHNzQ7169TBgwADY2toqoqwit5fyzvvt27eLyBZyyhbsMwYNGgRnZ2fs3r0brVu3Vsx+5c9Mpkqjp6cHMzMzInWz4CdTU8lI2UKbMtDsnunq6kr3cL6Pv3z5gvDwcNF+LVW2kIMm9zr+vVFRUVi7di0mT56MKVOm4OHDh3SupqamYteuXURe0NPTw8qVKykokZCQgJiYGFLZ9PX1VWyM+d++YcMG9OvXD3369IGbmxvd8+rVqydLtmjYsKFKOSj25+/vr0iNdb4P3759i1u3buHDhw8ieyY1NRVfvnzB6NGjKSAfGhqK9+/f0zmSmpqKpKQkCo4XLlxY8f2abw/D9u3bUbZsWejq6sLe3l5EwlVHtjh37hwqVaoEPT09rZVR5XH79m0KgDZq1Ei2fWztbty4EYKQXva3T58+0NfXR8WKFRW1caT2HCNbmJiYwMHBAaNGjaLxV+erefDgASZOnEhjrLSNyMjgbm5uKveUR48eoWfPnpR4oE7Z4u7duwgJCYGjo6Mia0UO7Pu+f/+O4sWLk482MjJSbSkL1lfR0dEICwtTzG5Qt89K99i4uDjy/YaGhmb4mY8fP0aDBg0U93vFxcXhxo0buHz5Mr5+/Upt5/1u7B7DbAd2V0hLS8P3799prwkICNCKAunx48dhZGQEZ2dnIlwULlwYERERIrVgBulaefPmDV69ekXzV13ZU03Bf96SJUtgZGQEQRDQuHFjuhdk1Nb58+ejRIkSipTKktoEbD9j9xW58/7mzZs0zlKSbatWrSAIAtq0aaO2zPPvgv/tLEnMwcEBCxcuxP79+3HkyBEa7+LFi2PlypW/JFu0bNmSYhwZIbPt5/vp0aNHOH/+PKKjo0Vk/ZSUFMTHx2POnDlwd3eHIAgIDAzE/fv3VfYCZqOPHj06U9+fgxxkFjlEixzkIAf/E9i7dy9l1LDs9Xz58hFBQmq8JSQkYN68eSLps/z58yMkJASBgYHktPX09NRKfeaUlBTs27ePvt/T01OFbPHp0yeqW8YYmU2bNsXChQvRvXt3lCxZEoKQLqGp7Tqk/wbwY8iCXvyft7c3Zs6cqWLQrVixAh4eHpQRxkvV6erqokKFCnRR15RkIZ1nGQWkLly4gCZNmvwW2ULuMzVpn7rnrl+/TnUXCxQogFmzZslm7zJn/J49e7LcJnVgWcdubm44duwY3r59i5iYGBw/fhyVK1cmJ5sc2QJIJ6Y8ffoUly9fxrdv3zRytGbU5x8+fMC0adPIMdijRw96jo331atXqRatkZER7OzsEBISggIFCtBekytXLq3Vgg8LC4Oenh5WrFghahefmcWkyxnZgl1C+UDj169fFa8rXLp0aZGDjQ9y8coWLi4uWLRokexnsHkYEhKi1brHgHgubNu2jSTL5epKM/Bra/fu3Wprq2qCmJgYqmEtCIKopjsbwwsXLpBD3cTEBLa2tggNDYWfnx8FL/z8/LQqWc33y44dO35JtkhMTMTo0aNFWVElS5ZUmwGiCVjQSyp/zrI6vL29SVGIVxYYP368LNkCyNoY8+/n663WqVNHpO4iJVswVQEfH59MkS1+t25vYmIiOZzk1DVatWpFwQb25+Ligi5duuDMmTOiz8os2UJd+7MCRl51dXVVcZyxMWYSzBmRLQIDA2FmZqYVAu7cuXMhCAIWLFggepwpA7i6uiIqKgqpqano2bMn9XOXLl3otUpncKvrf/Y4G6/U1FQ655ycnLB+/fpfki00IdDwbTh//jxy5coFQRBQqlQp7N69G0WKFEGpUqWInCD3/RcvXiRbolOnTvQ8P68zUp7JLH61l/LrKTU1lTKL+VrvbL3GxMTAwsKCiJ0sy1ap/fr169eicnrSNgLA6dOnKajJ+pLP0C5fvjy8vLy0lrW9ZcsWGBkZwdzcHDdv3hQ9xwhJNjY2VGKlWLFissoWT58+xZgxY7QSbGKlVVxcXHDp0iWVORgfH08EV1aGLiUlhdr35MkT2Nraon///nj16pVIDVEJ+Pr6okKFCvRvdWSLIkWKYOPGjfQc71gPCAhA1apVAfzcB5Ra08BPYpy9vT0iIyNx9epVfPv2DatXr6a9j1cjYd/Nky3y58+P7du3a41swfbh/v37i9ogJbFPnTqV2ty1a1cVZQulwO8DAwcOhIeHh+hMzp07N7p160ZBzMTERGzYsIHmIgtK1KlTB0FBQcibN6/idxS+jWy9srEqXLgwfScjW0jLiCQmJmLdunXo3Lkz3N3d4ezsjKpVq2LkyJGKBBb59g0ZMgTFihWDgYEBPD090bp1a5VyAQ8fPsTff/9NahwFChRA8+bNER4ejr/++ov8NS4uLloLbDPw82nHjh0oVaoUdHR0UKhQIVIfkr6O79uLFy8q0oe/8mOwPl65ciX5Z1q2bKlW6bB06dJwc3PDjx8/EBUVBTs7OwiCgIiICMXbx4//nTt30LRpUyq3MWrUKMpuV/cZcmomSiAmJgYlSpSAoaEhlRrgFZCAdNt6xIgRsLe3h56eHsLCwmTJFtHR0WpLE2cW6pKJpNnlrOwQ238yIluwPtXGfh0cHIzevXurKPfw33v16lUqGbN69eoMP09KMM0K+PdOmDCB7nGCkJ708Pfff1MQmfXrjRs3RGphHh4eCA4ORnBwMKmcOTs7a22v+fLlC/bv34+EhATcvn0bhQsXJlthzZo1smdgRmtBSTISX7IyLS1NtEaXLVtGasLNmzfPFNlC6fJTVatWRdu2bTFx4kQYGxsjOjo6w72IVzBp3LgxWrRoQb46Dw8PFZVjJcBUuPz8/FSIlaxUFrMT1JEtli9fDkEQYGxsLPJjaAJ+DvXr1w/+/v5U/rNWrVoq6/Xt27cYP3483QOcnZ3Rvn17hIeHY8KECXTP8fb2/n+RrJqD7EUO0SIHOcjBfxq8YXTq1Cm4u7tDR0cH+vr6mDRpEj3HH87sPQkJCdi1axdlk/N/Pj4+aNGihWIGjJwRnpycjGPHjpGBmjt3bpUA1/fv3zF//nwYGhqKaswJQnp2fPny5bUScPo3g7FPXVxc0KdPHwwYMIAcavb29hg8eLBKVvvJkycxdepUFChQAN7e3vDw8ECjRo2wbNkyCpBpeiHmx/jYsWOYNm0aevbsiTlz5uDs2bP0HB8EySrZIivgf9/Ro0cRHh6O7t27Y8KECbJs7VOnTpGDzt7eHiEhITh9+jQuXLiA8+fPU23mYsWKUfa7Uti0aRPNcbmMhn/++QeDBw+Gg4MDkS2YLLWmTt6s4NOnTyInqlxw4tOnT2jfvj0Fg/i9pmnTpoqUXJHD+/fvyfm3a9cuUZt4JCYmIiIigtpnYmIiS7ZQEnyJJL6eLb9GDh8+jJo1a9LrevXqhaNHj+LevXu4ePEiZZ+4uroqthf+au3xaykyMhIWFha/RbbIzHdkBe/fv8fYsWNlyRasLe/evUPz5s1VnO/+/v5o27YtkUC0STr7XbJFcnIyHj9+jHXr1uHEiROK7DfS35ecnIzIyEiEhISIFFtYDVVnZ2dR9s2JEyeo5IQgCJg8ebIiAVl1YEE7QRAwa9Yselwq+66uLzVdv0lJSciXLx9MTEyo3jffh+w8sLOzQ/Xq1VGzZk1y+Onr68Pb21vFuSklW7Rq1Upr9ehv3boFX19fmJqaUgY0Awvmubi4oGfPnvDw8ICOjg5CQ0PJBuT3wNu3b2tFeSgtLQ1Lly5FgwYNSFUI+Olos7S0JDUkIH3/ZHsP2xuVBj8eiYmJlDkkdZzx2bs82SIjZQulIEe2qFKlCnx8fFCzZk3Ra+TeN3XqVBgZGaFYsWKi36XUHs3bJJs2bcLw4cPRoUMHdOvWDbt27ZJ18DHSXGhoqIoNxEjljHjIO5aVwrZt22he8UF2hlevXlGgSzrvGAmtefPmipSRkCMss7KOUpIvKyvl7u6OkydPYvPmzZTRVrRoUVmyhVI2ozQwVKtWLVhYWBARRPo7UlJSSEWqVatWKgQpZtts2bJFkfbx3793715RIJtBHdkiX758CA8Pp89JTEwkMtDQoUO1MgcZ6czW1lbljsLKKwmCQCVXGHiyBbtfFy9eXGulnljggfkcMioByScJdOnShfZXpfYa/nNYxquZmRlatGiB4cOHo169enB2doaZmRmKFy8uOsvPnTsnKsvGEzPq1aunlTtK586dicQRFRVFayg6OppUceRsax4fP36kYJgS/ShXokFfX1+UpGFiYqKyL/7zzz8IDw+Hi4uLSh9aWlqifPnyipEzf/U7+T1t165dpGYXGBiYKbKFpuDthhcvXuDw4cPYsWMHnjx5IlJTAdLtwJEjR1L/1qlTB/v378fXr1+RmJiId+/eUXZ148aNieTQrl070brLavvu3LmDTZs2Yfbs2VizZo3sPL979+5vky20gaioKAhCOonw/v37asfs5cuXlIBgbm6ulmyhCfg+TE1NxaNHjxAXF6dSgout6d8hW2gDfCKCra0t6tati3PnzlG/sDPs27dvlOjD+yW0Ab4PmW/T2NgYvr6+8Pf3p5JExYoVU1FueffuHcLDw2FlZUVKDcwXUr16dcX2GnV+DN7eOXXqFCUOypEtpPcIJSG9M8bHx8ve7xmWL1/+22QLpXDkyBEapzx58sDGxobWi7q1/ODBA1H5Mfbn5eWlFSLN3r17YWFhAXt7e5U5xGxSDw8PUrYoWrQoVqxYIUu2WLduHd2hlbwHsLViaGioomw1YcIE0fvevXuH1atXixJrs6Mfc5CDHKJFDnKQg/882OHLDl6WUZkrVy7K4AYyvlDu3LkTS5YsweTJkxEeHo5//vlHKzVIV61aJXouOTkZR48ezZBsAaQ7kOfOnYvq1aujQYMG6NixIyIjIxWrefxvBj9Wx48fh66urkrd9s+fP6Nly5bQ0dGBjY0NBg4cKFtCIC4uDh8/flRh8WtqUEuzc1iWO/tzdHQU1VLPbrIF376+ffvS5Y0n7UydOlUlUH327FmqBc4u7Lq6uhTccXFx0YqaCpNz7tixIwD5DLFXr17h77//homJCUxNTdGkSRNaD0r12+PHj3Hy5EkMGzYMK1asUMnKlmaeqyNb8BfS69evY8uWLVi6dCkWLlyIx48fK7bXyOHDhw/k+JPWXJciJiaGJD7ZXiqVr1cSnz59wuzZs8nBxmcUS5UtWO1l1i4zMzOSnC1Tpoxi85BfK9euXcOqVauwfPlybNq0CUlJSSqZOkB6QEId2SK7kRHZgp+HN27cwIYNG7By5UosX74cT58+JcehpsFuaR8yZES24NUY+NrQShOnkpOTRZ+5bds2am98fLzImbVjxw6aayzAzdf3ZDVmWV/PmzdPa+N+9epVURCEPycyS7bQZF88c+YMfHx8yDHB+iMtLY0CYn5+frh//z5SU1ORlpaGuLg49OvXjwgXTk5OOHDggOhzGdmCSR3zZTCUxKJFi6Cjo4Pp06eLHu/evTs5J1kwjwV/TE1N1ZIttIWEhASR0+fw4cNwcnKCrq4ujh07BkC8JkqUKAEbGxsi4g4cOFCxtvDfM3PmTISGhkJHRwceHh4ICAjAtm3bRKSnfxvZgt0DGHlM3dgdP36cXs87XZUAvxc2adKEFFP4AJynp6dKhvSuXbtgbW0NHR0dNGvWDOHh4di0aRNlnQcFBYmkcrMKaZ/we8SQIUMgCOny07xqBHvNhAkT6NwrW7YsGjVqRIGUXLlyaRSYPXLkCE6ePCnbzlevXqFcuXKoW7eu6A40cOBACEK61DELIL9584YIAcwpzO4G2iJ1TZw4EV++fEHRokXRuHFjAKrnGPs969atg42NDezs7NCnTx/cvXsXly5dogSA4sWLK1JmTBrouHDhAqZMmUKZ5HXr1qXn+eDXjh07EBwcTPO2atWqqFatGgIDA2luaOMempKSglq1asHQ0BCHDx8WPcfGWU9Pj2xy6Viy3/Dx40eULl1aRFxTEqmpqUSWadiw4S9fP3HiRNH65xVrlAzsMIKoi4sLoqKiROuHtdfIyAjXr19Xee/Ro0exbt06TJs2DeHh4bh//75iGak89u/fDzMzM5EqDTtDWHu3bNlCc7R+/fqiMiI8SUWO3Kwpxo0bR/vJhg0bcOLECcycOZP6TxAErF27VuV9jx8/xsiRI9GsWTM0bNgQHTp0wM6dOxVLSJDa12vXrkV4eDi2bNki8m3wd6jMki2UAL/X9evXjwJygpBOWG7QoAHdC9h4PX36FOPHj6e7oIODA7y9vUUKsz4+PhQU//r1K5WHGjFiRJbb17t3b/j6+qr4Q4YMGaJy3/83kC3OnTtHdsOvykjduHGD7shGRkZo2rSpYmVW+D6cPXs26tSpAz09PeTNmxdFixbFvn37RMRzNhf/JNni9evXWL16NSpVqkR+YldXV5QuXRp79uwRtXft2rU0H5jdrTT4vYqpU9jZ2eHgwYN4/vw54uPjceDAASK05s6dm8aPn2+3bt3CoUOHMHv2bMybNw+3b98WKSxqAum5+uTJE8TFxcmSFk+fPi0iW0RERIjupmlpaWjQoAHq1q2r2H2An4crV65Et27dkDdvXgQHB2Ps2LEitQi+LZklW2gDfFkNQUhPnPjVd8bGxmLr1q1o06YN2rRpg1mzZmmlTG5qaipatGgBQ0NDFRJz8+bNaR9+8+YN7ty5Q0kSxYsXF5EtpKRjJf04zM/q5OSE3bt34+bNm1i/fr2opKu0DEhaWho+ffqEkSNHokWLFihWrBhq166NsWPHaiVpIgc5AHKIFjnIQQ7+h7Bp0yYUKlQIS5cuJceam5ubSErqV6UdtIkGDRrAxsZGRUo3I7KF0szf/xqkxlp4eLio5nZKSgpdBL58+YJOnToRYUFKtpAj2igx/vxFhM07e3t79OnTB+PGjUPPnj0pGFerVi16rRzZQk9PD46Ojiq1+DQB/7uZPLqpqSk6deqEiRMnknFqYmKCLl26qNS6vn//PpYuXYrSpUvD2dkZgiCgUKFCaNKkiSK1KaVtTUpKQoMGDSAIAoYMGZLh6x8+fEjBP3NzczRp0oTKiGjq+Ni1axfKlClDF3I9PT26FKmTEsyIbJGdmRtSsMyWli1bqs26Z/01fvx4WFhYoEyZMuSIUKr+oxw+f/6MWbNmUf9mRLaoXbs2zd+QkBBs374dFy9eVCTgBIgvg7169SIHH/sLCQkRyeFnN9kio8/j53tGZItfzUMl29ygQQMUKVJEFFxXR7aIjIxEoUKFIAjp6hqRkZH0nKZr+fLly5g7d67K41WqVIGBgYFa6eERI0aI9iFeDvjr16/ImzcvJkyYQIF5bUtP3rp1SySznVmyBVOy0QQJCQnYs2cPlZ7x9PQkskWjRo1gZGREgVVW/gBIX8MrVqyg0i8lS5ZUkfpnGY358+fXmtNj27ZtqFSpEgVggZ+BFHNzc5FSxKNHj8iBZGBgoLVsXkA8t+XmOTtP2L7I2y6fP3+Gr68vwsLCMH36dFhbW+Pq1auKtIu3a9q3b099YWVlhTx58pDzvlevXiKbQR3ZYtOmTRSU0BZY35w7d44UewwMDEQBETm8f/+eSifx6mNKggXOnZyc0KpVKwwYMADFihUjSVtjY2MsW7ZM5MCeMGECdHV1KcjNyDQ+Pj5UIk+TvVGdqgPbS+7cuYPSpUvDyMgIkyZNQnJysuj7mFy+tFxQ3rx5NcoQY+o9derUwblz5+hx/rw4ePCgKACyYsUKstPYe9hv2rdvH/Uxa58S0vhyzmOmtFG2bFn4+vpi6NChGX7Go0eP0KJFC5Iqt7W1JWKzs7OzIgRSvp28AiAbNza/6tevT6/j7YTDhw/T72J/+vr6KFy4cJbLjMnZAfzcunPnDpH3+JIpjPyjp6eH06dP0/vYe/nSkfxepCnkfh9r96pVq2BiYgJvb2+S81f32rNnz8LOzo4IfoIgYMaMGRq3j8eZM2dga2sLMzMzkToX8JPErq+vj1OnTonalt3k4Hnz5kEQfiqq8POUb8uGDRuor+rWrSsiW2hLhSEhIQGFChWCnZ2diprKnTt36EyUki20VZ5Gro0DBw4ktR72V6JECUybNo1ek1myhVL9KOcPsba2Rrly5VClShX4+/uTj4Qn0gHpCq779++Hj48PqTAKQnqiSqVKlURr++PHjwgICICzs7MKISIj8HsBu09aWVkhODgYQUFBRAo2MjJCUFCQiKgMqJItxo4di69fv/5uN2UZr1+/Rt68eWFmZkb3Frm9iT0WEhICS0tLeHl5QRAEtG7dWlEiPVsH+vr6MDMzI5Krubk5Bg4cKFo76sgWO3bs0FqJMTm8fPkSJ06cQLly5cinxfxzU6dOpdd16dIFgiCgXbt2+Pr1q9b2x5kzZ5JtKN1rWP+ykth58uSh81Db/mEp0bphw4YwNTVF3rx5SbVC6gPkyRaFCxfGypUr6TmmDmRqaqoIEYSfh2ysWAlf9hccHIxly5bRb8mIbKE0GVO6zvjvXrhwIbWxTp06ssq9ctD2+QKkz7k8efKISHusPJqbm5tojrLyIOxMWb16teK+Tqmdzfyy0j579uwZ2TdSsoV0rTBVpT+VEJWD/x/IIVrkIAc5+J8CO+APHDhAcvPqyBYZOU6UxqlTp4itLFcTMSOyBZ/Nry5I9b+OmjVrYvbs2fj777/h6emJT58+qcgWAulZDhmRLZQGPwbM0Pf29hYpQ/z48QNBQUHkzAwNDaXnpGQLxhgOCAhQkV/UFCwLLFeuXLh69aqo7Uwe2MjICG3btlUhWwDp8/Dp06dUI1lbMrzAzyzjWrVq4fv37xmuVWbo6+vrQ19fH6GhoRpL+EdERJCx7u7uDk9PT5E83cSJE9W+NyOyxZ8oawL8lMx0dHRUG3Rlfdy9e3fY2tri0KFDqFOnjmKBu4wQGxubabJFzZo1oa+vDxsbG2zfvl2xNvBzjEmzW1tbIzQ0lLIkWJBr3Lhx5FxTR7aoX78+jh49qpX2xcXF4caNG7h7964o05BvS0ZkC21l8vI4ffo0ZafVqFEjU2SLUaNG0VrOly+fIgSB2NhYkt2sVKkSPV69enUIQnotbWnGcFpaGpKTk8kZyAIhjAgGpGf2CIKAYcOG0fcA2lnjfB/9LtlCR0cHdnZ22Ldvn8btSExMxO7du1G6dGmyU06cOIFGjRqhatWq9Bppu5OTk7FgwQI4OjrCwsICCxcuBCCehzExMXTmaWuf5G2Bc+fOwd3dHXp6erROU1JSqA9DQkJgbW1N2Y5NmjRRpF2/WnvSmsZsL2JzMCUlhdrx9u1bODg4oEOHDvj+/btipWv4YAQjEVlbW2PHjh1EkmGZ2YaGhmjdurUoI0yObKGvr4+tW7cq0r6MwAc0GdmiSJEiiIyMVAm8srG+ffs2bGxsRBmDSmLdunUQBAG+vr6icoQfP37E/v37qU6wiYmJSob0okWLEBYWBjMzM5QuXRpt27YlR7sm+zg/z2rUqIFGjRph9+7dojmekpJCZ4inpyeRoKTr9vjx41QKZe7cuRoTzhjBTRDSVQJ48ovcb05OTkbz5s2hr69PewsffD99+jT09PTo/iAIgkbEqZ07dxJxh++vxMRELFy4kDJQWWD4+/fvGd7Xbt++jUGDBhGxM1euXKhWrZoipdD4tcz2EhcXF8ycORNr1qzBpEmTUL58ecp8Vke2+PTpE44cOYIBAwagb9++WLlyJZGaszIPk5OT8eXLFzx//lxWEePevXvQ09OjcwUABg8eLEuyYH376NEj+Pr6UkkdBk3vyvzvu3Dhgkog4cKFC3B1dYUgCGjfvr2ILChVQGOkgfPnz2PSpElE/JFTlsgqWMkNKWFfjqTCkyKzwy7k0bt3bxHRIqNEmKFDh9KaCg0NxZkzZxT1gfDfffToUbx58wa2trZkX/H9BKSXCWHlBaRkCznlK6WTOvigZVhYGLp3747KlSvD2NgYhoaG6Nq1K71WHdmiWLFiokCoppArueLp6YkrV65QYCsqKopIjbq6uiKyD19KJCoqCsuXL8fKlSsRFRVF72dgyQM1atTIkt3DysUFBATg7t27SExMREJCAj59+oSePXtSWcD8+fOr2M6MbGFmZgZdXV3FiVIZITU1leyFgIAA6hfp2mX9WaFCBfj7+2P06NHw9fXNdEA3o+9nYAp7VlZW2LZtG/mNWLDTxMQEnTp1EhGr5cgWFhYWKtnzmkBd+Qep/f7lyxccO3YMHTt2hKGhIQXpK1asiPHjx2PYsGGws7ODh4eH4klFDA8fPkRgYCDMzMxoT2Zg9zxXV1fMmzePEhG8vLzITtXWXYmfT6xchIGBAUxMTGj9mpiYoGXLliqEqdOnT6NYsWJka9SsWZP2HC8vL7IPNSFA8u9lyWLm5uaYN28eDhw4gMOHD9Pdw8/PD1OnTv0l2aJ27dqyvs+sgO+/Y8eOkc3Aj9fixYvp/OjSpctv2c1KnCdypewY+H5Ys2YNdHR0YG5uTnZKUlISUlNTce3aNVhaWsLGxgb6+vpwcXHBpk2bNG4bAz/OmzZtwqtXr5A3b16MGjWK2sy/JiYmRnR/4MkWUnUV/r85yIE2kEO0yEEOcvCfQ0YHI2/EHD58WC3ZgneUbNmy5ZcSfJri8+fP8PPzg5WVlVrWbGbLiPyvISEhAZMnT1braJo2bRoZ9b6+vihZsqTs6zIiW2g703jlypV0qZBm5LJLiouLC2WQqSNbnD59Gl27dqX2KmUEbtq0CXp6eiKJVgZGEGF1Hg0NDdGuXTtRgF1dppHSYJ/NHIV58uRRK/PMXhsZGUmZGubm5rCyshJlvvwuWGakIAiYPHkyHj16hE+fPmHx4sUkVSoIgqi8gRTZSbbI6LLKvislJYUy0d3d3VUu9PwFJCgoCIULF0ZqaqoizHTp71W3l2WWbHHkyBGUKlUKlpaWitVV5Oc0c8DlzZsXN2/eJELFw4cPKRDi7u6OkSNHEtlISrZg2fDt2rVTJOuE//zRo0ejQoUK0NfXh7GxMSpUqCCqSZlZZYvsOFPWr19Pga1q1aqpJVuwNsfGxsLd3R2mpqbQ0dGBra2txgSBxMRErFu3jgJJoaGhqFGjBgVgWWaz3DpidaF79+6t8hyTj2bBYz7gk1VkZi0DmSdb7Nq1C4GBgTA3N1esXq+UbOHh4QF7e3vUqVNH9vV8oKlhw4YQhHRFJHUKA9o4X+Q+k2XNt2rVCqmpqSrZ/aVLl0ahQoUwceJEBAQEaOygBsRrbs2aNZg4cSK6deuGQ4cOyQbnUlNTSQkhJCREJZuJPcfbtkpi8uTJRNC7e/eu6Dm+jI2+vj5atWqllmzB1EyUKu+U0TrhAzbnzp2jDMvSpUtj48aNsgRRFrQJDQ1VJDtVOk6DBg2Cqakp3TOkgbgXL16I1Jqk5MaUlBS8fPkSaWlpdCYrtX9369aNxtHb2xtt27YVBbX4gEjNmjXVSqUrvW75EgtSsoX0u/755x8YGxvD3Nyc5iC/pnfv3g1BEKgEmCZ74Zo1ayAIAgoWLCirbPX9+3esXr2abH1/f3+a9xmN2Y8fP/DmzRscOnQIjx49UquallX06NGDiKJS+/jOnTuYOnUqKe/xZAtpKYeMSs1kFseOHUPv3r3h7e0NOzs7BAYGYsCAAaIzITo6Gvr6+ihQoADev38vKhfCkyz4/zJJ7jZt2vx2mzIDHx8fWFhYYO/evSp23YIFC2i+9uzZU2Sb8uNesWJFODg44MOHD7h//z5l+CtBQmNBB6YkwAc8fqUEcv36dZw8eTJb7EI2hxgBvEyZMirP8f9OS0vD9u3boa+vDyMjIwiCgHLlyuH8+fOKt43ZKL169SJyoTpkRLZQupQE3y+sLIyTkxMuXbpEZ0JMTAwFOAVBwF9//UXvkZItmGJhmTJlFC9dOWXKFCJZSH0vrH9Z4gJPtuAVStUhJSUFTZs2pQD07wTAWR8ePnwY1tbWsLe3J7tLek+dO3cuvL29oaOjg5CQEBX75969e6hZsyY8PT018jeoa6PcY6yNly9fprto1apViaDM+o7ZH/Hx8ciTJw9at26N+Ph4xYi4AIgkJqfCwN9NjIyM0KFDB5GyDk+2YERmJUiFgOoZ+88//+Dbt2+/9EPs3bsXo0aNov1FR0cHZmZmNE954pKS2LlzJ3R0dDB8+HDR4+y8dnFxIXtw0aJFVGKRJwUr7VPi52BYWBj50A8ePEj3IL5sXIMGDfD9+3fRnnfu3DmEhoZS/+nr6yMoKEhxnzZLzsiVK5fKHY3d39k9ddq0abJkC+a/NTIyUnQtA+mqPs7Ozli1ahXNe368lixZQm3s1q2b1n3VDPzv521NubnEfMRz5swBIB6758+fw9bWFq1bt4afnx8cHBwUKXUnBbujtWvXDpaWlli6dKna12ZEtvhfjqXk4N+HHKJFDnKQg/8UpCoGr169UjnUeQPi8OHDFBBxc3PDqlWrRK9lBsTAgQO1KsMWFxdHdSqXLFmi9nVyZAtm+P0vGgipqankGOjatataRzyTz9PR0YG1tTVOnDih9vMAMdnCwcEBXbt2VdyAZvj27Rtq1aoFIyMjlQA2C4T4+PggKioK69evJ2dmjRo16HX83GPzV6nxTkxMRMOGDWFmZqaSNcCCJe7u7rh69So5t01MTNC+fftsUTOQw7t370hBoGzZsrIObdZP27dvh5GREZYuXYpJkyZpFHznSRZSQz4+Ph7r1q2jwE27du0y/Cwp2UIuWKsp+P64dOkStmzZgoMHD4oCXuw1169fp4wIRjyTBhxYZkCXLl1ks7J+F/z7Fy9eTEEudU7I2NhYzJ49m8gWHTt2pOf4NXL8+HGtXEjnzJlDDjypEg676Jmbm0NfXx+Ojo4YMWKErLLFhg0bkC9fPkXKIPD7ACupY2ZmBg8PD+TJk4fk5Fu0aEH9y/e7lGzBFBi0CX58169fT5nlGZEtgJ+X9pYtW6Js2bIaEQT4z2b1TRkBhpEs1GWDMfCS1YMGDSK5eqaGUbZs2SxLoErXAD9/Ll68iG3btmH//v0iYlxWyBZ79+5VvBwHI1uwLCU9PT2UKFECb9++lV3brH8vXrwIa2truLi4KL5+M6sUkZaWhpSUFLRo0UKFfMT2mNjYWLi6uqJTp05ISkpSpDQR3y9SGX5TU1NUrlwZe/fuVfk9R44coezKFi1aICoqCseOHSMCZ+HChbWiwnDv3j0UKFAApqamuHDhgug5Flxyc3ND9+7dKYu2TZs2otIsfJBWKWUxfg2cOnUKu3btwubNmxEXFyeynVh/nz9/ns5sX19ftGvXDrdu3UJ0dDRu3rxJe6qLi4tiZCSGJk2aYO3atahfvz68vb3x9etXtWffgwcPqNxPjRo1EBcXp7VydzyYbW1kZETlK/z8/LBs2TIKfpw6dQqurq4wNzfHihUrMgwGKdm+CRMm0BoJCwsTScTz3xMdHQ0jIyMYGBjQ3YDfD6pVqwYLCwtZNcHfQVxcHLp06UKkvRIlSpBtyu+5379/x6pVq0j+nldlUBcU0SaB+d27dyhUqBDMzMyIsJKUlCT6zs+fP2PRokUUPKlbt+4v25wVbNiwgb5D+hcWFkZ3wA8fPhDBh2Vw6+npUVBWqsIQHx+PoKAg2NjYqC3foQm+fftGMvO+vr7Ys2ePis9gzJgxot+ydOlSpKamIjY2Fq9fv0adOnXoOSaVz+xKJe0yZsezclgZkVSA9Mzu4OBgRcnLmcHFixcpsMlL9suthadPn8LW1haNGzemAL0S5X943L17F+XKlYOuri7s7OxgYmJCqmrq1oCUbLF+/XpF2qJuP1i1ahURFaSBRWYPWlpaUqkBdWSLrVu3okqVKipBck3x5MkTBAYGwtbWVnQPBUBj5+Pjg8jISCIX6urq0r6t7nx8/fo1Vq1aRQRfb29v3Lt3L8O2qOtDRgRhZH6+X/jvnzZtGvT19WFubk7jyj//4MEDsg2V8Nfwn5GUlISHDx/i5cuXKrZybGwsJk2aBAcHByIdvX79WqUNTFVk0qRJGreNx+3btxEQEABTU1NcvHhR9ByzJ9zc3NChQwdSQejUqZNasgWv8qUJ+DU6depU1K1bF/r6+vDz80OVKlVw7tw5FWUU6Xy7desWBg8eTL4SZhsqvdcwnDlzBl26dBH5DhnBWdq/jx8/JmKKOtKkkmBkGl6FgoERdI2MjETjyq+5R48eYffu3RgwYAAiIiKI6KOUb/PEiRNwdHSEmZmZSgIjS5hxdHRE2bJloaenBy8vL7XKFmvWrFF8L3zw4AERolgZFTmyBSOIZjfZAgDKli2Lnj17yqqKpaam4s2bN7TP8AqyrO9Onz4NQRCwc+dO3Llzh+IxSsYrnj9/jrCwMBgbG8PCwgJGRkZYsWKFqB1SSMkW48aNU6w9OchBZpFDtMhBDnLwnwFvmISHh6NRo0awt7eHo6Mj2rVrJyJR8Bcnnmzh4OCAGTNm4MWLF3QJMTExUczAkso+848x5/qvZAalZAsLCwutONL/LRg5ciQEIb1mJ++kB8Tj2KpVK3IWjRgxQm2AiydbMCJNQECA4hliDP/88w+Cg4PRpEkTUWYIIzF4enqS8+rx48eoX78+SRTyZAtt1d6LjY2FpaUlSpcuLbpk9u/fn/qdD6SEhobSBapNmzaKStoC6h0p0qyNVatWUYCpTp065NCWfka1atVgZWWlcbYGzyzn9xJppjoLLlaoUOGXwQVGtmDB8IEDB2rURh78RaZ79+7UV3p6erC0tMSoUaNE2bspKSk4efIk1c+0trZGQEAA+vfvjzZt2lCGk4eHR5YcHxlluLK9tmvXrjSO6i5iHz9+xKhRo2iN8IQWTRQ2UlJSMgyYfvjwARUqVICVlZXKPsQchPny5cOePXsooyp37txqyRZy5KDfBd+nrKyQh4cHjhw5gsePH+PLly/YsGEDEVMaNGhA+2JGZIuMSt9oAn5M+d+dEdmCzzyOjo6GnZ0dlixZgsOHD/+WvLvc2SsNfhUsWJD6gC8jktEYjR49mt5jZGREQTZvb29ycv1u9iILsrB28v3Wo0cPUd3gPHnyiPYN/rsyIlsoSRyVK/XCyBalSpWi72fZn+r2w4sXL1IJrStXrigWXOTHb/PmzRg9ejT69u2LBQsW4MOHD9Rn/PexcS1XrpxKtiIjYbAMHiXBytiYmZmhUaNGqFKlCpUasLOzw+bNm+m1aWlpePPmDQYNGkSvsbKygrGxMQRBgLOzc5YDY3/99VeGZzsjnc2ePVv0OJ9pxxQa2GNGRkZo1aqVLNlCCfDrpFOnTqI67kWKFMHYsWPJVlZHthCE9HIn5ubmdC6XLl1aMbUNhn79+kEQ0kms+fLlE2VtyyEpKQnh4eHQ09ODj4+PotmncuDXcYkSJWBtbY3p06ejadOmsLS0hJGREcqVK4ejR4/i+/fvVEImNDSUMmiVztqWw7hx42jcGjRoIEu2SEtLo7IYNWrUoABffHw82R6hoaGK3AHu37+Pfv360XrMiGyxevVqIveFhITQc9ldQu7s2bN0l3z8+LFa2ysmJgYDBw6k4Hft2rXpOSXazBOZ27dvj7Fjx2LgwIFEqBAEAY0aNaJx5Yk2BgYGKgRi/ncwmywsLExUTk0JsHn++fNnCsB5e3vLki14JRZBSC894OXlRQEXb29v2qOSkpJIXYvPutQU7G7Xvn17Ks8hR7JgY3rt2jV4eHjA398/y8TR30VaWho+f/6M5s2bQ1dXFyVKlMDOnTvpeTa2rI3nz5+HIAg4cuQIDh48qHJmK4XTp0+jQYMGZKfwZG91+52UbMGf4b8L/jyX2kdfvnxBnTp1YGBggCNHjoieY3agm5sbdu/ejfHjx5OdoI6wroR6kxQHDhyAmZmZiMAK/CT/5M2blwh8W7ZsQZ48eTJFtti0aRO8vb1hbGyM0NDQDO+o6vxl7HPZfa5bt24Zvg74SW4vXLiwSpBe7vVZhdS/GRYWBktLS7i4uMDDwwODBg3CyZMn6bseP36MoUOH0l3B29sbPXr0wIoVKzBr1ixS8/Xx8fltkoBUkUcKpjI7d+5c0eOs5KuLiwv5VNu1a0f2bseOHUVBeSV9XvxZwMbX0NAQxsbGFCh2dnbG+PHj1RLPeZvoy5cvGDhwIBo0aKBWVVUp8MmCN27cQL58+aCrq4v9+/fT97Lv7tatG6ytrekuW6hQIUWSYqT4+vUrKleuDHNzcxXloK5du5I9we4QfInrjPA7a2X9+vVUnkwOAwcOhJ6eHiIiImTb5+bmhujoaDx48IASHX19fTFlyhRqrzYTLIH0smLMZxgYGPjHyRb8+Kxfv56+c8iQIXj79q3s68uWLQt9fX0sWbJEZc1Wr14durq6IkKQNu4Ft27dwl9//UUEwipVqtBzGdmzPNli8uTJircrBznICDlEixzkIAf/CfAHKbvQGhgYwNLSkjKMBUGcNc4bUEePHiU5TRZcFoT0zGWlLuy/ckSxA79FixYqdcXkPuv48ePknFFKVu/fBP73z58/X5QJwmc/8oYdu6wbGhoiPDz8lxffL1++YMCAAYqX4pBi586dIkOTlb6wsLCgYARrE5OYNTQ0hCAICA4O1kqbgJ+/98GDB4iMjKTHly1bRmuIXaJYEDsiIoIyVE1NTVG/fn2VciNZBb+O37x5gxMnTpBsulRK/uXLlxg8eDA5qosXL45Tp07hzZs3lCXGnOghISFq50JmcOjQIdob1JV1YTVcy5cvL3KMqqsZzvDp0yeMGTMG1tbWWlEIYY4MExMT5M2bF15eXvRbOnXqpOKQ+ueff1C9enUKGLM/PT09+Pv7a5TRFhsbi3Pnzokei4mJQceOHWFjYwMDAwN06dJFrfw4w4ULF5A7d25ydnbu3DnLbQLSA9sFChRA165d1coanjlzBoIgoE+fPqI9h503Xl5edFZcuHCBsn89PDwwYsQIlTIiSu41TB4zT548KhdwpprDiCmNGzemQIOUbDFo0CA4OjpqVJ+eh3TuS4kw6pQtqlSpIivJzJyavDPudzFixAj4+PjQHGNrmGWb5s6dm+RMa9asSe9Td37HxsZi3rx5cHBwgJGREfLly4ewsDBRQPd3UKJECQQFBZGTm59rbC0bGxvDx8cHTk5ORKJp0aIFEfkyIltIA+OaQq5fpGQLRtIyMzMj0h4/99hvPHv2LCwsLFCsWDG1pUN+F3K2If9Xo0YNrFixgtrAfs+hQ4fg4eEBU1NTNGrUCOvWrcPu3bspYFugQAHFs8WuX78OCwsLuLu7i+zOLVu2oFatWhCE9Cw2aY3bf/75B/PmzYOXlxeMjIzg5eWF2rVrZ9kuZPOsUKFCaknGjx49QmBgII4dO0aPsaC3mZkZZUsD6U5ZJoGvr6+P1q1bq6hgKAkW9DcxMUG+fPnInmfkFd4xzpcRYfuPiYkJOnfujEmTJuHixYsZOnOziuTkZFSsWJHmoZGRkUotaylevnxJ9o40kKYp+HUiJbWuW7cOhoaGaNSoEeLi4rB//37KNhaE9GywGTNmELFlzJgxirZNHdjYzZo1i9pSt25dEdmCvWblypVk+9jY2KBcuXLw8/Mjh7uSaiUPHjxAnz59/jNkC0a0cHR0pMxFdfbJ8ePHqewJIy4waBJo4kkW8+fPFz13/vx5USmikSNHAhCXThKE9FIYUtslKSmJ7oWenp6KZUdLwcbr8+fPCAwMpCCmHNli3bp1qFKliki5w83NDVWrVhWdKbGxsQgICICDg4NoTv8O5EqwXblyBU5OTmTj6+np0X4tJTAAoKDs+PHjFZuXGfk3+Oe2b99OgdAqVapgy5Ytsu9hCk78uaMk+H48efIkGjZsSPeP8PBw2bbz+OeffyjAm9X7cvXq1VG9enXRb+Tbdfv2bXh7e6N58+YikgRfSoRldkdFRVHJLkEQ0KFDB3q9NoOL9+7dw/Dhw0XnP7O9bW1tRfbGp0+fSKGCnZFHjx5V+9kbN27Etm3bMiQhTpgwAdWrVxcpBEgTIv7++28IQnrZOP5xHnzZKTMzM/j6+iqibCYHfl9ltpmenh709fUpsMjIHuPHj6fXP336FAsXLoS3t7eK3cvuOr97n2eE/tKlS6sty8LIALw9w4j8Utvw48ePpE5qZGSETp06Ke4H4dckW4MuLi7YuXMnrl27huTkZFI4sLW1Rb9+/TK8A/Ofx0jx2jiv5ebd2rVrIQjpKljx8fGi8lgpKSmoXbs2fH19sX//fgQHB2tNdfbcuXMQBAFFixYVBeAZmcbCwoLu6TzRg61NTf0fjBgxadIkteuuV69eyJ8/v8i2GzZsGAQhnZDO+2TXrVtH68LLywszZszQqg3G//4LFy6gRIkSv0W26Nmzp+K2jFQx58ePHyLfweDBg0VjzcoHsyTRQoUKYfPmzbh58yYePHhAdkPNmjWJfK00+H68efMm/vrrL5ibm0MQ0lVG5X4bj5iYGPTt2xdGRka4du2aVtqYgxyoQw7RIgc5yMG/HrzRy4wCGxsbbNy4EVevXqX6sizQxNdn5S+UUVFRGD58OHR1deHn54datWr9Vn3HzKJt27aoWbMmunfvjoiICOzcuROvXr3CxIkToaOjg8qVK8saBVJWclJSEk6dOqVYUOzfCDmnRYUKFdCkSRORLCbvvGTShAYGBpgzZ47aALu0j7XBRpe7TCQkJCAkJASGhoaU2cI7/A8ePAgTExNS8hAEQSuOfgbp7/727RvCwsKgo6ODZcuWARCrNhw8eBA6OjrkaHdwcFBEUYVvx8iRI0mxhV3aWrdujePHj4ve888//2DkyJFwcXEhR7GXlxeKFy9OmTCurq4aE5EOHDhAzGxBEDBgwAB6js+cu3HjBiwtLaGrq4tixYqhTJkyqFq1Kvr27YsdO3aoXIxYn378+FErThqmwuHs7IzTp0/j3bt3iI6OJqKPIAho3bq1bJBhz549GDt2LDp06IAOHTpg1apVWZbWvnr1KqZPn06yltJAzJMnT9C/f39YWVlBT08vU2SLunXrwtLSkrKyNCm9EhERIbpMqiNbzJgxA4cPH6Z/s+xEa2trchCyvWjAgAEQhPRyRi4uLujbt69iwWMe169fR548eWBvb0+kLQbmVPL19cXs2bOJvBUWFiarbPHp0ycK1mvqZODfv2PHDowcORJlypRB06ZN0aNHD9y7d08ls3T9+vVEHixYsCBGjRqFhw8f4sqVK5SRWq5cuSxnVR4/fpyc46VKlRKp4MTHx6Nv3764d+8etm/f/tvBrxcvXuDhw4d4//69iiJFZrFjxw5qX+3atclZnpqaisWLF5OD8OTJk4iJicGVK1cwffp0IpI2adKEsrLlyBbss6WBLCVQtmxZTJkyhf4tJVuULVsWgpCewc/k6aVgJVdatWpFfagUWPDd3NwcISEhaNq0Ke3nefLkwdSpU0X2YEpKCgYPHiwKKrK9xsXFRSsS6mvWrIEgCCR/z4hJqampOHPmDBGN5MgWQPr6vXz5Ml68eKGRY+vSpUsUhC5YsKAK2YKtAz6Yc/bsWXh4eEBPT4+k+Xk1mtKlS8PU1BSurq4QhHTJcqXHGEgntbJ5dvXqVXz+/BnPnz9Ht27d6Ltr1apFWYu87cV+gyAICAoKUpzMwMD6JDk5mUhIJiYmGDRokFo7IDU1Fe/fvydb5+DBg4q1h9+n5MhDr169Iqcpr3Y0ffp0Ii+ULFlSZHPxqkSaQN2ey7d50aJFogBSw4YNVQLTSUlJmDFjhkgdwdjYGAUKFNDKWv4vkS3evXtHii5z5sz55ffWrFkT9vb2RBTgyw9kBcuXL6cxWbx4MT3O99OpU6fg4+MDQUgnx/348QNpaWm4efOmKEmiSpUq6NevH9asWYOBAwdStqizs/MvSwloit8hW8TExOD27dvYsmULVq9ejdu3b6vcVVnZkCpVqmT6DpiZbNEPHz5Qn+np6aF///70nLSd7D5dvHhxxZQz+bV75coVrF27FnPmzEFERISsisLixYtJRcXb2xv9+vXD06dP8ejRI9y/f59swzJlyih+j5IjqgDpZAt2T3ZwcMCCBQtkX8fj6dOnWe7DzZs3QxDSEzCaN28uChLybZw/f76IjDB//nwIQjrBUUpyZYowjKzbvHnzLLXtd8Ere967dw/58+eHsbEx3e/5DP1hw4bBzs6OlF1y5cqFxMREteOSUQD3woULtE80adJErR3KbG1BEH5ZZujkyZPQ0dGBubk57t27p9UST8y/6eTkhE2bNuH8+fM4cuQIpk6dSiRHGxsbDB48WKTa9+LFC/z999+oW7cuAgICUK1aNQwbNixLJQNPnDhBd7SgoCAVHyn7Xl4d6tSpU3Bzc4Oenh7dn1NTU6k8VbFixWBubk6qmz179tRInVIdBg8eTHuINCEhLCyMxtzKygp9+/bN0Leq6Thn9WxnpCS5kj8JCQnw9/enUmS8YqnSOHfuHIyMjNCkSRN6jJULkZIsGC5fvgwvLy8VP15WwIgxzCbl931+P+BJPTt37oSZmZmoxFhycjJSU1Px+vVreHl5wcbGBubm5jA2NhYR6LSNrJAt+vXrp5iNyH/OkCFDqCwkI0Gxv6FDh6ooW7x8+ZJsfzs7O5iZmdFdK2/evHTmKalkIaeiCfwkWxgbG8PExATDhw+n59T5Y969e6dVH3sOcqAOOUSLHOQgB/8ZsKCXq6urSm1KltHCHOvqpBIB4OHDh/jw4YPoMqgUWNaF9M/T05OyNry8vNCjRw/s2bMHly5dUhv0+/+ITZs2UZ916dJFY7KFUpAzINWVjbh58yYZpNHR0fRe1n6W2bV//35s2rSJgtuaGKnq3iv3+N27d2FsbAxLS0vKvElLSyNDPCIiAmZmZjh9+jRmzpypiOILbwDzJXuKFy+OypUrU/DD09NTJcD0/v17HDhwAIULFyYmM+tfJSW/jx49ivr169Pn885JIN2JxmdMGhsbU2CO/bFso/Xr1+PVq1eKOxOksn1NmjSBubm5bAYVv5Z4soXSjqLt27cjX758tB4LFSqEunXr4tmzZ6Lv+ueff9CvX79fki2Sk5ORnJyMChUqICwsDOHh4bCzs9M4c2Pq1KnUH4MGDRLtu3KX2adPnyIoKAjGxsbYu3cvAHHQjpUeYA7tQoUKaWUfYuoz8+bNEz3esmVLcvSzAAMflK9Xr54s2ULu378Ladka5iTn//LmzUuECx6bNm1CYGAgkUIcHBxgaWlJAW5N1vO9e/fQs2dPcujxwS8ecXFxvwx+sd+Ympqa4f7/O4iJicG8efPg5uYGQRDL8Dds2BCmpqYqazktLQ2bNm2icW3atKks2eL27dto2rQpzM3NVewjTcGc+VISh5RsERwcTHbYnDlzcPLkSbx58wbXrl2jklQ+Pj54/fq16P2aYt++fTR/eDLSyZMnUb16dejr68PNzQ2TJk1SIVvMmjULtWvXhp6eHgIDA9GwYUNFst/l5syyZcvg4eGBjx8/yirfnDt3jhzCJiYm2LhxIz2ndFD22rVrRIyTI1tIwYITbdu2BaBa9qZChQqoVasWBg4cCDc3N8XrHTMMHToUgiBQdhIbz3fv3mHy5MlkS6gjW/BqRNrKfgfEZAtGQnJ0dMSaNWtEhLy0tDQ61x8/fgwnJyd4eXllmfQ4YcIEtUS1ypUrQxAEREREqAQZLly4QKRBPpB3/vx5DBkyhPZ4FrQbMGCARtLfO3fupH6Qzm1+7fBBMf5+FRYWpkK2SElJQXR0NBYsWIDx48dj8+bNtNdoA79DtoiIiPgjZIu0tDTExcVRILN69epqA3ApKSlITExEqVKlUL16daxcuRJmZmYwMjLCypUrs/T9PMmVBav5M1WuxJy/vz/ZUmlpabh79y5lejMyIfszMzNDxYoVFdmzpfNZbg9n4xUbG0tkC7kyIr9SrGRKHb+jtsLbXVevXsXq1asxYsQILF68WIWYdefOHQqi+Pr6omXLlrh9+zbi4uLw+fNnXLlyhWxXR0dHxe5RfBsHDx4MT09P0XgVLlwYmzZtUlElWL58Oby9vamck4eHB6ytrak0gouLiyLKnr+6Z/Pr8dSpU6hfv/5vkS00wYwZM2Braws9PT00a9ZMRLaQ2yc+f/6MGjVqQF9fnxRBefLj5s2bYWBgQAFSXV1dxfdDfh3L9cmGDRuIJBMXF6diXzdv3hyOjo44ffo0WrVqpXFiEQtUC0I6IY8nW7D2xcbGolq1ahCEdGI3X5JIqva0f/9+6Ovro0qVKlotlbVq1SoIQrrigpzP5ciRI6hSpQr09fXh6OiI2bNnywYj2brSpK18qTU5soUU8+bNgyCkK2gCqrZhcHAw6tSpg169esHJyUkrZX8uXLiAXLlywc7OTuXO2bBhQ9qnGWmLKVsonWyXkV2TGYSHh0MQ0pM7pOo97M7P1FS1Sfo5fvw4BCG97PKLFy/Qq1cvtSQLNtfYPNAkKYaft6wElhzZQq5vGdGGV8RiiImJgbOzM0JDQxESEgJbW1tFzhPeZvjVmjt//nymyBZz586FIGim7MmDbxc7893d3TFs2DCsWLEC3bp1Q9WqVamvhw0bRmQL9t7nz5+jbNmy5Lvw8PAQKXRpmsgo7Tvpv/n+uXXrFjp27PhbZIsc5OBPIIdokYMc5OA/gaioKHh5eYmkqRkYC9zFxQX9+vWji3q7du3oNUrWAswIBw4cwLlz5zBnzhz07NkTtWrVgpOTE8nm844iHR0d6OrqIleuXChTpgxCQkIwa9YsTJ8+XfF60f8lTJ8+nQy+zp07/3GyBW/g3bt3D+fPn8f9+/dFQXTeKLx27Ro5rxjTl39tUFAQ3N3dRUQfTYxD/r2fPn3CrVu3qLyGHB4+fAgbGxvY29urlHkA0rOOzczMSGJYU/CXQVbL3c7ODidPnqSL07lz58ghZ2lpKQowMfz48QPnzp1DREQEli1bhosXLyqS3cS378iRI6Lsub59+wIAXr9+TU7VKlWq4NixY7h37x4eP36M8PBwtGvXTlTCiAVy+vbtKxvo1RQTJkxAYmIiypUrh6ZNmwL4OQ/438OypKRkC+nrsorVq1eL1iqvBiEHOWULvuQGW2vfv3+Hp6cn2rZti4SEBI3GmV8fkydPVku2kPbHgQMHIAgCihUrhk+fPtHzbA8aOnQoPD09ERkZia5du2qtPNHRo0fRuXNnXL58mR5jDgVHR0dyWqWlpeHKlStwd3en39i4ceMMZXazArnAiKWlJQYPHowJEyZg0KBBlBFlbGyMatWqqZAHjh49iv79+8PMzAw6OjpwdXVF1apVFXF8PHz4UG3wiw+EZBT8Yq9PS0vDwIEDMWrUKMWcrB8+fMDcuXMpc71WrVp4+/YtKleuTEHs5ORklXm0efPmXypb3LlzRyuBxR8/fqBPnz6ZIluUK1eOXmdoaEi/UxAEVKxYURHHjNTJNnv2bOjp6dF5xj9/9epV1K9fXy3ZgrXlzp07+P79uyJ1y6Xfv3//fpw5cwaTJ0+Go6Ojyndklmyh9N6SGbIFm1/MWd21a1d6jvXjly9fYGVlRTZ3VhVppJD7va1bt0blypUB/NyL2es+ffqEqVOn/pJscfnyZUX2GnVZV9KzIjk5mUqO/R97Vx0d1fV11427EYiRAIGEAMETCCFYcSnBpcHdrbi7F4qXAsXd3bUFgjuB4C6hBAsJRPb3R757fve9eTOZJG+wzl4rq2XmzZs7910595x99vHw8MCff/6pWIOZq4jVrFkzQ+OQq1I0adJEwx4+deoUlXexsrJCjRo1sHz5csk1o0aNgomJCXr37q0xP0+fPo2wsDAiXGQmWMKVXQoVKkRrLZ8z2kgWS5cuBfC/LG1tZIsvjYySLcLCwgzSHm0E8GPHjlG/NWvWTKI2JRKt3759Cx8fH0RERCA2NpZKerRp0ybdbXn79i06dOhApMrQ0FA6C4lrJB9rnEhTrVo1xfstWLAA3bt3R968eREWFoaIiAisXbtWtbMKR/Xq1XHkyBEAuskWb968QaFChYhYun37dp1lGTjRkqvc5MmTR28VDnE+9u3blwgI4l+7du3w9OlTuvby5cukXMSDZAULFoS/vz+NQ39/f9UUX8Q28qCgjY0Nateuje7du1MpCx8fH4wZM0ZDXefgwYMYNmwY3NzciHzr5+eHGjVqqLJei+2LjIzEggULMHToUCxevFgiKy4+wy9BthDbNWXKFDg7OyuSLeTfd+7cOQqa3blzR6MsDCfIrl+/HuPHj1c9aQIA7TPy8yf/Lw8aipnxfA34+PEjAgIC8NNPP0nanVny2dixY7WSLYDUfvz999+RLVs2WFpaonbt2ool7wCgUqVKFHw0ZBCPK7JxQr08iA2kKnLxtaNSpUqKmeTa1v/04sSJE2mSLfj3crulV69e9B6fQ7GxsbC3tye7MSPn0fj4ePTt21dnUhoPyq9YsULyOl+H/Pz8iLzK7SRXV9c0lS3SA112jb54+vQplZzz9fXFH3/8gVmzZlFpwbx58+Lhw4eqtFcX4uLiEBYWBnt7eyrv4+joiIsXLwLQLEH1+vVrBAYGwsvLi8oRZxTiPPv111+1ki04UlJS8ObNGxQoUACMpRKJ+eu8fdeuXYONjQ1mz56NmzdvKtrfmUG/fv2wZ8+eNJ93ZGQk7YPBwcH466+/FMkWomKMWuCEOz8/P0l57uTkZDx//hz9+/fXSbaIjY3FtWvXsGnTJty8eZN82JldF8XfffDgQfz222/o1KkTxo4di8OHD1P/iPa0LrKFIQlxRhiRHhiJFkYYYcR3gXnz5oExhlmzZkle54aDl5cXZTz36dOHsq7EMiJfsiauiNjYWDx//hwrV64k+b/AwEBUqFABTk5OkhqM/E80gv4rkDsb0ku2mD17turGqdimNm3aIFeuXDAzM4ODgwNat26NDRs2aFybkJBAZTFq165NB8sPHz5QEP+XX35RJQAvtq9fv34IDg4GY6nKEFWqVMHVq1c1CCEPHjxAkSJF6GB848YNqtfHD6X16tVTJeAkgrPds2XLphHQ4c+RzwVbW1tJgMmQNWUBTbKFqGzRoUMHFCtWTCMYK8epU6ewevVqlCpVipygmc3qVVqzeL3En376CYUKFSL2vrbfo4tskRmsX7+e7itXW9B18BLJFqampmjRooWGBCavE7to0SJV2ioevCZNmkTt7t+/v9bAtOg04QdOvvZ8/vwZ+fPnR2BgoOQzhnDE8UMwx+HDh+Hl5QVbW1vFwHKVKlWQLVs2qs/dsWNHg2S+cIWp7NmzazhwX758ibZt28LV1ZXKECmNu7t37+LYsWO4efOmqkS5zGQaKxFJypQpk+FSDUqH/piYGMyaNYvkN8uXL4/s2bNjyJAhOu+lD9nCUEhISKCsprTIFlzZws7ODm3btsWOHTtw7NgxDad8ZtG9e3csWbIE9erVQ9GiRREfH6+YKX3hwgWtZAslglpmIFd74RlA3O5zcnKi2tbitdrIFo6OjhRkNgT0Vbbg871u3boaGfHcbuBSvGr0pdg3r169wu3bt/H+/Xu0atUKZcqU0bheH7IFlxFWA2L74uPjcenSJTx//lyDZCI6UTnZwtXVFfXr18eKFStw+vRp7N69Gz/99BM5QXkAJb39uHTpUiJ0y2vdJyUlITExEf3795eQ8bp164bz588jMTER0dHRyJcvH0xMTHDo0CGN3/r48WMsWrQoU1mgb9++RadOnWh/Etdm0VZVIlnwtugiW2ibU4ZEevYbblcwxlRx9svXUrmKlUgwEkuwNGnSBGfPntVQV+FnFG7TbdiwgUhzGWnvzZs30adPH+qb4OBgSRCKt//du3cICQmBg4ODpKSh+F8OQ5CXObhijrW1NQWMdJEtbt++TUp3vr6+WskWKSkp2L17N0qUKAFTU1P8/PPPeivqiN/P11pbW1t07NgRgwYNwpAhQyiBo1y5crh06RL1a3R0NDp27EhBKP5XoEABdOjQQTVfgzjX+vTpQ7ZhZGSkJMOb7zXu7u4YMmSIYimjR48e4dy5c9ixYwcePXqkyrleHrxzc3OT9EeOHDkwcOBAuuZLky3E++giW4j9fPDgQRp3nDgllusKCwtDzpw5VVNWFM8ZPMEgMDAQtWvXRrt27XD16lUNO3njxo3Ux+vXr5f8Dr7WDBkyBCkpKaqu1+IeoVRqKiEhAb1794a9vT3MzMzg5+eHFStW4P79+3jx4gVu3rxJwe3ChQurTubiSE5OxsuXLynRhJebFSH2y44dO+h3ieMwo2jTpo2ExC9CH7IFAIwYMYL2FLkSV0REBBhjmDdvnsZv0QcpKSkoX748GEtVadRWAmD37t3w8/MjIgDwvyC9XEUjOjoaWbNmBWOpZUT69u2baSKXLrsmPb7nxMRELFu2DEFBQRp+YS8vL4OUQVNCUlISBgwYAMZSlXBsbGyIsPT582eJck5KSgpq1KhBPnc1Spqkl2wBgNowdOhQjTZwEueuXbsy1J7Ro0fj3Llziu9xMmpwcDCOHDmS5vM+cuQIxSiKFy+uSLZQ23Z9+PAhChQoAHt7e7Jr5OXKgf8ptTKmXEZEDjXVUXv27EkES/7n4uKCZs2akQ0h7stGsoUR3zqMRAsjjDDim4PccZSSkoLFixejQYMGEok/LhHo4OAgkVjbu3evpO42l7NTE2kZF2J2lnhtsWLF4ODggB07dgBIZdmeO3cO69atw9ChQ9GtWzeJ9PV/AWL/ZIZswQOzhnCu8mxOOzs7kqU3NTWFq6srZsyYQddxI3DBggXkzOaKJbz+cEBAgCrS6UoBQZ45xmsrBwQEYNmyZRqOKtHhWqJECZQtW5ZY1l5eXqrLKT558gShoaGwsbGh2okcvBajl5cXFi1aRAcie3t7rFy5kq4ztOGsi2zBD/kc4kFK3q63b9/izp07mco60CY/+enTJ8ybN4+c1owxRERE4PPnz4rrJodItmjdunWmD+unTp2iAKJIftN3PN+7dw/9+vWjAHfx4sUxa9YszJ49m5xbBQoUUHTCZhT6ki34bzhz5gyyZ88OV1dXzJ49mw73SUlJNDZ69OhBdWjVbCe/n9KY/+2338AYQ/PmzSXtTUpKwsePH1GsWDE0atQI69atQ65cuVSfy0AqUaB8+fKwsrKigB4fp3xtjo2NRd++feHo6AgnJyeMHz9ewzljSGSUbFGuXDlMnjyZAp/Zs2fPtFpJbGyshnoQV7bgpCxzc3N0795do31yiGSLiIgI1dQD9EFCQgJ69uypSLCSky1CQkJoLxKdnGqt4zz7plixYihUqBBq1qyp8/qLFy+iXr16MDc3h5eXl4RsYYi9pW3btmAslTzo7+8PR0dHem6NGjWi68T1XU62aNSoERhLVUF4+/atweaMPmSL3bt3S0rz/fnnn9ixYwdq164NxhgKFiyo2notl58PCQmBo6MjAgICEBoaitKlSyM+Pl5Drlwb2aJOnTqqZS0C0mc2ZswYynrNnj078uXLh40bN0qyL5XIFrwvufqVk5MTatWqRSSLjJKRtm7dSoFq4H91vMX77d27V0KaKlq0KIYMGYKEhAQqbVesWDFJn6mVKQukBt9//fVXydosBui0kSzEZy0nWyips31J6LvffPjwAatXr1YlYCKOw4ULF6Jdu3YoWLAgatSogVGjRtHez/vt3bt3ZD8wlqrW1bhxY6xYsQITJ06ksVm0aFFysEdHR8PR0RG2trYZDsrr6hsOTiAOCwtLk4CgTUkmI5Ara5w6dYpsUHNzcwouKe0RycnJ+PTpE9q3b09Eh7x582LDhg2Ke/jHjx+xb98+bNu2LUMqbXzP8/Ly0pAV5wQMxhj5EHibP378iJiYGKxevRrr1q3DmjVr8OrVK0lQXi0sXrwYjKUSBOW+DJ4Yw9e8bNmyYejQoZLgrKHIyhz8rMxJoP3790erVq2I5C8qL2gjW3h5eWHatGkGbac+ZIsXL14gd+7cdBYRg4u8nO4vv/yCuLi4dM2TT58+Yfjw4RI7QJwn3B8i//Pw8MCgQYMkCnavX78mO8bW1hZ9+vRB3759UapUKYOSGBITEyUKhuHh4Rpki/j4eAwcOJBK7DCWqjKTM2dOIuIEBATQ+DSUokViYiKCg4NhamqKJUuWANA8A4jPj6tfREREAMi4/coDxPny5dPqd9SHbLFp0ybqv27dumHp0qXYt28fwsPD6RlnxjZcv349BWBr166tQbbgv18cRzt37oSzszPs7OzIP5yUlISkpCS8f/8euXPnhouLCyW/jRo1KtPPV8muSQ/Zgj/jhIQEHDp0CK1atULu3LlRqlQpdOjQwSBneV3tEMtj+fj4YPny5RoKTO/fvyfCVGBgINkNmdmXlZRtdJEt+HMdNmwYGEstPTZr1ixcvnwZ0dHRtP6EhoZqJeroAi/z1ahRI8UyvXfu3KGzRvHixXH48GGtz5v3y5AhQyT297x58wyaULZv3z4iLijZV+IawvdpxlKVX9MiW2QU2vbl3r17Y9KkSRJSeIkSJSj5T+ynq1evon379lQOW1TVMcKIrw0j0cIII4z46hDlf8XDxf79+8ko4tlWHIcOHYKHhwdMTU01Aj1AKpPfxcWFDs88gKEGRGM8NjYWp0+fxvnz5zUMMNGI4AxgXiN50qRJGtfI7/2jIq3fKGZf6Eu24Ad/Q0jqTZs2jQ7gR48exa1bt7Bo0SJyxjHGMHXqVMlnYmJiMGnSJAQEBNA11tbWCAoKUv3QPmbMGHJabd26Ffv378euXbsogylnzpz4448/JFLBQGrA1sLCgjIgra2tERgYaBDG/MGDB+Hk5IQePXpIDmDc2e/p6UmZCKtXr6ZMb0dHRwnZwtDBWTnZggeRGEutSc6h7dmp0b605Cfj4uKwdOlSODs7gzGGIkWK0EFIfrjTRrbo1KlThsop8ezIQYMGgTGpjHx6nT0PHjzA2LFjqcwEZ/gzliqFa4hxKPZPWsoWHz58oAO2l5cXqlSpgnbt2hEhqWDBgqocQHURZJT+zWuVcyUTnqkMpCpJuLm5UTmZjMqXpoXIyEjqF6U1l4+F169fkxOmQIECknJJXwL6Br8+fvyINWvWENmC/xUqVIjW64z04fnz5zF16lQKYo8aNUryvpxs4efnR8QJXfvDunXryLZp06aNKkQB+e/T9v36ki127tyJgIAA2NjYUPA4M5D/xlu3blG9W8ZSs9bSCqaLZIucOXNi2LBhBnFurVy5kva1v//+Gy9fvsThw4fRv39/IkPyMjGAdrLFsWPH0Lx5c0XnntrQRrYQ28NlwPkf/y0eHh6qrdfi9/Hgq7m5OZWs4H9//fWX4mfkZAseRGncuLEq66A4L7jdaW1tDVdXVyLTWltbo1evXpLsSpFsweW/raysMGDAAKxbtw6PHj0iR6JatmHJkiVRpUoVItrK77t9+3YUKlQI1tbWRK44evQogoOD4eDggJkzZypmvakBpbUZAFasWJEmyYJDJFtUqVJFo6zkl4a++40aEJ8lVwCT//H1R0R8fDxWrVoFW1tbsrlE2yswMFAS+N62bRtMTU0RHBycqXEp75vg4GB6j5PScubMSXPGULa+uAaIz4TvHYmJibh48SLJy6dFtgBSS1e5uLjQ+hkWFqZBYsjs7/n777/h5uYGe3t7SZkLIFXNkK/HnMiuJhlFX7x//x41a9aEvb29RhlBXuLVx8cHBw8eRPPmzcFYKjlNTrZQE+Jv5+UFPDw8cO7cOUmJp7JlyxJZpmHDhvQZOdmCr/l+fn4aZ2o1oC/ZIjk5GQkJCRgyZAgcHBxgaWmJoKAgNG3alOyiHDlypJtgmJSUhGrVqoGxVDK3vIwtJ3B4eXlh3LhxmDt3LgYOHEiqj3Z2dmjQoIFEJWH37t2UbS7+5cuXL8P+EF1jWryX+L316tXTIFt8+vQJGzZsQKtWrWBqakp7YcGCBdGmTRsiTBrKN5eSkoL379+jTJkyYCxVfYNDvt7wf/Os80qVKtE9MoILFy5Q6SMlJQ0ObWQL8Xu54hn/4+cTtWzDHTt2EEFLTrZQ+v08EY+r1IgE/0+fPqFAgQKIiIhAs2bN4O3trdr6o8sG0Mf+lF9z//59fPr0STVVGn3Bx/uTJ0/IrnVxcYG/vz/GjBmDadOmoWfPnjR+xNIs6Z0r2vZk+bhJS9niwYMHKFmyJK1D9vb25Ev08PDIkGrJ58+fMWDAAHh7e8PKygr169eXnMf4/vDgwQMiBegiW/Cxyn3b3J8UFhZmsPLXQOoctrKyQkBAAJ0z5OsLb9vx48dpvjPGMGzYMCJCG8KW4Mopnp6eGrZN1apVqR3FixcnMqFc2aJTp070nDNCpjHCCEPASLQwwggjvipu3LiBWbNmabBkec2/NWvWKBorPCuH140Vs63evXuHAgUKoHbt2pg1axayZs1KZUUyC7Et48ePp3rk3AncsmVLiTyiXMaaG/+//vqr5P3/CsT+27t3L6ZOnYpBgwZh5syZEseM3NmgD9lCnwBVRlC7dm1kzZpVgwV87tw5ch4pkS3i4uJw9+5dTJgwARMnTsSGDRskWfEZhVxNISQkBFmyZNGYQ69fvyZiT44cORTJFnv37sX8+fPRq1cvrF69WpWMVKX5+uDBA/To0YPqHgP/m8NWVlYSBxLwvxqajKVmehpSOl0OOdmCZ2UwxtC7d296zxCOF13yk/Is/CVLllA2hljTWhfZYsWKFTA3N5cEgNKL2NhYIkfs3LlT4zvSgzdv3iAyMhLVqlVD0aJFERQUhI4dO6qWuaE0FtNDtoiJiUG1atXI+aYUgFdrLk+ePBmdOnXCTz/9hFmzZkkydMX1sFu3bhQUE4kLKSkpRP76448/6DU12ibHkSNHYGJiAh8fH40yAvI23717l7LD+Dz+Uo5/IH3Br2vXrqFBgwZo1qwZBg0aRBlSGXnGmzdvJqKdhYUFihQpgvDwcDx48EDy+3kZEe6kqVy5sl4B1+XLl8PV1VUV20YcX2LJJm32iZxsoaRq8+nTJxw4cIDISBl1pIt1doFUqXbudLx37x45qhwdHTFx4sQ0yTwXL14k1aT8+fNnKLNYDvk46tmzJ6ytrTXW2ZcvX2LGjBlpki1EGFImn4P3tTayhfjsFi9ejAoVKsDBwQGFChVCo0aNDJJpx+2DbNmyYe3atTh69CiGDx9ONreZmZmGFLn8/1+/fo1Ro0ahYMGCErsxoxDnQ9OmTSlQuH//fnIKjx49moKeLVu2lMgNi+VqeGAle/bsWL16tYRwrgaOHz9O87Np06ZEtpDfPyoqCpMnT0b+/Pmpv7mMebFixTJUU11fyNdm/r1yIo2uc5KYtWyoYG16kNlAiz4Q+4OXGPLw8MCCBQuwY8cOHDx4kAKMtra22L59u8Y9Ll68iEmTJqFChQooUaIEqlevjpEjR2qQR/l9evfujcTExEyNT3nfhISEEHHUy8uLFCsNZR9cu3YNO3fu1CD+8ex6PodTUlJw4cKFNMkWfM4OHDgQpUuXxpMnT1ClShWDrIe89KIojw2ASM9mZmZEqhHLxXB8idKp0dHRFCwWiSa8lIibmxud9Z49e0YlV3gZETUImdqwatUqmJmZwcnJSWMv4ESfLFmyUIBYVJ0SgzoHDx5Es2bNMl0WUhfkyp7ayBZAaiC2U6dO8PT0lJxR/Pz8MhTg/vjxI3r27AlPT09YW1sjIiKCFMkOHjwIExMT+Pv7a5QRio+PR6tWrWBhYQErKys0a9ZM8v1XrlzBxIkTUbZsWdSrVw8jRozIsG3Ir1ca0+K4nzp1qga5Q15qSkRkZCT+/vtvbNu2Dc+ePaMxbMgEKL7WrVu3juzC33//XfH38HHIbYzWrVtn+vtv3LiBjRs30r+1qQmdPHmSgq8lS5akUpDiM5gzZw7CwsJgZWWFwMBA1K9fX7VSpUAqMVQb2YKDqwzxgPv48ePpPd5/9+/fB2MMY8eOBQDyi6n1nDNqA/Cx8O7dO53El7SgtH/q89vEz71+/ZrG/7Nnz1CmTBlSyhX/HB0dUb169QwrsUVHR2PHjh0a60nNmjXBGNMo16GNbMHbfufOHdSpU4eUfry9vVGuXDkNwpg+EBVGxo0bB09PT1hYWKBBgwYSsgW3A+7fv69BtpD3B7928uTJKFmyJDZs2ICffvrJ4ErWV65cIUItL+OjC4UKFYK9vT319fTp0zP1/dps+I0bN8La2hoODg4aCQVc7djV1ZUUdIsXL66obHHx4kX07NlTo4ytEUZ8TRiJFkYYYcRXw5s3bzBmzBjY2NigVKlSJEvKZb48PT0VHRZJSUmUVcCVIeRZvR4eHmjZsiUSEhJUcaTz7+DgrH7OEK1UqRIZJXnz5sXIkSMV7zFnzhwwlirZmpiY+EWcH98KxP6LiIigYDL/s7a2RvXq1XHlyhUN9ra+ZIvMElfEg0ZycjI+fPiAgIAAdOvWDYBmje8rV66Q/KKcbKHtwJGZNoqfPX36NB49egTGGH777TdqH/C/Pvn3339J1lob2UJNiO1bsGCB5D1uHAOpAbKgoCCYmZlh27Zt9Fne7nHjxsHOzo5IDoaWTpdDVxkRTpICDOOA0SU/KSdbLF26lLLwa9SoQe/pIlvIa+imF0ePHiVnW3qzwXXJj3/48AHx8fEGWRNHjBghqTmvD9lCDNb98ccfaNeuHVq1aoWpU6dmKgDPIc4VrvrA/8zNzZE9e3bJHOJtvnHjBvz8/MjhtX79eixevJhIVSVKlMhUcOzOnTtYuHAhRo4cqZWQw7MjbG1tKYNSWx3zhIQEkiRXo6ZwRqAP2YK3XwyGiv9ND5YuXSrZr+TZnXLExMRg9uzZ5EyoWbMmzVNd35/ZuSyHXHFL1/fHxcVRgELuHJbP7/Tuebdv38bWrVs1Sl7VqFEDuXLlwuXLl6ldfC9hLFXmecWKFZK9Rglnz55F8+bNVQ+WdOvWDZGRkWjQoAHKly8PABrBybdv32LWrFnpIltkFvr0P79GH7LF+/fv8fTpUyQkJKhGBJH/9ooVK8LZ2VkjKHbw4EFaL+3s7CQOaSWyRWxsrGpnAA4uUZw7d24NBzFXQeIEqxYtWmglW/Da4x4eHlizZo3qpJr169fTOGvcuLFkPol9lZiYiKdPn6J+/fq0RnKnbLt27VRtkxx8beakUcYY7Xv6BvZ/++23L6L6oi/k+42fn59BCFM8gO3n56dBeBQJwnZ2dlSuMiUlReOcw8vUaVPPypcvn8Y4zyjkfcNJFjwgZ6jkg8ePH6NZs2Zwc3PDsGHDaI/g2fu5cuWSEM052YITTczNzTXUQYDUMVqkSBEULVpU4/WMQmnMc5+DqPCnRLJITk6mPoyMjMScOXMy3I6MYNOmTRKyJieIWFpakuIMP9+PHTuWFBXd3d3Ru3dvDbKzGoiLi0P9+vVhZmaGPXv2SN7j5/fs2bPjyJEjWLx4MZEt6tevT9eJZx215rKutU38vrTIFi9evMD+/fvRsWNHdOnSBTNmzMiQuidvz/v37zFs2DBky5YNVlZWiIiIwPPnz7FmzRowxnD48GEAmv6GpKQkIuA6OTkp2vvcZuVjNL329bBhw+Dv769YWlNbgs7mzZslalxysoWuNqjhc9C1pvH7R0dHo1atWjAxMUG+fPkkREO5r7B8+fIwNTXF4sWLVWsjABQvXhxOTk4aWeUc+pAt3rx5gwcPHiAuLo6ekZrQh2wBAJ07dwZjqaVM5NfwRD5ttqMaSC/ZQiRZ8IQJkcCeEUyePBk9evSgf+s7zrdv344SJUpgz549tA69e/cOK1asQKdOnVCiRAmEhYWhS5cu2L59u1bFtLTw8uVLdOjQAdmyZcOvv/5KfgtuQ7u7uxNZS7w3V3BijGHcuHEaZIvXr1/j9u3b2LhxI27evJkp+5/P3YSEBIwdO5bIFvXr15eU79JGtjh48CDtd6L/jpe8BGDQkiHA/9TCeXmxypUrS8qwi+BtLFWqFAYOHEjqOYwx7N69O93fzRXHAc118PPnz1QyhNunHOK+fPz4cezZs4fUSYoWLapItjB0PxphRHphJFoYYYQRXw2fPn3Cn3/+SUZJxYoVyenh7+9PGfpK8lZcdrJixYoah94mTZqAMYZFixYZpN1coipr1qw4duwYBd1OnTqFggULkuNU6aD7zz//wMzMDAEBAf8pkoUITpJxdXVFlSpV0Lx5c/j5+RFbunjx4li/fr2k3iggPTh36dIlU1n5SpAfEmJiYpCYmAh/f3+MHj1a6+d0kS20SYJnFqGhoWCM4c8//0TOnDkVlQX47/nSZAvgf1l2cuOZY+fOnWAsVT7433//pX7ibe7atStsbW2xefNmREREGJztnRa+NNlC3yz8uLg4LFu2LF1ki8yOQy6L7+3tjbdv32ZoHeM1U5XaqRb47+ROC3mN3vSQLZSgVkCA7yeenp4YOHAgWrduLSmJIAawExMTER8fj4ULF1I2IA+k8X2TZ/VmpH379u1D5cqVSUJ51qxZWg+vFSpUIIcb/05tZU94AN8Qda31hb6Or8zOk/Xr19PzEMtqALrXilevXmH27NnkTNCXbKEWHjx4gKZNm9KznzhxYprtPnr0KNlvjDFVgjrPnz/Hr7/+ihw5cqBHjx70bLjzLVu2bBT04+26f/8+goODwViqSsXy5cvTJFuoLcXLM638/PxQsGBBtGjRQuu1X5JsIT67AwcOYObMmWjXrh3atm2LrVu3SgLUaZEt5Apt8v/PKMR7zJs3D8nJycibNy969uxJv0Fcz44fPy4hW2hTtlCrTSIuXrwIPz8/ZMmSRYOow21b3nYrKytYWlqiVatWEsemLrKFvORAZrFu3TqYm5srki04+G9NTEzE0qVLSfHFwcFBFSWQtBAdHY2ePXtSHfbSpUsrBtK+J0RHR0uyL7VlCmcUu3fvhrOzM7Jly6aRNczHYe7cuWmftrOz01C2ULIR3rx5g2vXrlEwSs2yQBzy512gQAF6T+0SKyI6duwIxlIl0MeOHUtzr2jRonReF9dLJWWLdevW0Zn/3bt3RGjp378/UlJSMm0XiuOdn9NSUlJo/1u7di0AoH///ookC47379+jadOmMDc3p8C4WkhLSYDj+fPnqFy5MszMzIggkpycTOvN/PnzyY/DWGp5TjVkv+X2yu3btxESEoLw8HCJPDufn25ubrQ+37p1C3Xq1IGpqalOsoWabXz16hUiIyNx8uRJrQGwtMgWaoE/R5FsYWFhgTZt2uCXX36Bu7u7IumK/57k5GTam3PkyEFKo3K7OiP79OHDh8k+LVWqlMR+10Wy4O0aO3asVrKFmv4ZJT8MkEqS37VrF1auXImzZ89qKIhu3LiRyjTkzp1bo9Qg8L9yasWLF1eVlPTw4UO4u7sTsU5fsgVPhlOyDQ0FfcgWfG0xNTXFkCFDsHbtWhw6dIh8YWXKlDG4Hyy9Z853797RvpslS5YMqTBwrF69msb64MGD6XWls5z4zPbu3Uu+WH5+la/tCQkJGvfJ6L7H9zFbW1uMGDGClCyUYgD6kC0MAW6TxMfHY8KECciZMydMTU3RoEEDiR9aiWxRpEgRLF++nEgkKSkpRJrs1auXZD/MDLT1v9hnf/31F8zMzGBqaooePXpIVJCTkpKo/W/evIGtrS06dOgA4H/KEhEREUhISNC7vZUrV4a7uztWrVql2M7nz5+jRo0aqFGjBtlUwP+ebbZs2Wg/fPbsGVq1akUE8KJFi1KMwJA2oxFGZAZGooURRhjxVfH69WssWrSInLqMpdZp5XURtTnZjh07Rtmf9evXR2RkJPbu3UsOwsKFCxtEhnLVqlVgjClm2g0ePJgMe57lK8ejR4/g4eEBKyur/6TE1bx588BYauapqFZy584dbNy4EdmyZaPnt23bNmLickyZMoUO2gMGDFDNCSsao8OGDUPt2rXh4eGBTp06wd/fH61atcKnT5+0BpyuXr0qIVsYMqD47t07kp3mgRptpTW0kS3+/PNPcoCojefPn6NSpUowMzPDsGHDAGgevv/44w8wJi15wQMMKSkpKFKkCEJDQwGoHxDTBd7OqKgoDSeInGzRv39/g7YlPWQLfZUt1MDatWtpHHGnpb4HL37IKlq0KMaMGaN62wBNR8LixYupD2vXri3JStS3jIh4OFTTkXTz5k1kyZJFQpAAUssS8RIhjGnKNsbGxmL//v0IDQ1Frly5EBQUhHbt2lGbMxKYX7t2LWUV169fHzNnzlR0LPO+WLZsGTw9PWFlZYWOHTtq1DLmY/TDhw/Inz8/3N3dtTqRvxQMLet+6tQpskuUymmkha9Ntrh+/Tq6dOlC404fskWBAgUoYMYYoyy7jOLff/+lbLRs2bJh8ODB5LjPmzcvOYd4n2ojW+ijbKEmLl++jCJFilA/FC1aVKcNKidbtG3bVvU2ic9MnkXOA+n+/v6SZ5ZWGRFDggcT69evjwIFCtAcUgrO6CJbZDbYqUuafNy4cWCMaSh2cfJ3njx5SF2Ak+isrKzQsmXLNMkWPj4+WLp06VchW4h99vHjR8yePfuLElzla3NwcLDqJTe+NKKiojB48OBMBUy0gdsHcvIEL2nj7++PW7du4cOHD1Rux9bWlhTklPDmzRuMGjUKHh4etD+qKf0ugpMtuN0aHBxMjnO1n7dIJOL7G58PgYGBVMJAW6bxxYsXibBrbm6OMmXKoGbNmlSfPn/+/BolVzICcb3u1KkTOnXqROeQGTNmUHBm6NChWkkW/B7Xrl1D9uzZUaxYMYMFFCdMmIBz585pDZ5HRkbC1NQUuXPnlpBxuW04adIkZM+eHYcPH0bnzp1VIXWJfciVhFJSUrBmzRocPXqU3uOBWDMzM5w8eVLSft7XPKhTvXr1TLdLhLwEbbly5WBiYgJLS0tYWlqiYcOGOHz4sIYigC6yhZpJHSLZYujQoXB1dYWTkxO8vb3h5uaG6Ohoxe8RVcZ4GSi+L6txboqKikL37t2JECDa7xwiyWLLli303fz7+f6tRLbILESfVkpKiob9lSdPHvpuOzs7eHp64q+//pIQV1asWIGCBQvS2CtbtixatWqFdu3aEQHfzc3NIHvKtWvXyIbNmzdvupUt1IauMaONbKFUZpOTprjqcJ48eWhdNXT55rTOnEpKFq6urhqlgNOLNWvWoGTJknS+GDhwIL2n7Sy3d+9e6tMRI0ZovM/bKqomZbT/xGcrkgYZS1WX4nNJvid/abKF+H2fP3/GxYsX0bFjRzg5OcHOzg4NGzZUJFs8ePCA1sBs2bKhaNGiaNq0KZ1Rc+bMqRr5Vuyj58+f48KFC1rXh969e1Nfd+zYUaL0ysHPVQsXLgSQStDgbdbXbxwZGYk8efLA3NwchQsXxooVK+g9cczs379f4pPj32Vqakrlc/n1mzZtAmOMSvnmzp1bIyHTCCO+JRiJFkYYYcRXgyjNXbhwYTKYSpYsSUEbbUbcy5cvMXToUKr97uDgACsrKzBmmAwcjm7dusHExETC0ASAAQMGaDg+kpKSJBkuKSkpePXqFezt7WFubi5hcP6okBvJXbt2hb29PT0fORP12rVrdIgOCQkhB5EY8Bs5cqTWrIqMQEnCn5M5+F/+/PkpaKLNCciVLfhn//jjD1Xap4SYmBjUrl2bDNKuXbtqNTiVyBb29vZYvHixwQ6Zv//+OxhjsLGxUZR0PnToEAUglixZInmPS8n16NGD5tCXAP+ef/75B9mzZ0dISAhiY2MlfcTJFvxAKK+XrDYMoWyRWVy4cIEyHmbOnJnuzz9//hw2NjZwdnZW3UEj/tbFixejU6dO6Ny5M9zc3Ghe1q1bV2+yBd+HDIUNGzaAMUbEPJFU9OjRI5IGVyJbAKlj4NmzZ3j//r1Evje9WL58OX3PhAkTJM5Lbfd79uwZmjVrBnNzczg7O6NVq1ZU/ksEz96oVq2awTOI9IF8ToWGhmZa4pZn3HMp786dO9N76V1jlcgWnDBgKLKFuMZeu3aNiA58PHCIvyUxMRGfPn1CkSJFMGLECHTt2hUmJiaKYyC9uHHjBjp27AgbGxtyFIrBGnk/fCtki+vXryMwMJCc4doUnTg42YI7N7t06aJaW8RnxUkADg4OiIiIQPfu3VGxYkUKqGoj1Yhki2LFikmkctVGXFwcxo0bJ1Ho6dGjh0aWuC6yxYYNGzLdDl3S5EDq+hEUFETBOeB/juJs2bJJCNSxsbGUoWphYYGWLVsqBseSkpJQuXJlMJZKQn779q1ebdVlG8nniD5ki68NQxPhvgbUyLaT//Y3b95g+PDhqF69usRZ36NHDzCWqjbGAzUJCQmYM2cOlUOwtbUlBTwlzJ8/H/Xq1cPAgQMl5E9D4Es+b/EMmS1bNlhaWsLMzAx9+/bVi9j04MEDkt7mf2ZmZihevLjWfSmj4AFCPz8/IgvwMxP/Mzc3p0CEEjGMlzwZOXKkQSS1uWpKeHg4Ll++rLgW7d+/nwKb8sx3AAgLC4OHh4dqz1q8N1c23bp1q8Z1CQkJqFOnDszNzSlJITk5mfrx0KFDsLGxQd++fam/1ZoL4hjhZ11ra2sEBgaiUqVKRFoNCgrC9OnTNcrDyckWZ86cUaVdcsjJFqKtIJZcUPrcx48fUbJkSTD2v7KmauHWrVsahDw+fsTzGydZiL+FQyRbNG7cWBXFl+rVqyM8PFxRaZWfgaytrZE7d24EBASQ75Ixhvbt20vOpLt27ULbtm2JIMD/7O3tERYWRkQXQ+DatWtEINOXbFG6dGnViR9yxRelMonayBbiejJ8+HAiqBQuXBgNGzYkX96XIK8DyvuceObMLMlCXHtFJeWtW7ciLCyMxpEussWOHTuIiDJ8+HCt16kJ8TnlypULFhYWMDU1RceOHXWe28Q2iWv0hAkTVFFEUvqeUaNGoVChQvD09ISpqSn5AB0dHdGwYUPFMiKPHj1CxYoVyS/H//LmzatajEJOzuRz18HBAXXq1MGxY8c0fMP8fM9JkH379sWqVavwxx9/UJnXoKAg6suLFy/C0dERLi4u6fLZ7dy5E6VLl4aJiQkKFSokIVtoI7X+8ssvMDc3J/+5SOo5e/YsbG1tMWTIEGTNmhWMMdy5c0f/zjLCiC8MI9HCCCOM+GL4999/cfLkSUm94pSUFJI4c3FxIQZo+fLlKbtBmzPx4cOHmD9/PvLlywcbGxvkyZMH4eHhBjmEpKSk4NmzZ8iZMyesrKwkh9u06qTeunWLZMPi4+PRrl07nD9/XvU2fsvo2rUr1qxZg0KFCqFs2bKKEquiMcUPJGJ9aPF6fuhS0xnHmb7Zs2fH/PnzMWvWLLRo0YLaUq5cOZ2ZjkCqskXTpk3h4eGhGhFEG2JiYuhwZm1trTPIwNv9+vVrCkQZap4Aqc+KBw569+6NT58+Sebxixcv0KBBA5iamsLT0xOdOnXCsGHDJBKyagTs0tvu48ePk6pKnz59NN4HUp1wFStWhIODg1YnhJrIKNkiLCzMIO25d+8ecubMCcZSM4J48DytgDJ/f+nSpWCMoUmTJqq2Szxw8sxoxlIlZkNDQ1GgQAF6rW7dunqVEenSpYtqhDglh8XWrVvh4eGBR48eKb7/5MkTrWQLteQSd+zYQffXRQ5TKhdw584d1K5dm0iOPj4+mD17NlatWoVly5aR5LaHh4fBsp4yAj6nOKmvZs2amb5nbGwszQulUk7pgZxsERYWphphQFubxDkgJ1vIg/B87D179gzW1tYYPnw4kpOTaS1Qoz79kydPkCtXLnJqiYoPSmuNNrLFqlWrFJ20akBpTly/fp2cXXny5JHYu0p4+/YtJk+eDDc3N4PYhUOGDCG7RswYTk5OxubNmyXBQ1GJSywjwtfO0qVLG7QO7ps3bzB9+nQiBJQvX16RZKSNbCEPsKQXuqTJxTaIjstDhw7B3d0dtra2ksAnv7ZYsWJwdHSkudyzZ0/J2i3eu1atWmmOFw6xP54+fYrjx4/j2LFjkoCHfJ4YyRbfH8TnLJYwvH//vsRZv3z5cpibm8POzo7WEd5fd+/ehYWFBRFkGWM4cOCA5Hvk9rnaqira8CWetzjHZs2aRYQTxhicnJwwatQoDQU7bVi1ahUmTZqE7t27Y/HixXS2z0xASuz7Xbt2wczMDLly5dIgtvG1nJPQ5J/laN26NRhLLS+g7+9KL/bu3UsBvNq1ayuSLS5cuABvb29YW1tj5syZZEunpKQQyaBVq1aIj49XlVA/cOBAClru2LFDYx28fv06GPufMqn8XM/PKNu3b8dff/1lEPVRbl95eHjgyJEjpIhy69Yt8oPly5ePgsLy0hjOzs6wtrZGzZo19d4z0gv+ne/evcOQIUPIvvX399daupX35U8//aRhU6gF+ZpRqlQpjB8/XtEG0DauRLJFhw4dMmXXcKK6jY0NWrduLfELTJs2DYylKkBGRkbi1atXiI+Px99//422bdtSG5o0aYLIyEj63IcPHxAZGYlBgwahS5cu6NevH3bu3KlqIFkb0kO2yJ07NxhjqFSpkmpnUnHdnzVrFho0aIAhQ4YolkrRRrYQ2xIbG4sbN27gw4cPtLd8KZIFh5JiFx+bnBTn6uqaqQD89OnT0aZNG8lrW7ZsSZNs8eLFCypH/KVIFhwpKSmYM2cOzR/uzxw0aJBOxQdtyha//fabKglk4rrBiVKOjo4YPnw4pk2bhgkTJlCpcCsrKzRo0ECRbPH69Wts2rQJvXv3RseOHTFjxgzFsuKZbSMvYWZra0vqSJxcNGfOHEnJLCCVUJ4jRw4JAYT/FShQQEIs5OWCS5Ysqdc6Kfb/jh07UKpUKTDGNMgW8vF1//59mJmZwdraGqdOnSIlIr4ecF/VqlWrsGPHDoMSzowwQg0YiRZGGGHEF8GJEyfQrl07ZMuWDZ6enhLDPTExEVOmTMHp06exbNkyygCrUKGCVrKF+O+3b9/i/PnzePr0aaaCEfv27SOniRI+fPiAAgUKIFeuXPSatjqpvH2PHz9Gnjx50LlzZ2IwfykH1rcCnk1ZoUIF5MqVC+Hh4QCUgyW83yZNmgQrKyuUKFFCYiCqKeEvHubevXuHPHnywNfXV2JgPn/+HEuXLoWnpyeRLfjntDkBb968qUrASYQofSkiJiaGDGwbGxudssDcqI2NjTUoiYGTaLjjo0iRIiQ3Jz6/PXv2UP1o8c/Hx8dgijTa2gtISRbciSm2Wez/o0ePqnZY0gfpIVuI6gSGIvv89ttv9B28PAygfU6K5SRCQ0Ml9cLVVizh0tn58+eXBJ3u3btHksCMMdSpU0cr2WLq1KnkhFcjGCXee/fu3fjjjz+wcuVKjBw5Es7OzjqVM3SRLTLrUOAZF4wxSRBHvG9a33Hnzh106dKFMt/lakAFChT4ovNZX9y6dQtt27ZFoUKFVJHwPHr0KExMTODv759up62S9ParV68wd+5ckslUYy4rOTa4g18+D+Vki5EjR2rcj9fT3bVrl8ZvySwmT55Mzi1ra2tkzZoVffv21UnsUiJbuLu7Y+3atQatgyv//uvXr5MEs5iVrA3v3r0ziNrLw4cPUahQIXJc8TaKv+PWrVvo2LEjPWexBAfHmTNnEBQUpFpAR9yz5M9FTrZo1aoVvaeNbHHixAn89NNPMDMzy1RQTJc0uTZbju+FXI1ETsoICQlBw4YN0a9fP/j7+yvaDfrYiaLKkHj9mDFjyJHJAzpt2rTRcKxyGMkW3w/EMV6/fn0wxtCsWTPFazt37gxTU1NMnToVgHSuPHz4EK6urpg4cSIFQJXG4ZdSj5ND/rz9/Pw0SgJkFGI/9OzZE+3bt8eECRPw8OFDKiPi6OiIsWPH6iQl6Bp3mbHD5PflaoAiaYs/lytXrkhIxN26dcOuXbvw8eNHPHv2DGfOnCGlQ0OVFwD+93u5zaOLbNG1a1cKANWqVQvNmjVDWFgYrVUZyUjVVrICSLVpc+TIgWzZsmkl9168eBGmpqbw8vKiwKzol+FqT4ZaG3ngysHBQaNcyujRo8mndOTIEcl74jjjAXxXV1fVyDRiooS8NBsnW3h7e8PExAQNGjSQlHFLSUkhu/fNmzfw8/ODk5MTEbrUXlvkawb/O3jwoMbv0YbBgwfD3t6eSn1lBmPGjIGjoyMsLS3RqlUr8nGGh4fD0tKSSq/JyQjDhg2jtvfp04d8mIZQG9V1T/l7+pIt/v77bwQGBqpmG4rrYfv27alvWrVqpfUcqY1soY0o8K3sc8WLF0e1atVUIVns2rWL+kq+pugiW6SkpCA+Ph7Lly/H3Llz6fUvSUQ5evQo+vbtizt37lDiorW1NYYMGaJzbopjhZ9V1Sg/JYKTG728vDTOFnFxcejZsyeyZcsGCwsLDbLFl+pD3me5c+fGoUOHcOLECRw4cAD58+cHY6mlWKZOnaqxnx08eBATJ05EYGAg8ubNi2rVqmHAgAEaZdB4wszAgQP1/k3iHNNFthDXnTt37sDOzg62tra03oi+lGrVqsHZ2fmL+l6NMCIzMBItjDDCCINjy5YtxJwMDAxEnz59NKRx+ab85s0bzJo1SyfZQtzo1cryXLhwIRhjqFq1qmINMl72I1++fMSY5wckXXVS9+zZA8YYKlasqBrb+3vDiRMnJLUpvb29ddYuB4AjR47Q9YbI8hSNu9OnT+Pq1avElAWkxt3Hjx+xdu3aNMkWushAmWmfHPKgXExMDGV02tjYKEqlcqhl+OvzW58+fUrzfsCAAYrXnj59GlOnTkVQUBB+/vln9OvXT7W6helxVPzzzz9EsujZsye9Lu+vr3VAB/QnW3z48AGrV682SHCb//67d++ibt26NEfHjx+veB0gfQ6//PILGEuVG1aznib/vnXr1sHCwgJubm40jvhc5tesXbuWFBjq1auntYzI3Llz6R6Zee7iGIqIiCCHECcVWVhYYOnSpTrHq5xsMW7cuAy3R0RkZCScnZ2RN29eIl8ptePFixdYv349OnbsiPbt22PAgAGIiooi8mBMTAxOnTqFli1bonTp0siVKxdq1aqFSZMmfdOH4rt375LzIbMBPO489/b2xtu3bzN0v9OnT0v+/fLlSyxYsECVgInYnkGDBqFKlSowMTFBlixZ8NNPP2HEiBEaTq1r165RMIoH+WbOnIkVK1ZQwC4sLMwgJIGzZ8+iffv22L17Nzp37gwbGxtkyZIF/fv310m24K/dv3+f7A6xdnZGIc7jGzduYOPGjZg+fTo2bdqkKN+dXrJFRqBEPBVf2717NxhLzUB9+/atVhv06tWrFKCrWbMmXr16pdG3YlkjtTB48GAcOnRIY5998+YNfv/9dyIEiGom2sgWp06dUmWtkUuTawvy8/7hqmKiAhbfc16+fAkrKyt0794dwP+U2NJrhy1fvhxDhw7VCKhxEjOXng8JCYGTkxPZqWfPnlWcIyLZIiIiQu+6y18Shgy+f28YMWIEkUflwVcgdb7w8wnP5k5OTqb5fvbsWTDGMGfOHPz7779pBqK+BqKjo/Hrr7/SXqPWOYCDn5GqVKlCmZBJSUmk/qCNbCHfxw1F9GnatCn69u2LDh06oFixYvj48aPi8zl+/DjNe04Gzp07N7Jly0ZzP2/evOmWn08v+Lpy5MiRNMkW8pIrfD5n9IzCA0HJycmS5/HixQv8/fffYIxh9erVAJTHeFxcHAWhGjVqJAluc6WN+vXrG6zsWOfOnWFiYoI1a9ZIXudKHGZmZkQCl5fPFPfhmTNnqvKc9VUjfPfuHZXstbS0RK1atSSlsDj42bBs2bIGJfLxPYKXW/H396f39CU7c19kRue1XHHI3t4elpaWaNasGQ4ePAhfX1+yX0T7S/wcLz3MGNMoN6dWcpH4fdevX8fWrVvx559/4tixY/SM5L4lfckWaiWPiW0UCWP79+9P02eojWzxrUGJIJQ1a9ZM+2uePHmCQoUKwcTEBP369cOnT58kY1oX2QKQjv8vZReIY1tca3kJNG1kC23tkxMEMouXL18iNDQUlpaWlBjE+4nP5fj4eIwYMQLOzs6wsbFBw4YNJWo/8iQ5NXyI4u9PTExE4cKF4eXlpVHe6tatW0SSyJkzpyLZAkj1cfP1Ut633D7Kly9fupI95Ovp5s2b9SJbVKlSBYwxlClThuy0+Ph42pdr1KihlURuhBHfGoxECyOMMMKg4BKMjDH069cPN2/eVMzeFP/9/v17zJ49W5FsIR6ehg0bhunTp2f6ILdq1SqJA0BXEHDMmDFktPAD8fHjxwFokiwAoHz58rC0tMTy5csz1cbvFbxPTp8+DV9fXzDGYGlpieHDh2vUjRPx5MkTyipUOsirhYCAADDGMGPGDPj4+JB0o3xsxsfH60W2UAPi+Dl8+DDmzJmDjh07YubMmRrBmoyQLTLbJvH3alOA4c999uzZsLS0RJkyZUj2UUmdgwds1Trgifd58uQJDh8+jH379mH37t348OGDxrPjbHhdJItvAfqSLb4E1q1bR3V4GWMYPHgwHj9+rBjw+/TpE5EsfHx8DFZXka/PLVq0AKCdCLVixQpqd506dSRkC3k/qjW/ec1oV1dXlClTBvny5SO1gooVK6ZZA/rJkyckkWlubo73799n+NDOP8fJgiVLliQHrjjuY2NjsX//fvj7+1P9Vu5UDw0NxYIFCzTW8Y8fP9K68DWJSemBGu1cu3YtZWlyR4C+9+VzpWjRohgzZozie5mBeA+ugMSlRXmtWd52Odnj5s2bGDx4sMRG4s66vHnzUmBKrQw80T7kDtzo6Gi0atVKkWyhRMDlc/bBgweqrDVypzi3Zfifubk5Ro8erVGixNBki8TERLx79w4PHz6UlDjifcJt27Jly6Z5r9mzZ9P69CXK/LRp04bWkX/++UeRbDFjxgxYWFiAMSaRRNZFcFUD6VFUGD58OAXs5EphPFiwcOFCamt627t48WIwlipPLI6fbt26USDiwIEDFIi4ceMGSTCXLFkSx48f10q24Ne1adPGIBm0mYWhg+/fKuRjLCwsDO7u7lqJRB8+fKAkgPnz52u8X6lSJZibm+PkyZP02rf4vKOiojB48GDVlBj4XONKZnny5KF7i33M1yJHR0eMGTOG9jS+JqWkpKBTp06KhDo1wMuZeHl5wc3NDQEBARrBS3HduHfvHqZOnYosWbJIiLvFixdH9+7dVVOyE9dkXaRGbWQLsc1//PEH+vXrh6ZNm2L69OkZbuMff/wBxhgOHz4seb1kyZLw9fXFokWL4OzsTHaMfL3lbZ43bx48PDzIjqlWrRqKFi0KxlLLbKlBzpQjMTERr169gpubG2xtbSUBubRK0F65coWuVbN8lzgP/vnnH8yePRudO3fG2LFjsW3bNo3vev/+PYYOHUr+GR4MnTp1KmbMmIFixYqBMYaAgADVbUMlREdHo2fPnnBxcQFjqSUZeNBW37NbZm0I8fdxsoWVlRU6dOgAe3t7KoEr7wdxfjVo0ACMpSZ7xcXFqWrXiN8zePBg8nsxlqo0U7RoUY21Lb1kCzXBg6r58+cn+523R/5MxXVGJFvUrVtX9cC7WoiOjqbECWtra1VKE3348AGNGjUCYwxBQUGKc0CfMiKGRFrrgLjniWSLwYMHE9lCvEePHj0kCjZq49KlS7C0tISTkxMuX76s8T5vS1xcHI1ZR0dHDbKFmhCf05EjR3DmzBnJGYP7r3jb7ty5Q6Vp5GQLfo38ucTGxuLu3bukWOnh4ZEuIpDYRpFMuH37dq1kC97udevW0frk7OyM0NBQsm29vLy+qRK0RhiRFoxECyOMMMJg2LBhAxnzc+bMkbyn7RDBN3wlsgWX3gOA7t27gzGGggULZopokZiYSFLzrq6uFHSoV6+eItli37598PHxoQPxokWL6L1Pnz5JDAxueFWqVOmbZVd/CSiRLYoUKYINGzZQcI9fw42tCxcuwMnJCXnz5pUEEDIL8dDx5s0bFC9eXBJ02rhxo9bPyskW5cuX15CJzizE+/Tp0wdZs2bVyAT6/fffJVlXvO8MQbaYMmWK1uzh5s2bo1atWli5ciUA5YDXyZMnKctKnCtyaCNfZQTiMx41ahRKlChBwTDGGH766ScMHTpUQ1Vn2bJl9P/fIsmC42vLaovPaOHChQgJCaGxWaNGDYwcORIPHjzAgwcPcOPGDcydOxelS5emQK4hM+14LU1OtNClSMLLPjHG8PPPPxuU0LVu3ToKtl6/fh2JiYm4ffs2FixYQASGmjVrpukYevjwIUaNGkVOh8zOl+nTp4OxVFWCZ8+eacjx9+vXj+avi4sLPDw8JOpEwcHB2L9/PwApQUWp3M6PjgsXLsDBwQGMMcycOTPdn3/+/DlsbGzg7OyMW7duGaTvuDqFr68vNm3ahMOHD+PYsWNo0aIFOTecnJw0nFefPn3Cpk2bULp0afj4+KBkyZJo27Ytkecys17q64S/e/cuWrdurUi2ELM8p0+fjhMnTqhGPBPbxzNzbW1t0bRpU3Tu3Bnt2rWj+dC0aVON7Cs52UItR/WhQ4fQo0cP+Pn5IUuWLChUqBD69u0rIT5xRTUXFxdJkFUEH2dxcXE0t8VSMIbC9evXKVhTqlQprWSLmTNnKpItDL1H67vPbt++nZ5/27ZtMXv2bGzcuJHKopUqVSrD6k1//fUX3XvevHn0Og8cZ82aVXIuAv7noOb2TunSpXH8+HHF/lq+fDlcXV0NohqnFtQOvn/rkBNCT58+DRMTE6qdrs3G44QfMzMzLFu2DPfv30dUVBQ5y6tUqfJdZAKqsW7L71G9enVkyZKFgnZKSRFysoVIBODv5cuXD4mJienem5WChOJ3nz59Gi1btiTirZ+fH9mC2hR8gFRS1enTp7Flyxbs3LkT79+/N0jJFb6/Ko09JbLFzz//rEi2yCzE9VA8T966dYtU6rJkyQLG0k7QePbsGUaPHo1cuXJJCJN58+ZVTQ1Qqb8+fPiAHDlyIEeOHPQaVzTQVoL2+fPnyJo1K2rWrJmhdojPQCROiO3r2LEj7cfiX+PGjSVnY+B/ZAuecMT/PDw84Ovri1atWqliG+qLr30mBjTJFra2tuRPjIiIoPeUyt6kpKRQyaC8efOquk6L/c/tVxsbG1SpUgX169cn/4irqytWr14tWT+UyBYFChQwGOEMSPXDmJiYwN3dnWxpeam59+/f4+bNm4pkre3bt8PZ2RmMMbRu3fqbPYNGRUVh0KBBqiqPXrx4kc7r3F4ApGPza5EtxHtfvXoVq1evxqRJk7B48WLyIcghJ1uIpPmePXuSDfzx40eDPOcrV67AxsYGtra2kmQcEbxvX716RQq+NjY2aNSokUFUDDn8/f1hbW2NOXPmIEuWLNSHSuoZusgW8n57//49hg0bRuMoODiYlCX0gXg/vt6MGjWKXuNlRExMTDTIFvz7586dS+sSf/6BgYHfZAlaI4zQBSPRwggjjDAIzpw5Q0F1bTXl0zKMONmC13739/fH3LlzKZicNWtWCcs/o7hx4wayZs2K7Nmzo1evXhJZee4gFds6dOhQOhS3bNmSyk3w6169ekXZy15eXgbJjPjWoCtYItYEF8dFyZIlsWLFCo0sUOB/cswNGjQwiONow4YNAFLJCVWrVqXn2bdvX53fJydbFCpUSLXDidiHERERFNBp3749RowYIZFw79mzp4QFr0S2cHR0VKy3ri94TWix3jf/rZMmTZI4WJo0aYLff/9d0UnKHcBFihQx+FwQ+5ATnaysrODj40PBLv5XpkwZRcnsb5lkwfG1ZbXFft68eTOtd/zPzc0NdnZ2lDFraWmJChUqGOz58/W5d+/eRKaRvyf/94YNG2Bubk7O7caNG2tkz2QU8nkwZMgQ2NnZKZJMduzYQQF6fcgWvO/VcCBu3bqVnlm/fv1w5coVvH79GvPnz0dgYCAR0CpWrIiNGzfi8ePHuHr1KubMmSNxxBqRmmXKHc/169fXWd5CBH+fq381adJEtTaJa9nDhw/h4eGBXLlyacjwxsbGYtu2bQgNDSWyBbetxLkQFxeHN2/e4PPnzzTGM7Neip/dt28fpk2bhoiICLRu3Rrbtm3TyGCXky369esnKVvCCbg1atRQTc6Yg2egZc+eHRcuXJD0C1cJYYwpBoRFsoWrq6ukjm9GsHr1aloz5H/169cnh9SlS5eoJNaUKVPo80prYkxMDJGIN23alKn2pQW+dkVHR8PNze27JFuIazwPkvA/3lY/P78MZ/WKQUWerQakOk1LlCgBe3t7HDt2TPIZTvrx8fHB+vXr6dmXKlVKK9lCyf7+1vBfLLsYGBhIgZCsWbPir7/+AqA5jvhcvnXrFmW0Msbg7u4usQ+/RHb5t4Zu3brhyZMnKFOmDBo1agRAcywpkS0cHBzQsmVLLFmyhAIUvr6+OuvF68Lbt29x7do1dO/eHePGjaP1T1yHz58/j1atWpE9Kq5z2p75l0DJkiWRI0cOIvDpIlscPHiQyBY1a9aUlBHJbJvF9ZDPBRGnT58m+8vc3BxDhgwhpURtePfuHa5du4ZBgwZh8ODBWLJkiUbpmIxCHFfDhw+ntfrz588oXLgwzM3NsWfPHiJ86ypBu3PnTtjZ2SE0NDTDJB8AGDduHKpWrYq3b99KXv/555/JNmnUqBEaNWpEkvM8OCcvV/ju3TsMGTKEbIY6depQuRYldTxD41sgW4i/d+TIkWTbMPa/kk6A8lw4ceIEbG1t4eLiorqiDwD06tULjDF4enrixIkTklINfN64uLhg+fLlknkjki24WklQUJBBSskB/1Pq4uNNLJ1z+vRp9O3bFzlz5oStrS2srKwwd+5csmHEs72/v/8373tV065JTk7G+/fv0bx5c5iYmKB27dq0ZssJb1+abCHes1+/fhJym+hD/OeffzTObZxsYWVlhYiICCxatIjsHDc3N0WlCbXw4MED+Pr6SpIqlewnvr5UrVoVdnZ2FLNo0aKFQebJ58+f4efnR7YKYwybN29WvFYb2WL69OmK/s+4uDisWbMGlStXRu/evdNUWtWGUaNG0Xqzc+dOyVjnZAvuQ5eTLT59+oRnz55h5syZmDJlCjZt2kTEPSOM+J5gJFoYYYQRqoJv6nPmzIGVlRXq169P74kGCv//Dx8+4OnTp9i5cyeOHDmi4cj48OED/vzzTwQHB0uMMj8/P1Uyo1NSUvDhwwcKFI4aNQqrV69WJFuIxiI/tHBDtWbNmmjRogVq1qxJmaE+Pj4Gr5P6LUA8xEZFRWH79u1YtWoVzp8/r6hGIZIt8uTJg19++QVnzpzBhQsXcPLkSVSqVImINTwglFknjfh5nuHFs46fP3+OatWqgTEGOzu7NJUg4uPjsX79enKmq6m4AYDKA3h7e2tkv4qlGrp06aKVbMFJEp6enhmqMxsTE4OuXbvCzc0NpqamaNWqlSTLIiUlBatXr6ZDEP8LDg7GwoULJVmW58+fR+7cueHs7Ex1Dg3tgOEBNy8vLxw7dgzPnj3Dhw8fcOjQIfzyyy8kGVu0aFEK1H0PBAsRX1tWW1zPY2JiMG/ePAQHB8PJyYmcrTY2NqhRowbmz5+v+jxRwpEjR4gc8Pvvv9PrSutHdHQ0XF1d0bx5c3Juy+uWZhaNGzfGypUr0bBhQwQHByMxMVHR6bdr1650kS3UQkpKCs0Vvmflzp1b8m+xnA7/TEpKCo29LFmySErG/Jfx22+/Ud8NGzaMXtfWN3zN+fz5M0JDQ2FnZ0drZGb7U1zPbt++jX/++QeMMaxdu5a+U/yexMREHD16lPaY0qVLa8xZQ8kZ9+zZkzJo+J+5uTmqVq2qEfTnZAtbW1s4OTmhadOmOHr0KCmTZcmSRXXn2969e+Ho6Ah7e3sNkgQPlFhaWuLo0aMAlLOKoqKiKOMpM/KnYsCpTZs2GD16NPr37y+xDRo2bEjXc1tVmzOOr0dPnjyBt7c3AgIC8OzZswy3T1/w558RsoX4+wwNXQEc0Yn6119/oUqVKnB0dETJkiXRsmXLDGf1Llq0iJ7Zn3/+KXlv3759YIyhf//+ktf5Ou7p6Ukl8Pbs2UP7SnBwsFayhRHfHjhphttS/fr1S/MzZ86coTJ43P6tXLmyRimM/wKaN28OxlIzsHPkyIG+fftqvVbsl06dOtE6w/8KFChAZVvSG7T9559/0K5dO1o/PDw8JOXB5GSLNm3awNraGiYmJhg5ciS99zUIMqdPn5aUIdJFtuC/Y+bMmTRmq1WrhitXrqhKshBJZ/I+iYyMpMB/vnz5NMqgfSmIv5er7FWsWJH2A07aLFCgAJEs/vnnHwDKROry5cvDwsJCQ1kiPe0QyYAnTpyg17t27UptkZdZW7p0KQoXLgxTU1Nky5YNU6dOlbzPyRb8PN2lSxfF7/5S+NbIFiNGjICbmxtMTEzw888/S5Qg5M95y5YtMDU1RbFixXSW1c0IFixYQLaxXAGLJ/DwkhtZs2bVSra4dOkSSpcubbBM/aSkJAoGiyWw3r9/j+XLl0vIxfwZm5iYYMmSJRr34gH7L/XcvxUsX76c+oif9Ti+BtlCXKP5nmxjY4PSpUsjPDwc+fLlo/0iJCQEixYt0iDI9e3bl3w0IvlLjZIraaF169Y03vjZT0mVBkglrBUsWBADBgyAv7+/QdrHx3NCQgKRFczMzNC+fXutpZzlZAsTExPY2dlh/vz5iuv0p0+f8OrVq3Qlb4lj5sOHDyhcuDBcXV0lpDHxu3SRLf5LZGAjfmwYiRZGGGGE6khISECZMmWIuABIWckc165dQ82aNak8CD8YiZJnQKrBfObMGbRr1w41a9bEr7/+muHMEm3YsmULBfdPnz6NWbNmUcCubt26RLYQjfYJEyYgKChIg5nr5eWF2rVrq1Ib/FuHaFy1b99eUrvc0dEROXLkwOrVqzXYqCLZghNWrKysYGJiAnNzc1SpUsUgzkFOYsiZMyf27dtHrz9//pwOeA4ODmlKZ3/8+BHbtm1TPUtszZo1MDMzg4ODg4ZaS8eOHcEYI1lExhi6desmOTjzdrx48QIRERGZkoR+9OgRBg8eTAdaOdmCY9++fejcuTO8vLzoEOXm5obZs2dTwIsfVoKDg9PMMsos9u7dCzs7Ozg4OODq1auKv2v69OkU9KpRo0aGyCjfAr62rLZ8TX/16hXu3buHEydO4MSJE19E6k9sw4sXL1CvXj2YmJigVKlS2LZtG73H1xG+hh85cgSMpUoMr127lubUjh07VGkXJyJ4e3sjb968CA8P13n91yJbnDt3Du3bt9fYx9q1a0fKP4DmOszl652cnPDkyZP/NNGC//a7d++ibt261Ifjx49XvA6Q7hm//PILGGMIDw/PcJkBbfD394ejoyPmzZsHJycnyqxUel4JCQlYsGABsmXLBnd3d0U5UjWg5HxzcHDA4MGD8eeff2Ls2LEICgqClZUV3N3dyZEq9nOnTp0oY5+XSTBUaaKJEyeCMYZJkyZJXleqqy4qeHHwuXPz5s1M2YViwEleju/kyZPo0KGDBtHnxYsXpHLFGMOaNWsUbSo+Bhs2bKhRViujEL9HyUZKL9li9uzZ9DvkqiyGhK4AjpiB9/HjRzx//hxJSUkk0Z5e+3XhwoWSZwWkjnvefw8fPsSgQYOwd+9e+szkyZPJ9uLBxaSkJLx48QLlypWj+4WFheHIkSNGR+Y3DPHZcIUuxlIV2PQtO3T69GkcOnQIUVFRZNv+l0gWnz9/xurVqyVnzOrVq+PNmzdpkh4BYNasWahfvz5CQ0PRs2dPIp6ltw/Xr19P61qJEiXw66+/4vbt2xprl5KyhaWlJezt7TF69Gh670vP2/j4eGzZsoXIt8HBwTrJFkAqscTW1paCZ+XKldMI7qYHukgWSv1x6tQpytAvXrx4us5Gats5XPnN09MTp0+fpvYeO3aMApyWlpYSAuSnT58k7RBL0KaHrC7eg5cINDMzkwRfz549ixw5csDFxYXk4cXSIgCwf/9+lC1bFiYmJihcuDDZhPz5v3//Hr1790bhwoUVSzl8acj36tDQUIP4HJTGHu9zMXt75MiRcHR0hIWFBZo1a6a1hFu9evXo3CV/BplBTEwMKlSoADs7Oxw4cEDyHj/3eXt748yZM5SE5OrqimXLlimSLdRsmxwpKSmkKlSsWDGcOnUKc+fOJduUMYaOHTti48aNOHbsGJUm8PHx+S7KYhkS4nxv2LAh7Xm6yPJyssWQIUMM1j5OSPfx8cHFixdpL71//z42bNhAhL7ChQtj+fLl+Pz5s2SOzZ8/H02bNkVwcDC6du2qin9d137K17dTp06haNGiZIPxvYx/ls+Hz58/I2fOnFQmSK1zvNI+y78zISGBCPYeHh5Ys2aNViVH8ewcGhoKd3d31c5QYj+eO3cON27cAGMM06ZNA6C9/JkusoX4u//LviUjvm8YiRZGGGGE6nj37h0ZJhMnTtR4//r165g+fTpcXFzIeOaHch5oHzBggNb7q7npirKWDRo0gLW1NQXZf//9d1K20Ea2uHHjBlavXo3OnTujW7duGDFiBC5cuCCRs/5RIT4H7sh3cHCAn58f/Pz8yMFkYWGBbt26abDgT58+TY4wOzs79OjRA7Nnz8bVq1epflxmnYPi59+/f4+AgAB4eXkpypA9f/6cDpr6kC2UviMt6JKAjY+PR7169WBra4udO3dKruMki+zZsyMqKgpTpkyhudO1a1dFsoUaTrlHjx5h0KBBcHV1hYmJiYRsIc6DT58+4d69e2jfvr2EfOTn54dhw4Zh586dcHFxQZYsWSTBW0NgwoQJYIyhQ4cOknaKff3y5UtMnDgRLi4ucHJy0gjkfU/4FmS1tckD83+rMRbl80zbgXL9+vXkZKtcubLW8Va1alWYmZnR3OFylNyxndmxkJiYiAoVKtBcyJ49e5qZ9iLZonbt2l9MLvHjx49YvXo1+vXrh8mTJ2PPnj2S98Xnx+cTd5xUq1bti7Txe8G6desk6gKDBw+WKH6Iffnp0ydyIvr4+KhOznz48CER4Pi4EiWMlfDkyROSre/evbuq7ZGDExW8vLw0lCK4QoW5ubliZuqTJ09I7axo0aJo1qyZwcitXEabq42IbZdLfvPne/LkSWzcuFG1NogqB2K2n7j+Hzt2jIjL1apVw6dPn5CYmIgjR46QahdjDL169cLSpUtx69YtHDx4EA0aNCCHu1p9KK7XL1++1HhNfp1ItggJCVEkW8TGxuKPP/7IVOAuo9BFtuCOz8zuGeIzZoxJ5NrFvhDLfVy5cgUFCxaEqakpjU9xjenatSscHR2p3VWrVv2iZcaMSD+U1BN5IITPJSVoG3/fo12bWSQkJGDLli3w9vYmcj0nqmgjCYj9npSUhI8fP9K16T2L8lJgjDEMHTpUUYJb2z0vXLiAli1bwsLCAvb29hIFDEORLbTdl/cjl3tPi2wRExMDX19fSmpgjJEaSHqhbc+Tkyw2bdoksR9Onz5N7Q0KCvpiRHT5WaxWrVpwcHAgu1983vPmzaPf1qFDB2zatIn2kcTERMTExJBtmD179nSVQVAiWZiYmGhkuHMSS40aNTTaL95j586dtDeLvjlRmVZeXvRrgu/V7u7uRFxXE+K4j46Oxrlz53Dz5k0JCUH8/9GjR8Pe3h4WFhYoVaoU/vrrL3z8+BH//vsvnj9/Ts9ZTfuL4/Lly7CwsEDz5s0l7eb7ioeHBylg3blzB4UKFQJjqWVEli5davDEGA4+3h49eoR8+fKBMQZ7e3uysYOCgjRKBm3ZsgVWVlbw9PRULIPwI0CbeoK2a1NSUqi0r6enp6IKgxLZgvu65ckBaoCXdbKzs6M9mK814nmJn1XLlStH80CcR0lJSYiLi1PF5yX2461bt0hVWe5X+vDhA8aPH0/looOCgiTKNBxcuYgnl6phc4n3mDJliuR7RbIFL/np4+ODDRs2pEm2ePDggc4zWUbBSRPTp0+Hu7u7VnVOXWQLsRS7EUZ87zASLYwwwgjVkZiYSKU4ypcvT5KIALBx40bUrFkTtra2dGjv168fVq1ahQEDBpB8dPbs2SWBbvFQnVkDRptDYebMmeRAffv2LeLj4zFr1ixFssW3cJj8VsBrseXLlw+XLl3C69ev8e7dOxw9ehSNGzemYEmrVq3I4SDWXORki4oVK2LHjh0a9UkzCvHzx44dw9GjR8EYw4IFCwAoO4kySrZID2JjYyXSnRz//vsvfH19ERYWJmHn9+3bF4wxZMuWjQ7EAGiOMcbQuXNng5WpEckWjDFFsoXI7n7w4AFGjx6NfPnykQSvl5cXSVO2b9/eII7flJQUJCYmUsB8xIgROq+/ffs2HVBatmypenuMUA/iXJ08eTKaNm2KChUqoEmTJoiMjNTIHpg7dy4pEvn5+aFv37548OABoqOjce3aNVKvqVatGmVv83nWoEEDAJnbZ3h7ExMTERYWBsZSFX5mzJiRpizsrl27kCVLFjCWWuPzW8o+5mvqhw8fUKJECVhZWVEJpv9iMEeE+PsXLlyIkJAQWp9r1KiBkSNH4sGDB3jw4AFu3LiBuXPnonTp0mDMcEoMQKrqTeHChcFYqnJUhw4dtBJB+VgbOnQoGJPWiVcb165dg6+vL2xtbTWUlziJwcLCghQ4tM2D5ORkxMfHq1ILV/4dycnJSEpKIsLUwYMHAUBnXXUgVX0hPDwcTk5OmVKV4li2bBmNpblz59L38e9UyoDNnz+/JPhx4sQJssc4sdnFxQVmZmZgLLWMW0bHoC5nfEhICExNTUmFThfZIioqClmzZiU7XIls8TXXGUNKk4uZ28WLF5cQtTiUvmPDhg1gjKFChQqS58Cd0Q0bNkTFihVx9uxZ5MmTR5XxaIR6EEmq4tgWx71YIm78+PGqqx79qEhISMDmzZtJ4aBo0aJEUjKkpPzGjRs11msO/oz583306BGOHz+uETy6cOGCVmULtf0P4v2uXr1KJbA4dJEtxPJnQKpKAmMMFy9exPHjxzNMitO154l77Z9//kn+B56gAXw9sgUAjB8/Hu/evUPx4sXRqFEjAJqE/5SUFFIi4gHvsLAw9OrVCz///DPy589Pwff07MviGsJL2ZmYmGD16tX0Om8Lt/M4EUFXQIy31dHRUaJUqC2A+7Vx69YttG3bFoUKFVK1rKY4V3r06AE/Pz9YWVnB3t4erVu3xrp16+h9OdlCVCMtVKgQfH19qexKoUKFDKIA+e7dOyxcuBC7d++m17gaoZWVFU6dOkW/68OHD6QSwRiDu7s7FixYoCoxU9cY4fP66dOnqFGjBkqUKIE8efJg3rx5EiIVb8+mTZvAWKray48IudKRtvfkePv2LZHl69Spo3g2Ej+/bds25M+fH97e3rh//74KLZeCkw6rV6+OlJQUrTb9P//8Q+cRQ5YhEr+/T58+yJ8/PywsLGBubo5GjRpJlJOAVN/swIEDqSyVpaUlevXqhalTp2LKlCmoUqUK+ZoMoerz888/gzGGtm3bSuZBZsgWgLqkzbdv35I/g/ve5GUPtbWDky0sLS3h7e0tWUONMOJ7hpFoYYQRRhgE/IBnbm6O4OBgtGzZEq1atSID3sLCAhEREfj3338lm73obBSzuTKL06dPa5VdFTNNS5QoAWtra2Ji/vvvv5g9e7Yi2UKEmkSQbx1yB1W5cuXg7OxMBqbcYdSzZ0965sOGDcOnT58kzhKxjEhISAi2bt2qqjyhv78/rKysMGXKFNjb21O2trbnZCiyxfnz5zF16lTkzZtXwnwWcfnyZcmBmNfWtLCwIMlJLi06a9YsmJiYwNTUFObm5mjRooXBnEm6lC34oUXen1euXMGKFSvg6+tL6jXOzs5pZvXrC23OxrZt24Ixhnr16iEhIUGnU5I787y8vBATE/NNBbWNSIX4TLi8qviXO3du9O/fX8OZtmDBAuTJk4fIPjly5ICjoyNlZvn7+0ukEzt16qRxwM8MRLJF2bJlyZm6du1arYdgjs2bNyMgICBdWWxqQB7sESHOI05mKlu27BdT3fgeII7VzZs3S8hwjDG4ubnBzs6OZFItLS1RoUIFgz/n69evo2DBgrTWiWUHRPAxy+V727VrZ7A2rVixAoyllr8Soa0cBx9/4txRa71OTk6W2DXysl1DhgwBYwxTpkzB8OHDtZIseBvPnTuHbNmyoVSpUpmut/327Vt06NCBnFehoaHkOBXbzL+bywYrKc2kpKRgwoQJqFKlCqytrWFvb4+goCD07Nkzww7WmjVrYvLkyRKVBY5r165RiS5vb2+9yBarV6+m+REUFITjx49/U8RmOdkiODiYHP8Zbad47vnrr78QGRmJ2rVr02uipLP8O3gArH79+gCkYzkpKQkFChRA8eLFAXwb6ldGpEIfApH4vDgRlJ+NjWQL7Wc4sW/Tq8iQWZw5c4aIHTNmzKDXxb2Kt+/evXvInj07fHx8sG/fvjTJFmPHjlW9vWIfjB07Fnny5FEkiMj7MSgoSFFdpUGDBrCwsMCtW7cy3CZde54YNJw/fz7NCaWgjpxswctjqAWl8cP9XGXKlEHevHklRDklLFmyBFmzZqU9j/95eXkhPDw8XQoHSiQLxpiEDJ2cnEzX8YB76dKltaoP8n9fvnwZHh4ecHZ2VizJ+S3i7t27RL5Re65zG9nKyopK2JmamiJLliyYOnUqXSeO11GjRpHKhr29PSpUqID+/ftj2bJlBi2FJrbh0aNHVC6Cqz2K/ri5c+fC2dkZwcHBdL5WqyyHuC4/f/4cBw4cwNGjR3H06FENMkdiYiISExM1yrqKvkF+rh49erTOs+v3jsmTJ8PMzAxVq1bF7t27NRSClPaWadOmwdraGoGBgTRfdSnq7tmzh8qVqj1X+JmpYcOGiu0Q2zJz5kyYm5sjT548BpkT4m/mKhSWlpbkozQxMYG9vb1GGZXXr19j9uzZNObkf7ly5TJYqdw+ffrA0dER1tbWaN26NS5evEjvZYRsYSi8fPkStWrVorWwZcuWiImJ0Xq9+Cx27dqFfPnywdnZ+Yv7vYwwwlAwEi2MMMIIVSFunDzgyRmq/K9q1ap08AM0ndw8yN2xY0dV2sQzHvz9/dGhQwfcunWLDg7ymoq8JEPz5s3p82/evNGqbPFfgLaMhd9++w27du2Ch4cH+vbtC0DqGBQPVTyIaWlpKakRz+939uxZIluUKlUK27ZtU4Vs8fnzZ/j5+dHBljEmyezQBpFskSVLFkkN1YyAB045aaJIkSIIDw/XyX6Oi4tDvXr1YGJiQpKJopPk6NGjsLGxobItjo6OVEvYENClbCEenOSHqMePH2PFihUIDw/XkIdPD0T1DHG92LJli6QO5fjx48EYQ8GCBel1bU7tAwcOgDGGrFmz4uXLlz/sQf1HQOvWrcFYqtrRwIEDMX78eCpRZW9vj1atWmk4dw8cOIAhQ4YgW7ZsVDohICAAdevWlRziExISEBQUBDs7O5L712csaFsb5ftKYmIiypUrB8ZS5Tz1IVvw9w2ZeakP5L+LZzylV874vwJx/YuJicG8efMQHBwMJycnUhKwsbFBjRo1MH/+/HTV3U4P5I7zqKgoFClShJynPJONg4/Vz58/Izg4GCYmJli0aJHkXvpi8uTJWp1OvD08S1u0BbWV4+Dff+7cOSxYsEAxqJ9e3Lhxg+qNi2jYsCGCg4MltbRXrlwpsWHNzc3JjuF7izhPeZmOiRMnqjJ/b968iT59+igG9xMTE6kN7969Q0hICBwcHCgrS0n1IiEhAY8ePcLdu3cln08vJk6cCMZSS7/NnTuX1IE4EhMTcfToUSql4+XlpZNsAaSSM5ydnencEBAQoLWu+deCnGxRvnx5Wq/TS/5ZsmQJjSuutgakOh55JpsusgUPNnp4eGgEEvlazT9rJJJ+GxDXhJUrV+LXX39FWFgYWrRogVWrVkkCY+I5SCzH8F8nW4hzIDExEZcuXUJ0dDRevnypkcH7JcgWfG7xoFL79u013hPbff/+fVKaYowhMDBQJ9mCKwJOnjxZlfaKbQH+RxBwcHDAkCFDFBMM5P1YqFAhrF+/HmfPnsXNmzeJgFuxYkWJukRGoLTnifu+SLJYtmwZvS63VUSyRalSpXD9+vVMtQsAtm7dSupB8hKa8+bNozYzxhAeHo64uDidNtTFixexcuVKREREoGvXrhg4cCBOnTqVrj5UKhfCiQDh4eFkq4vXRUZG0nUTJkyg15X2iTt37tDvOnz4sN7t+hag9rme+xQ9PDywZ88eREVFYfHixRJypFiCQVyPRo4cCVdXV1LAUOMMpS1LXek5Hj58mOwq0V/Ex3Hfvn3h7e2N58+fo0GDBholfzMKcZ4MGjSIbEJra2swxlCrVi1MnDiR2szXQU4OkoMTikNCQnQGc79npKSk4NKlS6S2wFiqyki+fPmwcuVKjTOWOA7OnDlDfTts2DCt36GNWKVW+wFgxIgRYIyhcOHCtG5qm5MHDx6k5Bi1krKUwAnKnp6e2LlzJy5fvoy1a9eiYcOG9P2//vqr5DOfPn1CTEwMRo4ciSZNmqBw4cIIDw/HyJEj6VyjJsQ+GjVqFOzs7GBpaZkusoUaSo/pwcuXL0kx1sbGJs1SIOJv3Lt3r6rqQ0YY8bVhJFoYYYQRqkM8vA8bNgxVq1aFl5cXQkNDMWvWLAlDX+5sffXqFUmeibUgMwqxTirPjvDy8kKtWrVw/PhxDab21atXSd5PdDS8fftWL2WLHwWfP3+WBGLkRjEnIXTp0gWWlpbo16+f4nXi861atSoYY2jUqBGpMoifEckWZcqUwYYNGzJFtuAHhoSEBKoBZ2pqikaNGuHx48dpfv758+d0cA4ICMgwO1gcgx07dlQM7ijh+vXrMDMzg729vcSo5gfWxYsXw8zMDNeuXcOMGTM0snANAX3JFhxpHfr1xfXr1zFlyhSNrNvw8HAwllq/V8wS43KcP//8M10rHvT5IX7Hjh1gjOGnn37KcNuMMAzEteTEiROwsLBA7ty5JWPg33//Re/eveHq6gpra2s0b95cMZPu4cOHOHfuHHbu3InHjx9rZMnwgFTp0qUpqyMtiGtbfHw8Ll26hOfPn2vUihXrLqeXbPGt4PXr19i7dy/Kly9Pe6ihSl38CJDvg69evcK9e/dw4sQJnDhxQtXMF7kN9fjxY7x69UpSRkCJbJErVy6sWLFC4uhNSEhA3bp1wVhq+YKMODB5qZxWrVopOk143/CAFA8uDxgwQJFkwREfH08KIQcOHEh3u0S8ePEC3bp1g7W1taTEFC+t4efnp2EjiIps3ImutKfx60JCQlRVe9FVtkL+3WFhYTr7Xt/X9QEvVWJtbY05c+ZokC2SkpJw9OhRypBMi2zx4cMHBAQEYPjw4eRc/hadb9HR0ejRowedF9q2bZvuoO3ixYtpTMnlioHULENtZAv+XR8/fiTnqpeXF6ZMmYLJkyeTs9NQcsZGZAzimG/ZsqVGIgJjDK1bt5aUbzCSLaQQ59moUaNIutvOzg4eHh5o0aIFtm3bJvnMlyBbvHnzhu6/detWAMoE3Pv37xNJOCwsjD5ToEABRbLFxYsXUb9+fWTLls0gdhdPhPDy8kqT1Pbp0yfs3LmTlC+cnZ1ha2sLLy8vCgSqpRyhtOcB/1PDYoxh6dKldL22fez06dPw9/cHY6klljKj7LN8+XIimSiVjYqLi8PSpUupDG7+/PlJadJQZbC0kSxKlChBQdpq1aqRrSeWYOnUqRNMTU2RO3duSRKKnEB64cIFODs7IygoKNMkmu8dzZo1g52dnUYg+MKFC+jcuXOaZIuxY8eCsdRysI8ePcpUW+RjSq4yI39/+/bttO5w+1Ucv6VLl0bOnDkz1SZdbeTnC75Wc6U9/lenTh26Xq6W+v79e1y6dInO0b6+vtR/PzKJ9PTp09iwYQNl/PO+KlasGAYOHIgHDx7QWiT2Ay/rnDNnTq2KzmpBl0rF2bNnSfVl2rRpGmWURLx48QLZs2cHY0wjGSAzkM+DsLAwODg4aKjzREVFoV+/fhQvEMkWcjuB+5EMmaAl9uvIkSPTRbbw9fXFypUrVSVb6PqtvI9fvnxJ5xY7OztSCNeGH3nuGvHfhpFoYYQRRhgE8iBUbGysRh1nccPmBszVq1eRPXt25MqVC2fOnMlUG0T5SVNTU/j6+qJ58+YoU6YMMf3r1KmDBQsWICUlhdrAD0HDhw+XtFNOtqhYsaJGUO1HwOfPnxESEoL8+fNj3759itd06tQJ1tbWZIzqkttPSkpCcnIyGf3BwcEahp9okPPSGpUrV9YIiKYX/JkmJCQQg97NzQ2LFy/Wq+7k06dP0aJFiwxnHaxfv54ORbNnz5a8l1YW6d27d5EtWzZ4e3vTYUCcM9WrV4eDg4NqbH5dQRjxvfSSLTKLd+/ekUpF/vz5yZHAs6e8vb3p+fA+nTNnDh1ImzVrJrmf2O+cSDN48GAkJSUZFS2+EYgH2o8fP2LJkiWwsrIiJ7BYSuDNmzcYPHgwsmbNqki20DbPkpOT8f79e8qMUcoI1qd9Y8aMQaVKlcBYqspDvnz5sHHjRkm20PdKtoiLi8O6desQGhpKkrflypUzKlnoCTmZUP56ZtdLcRzOmDEDTZo0gYeHB3LmzEmKGXKIZAtXV1cEBgaiW7duaNKkCdUFDwwMzLADUwweHzlyROt1PFhSpkwZkmE2MzMjpQi5E/jWrVvInz8/cufOnenA8fPnz9GnTx9q55QpUxAREUGkSh7MEve+EydOoGLFihIn+vHjxwGkKpdcv36dnMhqBptEKJWt4OAKcjlz5iQHnCH3M3HscaJaZsgWPPh148YNItPcvXvXYHK8auD69ev45ZdfYGZmBn9/f9qf9O13rqglyvSLCi6AbrIFt6NPnjyJEiVK0Bzi13p7e3/T/fdfg7iWcpJw1qxZMWHCBKxduxZ//vkn7bPVqlWTOKiVyBYmJiYYPHgwXr9+/UV/x9eEaM/Vr1+fzvKmpqbUd/zv999/l3xWiWzB/RJqlCc6duwYTExMkDdvXq3B/JcvX8Lb21tCBL927RqVGwkMDMT+/fs1Pn/58mWDSKnz7HwXFxfa9/TZ86Ojo1GuXDn6LT4+PihXrpzq5Svlex5/dowxUnrUp83Hjx9H4cKFM5Wh//btW3Tq1Am2trYaZEfxecXFxWHJkiUkR1+5cmV6TxepR5tCni4okSxMTEywc+dOxMXFoXbt2kS2qF69uoayxY4dO1CgQAEK3C5ZskTxOzhxr3PnzqqWdv3WIVeLSEhIQLFixUj1NjExUTL2rl+/ji5duqRJtpg8eXKGSFPiOiX+/9ixY1G7dm24uLigfv36GDlypKKaGbc5GGNYs2aN5N7NmzcHY6kJQZ8/f1bdfuT39/Pzw6lTpyjpYfPmzahXrx75bCpXrky/jf+Gc+fOoXr16jT/y5cvT+vht1RaTk3I94CXL19i9erVRDjnColFixZFREQELl++LClVuHv3bjg7O8Pa2ppIVIY4E4j9f/XqVQlJFEj1o/LkvPLly2P//v0aZ2C+Ll66dAkODg4IDAzUOEdkFOL8XLduHa5fvw4/Pz8qxSWfw3fu3MGAAQMUyRbiM1GaXxmFrntkhGzBS5woEfIzCvE5p6Sk4MGDB3j06JFEaYq39eXLl+Rf1YdsYYQRPyKMRAsjjDDCYNA3e048eHLnU+PGjVVxHt24cQN9+vQh2fhq1arh3r17mDRpEgoVKkQHjipVqmDUqFGIiYnB0aNHYWdnBwcHBw2VgLdv32Lu3Ln0OXmtvB8BO3bsgKurK8zMzFCnTh1JhrfIMO/fvz85P6ysrHDw4EGd9925cyfMzc3h7e2t2G98XJw8eRJFihRJV5kJpbHGXxNru3JlC29vb71r2Cmx/vXBqVOniJk9a9YsnW1Vwv3796m+ebdu3fDixQt8/PgRCQkJFNioW7dupskogCYx6saNG4iKipLINorXfEmyxadPn7Bu3TpSOwkODqZDm7+/v6Jz8O7du+jRoweVi6lUqRJOnTqF169fIyUlBbGxsZSJGxAQYMz4/ArQtQ9w1KxZE4MGDUKXLl3g5eWF58+fK6qkvH37VifZQo7nz59j8ODBFJwKCAjQOyAlzoMGDRpQgNHV1ZWy5qytrdGrVy/FQ7CcbLF+/XrVDsJq48mTJ+jQoQMYSy3FM3LkSIOWJzJCf4jjkJPOeC33LFmykI3Sq1cvDVnTqKgoiWy5i4sLgoKCEBoaikGDBtGen14HJp+PGzduxJw5c+h1cczwef/06VMUL16cVAvMzMxw+vRpANKSOxzcadOvXz9VMnQuXLiAXr16SQJzAQEBpLgm38eSkpKwc+dOCjjwjMSSJUsiZ86cFOTLkyePQdVe5IGnkJAQKqvk5eWFs2fPAjAsyYIjs2SLa9euadyzUaNGMDExwfnz5w3efjVw8uRJkvWfMWOG3p/j40ucG+KY05dswclA9+/fR9OmTVGqVCmUKlUKPXr0kKgHGvHtoHv37kQclqu1cEUgxlKV1rSRLbgCkLu7u2oBie8JPNjk6+uLAwcO4NKlS3jy5AnGjBmDypUrUx9OnDhR8jk52SJ37tyq2V+cPJgrVy68f/9ekWzx77//IiQkBGFhYZLXT506RWQLPz8/7NmzB4Dhsz25qgpX1NFnz+dr08ePH3Hz5k1s374d0dHRBlNX4XseJy4w9j8lrMTERL33OjVIzTdv3sSvv/6qqCwlJ1ssXbqUbLEaNWrQe4YoByiSLNauXUuv3717VyvZgmPhwoXIkSMHTExMYG9vj+7du+PEiRO4dOkS/v77b1IjzZ8/P9mG/4WkBPlc4IlVRYoUoXK5SuobZgcAAN9ESURBVNCXbJEedOrUic6oycnJkrZxAoOpqanEnq1QoYJiacJu3brRNZ06dUKHDh1QoUIFIuoaQkFs7dq1MDU1haenp4YyKZBKpB4zZgzNqxYtWkjKiGzbtg329vbIkSMHBgwYQAlGPwrJQpxPN2/exOzZszF27FgivMvn28aNGzFkyBAqD8IYg5OTEyIiIiTKNC1btiRfmZoKexziWjZ27FhSOhLJw0Aq6YOf9WrVqoWdO3cqPju+r7dp00b1shdNmjSBmZkZunbtCktLS/z5559ar9VFtlB7zIl9qC3uIX7nyJEjYW9vD0tLS7Rp00aiVsJtxPj4eEnJKDXbOHPmTDRq1AguLi5wdXVFmTJlMHToUI19zUi2MOK/DiPRwggjjNAbhj7wc9nj3Llzq2roR0dHo2fPnnB0dARjqRnuKSkpdBAuXrw4vefn54fff/+dSBgjR47UMB7evHmDP//8U5Van98qlixZgrJly0oMdg6xdmK/fv3g6uoKExMTNGzYUCKlyA8GvP94Lery5ctrdTSI5T70hWiAfvr0CVFRUXj8+LHkUMGvUaphp3ZGOVfw4PXmO3fuTO+ldw6tWrWKDlFlypRBWFgYgoKCKFChhhEtPouJEydKnJSlSpXCuHHjKBigL9lC7YPI69evsWnTJiorxJ2Z3Img9H1cApA757y8vJA3b16UKFGCSBteXl7GjM+vANFpcOjQIcVrZs2aBcZSa0b7+/ujaNGiip/XRbbQNj8ePHiAihUrwtzcHI0bN9a7vqY4f5s2bQrGUlUs9u/fT+No9OjRFPRu2bKlJIOOH4KTkpLIsWVubk4y098ibt26haVLl+LRo0dfvN6nEcoQxz9XZMmZMye2b9+O8+fP49mzZ5g3bx6tlTxDTcT169dpPfX29iZ1BiVinT5YunQpBg0apOEQLFu2LGrXrq0xF1NSUjBo0CCYmprC1NQUERER5DyV75Nc8aJQoUKqklvv3LmDgIAAygzr3bs3vSfP3uHtunLlCnr06AErKyv6HG9b+/btFZ3IakNOtuB7GSeXfUkp1vSSLY4cOUJkC3d3d8yfPx8HDx7EhQsXiLhWpkyZ76IkAu/n0qVLg7H/qeClB7rUbfQlW8il6z99+vTDBCB+NGzYsAGWlpbIli2bxprICXPZs2cnknblypUlZTBEssWYMWOITPNfCHxy8L0tZ86citL7Fy5cIIIoY0wjoJKQkICtW7cSEVst8ig/r/n6+lKWp9JzEUsviHP3+vXr8PHxAWMMgwYNUqVNHErrwZ07d2Bvbw8zMzPa/zNzP0NC7scpXbo0qZEYgriQVlu0lfH6GmSLrVu30lhft24dvc7b8uDBgzTJFkuXLkVYWBgF611dXWFra0vqHQULFqS59l/YW8TfOGHCBDRo0ADe3t7o3LkzChYsiIYNGyIhIUFrX8jJFnLCV3rQvn17MJZazk+uSMIJd05OTpg+fTpmzpyJnj17ws3NjeYJ3yN4Wx8+fEjkXPHP19fXYP6QX3/9VWK3KJWPePToEQYPHgxbW1u4u7tLzsXx8fE4e/Yszp8/Tz67H6XkgNgHW7ZsoUQMxhiWLVsmWSvk4+3ChQsYPHgw+QX5X7169TBnzhxs3rwZvr6+cHFxobVBrfkr3of77x0cHDBkyBAqvS3+NtGfWbRoUfTu3Rv37t3D7du3cf36dbJ/DEH2efz4MapUqQILCws4OzvDwsKCFF20qU/JyRb9+/dXrT1KdkFYWBi6dOmitXytvCw7Ywy2trZo27athGwh99Nkdq8Rv5evG5aWlsiSJQu8vLyIQNOwYUNcunRJ8tuMZAsj/sswEi2MMMIIvcCdBunZsPWRwoqLi0N0dDQ5ELNly2YQQ58f0rk0Xf369elgfPfuXRw8eBBVq1aFpaWlxHn+yy+/KAaXflSnlmhwisHHnj17Sg49Itmif//+sLW1hbW1Ndq2basozZmSkkKy23369EnT0Ne3f8XxOGnSJNSqVQt2dnZwd3dHQEAAxo0bp8Ho/xJki9jYWMpO2rlzJ4D0jRnxWi7tyh0g1tbWyJ8/vyrzROmgZG1tDR8fH/j6+sLGxgaMpSq+8IOP2OdyskW7du1UlzHmfZGUlETlXxhLrWfM1yVt4+np06fYsGED8uTJQ7+FBxZr1aplLIHwFaAkddu1a1fFa3nmJ8/U4nNJDiWyhYODA8LDw7WSKJ48eYIjR45kaLzyQ65SGYPGjRtTmy0sLNCiRQutZAuuKvD48eN0t8EII8aMGQPGGHLkyKER4O/bty8YY7CxsdEql339+nUag35+fnRdeu2blStXgjGG6tWr02vJycn4559/aC60atVKY71NSkpCvXr1wBiDo6MjwsLCsHTpUty8eRN3797Fjh07SL1ITduQrxft2rUDY6ny/bydXE6Wt49D3ieRkZHYuXMnlixZghUrVuDly5cS2V5DQx54KlCgAL2XmRr0GUF6yRYnTpwgG8zGxgampqb0DNzd3VWXnzcE+Bj68OEDAgICYG9vj40bNwJQ93ygL9nivyTn/r0iMTER9erVg52dHfbu3St5jxM38+bNiydPnmDXrl10Fq1SpYpWsgW/748GXUE0TrzjWbP894ufuX37Np1p3N3dERkZKblHQkIC9uzZQ/LzagTtzp49Czs7O5iYmGhk9CpB/p1xcXGoUqUKGGOYOXNmptsze/ZstGrVSuv7t27dgr29PRwcHPQuqfE1y9Qolc7ifpz/Mtni0qVL+Pnnn7F8+XJ6TU7g04dscerUKUybNg3e3t7w8vKCiYkJSpcujT59+mRY5ex7hLjncuVL+V+ePHnobKntOV6/fh1du3alQORvv/2W7rbEx8fjr7/+ouSvokWLEqH24cOH8Pb2hqenpyTxKy4uDgcOHCCyXmhoqIa6VUJCAqZOnYqIiAjUqVMHEyZM0DvhIL2Ii4ujxAJR6U4JFy9epFI2ulRDfhQfrPg7Fi1aRMSmZs2aKZZ+VPpsUlISEhISMHbsWDpP8T93d3cqJ1e1alWD/IZOnToR2ZuXz1NqJ5CqbOLq6kr+TDc3Nzg6OtL6mCtXLoMpAvJSf1zhOiwsjMh62vZ/TrbgqnVDhw7NVBvE8l9iv6xevZqe2eDBg7WSP8V28tJp1tbWaN26dbpUoPWF2EZ+XnZzc8O2bdtw7do1/Pvvv9izZw+VVK9WrZrGOVgkWzg7O9M5yQgjfnQYiRZGGGFEmvD394erqyvJ5ulzOOSbc2RkJA4cOKDx/sePH3Ht2jX06dMH+fLlA2OptUkNmV0uJ1vUqVNHIhmalJSEAwcOoFevXrCxsUGpUqVUcXZ86/j8+bMkq1z+fDmDtXz58ti3b5/kc0Dqsx4wYACsra1hZWWFMmXKYM2aNfj48SP+/fdfPHr0iJzD+fPnVy17SKlWr7W1Ndzc3BAQECAhyxw5cgQpKSk6lS3UzNY+evQoTExM4O/vn24HOJ87ooF7+PBhzJo1C7/++ivWrFmjmMWVXogGe8eOHckI3rlzJ+7cuUN1Zvl8KVasmE6yhYeHBxhj6NKli2qHYPF7FixYQAdHLk9YrFgxrVLvImJjY/H3339j+fLlWLFiBW7fvk3qG0Z8OSiRLBhjWLp0qeQ68bnzQ7y5uTnat2+vVQ5dJFsMHTqUiBAZzYzWNoYvXrwIPz8/ZMmSRUP6nmdk582bFz179oSVlRUsLS3RqlUrkvQH/hcoSU5O1qnKYoQR2vDx40eUKVMGDg4OOHPmjOS9zp07U3YRd77I93U+3qKiolC0aFFyHmekhvnSpUtpLstVsNatW0fvtWzZUiMjLykpCU2aNIGFhQVd5+npiaxZs9JrhrINL1++jJIlS2LLli2UcceYVOpZPi+/pXnKbVrupAwODiYn15cOPKWHbAEAr169QpMmTajcUu7cuVG5cmVER0d/yWZnGtz2DA0N1ZqJllnoS7b4lsamEcoICwtDwYIF8fLlS3qNZz57e3vj6tWr9PqQIUPoOf/000/YsWPH12jyNwE+tmNjY8n+5+QTbbbavn37kDdvXtjY2JCqhdK1as2bu3fvwtvbm7I7uXJFWiQOvnZeu3YNXl5eCAoKyvR5dPHixTR2Tpw4obW9np6esLa2JhKzrrbGxcWhYcOGGDNmTKbalhnoIjh8y2SLZcuWGZRswZMOAM0xnh6yBZCa/X3//n2cPn0a8fHx9Fv+a/vL8OHDyS8yY8YMzJgxA82bNye1iJCQEJqn2p5jVFQUWrZsCScnJ41SxPogOTkZiYmJWLNmDSnQFSlSBA8ePMD169fB2P9UTOQE2+PHjyuSLZQUIQ2NWrVqgTGGDh06ICkpSedYmjp1KhhjyJcvHz58+PCfGHezZ8+m9XrWrFmS9T+t3y8v/btu3TrUqVOHyMv8HOXt7a2634sngrm4uCiW8eUQx9yxY8fQq1cv5M6dm9QiihYtirZt2xqkbI2Ia9euoWnTpnB0dIS5uTmGDBmSJtni7t276NatG7JlyyZRbU4vxo0bh6pVq+Lvv/+m18R+mTBhAo2BQYMGafWV87Xm0KFDcHJygpWVFWxtbVGvXj3FcoxqgCvMuri4aHwHV3E1MzPTqlD78uVL1K1blwg5apS8NsKIbx1GooURRhihE6dPnybp/cDAQApa6ToccsPhxIkTZODJy2xs376dsnW8vLzQtm1bjcxgQ0BOtqhbt66imsGpU6dw+vRpxaD3j4TPnz8jJCQEPj4+2LRpE70u/t45c+agYMGCMDMzQ5kyZSSZWHKyBWcKM8ZQuHBh5M6dm4z9kiVLqiY9KbaPZ5DnypULhw4dooDMxo0bKZOgfv36GgEIkWzh6+uLlStXqka24Bm+3t7eePv2bYacKbxevaExZcoUCm7JDWhe35EfhooXL66VbNGzZ0/kzp1bNUNfHCNdunTB+vXrMWTIEJw5cwY7duxA/vz5NdokPyjx+uVGfH0okSxMTEwkUrcixOfftWtXCtwNHTpUqzw/f/5v3rzBpEmTaL3Rx5kkto9/t9K8HTduHBj7X41oDl4nV8x04iQRKysrtGzZUkK2EJ1iP4oEqhFfDidPngRjqWUWROcZnytykgUf36KdxcednGxx/vz5dLXl7du3FPxt2rQp3r9/L5k7a9eu1Um2SE5Oxm+//YZ69erBxMSEsmNKliyJgQMHqlouhIO3j8/1K1euaK2rza9Rslu+9v7yLQWexDVNF9lCXO8ePXqEf/75B48fP5ZI6n8PePLkCYKDg2Fubm5wgogusoVY8saIbxPiXPznn3/o/xcuXKixXnMi5v79+2FrawtHR0eYmZmhcOHC2L9//5dt+BeAOLavXr2KjRs3ok2bNhg/frwGCTc2Nha5cuXSK0M8JSWF5Mh/+umnL3Ie4OcpxqSlhLR9r7inVK9enfaez58/Z7itf/31F7Vh4cKFOq/l31msWDGyl+Xfy9v49OlT+Pj4IHfu3BKi0JfGt7TnZZRsERYWZpD2aBsz+pAtkpOTv7o98zUhjp34+HgULlwY7u7ukgz7Fy9eYMWKFUSoCg0NTZNscfPmzQwlGC1fvhxDhgzBy5cvER8fj9WrV6NgwYI0X+fOnQtfX1+dCgDayBaGOHNqs49TUlLQu3dvOq9wn6v8et4mTs7OkycPPn78+MOPSVHNYOXKlVqvk/eD+G/5e7Gxsbh27RqaNGkCX19fODg40NlPzf5s2bIlzMzMaJ/R5dsVv/fz5894/fo1zp07h6NHj+L9+/dEeFALfDylpKRIxjvvFysrK7i7u2PkyJHkH9Y2L+7fv6+hjpweREZG0jNu3LixpFSXuE+MHz9eL7IFABw5cgTm5uZEYPD19aWEWLVRp04dWFpaaiix8dJFZmZmRCDRlpzw/PlzNG3aNN3+BSOM+F5hJFoYYYQROvHp0yfs3r2bgpoFChTQSbbghtTx48cpwN6uXTvFezdt2hTh4eHYs2fPF80ul5Mt6tWrR4a/kvrAj2zkHzp0CD4+PjA3N0dwcDA2bNhA74nPd8mSJcifPz9MTEx0ki369+9Pz93FxQU//fQThgwZguXLl1P9dTXZ6dyp5e3trRF85Qagra2tRpauSLYoW7ashoMks+CBpRw5ctDY1ncccUO/aNGiBs8cunHjBgoUKAA7OzuNrCcuE+fp6YnRo0dTNkXRokXJMSOOkSdPnmTqIKINPPjl7+9Pzzg2NhYrVqwgiUklsoU4zvgh6keey98ytJEs1q5dK7lGfsgV1+Nu3bqBsVSpeX3IFhzpXW+GDRsGf39/rfWfo6OjERQUJJHI7N+/PxhLLW8gkgpjY2MpY9vCwgItW7bEqVOn0tUeI/57EOeCtjXr77//psxZDiWShTj+r1y5guDgYCxZskTjfiLZwsXFRVLzVR+MGDGCsv+UVDREZYsWLVqQ/LHcWXjmzBmcOnUKR48e1VkDOz3Qte6LTi55Xe1x48bRe6JtMH/+fKpB/C3gSwWe5M/i06dPGuRUkbisi2zxI2QppqSkICoqyiBEIG3fx7Fnzx5ysDLGvmrg0wgpxLEtBg/k58uUlBQ0a9YMpqampLggfvbSpUuwtbVFREQEsmbNCnd3d4PY2F8T4phetmwZChYsSMRu/hcREYHbt2/TtS1atICpqSlatmyptVwT78f58+eDsdTyK1/id9y5cwd16tShtk+YMEHxOkBqq3LlyLCwMDx9+jTD7dBGstBmF69fvx7e3t6wsLBAhw4dKLDD3xf3x/DwcDDG0K9fv69equh7JVssX76cns+XSC4SoS/Z4r8I8XefOXMGd+7cAWMM8+bNAyB9jh8/fsSGDRvg4+Ojk2yRGX8DV6SxsrIiW/zDhw9YvXo1+WKyZMkCGxubNEsGyMkWhlANEPctnuwkEtvOnj1L5Vvbtm2r+Dnex0uWLCHf7I+OW7duoVSpUmBMWi5KHI/pmZPy5MCEhARER0eT315Nu/vOnTuwt7eHmZmZhDigT/t0lWXMKOS/jZMOlJIpr1+/jiZNmsDS0hJubm4YMWJEmsoWmcWoUaNo7W/QoEGGyRZ8jdm2bRvc3d1x/vx5zJgxg84harf/1q1bYIwhICBAUvpk0KBBGiSL5ORkeg6iWhJv0391fzHivwkj0cIII4xIE58/f8auXbuoxEdaZIt//vkH7u7uYIyhR48e9LqurMAvDV1kix+x3q0ubNq0CcHBwTAxMUFQUJCEbCEaf4sXL9aLbNGvXz84OTnBzs4Offv2lTih1ezb5ORkVK9eHba2tpIMMUA/6XR+MI6Pj0d4eLiihGZGceHCBVL3yEj5mefPn8PGxgbOzs4UkFID8gPNqlWrYGZmhtGjR0te5wE7Ly8vksobPXo07O3tdZIt1AYnrPj6+moEqN+/f4+VK1cqki3EoNjw4cMxdOhQgzG9jdANfUkW4r4gZgeL40tfskVGcfjwYVJaKlWqlIbjlrdRdO4fOnQI7u7usLW1JbKSKI1arFgxODo6wsvLC4wx9OzZU0Pi1Qgj0oLcbjp//jwYY6hevTpSUlJIPUWJZMEdnlyaVFud2Rs3blC2sL4Z+nx+x8XFEVHjl19+obkjzn9tZAv5dUr3zyjEfnv37h2uX7+OqKgoCblXTrbg+5+cbAH8j/jXtGlT1TOwMgN5sMfPz0814iggXYdXrlyJfv36oVixYihatCgGDBggIe+kt4yIEfpDnA/bt29H06ZNDSYXbET6IY79RYsWoW7dupLyLiLu3LlDtb+PHj2qcY/t27eDMYYjR47gwIED5OT+UZzV4ljm0tScoF64cGFYWVmRPVanTh08fvwYADBt2jS6dsWKFYr35n3IZa1btGhh+B/0/1i7di1KlChBbRw8eDCePHmiEWRKSUnBhw8fSJUxe/bsmTrv6SJZaBszz58/R4sWLWBubg5nZ2e0aNGCFNnEz3PFtqJFi6pSulINGHrPy0xbtJEteLA8o6XQxOeYEV+aNrJFtWrVNJTG/ovgQe85c+YgZ86cVPpY3ifx8fF6kS0yAnEec6IHBx8/PPnN0tIS69evB6B7PIhki/z586t+duYoWbIkrK2tSZFVDLyOGzeO1Op69eol+ZzYZ+XKlQNjDJMnT6Z7/KjYv38/7OzsUKxYMSJRKv3ehw8fYvXq1WjZsiXat2+Pvn374smTJ3qpS3NkpB913f/WrVuwt7eHg4OD3iUnX79+ne426AOxncuXL0e3bt2QN29elC1bFtWqVcOuXbs09jWRbOHu7v5FyBZjx45NN9liwIABGm1PSUlBuXLl4OzsLCnDYYj4ys2bNzVUmAYOHKhIsuBj7v79+wgJCcHIkSNVb48RRnwvMBItjDDCCL2QkJCAXbt2IW/evGSoK5Etrly5AkdHRw1DWr7565I8+1LQVUbkWyCDGBqiUbdhwwYEBQWpRrYYMGAALCwsYG1tjQ4dOmSoNmVauHz5MhF/xNrYaUmni44seVaOWqSBe/fuIWfOnGAstWwJP1ykZbzz93nN+yZNmmSqHa9evcKpU6dw9uxZxXm2b98+NGrUSJKdz4Nxtra2kvIlYv1h7khSkwQCaPb/yJEjYWpqSiQLef99+PABq1atIrJFsWLFJFlC3bt3B2MMhQoVovXKiC+HjChZTJ06FYGBgZJrxPXYkGSLqKgodO/enYiC+mTJ/fbbb2CMoUuXLpLreJtDQkLQsGFD9OvXD/7+/l8s+9mI7wfiPDl79iwWLlyIWrVqoUuXLpg4cSKNKTFb6d69e/D09ARjDJUrV6Y9j8tyysvfxMTEIDAwEJ6enpL1Xo7o6GiSF9YXvI40V3YR12G5HLUusoXaEOfs5MmTUbVqVVhbW8PGxgYVKlSQKEaJa5Bc2aJPnz44fvw4mjRpAsYY7OzsvsngdnR0NH799Vdqt1qZi+L627FjR0m2OV/T+fNUCgbLyRZiPXkj0g9xPmnL6Dfiy0OcJ1yhwNraGiEhIYry7m/fvkW+fPlga2uLzZs3a9joFStWhJWVlSQo+6OcTZVsQ8YY/vjjD1J02LRpE1q1akXvtWrVij4TERFBr2/ZskVyb/FcFxoaChMTEyIeGNLfIN574cKFCAkJoTbWqlULY8eOxdOnT/Ho0SPcuHEDM2bMoGty5cqlswRAWtCXZLFlyxaJbQ2knu3Cw8NhbW0NxlJVDAcPHoxp06ahd+/eFHz29PTEzZs3M9xGQ8BQe15G26IP2SI9EMfUmTNnMHbsWElZM13Xa4MS2cLGxgYhISEaAb3/Et69e4cyZcoQgYExhuXLl2u93hBkC30UaTjZonDhwpQQw4nRunxMJ0+ehK2trarzRPy+06dPU2kTX19fREZGAvjfmLx69SratGlDJaWbNGmCixcvIj4+HklJSXj16hWpdJUoUYJUcH9E8D7p2bMnGGOoVKkSjRmxT1+/fo1t27YhR44clOjE/0JCQrBp0ybVSh6LuHPnDhYuXIiRI0fi4sWLitfcvXsXnp6esLa2xs6dOzXaLkdcXBwaNmyoulKvaBN16NBB43zCz2z16tXDnj17JJ/9GmQLXn6Wky3EREFxn+C+WMZSS26uWbMGL168wK1bt6h0YOPGjRUVO9TE06dP4ezsjKJFiyIuLk6xXIhcsWLBggVgjKF9+/YGbZsRRnzLMBItjDDCCJ2QO3X27NlDTOq8efNqkC127NgBPz8/dO3aVes9viUoKVtwo/VbbndG8fnzZ+zYsYP+LR4GRbJF8eLFVSFb8KBGx44dJZL6aUFu4CoZvNevX4eJiQkqVapEr/HgiDbp9KioKGTPnp2Y8oYED8AyxjBs2DB6Pa1avZ8/f0ZoaCjs7Oywfft2nZ/RhePHj6Ndu3awsbFBqVKlcPbsWcXreJYYAJw7dw558uSBqakpPdekpCQaJy1btoSzszMd8MuVK5epWsLa0LNnT8yZMwelS5dGWFgYkpKStB56ONmCy2l6e3tj2rRpqFmzJhhLldc0BNHHCP0xceJECsiJkvtKJAs+Z8QMT0A72WLEiBHpDgzrwq1bt/SSJObtrlWrFgVjObij/+XLl7CyskL37t0BgAKMP+LeYkTGIK6dS5cuRZ48eWBubi5xEpUuXZoC2OIYHD58uMSRxANUXFFFqf5727ZtDRacPXfuHGWsDRo0SOvv/BJkC/G382CdlZUVsmfPjpw5c1I7GzVqRPNSXIuioqKorjTvX8YYfHx80mXLfGlERUVh8ODBqgXExOfG+9HV1RXjxo3Dn3/+ieHDh6Ny5cowMzMDYww///wzBQxFu5GTLRwcHPDbb78ZyRaZxH856/hbhLh28NIRXl5eOHjwoGLAKCUlBbGxsahWrRoYS1UmOnToEB49eoTHjx+T/VqnTp0fjkyjRLIwNTUlAoDYlxcuXEDDhg1hamoKS0tL7N+/HwBw6tQp2tMYS1UO5OsyV4qoV68e7Z9fimgttn3Tpk2kVsH/3N3d4eDgQDL6NjY2qFy5cqZs2EWLFtH958+fL2mL2J558+ZRcgInQooZqD179iT/jvhna2uL0qVL661y9aWh9p6XGahZ0kReVoerjTHGJH4cDm7z3L9/n/ZebWcNkWzB50mOHDn+8yWoYmJiULt2bVqTunXrpnP9lZMt8ufPn+HAtziPeSkpQNn/xckWRYoUAWMMRYoUITtaV4D41KlTqs0TcTw/ffoUO3fuxLhx4yhRIVeuXES24Dh37hw6d+5MRJacOXOicOHCKFGiBHLkyAHGUpVpuF/qR1azAP6nDKBU2urw4cPo0aMHnVVcXFzg7e0NDw8P6r+SJUsS6Vutvtq3bx8qV65MBOpZs2ZpLRXF9+BixYqR0pHcNuVr0NOnT+Hj44PcuXOrts4onU9cXFzw22+/YenSpZg5cybZWKampihYsCC2bt0quYdItsiePTv69etnULXCxMRE8okxxhAeHq6VbDF58mS6zsLCArly5aIEC39/f/ILGOo8kJKSgtevX9M6w0ttm5mZ4ciRIwA0yzXHx8cjNDQUjo6O31SJTSOM+NIwEi2MMMIIrRCN6NWrV2Pw4MGoWbMmBVkZY8iXL5+GA0OsF/g9BJTkZIuKFSsahCH8tfH582eEhIQga9asEpln0UDbsGEDihcvrqqyBSdbdO3alcpQ6IOYmBgcOXJEa223u3fvwsbGBgULFsSjR48Uy4Xw8cc/O3fuXDDG0KFDB73bkV7w/rx7966khrY8C0Vbrd5ffvmFjO+MOge3bNlCB/8CBQqgQ4cOGgcHJcOcZ1PUrl0bnz59kkjcJiYmonLlyvD398eyZctQsmTJNGuDZgQ8K7pMmTLIkSMHqlatCkD3IfLDhw/YsGGDRK6XH0QykyVmROZx6NAheh4BAQH0ekJCguSZTpkyha7bvHmz4r2UyBaMpUqMqrnXpMdZyoPdjRo10lDX4A47MZvSGCAzgkMcCzNnzqTxXLJkSdSoUYNK0vDX5Nlyjx8/JqIPYwzbt2+XlMQAUrOIuCO9UKFCpP6UnnGoz7X8msGDBxNZUx6Y0Ua2aN26dYaltNNqLy+pkjVrVmzfvh3R0dF4/fo1Nm/eTJl1tWrVIsefuCY9f/4cCxYsQPbs2VGiRAk0adJEVVKXoWCI0kTcMejh4aHhqL979y7mzp1LBKE6deoQkULMtuKOUHd3d4NJCBthxNcEV1HLmzevhj2gtI6ePHmSgiY5cuRA9uzZKaDq5+dncEf614RIwOUZsYCmCtKff/5JewUPkiQlJeHw4cNkY3F7v379+qhcuTKVOs2TJ88XD9qJ3/PixQvMmTMHxYsXJ7VPTtz7+eefsXjx4kwFnZYtW0b3nDt3Ln2/nGQxf/58um7p0qWSe/C+fvPmDa5fv47evXujUaNGqFKlCtq2bYtNmzZp1In/1vAtleNTu6TJ7Nmz6dkNHz5cg4Qu4uzZs2CMoXPnzmnel4+Pe/fuoXXr1qS296MHt9NCTEwM2dXW1tYSP5gS4uPjsWnTpkypRSxcuJCe8Zo1awBoJiLIwckWXEWicOHCepEt1ID8LO7u7k6BefEvV65cEmVUIJXcs3jxYri5uRGJgJMu6tWrJyGM/wjQVcJj8+bN9Pv79OmDhw8fIiYmBtOmTUO+fPmIwBweHo5t27bh9evXOH/+PKZOnUrjLbPKtyLWrl0LFxcXMJaqxjtz5kxFkgX/DevXr4e3tzcsLCzQoUMH2ifExDGO8PBwMMbQr18/rcSNjIITNj08PBSJ8OPHj0fu3LnBGENQUBCRBDiuX79OKln+/v6Z2pN12WrimK5RowY9+3r16mklWyxevBhly5Ylsr+bmxsqVqxIdk1m54mSL1r+G7jKMid8iOSexMREyZhu2rQp/SbjOc+I/zKMRAsjjDBCEeLG3a5dOzCWKqXn5+eHcuXKwdbWlmTMxDIiIr6nw1p0dDT69OlDrNdvpQapmoiMjET+/PlhZmaGsmXLSiQitSlbpIdssW/fPnpPDNAPGDAADg4OYIyhd+/eaRrYly5dwsyZM+Hj4wMrKyu0b99esfTM69evUbJkScpY4iQLLnMnl05/8+YNChcujKxZs+LQoUPp6boMY926ddRGxlJr9T5+/JiMWHGOfPr0iUgWPj4+GQ7oiI63AQMG4Pbt21qNZxEpKSk0B3gGPm8XkHqoz5MnD+rXrw8AGgE9tXDkyBGUKFECpqam5KSKjY1Ns/2JiYm4f/8+2rVrhyZNmmDAgAEGq0NqhP6IiopC165dkS1bNiItiDUlASnJQpSBVnre4lrQsmVLODo6GqQch75kC15HnbFUtYDZs2dj48aNqFChAhhjKFWqlLFsjREa0CadvnDhQiJUnDp1Cm3atCEHS9euXTXKru3du5dKhzDG0LBhQwwcOBBr1qzBgAEDULRoUTDGkDt3brJr0uuYkQcJdK3DGzZsoLasXr1a43ptZItOnTqpHizh64qbm5tGqQ8uMcsdmXXq1KHMc7nt+uzZM8THx/9wmeX64vPnz6hatSosLCyIVCt3rgHAypUrqT9FVTtxvezYsSOVtzHCiB8JZ8+ehY+PD1xcXMjZr2ut5Wvh33//jdy5c1OAw83NDeXKlVPNkf4tQhcBl4P3z+3bt6lvFi9eTO8nJyfj7t276Natm4YKlLu7O2rUqEFElS/dh/I9MiYmBnfu3MGJEycQGRmpiorT27dv0aFDByLqiKULxH4USRbLli3T2kY51A6G/ZegVkmT1atX0z1WrlwpeU9pTPOAva2trYZMvhLkiSw/4lqjC9rI7zExMRQYtrGxwbZt23TeJz4+Htu2bcuQWoSoZMEYw7hx4+i9tJ6HnGyhr7JFZiD2F1dv8vb2xurVq7F7924cOnQIderUofK5SmQLIJUofujQISxatAjLli3DrVu3yMb+Ecfhli1byCfFf9/z58+pzBgnm/j6+kqIKoMHD9a416tXr9CiRQvywb99+zbT7Vu+fDl974QJEyTnPm3P4/nz52jRogXMzc3h7OyMFi1aaJQfSk5ORvPmzcEYQ9GiRVX3r8fHxyM8PBzm5ubYtGmTpL3imXLOnDlECunatSuVrOG4cuUK2rRpkynFQrnfWYQ29Vb+V79+fQnZQrzH/fv3cfr0aSxZsgSRkZHkf83sPBE/n5ycTIkYvK28De/evaNYEGMMv//+O16+fCkpa5qQkEBjMmfOnF+1jJcRRnwLMBItjDDCCJ3g9Zi9vLwQGRlJRvDZs2cxfPhwYogWKFBAo4zI94aoqCgMGjRI1czKbw379u1DeHg4BUBEiAZpesgWBQoUgKWlJQIDAyWZFiLZgjPe0zJg165di8KFC8PMzAwWFhaoXLkypkyZotUwF7OA7ezs6JDLFRhEI5JnKERERGgEetWGrlq9NWrUwMiRI/HgwQM8ePAAN27cwNy5c4kskiNHjgyrMIhBLp7dpNQmbeDGf+7cuXHmzBnJe5ztzZ0AhsywO378OEqUKEEOxP79+1NmrL7f+yNmAH6vkJfjCA4Opn1i0qRJepEsxEOq+B5nzBvCMaNvzeXff/9dcmDmmfL/JQlUI/SHEsnCxMSEpNPF90+fPk12Vo0aNTTulZSUhIMHDxJJT55VZmdnh2rVqmU44DR37lx4enpiwYIFGnuCtjHdpEkTMMYQGBgoKU2l9PtXrFgBc3NzrXWAM4qoqCgEBgbCzs4OJ06ckLzHHUbZs2eXZIbVrl37h64LrQ3y5yhfe69cuUJk6+vXr2t97p8/f8b48eNhamoKNzc3nDp1it77Xs8FRhihL3jmef369ZGcnKwXcYzPpdu3b+PYsWOYP38+Tp06ZVC75luALgIuXyv4b9+6dStMTU0REBBApFr5GnXkyBEsW7YMI0eOxKRJk3D69GnVghGZAW+nvL1KZPuM4ObNm+jTp4/EthbLMmlTstD2vUrnJuNZKmPITEmTlJQUvH37FlWrVgVjDFOmTJG8pw3v3r0jgseIESPSvP6/Bl3zTT5XY2JiiEhgY2OjUXJADXAVUcYYihcvLknK4cgM2cKQa9+AAQPonCv30b179w5LliyhRKNcuXKRPZicnKwXAfFHwrRp08AYQ82aNTX66vDhw1RaT/zr2rWrZMzJ+2zcuHHkn3/x4kWm9pIdO3bQ9/7xxx9ar1Mizd+9exfh4eGwtrYGYwyenp4YPHgwpk2bht69e6NUqVL0embL1iiNjevXr8PW1hY2Nja4cOGCxvtiv/Axa2trSwrL4j0zQy4cNmwY/P39ST1YqdQsoKneOmvWLK1kC13zJLO2g3jvcePGoVatWnBzc8PPP/+M8ePHk6oHv+706dOkVsEYQ+XKldGuXTssXboU3bt3p7nu4eFhVBI2wggYiRZGGGGEDuzdu5eUK3iJAHFjj42NxebNm5E3b15i1X7vZItvSX5STYiGJGesAkDr1q0xZ84c+rc2skXx4sW1ki2WLl0KNzc3eHt7S+4NSGXIXrx4obONc+bMkRww5NkYSgZ+SkoKyVEzllrXUp65+ubNGzosFyhQIEPS6RmBXB6QB5/4n5ubG+zs7KhWr6WlJSpUqIDbt29n6PvOnTtHksPTpk1TbIe238zn6+XLlxEUFARTU1OULFkSCxYswJIlS/Dzzz/THDeU2os8s+Sff/6hUiABAQFYtGiRpCyNtnso/b8RXx9y0kKpUqUwfvx4vUgW4oHw0aNHWp3WX6LdItlCzBr866+/UKVKFTg6OqJkyZJo2bLlDyeBaoS6EOuv7t69m16XO1DatGlDWSLv3r1TLKeVnJyMOXPmoEWLFsiTJw9KliyJVq1aYfXq1aQIlN5xePDgQdqf7Ozs4OXlhWHDhuHs2bM61WbWrFkDFxcXeHh44MCBA4q/Sfy8GBhSC2vWrKHMLBFdu3Yl5yQnjsycOZNIfTVr1vxPki1iY2M1CCkcV65cgbm5OTw9PfHvv/8C0L7mRkZGwsPDQzED1wgjvkckJCRg1KhREuKQCL628czUnj17qvK9Pzo5U07AFW0r/t+UlBSqA9+pUycNVaG0+uhH70NA2UYFUkmM+pAsvld/zfeAzPiU7t27R/YXV+HUx4bbs2cP+Rh+RHXWjELsu8OHD2POnDno2LEjZs6ciXPnzkmu/RJkC5Fk8ddffyEyMlJSCmnIkCGKbVeCnGwRFBRk0KSx9+/fo1y5crC0tCS1DzlBLiEhAZs2bUKxYsWIbBEZGQngv7Euc8TGxhLZwMbGBuHh4RoqnI8fP8a6devQtWtXTJ06FYcPH5a8L/YXTyJr27YtGGNo3Lhxptr36NEjVKxYEYwxjB49WvE703ped+/eRc+ePZE/f34NwoitrS1Kly6tUUpSXxw4cECSxCc/e9y+fRuurq5wcnLSOr5ExZ6goCAwxjB27Fi9fps+OHz4MCU5lCpVSqJ+mlaJ3OTkZIwdO1Yr2UIN/1b37t3x999/07/FPZ+rUMj/SpYsqZEocfbsWVI+5n9cfdjR0REVK1ZURa3LCCN+BBiJFkYYYYRW8CxdnkWpZOjHx8dj9erV8PHxoYDo9062+FEhN9Z69uwJxhgKFiyIJUuW0OtyskXx4sXTJFusW7eOgoraDFxdELNuFixYoPh5Pv4+fPggGVtRUVGUzctYqnxqmzZtMHPmTHTo0AGBgYEarPsvFfgUf3tMTAzmzZuH4OBgODk5kVFuY2ODGjVqYP78+WmSUXR9x6xZs2BmZkalPeTfz///3bt3ePHiBXbu3IkDBw7gzZs3Erm7adOmwc/Pj/qTt9PT01O1g7uuMSE+m+PHjyM4OJiyNJYsWZIm2cKIbxdyhzD/O3jwIF2jjWSRkpKCn3/+GcWKFfviqkO6yBZcaQVIDQ48f/4cSUlJlBlhJFkYoYQDBw7Q2urr60vBfXFf5f9fv359MMbQq1cvvHnzJk3neVxcXIb2YTnu37+Pbdu2oWHDhiTdzvfSunXr4uzZsxrkSgB4+fIlOdxq1aql9f7asn3VwNGjR9GuXTuJc4lngNnZ2UmkjC9duoQ8efLQ76tbt26G9uLvEbzeMydMjxo1SuOaZ8+ewc3NDYwxzJw5M82xVK9ePTDGMH78eEM12wgjvgiSk5MpSNKyZUtcuXJF67VdunQBYwydO3cGkPbef+PGDcyfP1/V9n5vULKtRBn0Ro0aUeDQKEWtHfJ+5KR7HsTlkK/d4hidOXOmsazTN4Q7d+7AyckJ9vb2WLNmjV4JBhyNGzeGmZmZBoFA12d+ZIjjvE+fPsiaNatGYPH333+XBBb5XDEE2WLJkiWKPq9du3ZRYktGyRac2FCmTBl8/vzZIM/65s2bsLS0hJWVFRGWlb4nLi4OkyZNovLBOXPmpGD4f2kM3rx5EzVr1oS5uTksLCwUyRb6gPs++RnLwcGB/LcZJQxERkbC2dkZefPmpdImSvd68eIF1q9fj44dO6J9+/YYMGAAoqKiSMHh9evXuH79Onr37o1GjRqhSpUqaNu2LTZt2oRnz55lqG08Aa927doSIrg4dm7dukXnE11qHLzvuE3Rr1+/DLVJCVFRUejevTvc3d01fEQcSiVyxQQzfj5VIltkBrxMZmhoqAZZmCt8ODs747fffsP8+fPRtm1bOg/nypVLcZxu2bIFnTt3RvHixVGpUiU0b94cGzZsIBUMI4wwwki0MMIII3Rg8ODBYIyhdevWOq978eIFWrVqRbWZAwICKOvNGGT6drF161aUL18eZmZmyJ8/v6T2bUbIFkDGnrdY7mLVqlWK13Cj/8KFC6hYsSJ2794tkXi7ffs2evToIWHX8r8sWbKgdu3aXy27XH6YfPXqFe7du4cTJ07gxIkTmQ4ac0M9NDQUjDEMGzZM8rqIK1euoFq1aggICKD+8ff3x4wZM/DgwQMAqc90zZo1aNasGVxdXVGiRAm0bNkyw0obcoj9f+bMGSxbtgzDhw/H5MmTceXKFUngGgBOnDhhJFv8QOAOYUdHRxp/HHLZRpFkwclUDg4OX+Uwp4tswdttHI9G6ItHjx6hQ4cOlP1fsGBBUmNKSkqisX/27FnKanR1dYWDgwPs7e1RpUoVtG/fHsePHyfnmIjMSpPLx/Lu3bsxYsQIkmjlqhCVKlXC5s2bSeqeY926dbCzs4OrqyupdRhifsgJveKawfd8ADh58iR8fX1hamqKvXv3Sq4FgLp168LJyYkcwhERET981t3mzZvJFrCwsECRIkUQHh5OtgCQ2o/v3r0jCfO6detSGRo5EhMTkZiYSNlxPGPMCCO+Z/z2228wMzODs7MzBYmUMGHCBMrsu3r1qtbr+LrDg21KpRz/S5DbViEhIUhOTiY5dX9/f5Ic/9HX5MyA96NIiuRB3MTERJ1KcTwY06hRo0zJpxuhHp48eUL2Ya1atbBkyRLcvn0bt27dwo0bN3D79m1ERUXh1KlTOHv2LM6fP4/du3dj165daN++PRhj6NChA06dOoULFy7g8uXLiIyMNHjp1G8N4prBS6Da2tqiffv2GDFiBBHkuBqRWOJWiWzh6OiI9evXZ7g9ixcvpu9buHChxvt79uzJMNkiLi4OS5YsQWhoKCkRGwLR0dGwsrICYwzbt2/XeW1MTAzy5csn8TlxQtd/4czMf2N0dDSqVq2qSLYQzy3aIF5TrVo1MJaqwCc/e6W3XcOGDSMFA67SKY6z2NhY7N+/H/7+/rC3t5ckYIWGhmLBggUaSlNA5spwcPC2McbQoEEDHD9+XKP9wP+UCj09PSXXiOBnRb4GiPNKDWSkRK7cnhHJFo0bN9ZQNkkvEhMTMWvWLBQpUoSeMbdhHz16BG9vb3h6ekrWvLdv32Lnzp0oWrQoGEstZ83Hqfy8bUyoNcII7TASLYwwwgitGDNmDGVbppVByaUKeY02Dw+PDBt/Rnw57Nu3D2XKlIGJiYneZIugoCBs2rRJle+/c+cOfvrpJzDGMH36dHpdSYnh2rVrpLRQoEAB7Nu3T8OQX7duHYYOHYoSJUqgRo0a6NatG3bt2kUZUj9yrd6wsDAwxjBp0iQAUgP42rVrmD59OrJkySI5JPGAWfbs2TF27FgiSHHcvXsXnz590mBmZxRi//fr1w/e3t4SUoyjoyP69OmDs2fPSj5nJFv8WIiOjkbPnj3JIRwcHKy1PndKSgrVhcyZMycd+L6Gw10X2cJ44DRCX/A168mTJ+jSpQvVqS9YsKCktunVq1fh6ekJxhjy5cuHwoULo1SpUjA1NYWFhQVlonh6emLIkCFYuXIlnjx5omoJNPmeeerUKfz+++8aErHVq1fH6NGj8f79e3z+/Bn3798npTO1HVoc4hrAS5QAynNxwYIFYIyhXr16SEpKomfA1WfKli2LmjVrYtOmTfD09PzhM3uXLl1Kz65jx47Yv3+/zuvFGs7dunWjLDYg9TnwPk9ISEDhwoXh7u6utdSCEUZ8DxBty2XLlmHNmjX0b1Eema+R0dHRKFSoEExMTNCxY0fJuZnfi8+TuLg4BAcHw9HRkcoC/Jcht634f/Ply0cqIkaSRdrgtjUnMpcuXVqxZrwSycLFxUWnYosRhoXSWXbLli2075qYmCBr1qzIkiUL7Ozs4OLiAkdHR5iYmMDS0lISBOWl0MzMzGBhYUEE0uDgYI1z/n8F/fr1A2MM3t7euHDhguS9kiVLUj936dJFK9mCq8t5enpmmLBy4MABMMYwd+5cyXeIzz+zZAtRFSgzENskrr/x8fGoUKECzM3NMXToUIlNLYK3tXfv3nBxcSF1qLCwMNWSd74H6EO20Gd/i4+PR3h4OBhjyJs3r1Yl4fRg+vTp9EyePXsmeY4nTpxAv3794OTkRHuEh4eHRAEwODiYzg9KZ6/M+ujEErNysgUfX/v370eBAgVgYmKCmjVrSpR8UlJSyFecnJyM4sWLw8nJidqspg8xMyVyOUSyRYcOHTJNWElISMBff/2FQoUKEdni0qVLuHbtGhhjZNeKzy4xMRGHDh0idRyRbKHN92r0xRphhBRGooURRhihFX///TeyZcsGd3d3rFu3TucmeuPGDTg6OqJfv37Inj07GGP/KSP6e4P4LPfu3as32SIoKAiWlpbIlSsXdu7cmenv37ZtG2xtbfHTTz9Rlro2kgU37LnBHxgYiH379ikGlZSM/R/VSZecnIz4+HgiWlSoUEESbFu/fj2qV68OOzs7Cg736dMHixcvxvDhwykYlitXLiI48L5S03BWyiqxs7ND69atMWLECDRv3hyOjo5wcHBA+fLlJTUZAU2yxbJly4yZV98xdJEWxPrcnGTh4+Ojkf3xLbQ7ODiY2mtUcDJCX2gjWwQGBiImJgbPnj2jPa9Ro0a4efMmYmNjkZycjOPHj2PRokUICQkhe4srOYWHh6tGjFNqL8f79+8xffp0/B97dx0exdm1AfyejQsQSEKAEAgWILi7O8Xd3aG4OxQotLinuBQPFPfiboUWdyuEEDye3fP9wTfz7saAEs/9u65eJbuzm5nN7O7MM/dzTtOmTU3CeyVKlJDBgweLn5+fNsBkY2NjUvY1pqkD0sYlmMN/3//444+iKIoMGDBARD6/V9XjhI8fP0qWLFm0NnlJfcbn5s2btYG8+fPnm9wX3WfYL7/8YhLO+PvvvyMcf6n9fqtUqaK1wyFKrCJ7P5QtW1bq1q0b4WKdv7+/NjvaxcVFRowYobW7CP88derU0WYtfvjwIdbWPzFRj61Sp06tzTpXA2/hK91R1KI7Rg0NDY0yZGF8cZniRlBQkMms5cjOuQ8dOiTt2rXTzvE9PDykUKFCUqxYMSlcuLDkyJFD8ufPL4ULF5asWbNK1qxZtRnMFhYWkjt3brGzsxNXV1ft8yi5XRTbsGGDmJubS8qUKSOEibp3766Flo3DpGqFOZH/HU/6+PhI69at/3MQV30e41YKxseqMRW2iAmRjaMZ/171mNrR0VHOnDkT6XqpP7dr104yZswomzZtEk9PT7G2tpaff/5Z9Hp9kh2bC+97whY+Pj6ya9cuKV68uPYZEFPjIdu3b9f2sSFDhsjff/8tb968ES8vL8mbN68W2qpSpYp4e3vLs2fP5J9//tHaeqjHMbHpS201QkJCZMyYMZIyZUqxsrKSqlWrmrSkVXXo0EEURZHy5cvHWmXU/9IiN7yRI0dKihQp5OHDh9+1LurvCR+2KFOmjIwbN04yZMgQZbgyurAFx7qIvoxBCyKK0ps3b6RIkSLaiXpkLQ7UQdazZ8+Konzuj3bw4EGT2T4Uf6I7gTE+ifrasMXWrVslS5YskjFjxv/cc0/k88GfXq/Xyt8NGjQoymWN+6e3adNGrl69KlmzZjUJW4Q/IYwqhZ+U7dy5UyvlWKpUKWncuLFWeldRFLGyspLWrVvLu3fvTKoGnDx5UitPqrYJis1BmEGDBmlVNMIPVqj7g42NTaQH/8Zhi8yZM0fZaoYSh+j6cwcHBye4kIUq/HpXrFhRuxCQXD5v6PtFFbbIkSOHZM6cWRRFkRYtWkT5+ICAALl8+bKMHTtWSpUqJe7u7nL//v1YX+/wZW5///136dq1qxbmUwetGzZsqM20nDlzZqysy/3796V27dqiKJ/bX0QVthg+fLhWDSt8tTW1LdH06dNNtispOnfunBbOmTdvnnb712zzmzdvZNy4cdrfuGzZstKlSxfZvn27zJ07V2rVqqXN9uQ5ACU2xu8B4/CD8e07duzQ9v/27dtHOIZ99eqVVKtWTbsAVbt2bTl27Ji8evVK/v33Xzlz5oxUr15dq2Cknkcl5c+cb6FWZFAD9aVLl9b+Fqwa9vWiCzKrGLKIX6GhoZIlSxZRFEW2bdum3W78WWD8702bNolOp5MJEyaYvBcCAwO1Yx21hP+yZctEURQZMWKE+Pn5yT///CPv3r3Tfm9SE/68y/h1CwwMlEaNGomdnV2ECUJqyCJjxoxy8+ZN+fXXX7XP9969e0catoiJc7zoKpkmpLCFiEjevHmlW7du2s/qBJdPnz5pLWvTpk0b4TNEXS4oKEhy5cqlBZnVdhBFixaN0ep78eVbvru/Jmxh/Hzv37+XjRs3SrFixbTP8ho1asRoK2SDwaCFZtTxlmzZspn83K9fvwiPMRgM2nieo6OjPHv2LFaPY9Qq24ryuTJh+LBFYGCg9O/fX6vcqyiKDBw4UKZNmybTpk3Tqie7uLjInTt3Ym09Rb6tRW5U1LGw7/28Vj9jgoKCZNmyZZIvXz5RlM+tPx0cHLQ2d5F9FkUWtlArtSWEsTiihIxBC6JkKvwX5IcPHyKdVXP58mVJly6dloC8evWq1sPNWIMGDcTKyiravrQUu8If4BofnF26dEn27dsnBw4cMCkbaXyS87Vhi927d2uDg99zwqnX67VyjZs2bYp0G8LCwqRnz56iKIq0atVKu/3UqVPi7u4uiqJIgQIFZM+ePUnihO17vH37VsaPH6+1AzH+r2bNmiYzV9X3v16vl4CAAK2nepcuXWJ1HU+cOCHOzs5ib28foX/oqFGjtItlajWLyE7azpw5I9mzZxd7e/s4uahIsSuyUoufPn2S9u3bJ8iQherOnTvSt29fbRZU586dk+QAJsWuqMIWivK5L7cq/L4V/rv31atX2iB7XO2Hxp/PYWFh8vfff0vXrl21gK5a5UL9no6t7+hLly5J27ZtRVE+l8o2DluonxkPHz7U+kQXLVpU/vjjD1m7dq3Wd9vT0/OLLfISs7CwMNHr9TJixAhRFEV69uyp3fctx3GfPn2S+fPnm1RRUWe8KYoi+fPnjzSUTZRYTJo0Sdq1ayePHj2K9H4vLy8xNzcXRVGkXbt2EcIWL1++lLp162rBMzMzM8mVK5dkypTJpCIfB6wjxxZtMSOyyhaqzp07axfIjNuVUdx58uSJ/PDDD9p3p3FL1sjOfb29vcXMzEyGDx9ucrvxsqGhoaLX67XKOsuWLTNZNikHwd++fRtp5TQ/Pz/JmjWrlC1bVgubiIgMHjxYCwmcPXtWu71Fixba36Rnz57x8v5IKGGLdevWab936NCh2u3qxeLdu3dr1VOcnZ1NxgdFPu+PjRo1EkVRZOTIkSIi8ujRI61t6Pnz52N1/ePS1atXv6plS1Rhi6ZNm8rz588jLKMGwYsUKSJTpkzRxnBj8m9/6dIl6dq1a4Sxwy5dusiWLVu05cL/zjlz5oiifK40/Pz581gLWqifW2qbE0X5XL0xfNgiKChIpk2bJuXKlYuwLYqiSKFCheLs/ORrWuR+yfe+nuH/XgEBASZhC0VRZM2aNdE+R/iwRYoUKeTZs2fftV5EyQGDFkTJkPEX/PLly6V79+6SNWtWyZYtm3Tr1k2WLl1qsuyWLVvExcVFFOVzyf5ff/1Vbt68KW/evJEHDx5obQDKly8vr1+/jo9NStbCwsK0GZrGfcdVnTp10tpDKIoiVatWlalTp2rLGqdrvzZsIfL9J+zv378XT09PMTc31yoTRPacz58/N5kNa1xFRU1de3p6agnv5OzFixeyYcMGKViwoBQsWFDKly8vixYtMhkwDn/gHRgYqAVewqfWY9rs2bNFURT56aefTG5XL/6Ym5vLiRMntPWMrI2MiMj58+cZskhCwg8IqxVWEmrIQnXjxg1p1aqVmJubi4eHh1Y+lbNT6VuED1uo74P8+fN/saRsdDP54kL4mXkBAQHi6+srI0aMkIoVK2oDM7HR+914Wy9duqRVcAoftggNDZXg4GBZuXKl5MiRQ6uapB4Tubq6JotwwNu3b7WAqjqz87/uL8ePH5fx48dL0aJFpVixYlK7dm2ZOXNmkg6rUNKnVmdUlM/l4x8/fqzdZ3zuvHjxYi1IFlnYws/PT3799VeteoUazChatKj8+OOP8vLlSxFJmMc1CQHDFjEj/OtYokQJ6dixI0MWCcTdu3dNKk9GF7bYsGGDdsE1soqi6vvC19dXPDw8JHfu3BGqdyVFly9flunTp0vOnDlFURSZMGFChGWuXbsme/fu1X5esmSJNrFDPW8LDg4Wg8Eg8+bNE51OJ2ZmZmJhYSHt2rWT27dvx9n2qBJC2OLVq1daC0BF+dxawpi/v79s3LhRC1enSpVKypUrJ8OGDZNu3bppFUjz5s2rfec9ffpUqzoQvkVsYjV27FhRFEUWLFjwVa3AwoctdDqdODg4yKBBgyI8/uzZs7J69Wp5+vSpNv4ZG4GpgIAAWb9+vQwZMkR++eUX2bdvn8n9xr9T/awZOnSoNpnre0X1vW68fy9evNgkONGkSZMIYYuwsDB5+PCh/PLLL9KwYUMpU6aMtGnTRn777TctyBJX4vo4Rp0Iq9frTcbsFyxYoE2EVStbFC1aVBtv+1Jrz9DQUDly5IhWgSm2K4IQJQUMWhAlM8YHLGp61dzcXCwtLcXc3FwbDDKe2R4YGCg7duyQDBkyiKJ87vloY2MjGTNm1KpdZMiQIV5ORJK74OBgqVKlinTo0EHrN2d88KYmye3t7cXNzU0sLS1Fp9OJubm5dOnS5Ythizx58siqVatiZd0DAgIkb968WrWKrzlZDH9gumnTJrG1tRU3Nzce+Bl59+6dBAUFmczeEIk4A1lE5Pr16+Lm5iZubm5y/PjxCMvFBPV31atXz6SCiUjkIQvjvp1nz57VTqSS8myc5E49IVVn9CeWfpBnzpzRZq7OmTMnvleHEqmoKlvkzZtXCwEkts8/Hx8f2bJlS4yUJY+qnLax6MIWIp+/Fw8dOiRlypSRTJkySd68eaVt27bJps3FsWPHRKfTiYeHx1eXr1VFVeo6NDQ02VcTo6RlwoQJJjOajcMW4Qf9owtbqO+ZY8eOydGjR2Xfvn3y7t077f2SkI9rEoLwFylKly4t/v7+8b1aiU5kPeOdnJwYskgg7ty581Vhi1u3bknGjBnF1dVVNm/erH2Hhz8eUqtk9OnTR2tpmFRt27ZNcuXKpYUmChYsKPXr1zf5zA7P399fGjVqJDqdTpYvXy4in49rjD+vbW1ttWpnqVKl+q5Wud8jurDFgAEDvvs5v8br169l8uTJ2u8dPHiwyf2BgYFy7tw5qVq1aqRVBAoXLmwSwL1w4YI4ODhIgQIFIoxRJUYvXrzQqnqkSpVKFi1a9E1hi1u3bmnVAvLnz69Ve02oxwfqen369EmKFy8u1tbWMnfuXBH5b2OH27dv177Xo6vc6OXlpe1TTZs21f7duHHjCGEL48fHdzAzrsIWf//9twwaNEiuXLlicrt6HWDYsGFaEEMNWxQqVEgLYJ47dy7a5w8NDZXjx49zkhvRV2LQgigZMT4AUmc0ODk5ydq1a+X06dNy8eJFmTp1qqRIkUIURZGGDRuaPP7BgwfSqFEjKVCggHaAkzlzZqlWrRovcseTqVOnajNT+vfvLz4+PiLy+W+tnhjlzJlTzp07J8+ePZNjx45Jt27dtL5xbdu2jTZsYWVlJS4uLiYXxmOC+jv79OmjlVS7ePGiyX3RUQ++1X6asd3yIjExfv3U1ym6tjJ16tTRTlxia/aL+vubN28uiqLIkSNHRERk2LBhkYYsVB8/fpTy5cszQZ1M3L17Vzp16iSenp7aQFlCHWwQ+d++WqZMGVEURcaOHRvPa0SJWVRhi3z58iWqsEVMr2Nkg1HGvyO6yha//fZbhMeGhYXJs2fP5P3795G2wkuqfv/9d1EURdzc3OT9+/f/aZDPuNRz+M9mVvKhpML4wtJ/DVsk5GOXxEK9SKFO6vjhhx/ie5USpTt37sjAgQO1ak4xEX6kmGEwGExaBCiKIps3bza5X+RzFdAKFSpolXG8vb21AMCHDx/k8ePH2vl8wYIFTcaDkqJVq1Zpr1f37t3l4MGDX/W4GzduiLm5uaRIkUL++usv7Xb1eGjFihVibm4u169flzlz5sRKNbZvET5s0bBhQ2271QlW/+W51AoTXyO6sIXxc65atUqGDx8ujRo1ki5dushvv/0WYR3VCTedO3dOEsE5vV4vZ8+e1Vrw2trafnPY4vLly1rb3z59+sT2Kn9xnaL6zDA+pmnWrJlWzfq/VhRes2aNFjAJHz6IKmShTv4z3h/Dhy2M2yOr2xKfn4OxHbYICgrSWjoqiqKFKNVAiru7uzaGqr6uQUFBsnz5csmfP/9Xhy2I6OsxaEGUDE2bNk0U5XNfwuvXr5vcN2DAAC0ZbnzSoh60+Pv7y7t37+To0aNy+PBhefr0aZJIJCdWjx49kl69eknKlCnFwcFB+vXrp51cly1bVhwdHSP0GX706JFMnjxZUqdOHW3Y4sCBA5I3b15xc3OLtbYc3t7e2oGhcduK6C7UqPviu3fvJF++fOLq6hrpRfqkIjZPDjp16iSKokj27NnlwYMHMfKc0a3vuHHjtIFrNWQTWchC/RtfuXJFsmbNKrlz55a3b9/GyPpRwvbgwQPtbx3fMxGio+6rnz59kly5ckmKFCnE29tbRJLuwCbFvKj2lcQetogNffv2NakaE13YQr1oYWlpKYsXL9buS87VFzZu3KgFpNXj9q/9rFJf60KFCkVo/UWUFBmXTO/Ro0eUYQsvLy8xMzPTzqeMwxY8Fvh+d+/elc6dO0v+/Plj7DwlObp586aMGDEiWbTJSgzCB7EuXbokLVq0iDRsoZ4L3bp1S2vl6+bmJvny5ZPu3btLqVKltLLuHh4eWgWBpBr22rx5s/Y6zZ8/3+S+L23zgwcPJG3atOLm5qaV0zf+nK5Vq5akTJlSfH19Y37F/yPj9du5c6e0bNkywvjttxg/frwULlxYAgMDIxwTR/X6RRe2CB9Yjuo4u3379tqY08OHD//z+ic0er1ezp07pwWhviVsob7eahCuRo0aCe4cL3xFQTXMnjFjRrl3795/es73799Ljx49xM7OLkL4wHh/iixkIfL5dYsubJHQjr1iu0LX5cuXtUk/dnZ2Uq1aNe37QA1ehJ98x7AFUexh0IIomQkMDJSKFSuKra2t1iZANXz48AgXPsMfcCe0g7/kTD1QevbsmXTv3l1SpEihhS0uXboknp6eMmXKFBH5fJJufND577//ys8///zFsMWxY8divZdwjx49tAPlyZMnR7usOthgMBikdu3a2kyGT58+xcq6xSfjcuZfe8IQfjnjv5l6X0BAgNy5c0crQens7BxjJWSNL4y/fv06wnocOXJEHB0dtao55ubmWn9U9bHGz1GrVi1RFEV++umnBH3RnWJeQjtJjkrjxo21k+ZvmSFEZLyPnz171qRktEjEsEWhQoW0geHkRu2B7OnpKcuWLdNujypscfjwYa0cr52dnUnYIrkex165ckVSpkwpiqJopX6/xcuXL8XW1lZSp06dbNqtUPIWE2EL+n6JJYCb0CXnoGFCYrwPT506VRo0aCDp06cXd3d3k7YLxuFt9W93/vx5yZYtm1haWpos6+7uLs2aNdMmxiTVkMW5c+ckY8aMoiiKzJs3T7v9a88ZHz16JJkzZ9aqB/j4+EhAQIAEBQVpF5AbNmwoHz9+jK1N+E+Mt+97xrwOHDigVUUJXzVA3We+NmwxaNAg7T7jfdp4XV+/fi2nTp3SxnNcXV2TZNui7wlbiPyvQm+JEiUkICAgwZ2nvHnzRvbv3y8VK1aMsb/j7du3ZdCgQSaVHoxfr6hCFsavTfiwxenTp79rnWJTbFboCgoKkps3b0r16tVNqo77+fmJSNQVCBm2IIodDFoQJTPnz58XRVGkUqVKJpUoRowYEWnIQv1ifvbsmbZsYrkAlpSpB5nq/58+faqFLZycnKRDhw5iYWEhCxYsiPI5ogtbhE+nx+YB/4EDB7QTE/WiurHITviaNGminSgmxfKYtWrVkrp1637TzDj1/gsXLoiXl1eky5w5c0aGDBmi9TTNly+f3L59O+ZW/P/VqFFD2rVrZ9KXU+RzyEMtG2lpaSmjRo3S7gs/eKq2NypWrJg8f/48xteR6Hs9f/5cihUrJhYWFmxtQ9/E+PN87969Ym9vL+7u7hFm2KlhiwwZMoiiKFKlShUJCwtLUt93Iv/bXuPvAePv/t27d0vlypXF3NxccuXKJUuXLtXui+r4pFevXtpxhY2NjcmgfHL08OFD7UJO48aNtVZhXzq+U+9XS3W3aNEi1teVKDZE9bkZ3XvAeCD/a8MWHTp04GB1LEhq33uU/Bh/1jRq1EgU5XP712bNmkm/fv2kZMmSkilTJu0zxziAq37evHjxQlauXCm9e/eWQYMGyYQJE+TChQvaRcqkGLIICwsTvV6vjVf27NlTu+9bx6jWrVunvb7lypWTsmXLStGiRbULyP91ln5si4nPvwsXLoi5ubmkSpVKa4uitpwZMmTIF8MWPj4+MnjwYO31GzBggHZf+McEBgbKmDFjxNXVVZuQkFBf25jwX8IWaoBKnezYtWvXuFrdr+Lv7y+bNm2S0qVLawGBChUqxNjfMbK2GiIia9eu/WLIQmV8jFa9enU5e/ZsjKxbbIjtCl1Vq1Y1Oe9VK8dE9n6OKmxRpkwZOXXqVIyvG1FywqAFUTKhfpnu379fFEWRli1bavdFFrIw7mum9o7csmVL3K84fTU1bGFrays2NjZiZmamzfyMagZQ+LBFhw4d4mUga/ny5dpJrqIo0q1bN9m/f7/Jer969UpOnjwpZcuWFUVRJFu2bEmyPKbaR93Gxkbat2//VWEL9faTJ0+Ks7OzKIoiR48e1e4PCgqSU6dOSapUqbSSo126dDEZMI4p+/btM2kHEz5s4efnpwU9smTJIl27dpXjx4+Lv7+/vHr1Si5cuCANGjQQRVHExcUlVoIgRDHBYDDIzZs35cmTJ/G9KpSIhO+5rFYZGDNmTKTL/fvvv9KmTRspUKBAkiq3a+z9+/dy/fp1+fHHH2Xy5Mkm1atUhw8flooVK4pOp4s2bKEeD3h7e0vKlCm1PrWOjo7JvgXVjBkztO9n4/3tSz2ZQ0JCpHTp0mJvby87d+6M9jFECZHx/jpz5kyZNm2a7Ny5U/R6fYSSyuEH87+lsoW1tbUoiiJ9+/ZlBQEiipQ6mSBnzpxy//597XZ/f3/ZsGGD1K9fP0LYwriyRVSS8vfy27dvtbDo7t27ReTbttd42d9++00URdHCcTY2NuLp6ZnkW+u8ePFCsmTJImZmZnLkyBF58+aNtG7dWlKlSiU2NjYycODAL4Ytjhw5ol10VwMaUTl27Jh06dJFpk2bFmttiBOSrwlbqPuh+voGBgZKwYIFxd7ePsG1IH3+/Ll069ZNm5w1fvx4efHiRYz+jvBhC7UNkqIosnz5cm256AJVU6dO1R4TftwxoYmtCl179uzRxnhLlSqlVXS8ePGiiET++oUPW6iVIKtWrSqBgYExtm5EyQ2DFkRJVFRf3GpFiyZNmoiIyMiRIyMNWYh8/vI1GAzaANOkSZPiZuXJhPHB9j///CPe3t7SqVMnmTJliknKV0TkyZMn0r17d+1ie548ebQD4qgO2tWwhVqevG/fvrG3MeEYr9OqVatMkrhZsmSRChUqSJ8+fWTYsGFSpEgRrTdpqVKltCoHSSlkoZoyZYo4ODiIpaWltGvXLtqwhfrzqVOntNcnsr/h69evZezYsdKyZUs5dOiQSUWbmLZw4ULt79i3b1/tpEf9bPn333+15LT6+VO0aFHJkiWLODo6iqJ87iuY1Ac8iChpiex7Nqrv3gMHDoi9vb0oiiJjx47Vbo+sHcbLly+1CgRJrXT6yZMnpUuXLtogW/r06U0qWxm/focOHfpi2EJ9fWbMmCGpUqWSHTt2SOfOnbXZe8mR+ho+ePBAGjZsqH33qu3lwi8nYroftmrVShRFkfr165u0BSNKbH755Rdt/9fpdFKsWDFp3769HDx4MEKw1/iC09dWtpg1a5a4ubnJo0eP4maDiChRuXz5sqRPn15Sp04t169fF5H/VWxQ//33339LixYttM8c48lOCa2tQFw5duyY6HQ68fDwMGlz+zXUYxvjY5wjR47IvHnzZNCgQbJhw4YEf4E2pvzwww8mrVdu3Lghffr0EXt7e7GysvqqsEWFChXEyclJC6pMnDgxyt/34cOHZBU6jCxsMXfuXJOgifFYuzq5qFatWgkyDH737l1ZtWqVPH36NELF45iihi3SpEmjfeYtWbJERCK2v47KjBkz5Nq1a7GyfrEhNsI0q1atkhs3bsiDBw+kSpUqXwxbGK9DYGCgzJ8/X8qUKZNs25QSxRQGLYiSiLdv30ba9mHWrFnaSZzI596Etra2oiiKVKtWTbvIeezYMRGJOFD99u1bKV68uDg7O8vJkyfjanPo/xkfAK1evVry5csnVlZW2kGooijSunVruXv3rkkbkR49eoizs7OYmZlJ7969v9he48WLFzJmzBjJkydPnM+YNT7oO336tAwZMkQURdFmhRn/V7hwYRk2bJi8evVKRJJeyML4RHTSpEmSMmXKaMMWxiELNSjTr18/bbnwr09AQEAsrr3p33LBggWRhi3UdX737p107txZihQpog14K4oi+fPnl169enGQmogSFePP26CgIPHz84uyl7I68yR8ZYHoynuG/3dSsHnzZi0gWLx4cRk0aJDcu3cvQruo6MIWv/32m3af8eB76dKlpUiRIiLC3vTGNm3aJCVKlND2v5EjR8qzZ88inc0fHByshSwyZcpkMvOWKLH5888/tf3ewsJCrK2ttbCbmZmZuLi4SOfOnWXmzJny5MkTLdymmjBhwleFLdTP/aQWiiOi77dmzRpRFEXy5s0rHz58iHZyVOXKlbXPnM2bN2v3JbVjwa+hVvx0c3OT9+/f/6fP1/Pnz8fCmiUO6neUWk2lTZs22n23b9+W3r17Rxq2MD4mDA0NlcDAQClcuLB06tRJfv75Z0mfPj2PDcOJLGzRv39/OXjwoIh8ruL35MkTqVWrlja5SA1iJNcg1Z07d6Rfv35a9d0yZcqIv7+/iPBY6kvCfx+EhITIhQsXtAmMkYUtjI9Z1esEgYGBCTLsQ5TYMGhBlATcvn1bxo0bJ/PmzTMp86SWS+7fv7/JIPP48eNNBpouXLggIp8HVPV6vckXb7NmzbSD8ffv38fdRpHJQdO8efO0v1nmzJmlQIECYm1trV2cbtCggTx79kxbXg1bpEiRQlKlSiV9+/b9YtjCx8dHK20X1we04dfpyJEjsnDhQmnevLk0btxYBg4cKDNmzJAnT55oQaKkeiJiHJSKLmyhunDhgtb6JbqQRVz5mrCFukxwcLA8e/ZMNm/eLJs3b5b169eLr68vy9URUaJi/J05atQoqVmzpuTIkUMKFSok69evl7t375osv2vXLlEURYYNG6bdltSCg1+yatUq7fth9OjRkc4mjOo1OXz4sFSqVEl0Op24u7trFTDUtndt27YVRfncx/trZ0MldcavwdKlS6VkyZLa61+7dm0ZP368PH78WB4/fiy3bt2ShQsXSpkyZbTjzps3b8bj2hN9v5s3b0rv3r216jmenp4ya9Ys6dGjh7i5uZkEu11dXaVUqVIyc+ZM2bdvn4h8/jyaP3++tkzXrl2jDFvwM4eIIrNy5UpRFEUqV64c7XKhoaEyefJkrWqAcRuR5Gjjxo3a8YhalfNrP2fVcYdChQqZVExLjjZs2CCKokiNGjVMbg8fthg0aJA2fhwaGqqd5/j6+kratGll0KBBEhgYqP0teDHcVGhoqFy5ckWb2GhpaSkpUqSQevXqSaFChSRz5sxa4CoptkL+L8K3ESlWrJg2SYz712fh9xFfX98IlQYNBoPo9Xq5ePFipGEL47HmIUOGSMOGDeXevXuxv/JEyQSDFkSJXFBQkHh5eUnq1Kklbdq0smDBAhH5X5nf7Nmzm1S0EPk8+71cuXJaKnz9+vUiEvFkpUOHDtpzJNW+4AmV8d9i1qxZ2gn24sWLtcTz1q1btb+RoijSqVMnk+d49uzZN4ctvnRfXFPb10R2e1Iyf/586dChg/azcVjhS2GL06dPi6Io0rt3b+222D5RC3+yE/7nrwlbEBElBcafd2oJWDUEqSiKpEiRQlq1aqW1Z1MZX7hOboNr3t7e2uuzcOFCk/vC9y9++vSpnDp1KkJVij///FOqV68uFhYWWkuxypUrS9GiRbUKDA8ePIibDUokjPfVbdu2mZQmVxRFXFxcxN7eXqt8Z2VlJZUqVeIAHCUZd+/elX79+knKlClFURRp2rSpiHwub75lyxbp1auX5MuXL0JVvZIlS0rPnj3lwIEDJude3bt35+cMEX213bt3i6IoYmNjI0ePHo10GfU4yMfHRxwcHLQJFYqiyN69e+NydROMK1euaJ/bc+fO/ebHv3z5UmxtbSV16tQRws9JQXRjY8bHfmplJxsbG3n48KHJ+Ydx2MLS0lJ69OgRIUCoth4xbmeT1MblvpXx9r969crkQrafn5+0b99ea+us/pcrVy7p1KmTvHz5UkSS33lgVMKHLYoXL86wxf8z3n4vLy/p2LGjuLm5ScaMGaVFixYya9Ysk+UjC1uoE2xFRPr06SOKooi7u3uESpJE9N8xaEGUSBkf0F26dEmqVq0qVlZW4u7uLgULFtQO4Ix7Pxpbs2aN5MmTx6T9xPTp02Xv3r0yceJEKV++vCiKIunSpeMstjgWWcjCzMxMNm7cKCKmJ0tXrlyRpk2bipmZmVhZWcmff/5pssx/DVtQ3FmxYoX2Pjx9+rR2u/F79kthC+OLILF9oma838yfP1/799eGLX788UeTsAX3QyJKCnr27KnNtps/f76sWrVK2rZtK/b29mJubi5Vq1bVvqNF5Is9kJOqCxcuiLu7uyiKInPmzNFuN/7OUF+Thw8fSsaMGSVTpkxy4MCBCGGL06dPS69evcTOzk77jrGyspJcuXLJrVu34maDEhnj19nX11cWLVokxYoVEwcHBy0gZGtrK7Vr1xYvLy/tmJEoqVBLVDs4OIiiKNKkSROtRLVerxd/f385dOiQTJ48WcqXL29ykVNRFMmRI4dYW1trM82HDBmSZKvsEVHMunv3rnh4eIi5ublMnDjR5KKsMYPBIM+fPxdnZ2cZMGCANGvWTMzMzJJta82HDx9qx46NGzfWWjt96bNXvV+totaiRYtYX9f4tHHjRjl58qRcuXIl0gvTnz59End3d7GxsZFr166JiOlYzK1bt6RPnz5aqKV8+fIyb948WbBggVSqVEkLHvr5+cXZNiVkxq/drl27pEKFCrJhw4YI1fROnTolK1askOnTp8vcuXPl7t27Wpux5HYe+CUMW0RkvI907txZq0xuZ2cn9vb22qSD9u3bm1QhNxgMcvHiRa2yiq2trfTs2VN7Lzs5Ock///wTH5tElGQxaEGUCEXWr+zGjRtSv359bdDH2dlZ+9I07lltfMC3fv16rTec8QC1+v/SpUvLnTt34mirKLypU6dqM2N3796t3a6Wxlb99ttv2t9vx44d2u3qMgxbJFzLly/X/nZLly6NcL/x4MHkyZO1sEXbtm3l0qVLEZaL6RM149+v7ivq/9WZsB07dtSWiS5sMW3aNG1be/XqxcoWRJSoGX++3blzR9KkSSOZM2c2KSUv8jmQljNnTtHpdFKpUiU5fPiwdl9y+g5Wv5/Gjh2rld1XRRayePTokRQoUED73sibN2+kYYt3797JuXPnZMSIETJ48GBZuXIlv1++IPx+9/r1a3n48KGcPn1aTp8+zZAKJXlq2EINUTRo0CDStnUfPnyQ+/fvy8yZM6Vly5aSNm1ak/PmDBkyJNsLn0QUvahCAP369dPG2zZs2GByn8Fg0I5z7ty5I+bm5lprL7VEfHK92Dhjxgzts3fMmDHa7VEdS6vHkyEhIVK6dGmxt7eXnTt3RvuYxGz69OnaxVRra2spU6aM1KxZU8aPHy9bt26VS5cuSVhYmBQuXFgURdEmzITfn+7evStjx46VdOnSRajSlytXrgitYJMr431o//79Ym9vL4qiiJeXl3b7l8bmkuJ+GBMYtvgf431EDVk4OzvLxo0b5eLFi3Lr1i1Zvny52NjYaEE049fIYDDItWvXpG7duibHr56enjzfI4oFDFoQJTLVq1eXhg0baklF4wNctd+ymZmZZMiQQby8vLSUvPFyxv++fv26LFmyREqUKCE5cuQQT09PqVevnixdulRrUUFxTy3rp57QqIxnPagHXffu3ZM0adKIoiiyYsUKk+eJLGzh5OQkHTt2FF9f39jfEIpSVCGL8CetxgfK0YUtYkNoaKh8+PBBnjx5YjKr9dOnTzJlyhTtgN647UlUYYuXL19KqVKltG3u168fB6eJKFEy/px78uSJbN++XaysrOTgwYPa/caDa0uWLJFcuXIl+7DFu3fvJEuWLKIoimzfvl1ETLdf/fejR4+kUKFCoiiKlC1bVntMnjx5IoQt1O+Y5PQ6xpTwAcrwtyf3QXRK2sKHLRo1aqSFLdRJCuHfAzdu3JAdO3ZI27ZtpXLlylprzeQ28E9EEYX/vAj/s/q5EhQUJPXr19fCFitWrIi0epQ6IerAgQNRPmdyoB6TPHjwQBo2bKiNJUyZMiXS5URMXye1pXL9+vW1sEpSYjAY5OXLl1KvXj0pVaqUVrU4fAssRVGkSJEiYmlpqbV0VYXfr968eSPHjx+XypUrS/78+aV06dLSq1cvbXyYVRj+xzhkMXbs2PhenSQjfNgiR44cWtgiOVKDVE5OThFaw48YMUKrcmE8xhDezz//LEOGDJFffvlFnjx5EturTJQsMWhBlIgsW7ZMFEURc3Nz6du3r4SEhGgnFDdu3JBUqVJJypQppVKlSmJubi6ZMmWS6dOnawfCkc1OV3369Enev3+vleGj+HXz5k3p3bu3NnOqePHi8vHjRxH532Ce+nfdvn27mJmZSa5cuSI9YDIOW/Tu3VsURZHcuXPzbx2PogtZRDaAYlyVJrqwRUxeaPrzzz+lb9++kiNHDnF0dJT8+fPL4MGDtYo6Hz9+lPnz52sn8e3bt9ceG9WAc4MGDbRwhqIoMnToUA5OE1GiVaFCBWnatKmMHTtWUqRIEWFmiPHnOcMWIsePHxedTic5c+aMUJlC9erVK3FzcxNFUaRu3boi8jkUrJaMzps3rxw8eDDKxxMRfa3wYYuGDRtqYQvjC0nqv9XP6uDgYO0ziMexRGT8ObB3716ZPHmytGnTRn755RfZs2dPhOWuX7+uBSksLS2lffv2smTJErly5Yrs3btXatasKYqiSLly5ThmY2TTpk1SokQJbSxh5MiR8uzZs0gDosHBwVrIIlOmTHL//v34Wu045evrKydPnpSdO3fKwIEDpU2bNuLp6am1MjQOXsycOVN7XGRjUGFhYfLp0ycJDg5ONi0Po9u+8OdrO3fu1NqsGFdZSeqvUVy5c+eODBo0SNtfHzx4EN+rFC/CwsKkWrVqYmNjY9KGVERk+PDh2jWiEydOaMsb4zkzUdxh0IIoEXn48KGMGDFCsmfPLkuWLDG5LzAwUM6fPy++vr7y4MEDqVOnjpibm0vmzJmjDFtEl4hPLoP+Cdndu3ejLJmm/t9gMGgn6T169NB6/YWn/j0fP34sw4cP1wIZ/DvHva8NWfzxxx+yceNGk/tVsR22WL9+vXbSGP6/hg0byu3bt0Xk82yHqMIWxgf46sF9o0aNpH///jJ79mxRFEWuXr363etKRBQfdu/erX0uZsmSRdKnT699N0d1rBU+bBF+sCSpW7t2rfZ6ffz4MdKBHz8/PylZsqSULVvW5PZz585pYYscOXLIvn374mq1iSgJ+9qwBRFRZIw/Jzp37qzNblf/0+l00qNHjwgVvO7fvy/NmjXTKtIqiiJ2dnZiYWEhiqJIzpw55dmzZyKSPCtZGDN+7ZYuXapV8lUURWrXrq21V3n8+LHcunVLFi5cKGXKlBFFUSRz5sxy8+bNeFz7uBHdPvLmzRt58OCBHDlyREaNGqVVjTMzM4sybJEcxwmNA1Nbt26VadOmiZeXl0kbZ5Wfn5/2Oo4bN067nccNMevmzZsycuRIbfwxKYvqPXft2jVRFEVKlChhUpVHrWQRPmSh7oPG7UyT+3ubKK4waEGUyDx79kzOnz+v/Txv3jwt5W48YH3+/HmpW7dulGEL4wPAV69exdHa07eKrD+d2jZGRLST86JFi34x4Rs+6c+TgLinVqUJ378xfMhi0aJFWpn0qA6Qw4ctLl++HCPraBwE6dSpk0ycOFGGDh1qMnukSZMm2v4UXdjCuM9sSEiIuLq6SosWLbTHERElZr/99ptJlZ65c+dGulxkYQsrKyspWLCgnDx5Mq5WN96tW7dOFEWRrFmzyocPH0Qk8sGet2/fav82HvS8ceOGZMqUSRRFkREjRsT6+hJR8sCwBRH9F8bHdw0aNBBFUcTZ2VlGjBgh06ZNk59++kk7R27QoIH4+flFeI4ZM2ZI69atxd7eXlKmTClFixaVzp07s01DOMav9bZt26RFixYmgRYXFxext7cXW1tbrS1LpUqV5N69e/G41vFLPcYOvw+tXLlSChcurAWBvlTZIjkwfo2aNm0qOp3OZP/68ccf5fr16yaVrXbs2CFz5syJ9Dko5iT1igw3btzQqldHdl589uxZURRF6tSpo90WWSULvV6vPf7+/fvyww8/mIw5E1HsY9CCKBFr27atKIoinTt31i6+Gw9IX7hwIULYInx5086dO0uNGjWSTSm9xCh82KJkyZKi1+ulTZs2oiiKeHh4aAnf5HpilBisXr1aO1FbuHChiPwvYGH8d/Py8tKWW7VqVYTniSxsYWdnJw0aNJC//vrru9bROGSxYMECk/vOnDkj3bp10+4fP368dt/79+9NwhatWrWKEKRQP6/U5+W+SkSJlfHn18KFC7VB3Vq1asm5c+e0+6LqF71s2TJxcnISNze3SPtyJ1UXL14Ue3t70el02vdgdMJ/T/j7+0v16tWjDbUQEf0X4cMWjRo10sIWbA9CRNHp2bOnNi5z9+5dk/vKly+vXbRt1KiRNiM5/OfK8+fP5enTpyatiXjh1pTxcaGvr68sWrRIihUrJg4ODtprbGtrK7Vr1xYvL69kdYz9NYxfv+jCFsl5v1PHrJydnaVy5cpSqVIlbfyrQYMGcvz4ce11NH4PJ+fXjP67hQsXSqZMmWTOnDladerwYYubN2+KpaWl1KxZU0SiDlkYP3bWrFmiKIoMGzYsrjaFiIRBC6JEy9fXV3r16iXOzs5ibm4unTp1+mLYIlOmTDJt2jTtS7hXr15ayTi1LCElTOHDFur/c+fOLX///beI8MJ1Qvb+/Xvp1q2bWFlZiaIoUrp0aQkKChIR0f4vYhqyWL16tXZ7+INt47/11KlTtZPB73kfR1VtwzhBfvz4cfHw8BBFUaRmzZom6/7+/XtZsGCBFraoWLGiDB48WGbOnCk1atTQ9tenT5/+53UkIkoojD+HFy9erPU9btOmTZTtnIwfs27dOm22YnL5/n7w4IG4ubmJoijStGlTrXLFl7bfuKe5q6urFC1a1OT7h4goJoQPWzRt2lQLWxBR8hbVscqaNWvEzMxM0qdPLw8fPjS5r0mTJqIoimTMmFEbBzAOWySX47+YFH5c5PXr1/Lw4UM5ffq0nD59Wm7duhVPa5Y4RBW2MDMzM6nOkBzt2bNHa1GoBqbCwsJk/fr12vu3du3acuTIEb536bsYDAZ59eqVODo6iqIoUqBAAVmwYEGkYYtnz56Ji4uLKIoiVatW1UIWx44dExGJEPx5//69lChRQhwdHeXIkSNxu2FEyRyDFkSJ2JMnT2TEiBHi6OgoOp0u2rBFvXr1xNLSUmxsbKRSpUpSvnx5rcTe9evX42sT6BuoYQt18M/Ozk5rF8FBwITv9u3bMnDgQC0kU6xYMa10ukjUlSyiOokzvn3GjBnf1Xs0umobIqYH+u3atRNFUcTT01M+fPhgct+nT59k9erVWtjC+L9MmTJx4IOIEpWvDQCIfG4jovbYDh+2iO45k9sMqF9//VX7Xhg7dqx2e1T9Yo1fn1q1aomiKDJlyhQJCQlhj1kiinFq2CJt2rSiKIp06dIlvleJiOJJUFCQ7Ny5U/s5/DFcQECA1KtXT6ytreXo0aMm96mtLdQqF7t379Yu1tavX18LW9B/ox4Dhj8WDN8ulyKKLGyhnsP89ttv8bhm8WvKlCliY2Mj165dExHT12nnzp3aOGzt2rXl6NGjkY6VEX2L06dPS/bs2bW20VGFLWbOnKmdP1taWmqVjENCQiK0hm/evLkoiiItWrQwacdJRLGPQQuiRO7JkycyfPjwL4YtLl++LF26dBFnZ2dRFEUsLCykQIECvPCZyKiDfw4ODlplBPViPcvaJnzhK5MUL15cRETWrl37VSGL2PgbR1dtI7JyiE2bNtUqWkTlr7/+kg4dOkjJkiWlfPny0rt3b3nw4EGMrzsRUWwxHrC4efOmbNy4Uby9veXAgQMmyxlX/fnasEVyZNwzVu1jriiK/Pzzz5EuJ2L6HdixY0dRFEXKli2rVQIhIooNd+/elU6dOkmePHnk0aNH8b06RBQPQkNDpUCBAqIoiqxYsUK73fjY5MWLF1KtWjWpW7euyQWt7t27i6Io4u7urk2G8PX1lS5dumjHifXq1RM/P7+42hwiE8b78erVqyVz5sySIUMGefz4cTyuVdyJLIjTs2dPyZkzpwQFBUUaoti1a1eUYQuib6XuW2fPnhV3d/dIwxbqeMStW7ekXr16WnuklStXmtwv8nmf7tChgyiKIlmzZuX4K1E8UEREQEQJlohAURQAgMFggE6ng8FggKIo2u1Pnz7FwoULsWTJErx9+xYdOnTArFmzkDJlSoSFhcHc3BwA8O+//+LevXvYvXs38ufPjwoVKiBjxozxtm3039y9excLFy7E2rVr4efnh2LFiuHo0aOwsbEx+XtTwhT+7+fu7o5Hjx4BAJYtW4aOHTsC+N/7XaXX62FmZgYAmDdvHsqWLYtChQrFyDrduXMHXl5eWL16Nfz8/FC0aFEcO3ZM26cURYGZmRk+fvyI6tWr48aNG5g5cyY6d+4cYT3Vn43X1/jfREQJnfF36cCBA7F7927cvXtXu79Vq1Zo0aIFateuDZ1Oh9DQUFhYWAAAlixZgp49e8JgMKB169YYMGAAChcuHC/bkVBt2rQJM2bMwIULFwAAI0aMQO/evZE+fXooiqJ9Z4gIAgIC0LlzZ2zatAmurq44cuQIsmfPHs9bQERJ3aNHj+Dg4AAHBweeXxElQ7du3cKAAQOwf/9+WFhYYPHixRHO00UEJ06cgJ2dHYoUKQIAmD9/Pvr27YsUKVLg1KlTyJs3r7b8kiVL0L17d21Mr3Llyti8eTNSp04dn5tKyZTxOM7mzZtRrlw5pEuXLsmP3Rh/pz948ADPnz+Hs7MzduzYgdOnT+OPP/4wGYc3/vfu3bvRtm1bvHv3DrVq1cLQoUNRrlw5k/Ewoq+l7lvnzp1DixYt8PjxY3h6eqJXr15o37497OzstGV37tyJmTNn4tixYwCApk2bInv27ChRogTOnz+PY8eO4dSpU0ibNi2OHj2KXLlyxddmESVf8ZfxIKIvMU4nhoSEyPPnz01uN77/aytbUNIQWWWEgIAAEeHfOzFQ/35p0qTRZvUuWbJERD7//cKXHzR+r3fr1k0URZFmzZpJcHBwjK9TZPuUSk1Ily1b9osJaeNtYDlFIkosjD9v1coLDg4OUrFiRWnbtq1WTr5AgQIyZ84cbfmoKlt06NBBzp07F+fbkRAZfxcsXbpUSpYsqX0H1qlTRyZNmiT//vuvPH36VG7duiVz5szRlsmSJct3tcgiIvoveAxLlHxdvHhRWrVqpVWEXb58uXZfZGMuoaGhUr9+fbG0tJQNGzaIyOfjSnXW++nTpyV16tQyduxY7fjH19c3bjaGKBLJraWh8fZ16tRJsmXLJoqiiJOTk9jb24uVlZX8888/ER4XVWWLunXryoEDB3isQF8lsv3kaypbqHbv3i2tW7c2adFsaWmpVbooX7683LlzJ062hYgiYkULogTKOEU8adIknDp1ChcvXkThwoVRunRpdOnSBa6uriZp3OgqWyT1VHJyFL4yQqlSpXDw4EHY2trG96rRV7h79y4WLFiAlStX4sOHDyhdujQOHDgAW1tbk/e18Xu3e/fuWLJkCVKnTo1jx44hb968Mb5OxvtU0aJFcf78eQBAly5dsHz5cmTOnBl//PEHChQoYJLuJyJK7Iw/0zp37owVK1Yga9as2LJlC9zd3eHg4IBLly6hXr16ePHiBbJnz44ePXqgX79+MDMzi1DZom/fvggODsaPP/6I6dOna/clZ8az57Zt24aNGzdi06ZN2v0uLi4ICAhAWFgYAgMDYWNjgzJlymDx4sXImjVrfK02ERERJRPGx4MXL17ErFmzsH79epibm8PLy0urbBF+jO3mzZvIkycPbG1tcerUKeTPnx+Komjn9mvXrkW7du1w6tQpvH//Hnny5IGbm1uECpFEFLuaNm0Kb29v2NvbQ0S0Knrm5ubo2rUrxowZg3Tp0pk8RsJVtujUqRN8fX3Rpk0bLF26FJaWlvGxKZQIBAUFwdraOsr75RsqW7x69Qr79u3Dpk2bcO/ePdjb2yNz5syoX78+atSoARcXl7jYJCKKBIMWRAmQ8YlW+/btsWbNGiiKAuO3a/78+eHt7Y1s2bJ9ddiCJ3BJj3phfMOGDfDx8UHt2rWxa9eu+F4t+kqRBRsia9kBmIYsTp48idy5c8fJOpUoUQK5c+fGypUrkSFDBmzfvh1FihRhyIKIkqyZM2di8ODBcHV1xcmTJ5E5c2btvlatWmHDhg2wsbFBcHAw3Nzc0KdPH/Tv3z9C2GLu3LmYMWMGjh8/bvIcyZ3x8eirV6+wZcsWLF++HPfu3cOHDx8AAHZ2dqhUqRIaNWqEH374Ac7OzvG5ykRERJSMhA9b/Prrr9i8eTPMzc2xcOFCdOnSBYDpMc29e/dQqFAh2Nvb4+LFi3B1dUVwcDCsrKwAAOXLl8fdu3dx7do17biGE6KI4ob6np47dy769++PHDlyYP369bC3t0dAQAB69OiB8+fPI126dOjduze6desW4fzD+HNh27ZtGDNmDHbt2gV3d/d42CJKDBYtWoStW7fCw8MDnTp1gpOTk8m4gBr0AQCdTvdVYQvg83dHcHAwdDpdtCEOIoo7DFoQJWAjRozAtGnTkDp1aowbNw4pU6bE+fPncfToUdy6dQvp0qXDsWPHkCNHjijDFp8+fUK9evWwbNkypEiRIp63iGLDvXv3MHXqVFy4cAF//PEHsmTJEt+rRN8gfLChWLFiOHr0KGxsbLRl4ipkEdU6AUCGDBlw9OhRZM+enaEtIkqyXr58icaNG+PmzZs4dOgQChcurN3XrFkzbNmyBTlz5sSECROwatUq7N27Fzlz5kTnzp0xYMCACGELf39/2NnZmRynESKE9V6/fo0PHz7Ax8cHOp0Ojo6OyJ49ezyuIRERESVX4QMQf/75J1auXIm1a9fC1tYWs2fPjhC2CA0NRbFixXDt2jVUqFAB27Ztg7W1NYKDg9GuXTvs3LkTzZo1w4oVK0zO9Yko9oQ/B2vatCn27duHf/75B5kzZ9be68+fP0e/fv2wdetWpE+fHj179kT37t2jDVuolQp4nkeRWbRoEXr37q397ODgACsrK3To0AFZs2ZFy5YtAQD29vYmjzt79ixatmwZadhC3V/Dn0tzIhxR/GPQgigBMT6Ze/nyJUqVKoXg4GAcPnxYu7Dq7++P06dPY+zYsTh37hzSpk2LEydORBq28PLywpQpU5A6dWr8/fffyJAhQ7xtG8Wuhw8fInXq1HBwcOBBfiL0NS070qRJg5MnTyJXrlxxtk7GrU08PT3xzz//AIDJRUQioqTkwIEDqFmzJoYNG4ZJkyZpx2XGrUR2796NnDlzYt++fahduzYAIEeOHOjWrVuklS0oauqgUFSDRQz2ERERUVwyHk/55ZdfcP78eZw8eRKKosDHxwcAYGNjg3nz5qFTp04AgJCQEFhaWmL79u3o378/Hj9+jEyZMiFNmjT49OkT7t27Bw8PDxw5cgTp06fnRTGiOGD8Phs8eDBKly6N6dOno2TJkpg5c6Z2vqaOxb948QJ9+/aFt7c30qdPj169ekVb2YLvY4qKj4+PVsXI2toaFhYWyJgxI27evKktky9fPjg7O6Nz587ImDEjypUrp537njlzBq1atcLjx4+RO3du9O7dWwtbcL8jSpgYtCBKIIxDFg8ePIDBYICHhwfWrFmD1q1bIywsDGZmZlAUBXq9HmfPnsWQIUNw9uzZKMMWjx8/xqpVq9C8eXPkzJkzPjeP4ggPuBKv8GGL4sWLw9PTEytXrozzkIXxOi1YsABr167FmzdvULRoURw5coSzs4koSRs1ahSqVKmCypUrAwAmTZqEsWPHwsHBASdPnoSnp6d23NatWzcsXboUAJAlSxZ07NgRI0eOZDiAiIiIKJExDng2atQIf/zxB1KlSoXatWsjRYoUuHPnDi5duoSPHz/CwsICixcvRseOHbXHv3//Hlu3bsXPP/+Me/fuAfg8Wzl37tzYunUrXF1d2S6EKI516NABq1evRt26dfHnn3+ie/fumD59usn7Xf3314YtiKKj1+tx6tQpDBkyBBcuXNAqISmKgnPnzmHbtm0ICAhAYGAgzM3NodfrUadOHWTNmhVt27ZF/vz58eDBA9SoUQOPHz+Gh4cH+vbty7AFUQLGoAVRAtOgQQP89ddfaNeuHZYuXYo9e/agYMGCEZbT6/U4c+YMhg4dGm3YghdDiRKPyFp2ODo64sSJE3EesohqnYxbm/DzhYgSq8gqJaizEY3dvXsXLVq0wK1bt7Bt2zZUr14der0eAGBmZoZBgwZh7ty5qF69Ovbu3YvixYvj4MGDbNdGRERElEh17NgRq1atQu7cubFr1y6T9qwrVqyAt7c39uzZA3NzcyxevFirbAF8Psb09fWFt7c3wsLC4OHhgeLFiyNNmjQMWRDFg+nTp8PLywsPHz6EwWBAz549sWDBAgCmk9UiC1tkyJABvXv3RqdOneDi4hKfm0GJjHrdZsCAAbh06RJcXFzg7e2N0qVL49mzZ/j777+xfft2/PPPPzh9+rT2uBQpUiB16tQYOHAgrl+/jp07d+Lly5fIly8f2rVrhx49esDOzi4et4yIIsOgBVE8uHz5MgoWLBhhgP/48eNo3bo1nj9/DldXV3z8+BFHjx5FwYIFI70gEFlli5MnTyJ79uy8AEqUSN29exeLFy/GrFmzYG1tjUuXLmmtg+JznRi2IKKkwniQ+8SJE7h37x46dOgQ6ayQHTt2oEGDBihXrhx27doFW1tbk9Yg/fr1w759+zBx4kTs3r0bkyZNQqZMmTjLhIiIiCgRunz5MurUqYOgoCCcPn0auXLlQlhYGHQ6nTYmd/r0acyePRtbtmyBpaUlFixYgM6dOwOIus0m26ERxS3j87GFCxdi4cKFuHHjBiwsLLBt2zatBWR0YYs//vgDOp0Ov/76K3788Uee39E3UcMWgwcPxvnz5+Ho6Ih169ahWrVq2jIfPnzA1atXcebMGezZswd3797FixcvAABWVlba84SFhaF48eLYu3cvUqdOHS/bQ0RR4xEeURxbtGgRihYtilGjRsFgMJjcV7p0aUydOhVFihTB8+fP8eHDB1y4cAEAoNPpED4XZWZmhpIlS+LXX39FyZIl8erVK+TOnRv379/nhU+iRCpHjhzo2rUrhg8fjitXrsR7yEJdp169eqFNmzZwdHTEhQsXUKBAAa3MHRFRYqG2YgM+9+pt3LgxOnfujGHDhkW6/OPHj7XHAZ+PvUJCQmBhYYGQkBDs2bMHqVOnRvPmzbFy5UpkypQJer2eg3BEREREidCNGzfw8uVLuLm5IVOmTAgJCYG5ubnJmFzp0qXRo0cPlCxZEiEhIejXr5/WSs7CwkKrfmaMIQuiuKUoijbu3qtXL/Ts2ROenp4IDQ3F9OnTceLECW059b2t0+lgMBiQPn16zJ07FxUrVoSTkxMaN27M8zv6ZmZmZihVqhSmT5+O4sWLw8/PD61atcKff/6pLZMyZUqUK1cOQ4cOxZEjR/Dnn39i4cKFaNmyJVKkSAGdToewsDA4ODhg6dKlDFkQJVA8yiOKQ76+vti/fz8AYNq0aRg/frx20GcwGGBubo7mzZujb9++KFGiBABg5MiROHr0KADTgz+VGraYPn06cuXKpaUciSjxypUrFyZMmICcOXPG96po1LBF+/btAQD37t3Dy5cv43mtiIi+nl6v18JhjRo1wsyZM6EoCpYsWYIGDRpE+ph8+fIhTZo0ePr0Kf744w8EBATA0tISIoIWLVrg/v37KF++vMmAOktCExERESVO/v7+AAAHBwfY2tqatJUzHpOrXLkyqlevDgAICAhAv379sHLlSgA8FiRKKHQ6nXae1rt3b/Tq1QvZs2fH8ePH8dNPP30xbPH777/j6tWrcHV1jTRARfQlkYUtmjdvroUt1P1OnayRM2dO9OjRA7///juuXLmCdevWoU+fPjh27Bjy5s0bn5tCRNFg6xCiOHbmzBksXLgQv//+OwBg9OjRGD9+vHYgpyYV169fj/nz5+PChQsoVKgQZs+ejXLlygFApOWo9Xo9Lly4ABcXF5P+kUREMenWrVtYs2YN2rdvDw8Pj/heHSKib9a+fXusWbMGOXPmxLZt25ArV64ol/X19UWbNm1w8OBBZM+eHfnz54e7uztOnDiBCxcuIH/+/Ni/fz979hIRERElAQcPHkSNGjXg5OSEnTt3apOgjKljd76+vihQoACCgoLw7t07AMD69evRvHnzOF5rouTLuC0k8LkVg06ng729vXabcUufRYsWYebMmXj48CEqV66MMWPGRDrebtzuh61/6HtF1kZk48aNqFy5ssly6j7IfY4ocWHQgiiOGB+snT9/HrNnz8aGDRsAAKNGjcKECRMihC02btyIWbNm4fLlyyhYsCBmz56N8uXLR3g+IqK4FFXfWSKihG758uXo0qUL0qdPjzNnziBTpkxRDmKox1p3795FmzZtcOXKFZOqYXny5MHevXuRMWPGCAN8RERERJT4XL9+HZUrV4avry8mTZqEkSNHAoh8DO7Ro0coXLgw6tevj6CgIBw8eBBXrlyBm5tbfKw6UbITFhamVSxcsGABzp07h3PnzsHc3Bxt2rRB6dKlUaFCBQBASEiIVqHma8MWRDHpa8MWRJT4MGhBFE8YtiAiIiKKedEdH3Xp0gXLly/H3Llz0adPny8GJNRjssePH2PTpk04c+YMrKys4Onpie7duyNt2rQMWRARERElQlEdM44ZMwaTJ08GAKxduxatWrUyuV+9uHv79m0UKVIEw4YNQ9OmTeHk5AQnJyceGxLFAeP3WatWrbBhwwaYmZnBzMwMISEhMDMzg7u7OwYPHozu3bsDiD5sMXbsWJQtWzbetocSj++pNsGwBVHSxKAFURxjZQsiIiKimBUaGooTJ06gUqVKWo/d8MdHz549Q/HixfHy5UscPHgQVapU+e7fy4F0IiIiosQh/MWx8D+rF2F9fX3Rp08fbN68GQCwbNkytG7dWrtAq6pduzb27duH/fv3o1q1apE+JxHFPOP3WZMmTbB161akS5cOU6ZMQbZs2fDx40esW7cO69atg52dHcaNG4fBgwcDiDxs8ezZM+TNmxfz58+PtF0QEQAcPnxYG0P42s/68OMSIgKDwcCwBVESwyM/olhkMBgi3KYO/gNA8eLF0b9/f7Ro0QIAMHnyZIwbN84kZGFubo7mzZtjwIABKFy4MP766y8MHjwYhw8f1p6PiIiIKLkKDQ1F6dKl0aNHD3h7ewOI/PjI0tISOp0O5ubmCA0NBRD5sZqxp0+fassYtw1Rj+UYsiAiIiJK+MLCwrSLYgcPHsTUqVPRs2dPTJs2DceOHYOIwNLSEnq9Hk5OTujXrx/q1asHAOjcuTP69esHLy8vXL16FXv37kWtWrWwb98+lC1bFkWLFtV+D0MWRLFPfZ8NGTIEW7duRc6cOXH69Gl06NAB5cqVQ+3ateHn5wcA8Pf3x9ChQzFr1iwAn88JQ0JCAAA9e/bE4MGDYWNjAx8fH2TJkiV+NogSvPLly6NatWpYt24dAGiTZKOjhiyOHj2KsWPHAvg8TmFmZoZSpUph+vTpKF68OPz8/NCmTRvs378/1reDiGKHeXyvAFFSdO3aNeTOnRsWFhaRJhyNZ1qqYQsA2LBhAyZPngxzc3OMGzcO5ubmJmELAJg3bx7Onz+PiRMnonTp0rCxsYnrzSMiIiJKMC5fvozHjx/j9evXWLlyJUqWLImMGTMCMJ1BIiKwt7fHv//+i3v37gGIejBcRBAaGopBgwZBr9fD29tb6/8LMOhKRERElFjo9XrtOK5r167YuHEjPn36pN2fJk0aNGzYEIsXL9ZCtCVLlsTo0aOROnVqrFq1Cl5eXgCAFClSIDAwEGFhYfDw8MD69euROnVqVrIgimMHDhzA0qVL4eTkhO3bt8Pd3V27r3nz5ti/fz8yZ86MokWLwtvbWzuvGzx4sBa2sLS0RPfu3WFra4sqVaogbdq0fC9TBLdv34aVlRWAz61IDQYD2rRpY1KRPDx1HOL06dNo2rQp/Pz8UKhQITRs2BAAtLDFjBkzMHz4cJw6dQq9evXC33//DVtb2zjdPiL6fvzWIIphXl5eqFGjBn799VctMf+tlS0mTJiAuXPnAgDMzc1hMBi0sEXXrl1RoUIFLFy4kCELIiIiSvZKlCiB33//HeXLl0erVq20kAVgerzl4uKCWrVqAfhcRez06dORPl9YWBgURcHr16/x119/4eLFi3j69GnsbwgRERERxSjjNm8NGzbEsmXLYG1tjcGDB2Pq1KkYNGgQdDodli1bhmrVqkGv1wP4HMYtWrQoVqxYgblz56J+/fpwcHAAAOTPnx+dOnXCkSNH4OrqCr1ezwuzRHHszz//xPv377Fo0SJ4eHhot7dq1QqbN2+Gh4cHDhw4gF9++QXVq1cH8Lll9y+//ALAtLJF27ZtkSFDBr6XKVI5c+bElClT0KxZMwQFBaFr165Yu3YtgMgrWxiHLBo0aAA/Pz/8+OOPWshCZWZmhpIlS+Knn35ClSpVsGXLFoYsiBIpRdSRRyL6LiKCJ0+eIGvWrBAR5MqVCx06dMDAgQO1sER0CUcAOHXqFKZNm4Zdu3bBwcEBW7duRcWKFU2W0+v18Pf3R8qUKeNy84iIiIgSHOPjKB8fH7i4uAAAfvzxRxQrVgxt27aFoihahbCjR4+ib9++uH79OmrVqoWJEyeicOHCWhjDeMZj9erVcejQIQwcOBBTpkyJ0JebiIiIiBKH3r17Y9GiRciePTt2796NHDlyAPjcgq5SpUo4c+YMRATly5fHoUOHYG5urs14Bz4HcV+/fo2AgACkS5cOFhYWsLCwMAlyEFHcCA0NxfDhw3H//n3MmDED2bJlAwAMGDAAc+bMgaurK/bv3w9PT08AwNy5c9G/f38oigKdTodffvkFAwYMiM9NoETCeLzh/PnzmDFjBjZv3gwrKyssWbIEbdq0AYAI131OnjyJJk2a4NWrV/jxxx8xZ84cANDGJYzp9XqEhIRwQi1RIsaIHlEMURQFmTNnxsaNG+Hk5IRbt25h6dKlmDlz5ldXtihTpgyaN2+O9OnTIzAwEBcvXgTwvy91EYGZmRlDFkREREQwPY5KmzYtAKBTp05YsGABfvvtN3h7e0NEtMGMMmXKoH79+rC3t8ehQ4cwaNAgHDp0CIqiaP1S3759i/r16+PQoUMoXrw4hg0bBktLSzCfTkRERJT4rF69GosXL0a6dOmwf/9+LWQBAK1bt8bp06eRLl06ODs74/jx46hatSrCwsJMZrybmZkhXbp0yJo1K2xtbWFhYaHdTkSxJ/xYusFggIWFBcaOHYuffvpJC1ls2rQJXl5esLOzw44dO+Dp6am9fzt06IBMmTLB0dERBoMBgwYNwm+//Rbn20KJT/iK5AMHDkTDhg0RHByMLl26YPXq1QBMK1vcvn0brVu3xqtXr9C3b18tZGE8qcOYmZkZQxZEiVzEdzYR/SdqGKJJkyYwMzNDp06dcO/ePSxduhQAoq1soX5pK4qC1q1bY9u2bdi6dSs2bdqE/v37aydu7AdOREREZEo9PlL/37BhQ1y8eBGnT5+GwWCAiKBJkyZQFAUWFhYYNWoUPn36hN9//x3Hjh3DsWPH0KxZM6RJkwY+Pj64ceMGbt++DQ8PD3h7e8PZ2Zm9eomIiIgSocDAQGzbtg0WFhbYsGEDsmTJot3XokULbNmyBR4eHli/fj0ePXqEbt264fjx46hUqRKOHDkCS0vLSGcgE1HsM64Yc//+fWTLlg06nQ56vR6pUqVCvnz5tGVPnTqFoKAgjB8/HoUKFYLBYNAq0rx58wbv3r1Dw4YNYWlpiR07dqBmzZrxsk2U+BgMBm0/LFGiBH788UfY2dlh7dq16NOnD0QE7du318YLQkNDkTlzZjRr1gy//vorALD6EVESx6NEohhiHJZQe259a9hCPXmrXr06tm7dCnt7e57MEREREX2DunXrwtraGgMGDMDZs2cxa9YsANDCFtbW1pg6dSoyZ86MPXv24NChQ9i0aZP2eBcXF9SpUwdeXl5Inz49B0WIiIiIEilfX1+8f/8e9erVQ/78+bXbe/TogU2bNsHd3R1//PEHcuXKBUdHR1SpUgVbtmzBqVOntLCFubk5jweJ4oH6nqtVqxYCAgIwd+5cFChQIMJ78f379zhy5AgAmIQv1HH29+/fIywsDDlz5kTLli0xZcoUODo6MkRFX2S8jyxcuBAXLlzA0aNHtSoXnz59Qp8+faDT6dC2bVsAQN68ebF+/Xq4uroCYMiCKDngNwlRDIqJsAUAPHjwAACQPn36OFx7IiIiosRNPQ6rVq0aZs6ciYEDB0YatrCyssKPP/6IDh06YNu2bbh37x7evXsHFxcX1KhRA7lz50bKlCk5KEJERESUiGXKlAlDhw6Fo6MjHBwcAADz5s3Db7/9Bnt7e+zYsQO5cuWCXq9HpkyZUKtWLWzatAnW1tY4deoUihQpgsuXL/N4kCiebNy4EYcOHYK5uTkmTpyIMWPGoGDBgibLWFpawtraGgBw/PhxNGzYEDqdDjqdDiKCIUOGICAgAMWLF0fmzJkBfK5SwJAFRcd4H+nQoQNWr14Na2trVKtWDSlSpMCDBw9w9epV+Pv7o1u3blAUBW3atAEApEuXTnsOfn8QJX38NiGKYf81bKEmJMPCwnD8+HHY2dmhXr16AP530YCIiIiIEGUrD0VRtHBE9erVow1b6HQ6ODg4oGPHjlH+Dg6KEBERESVO6liacYuA0NBQHDp0CJaWlvjtt9+QN29e6PV6bcwtU6ZMsLa2xrBhwzBt2jT8/fff8PPzQ9q0aeNrM4iStQYNGmDy5MmYP38+du7cCRHB2LFjtbCFwWCAjY0N2rVrh5s3b2LLli1IkSIF2rZti/fv32PcuHE4dOgQKleujMKFC2vPy7aQ9CXqPtK3b1+sXr0abm5u2Llzp1YdyWAwYMmSJdi6dSsOHjyIrl27QkTQtm1bmJmZQUS4nxElE4qodW6IKEYZhyO2bduGTp064f3798iePTs6dOiAwYMHw9LSEqGhoTA3N9eWbd++PdasWYNKlSph/fr1PJkjIiIiMmJcvvOff/7B69evISIoX748dDqdSTs2ADhw4AAGDhyIGzduoGTJkhgwYIAWtlBDGeopkXFgloiIiIgSvqgCuJHdd/PmTeTJkwcODg44efIkcufODUVREBoaCgsLC6xbtw5t2rTBjh07oNfrUbRoUbi6ukb7O4godqjvu5CQEMycORMLFiyAj48P6tSpYxK2AIC///4bY8aMwYEDBxAUFARnZ2eEhobi3bt3yJ49O44cOcL3Mn2za9eu4YcffsCbN29w/PhxFClSRAvnqRVTTp48idmzZ2Pbtm2wtrbG4sWL0a5dOwDRfz8RUdLBihZEsSS6yhbz5s3Dw4cPMWvWLNjb2wMA3rx5g969e2Pjxo1Inz49vLy8GLIgIiIiMqLX67UARZcuXXDkyBE8fPgQAFCjRg3UqVMHHTt2hK2trTZgHl1lCzVkYRysYMiCiIiIKHEwDtfeu3cPfn5+sLe3R7Zs2WBtbQ2dTmdyoUv9t6IosLS0hKIoCA4OhpWVFQBg/vz5SJ8+PUqXLo00adIAAFvJEcUT9f1raWmJgQMHAgAWLFiAXbt2AYBJ2CJfvnwYOXIk3N3dsWHDBrx69QqZM2dGmTJlsHjxYri6uvK9TN/szp07eP78OXLnzo2cOXNqYwzA/ybZlitXDiEhIXjx4gXOnj2LPn36QETQvn37CN9BRJQ0saIFUSwzHrzfsWMH+vXrh2fPnkGv1yNXrlwoWLAgAgICcPfuXdy8eRPu7u7Yu3cvcubMGc9rTkRERJRwGB9TNWrUCH/88Qfs7Oxga2uLN2/eQK/Xw8nJCS1atMCUKVNgb29vMhASvrLFoEGD0KhRIwYriIiIiBIh44umPXv2xNGjR3Hv3j1YWFigUaNGqFWrFlq3bm2yrMFgQPny5XH69GlUq1YNS5cuhaurK/z9/dGuXTts374dzZs3x7Jly2Braxufm0eUbBgHpiLzLZUtAgIC8OrVK9y5cwdZsmRB+vTpYW9vz5AF/SfLly9Hly5dUKZMGZw4cSLC/cZjFOPGjcNPP/0EALCzs8PixYu17yAiStoYtCCKA8Zfun/++Se8vLzw559/ws/PT1smQ4YMKFGiBKZPn44sWbLE16oSERERJWg//fQTxo0bhxw5cmDNmjVImzYtXrx4gVmzZuHAgQPw9/dHhw4dtMphUYUtPDw8MH36dNSpUyeet4iIiIiIvkVkAVxra2vY2Njg7du30Ol0SJEiBYYNG4bhw4cDAEJCQmBpaYnVq1djwoQJePjwIdKmTQt3d3f4+fnh/v378PDwwJEjR5A+fXq2kyOKA8bvs0WLFqFChQrw9PSMsJxx2GLWrFmYO3cu3rx5g9q1a2P06NEoVKgQgMgr0PC9TP/VoUOHUL16daROnRq7du1CqVKlIiyj7puvX79GgQIF8PHjR3z69AkAsGHDBjRr1iyuV5uI4hhbhxDFAeM2IpUrV0bevHnx+PFjrF+/HjqdDjY2NqhXrx5y5MgBBweH+F5dIiIiogQj/GDZvn374OjoiAMHDiBz5swwGAxwd3fXBsqXLVuGFStWAECEsEX16tUxa9YstGvXDu/evUOxYsXia7OIiIiI6D9SL5qOHj0af/zxB7Jly4ZFixYhffr0uHTpErZt24YdO3Zg5MiRCA4Oxrhx42BpaQkAqFevHt6+fYsVK1bg2rVrePXqFWxtbVG0aFFs27YN6dOn5+x3ojiivpcrVqyI48ePo3///ujRowc8PDxMljNuI9KvXz/4+vpi5syZOHToEBRFwahRo1CoUKFI37cMWdB/5erqChcXF/j4+OD48eNa0MI4vKO2BQkKCkJoaCjq1auH0NBQ/PHHH8iXL1+8rTsRxR1WtCAiIiIiogTJuJ/pqlWrkCNHDrRo0QL9+/fHwIEDERYWBjMzM22Q48mTJ1iwYAGWLl2K9+/fo2PHjpFWtjh+/Dhy5MiB9OnTs2cqERERUSJhHIAICwtD4cKF8fr1a5w5cwaZM2fWlvv777+xZMkSLFiwACKC8ePHY+zYsdr9QUFB8PPzw+bNmyEiyJo1K8qVK4c0adIwZEEUC9RzLuNzL+OL1QMHDsTs2bNhZmaG3r17o1evXhHCFsbPExQUhOLFi+Off/6BtbU1fvjhBwwbNgxFixaN0+2ixM14H4xq3xwxYgSmTZsGANi4cSOaNm1q8hxq65tHjx6hYMGC6NmzJ1q2bInUqVPDzc0tDreGiOILK1oQxaOovsCJiIiIkpOwsDA8fvwY2bJlM7ldPU6qXr06jhw5goEDB+LVq1dIkyYNAETo5ZspUyb07t0bALB06dIoK1uUL18eQOSlZYmIiIgo/oUfJzMYDNpx25YtW+Dh4YG3b99izJgxyJw5s0kAN1++fOjduzcURcH8+fMxfvx4iAjGjRsHALCwsICrqyv69+9v8juNfwcRxayHDx9i3759yJ8/P8qUKQNFUbSx8ZkzZyJlypSYOHEi5s2bBwCRhi10Oh3CwsJgbW2NAgUK4OnTp0iXLh28vb3h4OCAAgUKaOF6ouiEHwt48+YNnJycAHyughIcHAwrKysMHDgQd+/exdatW9G8eXOEhISgRYsW2mPVMYlhw4bhw4cPKFeuHPLnzx/3G0RE8YZBC6J4ZDx7kiELIiIiSo5CQkJQpUoVWFpaYvbs2RHKa75//x46nQ56vR6LFi1CSEiINqgRWTWKyMIWZmZm+OWXX5AyZUqTZTmQTkRERJSwhIWFITAwEClSpDA51lP/X6tWLZw4cQLt2rWDj48PnJ2dAUQM4ObMmRO9evUCAMyfPx8TJkwAAIwbNw5mZmYm1c7UUAernBHFDOOg1KlTp7B9+3asWLECfn5+qFmzJn788UfUqlVLO88zMzPTAlE//fRTtGEL9XkDAgJQpEgRlCpVCrt378bYsWMZsqCvYhyymDJlCi5cuIATJ06gcuXKyJcvH0aPHg0rKyuICJycnNCvXz8EBQVhz549aNu2LS5evIhChQqhTJkyeP78ORYsWIDNmzejcOHCKFy4cDxvHRHFNbYOISIiIiKieLNy5Up06dIFFhYWaNOmDaZPn46UKVOazHB6/fo1+vbti127duHTp08oXrw4Nm7caFIiOjy1jciqVavw6tUrDB48GL/88kscbhkRERERfYuQkBBUqFABzs7OWLVqFVKnTm1y/71799CpUyecO3cOdnZ2CAoKwrZt21CjRg2tfHt4t2/fxsKFCzF//nyICCZOnIjRo0fH1SYRJTvGIYu1a9di9OjRePLkCbJkyYLSpUujdevWKFSoEFxcXLTHGIeqxo0bh59++gmKoqBv377o3r07cuXKBeBz2x9ra2t8/PgR2bNnR8uWLTF79mx8/PgRKVKkYMVC+iLjfa19+/ZYs2aN1tZGVaVKFaxbt04L8un1ely4cAHz58/HunXrtOUcHR3h7++PoKAguLq64tChQ8iZM2fcbhARxTvGdImIiIiIKN60aNECEydORM6cOVGtWjWkSpVKG5hTS8M6OTlh9uzZ+OGHH2BtbY1bt25hyZIlePnyZZTPq1a2aNy4MTw9PdGnT5+42iQiIiIi+g9WrFiBc+fOYc+ePRg3bhxCQ0NhPEcwe/bsmDNnDurUqYOQkBAEBQVh7ty50Ov1MDc3N7lQplIrW/Tp0weWlpYYO3YsZs2aFZebRZRsGIcs5s2bh3bt2uHJkycYOXIktm/fjjVr1qBmzZpwcXGBiGjvb51Oh+DgYADAhAkTMGbMGIgI5s6di1mzZuHkyZMAAGtrawBAu3bt4OvrC09PTwCAvb09RIQhC/oiNWQxbNgwrFmzBqlSpcKvv/6KWbNmoU+fPnBycsLhw4fRpEkTPHr0CMDnSpglS5bE2rVr8csvv6B69eqwsbHBp0+fkDlzZjRv3hxHjx5lyIIomWJFCyIiIiIiihfqbJLg4GDcv39fGyibMGEC6tatq5XdVGco+vr6ol+/ftiwYQPSpk2LHj16oEePHkiXLl2Uv+P58+ews7ODg4MDZzgRERERJWBPnjzBkiVLsHXrVowZMwYtWrTQ7jNu9XHp0iVMmTIFBw4cgMFgwKhRozBkyBBYWFhE2loOAO7cuYOpU6fi4MGDOHnyZLSV0Yjo+yxbtgxdu3YF8LmCYbt27bT71HMy9f9Pnz6Fm5sbgP9VrACA8ePHY+LEiVAUBVmyZEGNGjVgb2+P48eP49y5cyhUqBD2798PJyenuN9ASnSMxwKePn2KMmXKwGAw4ODBg8idOzeAz+1oTp06hfbt2+Ply5coU6YM1qxZA3d3d5PvlqCgIPj4+MDf3x8ZMmSAtbW1tt8SUfLDoAUREREREcWb8IPhzZo1w5YtW9C0aVOMHj0a+fLlA/B9YQvAdHYVERERESVML1++hK+vr3YMOHXqVHTt2hWOjo4m7UEuX76Mn376Cbt370a6dOnQp08fDBgwINqwxf3795EmTRqkTp06ylYjRPR99u3bh0aNGiEoKAirV69GmzZtAJiej6nv0X/++QclS5ZElSpVsH37dgCmYYvp06fDy8sL9+/fN/kdnp6e2LdvHzJmzBjl+51IZRyyePv2LV6+fIk8efJg06ZNaNKkiUmQDwBOnDiBFi1a4MWLFyhbtixWr15tErbg2AIRGeM3EBERERERxRvjQbHQ0FBkzZoVGTNmxI4dOzBhwgT8/fffAABzc3OEhYXB2dkZc+bMQYsWLfDq1SssXrwYixcvjraNCAAOhBARERElAunSpdNCFo0aNcLIkSMxePBgvH37VjseBIDChQtj7Nix+OGHH/Dy5UvMmzcPs2bNQmhoKHQ6XaRtRLJly4bUqVNDRBiyIIphIoK3b99i1apVCAoKwoQJE6INWdy4cQONGjVCQEAAdu7ciZYtWwL43B4kKCgIADB48GAsWbIEkydPRokSJdCwYUOMHDkShw8fRsaMGaHX6xmyoC9SQxbVqlVDoUKFcOzYMWTJkkX7rjEOWQBAuXLlsGHDBqRLlw4nT55Eu3bt8OjRI21f49gCERljRQsiIiIiIop36uBbcHAwZsyYgQULFuD169eoV68exo4dG2OVLYiIiIgoYTKedezj44PJkydj8+bN8PX1RevWrTF79uwI1SiuXLmCiRMnflNlCyKKHdevX0eZMmWQKlUq7Nu3D7lz544yZNGgQQPcu3cP+fLlw7179xAYGIjmzZtj/fr1AIDg4GBYWVlpz+3v7w87O7sIrUeIvsaJEyfQqFEj+Pn5wcnJCQEBAThz5ow2zhDVY9TKFmXKlMHatWvZdoqIIuCRJhERERERxTtFUWAwGGBlZYVBgwahV69ecHJy+urKFsuWLcOMGTPg6+sbz1tCRERERN8qLCxMu2jq7+8PFxcXDBo0CF26dEGaNGmwZs0a9O/fP0Jli0KFCplUtpg/f/4XK1sQUcxS5/J6e3vjw4cPKFiwIHLnzg3AdPa/TqfDvXv3UKVKFdy7dw+tW7fGvn37MGzYMFhbW2Pjxo1aZQsrKyuEhoZqj7WxsdGeAwBDFvRNChYsiLlz5yJ37tx4/fo19Ho97t27B+BzyC8yxpUtTp06hbp16+LJkydxudpElAgwaEFERERERHEqsgFvdXaTXq+HlZUVBg8erIUtdu7ciYkTJ0YZtmjdujWeP3+OQ4cOmcx6IiIiIqKEI6rCygaDQatQUaZMGaROnRrv379H5syZ0aNHD3Tr1g1OTk5fHbZYvHgxJk2ahLCwMFa0IIoDaphCbefo6OgI4HNVCmMigsuXL8PPzw/169fHmjVrkD59erRo0QIDBgzQwhYNGzYEYNrSgW0b6HukSJECdevWxahRo5AnTx4EBwejf//+ePjwIczMzKIM5ZUrVw6bN2+GpaUl/vnnH4b3iCgCHmkSEREREVGcMR7wfvLkCa5du4ZXr15pA+9mZmYIDQ2NELbYsWNHlGGL6dOno1evXti+fTtSpkwZ5SA+EREREcUP4/YBFy5cwNOnT7X71GPD7t2748yZMzAzM8O1a9cAAK6urujZs+dXhy3q1auHR48eYe/evQgMDIzjrSRKPozPudSLz+/evQMAfPr0CQAihOAVRUHVqlWxf/9+bNu2TXush4cHOnfujFGjRsHa2hrbt2/H9u3b42ArKDmxt7dHvXr1MGLECOTNmxdPnz5F06ZN8fDhw2grIJUpUwZHjhzBrVu34O7uHrcrTUQJHoMWREREREQUJ/R6vTZbsUePHqhVqxZKlSqF4sWLY+jQoTh69CiAzzOXviVs4eLignnz5iFTpkzQ6/Wc5URERESUgBiHLH755ReUKFECa9euhb+/v7bMpUuXsHbtWmTJkgUPHjxAuXLltPu+JWwxdOhQdOzYEVu2bEGKFCkYwCWKYerFaONzLvXfuXLlAgDcvXsXjx49AhCxkk2aNGlQqVIlAJ/PD9WgVdasWVGxYkU4OTkBABwcHGJtGyhpiq7ahIhARLSwxfDhw+Hp6YnLly9/VdiiVKlS8PDwiK1VJ6JEjEELIiIiIiKKdSKi9dFt3LgxfvvtNzx8+BDm5uZ48uQJ5s2bh06dOmHz5s0Avi1sAfxvcI+9eomIiIgSDuOQxezZszF8+HAAny+q2tnZAQDev3+Pv/76C4GBgVixYgXSp0+vhSdUXxu2KF68OBYvXswALlEsCAkJQfv27XHjxg0A/wtRqO8z9UL01atXsX//fu2+qAJP6rlbaGgoAODt27fw8fFBgwYNUKFChdjbEEpyjEM79+7dw969e7Fy5UpcvnwZr1690vZDNWxRv359jBo1SgtbNGnSBA8ePIg2bEFEFBkGLYiIiIiIKNapg29Tp07Ftm3bkCVLFmzbtg1HjhzBzz//jFKlSuHRo0fo2LEj1q1bByBi2KJ3795wdnbG3r17MWDAANy8eTM+N4mIiIiIohE+ZDFw4EAoioJNmzahefPmAIBixYphwIABePr0KVKkSAE3NzcYDAYtTGvsa8MWFhYWABjAJYppixYtwu+//45//vkHACIEmRo0aIDatWsDAAYMGIADBw5oy0UVttDr9bCwsEBISAgmTpwIMzMz7fOBF7zpa+j1eu3zfvTo0ahfvz5++OEHdOrUCVWqVEH9+vVx7tw56HQ6bZ+1s7NDvXr1tLDFlStX0LRpUy1sodfr43OTiCgRYdCCiIiIiIjizKFDh5AuXTocPnwYNWrUQOHChTFs2DD89NNPaNSoEQICAtC5c+dIwxaDBg3Cjz/+iNDQUNy/fx/Ozs7xvDVEREREFJmoQhbr169HkyZNAAC7d+/GpUuXsHLlSqxYsQKWlpZwcXGBTqeL8qKsq6srevXqhe7du8PZ2RkbNmxAhw4d8O7du0jDGUQUc9TWIPv374eIRLgYbWlpiZo1ayJdunQICgrCoEGDtPaQkYUt1AvkIoLmzZvj4sWLqFu3LmrVqgUAWoUCoqgYhyzatWuHKVOm4PHjx6hatSrq1KmD3Llz49y5cyhfvjy2bdtm8tjIwhYtW7bEvXv3GNQjoq/GbyoiIiIiIooVxgNpBoMBfn5+uHXrFjp27Ah3d3eEhYVps5TKly+PIUOGoEmTJggODkaXLl0iDVv069cP06dPx8mTJ+Hk5MRZTkREREQJjHHIYsaMGVrIYvPmzWjWrJm2zA8//IAlS5YAAJ4+fYo3b95g+fLlJo+PTIYMGdCzZ0/07NkToaGhuHz5MmcfE8WBsmXLInfu3Ni1axeePHmihSSAz+9pnU6HLl26oFq1agCAmzdvolevXti7d6/J86itQszMzBAUFIQGDRpg+/btyJMnD+bMmYOUKVPyPI++yLg9ab9+/bB27Vq4uLjgwIED2Lp1K3bs2IG9e/fCw8MDoaGhaNasmdaqVGUctihQoAAuXLiALl26IDQ0NMrAHxGRMQYtiIiIiIgoxoXviR0QEAA7OzvodDq4uroCAMzNzU1mLJYoUQKDBg1CkyZNEBQUFGnYwtraGj/++CNcXV1N+rASERERUfwzDknMnDkTQ4YMAQA0atQIjRo1AgCEhIRox3+dO3fGokWLtMceOnQIN27c+OLvyZAhAzp37oxp06bh7NmzcHR05IVZolhmZ2eHQoUKwdfXF7/++iuCg4O197uiKDAYDLC2tsbChQvRoEEDiAhu3bqFH374Ab/++ivOnDkD4PO53bNnz7BlyxZUqFABO3fuhIeHB/bu3Yt06dLxPI8iiCz0oO57S5Yswbx58+Do6IjDhw+jdOnSsLe3BwAMGTIEd+7cQYoUKaDX69G6desowxZ9+/ZFyZIlMXfuXFhYWEQb+CMiUinCWBYREREREcWgsLAwrXTz5MmTcf36dVy6dAmNGzfG+vXr0bBhQ0yfPt1kBorxoPy5c+cwY8YMbNmyBdbW1li2bBlatmwZb9tDRERERF8WWbsQ4H8tA0aOHIlJkyYB+F8oV72YumTJEnTv3h0A0K1bN4wYMQKZM2f+4u80GAzQ6XQm5eOJKOap77VLly6hVq1ayJw5MzZu3IisWbOavP/Uf/v7+2PgwIE4dOgQHj58CABwdHREtmzZoNPpcP/+fbx9+xZhYWGoXLkyVq9ejQwZMvC9TBEEBATA1tZW2weNvXr1Cs2aNcPFixexY8cOVK5cWbuvW7duWLp0KVxdXbFq1SosX74c69atg7m5OdasWYPmzZtH+D1hYWFImTJlnGwXESUNDFoQEREREVGMMR78aNiwIbZv3x5hmbJly2LPnj2wt7c3CWVEFbYAAG9vbzRs2DCOtoKIiIiIvkVkIQtFUTBixAjcvn0b3t7eABBt2GLZsmXo2rUrAKBHjx4YNmzYV4UtiCjuvHjxAnXq1MGVK1fQrVs3LF68GIDpeaAalggODsaWLVuwe/dubNiwIcJzVa5cGTVq1EDnzp2RJk0ahiwogho1asDOzg4rV67UWsoYhy2uXLmCypUro0GDBli6dKm2//Tv3x9z585FunTpsGPHDhQtWhSXLl1C9+7dcfnyZZiZmWHt2rURwhZERN+KQQsiIiIiIopxffv2xfz585EhQwYMHDgQHz9+xF9//YV9+/YhODgYLVu2xO+//w4AUYYtzp8/j9GjR+PixYu4evUq3Nzc4m17iIiIiChyUYUsNm/ejEaNGmH//v2YP38+du/eDeDbwhbDhw9HpkyZ4mGriEhl/B4HgF27dqFevXoAgPnz56NXr14Rlgt/QfzEiRPw8fHB/fv34erqCicnJ9SsWVMLV0RWrYCSN/X7wNzcHO3atcPMmTMjhC1evnyJTZs2IW/evFo1izlz5mDAgAGwsrLCsWPHULx4cQDAp0+f0KFDB2zduhUAYGNjAy8vL7Rp0yZ+NpCIkgQGLYiIiIiI6LsZzz7y8fFB0aJFYW1tjaNHj8LV1RUA8OjRI2zbtg2jRo1CUFAQWrdujTVr1gCIOmxx5coVuLm5wcnJiTOciIiIiBKwadOmYcSIEVAUBevXr0ezZs20+/bv348FCxZg165dABi2IErIXr58ibt378JgMKBChQoR7g8MDMTQoUOxYMEC5MmTBz/99BMaNGgAIGIoI/zP4X3pfkq+Hj16hCVLlmDJkiXw8/NDhw4dMGvWLKRMmdJkbMDf3x92dnYAgOfPn6N58+Y4e/YsNm/ejIYNG8JgMGhtS728vDBixAgUK1YMBw8ehKOjIx48eIAUKVLE56YSUSJmHt8rQEREREREiZvxIMfdu3fx9u1bPH/+HDt27ICrqytCQkJgaWkJd3d3dOrUCVZWVhg8eLBW0WLNmjUwNzfXwhZqH29FUVCoUCEAn2dEMWRBRERElPCICP7991+MGDECALBx40Y0adIEwP/CtDVq1NCW37VrF6ZMmQIAmDRpEszMzKDX67VZyp07dwYAdO3aFYsXL4aZmRkGDhyILFmyxPGWESUPxmGHQ4cOYcWKFfjjjz+QL18+zJ49GyVLljRZ3sbGBnXq1MGff/6JGzduYOHChXBwcEDFihVNzuUARAhRhK9cwZAFRcXd3R09evSAwWDAkiVLsHLlSgDQwhbq94sasgCA27dv4/Tp08iZMydKlSql7W96vR7A5/EKvV6POXPm4Ndff0WfPn0YsiCi78KgBRERERERfRc1AJEzZ068fPkS06dPh6urK9zd3QEAlpaW2rKpUqXSSnN+KWxhjGVkiYiIiBImRVHg6uqKo0ePwsfHRwtZiAjMzc21i67/NWyxYMECpEiRApMmTeIxIVEMMw5FrF27FgMHDsTr169RsGBBVK1aFYULF470cTVq1ECfPn0wfPhwHD58GHZ2dggODkaNGjWgKEqUrUD4HqZv4ebmprWmiSxsEX4/+/TpEwAgQ4YMSJcuHQBoEz8A4MyZM8iQIQNy5cqFZcuWxeGWEFFSxaAFERERERF9t2fPniEwMBAfP37EwIED4e/vj3fv3kW6bMqUKaMNW7BFCBEREVHiYjAYUL58eZOf1YtfxjPcvzVsERgYiGHDhqFr1668QEsUC9SQxfz589G3b18AwE8//YS2bdtqLXvCt/dQ36M9e/bE69evMW7cOOzYsQM+Pj548+YNWrZsCZ1Ox7YgFCO+JWyRKlUqAMCRI0ewbNkydO7cWQtZtGvXDmfOnEG3bt0QFhYGMzMz7p9E9N0UEZH4XgkiIiIiIkr87ty5g+bNm+Pq1auwsrLCmDFjMGTIEFhYWES6/IcPH7B27VoMHjwYQUFBqFu3LrZv3x7Ha01EREREccH4ouv+/fuxYMEC7Nq1CwAwcuRITJo0CcDntnSKomgXzvz9/WFnZ6dVPiOimLVy5Up06tQJwOfwe+vWrbX7ogpLGIfjp0+fjlmzZuHFixdwcnJCz549MWHCBG3ZqKpbEH2Lp0+fYuHChViyZAnevn2LDh06aGEL4/2xX79+mDdvHgCgR48eUBQFN2/exNGjR+Hu7o4///xTq75JRPS9GLQgIiIiIqIYc/v2bTRv3hzXrl1DpkyZsH79epQqVSrK5T98+ID169ejZ8+eAABfX184OjrG1eoSERERURz6lrCFTqczqYZBRDHv9OnTaNasGf7991/89ttv6NKlC4CoAxbGjMNPq1evxpo1a3D48GEAQOPGjdGsWTPUqFEDKVOm1B7D9zN9j+jCFur+eO3aNcyaNQurVq0yeWzmzJmxb98+5MyZM57WnoiSIgYtiIiIiIgoRqiDZrdv30arVq1w5coVZM2aFRs2bEDRokWjfNz79++xfft2VKpUCW5ubpzxRERERJSERRe2GDNmjMlMeCKKHer7cMaMGRg2bBhatGiBtWvXAjCtQKEu9+bNG/j7++Py5ctQFAVly5aFra0trK2ttee8fv06Dh8+jIEDB8JgMMDKygr58uXDhAkTkCNHDmTPnj1etpUSJ3U/FBGIiLZPRhe2UPn4+GDLli04dOgQdDodChcujNatW7OSBRHFOAYtiIiIiIjoqxiX4wQ+D3wYDAaTEs7qLJJvDVtE9TuIiIiIKOmJLmwxdepUDB06ND5XjyhZCAoKQvny5XHx4kX8/PPPGDZsGAwGAxRF0d6fIoJz585h6NChePr0KR4/fgwAyJ8/Pxo2bIgePXrAxcXF5HkvX74Mb29v7NmzB1evXoVOp0PKlCnRunVrdOrUCYUKFYrzbaWEL/xYwJs3b5AmTRoEBQWZBHqA6MMWxt8vkT2WiCgmsakdERERERF9kXFZ2PXr1+PKlSu4ePEiwsLCUKdOHeTNmxe1a9fWlsmZMyfWrVunhS1atGjxVWELhiyIiIiIkj7jliA1atSATqfDu3fvcOfOHTRt2jS+V48oWbC0tNSqBISFhQGASWXBK1euYO/evZg8eTICAwO1+ywsLHDt2jW8ffsWwcHBGDZsGFKlSgXgczCjcOHCKFiwIEaPHo1169bh+vXr2LRpEx4+fIh3797F7UZSomA83rB27VqcO3cOBw8ehIuLC2xtbdG3b1/kzp1bq0jh5uaGXr16AQCWLFmClStXAkCENiIMWRBRbGNFCyIiIiIiipbxzJJ27dph/fr10Ov12v0WFhYIDQ3F6NGjMWjQIG2QDcB/rmxBREREREmf8czjY8eOwdPTE87OziYX3Yjo+6jvM/VSkKIoMBgM8Pf3R926dXH8+HHUqlULv/zyC3LkyAFLS0usXLkSq1evxunTpxESEoLy5cujUqVKyJEjB3x8fDBmzBgEBAQgd+7cWL58OUqUKGHyfg7fDvLff/+FhYUFnJ2d4+U1oITLeLyhe/fuWLJkSYRl7OzsUL16dXTr1g01atTQbo+usgVbkhJRXGDQgoiIiIiIomQ8WNaoUSP88ccfcHV1RYcOHeDi4oJr167hxo0bOH36NIDPAyOjR4+Gq6ur9ljjsIWHhwdWrFiBUqVKxedmEREREVECYXy8CUS8QEtE/53x++vt27dInTq1yYXtLVu2oFmzZgCAMmXKIEWKFLC1tcXWrVsBALa2tmjXrh1mzpwJKysr7blOnz6NatWqITAwEL1798a8efO++Puju42SJ+N9oWPHjli1ahVSp06NUaNGwcnJCe/fv8eePXuwf/9+6HQ6eHp6YtKkSahXr572HMZhi0+fPqFevXpYtmwZUqRIEV+bRUTJCIMWRERERET0RcOHD9dmOB0+fBgZM2bU7rt+/To2btyISZMmAQD69OmDuXPnAvjf7JTbt2+jffv2OH/+PEqVKoWjR4/CwsIiXraFiIiIiIgoORk3bhwmT56M69evI2fOnAgNDYW5uTkMBgOmTp2KMWPGRHhM/fr1Ua9ePXTs2BHA53M7nU4HvV4PRVHwww8/4MCBA9EGLYi+xuzZszFw4ECkS5cOhw8fRu7cuU3u//nnn7Fs2TI8ePAARYoUwfTp01GhQgXt/qdPn8LLywtTpkxB6tSp8ffffyNDhgxxvRlElAyx/hoREREREUXrzZs3OHLkCOzs7LBu3TpkzJgRYWFh0Ol00Ol0yJMnD8aOHQs7OzuMGDEC8+fPR9asWdG/f39tplTOnDmxfPlyDBo0CPPnz2fIgoiIiIiIKA6cO3cO8+fPh8FgQKVKlXD06FF4eHhoofiBAwciS5YsWLBgAfR6PRwcHNC2bVtUqFBBC9gbV8EwNzfH27dv8e+//wIAUqZMGW/bRolfUFAQjh49CnNzcyxYsAC5c+fW9rfQ0FBYWFhgxIgRSJUqFaZOnYpr165h8+bNKFGiBCwsLGBmZgY3Nzd07doVlpaWaN68OUMWRBRnWNGCiIiIiIiideTIEVSpUgVp06bFX3/9BWdnZ22QzdjHjx8xcuRILFiwAB4eHti9ezeyZctmsow6YMK+20RERERERLHPx8cHXl5eWLduHe7cuQMnJyecPHnSJGwBAO/fv4etrS2Cg4Nhb2+vPd64vYN6HnflyhXUrl0b9vb2WLduHYoVK8aWIPRFke0jN2/e1PafU6dOoWDBgib3G7eTUitt2tra4syZM8iXL5/JshxnIKK4xmZ3REREREQULYPBAABImzYt0qVLBzMzM0SW106RIgVq1qwJW1tbPHr0CD4+PhGWMZ4FRURERERERLHLxcUFPXv2RNu2bZE1a1a8fv0aZcuWxZ07d7SqAcDnyhQWFhaws7MzeXz4kIXBYMDAgQPh4+ODMmXKaG0eGLKgyBw+fBjHjx8H8HkfCT+WYGlpCRsbG1haWiI4OBjA/8YgAECn02k/T548GUWKFEFAQAB27NgRYVmOMxBRXGPQgoiIiIgoGVMHOYwHJ8IPfDg6OsLMzAz//PMPtmzZAiDqQbQffvgBefLkQUhICB4+fBhLa01ERERERERfy9nZGV27dkXHjh0jhC0sLCyg1+u1c7yozvXUi9jNmzfHsWPHUKBAAUybNg329vaRBvGJFi5ciGrVqmHGjBk4c+YMgIhhCxGBmZkZ3r9/j7/++gsAtAoWKp1Oh7CwMJiZmSFr1qwAPldgiWxZIqK4xE8gIiIiIqJkSB3YCAsLAwD4+vrCYDBEKOVpMBiQNm1a5M+fH8DnNiLqgEZ4YWFh8Pf3x6dPnwB8bhNCRERERERE8S9t2rRRhi3MzMyiPX/7+PEjrl69iooVK8Lb2xvu7u7YuXMnXFxcTEIaRMZevnwJANi5cydmzpyJ06dPAzANW2TPnh1NmjQBAEycOFFbJioWFhYAPlfCICKKbwxaEBERERElQ2/evMGFCxfQsWNHVK1aFcWLF0e1atXQrl07XLx4Eb6+vgA+zw7JkCED2rdvDwBYtGgRlixZEmEGilpGNiAgAAEBAciWLRvKli0bL9tGRERERESUXEVXXeJbwxbBwcH4888/MXz4cDRo0ADHjx9HyZIlceLECWTMmBF6vV5rD0kU3sSJEzF58mQAgLe3N2bNmmUStlD3twYNGsDT0xMvX77ElClTcPnyZe05RAQhISFa25pbt24hVapUqFixonY/EVF8YcMiIiIiIqJkwLhSxZEjR7B69Wr88ccfJtUpnj59CgA4efIkKleujD59+qBQoUIAgL59++LOnTtYuHAhhg4diuDgYLRq1QpZsmSBoihaGdmuXbvi8ePHaNy4MdKmTRvHW0lERERERJR8GJ/n+fj4wMXFRasWEFWVibRp06Jbt25QFAXLly/HgwcPUKZMGZw6dQoeHh4wGAxaq4aLFy+iatWqAIBs2bKhb9++GDVqFJydnRmyoK8yYsQIiAhGjx4Nb29viAhEBGXKlNH2nwoVKqBRo0aYM2cODh06hODgYIwYMQKVK1eGoiha9YrOnTvj8uXLKFeuHAoUKAAg6lY3RERxQRHGvYiIiIiIkjTjQbY1a9Zg2LBhePnyJXLlyoXixYvD09MTBoMBZ8+exfnz5/Hy5UvY2NjAw8MDc+fORbly5QB8DmL89NNPWLp0KQCgVq1aKFiwICpWrIinT59i7dq1OHr0KDw8PHDkyBGkT58+2gE+IiIiIiIi+n5z5szByZMnMXToUBQrVgwAvngu5uvriyVLlmhhi6xZs+LQoUNwd3fXltHr9ZgyZQru37+Prl27omDBgrCzs9PCGERfa9KkSRg7diwAoGHDhhg4cCDKlCmj3R8UFIQRI0ZgzZo1ePPmDQBgwIABcHFxAQDs378fR44cQdq0aXHixAnkyJEj7jeCiCgcBi2IiIiIiJIw48G1hQsXok+fPgCA0aNHo3Xr1siZM6e27MePH/Hs2TN06NABFy5cAABkyZIFq1at0tqA+Pr6Yvr06fj111+h0+lgMBhgYWGB0NBQAEDRokWxdetWlpElIiIiIiKKAzt37kT9+vWhKAo6duyIHj16oGjRogC+Lmwxf/58LF26FC9evECrVq2wcOFCpEyZMsrHMExP30oN5syePRsDBw4EANSrVw9DhgwxCVsEBwdjzpw52LVrF06ePBnheQoWLIj169ebjGMQEcUnBi2IiIiIiJIo4wEw4wGNlStXol27dtpyYWFhWr9TnU6HN2/eoFevXtixYweCgoJQsmRJLF68GPnz59ces2nTJpw7dw7bt2+HhYUFsmfPjnLlyqFTp05wcnJiyIKIiIiIiCiONGzYENu3b4e1tTWaN2+O3r17f3XY4tmzZxg0aBA2b96MnDlzwtvbG56engxU0DdRxxXCMx4b8PLyQs+ePbX7GjdujP79+5uELfR6PZ4+fYrNmzfjzJkzePXqFbJkyYLy5cvjhx9+QIYMGWJ/Y4iIvhKDFkRERERESVBkIQtFUbB+/Xo0a9YswjIqdRDk7du36Nq1K7Zu3YqUKVOia9euGD9+PKysrEwGT/z9/aEoCmxtbbXbWEaWiIiIiIgo9hlf3G7atCm8vb3/U9jin3/+QdmyZfHhwwf8/PPPGDZsWJysPyV+O3bsQNWqVWFraxshbGE8NvDbb7+hR48eAIAmTZpgy5YtAIBGjRphwIABJmEL48cbDIZIAxxERAkBRz+JiIiIiJIgdRBt2rRpWshi165d0YYsAMDMzAwGgwGpU6eGl5cX8uTJgw8fPmD79u149+6dVvlCZWdnp4Us1Aw3QxZERERERESxz9zcHGFhYQCAzZs3o3HjxggKCsKGDRuwYMECXLx4EcDn88Oo5tzq9XrkzZsXlSpVAsDzOfp6a9euRYMGDVCqVCkEBgaa7I9RhSxWrlyJTZs2YdKkSQCArVu3YtasWTh16pT2vHq9Xvu3Wg2Dc8aJKCHiNyYRERERURJ15MgRjBgxAgDg4eGBWrVqAfjc9zS62Uw6nQ56vR6Ojo7w8vKCk5MT7t27hyVLlgBAlI9lWVkiIiIiIqK4FVnYIjg4GBs3bvyqsIWZmRkCAgLg4+Oj/Uz0JR8+fMCpU6dga2uLv//+GxUrVtTCFsHBwVGGLNQ2psOGDYsybGFmZgYRgU6n08YZON5ARAkRgxZERERERElU+vTp0atXLzg7O+P27dsoUaIEPn36BCsrK20gLirqwIa7uztcXFwAQBt44wAHERERERFRwhFVZQs1bHHp0iUAEcMW6mN8fX3x4sUL5MiRAzVr1oz7DaBEJ2XKlBgwYAB69OgBR0dHXLhwARUrVsTHjx9hZWUFIOqQhcFggJmZGUaOHBkhbHHmzBkAHHcgosSBQQsiIiIioiQqV65c6N+/P1q1aqUNfFSpUiVCSc+oKIqCDBkyoGDBggCAx48fw2AwmJTxJCIiIiIiovgXXdhi/vz5OHfuHIDP53l6vR5hYWEwNzcHAPTs2ROPHz9GmTJl4O7uHl+bQImMh4cHunfvjjZt2mhjDlWrVgUA/P7771GGLIzb04QPW4wfP17bV4mIEjoGLYiIiIiIkrDs2bOjV69eJgMfxiU9owtbqIEKdcZTkSJFoNPpWEqWiIiIiIgoAYoqbLFhwwb8/PPP2LFjB4DPFQzNzc0RGBiIRo0aYd++fciTJw9+/vln2NraRtpihCgyOXLkiDDmkDVrVrRt2xYAsGzZsihDFqqRI0fi559/BgAcPHgQrq6ucbcBRETfQRF+YxIRERERJXl3797FwoULsXbtWvj5+aFYsWI4evQobGxsTGYyhffixQuUKlUKT548wdKlS9GpU6c4XnMiIiIiIiL6FqGhobCwsAAAtGzZEhs3boSZmRmsrKzQuXNnZM2aFX5+fti5cyeuXr2KHDly4PDhw8iYMSP0ej3D9fTN1DGH1atX4+3btwA+tw7p0qULwsLCYGZm9sV2IDNnzkS1atWQL1++uFhlIqLvxqAFEREREVEy8S1hC3Vwbdu2bWjTpg1KlSqFffv2RRnIICIiIiIiovgjItqF7PDnd/3798e2bdvw9OlTk8fY2dmhXLlyWLp0KTJkyMCQBX2Xu3fvYsGCBVi5ciU+fPiA0qVL48CBA7C1tY12ggcRUWLFoAURERERUTLyNWELdXAtKCgIZcuWxdWrVzF79mz06NEDOp3ui7NQiIiIiIiIKO4YhyyOHj2Kw4cPo3///nB0dNSW2bdvH86fP49t27bB2toaefLkQY0aNVCtWjU4ODgwZEExIvyYQ9GiRXHs2LEvVtMkIkqMGLQgIiIiIkpmogtbBAYGwsbGBiKCunXrYs+ePWjQoAGWL18OBweH+F51IiIiIiIiMmIcsti/fz/q1auH0NBQ7Nu3D9WrV48QoAgODoalpaVJgN5gMECn08X5ulPS9F9blxIRJTb85iQiIiIiSmZy5MiBXr16oU2bNnB0dMSFCxdQsWJFfPjwATY2NggJCUGrVq2wZ88eFChQAAsXLoSDgwMMBkN8rzoREREREVGyERYWpv1bPR8znjsbPmTRtGlThIaGYsSIEahevToARKhSYWFhEeE5GbKgmBTVmENgYCDMzc1N9msiosSM355ERERERMlQZAMfNWvWhL+/P7p164aNGzciU6ZM2LlzJ9KlSwe9Xs/BNyIiIiIiojikzvzv06cPVqxYAb1eD0VRtLCFGrI4cOAAmjZtik+fPmHMmDGYPHkyAEQaljduB8lzPIotDFsQUXLA1iFERERERMlY+JKe6dKlw8uXL+Hm5oaTJ0/Czc2NvXqJiIiIiIjimFqtolu3bli6dCmKFi2KAQMGoFmzZjAzM9PuP3v2LEqXLg0AGDNmDCZMmAAAPI+jBCH8mEP27Nlx9epV2NjYxPeqERF9N8YViYiIiIiSMeNZJs7Oznj58iUyZcrEkAUREREREVE80Ov1AP5XraJ69eooWrQoLl68iDlz5mDjxo1aZQsAKFiwINzc3NCvXz+GLCjBUccc2rdvDwC4d+8eXr58Gc9rRUQUM1jRgoiIiIiIcO/ePfz88884e/Ys9u7di0yZMnFwjoiIiIiIKA6FhYVp7ULmz5+PkydP4uPHjzh58iT8/f1hMBhQunRp9OrVC82bN9fO14zP3XgeRwnRrVu3sGbNGrRv3x4eHh7xvTpERDGCQQsiIiIiIgIAPHz4EKlTp4aDg4PJAB8RERERERHFLoPBAJ3ucxHypk2bwtvbG5aWlqhduzb0ej0CAgJw+PBhAEDx4sXRr18/rY2IGq4wfg6ihCY0NBQWFhbxvRpERDGGQQsiIiIiIjKh9volIiIiIiKiuNWuXTusXbsWuXPnxs6dO5E1a1YAn6tdbNmyBQMHDsTLly9RtGhR9O/fX6tswfM4IiKiuMWgBRERERERERERERERUTw7cOAAmjVrBgsLC5w+fRo5cuRASEgILC0ttSDF4cOH0bdvX9y8eRMlS5ZEnz59GLYgIiKKB6wFTEREREREREREREREFM/u3LmDDx8+oFatWsiRIwfCwsJgaWlpskyVKlUwY8YMNGzYEGfPnoWiKBARtGjRgmELIiKiOMRmXURERERERERERERERPHs2bNnAIDQ0FAYDAaYmZlp96mBCgCoWbMmpk6dCgA4c+YM5syZg61bt8JgMDBkQUREFEcYtCAiIiIiIiIiIiIiIoonaoDC1dUVAODn54eQkBAoigKDwaAtZ/xzuXLlkCZNGjg4OODixYuYO3cujh8/HvcrT0RElEwxaEFERERERERERERERBRP1CoUVapUgY2NDa5cuYIxY8YAAHQ6nUnYQqf7fFknXbp0MDMzQ5UqVVCwYEGcOnUKK1eu1EIbREREFLsYtCAiIiIiIiIiIiIiIoplkYUg1NsMBgNy586Nnj17wtLS8v/au/dgKQv6j+Of3T3A8V4nlHAUCSdSqIiAqRxR+3lJKwsInRrUFMcoR7w1lme6qGOJBaOAkGUqKiqTngRtUKmx8m6AKJSXHBXTiS504yYc2MvvD+ZsHCBbKzgCr9c/7J59nt3n4Z/DDO/9fjNr1qxce+21STbGFeVyOUnqf/71r3/N3//+93z2s5/N1VdfnSS55ZZbMmPGjO1xKwCwyxNaAAAAAAAAbEOVSqU+uaK9vT1//etfO/2sWCymUCjkU5/6VN7//vdn2bJlmTp1aqZMmZIkaWpq6vRna2tryuVy9ttvvxx55JG58MILkySPPPJIkq1HHQDA/47QAgAAAAAAYBspl8splUpJkksvvTSjRo3KEUcckWOPPTY/+tGP8sorr9SPPeKII9La2pr3vOc9+e1vf5vW1taMGTMmjzzySBYuXJhHH300xx9/fO69994cddRRGThwYJJk//33T5K88MIL9akXAMC209TVFwAAAAAAALAzqlar9SkUo0aNypw5c+qvPffcc3nmmWdy+OGH55vf/GYGDRqUJBk5cmSampoybdq0PProo5k1a1bmzZuXVatWpbm5OatWrUr//v0zc+bMtLS0JElWrFiRJDnooIPqnwcAbDt+2wIAAAAAAGwDxeLGweJf/OIXM2fOnBx44IEZP358WlpaMnv27CxYsCCzZ8/On//850yePDlDhgxJkpx44onp27dvFixYkO985ztZu3Zt/va3v2XgwIEZOHBgvvvd76Z3795JNq4leeCBB9LU1JSPfvSjSTauDulYSwIA/O8VahZ1AQAAAAAA/M9Uq9V6ZPHss8/msMMOyzve8Y78/Oc/z0EHHZQkWbNmTWbMmJHvf//7efbZZ/ORj3wkU6dOrccWHf7yl79k7dq1ee2113LooYemR48e2X333euvn3766bnlllsybNiwzJkzpx5gAADbjtACAAAAAADgP7T59IhyuVxf37Fs2bIsWbIkI0aMyNy5c3P00UenUqmkUCikWCxm3bp1ufXWWzNlypQ888wznWKLWq2WarWaUqm0xeds2LAhq1evzllnnZW77rorvXr1yoMPPpj+/ftv/78AANgFWR0CAAAAAADwJnWED4VCodMEi47I4vjjj89ee+2V3r17Z4899kjfvn2TpFM40dzcnFNOOSVJMmXKlDz++OM599xz67FFx7FJ6pHFn//851xyySX51a9+laeffjoDBgzIXXfdJbIAgO2o2NUXAAAAAAAAsCNpb2/PGWeckZkzZyZJPbLo8KMf/Sg//elPM3fu3MydOzdve9vb6is9qtVqko3hxKaxxXnnnZeBAwfWY4tFixZt9bN79uyZ5cuX5/nnn89pp52WuXPniiwAYDuzOgQAAAAAAKBBtVotY8eOzc0335whQ4bkkksuySc/+cktjps4cWImTZqU5cuXJ0muv/76jB07tv4eHRMqOh5vvkbkPe95T+644468733v2+p1LFiwIP37988+++yzje4UAPhXTLQAAAAAAABoUKFQyLHHHpthw4bl97//fbp3797p9fXr1ydJLrroopx//vn1SRa33XZbfvWrX9Xfo+N7sJtPtrjgggvyzne+M3//+9+z3377bfH5HecNGzZMZAEAXcRECwAAAAAAgAZsOonivvvuS6lUynHHHZckeeihh3LEEUckSTZs2JBu3bolSa688spMnDgxq1atysknn5zzzz8/Q4cO3eL9Oh6vXbs2c+bMyVFHHZXevXunWq1usZoEAOhaQgsAAAAAAIAGbRpHdDjmmGPywgsv5Oqrr85nPvOZJJ1ji+9+97uZMGFC1qxZk5NOOikXXHDBG8YWHSqVSkql0va4LQDgTWjq6gsAAAAAAADYUWweWTz88MN58cUX84c//CFXXnllarVaRo8enW7dutVji6985StJkgkTJuTOO+9MoVCoT7boWB1SKBS2eG+RBQC8NZk1BQA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            "text/plain": [
              "<Figure size 2400x900 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>sex</th>\n",
              "      <th>occupation</th>\n",
              "      <th>Female</th>\n",
              "      <th>Male</th>\n",
              "      <th>Total</th>\n",
              "      <th>Percent Male</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Armed-Forces</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>100.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Craft-repair</td>\n",
              "      <td>208.0</td>\n",
              "      <td>3543.0</td>\n",
              "      <td>3751.0</td>\n",
              "      <td>94.454812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Transport-moving</td>\n",
              "      <td>84.0</td>\n",
              "      <td>1389.0</td>\n",
              "      <td>1473.0</td>\n",
              "      <td>94.297352</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Farming-fishing</td>\n",
              "      <td>61.0</td>\n",
              "      <td>863.0</td>\n",
              "      <td>924.0</td>\n",
              "      <td>93.398268</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Handlers-cleaners</td>\n",
              "      <td>148.0</td>\n",
              "      <td>1106.0</td>\n",
              "      <td>1254.0</td>\n",
              "      <td>88.197767</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Protective-serv</td>\n",
              "      <td>70.0</td>\n",
              "      <td>523.0</td>\n",
              "      <td>593.0</td>\n",
              "      <td>88.195616</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Machine-op-inspct</td>\n",
              "      <td>491.0</td>\n",
              "      <td>1333.0</td>\n",
              "      <td>1824.0</td>\n",
              "      <td>73.081140</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Exec-managerial</td>\n",
              "      <td>1077.0</td>\n",
              "      <td>2680.0</td>\n",
              "      <td>3757.0</td>\n",
              "      <td>71.333511</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Sales</td>\n",
              "      <td>1179.0</td>\n",
              "      <td>2205.0</td>\n",
              "      <td>3384.0</td>\n",
              "      <td>65.159574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Prof-specialty</td>\n",
              "      <td>1390.0</td>\n",
              "      <td>2405.0</td>\n",
              "      <td>3795.0</td>\n",
              "      <td>63.372859</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Tech-support</td>\n",
              "      <td>320.0</td>\n",
              "      <td>539.0</td>\n",
              "      <td>859.0</td>\n",
              "      <td>62.747381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>?</td>\n",
              "      <td>784.0</td>\n",
              "      <td>926.0</td>\n",
              "      <td>1710.0</td>\n",
              "      <td>54.152047</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Other-service</td>\n",
              "      <td>1664.0</td>\n",
              "      <td>1370.0</td>\n",
              "      <td>3034.0</td>\n",
              "      <td>45.154911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Adm-clerical</td>\n",
              "      <td>2354.0</td>\n",
              "      <td>1145.0</td>\n",
              "      <td>3499.0</td>\n",
              "      <td>32.723635</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Priv-house-serv</td>\n",
              "      <td>127.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>134.0</td>\n",
              "      <td>5.223881</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "sex         occupation  Female    Male   Total  Percent Male\n",
              "0         Armed-Forces     NaN     9.0     9.0    100.000000\n",
              "1         Craft-repair   208.0  3543.0  3751.0     94.454812\n",
              "2     Transport-moving    84.0  1389.0  1473.0     94.297352\n",
              "3      Farming-fishing    61.0   863.0   924.0     93.398268\n",
              "4    Handlers-cleaners   148.0  1106.0  1254.0     88.197767\n",
              "5      Protective-serv    70.0   523.0   593.0     88.195616\n",
              "6    Machine-op-inspct   491.0  1333.0  1824.0     73.081140\n",
              "7      Exec-managerial  1077.0  2680.0  3757.0     71.333511\n",
              "8                Sales  1179.0  2205.0  3384.0     65.159574\n",
              "9       Prof-specialty  1390.0  2405.0  3795.0     63.372859\n",
              "10        Tech-support   320.0   539.0   859.0     62.747381\n",
              "11                   ?   784.0   926.0  1710.0     54.152047\n",
              "12       Other-service  1664.0  1370.0  3034.0     45.154911\n",
              "13        Adm-clerical  2354.0  1145.0  3499.0     32.723635\n",
              "14     Priv-house-serv   127.0     7.0   134.0      5.223881"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Importing necessary libraries\n",
        "import pandas as pd  # for tabular dataframe\n",
        "import numpy as np  # for numerical computation\n",
        "import matplotlib.pyplot as plt  # for visualization\n",
        "%matplotlib inline\n",
        "\n",
        "# Loading The Dataset\n",
        "data = pd.read_csv('adult.csv')\n",
        "\n",
        "# Display the first row of the dataset\n",
        "data.head(1)\n",
        "\n",
        "# Add the feature names to a list\n",
        "names = ['age', 'workclass', 'fnlwgt', 'education', 'education-num',\n",
        "         'marital-status', 'occupation', 'relationship',\n",
        "         'race', 'sex', 'capital-gain', 'capital-loss', 'hours-per-week',\n",
        "         'native-country', 'class-label']\n",
        "\n",
        "# Load the dataset again with column names\n",
        "data = pd.read_csv('adult.csv', names=names)\n",
        "\n",
        "# Display the first two rows\n",
        "data.head(2)\n",
        "\n",
        "# Display the first 10 rows\n",
        "data.head(10)\n",
        "\n",
        "# Display the last two rows\n",
        "data.tail(2)\n",
        "\n",
        "# Print the shape of the dataset\n",
        "print(f'data shape: {data.shape}')\n",
        "\n",
        "# Generating a unique dataset for this task (replace 448 with last three digits of student number)\n",
        "data = data.sample(n=30000, random_state=236)\n",
        "\n",
        "# Check the new shape of the dataset\n",
        "data.shape\n",
        "\n",
        "# Generate summary statistics\n",
        "data.describe().T\n",
        "\n",
        "# Count the occurrences of education-num values\n",
        "data['education-num'].value_counts()\n",
        "\n",
        "# Count the occurrences of education values\n",
        "data['education'].value_counts()\n",
        "\n",
        "# Drop the fnlwgt column\n",
        "data = data.drop('fnlwgt', axis=1)\n",
        "\n",
        "# Verify the shape after dropping a column\n",
        "data.shape\n",
        "\n",
        "# Generate descriptive statistics including all columns\n",
        "data.describe(include='all').T\n",
        "\n",
        "# Count the occurrences of education values\n",
        "data['education'].value_counts()\n",
        "\n",
        "# Count the occurrences of age values\n",
        "data['age'].value_counts()\n",
        "\n",
        "# Boxplot for age\n",
        "data.boxplot(column='age')\n",
        "plt.show()\n",
        "\n",
        "# Histogram of age distribution\n",
        "data['age'].hist(bins=100)\n",
        "plt.show()\n",
        "\n",
        "# Compare mean and median age\n",
        "data.age.mean() > data.age.median()\n",
        "\n",
        "# Count occurrences of each sex category\n",
        "data['sex'].value_counts()\n",
        "\n",
        "# Display column names\n",
        "data.columns\n",
        "\n",
        "# Display column names again\n",
        "data.keys()\n",
        "\n",
        "# Count occurrences of workclass values\n",
        "data['workclass'].value_counts()\n",
        "\n",
        "# Count the number of males and females in the dataset\n",
        "num_males = data.sex.value_counts()[0]\n",
        "num_females = data.sex.value_counts()[1]\n",
        "print(f'\\nThere are {num_males} males and {num_females} females in the dataset.')\n",
        "\n",
        "# Apply groupby function to calculate the mean age of each sex\n",
        "mean_age_sex = data.age.groupby(data.sex).mean()\n",
        "display(mean_age_sex.to_frame())\n",
        "\n",
        "# Calculate the mean age for each sex and education category\n",
        "data.age.groupby([data.sex, data.education]).mean()\n",
        "\n",
        "# Calculate average capital-gain for each sex and occupation category\n",
        "average_capital_gain = data.groupby(['sex', 'occupation'])['capital-gain'].mean().unstack()\n",
        "average_capital_gain.round(2)\n",
        "\n",
        "# Extract specific columns\n",
        "extracted_data = data[['occupation', 'sex', 'capital-gain']]\n",
        "mean_capital_gain = extracted_data.groupby(['occupation', 'sex'])['capital-gain'].mean().unstack()\n",
        "mean_capital_gain.columns = ['mean_capital-gain_Female', 'mean_capital-gain_Male']\n",
        "mean_capital_gain.reset_index(inplace=True)\n",
        "mean_capital_gain['Total'] = mean_capital_gain['mean_capital-gain_Female'] + mean_capital_gain['mean_capital-gain_Male']\n",
        "mean_capital_gain.round(2)\n",
        "\n",
        "# Filter the DataFrame for Male and Female records\n",
        "male_data = data[data['sex'] == 'Male']\n",
        "female_data = data[data['sex'] == 'Female']\n",
        "\n",
        "# Group by marital-status and calculate the sum of capital-gain for Male and Female\n",
        "male_grouped = male_data.groupby('marital-status')['capital-gain'].sum().reset_index()\n",
        "female_grouped = female_data.groupby('marital-status')['capital-gain'].sum().reset_index()\n",
        "\n",
        "# Rename the capital-gain columns\n",
        "male_grouped.rename(columns={'capital-gain': 'capital-gain Male'}, inplace=True)\n",
        "female_grouped.rename(columns={'capital-gain': 'capital-gain Female'}, inplace=True)\n",
        "\n",
        "# Merge the Male and Female DataFrames\n",
        "merged_data = pd.merge(male_grouped, female_grouped, on='marital-status')\n",
        "display(merged_data)\n",
        "\n",
        "# Find maximum age across different races\n",
        "data.age.groupby(data.race).max()\n",
        "\n",
        "# Check if minimum and maximum age by sex are the same\n",
        "age_range = data.groupby('sex')['age'].agg(['min', 'max'])\n",
        "display(age_range)\n",
        "is_min_same = age_range['min'].nunique() == 1\n",
        "is_max_same = age_range['max'].nunique() == 1\n",
        "\n",
        "# Histogram of age distribution\n",
        "data.age.hist(bins=100)\n",
        "plt.xlabel('Age')\n",
        "plt.ylabel('Count')\n",
        "plt.show()\n",
        "\n",
        "# Boxplot for age\n",
        "data.boxplot(column='age')\n",
        "plt.show()\n",
        "\n",
        "# Histogram for capital-gain\n",
        "data['capital-gain'].hist(bins=100)\n",
        "plt.xlabel('capital-gain')\n",
        "plt.ylabel('Count')\n",
        "plt.show()\n",
        "\n",
        "# Boxplot for capital-gain\n",
        "data.boxplot(column='capital-gain')\n",
        "plt.show()\n",
        "\n",
        "# Boxplot of age by education\n",
        "data.boxplot(column='age', by='education', grid=False, rot=45, fontsize=10, figsize=(8, 5))\n",
        "plt.show()\n",
        "\n",
        "# Boxplot of capital-gain by education\n",
        "data.boxplot(column='capital-gain', by='education', grid=False, rot=45, fontsize=10, figsize=(8, 5))\n",
        "plt.show()\n",
        "\n",
        "# Check for null values\n",
        "data.apply(lambda x: sum(x.isnull()), axis=0)\n",
        "\n",
        "# Apply Label Encoding to categorical variables\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "columns = list(data.select_dtypes(exclude=['int64']))\n",
        "le = LabelEncoder()\n",
        "for i in columns:\n",
        "    data[i] = le.fit_transform(data[i])\n",
        "\n",
        "# Reload dataset and clean whitespace in categorical columns\n",
        "data = pd.read_csv('adult.csv', names=names)\n",
        "data = data.sample(n=30000, random_state=236)\n",
        "data.occupation = data.occupation.str.strip()\n",
        "data.sex = data.sex.str.strip()\n",
        "\n",
        "# Count migrants (excluding US natives)\n",
        "df = data[data['native-country'] != 'United-States']\n",
        "country_counts = df['native-country'].value_counts().sort_values(ascending=False)\n",
        "fig, ax = plt.subplots(figsize=(8, 3), dpi=300)\n",
        "bars = ax.bar(country_counts.index, country_counts.values)\n",
        "plt.xticks(rotation=45, ha='right', fontsize=6)\n",
        "plt.ylabel('Number of non-US natives')\n",
        "plt.title('Migrants by Native Country')\n",
        "plt.show()\n",
        "\n",
        "# Identify occupation with more males than females\n",
        "occupation_counts = data.groupby(['occupation', 'sex']).size().unstack()\n",
        "occupation_counts['Total'] = occupation_counts.sum(axis=1)\n",
        "occupation_counts['Percent Male'] = (occupation_counts['Male'] / occupation_counts['Total']) * 100\n",
        "occupation_counts = occupation_counts.sort_values('Percent Male', ascending=False)\n",
        "occupation_counts.reset_index(inplace=True)\n",
        "display(occupation_counts)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ba59715f-83a2-4150-b738-b31884aaf441",
      "metadata": {
        "id": "ba59715f-83a2-4150-b738-b31884aaf441"
      },
      "outputs": [],
      "source": []
    }
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