RAG_Gemini-pro.ipynb

{
 "cells": [
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    "colab": {
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    "id": "4P5Pjo3nNVFY",
    "outputId": "62882e1d-ccfc-4e9a-f2f6-5becb852a315"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "pip install haystack-ai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Oyn9Q663NfGu",
    "outputId": "d000ea20-803f-4937-c85f-bdc4a2b9f1da"
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   "outputs": [
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     ]
    }
   ],
   "source": [
    "pip install chroma-haystack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Idzy_s-6d8r-",
    "outputId": "a007ebb2-8046-4559-83b0-eccb925df86c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers>=2.2.0) (2024.2.2)\n",
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     ]
    }
   ],
   "source": [
    "%pip install \"sentence-transformers>=2.2.0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Bq0M6G_Qr0C8",
    "outputId": "3fea1ca7-23ab-4690-deba-6a9355679a99"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pypdf in /usr/local/lib/python3.10/dist-packages (4.1.0)\n"
     ]
    }
   ],
   "source": [
    "pip install pypdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Iz6KFS-lr1qf",
    "outputId": "e248c984-fa2c-45ad-dff8-a08f86de50b8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->openai>=1.1.0->haystack-ai->google-ai-haystack) (1.0.4)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai>=1.1.0->haystack-ai->google-ai-haystack) (0.14.0)\n",
      "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth->google-generativeai>=0.3.1->google-ai-haystack) (0.5.1)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1.9.0->openai>=1.1.0->haystack-ai->google-ai-haystack) (0.6.0)\n",
      "Requirement already satisfied: pydantic-core==2.16.3 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1.9.0->openai>=1.1.0->haystack-ai->google-ai-haystack) (2.16.3)\n"
     ]
    }
   ],
   "source": [
    "pip install google-ai-haystack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "mq0cUm95NzC1",
    "outputId": "f1177c19-0155-4767-8458-da7547ad57fa"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+ytraWtnY2KjWrVur2NhYdebMGWVubq5MTEyUlZWVatGihVJKqSVLlihbW1s1evRo5ezsrJycnNSGDRtud18MA7169VJvvPGGKi4uVklJSSosLEy98soratWqVcrc3FwVFRVp806dOlW5ubmpxMTECuujlFL79u1ToaGhytLSUjk4OKiJEycqpZT68ccflZmZmSosLCxXh4qOnZycHKXT6dTUqVNVcHCw8vb2Vkopdf36dTVp0iTl7u6uzM3NVUhIiHZsKKXUF198oXx8fJS5ublycXFRH3zwgVJKqSFDhqhXXnlFderUSVlbWysPDw+1bNky1atXr3LHWKnu3burF198sVzZgAEDJlT251ZUc6XB7ODgoBYvXlzuQ1NUVKTc3d21cO3Xr5/q2bOnSk1NVX/++ac6ffq0UkqpX375RVlbWxt8kGNiYhSgDh06pJVt2LBBmZiYqCtXrmhlhYWFytLSUi1fvlwppVRISIhq0aKFioiIUGlpacrHx0eNHj1aKaVUQkKCArTtrlu3TtWpU0f9+uuvKi8vT3388cfKxsZGXb16VW3evFmZmpqq2bNnq0uXLqmFCxcqQKWnpyullBowYIDq1auXwYfazc1NxcXFqfj4+NI7r6mrV6+qGjVqqIMHDxq0S61atVS7du3UxYsXDd7Pzaxbt07VrVtXFRUVqdzcXLVx40Zlb2+v3n//fXX+/Hnl6uqq3n33XXXlyhXt+YGlIT5x4kTVs2dPg/WNHTtW2dvbq/Xr16vs7Gz18ssvq6CgoNvWoyxXV1cFKJ1OpwAVFham8vPzVUREhAK0L5vr168rR0dH9cknn9y0Pnv37lXm5uZq+vTpKiMjQ+3Zs0fbV8nJycrGxka98sor6urVqwbLVXTs7N+/XwFq5MiRqqCgQGvfZ599VgUGBqpDhw6p7Oxs9eyzz6ohQ4YopZSaMWOG8vT0VIcOHVKFhYVq0KBBatCgQUoppfr3769cXFzU3r17VXp6ugoODlYuLi7q0KFDKiUlRbm7u6u33367XNvMmDGjXNmYMWPerOzPrajmlFLdzpw5owCD4CmVlZWlABUeHq6UUuq5555TzZs3V2fOnDGY75///Kf2wNFSP/74o9LpdAYfxKlTp6qAgACD+fR6vQLU0aNHlVJK2dnZGfSIu3btqsaMGaNUSe/Y1tZWqZJAd3NzUwsXLtTmTUxMVIDS6/Vq3rx5KiQkxCA4AJWRkaGUUqpx48barTaVUmrBggXKxsamXG/+r7/+Uubm5ur69eta2fHjxxWgIiIiyrXZzUyaNEkBytTUVAGqXr166qOPPlIFBQXqzTffVE888YQ27/bt25W9vb32unPnzuqf//ynwfrCwsLUW2+9pb1euHCh8vX1veP6XLhwQQHqyJEj6tq1a2rNmjWqZs2aasGCBSovL0+Zmpqq7du3K6WU+vbbb5WlpaW6ePHiTevTrl079fTTTytV8utj3rx5yt7eXmu38PBw5e3trRo1amTwq6GiY2fp0qWqXr16Kj8/Xyv75ZdfFKD279+vVMm+bty4sZo7d65KSkpSNWvWVL/88os2f5s2bbRjo23btmr69OnatI4dO6rJkycbvJ40aZL2+tKlSwow+AVSWrZgwYKBlf25rWpkjPkeREREYGpqSpMmTcpNi4qKwtTUlMaNGwOwZMkSfH198fPzY86cOdp8Bw4coE2bNgbLRkdH4+XlRa1atbSyo0ePVji+bGZmRuPGjUlKSuLy5cs0bdpUm56QkEBAQIBWn9JxzaioKM6ePUuXLl20edPT0wGoV68ekZGR5dZTv3597O3tKSgo4Pjx4wQGBmrT33rrLcaNG0eXLl146aWXtKd9HDhwgODgYMzM/v8TmPR6PQ4ODjRr1uyO2zk8PJwJEyaQlJTE+fPnuXDhAlOnTsXU1JQ1a9YYjO3u37+fVq1aQcnY9eHDh8u1r16vN3h/cXFxWjvdiaNHj2r71tLSkgEDBtC1a1f27NmDubk53t7exMfHA7Bw4UJefvllHBwcKqzP9evX2b9/P+Hh4dja2mJra8u6dev45ZdftHZr0aIFERERNGjQgD59+mgneis6dvR6PU8++SQ1a9bUyv7880+sra3p2rUrtWvXpmXLlvTu3Zv/+Z//Yf369Tg7O9OtWzetPhEREbRu3RqlVLm2ioqKMth3sbGxFY7fV1TWokWLS3fcyAIkmO9NREQEjRo1wsLCoty0yMhIfHx8tGn16tXjxx9/5IsvvuC9997j4sWLABw8eLBc4Or1eoPgo0w4lrV161Y6dOiAmZkZkZGR2NnZ4eHhASUPOE1KStK+NCIjI7X/L334qbOzs7aun376iZYtW1K/fn2DeSk56Vj6Oj4+noKCAoP6mZqaMn36dMLDw1m7di1btmyBkuC48b1FRUVV+EV2K0ePHiUoKAhXV1eDNrh06RKXLl3C29tbK9u0aRMtW7YEICYmhpycHIM6ZGRkcP78+XJhU/b17URERODr64u5uTn899cTqamp2NvbAxAYGEh8fDx79uzhyJEjjB079qb1KbV69WrOnj3L5cuX2bt3r/YeSllbWzNlyhRiYmJueezcrH2Dg4PJzMwkKSmJjIwMPvnkE0xMTDh16pRB++3YsYOCggKCg4M5deoUV65c0YL4zJkzXLp0SWur1NRULl68aNB20dHR1KpVCy8vr3Jl7dq1u7un6goJ5nsRERGBp6cncXFx2t/Jkyfhhg9IbGwsq1at4uLFi6SmplK3bl1q165NYWEhmZmZREZGkpqayqVL/+1QVBTM3t7erF69mi1btnD48GHef/99fvrpJyZOnAg3BC8lYUqZnkvZ+gQEBGBubs7KlSspKChg69atfPXVV3z66acUFRURExNj8GErG8x6vR4TExOth3n9+nU+++wzUlNTOXv2LMXFxdoH/cKFC5w4cYJz586RkpKiLV+2nikpKTg6OrJ8+fIK2zg5OZkLFy5ovzzKsrOzw8bGRuudzp8/n6NHj2JjY6Ntn5Ie9/Hjx7UeoImJiUGP7sZeYdu2bXnttdduut+PHj1KgwYNuHDhAgcOHOCll14iJiaG4cOHQ0kP9/fff2fmzJl06dJF25cV1cfc3JzmzZszf/58Ll26xIULF9i/f7+2rS+++ILdu3ezb98+Zs+ejaenJ/Xq1bvlsXNjMLdt25YDBw6wdetWiouL2bVrl/arxt3dnaSkJPLy8jh//jzvvfceNWvWxNzcXPuy9/T0hJJjzNLSUrsMLjIyEnNzc/z9/Q3aMiAgwOAqpdKy212dI8R9U0p1K73Soexfu3btlFJKPfHEE9pY4nfffadcXV1VrVq11BNPPKGN9amSE1FmZmbKzs5OHTx4UBujXLVqlcHY4ZkzZ9Szzz6r7OzsVO3atVVoaKj6/ffftekDBgwwuDrk888/V+7u7kqVPLbJ1NRU/fXXX9r01atXq4YNG2qPStq5c6dSZU48nj9/XpvXwcFBff3110oppT744APl4+OjTYuIiFCNGzfWztB/++232rTvv/9e2djYKEtLS23MMiAgwOBkaV5engoODjYYtyxrw4YN5cbby1q9erVyc3NTvr6+qkuXLqp9+/bqlVdeUUopde3aNdW+fXtVo0YN5ezsrIqLi9WiRYsM6l96niAuLk4rGzlypGrfvn2F21NKKX9/fwWomjVrKjc3N/XCCy8YnGc4efKkcnBwUIDB47Eqqo9SSh07dky1adNGWVpaKldXV23fX7p0SXXo0EHZ2toqOzs71aNHD6XX67X13XjslI59x8fHl6vzxIkTlaOjo3bitXTbly9fVj169FAuLi6qcePGauTIkdrJy2nTpqkOHTpo65g5c6Zq2bKl9nr27NmqefPmBtsJCwtTr7766s3Knqjsz62o5kqvynjQSs/ql57QMzbPPfec6tOnzwNbX35+vnryyScNgrGyjRs3Tq1cufK+1vG///u/ysfHRwvAx4WTk5OaPXv2zcokmO+S/MYwEqX/eKN27dpcvnwZOzu7yq6SAb1ez9NPP01aWhr16tXD1NT0vtY3ffp0pk+fbvBzuDKtXbsWX19fBg8efE/L79+/n127dvH555/zzTff3NE//KkOLl68SGZmJmlpadowUUVlQjxUD6vHPHHiRG1Y5MbrQytbbm6uMjEx0eqXlZVV2VUyOu3bt1e+vr4GlyJWd8XFxcrGxkY7Ls6cOVNhmfSY797j8bX+ACmlOgIrK7sewtDly5edCwsLzezs7M7VqFEjv7LrIwz00+l04ZVdiapEgllUC2+88UY40AIIWbJkyZHKro8Q90MulxPVhY7/3rzn9rfbE8LISTCLakEppQMoGQsXokqTYBbVgu5xuQxCPBYkmEW1Ij1mUR1IMItqoXQoQ8aYRXUgwSyqhdKhDOkxi+pAglkIIYyMBLOoLmQoQ1QbEsyiWpDL5UR1IsEsqgW5XE5UJxLMolqRHrOoDqSXIaqc4cOHF+t0Ol3pM/DK0ul0lCnfpdPpuixZskSOc1GlSI9ZVDk6ne58yX/L/d1Q3gUorOz6CnG3JJhFVTQDuH67mUpuGyy3mxRVjgSzqHIKCwu/u10wlwxnKBMTk/95ZBUT4gGRYBZVzvLly3OAyUqpglvMpnQ63ZHFixfve4RVE+KBkGAWVVJWVtYS4GpFJwBLyoqVUlMqo25C3C8JZlElrV27Nl+n080BKuo1K+DQ0qVLt1dC1YS4bxLMosrKzc1dCFy9yeQPH3F1hHhgJJhFlbVy5cqrOp3uA6VUQemQRnFxsdLpdNFLly7dVdn1E+JeSTCLKi0rK+vfQCYlY8s6na64uLj4fyu7XkLcDwlmUaWtXbu2qGSsOVf9t9scsWzZsl8ru15C3A8JZlHlZWVl/QvINTEx0ZmYmPyzsusjxP265T0EFi9e/JyZmdngR1cdIYSo/oqLi0+//vrr79xseo3bLN+8bt26/VxdXR98zYQQ4jGUl5dHbGxsKnDPwUydOnVo0KDBA6+cEEI8jrKzs4mNjb3lPDLGLIQQRkaCWQghjIwEsxBCGBkJZiGEMDISzEIIYWQkmIUQwshIMAshhJGRYBZCCCMjwSxEiaysLLZs2VLZ1RBCglkIgJSUFBo3bszs2bMruypCSDALAXD9+nWuX7/lg7eFeGQkmMV9ycjIYMKECTRt2hRnZ2datWrFZ599RmFhIQAJCQm89NJLeHp64ubmRu/evTlw4IC2fFRUFPb29kyePJmBAwfi5eVFYGAg7777Llev/vepUb1798be3p4ffvhBW04pRYsWLbC3tycqKgqA9PR0xo4di6+vL87OznTu3JkNGzaU21b79u0ZMWIE3t7eODs7s3HjRlq2bAmAXq/H3t4ee3t7UlJStGU3bNjAU089hbOzM/7+/owdO5aLFy9q0xs0aIC9vT2ffPIJTZo0oX79+sydO/ehtr2oviSYxT3LzMykW7duLF26lOvXrxMcHMylS5f49ddfqVGjBmfOnKFHjx7s2LEDLy8vgoKC2LNnD3369OHIkSMG6/rqq684deoUffr0wdLSkq+//prJkycDMGzYMACDYP7zzz85ffo07dq1o0mTJmRlZdGjRw9WrVqFnZ0dwcHBxMXFMXToUL777juDbcXGxvL777/Tq1cvunTpQseOHenWrRsAdnZ29O3bl759+1KrVi0A/v3vfzN06FBOnDhBixYtsLKyYtWqVfTq1YsrV64YrHv+/Pk88cQTdOjQgRdffPEhtbyo7m57dzkhbmbu3LmcOnWK0NBQVq5ciaWlJbm5uaSnpwMwe/ZsLl26xGuvvcZnn30GwLx585gxYwaffPIJa9eu1dbl7e3Nn3/+Sa1atcjIyCAoKIgffviBzz77jF69euHi4sLu3bs5e/Ysbm5uWti+8cYbBnV57bXXmDt3LjqdjtjYWDp16sS0adMYNGiQti1TU1M2bdpEo0aNtLKZM2eyc+dO3N3d+frrr7XyCxcu8M9//hMbGxt+++03fHx8UEoxYsQI1q5bgs55AAAgAElEQVRdy8qVKxk5cqQ2/6xZs3jttdcearuL6k+CWdyz7du3A/D+++9jaWkJgKWlJR4eHlDSqwUYPny4tsygQYOYMWMG+/btM1hX3bp1tR6qg4MDHh4eHD9+nHPnzuHm5saQIUOYOXMma9as4dVXX2X79u24urryzDPPALBt2zYArly5wpQpU7T12tjYkJmZyalTp7SyRo0aGYTyrfz+++9cv34dJycnvv32W608JycHoFzPv2/fvne0XiFuRYJZ3LPz588D4OXlVeH0jIwMABwdHbWyunXrAnDt2rVbnmwzNzcHID8/H4BXX32VuXPn8sMPP1CzZk3y8/MZNmwYpqamBnUp2wsvq7Q3D2BtbX3X7zEpKYlFixZVuN6y7mbdQtyMBLO4Z3Z2duTl5ZGWloaDg0O56Q4ODqSmppKenk6dOnUASEtLg5IAKw3fO1GvXj169+7NunXrmDdvHpaWlrzyyivadFtbW/Ly8jhw4AC+vr4VriMzM/O22ykuLjZ4bWtrC8Dzzz/PsmXL7ri+QtwPOfkn7ln79u2hZHy3tPebn59PREQEAB06dAAwGAJYvHgxAB07drzr7ZUOiWRnZ/PCCy9oYQ/wxBNPADBnzhytl11QUFBuqOFmbGxsADh79qzWs87Pz9fWu337doN1RUZGcu3atbt+D0LcCQlmcc/effddrK2t2bhxI02aNKF79+4EBQXx8ssvU1hYyPjx47GysuKrr76ic+fOhIaG8uWXX2JhYcH7779/19tr1aoVzZo1A+DNN980mPbee+9hZWXFunXraNasGT169CAwMJBBgwaRl5d323XXq1cPLy8vsrOzad26NR06dGDNmjX4+/vz4osvkpubS/fu3encuTMdOnQgLCzM4AtHiAdJglncM39/f3bs2EGPHj24fv06kZGRWFtbM3DgQAoLC/H19WXLli107tyZEydOkJCQQMeOHdm0aRNNmjS5p22+/vrrdOjQgcaNGxuUN2rUiG3bttGtWzeuXbvG0aNHsba2pn///uWGJ25m6dKlNG3alPT0dM6dO6cNz3z++ed88MEHeHp6Eh0dTXJyMu3btycoKOie3oMQt6O71cTFixd/FBgYOPXGD4EQQoh7k52dzW+//Zb6+uuvu95sHukxCyGEkZFgFkIIIyPBLIQQRkaCWQghjIwEsxBCGBkJZiGEMDISzEIIYWQkmIUQwshIMAshhJGRYH5MffXVV3h4eFC/fn0CAgJ4+eWXiYuLu+1yr732Gi4uLjg7O9OsWTPeeecdsrOzAVi+fDleXl64ubnRtm1bJk2apN02E+Cjjz7SHttU9m/MmDEVlpf+nTx5ssK6KKUICQnB2dmZgIAAevfuzdatWx9cI1WitLQ0Bg8ebPB4K/H4kGB+TO3bt4+OHTvy999/s3LlSrKzs/nHP/5x2+X+/vtv3n77bf7++2/mzZvHjh07mDRpkrbOkJAQtm3bxjvvvMPOnTsJDQ3Vbrep1+t57rnn2L9/v8HfhAkTtP9/+eWX8fPzM5jesGHDCuty8uRJTp06xbJly1ixYoX2BbNgwYIH3FqP3u7duzly5Aiurjf9V7uiGpNgfkwdO3aMHj160KhRI1q2bMngwYM5c+YMo0aNol+/fgbzPvvsswwbNowzZ86QlZXFCy+8gK+vL2FhYYSFhaHX66EkeDt06EDTpk154YUX2LhxI5mZmXz//fdQ8jDUbt264efnZ/Dn5uam/X9aWhrNmzfXXtevX59x48bh7e2Nl5cXw4cP156zp9frqVWrFk8//TRt27Zl1qxZDB06lAULFlBUVERxcTHz5s2jadOmuLm50bNnTxISErT39ccff9ClSxetxx0fH096ejr29vYcPnxYm2/06NEMHjwYpRStWrViypQpdOjQARcXF8LCwlizZg2dOnXCxcWFPn36aA+RpeQ5he3bt8fZ2ZnmzZtrD4f95JNPGDlyJGPGjMHT0xNfX1/WrVsHwLp16xg9ejQZGRm4u7trX3zi8SHB/BjKysoiOTmZkJAQioqKOHbsGP/6179o2bIlTZs25fjx49q8er2evXv38uabbxIREYGDgwMNGjQgLy+P7du3s2XLFkJDQ8nNzeXEiRMGd41zdXXFx8eHpKQkzp07R3p6OuPHj8fd3R13d3fmz59frm56vV5bR35+Pv369eP69escPnyY3bt3c/DgQb766isouSdy48aNMTH5/4dxp06dyM7OJisri8mTJ7Nx40bWrVtHXFwctWvX5r333oOSR0YNGjSI559/nsjISLZs2YKHhwfR0dGYmJgQEBCgrTM6OpqgoCB0Oh2XL18mPDyc1atX88cffxATE8OqVav4/vvv+fnnn9m9ezd//fUXAIsWLWLChAlMnDiRhIQEhgwZwkcffQQlT3D57bff6NmzJ3q9nieffJJ58+YB8MILLxAcHMwHH3xAcnIyM2fOfODHgDBu8gSTx1Dpjew7duyITqejZs2a9OvXjylTphATE0NKSgrXrl2jVq1aLF68mJCQEFq1asWMGTPIyMjA0dGRoqIi6tatyxtvvMH48eOJiIigqKio3K0ws7KysLW1Ra/XY2lpye7du7VppY+ZKpWRkcG5c+e0dXz//fekpKSwfft2zMzMqFOnDu3btycmJgZKeuAVbU+n05GWlsaSJUv4+++/8fPzA6BXr15aME6ZMoWhQ4cyatQoKLkfM0BMTAwNGzbEysoKgKKiIhISEhg/fjy5ublkZmby4Ycf4u7uTn5+PkVFRYwfPx4XFxfq16+PiYkJlpaWXL58mU8++YR3332XZ555huzsbPR6vRb4iYmJDBw4kKeffhqAwMBA4uPjoeQG/1FRUUydOvWB7XNRtUgwP4aOHTtGq1at+P7778nLy8PJyUl7dl5xcTFKKRITE3FycuKnn37iiy++gJJAHzduHMOHD6dmzZpamFHS061Xr57B8/2io6NJTU2lZcuWREZG4ufnd9PxYkp6wIDWY961axft2rXDzMxMm+fixYt4enpq2ywNtlK//vorTZo0Yffu3Tg4OBAYGKhNy8jIoG7duqSnpxMTE1Nhjz02NtZgmePHj5OXl0dQUBCxsbEUFxdr94KOj4+nsLBQm//48eMUFxcTEBBAeHg4165d46uvvmLBggXk5+fTvXt3rS2jo6N59tlnte2cPHlS+wKJioqioKBAeyiAePzIUMZj6NixY/j7++Pg4ICrq6sWygBOTk7Url2bEydO8M0331CnTh169+4NJYEREBCAi4uLQShTEqplhzFyc3MZP348fn5+dO3aFb1ef9snU+v1elxcXLC3t4eS+9Y6OTlp0zMzM9m7dy9du3blwoULnD9/3mCbW7duZevWrYwePZrs7GyDLwmAzZs307VrV22M+sYHqQLExcUZDGMcOnQIa2trGjRoQExMDB4eHtpzAKOjo3F0dNTaIjo6GgcHB63OOp2OyMhIjh49SnJyMsuXL6du3brk5OSQnJxscLN/vV6vvQ4PD8fHx0frtYvHjwTzY+jYsWO3DMlmzZqxadMmVqxYwdChQ6lZsyYpKSmkp6fj7+9f4TJ6vZ66desSHR3N2rVr6dq1KykpKaxcuZIaNWoQGRl522COiooyCNomTZrw+++/k5aWRkZGBmPHjqVly5Z07dqVqKgobb59+/YxefJkhg4dyujRo+nfv782Vn748GHy8vKYO3cuZ8+e5a233sLd3Z169eoxe/ZsUlNTiYqK4uDBg1DyhVJ6id+xY8f49NNPady4MTqdjpiYGIPedHR09E1fN2nSBHNzc+bPn09xcTFxcXEkJiZCyXCJiYmJ1paFhYXEx8drwXzx4kUyMjJISkri9OnTt2wzUT1JMD9msrOzSUpKumnAAgwZMoStW7eSlZXFkCFDoCSkdDpdhU+gLi4uJiYmhh9//JGuXbuyYMECevbsye7du/H19SUnJ4fTp0/fcpvccOIP4J133sHPz482bdrQoUMH3Nzc+L//+z90Op0WzE8//TSvvvoqp06d4ocffmDatGla+YgRI3jppZcICAggIiKCrVu3Ur9+fWrUqMGKFSs4ffo0ISEhDB48mJycHADGjBnD+vXrCQoKYsGCBbi4uGhhe2Mwx8bGGvR6y06vV68e//rXv1i7di2BgYEMHTpUe0hsdHQ0Pj4+2lPCExISyM/P19bVt29fLCwsaN26Nf/85z9vu09F9SOPlhIVCg0NJSgoiM8//7yyqyJEtXInj5aSk39CU1xczG+//cb69euJjY3l66+/ruwqCfFYkqEMocnNzWXo0KGcOHGC1atX4+XlVdlVEuKxJD1mobGysiI5ObmyqyHEY096zEIIYWQkmIUQwshIMAshhJGRYBZCCCMjwSyEEEZGglkIIYyMBLMQQhgZCWYhhDAyEsxCCGFkJJiFEMLISDALIYSRkWAWQggjI8EshBBGRoJZCCGMjASzEEIYGQlmIYQwMhLMQghhZCSYhRDCyEgwCyGEkZFgFkIIIyPBLIQQRkaCWQghjIwEsxBCGBkJZiGEMDISzKJa6dChA59//nllV0OI+yLBLMrZsGEDXbt2xdXVlcaNGzNy5EguXLhwx8u/9957bN682aBs1qxZdOrU6SHU9v/Ly8sjISGBZs2a3XSe3r17M2nSpIdaD4C0tDQGDx5MSkrKQ9+WqH4kmIWB+fPnM2LECHr06MH27duZO3cuBw4cYNiwYXe0fGpqKsuWLSMgIMCgvFmzZnTr1u0h1fq/oqOjKSwsvGUwh4aG0rJly4daD4Ddu3dz5MgRXF1dH/q2RPUjwSw0R44c4eOPP2bOnDmMHz+epk2b0rNnT6ZMmcKePXvIzMxkzZo1hIWFMX78eHx9fQkICGDWrFkApKSkEBISgomJCZ07d6Zz584AjB07lpdeeonc3FxtW1u3bqVjx464uLjQpk0bduzYAcDFixcJCgri22+/pV27dri4uNC7d2+uXr0KwNWrV5k0aRL+/v64urrSqlUrrXd+7NgxGjRoQO3atSt8fyEhIUybNg0rKysAPvnkE0aOHMmYMWPw9PTE19eXdevWAZCQkEBAQABz5swhODiYBg0aMHToUK5cuQJA27ZtWbhwobbu77//Hi8vLwDWrVvH6NGjycjIwN3dXeuhr1ixgmbNmuHm5ka/fv0oLCwEYNSoUbRq1Yq8vLwHvEdFVSXBLDRfffUVPj4+DBo0yKDcxcUFgPT0dLKzszl16hTdunUjPDycCRMmMGvWLA4cOICrqyujRo0iLCyM5ORk/vjjDwAWLFigDYsAbNq0iTFjxjB9+nROnTrFwIEDefPNN7l27RoWFhakpqayb98+1q9fz/bt29m7dy+7du1CKcWrr75KXFwcf/75JydPnqSgoIBLly5BSTDfqrf8448/Amj1uHbtGr/99hs9e/ZEr9fz5JNPMm/ePACKioo4f/48tWrV4s8//2TNmjX89ttvLF68mOvXr3Py5EmCgoK0dUdHRxMYGAjACy+8QHBwMB988AHJycnMnDmT2NhYxo8fz2effcbRo0d5/fXXqVGjBgA2NjbY2dlhamr6APemqMokmIVmz5499OrVCxMTw8PizJkzADg6OpKSkkLnzp3p3r07tra2DBkyBBsbGxISEgA4fPgwISEhBsvn5OSQkpJC48aNKSoqYtKkSUyYMIFOnTphbm5Ov379yMnJ4cyZMyQmJqLT6ZgzZw7Ozs40bdqUmjVrYmJiws8//8zBgwf5+uuvcXZ2pqioiJSUFFq0aAElwdy8efObvr+4uDhsbGxwd3cHIDExkYEDB/L0009jY2NDYGCg9t5TUlKoX78+o0ePxs7OjjZt2vDEE0+QkJBAfHw8RUVFWhADxMTEaEFdUFBAVFSUQTuU9o5Pnz5N3bp16dmzpzZt1qxZ7Nq1i5o1a97zvhPViwSz0KSnp+Pm5laufOfOnQQGBlK7dm1iY2MNAik/P5+rV69ib29PcXExERER5YI5JiYGU1NT/P39iYmJITU1laeeekqbfvHiRQAcHByIjo7Gw8MDGxsbAJKTk8nPz8fPz4/169fzzDPPUKdOHQCOHj2KhYUFjRo1Ij8/n7i4OJo2bXrT9xcTE2Mw9l22lwtw8uRJ/Pz8AMq9T4CsrCwcHByIiYmhbt26ODk5Gay7dP6oqCgKCgoMeu9NmjRh2bJlzJs3j9DQUJKTk2+5L8TjTYJZaJycnDhx4oRBWWRkJD///DMjRoyAkgAqHQoA2L59OxYWFrRv3574+HhycnLKDSdER0fTsGFDLCwsyM7O1rZVavPmzQQHB1OvXj2io6MN1q/X6zE3N8fb25ukpCQaNGhgsO2goCBMTU05fvw4+fn5BsveqGzdc3JySE5OLret0tc3hnhKSgqRkZGEhYURFxdnMC0xMZH09HStxxweHo6Pj482ll3q+eef58CBA+Tm5vLFF1/cYk+Ix50Es9D079+f7777jtWrVxMVFcXy5ct5/vnn6dOnD4MGDSI7O5uUlBSuXbtGVlYWmzdv5t1332XixInUrl2b9PR0KBlSOHnyJEopuCEQ/fz8MDc3Z82aNRQUFLBz505WrFjBlClTtHnL9lT1ej1+fn7UqFEDV1dX7Yvj0KFDrFixAmtrawAyMjKgZGz4ZsrWIyYmBhMTE/z9/aFkqCE+Pt5gemFhIZcvX+bw4cO8/PLLPPXUU4SFhZGXl0dmZiYFBQVcuHCBcePGYWpqSqNGjaDkF0BGRgZJSUmcPn0agOXLl5OQkMCFCxe4du2adqLwyJEjtGjRgl27dj3QfSmqthqVXQFhPCZMmEB+fj7Tpk0jOzsbPz8/Jk2axJAhQ6AkrKytrfn8888ZPXo0Hh4eTJ48mVdffRWAVq1a0aZNG1588UXq1q1LdHS0tlxoaCgA9erVY9GiRcyYMYPp06fTuHFjvvnmG21oIzo6mldeeUWrU9ke9Icffsibb75J8+bNqVOnDt27d+fIkSMAtGzZkq5duzJgwAD27NlT7r3l5eWRmJiorSs6OhofHx/Mzc2h5CqM0h53UVERCQkJWFhYEBgYiK2tLf369WPy5MkADB48mF9++YVGjRrh7++Ps7Mz3t7eWFpaAtC3b19Wr15N69at6dmzJ4sWLWLDhg1MmTIFW1tb+vfvzxtvvAHA9evXycjI0K46EQJAd6uJixcv/igwMHDqrX4eisfHihUrWL16NTt37qzsqjxUCQkJtGvXjrNnz2phK8SDkp2dzW+//Zb6+uuv3/QidxnKEHcsJiZGOzlWncXExODu7i6hLCqNBLO4YzExMfj6+lZ2NR662NjYx+J9CuMlY8zijm3durWyq/BITJw4sbKrIB5z0mMWQggjI8EshBBGRoJZCCGMjASzEEIYGQlmIYQwMhLMQghhZCSYhRDCyEgwCyGEkZFgFkIIIyPBLIQQRkaCWQghjIwEsxBCGBkJZiGEMDISzEIIYWQkmIUQwshIMAshhJGRYK4kly9fJi0trbKrYaC4uBgXFxfs7e2xt7fnwoULD32bBw8e1LbXtm3bh769suLi4rSnc9+v2NhY7X2UPnm7Ms2bN0+rz/jx46vtNksNGzaMy5cvP5B1DRkyRHsfy5cvv2mZj4+PVhYfHw/AqVOnHkgdJJjv0nfffcenn356X+s4d+4cr7zyChYWFgA899xzjBkzptx2PD09UUrddn2zZs2iU6dO91UngMTERPLy8li7di1xcXHUr1+f5cuX4+XlhZubG23btmXSpEmcP39eW+bixYsEBQXx888/33b9+/fv57XXXjMoi42NxcrKitjYWHbs2HHL5R9E25c1ZcoUIiIiHsi6vL29iY2NpXfv3jRq1OiOl1uzZg3u7u4UFxeXm3an+7WidomNjaVTp07ExsYybdo0AEaMGIGbmxteXl506tSJr776iry8vLveHsB7773H5s2bb7vNu1n+Xh0+fJiff/4ZvV7/QNY3f/58fvnlFwBtX1ZUtnfvXmbMmIGZmRne3t4AfPnllxw4cOC+6yDBfJc+//xznJ2d73l5pRTDhw9n3Lhx1K5dGwC9Xk/Tpk0N5ouMjCQoKAid7pYPMgegWbNmdOvW7Z7rVCo2NhadTkebNm2oX78+APv27SMkJIRt27bxzjvvsHPnTkJDQ8nMzATAxsaG7t27awfmraxevZoaNQyfZhYbG4u/vz+Ojo5ae9zMnbR9RQFXkT/++INdu3Y9sA+zmZkZjo6OJCUlERAQcMfLRUVFERAQgIlJ+Y/ine7XitolNjaWJk2a4OjoiJWVFQB///03I0aMYP369fTv359PP/2UwYMH3/X2UlNTWbZsWbn3WdE272b5soqKim5bj1IffvghSimioqLueJlbqVOnDhkZGQBaHSsqc3R0JDU1FR8fH+24Dg0NZf78+fddh2ofzFFRUQQGBjJr1iyaN2+Oi4sLr732GkuWLKFp06a4u7szadIkbf5z584xYsQIvL29cXd3Z/DgwWRnZwPQrl07EhMT+eCDD/Dw8CA9PR1KDviuXbvi4uKCj48P//jHPygoKKiwPuvWrSMnJ4fQ0FAAzp49S2ZmJs2aNTOYLzIyUgvrvn37MmvWLJ577jlcXFxo3bo1MTExAIwdO5aXXnqJ3NxcbdmtW7fSsWNHXFxcaNOmjdYTLe3dfvvtt7Rr1w4XFxd69+7N1atXoeSnvbu7O9bW1tq69Ho9HTp0oGnTprzwwgts3LiRzMxMvv/+e1JTU3F2dmbFihU0aNAAgCtXrvDee+/h7++Pi4uL9pN2/PjxrFq1iq1bt+Lu7s6mTZu0bZbtYRYUFPDee+/h4+ODl5eX1vO6WduHhYUxbtw4+vbti6enJ8nJybc9JoqLi5kyZQp9+/bl0qVLBsvcrK3Xrl2Ls7OzQfDPmjWLoKAgCgsLtfUmJCTcVTBX9KVc0X5NSUlh4MCBeHh40KRJEzZu3HjTdiksLOTEiRMG7Zqenk5aWhrdu3cnODiY0aNHs3DhQn7//XeOHj1a4XGUmJjIoEGD8PDwwNPTkzVr1pCSkkJISAgmJiZ07tyZzp07A1S4zf/85z907twZV1dXOnTowPHjx2+6/M6dO/Hw8GDu3Lm0atWKsWPH3lH7bdy4kejoaLp162bwJXurY33cuHH069fPYD3PPvssw4YN017HxcXh5OREnTp1bltWdn87OTmxe/fuu/piqUiVCOaEhASWLl1KQkLCXS9bs2ZNzp07R1ZWFn/++Sfz5s1j48aNJCUlsXv3bsaPH8+///1vsrOzyczMpEePHuTl5fHHH38QHh7O0aNHtYeQfvzxx1hbW5OUlMSZM2eoV68ee/bsYfDgwYwYMYIzZ87w4YcfotfrqVmzZoX1WbhwoUEvJTIyEhMTEwIDA7WyoqIioqOjCQoKgpLx6B07djBjxgwiIiIoLi7mm2++AWDBggW4urrSuHFjADZt2sSYMWOYPn06p06dYuDAgbz55ptcu3YNCwsLUlNT2bdvH+vXr2f79u3s3buXXbt2QUmPp+wHKzc3lxMnTtCkSROtzNXVFR8fH5KSknBxcWHhwoV4eHhga2tLcXExL730EuHh4axZs4a4uDhGjRoFwPTp0zE1NWXLli0kJyfTu3fvCrf5zTffsG3bNrZv386vv/6q9eAqavvi4mLi4+OJi4vj66+/JiYmBk9Pz9seE//3f//H2bNnmTNnDpaWlgY9rZu1dUBAANevX9dCPD8/nxUrVjBs2DCtt3T69Glyc3PvaihDr9cbtG+pG/fr5MmToWRM/t///jctWrS4abucPHmS/Px8g3qUHmel6wO0YYukpKRy20tLS6Nnz57Url2bv/76i/DwcDp27IirqyujRo0iLCyM5ORk/vjjD4By21RKMWTIELp3705UVBTvvPMODRs2vOnysbGxXLt2DQ8PDw4dOsTs2bNv23b5+flMmzaNUaNG0bZtW4P9eKtjPSAggOPHjxvsg7179/Lmm29qZTcelzcru7FjUVxcTG5urtbZuVdG/5TshIQEg5NC+/fvx8/P746XT0lJwdzcnBkzZlCjRg1cXFwwNTXlww8/xMLCghYtWmBiYoKZmRkLFy7k6tWrLFq0CCsrK/bu3cvly5e1kzmHDx8mODhY+9mplOKdd95h+PDh2jfw6dOntQ/NjaKjo4mJiaFDhw5aWVRUFL6+vgY//Y4fP05ubq7Wk0pMTGTx4sVaUHt6emp1yMnJISUlhcaNG1NUVMSkSZOYMGGC9qHr168fM2bM4MyZM+Tn56PT6ZgzZw42NjY4OTlRs2ZNbV2xsbH06NHDoL5FRUXadktlZWVha2urLVP6Yd66dStHjx7l8OHDODo6AmjzRUREYGpqarCujIwM0tPTDXocRUVF5OTkkJWVRevWrfHx8amw7Uvb+tq1a3z22WfY29vf0fFw9epVPvnkE95++23s7e3x8vIiKiqKnj173rKtfX19MTU15cSJE3h6erJ+/XpycnJ45ZVXtHXHxcVBmZ+6t5OSkkJmZmaFwVx2v5a2S1paGkVFRbRv316br6J2KR2SKnsSUq/X4+3tbXCcZWVlQck+unF7CxYswMXFhS+//LLccNrhw4cN6lDRNpVSFBUVkZSUhIWFBc8999wtl4+JieHpp59mwIABALccCim1bNkycnJyGD16NH/++Sfx8fEUFBRQs2ZNEhMTb3qsN2rUiJSUFK5du0atWrVYvHgxISEhtGrVSlt3XFycwee0orLs7GxSU1MN9nfpL7lq32O+8aTSnZxkKismJgZ/f3+tVxMdHY2Pj4924i0+Pp6GDRtiYWHBnj17tIPL3d2dsWPHMn/+fC1ow8PDCQkJ0dat1+tJSEgw+HAePnz4psG8e/durKysDL5Yyg5ZlC0zMzPD39+f5ORksrOzDXrUJ06c0NYRExODqakp/v7+xMTEkJqaylNPPaXNe/HiRQAcHByIjo7Gw8MDGxsbAJKTk8nPz8fPz8Hi1vwAACAASURBVI+CggISExMNvv31ej316tXTQra0/VJTU2nZsqW2/dIP819//UWbNm0M5i8VHh5OkyZNMDMz08piY2OhzMkUgOHDh/Pmm2/St29fhg8frp2curHtKXMlxI1fHLfy5ZdfYmJiwhtvvAElZ9ZLfwLfqq3Nzc3x8vLSelqLFy9mwIABBl8IcXFxuLi4aF9GtxMVFYWpqalBL7ZU2f1Kycmnhg0b0qpVK7744gttvoraJT4+Hk9PT2rVqmWwrbLvi5LhA1NTU4KDg8tt76+//uLZZ58tF8rFxcVERETcdpsmJiasX7+e+Ph4QkJCtJ7xzZaPjY3lySefvKN2o+RLZe7cubzzzjvY2Njg4+NDfn6+dnXErY71Ro0aoZQiMTGRixcv8tNPPzFixAiD93j8+PFyPeEbyyr6Ij59+jQmJiZ39MVyK0YfzH379r3l69uJiYkx+ODGxMQYHKDR0dEGr4cOHcrx48eJi4sjPDyc/v37a9OOHDliEKJJSUnUqFEDd3d3KOkBHjx4kObNm1dYl8TERFxdXTE1NdXKTp48Sd26dQ3m27lzJ23btsXMzIzo6GhsbW1xc3ODkm/p5ORk7cMcHR2tfbGUjoU7OTlp69q8eTPBwcHUq1eP6OhogxDQ6/WYm5vj7e3NiRMnKCgoKPfzt2xvLjc3l/Hjx+Pn50fXrl219ixd55UrV7C0tKzwvYeHh5cbR4+NjcXGxgZXV1etzNTUlEmTJvH777+zceNG7Uz4jW1/47bvxLlz5/jyyy/JysoiICCABg0a8Msvv2g/gW/X1o0aNeLEiRPs37+fY8eOGfz0pYKftbdT+muptJNQVtn9ClC3bl1WrFjBrFmzmDp1qnYiqqJ2qegnd1RUlMG+PH36NHPmzOGll16iTp065baXk5NT4b6Mj48nJyenwn154zabNWvGrl27eOqpp7ShmIqWLyz8f+zdd1hUV/oH8O/QBoahKkiRjiJKVaJRsSEBSyLWZG0hmhg10UgsMS5GFBM0RhfNWgmiCa7YosaAGtEE1zUxooIwFAEDojQFLKggZd7fHz/mLiNgWRFGfT/PM8/D3HLmzD3wnTPnXu6pRXZ29lO15erVq1FRUYGvvvoKtra2GDp0qPA+Fcevud91MzMzGBoaIicnB9u3b4eRkZEwtIb6S96qqqqU3k9TyzIzMyGRSJSGz86ePYtu3bopdUD+FyofzJ07d8aZM2fw9ddfP/UwBppooIeDuOEft5eXF/bt24fs7GxUVVUhISFB2K62thY3b95Eeno6ioqKcPv2bVhaWqK2thZ//fUXampqMH/+fNTU1CidPGuotra2UW/K1tYW+/fvxy+//IKkpCQsW7YMP//8M4KCgpqsv6J3p/iUblh/Rc9u9+7dqKmpwbFjx7Bt2zbhWt2HP5RkMhk6d+4MDQ0NZGRkQE1NTen4ymQytG/fHmlpadi7dy/eeOMNFBQUIDo6GhoaGigpKUFpaanw+t27d8eJEydw/PhxFBcXY9++fUJZN27cQG5uLoqLi1FYWAg0uCJD4cGDB9iwYQOKiopQWFgIuVwOOzu7Jo89HhpGQf3ZficnJ+zYsaPJ4x8WFgZbW1tcvXoVeXl5yMvLw5o1a5Cfn4/bt28/9li7ubnh1KlT+Mc//oGBAwc2OQbZsPfk5+eHWbNmNVkXRflWVlbIysoSHorrYBu266VLl7Bnzx6UlZWhqKgI7dq1g4GBwSOPS8O63b9/H5cvX4auri6SkpKwceNGvPHGG+jatStWrFjR6PUAoEePHoiKikJGRgauXLmCI0eOCO0IABcvXsTly5eFyzkffk3FmG5ZWRlu3boFe3v7Zve/fPkyHjx4oHTsli5dil69ejV5Ev2vv/7C1q1bERkZiStXrghtaWVlJbTZo37XUf+hcejQIWzbtg1Tp05VOiekGJZp+H6aW9a5c2eloc0zZ85g9OjRzbb5k1L5YEZ94EybNu2pQ1nxSaxoIMXJIsVzIkJmZqbwfMGCBXB1dcWIESPw2muvIT4+XihLQ0MD06ZNw7fffovevXvj8uXLwtnt4cOHo1+/fpBIJDAxMRG+Tj3M3Nxc6eslAKxZswaenp6YPn06Ro8ejaSkJOzbt08YI24qLCwtLWFgYADU/wIqfqFNTEywYcMGbNmyBXZ2dli9ejW2b98uDG009SGleJ6ZmQlbW1uhlySXy5Geno49e/bgjTfewNq1azFs2DCcOnUKnTp1El5bS0tLGAeeMmUK/va3v2HGjBno2bMnDh48KLzW1KlTkZiYiB49egjXrz58Rjs7Oxs7duxAjx49sHDhQqxfvx5ubm5NHns0EYTt2rWDubk5rly50ujYp6WlISYmBsuWLVMaj1Vc5ieTyR57rMeOHYuysjIcP35c6asv6scUc3JylOrj5uYm1LUpMpkM8fHxeP3114WHotyG7ZqcnIzQ0FC4u7vj119/FS47bOq4PHjwAH/99ZdSPdLS0iCXy/H5559j5MiR+Pnnn7F48WIcOHBA+H1s+Hqo/xCztraGn58ffH19ha/tr732Gnr16oXx48fjrbfeAuo/UB9+zX//+9+YNGkSXnvtNWhra2PNmjXN7p+RkQEzMzOlYSEPDw/89ddfTY7VLlu2DO7u7ggICFBa7uDg0GyP+eHn7733HuLi4nDz5k289957SuVkZmaiY8eOwjDIo5Y1fM9//vknHjx4gMDAwGbb/Ek98iLZLVu2LO3WrVvI03zFYM1LTEzE3LlzcerUqbauSiOTJ08GETXb23we7O3tsWDBAsycObNFyqupqcGoUaMQHh4ufHi0tMWLF+Po0aNITExUGn/Nzs5Gr169cPz4ceEcw9///nd4eHgIJ7Rag0wmQ//+/XHy5MkmTyq+KK8ZFxeHX375Bd9++22LlNcUHx8fuLi4NHqNDz74ABUVFdi9e/cjlzk7O+Ojjz4S/jlsypQp6NevH6ZOnfrI171z5w5OnDhR+P7771s2t80L0WN+Wbz22mswMjISzoarkoyMDHTs2BElJSXPfEb5SRQWFuLWrVvo0KGDcILyWa1evRp///vfn0soJyYmYvXq1YiIiMDChQuFUJbL5SgpKRGCWjE0c/DgQdjb27dqKKPBV24DAwPhnMOL9po5OTk4deoUvvnmmxapX0NyuRzx8fGYOXMmMjIy8Omnnwrr7ty5g5KSEqVvD00tKysrQ05ODkpKSoRlhw8fhlQqfWwoPykO5la2cePGFguillJVVYW8vDxERETA2dkZd+/efe6vqfhq/MEHHzS62P9/tWjRIvTp06dFynrYkiVLsHv3bixfvlzphPDFixfh7OyMWbNmwcbGRjgbP3LkSKV/WGgtmZmZICJ4eHjg66+/fiFf09HREStXroRYLG6R+jVUWVmJqVOnIicnBzExMbCzsxPWffjhh3B2dlYaonh4GRGhe/fu6NmzJ9Dg/MPt27exbt26FqsnD2Uwxlgr4qEMxhh7AXEwM8aYiuFgZowxFcPBzBhjKoaDmTHGVAwHM2OMqRgOZsYYUzEczIwxpmI4mBljTMVwMDPGmIrhYGaMMRXDwcwYYyqGg5kxxlQMBzNjjKkYDmbGGFMxHMyMMaZiOJgZY0zFcDAzxpiK4WBmjDEVw8HMGGMqRuNxG6SlpcnT09PlrVMdxv5nik4G1T8YU0lEJBKJRNWP2uaRwVxUVPSljY3NyhavGWMt7MyZM+dEIlE3dXX1Hl5eXultXR/GHkVXV/eRnV1R61WFsefnww8/TAXgQkQu3333XVpb14exZ8FjzIwxpmI4mBljTMVwMDPGmIrhYGaMMRXDwcwYYyqGg5kxxlQMBzNjjKkYDmbGGFMxHMyMMaZiOJgZY0zFcDAzxpiK4WBmjDEVw8HMGGMqhoOZMcZUDAczY4ypGA5mxhhTMRzMjDGmYjiYGWNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmTHGVIxGW1fgVUBEhgBc2roeL7Pw8HDd2tpa9O/fv3tERIRRW9fnJZYiEonutHUlXnaitq7Aq4CIfAHEt3U9GGsB/UQi0X/auhIvOx7KYIwxFcPBzBhjKoaDuQ3l5ORAJBJh165dbV2VVnPnzh0kJSW1dTUeKTIyEiKRCMXFxW1dlVZz9uxZVFVVtXU1WD0OZtaq3NzcsHXr1rauBmtg+/bt6NWrF+7evdvWVWH1OJhZq+JemerhNmGvJCLyJSK6fv06TZgwgaRSKZmYmNDbb79NACgmJoYU/vzzT+rXrx9pa2tTu3btaMqUKVReXk4Nbd26ldzd3UksFlOHDh1o2rRpVFJSQjU1NQSAVqxYobT98OHDqVevXkRElJSURHp6ehQbG0tubm6kqalJDg4OFBUVRWFhYWRlZUV6enoUEBBA169fVypn48aN5OjoSNra2tSlSxcKDQ2lyspKoVwdHR1KSEig119/nbS1tcnJyYl++uknYX8bGxsCIDxsbGyIiOjevXsUGBhIxsbGZGxsTAEBAZSXl0dPa+vWrXTz5s2n3i8pKUk45nZ2djRkyBACQEVFRUREVF1dTYsWLSILCwvS0tIid3d3OnDggFIZ9+/fp0WLFpGdnR1paWlRp06daPny5VRbW0vBwcEkFouVtk9MTCQAdOTIESIiCggIoIULF9Ls2bNJX1+f9PT0aOTIkZSQkEC+vr6ko6NDdnZ2FB0drVRObm4ujRo1Svid8vf3p8TERGF9QEAAffbZZxQcHEympqZkaGhIEyZMoNu3bxMR0bZt25TaBABt27aNiIguXbpEPj4+pKurSx07dqTp06dTTU2Nd1v/PTHWIojIt6qqitzd3UkikdCSJUsoKiqKvLy8lII5LS2NJBIJ9ezZk2JiYmjdunVkaGhIgwcPFv7QQkJCCACNGzeOtm/fTqtWraLBgwfTzZs3nziYAZC1tTXFxsbSiRMnyMXFhQCQt7c3nT59mmJiYkgqldKkSZOEMpYuXUp6enoUHBxMO3fupCVLlpCenh5NnjxZqVxTU1PatWsXnTlzhvz9/UkikdCNGzeEMDI2NqbRo0fTqVOnhABZvHgxiUQiCg0NpcjISPL29qbS0tKnDtg333yTDAwMKCQkhG7duvVE+2RmZpK+vj7Z29tTeHg4rV+/nkxNTZWC+b333iMNDQ0KCQmhvXv3UkBAAIlEIvr3v/9NRES1tbXk4+NDmpqaNH/+fIqOjqZFixYJx+9JgxkAzZ49m86fP0/Lly8nAKSpqUnr16+ns2fP0ujRo0ldXZ0yMzOJiKioqIjMzc2pf//+tHXrVoqKiqKBAweStrY2yWQyoVx1dXWaMGECnT17lrZv305aWlq0YMECIiIqKSmh+fPnEwCKjY2lU6dOUUlJCREReXt7k4mJCUVERNCaNWvozTffJCLiYGYvByLyXbNmDQGg+Ph44Y8zIyNDKZjHjx9Penp6Sr2+6OhoAkAnT56ka9eukYaGhhCGD3uaYN6zZ4+wXtFrUvwxExFNnTqVzMzMiIiooKCANDU1ad++fUrlbt68mQBQeXm5UO6uXbuE9RcuXCAA9OOPPwrLOnToQB9//LFSOZMmTSKpVErV1dVNvq+nceTIERowYAAZGhrSsmXLHhvQb731FhkZGSl9O9i0aZMQzJmZmQSAvvjiC2G9XC4nR0dHGjRoEBER7dq1iwDQ1q1bm3yNJw3mrl27Km1jY2NDY8eOFZ7n5+cTANq8eTMREX300Ufk4eFBNTU1wjbV1dVkbW1Nn3zyiVCus7MzyeVyYZsRI0aQq6tro/er+ABV6NixI/n5+T38djiYWwGPMbeS/fv3w83NDb6+vsIyDQ3lf7xMSEiAj48PDA0NhWX+/v4AgHPnziE+Ph61tbWYOXPmM9dHR0dH+FlbWxsAIBaLhWUdO3ZEaWkpACA+Ph41NTWYOHEitLW1hcfs2bMBANeuXRP209XVFX62sbEBABQWFj6yLhMnTsT9+/cxdOhQpKamPrbuxcXFyMvLQ15eHsrKypTWDRkyBAkJCTh69CgOHDiArl27NltOZWUljh49ismTJ8PExERY3rBdTp48CQAYPXq0sEwkEsHPzw/nzp0DABw5cgQ6OjoIDAx8bN0fpWGboL5dHm4TAEK7HD58GKmpqZBKpUKb6Onp4erVq0ptIpFIIBL993/JbGxsHtsmADB58mQcO3YMs2fPxvXr15/pvbGnw8HcSvLz82FnZ/fIbW7fvg1TU1OlZcbGxgCAgoIClJSUAACsrKyeY03/n0gkAhEB9UEIALGxsUhOThYeKSkpyMjIgLOzc5NlaGlpAQBqa2sf+VpDhgxBXFwciouL4e7ujmnTpqGmpqbZ7f/2t7/Bzs4OdnZ2CA4ObrT+9OnTCA0NRX5+vvDh0ZSioiLU1NQ8sl1u374NAE22S0VFBSoqKlBSUgILCwuoq6s/8n0+K0W4NmyXN998U6lNkpOTkZ6ejg0bNjRbjpaW1mPbBAC++uorhIeHY/fu3bC3t39kmaxl8b0yWomJicljex0dO3Zs1ANUhLGRkZHQky4uLhZ6Tw017BW1JCOj/956okuXLs9cniJYGhoyZAj8/Pywbt06zJ07F7a2tk2GLgB8+eWXQq+xYaieOHECoaGhSE5ORlBQEHbu3AkDA4Nm66HoJT+qXRTHuaysDBYWFsLykpISaGlpQSKRwNDQUGinpjzPdiktLW2RNkET7SISiRAUFIT3338f06dPx6xZs2BkZGTabAGsxXCPuZX06NEDiYmJyMrKanab3r17IyEhAZWVlcKyffv2AQC8vb0xaNAgiEQiREZGKu2n6P2oq6vD2NhY6WsqESE/P/+Z6u7j4wM1NTX885//VFp+7969py5LV1e30dfoBw8eAADU1NTw6aefwtLSEhcuXGi2DG9vb4wcORIjR46Eu7u7sHzx4sXo27cvcnNzsWzZskeGMgDo6emhU6dO2Lt3L6qrq5vcpmfPnlBTU8Phw4eV6hsbG4vevXtDXV0dPj4+uHv3bqN/FFK0i6mpKR48eIDy8nJhXV5e3iPr9iR8fX3x+++/4/z580rLn7ZdFMNPD7eL4jI6PT09hIaGAgBSU1ONn7Ha7Alwj7mVfP755/jhhx/Qv39/BAUFwdzcHDExMUrbBAcHY9euXRgyZAhmzJiBK1euYNmyZRg0aBAGDBgAkUiEadOmYcuWLSgrK8OQIUNw48YNbNmyBb/99htsbW3h7++P6Oho+Pj4wMzMDGvWrEFmZia6d+/+P9fd0dERn3zyCdauXYsRI0Zg5MiRKCoqwvr163H48GF4eno+cVn9+/fHzp07sXLlShgbG6N37944evQofvrpJ0yePBmFhYUoKCiAl5fXU9fzxIkTkEgkT7VPSEgIJk2ahD59+mDKlClQV1fH2rVrhfUODg4IDAxESEgIamtr4eDggIiICJSUlGDHjh1A/Vjshg0bEBgYiLNnz8Ld3R2pqak4fvw4Lly4AF9fX6ipqWHOnDkICgqCTCbDwoULn/r9PWzp0qWIi4uDn58f5s2bB1NTUxw9ehS1tbU4ePDgE5fTp08faGhoYM6cOZg6dSoqKysxffp0jBs3Dvr6+vDz8xM+mNzd3cseWyBjLwLFdcy//fYbde/encRiMTk4ONCCBQsaXcesuA5YLBZTu3btaNq0acI1p0REdXV1FBYWRra2tqSlpUV2dnY0ffp0unbtGlH95U+jRo0ifX19srKyorCwMBo2bFijqzJ+/vlnocyYmBgCQNnZ2cKykJAQUldXF57L5XJavXo12drakqamJllbW9NHH30kXFrVVLkVFRUEgMLDw4VlJSUlwmV0tra2tH//fvrxxx/Jy8uLJBIJmZub05w5c1rkCo0ntX79erK1tSUdHR3y8vKiwMBApcvlKisrKSgoiDp06EBaWlrk6elJsbGxSmWUlZXRBx98QO3btyeJRELdunWj5cuXU1VVFRER/fDDD+Tg4EA6Ojrk5+dH27dvb3RVRo8ePZTKdHJyookTJyotA0DLly8XnmdkZNDw4cNJIpGQVCql/v370969e4X1TZU7b948MjAwUFoWFRVFZmZmZGhoSD4+PkREFBoaKly37ujoSBEREcRXZbQOvu1nK+DbfrKXCN/2sxXwGDNjjKkYDmbGGFMxfPKvdeQB+LqtK/EUOtY/Xhh5eXle1dXVutbW1ue0tbWf/nKRtnMVQEFbV+IpXHuCbdgz4jFm1ggRfQmg6YuIWUv7QiQSfdnWlWCqhYcyGGNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmbW6sLAwiEQiiESiFrmF6Yuoffv2imOwHEDTt+djrywOZtas6OhoSKVSyOXyRusGDRqEoKCgx5Yxa9Ys7N+/X2mZTCaDr68vioqKsHr1ahARHB0doa2tDXNzcwwaNOip7vWg6po7BmvWrIG6unodgOw2qxxTSRzMrFnJyclwdXWFmlrjXxN/f3+8/vrrj9y/oKAAGzZsgIuLi9JymUwGT09PmJmZQVdXF9nZ2bh8+TJ27dqFvXv3wsXFBaNGjcLKlStb/D21tuaOgZmZGQoKCmBiYlIK4PE3R2aMvdqI6EsiIh8fH5o5c2ajm/44ODgo3bDo6tWrNGzYMJJKpWRlZUV79+6l/Px8EovFpKamRrq6utS9e3ei+umvtLS0aPv27UJ5u3fvJolEQnV1dcKymTNnkoGBAdXW1hIR0YEDB8jNzU2Y5PXQoUPCttnZ2TRixAiSSqWkp6dHP/zwA5WUlBAAOnPmjLBdYGAgBQQEENXP4/fuu+/SwIEDSSqVkrW1NUVGRtLw4cNJW1ubOnfuTCkpKcK+33//Pbm4uJBYLCZbW1vavXs3ERHFxcWRh4cHffPNN2RhYUG6uro0Z84covqpoJo6Bgr+/v7k5eV1sa3bmzH2AlAEc7t27WjLli2NgjkrK4sACDNZjxkzhoYNG0aFhYWUkJAgLF+0aBENGzZMad/09HQCoDST8+effy7c/U5h//79BICuX79O+/btIyMjI4qPj6eqqir66quvSE9Pj+7du0eFhYXUoUMHCgwMpJycHLp+/Tpdu3aN4uPjSU1Nje7evSuU6enpSUuWLCEionHjxpGFhQWdPn2abty4QZ6enmRhYUGJiYlUUFBAVlZWFBQUREREq1evJj09Pdq/fz/duXOHVqxYQba2tkRE9PPPP5O6ujqtWrWKbt26RevWrVOaP6+pY6BgaWlJ77zzDt/cijXCQxmsSVevXkVZWVmT91pOS0uDvr6+MKdfXV0dCgsLUVtbiwEDBgjLz5w5g169eintK5PJIBKJlObiS05OhoeHh9J25eXlEIlE0NXVRVBQEJYuXQpfX1+IxWKMHz8eFRUVyM3NxYoVK9CxY0ds27YNDg4OMDExgaWlJVJTU+Ho6CjcBL6urg4ZGRnCjfWvXr2KmTNnok+fPmjfvj2kUimmTJkCLy8vWFhYwNbWFhKJBLdu3cKSJUsQHByMUaNGQS6X4+LFi8LQRHZ2Njw8PLBgwQIYGBgI95FWDP80dQxQP2VVQUEBXF1dm5/6hL2yOJhZk5KTk6Gurg5XV9dG61JTU5XGTCMiItCpUyd07twZ33zzDQBALpfj3LlzjUIpLS0NdnZ2Sje0T05OVpqJBADi4uLg4eGBrKwsXLt2TWkS2xs3bgD1U0MdP34cY8aMaTR9U2pqqlKZly5dQlVVFdzd3UFEkMlkcHNza3b7jIwMuLi44OzZs7h//z7Cw8NhZGQEc3NzyOVyREVFAQBSUlKUysnKyoKpqSmMjY2bPQaK44D/n42FZzlljfBNjFiTkpOT0aVLF2EG7YZSUlKUAtvExAR79uxBZGQkpk2bhilTpqC4uBgVFRWNZk6RyWTo1q2b8LykpATFxcVKPeaDBw/i4MGDiI6OFiZDNTc3F9b/+OOP8PLygqmpKSoqKpqctSQtLQ3Dhw8Xnv/++++QSqWwt7dHbm4u7t69KwRxfn4+bt26JQRsYWEhSktL4ebmhoKCAohEIuTn5+PevXswMDBQOhmakpKCSZMmCc8vXrwoHJv09PQmj4GifhKJBH379r35yIZgryTuMbMmJScnw8bGBpmZmcLj8uXLQH3vUhE+GRkZ2LFjB0pLS1FYWIj27dvD0NBQmOD0/PnzyM7OFib6fDiYk5KSgPqJP0+dOoW5c+fi7bffxrx58zBx4kQ4OztDLBYjOjoaNTU1iIuLw6ZNm4QrNnr27ImNGzdCJpMhNzcXhw4dAgBUVlaiqKgIAHDhwgWEhITAzc0NIpEIKSkpMDAwEIZcUlJSoKOjg06dOgnPxWIxnJyc4OHhAbFYjLCwMMjlcqSlpSEnJweoHx5JT09X6jE3DObmjoHiODg7O0NDQ6PxzLSMMfYwIvpSceVFw0fv3r2psrKS1NXV6eTJk0T1UyZZWlqSRCKhPn36CFdB3L9/n/r27UsaGhpkbm5OcrmcqqqqSF1dnXbs2CGcAFuxYgUBIDU1NTIxMaG33nqLjh07pnSSLCYmhuzt7UkikVCvXr2U1ufn55O/vz/p6upS+/btKSwsTKiXoaEhWVpa0tixY6lnz540Y8YMovopk7y9vYUywsLCyMvLS3i+atUq8vDwEJ7v3r2bHB0dSSwWU5cuXUgmkymdyFRMr0X1J0y3bt3a7DFQGDx4MAUGBhIRLW7r9maMvQAUV2W0tOTkZAJASUlJz6P4F4qZmRmtWrWKOJhZU3iMmbUaxRUZhoaGuH37NgwMDNq6Sq2utLQU5eXlKC4ubvRPJ4wp8BgzazVpaWkgItjZ2WHp0qVtXZ1WR0Swt7eHk5MTAHAws2bxDCasESJyAGDX1vV4Ghs3bvyuurratl+/ftN69OiR19b1eQqXRSJRbltXgqkWDmb2Uvjwww9TAbgQkct3332X1tb1YexZ8FAGY4ypGA5mxhhTMRzMjDGmYjiYGWNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmTHGVAwHSGHMkQAAIABJREFUM2OMqRgOZsYYUzEczIwxpmL4XhnshfPhhx82O+sHEQnz/yl+joiI4N9z9kLhHjN74RDRGQC1Ta17eFJWIqprrXox1lI4mNkLh4g+I6In6QXfJ6IdrVAlxloUBzN74URGRp4SiURJj+oN1098KlZTU1vSqpVjrAVwMLMX1SOnQBGJRPcBbIyIiMhvtRox1kI4mNkLKSIiIg7AeSJqNNZMRCAinbq6urVtUzvGng0HM3thEdFiIlJvYtV9ANuioqL+aoNqMfbMOJjZCysyMvI4gLSHr9AQiURadXV1X7RdzRh7NhzM7EVG6urqC/Dfk30gomoi2hEVFVXY1pVj7H/FwcxeaFu2bDlKRGcb9Jo1AKxo42ox9kw4mNkLj4g+ByCq7y1Hfffdd1ltXSfGngUHM3vhRUZGnqofa9ZQU1Nb3tb1YexZ8T0EXkJ79uxRv3nzZiW378uPiN6dMWNGTFvXg7UsjbauAGt56enpInNzc40xY8ZwML/E/vjjj7sFBQVNXS7IXnAczC8xNTUeqXqZqampNXuXPfZi479cxhhTMRzMjDGmYjiYGWNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmTHGVAxfx8za1LVr1/Cvf/0L7dq1wwcffNDW1WFMJXCPmbWp33//HV9//TXS09PbuiqMqQwOZsYYUzEczIwxpmI4mNlzd/jwYQwfPhzW1tawt7fHuHHjkJqa+sh9Dh48iAEDBsDc3BxOTk745JNPUFpaKqzPyMiAn58fbGxsYGFhgUGDBuGnn34S1qempsLY2BjBwcF45513YGdnh27dumHBggW4d++e0mulpKRg7NixsLKygo2NDcaNG4eUlBRh/aZNm2BsbIx3330XI0aMQMeOHdG5c2fcuXOnRY8TYwoczOy52rx5MyZNmoQ///wTDg4OsLKywq+//qoUsk3tM3XqVOTk5KB79+7Q1dXFjh07MHz4cNy9excAoK+vjytXrsDV1RVOTk5ISUnB+++/j6SkJKWyNm3ahNzcXAQEBEBHRwdbt25FcHCwsD4xMRFDhw7Fr7/+CicnJ9jb2+PEiRMYNmwYZDKZUlmxsbEoLS3FqFGj8O6770JfX7/Fjxdj4Ksy2PNUUlKCZcuWQU1NDfv27cPAgQMBAJcuXYKTk1OT+1y/fh3Lli2Dnp4eTpw4AUdHRxARZsyYgb179yI6OhozZ86EpaUlMjMzIRL9/51NN23ahODgYBw8eBCenp5CeQ4ODkhISIBEIkFZWRlcXFywa9curFmzBurq6pg/fz4qKysRGRmJ0aNHAwC+//57fPrpp1i5ciV27NghlGVjY4MTJ05AR0fnOR859qrjYGbPzW+//YYHDx5g8ODBQigDaDaUAeDXX3/FgwcPYGZmhu+//15YXlFRAQC4cOECAAhhumfPHuTn5wuTsV65ckWpvPbt20MikQAA2rVrB2tra2RnZ6OoqAioH/LQ1NREUlKS0NuuqqpSei2FIUOGcCizVsHBzJ6bkpISAICdnd1T73PlyhVs2LCh0XpFML733nuIj4+HtbU1AgICcOPGDfzyyy+Nxo8fJhaLAQDV1dUoLy8HANTU1DT5Wtra2krPpVLpE78Pxp4FBzN7bgwMDAAAxcXFT7yPYtx29OjRiIyMbHKbvLw8xMfHw8LCAr///jskEgnOnDmDX375Reg5P81rmZmZ8XXUTKXwyT/23PTp0wcA8MsvvyAxMVFYnpKSIgwXKFRXVyvtc+TIEaWhhJSUFNy/fx8AhBOApqamwjDF2bNnAQB1dXVPXD9HR0d06NABxcXFSh8CN27cwOXLl/+Hd8xYy+BgZs9N586dMWnSJNTU1GDYsGHo168f+vfvj8GDB2P37t0AAF1dXQDA6dOnce/ePTg5OWH8+PGorKyEv78/Bg0aBG9vbwwePFgYc3Z0dISJiQmSk5MxYsQIjB07FqGhoQCAnJycJ+41q6mp4YsvvgAAfPbZZ+jZsyd8fX3RvXt3hISEPKejwtjj8VAGe67Cw8Ph4OCAHTt2ICsrC1KpFN7e3nB2dgYA9O3bFw4ODqitrcVff/0FV1dXfPvtt3BwcMDOnTuRlpYGHR0d9O3bFy4uLkD92O+OHTsQHByM8+fPo0OHDggPD8d//vMf/PLLL8jIyHji+k2YMAFSqRTffvst0tLSIBKJ0KlTJwwePPi5HRPGHodnUX4JLV26VMPc3Lx63Lhx3L4vsT/++KPi6tWrH82YMWPHE2zOXiA8lMEYYyqGg5kxxlQMBzNjjKkYDmbGGFMxHMyMMaZiOJgZY0zFcDAzxpiK4WBmjDEVw8HMWAOff/453n777bauBnvFcTC/wogIPXr0gLm5OZydnTFixAjExcW1dbVaRHFxMSZNmoSCgoJG644ePYq33noLNjY2sLS0xJw5c4R1Fy9ehIeHRyvXljFlHMyvsMuXLyM3NxeRkZHYtm0bnJ2dMXnyZKxdu7atq/bMTp06hQsXLsDS0lJp+dq1a/Huu+/Cy8sLhw4dQmxsLMaPHw8AkMvlSEtLg7u7exvVmjH20lq6dKnGli1b5OXl5fSoR1RUFEkkEiotLRWWTZ06lfT19enGjRtUXl5O0dHR1K1bN9LW1qZOnTrRzp07hW1//PFH6t69O4nFYurQoQP98ccfdOnSJQJAx44dE7YbP348DRs2jMrKysjBwYFmzZpFXbt2JW1tbfL09KRNmzaRm5sbaWtrU79+/ejq1avCvhs3biRnZ2cSi8VkbW1NUVFRVF5eTgsWLKB33nmHJk6cSHp6etSuXTuKiIig8vJyioiIIA0NDdLU1CRdXV2aMWMGlZeX0+HDh0kkEtH69eubPB5//PEHAaDU1FRh2S+//EL9+/cnHR0dMjY2pk8//VRYd/DgQerRowdpa2uTsbEx+fn5UUlJCe3evZtcXV0pNDSUzM3NlepQXl5OxcXFNHfuXLK0tCSxWEweHh70n//8h8rLy2nWrFnUt29feuedd6hDhw6PbL+4uLg7mzdvntTWv2+s5XGP+RWWkpKCrl27Qk3tv78GAwcOxJ07d3Dz5k0cOnQIs2fPxvLly5Gbm4t33nkH06dPx/379/Hrr79i4sSJGD16NFJSUhAbGwtra2ukpaVBTU1NuHscAKSlpcHFxQUikQi3b9/G+fPnERMTg99++w3p6enYsWMHdu7ciQMHDuDUqVM4efIkAGDDhg1YuHAhFi1ahKysLLz33ntYunQpAOD+/ftKk6b2798f//jHPwAAY8eOhaenJxYvXoyrV68iLCwMAPDtt9+iT58+mDBhQrPHo3379kIv++zZsxgxYgS8vb0hk8nwr3/9C+Hh4bh69Sr+85//YNKkSZgxYwby8/PxxRdfQCaTQVNTE3K5HOnp6SAi/PHHH1i8eDE2b96MsrIyoH72lcOHD+OHH35AVlYWzMzMsHHjRqB+9u/MzEx8/PHHSEtLe04tz1QdB/MrLDU1VbiVpsLNmzchEokgkUjw97//HQsXLsTAgQMhFosxZswYVFRUID8/H0uWLMHUqVPx0UcfwcTEBA4ODtDR0UF6ejrs7e2F+yzX1dUhKysL3bp1Q2VlJcrLy/HFF1/AysoKdnZ2qKurw7x582BhYYEePXpATU0NOjo6uH37NlasWIG5c+fizTffBBFBJpMJgf/XX3/hnXfewdChQ6Gnp4du3boJHzA1NTVITU1Fjx49hPdFRDh16hRGjRrV7PFITk5WGsb44osv0K9fP8yfPx9SqRTnz5+HkZERTE1NMX/+fEybNg1jxoyBhoYG8vLy0L17d6B+iMjV1RWzZ8+Gvr6+MDmsmpoafv31Vxw9ehTffvstPD09UV5ejtzcXOF9ZWRkYN68eXBxcVH6wGSvFm75V5hMJmsUzPHx8XB1dcXly5dRWFiIAQMGCOtKS0uFn9PT0xEQENCozIyMDHTr1k14np2djaqqKri4uCAjIwNyuRxdu3YF6mfLrq2tFbbPzs6GXC6Hs7Mzzp8/j/v372PTpk2ws7ODs7Mz5HI5/vnPfwL1vfCGr3P58mV07twZqP/AqampUQrZu3fv4t69ezAxMWn2eKSmpgr7PHjwAOfOncPFixdhY2MDGxsbHDp0CPv27UNWVhaysrLw7rvvCvueO3dOCOb09HSluuXk5MDExARGRkY4ffo0pFIpxowZA1tbW/j4+GDo0KGYOXMmbt++3eiYs1cT3yj/FXX9+nWUlJTA1dVVWBYXF4e4uDhs3rwZd+7cAernw1P4+eef4enpKUxo2tSM0ZmZmXjjjTeE54mJiZBKpbC1tcXp06dhbW0tzLWXlpaGDh06CGGZlpaGdu3aCXPwiUQiYUopfX19oQdZUVGBq1evCgGP+g+Zt956CwBw/vx5ODo6Cr12ANDT04Ouri4uXbokbPcwmUyG9957T2nZd999Bw8PD2hra0NLSwsAEBsbCw0NDVhZWQEAysrKcPbsWcybN094H+PGjRPKSEtLU6qrq6srfvrpJ+F9KaSnp0NTUxOOjo7NtBp7VXCP+RWVmpoq/PzHH38gODgYU6dOxccff4xx48ahc+fOEIvF2L17N2pqanDs2DFs27YNS5YsgZWVFUxMTLBq1SoUFhYiNTVVmHOvsrJSmOn64sWLWLlyJbp27QqRSNSoJ/lwr7fhc1dXV4jFYoSHh0MulyMzMxN//fUXUB9gampqcHJyAgDU1tbi0qVLQviVlpairKwMV65cQV5enlD+qFGjsH79ekRHR+PixYvYu3cvgoODgfrhjzt37ghzBorFYri6umLTpk24c+cObty4IcxbaGlpKcy4UlNTg/nz56OmpgZSqRR1dXW4dOmS0vuSyWRC3by8vHD+/HkcO3YMcrkcCQkJwvyHGRkZ6NSpEzQ1NVu4tdmLhoP5FaUI5qFDhyIwMBC5ubnYtWuXMHeeiYkJNmzYgC1btsDOzg6rV6/G9u3bMWDAAGhoaGDbtm3Iy8tDjx49MGnSJFRUVAAAZs+ejf3798PFxQVr166FhYWFEFIPB3NGRoZST7LhehMTE2zcuBF79+5Ft27dMHXqVGHC1rS0NDg6Ogo996ysLFRXVwtljRo1Ctra2ujZsyeWLVsmlP/VV19h3LhxWLlyJYYPH45169ahV69eAABNTU3MmTMHn332GQoLC4H6k49lZWXo1asX/P39hZD39PTExx9/jOHDh6Nfv36QSCQwMTHBpUuXkJOTg6qqKqX3lZaWJowhDx06FB9//DHmzp0LFxcXrFixQngf6enpSidN2auLpx56CfHUUq8Gnlrq5cU9ZsYYUzEczIwxpmI4mBljTMVwMDPGmIrhYGaMMRXDwcwYYyqGg5kxxlQMBzNjjKkYDmbGGFMxHMyMMaZi+O5yLy/Rvn37atu6Eq1I0cmg+sdLj4h0n2Az9gLieym8pLZt26bd1nVoTWfOnDknEom6qaur9/Dy8kpv6/q0litXrlQvXbpU3tb1YC2Lg5m9FD788MNUAC5E5PLdd9/xnEzshcZjzIwxpmI4mBljTMVwMDPGmIrhYGaMMRXDwcwYYyqGg5kxxlQMBzNjjKkYDmbGGFMxHMyMMaZiOJgZY0zFcDAzxpiK4WBmjDEVw8HMGGMqhoOZMcZUDAczY4ypGA5mxhhTMRzMjDGmYjiYGWNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmTHGVIxGW1fgVUBEhgBc2roeL7Pw8HDd2tpa9O/fv3tERIRRW9fnJZYiEonutHUlXnaitq7Aq4CIfAHEt3U9GGsB/UQi0X/auhIvOx7KYIwxFcPBzBhjKoaDuQ3l5ORAJBJh165dbV2VVnPnzh0kJSW1dTUeKTIyEiKRCMXFxW1dlVZz9uxZVFVVtXU1WD0OZtaq3NzcsHXr1rauBmtg+/bt6NWrF+7evdvWVWH1OJhZq+JemerhNmGvJCLyJSK6fv06TZgwgaRSKZmYmNDbb79NACgmJoYU/vzzT+rXrx9pa2tTu3btaMqUKVReXk4Nbd26ldzd3UksFlOHDh1o2rRpVFJSQjU1NQSAVqxYobT98OHDqVevXkRElJSURHp6ehQbG0tubm6kqalJDg4OFBUVRWFhYWRlZUV6enoUEBBA169fVypn48aN5OjoSNra2tSlSxcKDQ2lyspKoVwdHR1KSEig119/nbS1tcnJyYl++uknYX8bGxsCIDxsbGyIiOjevXsUGBhIxsbGZGxsTAEBAZSXl0dPa+vWrXTz5s2n3i8pKUk45nZ2djRkyBACQEVFRUREVF1dTYsWLSILCwvS0tIid3d3OnDggFIZ9+/fp0WLFpGdnR1paWlRp06daPny5VRbW0vBwcEkFouVtk9MTCQAdOTIESIiCggIoIULF9Ls2bNJX1+f9PT0aOTIkZSQkEC+vr6ko6NDdnZ2FB0drVRObm4ujRo1Svid8vf3p8TERGF9QEAAffbZZxQcHEympqZkaGhIEyZMoNu3bxMR0bZt25TaBABt27aNiIguXbpEPj4+pKurSx07dqTp06dTTU2Nd1v/PTHWIojIt6qqitzd3UkikdCSJUsoKiqKvLy8lII5LS2NJBIJ9ezZk2JiYmjdunVkaGhIgwcPFv7QQkJCCACNGzeOtm/fTqtWraLBgwfTzZs3nziYAZC1tTXFxsbSiRMnyMXFhQCQt7c3nT59mmJiYkgqldKkSZOEMpYuXUp6enoUHBxMO3fupCVLlpCenh5NnjxZqVxTU1PatWsXnTlzhvz9/UkikdCNGzeEMDI2NqbRo0fTqVOnhABZvHgxiUQiCg0NpcjISPL29qbS0tKnDtg333yTDAwMKCQkhG7duvVE+2RmZpK+vj7Z29tTeHg4rV+/nkxNTZWC+b333iMNDQ0KCQmhvXv3UkBAAIlEIvr3v/9NRES1tbXk4+NDmpqaNH/+fIqOjqZFixYJx+9JgxkAzZ49m86fP0/Lly8nAKSpqUnr16+ns2fP0ujRo0ldXZ0yMzOJiKioqIjMzc2pf//+tHXrVoqKiqKBAweStrY2yWQyoVx1dXWaMGECnT17lrZv305aWlq0YMECIiIqKSmh+fPnEwCKjY2lU6dOUUlJCREReXt7k4mJCUVERNCaNWvozTffJCLiYGYvByLyXbNmDQGg+Ph44Y8zIyNDKZjHjx9Penp6Sr2+6OhoAkAnT56ka9eukYaGhhCGD3uaYN6zZ4+wXtFrUvwxExFNnTqVzMzMiIiooKCANDU1ad++fUrlbt68mQBQeXm5UO6uXbuE9RcuXCAA9OOPPwrLOnToQB9//LFSOZMmTSKpVErV1dVNvq+nceTIERowYAAZGhrSsmXLHhvQb731FhkZGSl9O9i0aZMQzJmZmQSAvvjiC2G9XC4nR0dHGjRoEBER7dq1iwDQ1q1bm3yNJw3mrl27Km1jY2NDY8eOFZ7n5+cTANq8eTMREX300Ufk4eFBNTU1wjbV1dVkbW1Nn3zyiVCus7MzyeVyYZsRI0aQq6tro/er+ABV6NixI/n5+T38djiYWwGPMbeS/fv3w83NDb6+vsIyDQ3lf7xMSEiAj48PDA0NhWX+/v4AgHPnziE+Ph61tbWYOXPmM9dHR0dH+FlbWxsAIBaLhWUdO3ZEaWkpACA+Ph41NTWYOHEitLW1hcfs2bMBANeuXRP209XVFX62sbEBABQWFj6yLhMnTsT9+/cxdOhQpKamPrbuxcXFyMvLQ15eHsrKypTWDRkyBAkJCTh69CgOHDiArl27NltOZWUljh49ismTJ8PExERY3rBdTp48CQAYPXq0sEwkEsHPzw/nzp0DABw5cgQ6OjoIDAx8bN0fpWGboL5dHm4TAEK7HD58GKmpqZBKpUKb6Onp4erVq0ptIpFIIBL993/JbGxsHtsmADB58mQcO3YMs2fPxvXr15/pvbGnw8HcSvLz82FnZ/fIbW7fvg1TU1OlZcbGxgCAgoIClJSUAACsrKyeY03/n0gkAhEB9UEIALGxsUhOThYeKSkpyMjIgLOzc5NlaGlpAQBqa2sf+VpDhgxBXFwciouL4e7ujmnTpqGmpqbZ7f/2t7/Bzs4OdnZ2CA4ObrT+9OnTCA0NRX5+vvDh0ZSioiLU1NQ8sl1u374NAE22S0VFBSoqKlBSUgILCwuoq6s/8n0+K0W4NmyXN998U6lNkpOTkZ6ejg0bNjRbjpaW1mPbBAC++uorhIeHY/fu3bC3t39kmaxl8b0yWomJicljex0dO3Zs1ANUhLGRkZHQky4uLhZ6Tw017BW1JCOj/956okuXLs9cniJYGhoyZAj8/Pywbt06zJ07F7a2tk2GLgB8+eWXQq+xYaieOHECoaGhSE5ORlBQEHbu3AkDA4Nm66HoJT+qXRTHuaysDBYWFsLykpISaGlpQSKRwNDQUGinpjzPdiktLW2RNkET7SISiRAUFIT3338f06dPx6xZs2BkZGTabAGsxXCPuZX06NEDiYmJyMrKanab3r17IyEhAZWVlcKyffv2AQC8vb0xaNAgiEQiREZGKu2n6P2oq6vD2NhY6WsqESE/P/+Z6u7j4wM1NTX885//VFp+7969py5LV1e30dfoBw8eAADU1NTw6aefwtLSEhcuXGi2DG9vb4wcORIjR46Eu7u7sHzx4sXo27cvcnNzsWzZskeGMgDo6emhU6dO2Lt3L6qrq5vcpmfPnlBTU8Phw4eV6hsbG4vevXtDXV0dPj4+uHv3bqN/FFK0i6mpKR48eIDy8nJhXV5e3iPr9iR8fX3x+++/4/z580rLn7ZdFMNPD7eL4jI6PT09hIaGAgBSU1ONn7Ha7Alwj7mVfP755/jhhx/Qv39/BAUFwdzcHDExMUrbBAcHY9euXRgyZAhmzJiBK1euYNmyZRg0aBAGDBgAkUiEadOmYcuWLSgrK8OQIUNw48YNbNmyBb/99htsbW3h7++P6Oho+Pj4wMzMDGvWrEFmZia6d+/+P9fd0dERn3zyCdauXYsRI0Zg5MiRKCoqwvr163H48GF4eno+cVn9+/fHzp07sXLlShgbG6N37944evQofvrpJ0yePBmFhYUoKCiAl5fXU9fzxIkTkEgkT7VPSEgIJk2ahD59+mDKlClQV1fH2rVrhfUODg4IDAxESEgIamtr4eDggIiICJSUlGDHjh1A/Vjshg0bEBgYiLNnz8Ld3R2pqak4fvw4Lly4AF9fX6ipqWHOnDkICgqCTCbDwoULn/r9PWzp0qWIi4uDn58f5s2bB1NTUxw9ehS1tbU4ePDgE5fTp08faGhoYM6cOZg6dSoqKysxffp0jBs3Dvr6+vDz8xM+mNzd3cseWyBjLwLFdcy//fYbde/encRiMTk4ONCCBQsaXcesuA5YLBZTu3btaNq0acI1p0REdXV1FBYWRra2tqSlpUV2dnY0ffp0unbtGlH95U+jRo0ifX19srKyorCwMBo2bFijqzJ+/vlnocyYmBgCQNnZ2cKykJAQUldXF57L5XJavXo12drakqamJllbW9NHH30kXFrVVLkVFRUEgMLDw4VlJSUlwmV0tra2tH//fvrxxx/Jy8uLJBIJmZub05w5c1rkCo0ntX79erK1tSUdHR3y8vKiwMBApcvlKisrKSgoiDp06EBaWlrk6elJsbGxSmWUlZXRBx98QO3btyeJRELdunWj5cuXU1VVFRER/fDDD+Tg4EA6Ojrk5+dH27dvb3RVRo8ePZTKdHJyookTJyotA0DLly8XnmdkZNDw4cNJIpGQVCql/v370969e4X1TZU7b948MjAwUFoWFRVFZmZmZGhoSD4+PkREFBoaKly37ujoSBEREcRXZbQOvu1nK+DbfrKXCN/2sxXwGDNjjKkYDmbGGFMxfPKvdeQB+LqtK/EUOtY/Xhh5eXle1dXVutbW1ue0tbWf/nKRtnMVQEFbV+IpXHuCbdgz4jFm1ggRfQmg6YuIWUv7QiQSfdnWlWCqhYcyGGNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmbW6sLAwiEQiiESiFrmF6Yuoffv2imOwHEDTt+djrywOZtas6OhoSKVSyOXyRusGDRqEoKCgx5Yxa9Ys7N+/X2mZTCaDr68vioqKsHr1ahARHB0doa2tDXNzcwwaNOip7vWg6po7BmvWrIG6unodgOw2qxxTSRzMrFnJyclwdXWFmlrjXxN/f3+8/vrrj9y/oKAAGzZsgIuLi9JymUwGT09PmJmZQVdXF9nZ2bh8+TJ27dqFvXv3wsXFBaNGjcLKlStb/D21tuaOgZmZGQoKCmBiYlIK4PE3R2aMvdqI6EsiIh8fH5o5c2ajm/44ODgo3bDo6tWrNGzYMJJKpWRlZUV79+6l/Px8EovFpKamRrq6utS9e3ei+umvtLS0aPv27UJ5u3fvJolEQnV1dcKymTNnkoGBAdXW1hIR0YEDB8jNzU2Y5PXQoUPCttnZ2TRixAiSSqWkp6dHP/zwA5WUlBAAOnPmjLBdYGAgBQQEENXP4/fuu+/SwIEDSSqVkrW1NUVGRtLw4cNJW1ubOnfuTCkpKcK+33//Pbm4uJBYLCZbW1vavXs3ERHFxcWRh4cHffPNN2RhYUG6uro0Z84covqpoJo6Bgr+/v7k5eV1sa3bmzH2AlAEc7t27WjLli2NgjkrK4sACDNZjxkzhoYNG0aFhYWUkJAgLF+0aBENGzZMad/09HQCoDST8+effy7c/U5h//79BICuX79O+/btIyMjI4qPj6eqqir66quvSE9Pj+7du0eFhYXUoUMHCgwMpJycHLp+/Tpdu3aN4uPjSU1Nje7evSuU6enpSUuWLCEionHjxpGFhQWdPn2abty4QZ6enmRhYUGJiYlUUFBAVlZWFBQUREREq1evJj09Pdq/fz/duXOHVqxYQba2tkRE9PPPP5O6ujqtWrWKbt26RevWrVOaP6+pY6BgaWlJ77zzDt/cijXCQxmsSVevXkVZWVmT91p/d2DGAAAgAElEQVROS0uDvr6+MKdfXV0dCgsLUVtbiwEDBgjLz5w5g169eintK5PJIBKJlObiS05OhoeHh9J25eXlEIlE0NXVRVBQEJYuXQpfX1+IxWKMHz8eFRUVyM3NxYoVK9CxY0ds27YNDg4OMDExgaWlJVJTU+Ho6CjcBL6urg4ZGRnCjfWvXr2KmTNnok+fPmjfvj2kUimmTJkCLy8vWFhYwNbWFhKJBLdu3cKSJUsQHByMUaNGQS6X4+LFi8LQRHZ2Njw8PLBgwQIYGBgI95FWDP80dQxQP2VVQUEBXF1dm5/6hL2yOJhZk5KTk6Gurg5XV9dG61JTU5XGTCMiItCpUyd07twZ33zzDQBALpfj3LlzjUIpLS0NdnZ2Sje0T05OVpqJBADi4uLg4eGBrKwsXLt2TWkS2xs3bgD1U0MdP34cY8aMaTR9U2pqqlKZly5dQlVVFdzd3UFEkMlkcHNza3b7jIwMuLi44OzZs7h//z7Cw8NhZGQEc3NzyOVyREVFAQBSUlKUysnKyoKpqSmMjY2bPQaK44D/n42FZzlljfBNjFiTkpOT0aVLF2EG7YZSUlKUAtvExAR79uxBZGQkpk2bhilTpqC4uBgVFRWNZk6RyWTo1q2b8LykpATFxcVKPeaDBw/i4MGDiI6OFiZDNTc3F9b/+OOP8PLygqmpKSoqKpqctSQtLQ3Dhw8Xnv/++++QSqWwt7dHbm4u7t69KwRxfn4+bt26JQRsYWEhSktL4ebmhoKCAohEIuTn5+PevXswMDBQOhmakpKCSZMmCc8vXrwoHJv09PQmj4GifhKJBH379r35yIZgryTuMbMmJScnw8bGBpmZmcLj8uXLQH3vUhE+GRkZ2LFjB0pLS1FYWIj27dvD0NBQmOD0/PnzyM7OFib6fDiYk5KSgPqJP0+dOoW5c+fi7bffxrx58zBx4kQ4OztDLBYjOjoaNTU1iIuLw6ZNm4QrNnr27ImNGzdCJpMhNzcXhw4dAgBUVlaiqKgIAHDhwgWEhITAzc0NIpEIKSkpMDAwEIZcUlJSoKOjg06dOgnPxWIxnJyc4OHhAbFYjLCwMMjlcqSlpSEnJweoHx5JT09X6jE3DObmjoHiODg7O0NDQ6PxzLSMMfYwIvpSceVFw0fv3r2psrKS1NXV6eTJk0T1UyZZWlqSRCKhPn36CFdB3L9/n/r27UsaGhpkbm5OcrmcqqqqSF1dnXbs2CGcAFuxYgUBIDU1NTIxMaG33nqLjh07pnSSLCYmhuzt7UkikVCvXr2U1ufn55O/vz/p6upS+/btKSwsTKiXoaEhWVpa0tixY6lnz540Y8YMovopk7y9vYUywsLCyMvLS3i+atUq8vDwEJ7v3r2bHB0dSSwWU5cuXUgmkymdyFRMr0X1J0y3bt3a7DFQGDx4MAUGBhIRLW7r9maMvQAUV2W0tOTkZAJASUlJz6P4F4qZmRmtWrWKOJhZU3iMmbUaxRUZhoaGuH37NgwMDNq6Sq2utLQU5eXlKC4ubvRPJ4wp8BgzazVpaWkgItjZ2WHp0qVtXZ1WR0Swt7eHk5MTAHAws2bxDCasESJyAGDX1vV4Ghs3bvyuurratl+/ftN69OiR19b1eQqXRSJRbltXgqkWDmb2Uvjwww9TAbgQkct3332X1tb1YexZ8FAGY4ypGA5mxhhTMRzMjDGmYjiYGWNMxXAwM8aYiuFgZowxFcPBzBhjKoaDmTHGVAwHM2OMqRgOZsYYUzEczIwxpmL4XhnshfN/7N15WBPn2gbwO4QlLAFEQEFZBUEBEUHctSIqWhW1LkfFWjh1q9V6Wtfjrj3q0fphW1dEpLV1w2oXt+MKtbZWQChLWMSCbIJgLKKAAnm+Pw7MMbJYK5Kgz++6cmlmJm+emUnuvJkM886YMaPBUT+ISBj/r/b/ISEh/DpnLQr3mFmLQ0RXAVTVN+/pQVmJqLq56mKsqXAwsxaHiBYR0Z/pBZcR0VfNUBJjTYqDmbU4oaGhl0UiUVxjveGagU91NDQ0VjZrcYw1AQ5m1lI1OgSKSCQqA7AjJCQku9kqYqyJcDCzFikkJOQkgFgiqnOsmYhARLrV1dVbVVMdYy+Gg5m1WES0nIjE9cwqA7AvLCzsdxWUxdgL42BmLVZoaOh5AMlPn6EhEom0q6urV6iuMsZeDAcza8lILBYvxP9+7AMRPSair8LCwvJVXRxjfxUHM2vRdu/efYaIrj3Ra9YEsEHFZTH2QjiYWYtHREsAiGp6y2F79uxJV3VNjL0IDmbW4oWGhl6uOdasqaGhsU7V9TD2ovgaAq+oPXv2/K5QKKxUXQd7qYiIes+aNStG1YWwpqWp6gLYy6GhoWEwePBgTQMDA1WXwl6Ss2fPlpSUlPC33lcQB/MrTENDAxoa/L5lrKXhdy1jjKkZDmbGGFMzHMyMMaZmOJgZY0zNcDAzxpia4WBmjDE1w8HMGGNqhs9jZmovNzcXX3/9NVq3bo13331X1eUw9tJxj5mpvZ9//hn//ve/IZPJhGkXL16Era0t9uzZI0x7/PgxvvvuO1RUVNRp49dff0VGRkaz1czYi+BgZi1ScnIy7t+/j7i4OGHagAEDEBgYiEePHiktu2DBAgwbNgxpaWkqqJSx58eHMliLNGPGDFhZWWHAgAHCtNLS0nqXbWg6Y+qKe8zspQsLC4OXlxcsLS3h5eWF4OBgAMCxY8dgYmKCAQMGoE+fPrCwsEDXrl2xbt06PH78uMH2PvnkE1hYWCAoKAibN28GAHh6eiI//7+DltjZ2cHExARHjhzBvHnzEBERAQCYOnUqTExMMG/ePKGthIQEjBs3DlZWVrCxscH48eORkJAgzN+5cydMTEzw9ttvY9SoUWjfvj06duyI+/fvv7TtxRgHM3upoqKisGDBAty5cweDBw+GgYEBcnNzlZZJTk5Gx44d4efnh3v37iE4OFgpPJ/m4OAAFxcXpWlDhw6Frq4uAGDkyJEYM2YMrK2t4enpCSur/179tGfPnhgzZgw8PT0BANHR0Rg2bBguXrwIJycn2Nvb48KFCxg+fDiSkpKU2j9x4gSKi4sxZswYvP322zA0NGyybcTY0/hQBnupan+w8/f3x+effw4AePjwodIyEydOxPbt2wEAWVlZ6N27NyIiIrBixQq0a9euTpujR49GUVERFi9eLExbv349vv/+e5SXl+Ozzz6DkZERUBPGP//8M3JycjBnzhy8+eabwmMWLFiA8vJyhIaGYuzYsQCAL774Av/4xz+wceNGfPXVV8KyNjY2uHDhghD+jL1MHMzspRo4cCC0tLRw+PBhSCQSzJkzB7a2tkrLiMVi4f+2trbo2bMnIiMjERsbW28wN4Xc3FwkJiZCS0sLcXFxwo+ItWd0XL9+XWl5Pz8/DmXWbDiY2Uvl7OyMiIgILFiwAHv37sUXX3yBRYsWYcGCBQ0+xsTEBABQUlLy0uoqKCgAAFRWVgq99SdJJBKl+zzgAGtOfIyZvXT9+/fHL7/8gs8++wyamppYv349fvvttwaXrz0GXXs44nkpFIpnTq89Rty2bVvI5fI6t6d7zIw1Jw5m9tJlZmZCLBYjICAAb7zxBgDg999/F+Y/ed7xxYsXER0dDbFYDG9vb6V2GjtTAwCkUikACH9IUrt8fdMdHBzQpk0bFBQUIDQ0VGijqKgIN2/efOF1ZuxFcDCzlyozMxPe3t4YNmwYAgICcOHCBUgkEuHMCACIiIhAv3790LNnT4wfPx5EhBkzZqBt27YAAH19fQDAlStX6vxw+KTu3bsDACZMmABfX1/hcEltwG/YsAG+vr4YOHAgNDQ0sGLFCgDAokWL4O3tDV9fX3Tr1g2rVq16iVuEsWfjYGYvVWVlJQYMGIDExERERUXB3d0dBw4cgLW1tbCMlZUV7t27h6ysLDg6OuLjjz/Gxx9/LMzv06cPOnToADzV037aihUrMGTIEFRVVSE9PR2mpqYAgHHjxmHmzJkwNDREcnIyWrVqBQCYPHkywsPD0a1bN+Tk5EAmk8He3h6DBg16iVuEsWcTqboA9nLs3bv3zuDBg83U+UerY8eO4d1330VAQAA+++wzVZfT4pw5c6akpKRkyOzZs6+puhbWtLjHzBhjaoaDmTHG1Ayfx8xUZuzYscJf3DHG/od7zIwxpmY4mBljTM1wMDPGmJrhYGaMMTXDwcwYY2qGg5mxP2HJkiWYMGGCqstgrwkO5tfcrFmz0L59e9jZ2eGNN97Azp076x1luiVatGgRfvjhB+E+EWHTpk1wc3NDmzZt4OTkJAxH9Sy//fYbunbtKtz/97//LVyQCTWXEQ0ICEBeXp7S465evYrAwMAmWR/2+uDzmF9zP/74I2bNmoU333wTP//8MzZu3IgLFy7g6NGjqi7theTn5yM0NBQzZswQph04cAA7d+5EaGgonJ2dkZaWBktLy2e2pVAokJycjPfff1+Y5u7ujurqauH+5cuXcf369ToX9j948CA0NfltxhiruVZGdnY2yeXyBm9paWkEgP7zn/8I08LCwggAXbhwgeRyOe3fv59cXFxIIpGQo6MjHThwQFg2JiaGhg0bRgYGBiSVSmnnzp1Cm2fPnhWWmzRpEg0fPpzkcjlNnjyZ/va3v1Hfvn3JwMCA2rdvT59++ikNGTKEJBIJOTg40E8//SQ8dseOHdSpUyfS0dEha2trCgsLI7lcTocPHyY3Nzdau3YtWVhYkL6+Ps2aNYvkcjklJiaSjo4OaWhokL6+Prm7u5NcLqe///3vNGDAgDrb4erVq9SmTRtaunQp2djYkKGhIY0ePZpqt98vv/xCACgxMZHkcjkFBAQQAJozZw7J5XIKCQkhTU1N0tLSUqojMDCQRCIRSSQS0tfXp/DwcJLL5ZScnEwTJkygVq1akb6+Pg0fPpyysrJILpfT+++/T3369KGJEydSmzZt6NatWw3uvwMHDvyxc+dO7z/xcmAtDB/KeI0lJCRAQ0MDnTt3FqbVfj2/desWvv/+e8ydOxfr1q1DZmYmJk6ciJkzZ6KsrAwFBQUYPnw4jI2NERUVhdjYWPTr1w/JycnQ0NBAp06dhDaTk5Ph6uoK1Iz3FxUVheXLlyMuLg4mJibYuHEjFi9ejNjYWJSXl+Prr78GAGzfvh2LFy/G0qVLkZ6ejnfeeQerV68GanqxMpkMRIRffvkFy5cvx65du3D37l20a9cO7733HgYNGoScnBxcunQJqBnm6qeffkJISIjSdqiurkZhYSH09PQQGRmJw4cP48KFC9i9e7ewnUxNTYXe8NatW9GuXTthu40bNw4eHh5Yvnw5cnJysH79egDAunXrIBaLceLECeTk5GDUqFGQy+Xw8/NDRUUFLl26hNjYWMTFxeHkyZMAgJSUFKSmpmLOnDlITk7mkVNeUxzMr7GkpCR06NBBuN4xANy7dw+ouQbyP//5TyxevBhvvPEGdHR08NZbb6G0tBTZ2dnYunUrLC0tsW3bNtjZ2cHU1BSWlpbCpTNr26yurkZ6erowqnVeXh4CAwPh7e2N1q1bQ19fH5MnT4aHhwcsLCxgbW0NXV1dlJSUYMOGDfjwww8xYsQIEBGSkpKEwL958ybc3Nwwd+5cGBoawsPDAwCgofHfl3RMTIzSNZ8BYPjw4dixYwc+/vhjTJkyBWVlZUJN5ubmmDNnDoyMjNCjRw/07t0b6enpAID4+Hi4u7sL7ZSWliIvL08I5srKSiQmJtZ5vvj4eIjFYuFDCTUfNg8fPsT27dthbW2NGzduoKSkBE5OTkBNMH/00UdwdXWFhoYGRCK+AOTriIP5NZaYmCgEZq2zZ89CLBZDT08P+fn5GDBggDCvuLgYANC6dWtERUVh5MiRdYIjJSVFqc0bN26goqICrq6uICKkpqYqzZfJZEr309PT0alTJ8TGxqKsrAw7d+6EnZ0dOnXqBIVCIYy0/fTjMjIyYGZmhlatWkGhUCA+Pr5OUALA+PHjERkZieTkZKxcubLemlHzAdW6dWthOz0ZzDKZDGKxWAjTxMREVFZWKi0DALGxsXBzc4O2trYw7aeffoJIJIKTkxOsrKwwb948BAcHo1u3bigpKamzzdnriYP5NZaYmAg3NzfhflZWFjZv3ozJkycL02pHEQGAH374AR4eHjAzM0NpaWm9o0anpqYqHcaIjo6GgYEBbG1tcevWLTx48EDoQebm5qKkpEQIxdu3b+Pu3bvCfZFIhISEBMTFxSEnJwdhYWHCxe+Tk5PrHC6p7cGmpaWhtLS0TlDWsre3x7Rp03DlyhWgJmifbCsvLw8JCQnCBfOTkpKUDvckJyfD3t5eGLA1NjYWDg4OSt88aqfXV0NQUBBu3LiB1NRUxMbGYvz48UIdWlpacHBwqLdu9vrgYH5NlZeX4+bNm9DX10dcXBx27NiBwYMHo3PnztiwYQM6duwIHR0dHD58GJWVlTh79iz27dsn9DI9PT0RFhaGlJQU3Lp1C6dPnxbaLSwsBGpOMdu4cSM6d+4MkUiE5ORkGBoawsrKCqgJOF1dXWF0EplMBh0dHTg4OMDNzQ06OjoIDg6GQqFAamqqMHpJdXU10tLSlHq5T4ZnUVGR8Pw3b94EEaGwsBDh4eGIiYnBhQsXcOTIEeHwh0wmQ1VVFUpKShATE4OpU6diwIABGDRoECorK3H//n2lMzBkMplSUBcXF+Pu3bu4desWsrKyhOlFRUXIzMxEQUGBcFqel5cXjh49KnyTiIyMFJZPSUmBo6MjtLS0mnx/s5aFg/k1dePGDSgUCixZsgSjR4/GDz/8gOXLl+P48ePQ09ODmZkZtm/fjt27d8POzg6ffPIJwsPDha/Z69evh7W1NYYMGQJfX1+kpqYCAObOnYtjx47B1dVVOA5dG6BPB5pMJoOzs7NwXFgmk6Fjx47Q1NSEmZkZduzYgYiICLi4uCAoKEgYXDUjIwMVFRV1erG1vd7u3bujR48emDRpEkaOHAkAyM7Oxp49e+Dv7485c+age/fu2Lhxo3AMPC4uDi4uLnj77bfRp08f7Nu3DwCgpaWFDz74AIsWLRLC9eke9pgxYyCRSODt7Y01a9YI04OCghAdHQ1PT0/hfOqFCxfCzc0No0aNQvfu3XHu3Dml7fFku+z1xb8svKJawtBS6iA9PR29evVCbm5uvYdm1BkPLfXq4h4ze63JZDJYWVm1uFBmrzYOZvZaqz2uy5g64b8VZa+1pUuXqroExurgHjNjjKkZDmbGGFMzHMyMMaZmOJgZY0zNcDAzxpia4WBmjDE1w8HMGGNqhs9jfkUpFIrHp0+frhaJRKTqWppJbSeDam6vPCIyVHUN7OXga2W8oo4cOaL98OHD1+Yb0dWrV2NEIpGLWCz29PLykqm6nubyzjvvPHqNPnxfGxzM7JUwY8aMRACuROS6Z8+eZFXXw9iLeG16VIwx1lJwMDPGmJrhYGaMMTXDwcwYY2qGg5kxxtQMBzNjjKkZDmbGGFMzHMyMMaZmOJgZY0zNcDAzxpia4WBmjDE1w8HMGGNqhoOZMcbUDAczY4ypGQ5mxhhTMxzMjDGmZjiYGWNMzXAwM8aYmuFgZowxNcPBzBhjaoaDmTHG1AwHM2OMqRlNVRfwOiAiYwCuqq7jVRYcHKxfVVWF/v37dwsJCWml6npeYQkikei+qot41YlUXcDrgIh8AZxTdR2MNYF+IpHoJ1UX8arjQxmMMaZmOJgZY0zNcDCrUEZGBkQiEQ4dOqTqUprN/fv3ERcXp+oyGhUaGgqRSISCggJVl9Jsrl27hoqKClWXwWpwMLNm1aVLF+zdu1fVZbAnhIeHo0ePHnjw4IGqS2E1OJhZs+JemfrhfcJeS0TkS0R0584dmjx5MhkYGJCZmRlNmDCBANDBgwep1q+//kr9+vUjiURCrVu3psDAQJLL5fSkvXv3kru7O+no6FCbNm1o+vTpVFhYSJWVlQSANmzYoLT8m2++ST169CAiori4OJJKpXTixAnq0qULaWlpUYcOHSgsLIzWr19PVlZWJJVKyd/fn+7cuaPUzo4dO8jBwYEkEgk5OzvT2rVrqby8XGhXV1eXIiMjqWfPniSRSMjJyYm+++474fE2NjYEQLjZ2NgQEdHDhw9p2rRpZGJiQiYmJuTv709ZWVn0vPbu3Uv37t177sfFxcUJ29zOzo78/PwIAN2+fZuIiB4/fkxLly4lS0tL0tbWJnd3dzp+/LhSG2VlZbR06VKys7MjbW1tcnR0pHXr1lFVVRUtW7aMdHR0lJaPjo4mAHT69GkiIvL396fFixfT3LlzydDQkKRSKY0ePZoiIyPJ19eXdHV1yc7Ojvbv36/UTmZmJo0ZM0Z4TQ0dOpSio6OF+f7+/rRo0SJatmwZmZubk7GxMU2ePJlKSkqIiGjfvn1K+wQA7du3j4iI0tLSyMfHh/T19al9+/Y0c+ZMqqys7Kvq9xNjTYKIfCsqKsjd3Z309PRo5cqVFBYWRl5eXkrBnJycTHp6euTt7U0HDx6kTz/9lIyNjWnQoEHCG23VqlUEgMaPH0/h4eG0adMmGjRoEN27d+9PBzMAsra2phMnTtCFCxfI1dWVAFDfvn3pypUrdPDgQTIwMKCAgAChjdWrV5NUKqVly5bRgQMHaOXKlSSVSmnq1KlK7Zqbm9OhQ4fo6tWrNHToUNLT06OioiIhjExMTGjs2LF0+fJlIUCWL19OIpGI1q5dS6GhodS3b18qLi5+7oAdMWIEGRkZ0apVq+iPP/74U49JTU0lQ0NDsre3p+DgYNq2bRuZm5srBfM777xDmpqatGrVKoqIiCB/f38SiUT0448/EhFRVVUV+fj4kJaWFi1YsID2799PS5cuFbbfnw1mADR37lyKjY2ldevWEQDS0tKibdu20bVr12js2LEkFospNTWViIhu375NFhYW1L9/f9q7dy+FhYXRG2+8QRKJhJKSkoR2xWIxTZ48ma5du0bh4eGkra1NCxcuJCKiwsJCWrBgAQGgEydO0OXLl6mwsJCIiPr27UtmZmYUEhJCW7ZsoREjRhARcTCzVwMR+W7ZsoUA0Llz54Q3Z0pKilIwT5o0iaRSqVKvb//+/QSAoqKiKDc3lzQ1NYUwfNrzBPORI0eE+bW9pto3MxFRUFAQtW3bloiI8vLySEtLi44eParU7q5duwgAyeVyod1Dhw4J869fv04A6JtvvhGmtWnThubMmaPUTkBAABkYGNDjx4/rXa/ncfr0aRowYAAZGxvTmjVrnhnQI0eOpFatWil9O9i5c6cQzKmpqQSAVqxYIcxXKBTk4OBAAwcOJCKiQ4cOEQDau3dvvc/xZ4O5c+fOSsvY2NjQuHHjhPvZ2dkEgHbt2kVERO+99x517dqVKisrhWUeP35M1tbWNG/ePKHdTp06kUKhEJYZNWoUubm51Vnf2g/QWu3bt6chQ4Y8vToczM2AjzE3k2PHjqFLly7w9fUVpmlqKv/hZWRkJHx8fGBsbCxMGzp0KAAgJiYG586dQ1VVFWbPnv3C9ejq6gr/l0gkAAAdHR1hWvv27VFcXAwAOHfuHCorKzFlyhRIJBLhNnfuXABAbm6u8Dh9fX3h/zY2NgCA/Pz8RmuZMmUKysrKMGzYMCQmJj6z9oKCAmRlZSErKwt3795Vmufn54fIyEicOXMGx48fR+fOnRtsp7y8HGfOnMHUqVNhZmYmTH9yv0RFRQEAxo4dK0wTiUQYMmQIYmJiAACnT5+Grq4upk2b9szaG/PkPkHNfnl6nwAQ9supU6eQmJgIAwMDYZ9IpVLk5OQo7RM9PT2IRP/7WzIbG5tn7hMAmDp1Ks6ePYu5c+fizp07L7Ru7PlwMDeT7Oxs2NnZNbpMSUkJzM3NlaaZmJgAAPLy8lBYWAgAsLKyeomV/pdIJAIRATVBCAAnTpxAfHy8cEtISEBKSgo6depUbxva2toAgKqqqkafy8/PDydPnkRBQQHc3d0xffp0VFZWNrj83/72N9jZ2cHOzg7Lli2rM//KlStYu3YtsrOzhQ+P+ty+fRuVlZWN7peSkhIAqHe/lJaWorS0FIWFhbC0tIRYLG50PV9Ubbg+uV9GjBihtE/i4+Mhk8mwffv2BtvR1tZ+5j4BgH/9618IDg7G4cOHYW9v32ibrGnxtTKaiZmZ2TN7He3bt6/TA6wN41atWgk96YKCAqH39KQne0VNqVWr/116wtnZ+YXbqw2WJ/n5+WHIkCH49NNP8eGHH8LW1rbe0AWAjz/+WOg1PhmqFy5cwNq1axEfH4/58+fjwIEDMDIyarCO2l5yY/uldjvfvXsXlpaWwvTCwkJoa2tDT08PxsbGwn6qz8vcL8XFxU2yT1DPfhGJRJg/fz7+/ve/Y+bMmXj//ffRqlUr8wYbYE2Ge8zNxNPTE9HR0UhPT29wmV69eiEyMhLl5eXCtKNHjwIA+vbti4EDB0IkEiE0NFTpcbW9H7FYDBMTE6WvqUSE7OzsF6rdx8cHGhoa+Pzzz5WmP3z48Lnb0tfXr/M1+tGjRwAADQ0N/OMf/0C7du1w/fr1Btvo27cvRo8ejdGjR8Pd3V2Yvnz5cvTp0weZmZlYs2ZNo6EMAFKpFI6OjoiIiMDjx4/rXcbb2xsaGho4deqUUr0nTpxAr169IBaL4ePjgwcPHtT5Q6Ha/WJubo5Hjx5BLpcL87Kyshqt7c/w9fXFzz//jNjYWKXpz7tfag8/Pb1fak+jk0qlWLt2LQAgMTHR5AXLZn8C95ibyZIlS/Dll1+if//+mD9/PiwsLHDw4EGlZZYtW4ZDhw7Bz88Ps2bNwq1bt7BmzRoMHDgQAwYMgEgkwvTp07F7927cvXsXfn5+KCoqwu7du3Hp0iXY2tpi6NCh2L9/P3x8fNC2bVts2bIFqamp6Nat21+u3cHBAfPmzcPWrVsxatQojB49Grdv38a2bdtw6tQpeHh4/Om2+vfvjwMHDmDjxo0wMTFBr6mI+RYAACAASURBVF69cObMGXz33XeYOnUq8vPzkZeXBy8vr+eu88KFC9DT03uux6xatQoBAQHo3bs3AgMDIRaLsXXrVmF+hw4dMG3aNKxatQpVVVXo0KEDQkJCUFhYiK+++gqoORa7fft2TJs2DdeuXYO7uzsSExNx/vx5XL9+Hb6+vtDQ0MAHH3yA+fPnIykpCYsXL37u9Xva6tWrcfLkSQwZMgQfffQRzM3NcebMGVRVVeHbb7/90+307t0bmpqa+OCDDxAUFITy8nLMnDkT48ePh6GhIYYMGSJ8MLm7u999ZoOMtQS15zFfunSJunXrRjo6OtShQwdauHBhnfOYa88D1tHRodatW9P06dOFc06JiKqrq2n9+vVka2tL2traZGdnRzNnzqTc3FyimtOfxowZQ4aGhmRlZUXr16+n4cOH1zkr44cffhDaPHjwIAGgGzduCNNWrVpFYrFYuK9QKOiTTz4hW1tb0tLSImtra3rvvfeEU6vqa7e0tJQAUHBwsDCtsLBQOI3O1taWjh07Rt988w15eXmRnp4eWVhY0AcffNAkZ2j8Wdu2bSNbW1vS1dUlLy8vmjZtmtLpcuXl5TR//nxq06YNaWtrk4eHB504cUKpjbt379K7775LpqampKenRy4uLrRu3TqqqKggIqIvv/ySOnToQLq6ujRkyBAKDw+vc1aGp6enUptOTk40ZcoUpWkAaN26dcL9lJQUevPNN0lPT48MDAyof//+FBERIcyvr92PPvqIjIyMlKaFhYVR27ZtydjYmHx8fIiIaO3atcJ56w4ODhQSEkJ8Vkbz4Mt+NgO+7Cd7hfBlP5sBH2NmjDE1w8HMGGNqhn/8ax5ZAP6t6iKeQ/uaW4uRlZXl9fjxY31ra+sYiUTy/KeLqE4OgDxVF/Eccv/EMuwF8TFmVgcRfQyg/pOIWVNbIRKJPlZ1EUy98KEMxhhTMxzMjDGmZjiYGWNMzXAwM8aYmuFgZs1u/fr1EIlEEIlETXIJ05bI1NS0dhusA1D/5fnYa4uDmTVo//79MDAwgEKhqDNv4MCBmD9//jPbeP/993Hs2DGlaUlJSfD19cXt27fxySefgIjg4OAAiUQCCwsLDBw48Lmu9aDuGtoGW7ZsgVgsrgZwQ2XFMbXEwcwaFB8fDzc3N2ho1H2ZDB06FD179mz08Xl5edi+fTtcXV2VpiclJcHDwwNt27aFvr4+bty4gZs3b+LQoUOIiIiAq6srxowZg40bNzb5OjW3hrZB27ZtkZeXBzMzs2IAz744MmPs9UZEHxMR+fj40OzZs+tc9KdDhw5KFyzKycmh4cOHk4GBAVlZWVFERARlZ2eTjo4OaWhokL6+PnXr1o2oZvgrbW1tCg8PF9o7fPgw6enpUXV1tTBt9uzZZGRkRFVVVUREdPz4cerSpYswyOv3338vLHvjxg0aNWoUGRgYkFQqpS+//JIKCwsJAF29elVYbtq0aeTv709UM47f22+/TW+88QYZGBiQtbU1hYaG0ptvvkkSiYQ6duxICQkJwmO/+OILcnV1JR0dHbK1taXDhw8TEdHJkyepa9eutHnzZrK0tCR9fX364IMPiGqGgqpvG9QaOnQoeXl5/abq/c0YawFqg7l169a0e/fuOsGcnp5OAISRrN966y0aPnw45efnU2RkpDB96dKlNHz4cKXHymQyAqA0kvOSJUuEq9/VOnbsGAGgO3fu0NGjR6lVq1Z07tw5qqiooH/9618klUrp4cOHlJ+fT23atKFp06ZRRkYG3blzh3Jzc+ncuXOkoaFBDx48ENr08PCglStXEhHR+PHjydLSkq5cuUJFRUXk4eFBlpaWFB0dTXl5eWRlZUXz588nIqJPPvmEpFIpHTt2jO7fv08bNmwgW1tbIiL64YcfSCwW06ZNm+iPP/6gTz/9VGn8vPq2Qa127drRxIkT+eJWrA4+lMHqlZOTg7t379Z7reXk5GQYGhoKY/pVV1cjPz8fVVVVGDBggDD96tWr6NGjh9Jjk5KSIBKJlMbii4+PR9euXZWWk8vlEIlE0NfXx/z587F69Wr4+vpCR0cHkyZNQmlpKTIzM7Fhwwa0b98e+/btQ4cOHWBmZoZ27dohMTERDg4OwkXgq6urkZKSIlxYPycnB7Nnz0bv3r1hamoKAwMDBAYGwsvLC5aWlrC1tYWenh7++OMPrFy5EsuWLcOYMWOgUCjw22+/CYcmbty4ga5du2LhwoUwMjISriNde/invm2AmiGr8vLy4Obm1vDQJ+y1xcHM6hUfHw+xWAw3N7c68xITE5WOmYaEhMDR0REdO3bE5s2bAQAKhQIxMTF1Qik5ORl2dnZKF7SPj49XGokEAE6ePImuXbsiPT0dubm5SoPYFhUVATVDQ50/fx5vvfVWneGbEhMTldpMS0tDRUUF3N3dQURISkpCly5dGlw+JSUFrq6uuHbtGsrKyhAcHIxWrVrBwsICCoUCYWFhAICEhASldtLT02Fubg4TE5MGt0HtdsB/R2PhUU5ZHXwRI1av+Ph4ODs7CyNoPykhIUEpsM3MzHDkyBGEhoZi+vTpCAwMREFBAUpLS+uMnJKUlAQXFxfhfmFhIQoKCpR6zN9++y2+/fZb7N+/XxgM1cLCQpj/zTffwMvLC+bm5igtLa131JLk5GS8+eabwv2ff/4ZBgYGsLe3R2ZmJh48eCAEcXZ2Nv744w8hYPPz81FcXIwuXbogLy8PIpEI2dnZePjwIYyMjJR+DE1ISEBAQIBw/7fffhO2jUwmq3cb1Nanp6eHPn363Gt0R7DXEveYWb3i4+NhY2OD1NRU4Xbz5k2gpndZGz4pKSn46quvUFxcjPz8fJiamsLY2FgY4DQ2NhY3btwQBvp8Opjj4uKAmoE/L1++jA8//BATJkzARx99hClTpqBTp07Q0dHB/v37UVlZiZMnT2Lnzp3CGRve3t7YsWMHkpKSkJmZie+//x4AUF5ejtu3bwMArl+/jlWrVqFLly4QiURISEiAkZGRcMglISEBurq6cHR0FO7r6OjAyckJXbt2hY6ODtavXw+FQoHk5GRkZGQANYdHZDKZUo/5yWBuaBvUbodOnTpBU1Oz7si0jDH2NCL6uPbMiydvvXr1ovLychKLxRQVFUVUM2RSu3btSE9Pj3r37i2cBVFWVkZ9+vQhTU1NsrCwIIVCQRUVFSQWi+mrr74SfgDbsGEDASANDQ0yMzOjkSNH0tmzZ5V+JDt48CDZ29uTnp4e9ejRQ2l+dnY2DR06lPT19cnU1JTWr18v1GVsbEzt2rWjcePGkbe3N82aNYuoZsikvn37Cm2sX7+evLy8hPubNm2irl27CvcPHz5MDg4OpKOjQ87OzpSUlKT0Q2bt8FpU84Pp3r17G9wGtQYNGkTTpk0jIlqu6v3NGGsBas/KaGrx8fEEgOLi4l5G8y1K27ZtadOmTcTBzOrDx5hZs6k9I8PY2BglJSUwMjJSdUnNrri4GHK5HAUFBXX+6ISxWnyMmTWb5ORkEBHs7OywevVqVZfT7IgI9vb2cHJyAgAOZtYgHsGE1UFEHQDYqbqO57Fjx449jx8/tu3Xr990T0/PLFXX8xxuikSiTFUXwdQLBzN7JcyYMSMRgCsRue7ZsydZ1fUw9iL4UAZjjKkZDmbGGFMzHMyMMaZmOJgZY0zNcDAzxpia4WBmjDE1w8HMGGNqhoOZMcbUDAczY4ypGQ5mxhhTMxzMjDGmZvhaGazFmTFjRoOjfhCRMP5f7f9DQkL4dc5aFO4xsxaHiK4CqKpv3tODshKRornqYqypcDCzFoeIFhHRn+kFVwE42AwlMdakOJhZixMaGnpZJBLFEVF1Q8vUHMbQEIlE/2ze6hh7cRzMrKVqdAgUkUhURUQhISEh2c1WEWNNhIOZtUghISEnAcQSUZ1jzUQEIhJXV1dvVk11jL0YDmbWYhHRciIS1zPrEYD9YWFhv6ugLMZeGAcza7FCQ0PPA0h++gwNkUgkrq6uXqq6yhh7MRzMrCUjsVi8EDWHL2r+rSSiA2FhYfmqLo6xv4qDmbVou3fvPkNE157oNYsB/EvFZTH2QjiYWYtHREsAiGp6y2F79uxJV3VNjL0IDmbW4oWGhl6uOdYs1tDQWKfqehh7US3uGgK7d+9eAoDffIyxP0UsFqe9++67rqqu43loqrqA50VEms7OzmJXV9cW96HCGGteJSUliIqKMlR1Hc+rxQUzai5Uo6HBR2EYY40Ti+s7zV39cboxxpia4WBmjDE1w8HMGGNqhoOZMcbUDAczY4ypGQ5mxhhTMxzMjDGmZjiYmVqprq7GxYsXsWPHjpfSvkKhQGRkJLZt29bocnl5efjyyy8RHR39UupgrDEczEytFBcXY9y4cdi7d+9Lab+0tBRjx47Frl27Gl1u+/btmD9/PlJTU19KHYw1hoOZMcbUDAczY4ypGQ5m9pclJCRg3LhxsLKygo2NDcaPH4+EhARhfkBAALp06YKNGzfC1dUVNjY2GDJkCA4dOoSpU6eiY8eO6NixIz788EM8fPhQqW25XI6hQ4fC0tISXbp0werVq1FRUaG0TFFREebNmwdHR0dYWFhg4MCB+Pbbb5WWuX//PhYsWAAnJye0a9cO48ePr3ddzp07h0GDBsHCwgKurq44e/bsX1pfExMTLF68GL169ULbtm3x1ltv/eXty15fLfIiRkz1oqOjMXr0aJSXl6Nbt26orq7GhQsX8Msvv+DMmTNwdf3vVRZzc3Px6aefYvTo0UhLS0NMTAxiYmJgZmaGYcOGISoqCuHh4dDX18e6df+7mmtJSQkKCgrQuXNnpKSk4LPPPkNSUhIiIiIgEolw7949+Pn5ITMzE/b29nB0dERcXByCgoJw//59vP3223j8+DHGjh2L69evQyqVwsXFBTdu3KizLt9//z2CgoKgUCjg4OAAHR0dJCcn/6X1BYA9e/Zg4MCBcHZ2xtixY1/qfmCvJu4xs79kwYIFKC8vR2hoKM6fP49Lly4hODgYZWVl2Lhxo9KymzZtws6dO3Hq1CkYGRkBAA4cOIBPP/0Uhw8fBgCcOXNG6THt2rXD9evXcf78efz666+wsLDAxYsX8Z///AcA8MknnyAzMxOBgYGIjo7GqVOncPHiRWhpaWHt2rWorq7G/v37cf36dXTu3BmxsbE4e/YsfvrpJ6XnqaqqwtKlS6FQKLBlyxZcu3YNly9fRkBAwF9e3zFjxuCbb77Bvn37MHLkyCbc6ux1wT1m9txyc3ORmJgILS0txMXFIS4uDgCEQw3Xr19XWt7KygoAIJFIYG5ujpKSErRt2xYA0LFjRwBAYWGh0mO0tbWFSza2b98eU6ZMwSeffIIff/wRfn5+OHXqFADgwYMHWLlypfA4qVQKuVyOzMxM4XDE+++/D1NTUwCAgYGB0vMkJCTg9u3bsLW1RWBgoDD9yeWed33HjBnzF7YqY//DwcyeW0FBAQCgsrIS27dvrzNfIpH86bZEov+Od1A7ynVDzMzMgJrT3fBEkEdERNS7vK6urrCMra1tg+3WLmNjY9PgMs+7vk+HP2PPi4OZPTdDw/8OCNG2bVvIZLJmec7c3FwAgIWFhVBDRUUFfv31Vzg6Otb7GHNzc+CJYP2ry6hifdnrjY8xs+fm4OCANm3aoKCgAKGhocL0oqIi3Lx5s0me49GjR6iurgYAZGZm4tChQwAAX19fAEDv3r0BAJs3b8bjx4+Bmh7tk4cVunTpAgD4/PPPce/ePQBAWVmZ0vM4OjpCV1cXaWlpwnM8vVxzrC9jT+JgZs9NQ0MDK1asAAAsWrQI3t7e8PX1Rbdu3bBq1aomeY78/Hx4enqiX79+6NWrF4qKijB27Fh4e3sLz6uvr4+jR4/C3d0dfn5+cHFxwZQpU4Rjv7Nnz4ahoSHi4uLg7u6OQYMGCYFey9DQEO+99x4A4L333oOnpyf69u2LL7/8slnXl7EncTCzv2Ty5MkIDw9Ht27dkJOTA5lMBnt7ewwaNKhJ2p8xYwZ0dXWRkZEBS0tLLF68WOnPqJ2dnXHq1CkMGTIEZWVliIuLg4GBAcaPHw+FQgEAaN26Nb7//nv0798f1dXVyM/Ph5+fX53nWrJkCRYtWoR27drh9u3b0NbWRo8ePZp1fRl7UosbaXrXrl3LO3XqtNbNza3F1c4Ya17379/HxYsXc4KCgqxVXcvz4B4zY4ypGQ5mxhhTMxzMjDGmZjiYGWNMzXAwM8aYmuFgZowxNcPBzBhjaoaDmTHG1AwHM3tucXFxGDhwIGxsbPDbb7+puhz2ksXHx8PU1BSPHj164bauXLnS6JX8Ro0a9dJGSG9JXtlglslk8Pf3h5WVFdq1a6d0zd6/qqCgAAEBAcjLy2uSGp9XXl4eTExMGrw9eX2Hl6W8vBxTp07FxIkTkZKSAhcXl5f+nE0lLCwMdnZ2aN++PXr27Il//vOfda4D3VJdvXpV6XrSADBv3rx6Xyf1jeLSmJSUFFhbW0NHR+eF60xJSYGzs3OD81NTUxud/7p4ZS/7OWnSJPTp0wdbt25tkk96ALh8+TKuX7+Odu3aNUl7z6t169a4evUqUPNGnD9/Ps6fPy9c//fJuqqrq4ULzTelyMhIPHjwANOnT/9L7b+sumopFApoaNTf3/jll1/g6emJlStXIj09HRs3bsR3332Hy5cvw8TE5KXV1BwOHjwITU3lt3NSUhKmTJmCuXPnKk13cHB4rrZlMhk6dOjQJHWmpKSgU6dO9c67c+cOiouLG5zfkMb2OWsmu3btWh4VFaWQy+XU0C09PZ0A0KlTp+qdv2PHDurUqRPp6OiQtbU1hYWFkVwup4ULF9LEiRNpypQpJJVKqXXr1hQSEkJyuZxCQkJIU1OTtLS0SF9fn2bNmvVC7cnlcoqJiaFhw4aRgYEBSaVS2rlzJ8nlckpOTqYJEyZQq1atSF9fn4YPH05ZWVlK67BmzRqytLQU7h86dIgMDAzon//8J3Xo0IEmTZpEcrmc4uLiaPjw4cJzeHp60tWrVyk9PZ0sLS0pODiYnJycSCKRUN++fSknJ4fkcjmdOHGC3N3dSVdXlzp37ky//vorbd68mYyMjMjAwIAcHR0pPDyc5HI5/f777xQQEECtWrUiIyMjeuuttyg7O5vkcjm9//771KdPH5o4cSK1adOGPv/8cwoODqZ+/frR+PHjqXXr1mRsbExLliyhd999l4yMjMjU1FRpOzW2PTw8PGjq1Kk0YMAAkkqlFBcXV2/tcrmcnJycaOXKlUK7iYmJpKOjQ2vXrn3memRnZ9O7775LZmZmJJFIKDAwkORyOQUGBtKgQYOENuPj4wkARUVFNdl6PmtfBQYGkkgkIolEQvr6+hQeHk5FRUUkkUjoiy++qPP6j4qKIgsLC1q8eDFZW1uTRCIhf39/2rhxI7Vv377O69vHx4f69OlDTk5OZGhoSAEBAZSfn//M179cLqcjR45Q165dSVdXl9544w1yc3Oj9evXk1wup6ysLAoKCiJTU1Nq3bo1BQQEkLGx8TPbzc7OJpFIRIsXL6YuXbrQxx9/3GAWZGVlUVhYWLaqc+uV92eC+e7du+Tu7k5du3al3377TWneunXrSCqV0pdffkm3bt2ilStXkrW1NcnlcpozZw6ZmprS119/Tbdu3aIxY8aQs7Oz8Nju3bvTmjVrmqQ9mUxG5ubmNGnSJIqNjaX09HRKSkqijIwMsrKyolGjRlF8fDylpqaShYUFbd++Xel5x40bR0OHDhXur1q1ijQ0NGjXrl0kl8spJyeH0tLSyNLSkubOnUs5OTn066+/EgCKiYmh7OxsAkATJkyg5ORkunTpEolEItq3bx/dvXuXTE1NadGiRZSRkUFhYWFUVFREcrmc/Pz8hFCSy+VUUFBAHh4eNH78eLp58yYlJCSQlZUVLV26lORyOQ0aNIhat25NP/74IxUXF1N+fj5t3ryZtLW16fPPP6dbt27RtGnTSEtLi3bv3k1ZWVk0bNgwcnNzI7lc3uj2KC4uJj09PerevTtlZGRQTk5Og7Xn5eWRWCymiIgIpe3o4uJCf//73xtdj+LiYurbty95eHjQxYsXKSsri6Kjo0kul1OPHj3ogw8+ENr7+uuvSUtLiwoKCppsPRvbV3K5nHJzc0lTU5POnz8v1PHzzz8TANLV1SV9fX3S19cXOiq182bMmEG///477dixgwDQ7NmzKTMzk1auXEkAhA8/CwsL8vPzo9TUVDp16hQZGxsL+7ex1//hw4dJW1ubVq9eTUlJSbRp0yYCQMePH6eioiLq2bMndenShc6ePUvx8fHUqVMn6tmz5zPbPXv2LAGgoKAgunPnDhUUFLxywfxKHsoQiUSIiIjArFmz0K9fP+zZsweDBw9GSUkJNmzYgIULF2LEiBG4f/8+kpKShK9Ov//+OyZOnIhhw4YBAFxcXJCWlgbUXIQ9MTFR6fq7L9Le1q1bYWlpiW3btgnDKwHAunXr8PDhQ2zfvh36+vq4cuUKSkpK4OTkpLSOiYmJSgN9ymQyDBs2DBMmTAAA6OvrY8WKFWjfvj3WrFkDAMjOzkarVq1gb2+PhIQEiEQibN68GVKpFG3btoWWlhY0NDRARKiursatW7cgkUgwevRo4XmSk5MxcOBA4f6BAweQl5eH06dPQ1tbG61atUKfPn2EkT5SUlLw0UcfCaNISyQS5OXloVevXpgyZQpQM4pIt27dMH78eACAq6sr7t69CwDYvn17g9sjKysLZWVl2LJli3AoQqFQ1Ft7cnIyqqurlUazBoB79+7B0NCw0fU4efIk4uLiEBMTgzZt2gBPjGqSkpKCd999V2n7ODo6Qltbu8nW8/fff29wX6HmxzmxWKy0bklJSTAxMRHGPcQTYy/m5eVBR0cHH3/8MTQ1NWFpaQmxWIwVK1ZAIpGgW7du0NDQgLa2Nu7du4fbt2/jiy++gLm5OczNzTF69GhERUVhxowZjb7+ly1bhqCgIMybNw8AMHToUCxatAidOnXCt99+i4SEBFy7dg2WlpYAAA8PD+jo6DzzfZWSkgJTU1Ns2LChzuGbV8Ure2DG1NQUERERmDlzJqZNm4bc3FzExsairKwMO3fuhJ2dHTp16gSFQoHPP/8cqHlTPflj1s2bN4XBQhMTE1FZWQl3d3dh/ou0FxUVhZEjRyqFMgD89NNPEIlEcHJygpWVFebNm4fg4GB069ZNWKaiogIZGRlKb8SUlBT0799fuE9EOH78OKZOnSpMi4mJgYeHh1CbtbU1pFIpACAnJwePHz9Gx44doaGhgWPHjiEtLQ2enp64dOkSUHMJxZycHKVjgOfPn0evXr2gra0tTCsuLoapqSlKSkqQn5+PAQMGKK1jcnIyOnfurHT/yXVJS0sTnqOx7ZGSkgITExOlxzZUe1JSEszMzIRgrX3e/Px8eHl5NboeUVFR6NGjh9JjUTPc1f3795X28ZPr0lTr2di+Qs3r0M3NTan2xMREODk5wd7eXrhpaWkBNR/iTk5OQqglJyfDwcFBGLswLS0N9vb2kEgkkMlkEIvFSutIRKiqqmr09Z+Tk4OMjAz4+/srrb+JiQnMzc1x6dIleHt7C6FcO9/Z2fmZ76uUlBT07t1bWJ9X0SsbzKjpOS9ZsgREhJiYGGFaQkIC4uLikJOTg7CwMJiamqK0tBQ5OTlKb6SkpCThfmxsLBwcHKCvr1/nOf5Ke6WlpdDV1a237qCgINy4cQOpqamIjY0Veli1ZDIZqqur4ebmBgCoqqrCjRs3lJ6rpKQEJSUlsLOzE6adPn1aKZifrk1HR0f4kcfd3R3nz5/HgAEDsGzZMqDmDYGai9TXun//vjDiNQDI5XJcuXIFgwcPhkwmg5aWVp0fm2QymVJAPf0B9vT9hraHTCZTWoda9dWekJAgbC/UnF3y0UcfoWPHjhg8eHCj6/HgwYN691Vqaiq0tLSEMQdrX2e169ZU6/msfRUbG6vUYah9zNPfshra/jKZrMG6EhMT0bFjR2H979+/jzNnzgjfmhp6/dcO5WVsbCy0+5///Ef4ILp3757SvPz8fCQmJgrzG2q3tt7n/YGwpXklg/n48eO4cOEC4uPjsXHjRuErrJubG3R0dBAcHAyFQoHU1FT8/vvvQM3O1tDQEF7MVVVVSEtLE94QxcXFuHv3Lm7duoWsrCwAeKH2PD09ERYWhpSUFNy6dQunT58GAHh5eeHo0aO4ceMGKioqEBkZWWf9kpKSIJVKhdGfb968iUePHim9WA0NDSGVSpGRkQEA2LFjBxISEoQzOJ5+MyYlJaFjx47Q1NTE6dOnceXKFdy9exd//PEH7O3tgZo3rKmpqfAGqd0GFy9eREFBAe7evYt58+bBy8sLgwcPRkpKChwdHZV6NiUlJcjLyxOeu7S0FNnZ2cL9srIyZGZmCvcb2x4pKSl1grmh2pOSkmBqaork5GRERERg8ODByMvLw/79+6GpqdnoenTr1g0XLlzA+fPnUVBQgKNHjwI14a5QKHDnzh08evQIy5YtE9atKdezsX2FmrEHMzMzUVBQgPz8fGEZY2NjpKenC7faefX15J9s/8kPvJiYGFRUVCA3NxdpaWmYMmUKjIyM8N577zX6+re1tYWenh6+/vprlJeX4/jx4/jqq6+ED/XOnTvj8uXLyMjIwJ07dzB79mwoFAo4Ozs32m5D+/1V80oGc2RkJN577z2MGDECZ8+exRdffAEHBweYmZlhx44diIiIgIuLC4KCgoSBPGu/ztWeq5meno7Hjx8LL4AxY8ZAIpHA29tbOGb7Iu2tX78e1tbWGDJkCHx9fZGamgoAWLhwIdzc3DBq1Ch0794d586dq7N+SUlJcHFxEQ6DpKSkoG3btkqnfGloaCA4OBibNm1C9+7dcf78efTo0UM4xl3fm7P2/o8//oiAgAB0794dEokEW7ZsEZZ5+hzTBQsWoGPHjujRowf69u2L/TjN3AAAIABJREFU9u3b4+uvv4ZIJKq3ZyOTyaCpqSl8YNWud+1yqampUCgUQlA0tj3qO/WqvtoVCgVkMhmOHDmCwYMHY+vWrRg+fDguX74s9HYbW4/AwED87W9/w6xZs+Dt7Y1vv/0WAODj44Pu3bujR48eSkNMubi4NOl6NravUNPTjo6OhqenJ3744QcUFhbizp072Lp1K3r27Cnc/u///k/4dlX7vAqFAmlpacJ9IkJqaipcXFygUChw7do1TJgwAT4+Phg2bBisra1x4sQJSKXSRl//hoaG2LZtG7777ju4uLjg3LlzsLa2FtZ/7ty56NmzJ3x8fODv7w97e3uYmZnB1NS00XaLi4tRVFT0yveYW9zwTDy0lOr0798fPj4+WL16tapLYexP4aGl2CttyZIlkMvlmD59uqpLYeyVx8HM/hQPDw/8/PPPKvurR8ZeJ6/mSYCsyU2cOFHVJTD22uAeM2OMqRkOZsYYUzMczIwxpmY4mBljTM1wMDPGmJrhYGaMMTXDwcwYY2qmRZ7HnJqaSmlpadWqroOpldpOBtXcGAMRicRicdOMLdeMWlwwm5iYbHj48OEnqq6DqZerV6/GiEQiF7FY7Onl5SVTdT1Mfejr6ytUXcPz4gsBsVfCjBkzEgG4EpHrnj17klVdD2Mvgo8xM8aYmuFgZowxNcPBzBhjaoaDmTHG1AwHM2OMqRkOZsYYUzMczIwxpmY4mBljTM1wMDPGmJrhYGaMMTXDwcwYY2qGg5kxxtQMBzNjjKkZDmbGGFMzHMyMMaZmOJgZY0zNcDAzxpia4WBmjDE1w8HMGGNqhoOZMcbUDAczY4ypGQ5mxhhTM5qqLuB1QETGAFxVXcerLDg4WL+qqgr9+/fvFhIS0krV9bzCEkQi0X1VF/GqE6m6gNcBEfkCOKfqOhhrAv1EItFPqi7iVceHMhhjTM1wMDPGmJrhYFahjIwMiEQiHDp0SNWlNJv79+8jLi5O1WU0KjQ0FCKRCAUFBaoupdlcu3YNFRUVqi6D1eBgZs2qS5cu2Lt3r6rLYE8IDw9Hjx498ODBA1WXwmpwMLNmxb0y9cP7hL2WiMiXiOjOnTs0efJkMjAwIDMzM5owYQIBoIMHD1KtX3/9lfr160cSiYRat25NgYGBJJfL6Ul79+4ld3d30tHRoTZt2tD06dOpsLCQKisrCQBt2LBBafk333yTevToQUREcXFxJJVK6cSJE9SlSxfS0tKiDh06UFhYGK1fv56srKxIKpWSv78/3blzR6mdHTt2kIODA0kkEnJ2dqa1a9dSeXm50K6uri5FRkZSz549SSKRkJOTE3333XfC421sbAiAcLOxsSEioocPH9K0adPIxMSETExMyN/fn7Kysuh57d27l+7du/fcj4uLixO2uZ2dHfn5+REAun37NhERPX78mJYuXUqWlpakra1N7u7udPz4caU2ysrKaOnSpWRnZ0fa2trk6OhI69ato6qqKlq2bBnp6OgoLR8dHU0A6PTp00RE5O/vT4sXL6a5c+eSoaEhSaVSGj16NEVGRpKvry/p6uqSnZ0d7d+/X6mdzMxMGjNmjPCaGjp0KEVHRwvz/f39adGiRbRs2TIyNzcnY2Njmjx5MpWUlBAR0b59+5T2CQDat28fERGlpaWRj48P6evrU/v27WnmzJlUWVnZV9XvJ8aaBBH5VlRUkLu7O+np6dHKlSspLCyMvLy8lII5OTmZ9PT0yNvbmw4ePEiffvopGRsb06BBg4Q32qpVqwgAjR8/nsLDw2nTpk00aNAgunfv3p8OZgBkbW1NJ06coAsXLpCrqysBoL59+9KVK1fo4MGDZGBgQAEBAUIbq1evJqlUSsuWLaMDBw7QypUrSSqV0tSpU5XaNTc3p0OHDtHVq1dp6NChpKenR0VFRUIYmZiY0NixY+ny5ctCgCxfvpxEIhGtXbuWQkNDqW/fvlRcXPzcATtixAgyMjKiVatW0R9//PGnHpOamkqGhoZkb29PwcHBtG3bNjI3N1cK5nfeeYc0NTVp1apVFBERQf7+/iQSiejHH38kIqKqqiry8fEhLS0tWrBgAe3fv5+WLl0qbL8/G8wAaO7cuRQbG0vr1q0jAKSlpUXbtm2ja9eu0dixY0ksFlNqaioREd2+fZssLCyof//+tHfvXgoLC6M33niDJBIJJSUlCe2KxWKaPHkyXbt2jcLDw0lbW5sWLlxIRESFhYW0YMECAkAnTpygy5cvU2FhIRER9e3bl8zMzCgkJIS2bNlCI0aMICLiYGavBiLy3bJlCwGgc+fOCW/OlJQUpWCeNGkSSaVSpV7f/v37CQBFRUVRbm4uaWpqCmH4tOcJ5iNHjgjza3tNtW9mIqKgoCBq27YtERHl5eWRlpYWHT16VKndXbt2EQCSy+VCu4cOHRLmX79+nQDQN998I0xr06YNzZkzR6mdgIAAMjAwoMePH9e7Xs/j9OnTNGDAADI2NqY1a9Y8M6BHjhxJrVr9P3t3HlZVuf5//L3ZILMggjIKCjII4gDOZomKU2mmVidny5zKPNlw0pOVejSzk1mZJzO19KuZZpaiHpO01MoBJYYNgoqCEMhggsrM8/vjwPq5RU3TZGP367q6cq/hWfdaCz772c9erNXI6NPBsmXLtGBOTk5WgHr11Ve1+VVVVcrPz0/17NlTKaXU559/rgD1ySefXHMbNxvMrVq1MlrG29tbDRs2THudnp6uAPWf//xHKaXUlClTVNu2bVV5ebm2TFlZmWrWrJmaNm2a1m5QUJCqqqrSlhk0aJBq3bp1rf2teQOt4enpqSIjI6/eHQnmu0DGmO+SzZs3ExoaSu/evbVp5ubGf3i5d+9eIiIicHR01Kb17dsXgCNHjvDtt99SUVHB5MmTb7sea2tr7d9WVlYAWFpaatM8PT3Jy8sD4Ntvv6W8vJwRI0ZgZWWl/ffss88CcPbsWW09W1tb7d/e3t4AZGVl3bCWESNGcPnyZfr37098fPzv1p6dnc3p06c5ffo0+fn5RvP69evH3r172blzJ1999RWtWrW6bjvFxcXs3LmTUaNG4eLiok2/8rx8//33ADzyyCPaNJ1OR2RkJEeOHAFgx44dWFtbM2bMmN+t/UauPCdUn5erzwmgnZft27cTHx+PnZ2ddk7s7e3JyMgwOic2NjbodP//b8m8vb1/95wAjBo1il27dvHss89y7ty529o3cWskmO+S9PR0mjdvfsNlLly4QJMmTYymOTk5AZCZmUlOTg4AXl5ef2Kl/6PT6VBKQXUQAmzbto3Y2Fjtv7i4OJKSkggKCrpmGw0aNACgoqLihtvq168fUVFRZGdn06ZNGyZMmEB5efl1l3/88cdp3rw5zZs3Z9asWbXmHzhwgDlz5pCenq69eVzLr7/+Snl5+Q3Py4ULFwCueV6KioooKioiJycHd3d39Hr9DffzdtWE65Xn5cEHHzQ6J7GxsRgMBpYuXXrddho0aPC75wTgX//6F4sXL2bDhg20aNHihm2KO0vulXGXuLi4/G6vw9PTs1YPsCaMGzVqpPWks7Oztd7Tla7sFd1JjRr9/1tPBAYG3nZ7NcFypX79+hEZGcmSJUt4/vnn8fHxuWboAsybN0/rNV4ZqtHR0cyZM4fY2FimT5/OunXrcHBwuG4dNb3kG52XmuOcn5+Pu7u7Nj0nJ4cGDRpgY2ODo6Ojdp6u5c88L3l5eXfknHCN86LT6Zg+fTpPPvkkEydO5JlnnqFRo0ZNrtuAuGOkx3yXhIWFcfjwYVJSUq67TJcuXdi7dy/FxcXatE2bNgHQvXt3evbsiU6nY8WKFUbr1fR+9Ho9Tk5ORh9TlVKkp6ffVu0RERGYmZnx/vvvG02/dOnSLbdla2tb62N0aWkpAGZmZvz973/Hw8ODo0ePXreN7t278/DDD/Pwww/Tpk0bbfo///lPunXrRlpaGm+88cYNQxnA3t6eli1bsnHjRsrKyq65TMeOHTEzM2P79u1G9W7bto0uXbqg1+uJiIjg4sWLtf5QqOa8NGnShNLSUgoKCrR5p0+fvmFtN6N37978+OOPxMTEGE2/1fNSM/x09XmpuYzO3t6eOXPmABAfH+90m2WLmyA95rvkH//4B5999hk9evRg+vTpuLm5sX79eqNlZs2axeeff06/fv2YNGkSZ86c4Y033qBnz57cf//96HQ6JkyYwEcffUR+fj79+vUjNzeXjz76iD179uDj40Pfvn1Zs2YNERERuLq68u9//5vk5GTat2//h2v38/Nj2rRpvPvuuwwaNIiHH36YX3/9lQ8++IDt27fTrl27m26rR48erFu3jjfffBMnJye6dOnCzp07+frrrxk1ahRZWVlkZmYSHh5+y3VGR0djY2NzS+u89tprjBw5kq5duzJu3Dj0ej3vvvuuNt/X15cxY8bw2muvUVFRga+vL8uXLycnJ4e1a9dC9Vjs0qVLGTNmDIcOHaJNmzbEx8eze/dujh49Su/evTEzM+O5555j+vTpJCQk8PLLL9/y/l3t9ddfJyoqisjISGbMmEGTJk3YuXMnFRUVbNmy5abb6dq1K+bm5jz33HOMHz+e4uJiJk6cyPDhw2nYsCGRkZHaG1ObNm3yf7dBIeqDmuuY9+zZo9q3b68sLS2Vr6+vevHFF2tdx1xzHbClpaVq3LixmjBhgnbNqVJKVVZWqvnz5ysfHx/VoEED1bx5czVx4kR19uxZpaovfxoyZIhq2LCh8vLyUvPnz1cDBgyodVXG1q1btTbXr1+vAJWamqpNe+2115Rer9deV1VVqbffflv5+PgoCwsL1axZMzVlyhTt0qprtVtUVKQAtXjxYm1aTk6Odhmdj4+P2rx5s/ryyy9VeHi4srGxUW5ubuq55567I1do3KwPPvhA+fj4KGtraxUeHq7GjBljdLlccXGxmj59umratKlq0KCBateundq2bZtRG/n5+eqpp55Szs7OysbGRgUHB6u5c+eqkpISpZRSn332mfL19VXW1tYqMjJSrV69utZVGWFhYUZtBgQEqBEjRhhNA9TcuXO110lJSWrgwIHKxsZG2dnZqR49eqiNGzdq86/V7owZM5SDg4PRtJUrVypXV1fl6OioIiIilFJKzZkzR7tu3c/PTy1fvlzJVRl3h9z28y6Q236Ke4jc9vMukDFmIYQwMRLMQghhYuTLv7vjNLCwrou4BZ7V/9Ubp0+fDi8rK7Nt1qzZESsrq1u/XKTuZACZdV3ELTh7E8uI2yRjzKIWpdQ84NoXEYs77VWdTjevrosQpkWGMoQQwsRIMAshhImRYBZCCBMjwSyEECZGglncdfPnz0en06HT6e7ILUzrI2dn55pjMBe49u35xF+WBLO4rjVr1mBnZ0dVVVWteT179mT69Om/28YzzzzD5s2bjaYlJCTQu3dvfv31V95++22UUvj5+WFlZYWbmxs9e/a8pXs9mLrrHYN///vf6PX6SiC1zooTJkmCWVxXbGwsrVu3xsys9o9J37596dy58w3Xz8zMZOnSpYSEhBhNT0hIoF27dri6umJra0tqaionT57k888/Z+PGjYSEhDBkyBDefPPNO75Pd9v1joGrqyuZmZm4uLjkAb9/c2QhxF+bUmqeUkpFRESoyZMn17rpj6+vr9ENizIyMtSAAQOUnZ2d8vLyUhs3blTp6enK0tJSmZmZKVtbW9W+fXulqh9/1aBBA7V69WqtvQ0bNigbGxtVWVmpTZs8ebJycHBQFRUVSimlvvrqKxUaGqo95PWbb77Rlk1NTVWDBg1SdnZ2yt7eXn322WcqJydHAernn3/WlhszZowaPHiwUtXP8Rs9erR64IEHlJ2dnWrWrJlasWKFGjhwoLKyslL+/v4qLi5OW/fTTz9VISEhytLSUvn4+KgNGzYopZSKiopSbdu2VYsWLVLu7u7K1tZWPffcc0pVPwrqWsegRt++fVV4ePgvdX2+hRD1QE0wN27cWH300Ue1gjklJUUB2pOshw4dqgYMGKCysrLU3r17temvvPKKGjBggNG6BoNBAUZPcv7HP/6h3f2uxubNmxWgzp07pzZt2qQaNWqkvv32W1VSUqL+9a9/KXt7e3Xp0iWVlZWlmjZtqsaMGaNOnDihzp07p86ePau+/fZbZWZmpi5evKi12a5dOzV79myllFLDhw9X7u7u6sCBAyo3N1e1a9dOubu7q8OHD6vMzEzl5eWlpk+frpRS6u2331b29vZq8+bNqrCwUC1YsED5+PgopZTaunWr0uv16q233lK//fabWrJkidHz8651DGp4eHioxx57TG5uJWqRoQxxTRkZGeTn51/zXsuJiYk0bNhQe6ZfZWUlWVlZVFRUcP/992vTf/75Zzp16mS0bkJCAjqdzuhZfLGxsbRt29ZouYKCAnQ6Hba2tkyfPp3XX3+d3r17Y2lpyd/+9jeKiopIS0tjwYIFeHp6smrVKnx9fXFxccHDw4P4+Hj8/Py0m8BXVlaSlJSk3Vg/IyODyZMn07VrV5ydnbGzs2PcuHGEh4fj7u6Oj48PNjY2/Pbbb8yePZtZs2YxZMgQqqqq+OWXX7ShidTUVNq2bcuLL76Ig4ODdh/pmuGfax0Dqh9ZlZmZSevWra//6BPxlyXBLK4pNjYWvV5P69ata82Lj483GjNdvnw5LVu2xN/fn0WLFgFQVVXFkSNHaoVSYmIizZs3N7qhfWxsrNGTSACioqJo27YtKSkpnD171ughtrm5uVD9aKjdu3czdOjQWo9vio+PN2rz+PHjlJSU0KZNG5RSJCQkEBoaet3lk5KSCAkJ4dChQ1y+fJnFixfTqFEj3NzcqKqqYuXKlQDExcUZtZOSkkKTJk1wcnK67jGoOQ7872ks8pRTUYvcxEhcU2xsLIGBgdoTtK8UFxdnFNguLi588cUXrFixggkTJjBu3Diys7MpKiqq9eSUhIQEgoODtdc5OTlkZ2cb9Zi3bNnCli1bWLNmjfYwVDc3N23+l19+SXh4OE2aNKGoqOiaTy1JTExk4MCB2usff/wROzs7WrRoQVpaGhcvXtSCOD09nd9++00L2KysLPLy8ggNDSUzMxOdTkd6ejqXLl3CwcHB6MvQuLg4Ro4cqb3+5ZdftGNjMBiueQxq6rOxsaFbt27nb3gixF+S9JjFNcXGxuLt7U1ycrL238mTJ6G6d1kTPklJSaxdu5a8vDyysrJwdnbG0dFRe8BpTEwMqamp2oM+rw7mY8eOQfWDP/ft28fzzz/Po48+yowZMxgxYgRBQUFYWlqyZs0aysvLiYqKYtmyZdoVGx07duTDDz8kISGBtLQ0vvnmGwCKi4v59ddfATh69CivvfYaoaGh6HQ64uLicHBw0IZc4uLisLa2pmXLltprS0tLAgICaNu2LZaWlsyfP5+qqioSExM5ceIEVA+PGAwGox7zlcF8vWNQcxyCgoIwNzev/WRaIYS4mlJqXs2VF1f+16VLF1VcXKz0er36/vvvlap+ZJKHh4eysbFRXbt21a6CuHz5surWrZsyNzdXbm5uqqqqSpWUlCi9Xq/Wrl2rfQG2YMECBSgzMzPl4uKiHnroIbVr1y6jL8nWr1+vWrRooWxsbFSnTp2M5qenp6u+ffsqW1tb5ezsrObPn6/V5ejoqDw8PNSwYcNUx44d1aRJk5SqfmRS9+7dtTbmz5+vwsPDtddvvfWWatu2rfZ6w4YNys/PT1laWqrAwECVkJBg9EVmzeO1VPUXpp988sl1j0GNXr16qTFjxiil1D/r+nwLIeqBmqsy7rTY2FgFqGPHjv0Zzdcrrq6u6q233lISzOJaZIxZ3DU1V2Q4Ojpy4cIFHBwc6rqkuy4vL4+CggKys7Nr/dGJEDVkjFncNYmJiSilaN68Oa+//npdl3PXKaVo0aIFAQEBABLM4rrkCSaiFqWUL9C8ruu4FR9++OHHZWVlPvfdd9+EsLCw03Vdzy04qdPp0uq6CGFaJJjFPeHpp5+OB0KUUiEff/xxYl3XI8TtkKEMIYQwMRLMQghhYiSYhRDCxEgwCyGEiZFgFkIIEyPBLIQQJkaCWQghTIwEsxBCmBgJZiGEMDESzEIIYWIkmIUQwsTIvTJEvfP0009f96kfSint+X81/16+fLn8nIt6RXrMot5RSv0MVFxr3tUPZVVKVd2tuoS4UySYRb2jlHpJKXUzveAKYP1dKEmIO0qCWdQ7K1as2KfT6Y4ppSqvt0z1MIaZTqebeXerE+L2STCL+uqGj0DR6XQVSqnly5cvT79rFQlxh0gwi3pp+fLlUUCMUqrWWLNSCqWUvrKyclHdVCfE7ZFgFvWWUuqfSin9NWaVAmtWrlx5qg7KEuK2STCLemvFihW7gcSrr9DQ6XT6ysrKV+quMiFujwSzqM+UXq9/kerhi+r/lyul1q1cuTKrrosT4o+SYBb12kcffbRTKXXoil6zHvhXHZclxG2RYBb1nlLqH4Cuure88uOPP06p65qEuB0SzKLeW7Fixb7qsWa9mZnZ3LquR4jbdU/cQ2DFihVRlZWVkXVdhxCizilra+tGo0ePvlTXhdwO87ou4E4wNzdv2LFjR3N3d/e6LkUIUYc2b95cXlRUVO87nPdEMAPo9XrMzGRkRghR/0mSCSGEiZFgFkIIEyPBLIQQJkaCWQghTIwEsxBCmBgJZiGEMDESzEIIYWIkmIUQwsRIMIt6LScnh9DQUJ588kmj6QcPHuTEiRN1VpcQt0OCWdRrmZmZnD17lsOHD2vTXnjhBfr378/x48frtDYh/qh75k+yxV9T+/bt2bhxI15eXtq0oqKiOq1JiNslPWZxVw0bNgwnJyeioqK0aTt27KB3795Gyz355JM4OTnxww8/sGzZMpycnBg9ejSDBg3C09MTf39/oqOjcXJyYvjw4Tz11FMATJs2jY0bNwIwatQonJycmDZtmtZubm4u06ZNo2XLlri5udGzZ0+2bNmizb/etgoLC+/C0RHifySYxV01bNgwALZu3apNW7NmDUePHiU+Ph6Ay5cvs2vXLlxdXenevbu23LZt28jLy2PIkCGMHj0aT09PevToYdR+WFiY1nvu3LkzQ4YMISwsDIDz58/Tr18/1q5di4ODA+3atSM5OZnx48fz2WefGbVz9bYaNmz4Jx4VIYzJUIa4qwYOHIi1tTX//e9/KS8vJz8/n927dwPw6aef8vbbb/Pf//6XS5cuMXr0aKM7Bnp7exMdHY21tbU2bcGCBXTr1k17PWbMGH788UcyMjKYOnUqAwcO1Oa9/fbbpKWlMW7cON5++210Oh1JSUk88MADzJkzhxEjRtxwW0LcLRLM4q6yt7cnMjKSr7/+mh9++IG4uDgqKipwcnJi48aNzJkzh82bNwMwdOhQo3X79et3W0G5fft2AC5evMjs2bONaiooKCAtLe2ObUuI2yHBLO66YcOG8fXXX7Nt2zb27duHt7c3s2bN4umnn+bTTz9l9+7dtGjRgvbt2xutZ2dnd1vbzcnJAdDGoK92ZRDf7raEuB0yxizuut69e+Pg4MD69es5deoUTz75JIMHD8bV1ZW5c+dSWlpaq7f8R1RVVRm9rhknPnjwIAUFBbX+8/DwuO1tCnEnSDCLu87S0pKHHnqIsrIyrK2tGTFiBBYWFowZM4aSkhK4xjDGrbC3twfQ/sCkrKwMgK5duwKwaNEibVp5eTlHjx697X0S4k6SYBZ1oiZ4hw4dSqNGjQAYO3YsFhYWhIaG4u/v/4fb7tixI1R/Mdi7d2969uwJwEsvvYStrS2bNm2iTZs29OvXj+DgYEaMGKG9IQhhCiSYRZ247777cHV11a4/BmjatCmDBg3SLqn7o4YNG8bEiRNp2LAhiYmJWvAHBgayfft2IiMjuXz5MseOHcPOzo7hw4fXGvYQoi7V+6fJAqxevXpfhw4duru5udV1KUKIOrRp06by8vJyp6lTp16s61puh/SYhRDCxEgwCyGEiZFgFkIIEyPBLIQQJkaCWQghTIwEsxBCmBgJZiGEMDESzEIIYWIkmIUQwsRIMAvNypUrad68OZ6ennTu3JmZM2dqt8qs737++WfGjRunvT506BBOTk6kp6dr03755RemT59utF7//v2ZMmXKdduNjo4mJCTE6F7OL730ktETWoS4VRLMQvPTTz8RFhbG9u3beeGFF9i1axcREREUFBTUdWm3bf369Zib///bj/v6+gJw5swZbdobb7xh9GTtPXv2cPToUV566aVa7VVWVkL1k04iIyNxcnICICsrixUrVhAUFPSH6qxpV/y1STALTUJCAt27dyc0NFS7mX1BQQHr1q0D4LfffmPatGn4+vrSvHlzJkyYwMWL/7slwcWLF3nppZcICAjA3d2dGTNmADBjxgyGDx+ubSM9PR0nJyfi4+OJj48nODiYhQsX0rZtW9zd3Rk3bhzLly8nNDQULy8vZs6cqa3766+/MmnSJHx9ffHy8mLkyJHaQ1KHDBnCwoULefjhh3F3d6djx44YDAathrVr1xIVFYWXlxfffPMNjRs3xsHBQQvmPXv2sHfvXlJSUrTtLVy4kJEjR+Lj48Ps2bN56KGHmDx5MkFBQXz++ed88cUXdOzYkdjYWBwcHMjMzCQsLAwzMzN69uyp3dUO4PPPP6dbt264ubnRtm1b7QGwFy9epHHjxixcuJAHHnhAuzOe+GuTYBYAFBcXc+LECVq3bq1N8/DwwM/PjzNnzlBWVsbQoUMpLS3lyJEj7Nu3j0OHDrFs2TKqqqp44okniImJYcOGDSQnJ2sf/w0GAyEhIVqbiYmJWFhYEBAQgIWFBb/++ivnz59n7969vPPOO3z99decOXOGffv2MWPGDP7zn/9QWFhIQUEB/fr1o6SkhD179hATE8OxY8e0p21fuHCBnTt3Mm/ePGJjY6mqqmL16tUAzJ07F71ez7Zt28jIyGDQoEFQ3Ws+c+YMSinmzJnDY489xvlxMqtDAAAgAElEQVTz58nNzSU6Opq4uDjtDSYpKYnk5GSmTp1KYmIiQ4cOZfjw4Tz66KO0atVKO15TpkyhV69eZGRksGfPHgCWLl3Kyy+/zCuvvEJKSgpjx47l9ddfByA5ORmlFLm5uezevZsffvjhLp1xYcrk0VICqgOzsrLSKESpfrJ0w4YNWbduHZmZmezYsYMGDRrQqFEjunXrhsFgICoqimPHjnHkyBGaNm0KVzwtJCkpyejWnomJibRs2ZIGDRqQmZmJpaUl8+bNw9zcHHd3d/R6Pa+++ipWVla0b98eMzMzGjRowJIlS7h06RJLly7F1taWAwcOcOHCBQICAgA4deoUH330kVa/t7e39iDX2NhY9Hp9rX2rCeYvv/yS3377jbfeeosvv/ySlJQU3nrrLcaPH4+7u7u2HzNmzNDasLKyguo3nscff1xr88iRI0YPh71w4QILFizgxRdf5MEHH6SwsJCEhARtqCMpKQlnZ2cWLFiAubm50XCL+OuSHrOA6mEMFxcXLVipDtGsrCzCw8PZvXs3Xbp0oUGDBtr8vLw8nJ2d+f777+nUqZPRugBnz56lsLCQ4OBgozZrws1gMBAQEKCFUWJiIn5+flroHT9+nBYtWmBlZcX+/fvR6XQEBATg5eXFtGnTWLx4Me3btycjI6PWdk6cOKHdbD8mJobWrVsb1Q7QokULTpw4wfz585k9ezb29vb4+fmxbNkykpKStC8CL1y4QFZWFvfff7/R+hUVFaSmpmohW1VVRWxsLGFhYdoyMTExXL58mWXLltG8eXOCgoKoqqri/fffh+pg7tq1KxYWFn/43Il7jwSzACAuLs5oGKO4uJgZM2bg7+9Pnz59KCwsxNXVVZtfUFDAgQMH6NOnDxcvXrzmE6WTk5OxsLCgZcuWACilOHLkiFEwX9mLNRgMtUL8ytfjx48nNTWV5ORkYmJitLHrxMREGjZsiKenJwCFhYVkZGRoQwwxMTG0adOmVn2+vr7Exsbi5OTEww8/DEBISAjbt29n0qRJODs7a3VZWFjg5+dntP6JEycoLS3VtnP8+HGKiopqbUun0xEXF8exY8fIyMhg5cqVRm3/0S8Kxb1LgllAdY/Z2dmZxMRENm7cSJ8+fcjMzGTNmjWYm5vTunVrvvvuO7Kzs8nPz2fatGmEh4fTp08f2rdvT3R0NLt37yY7O5tNmzZBdbhXVVVx7tw5SktLmTVrFpmZmVrYJiYmaqHGNYLYYDBo88PDw9m0aROpqamUlJSwd+9eo/WubCchIQFAC7zc3FzS0tLIzs4mKytLW67myow33ngDne5/z4wICQnB0dGRqVOnasslJSXRsmXLWr1ag8FA48aNtU8Kubm5UH3Z3cmTJ1FK0bp1aywtLVm8eDFVVVUkJydz6tQpo7avrF0IJJgF1R/BDQYDX3zxBX369OHdd99lwIAB7Nu3T+vtvvDCC/j7+9OpUye6d++Op6cn//d//4dOp2PcuHE8/vjjTJo0iY4dO2pXHERERNChQwc6depEr169tO0FBwdrwwA1QVxVVcXx48e110opkpOTtdcvvvgirVu3ZtCgQXTo0IFvv/1Wa+9awezh4YGDgwNU97QPHz5MWFiY0fXFvr6+9O/f32hMODg4mGeeeUZblxv0aq984wC0ff3b3/7GQw89BICLiwsffvghGzduJDg4mPHjx2sPgs3LyyM3N1d6zKIWebSUEOKeIY+WEkII8aeQYBZCCBMjwSyEECZGglkIIUyMBLMQQpgYCWYhhDAxEsxCCGFiJJiFEMLESDALIYSJkWAWQggTI8EshBAmRoJZCCFMjASzEEKYGAlmIYQwMRLMQghhYiSYhRDCxEgwCyGEiZFgFkIIEyPBLIQQJkaCWQghTIwEsxBCmBgJZiGEMDESzEIIYWIkmIUQwsRIMAshhImRYBZCCBMjwSyEECZGglncU7p37857771X12UIcVskmEUtW7ZsoU+fPnh4eNCqVSsmT57MuXPnbnr9l156ia1btxpNW7hwIQ888MCfUO3/V1JSQkpKCm3atLnuMoMGDWLmzJl/ah0A2dnZjBw5kszMzD99W+LeI8EsjCxevJhJkybRr18/duzYwdtvv83Bgwd56qmnbmr9rKwsVqxYQVBQkNH0Nm3aEBkZ+SdV/T+JiYlUVFTcMJgjIiIIDw//U+sA2LdvH0ePHsXDw+NP35a490gwC83Ro0f517/+xaJFi5gxYwahoaEMGDCA2bNns3//fgoKCtiwYQO9evVixowZtGzZkqCgIBYuXAhAZmYmYWFhmJmZ0bNnT3r27AnAtGnTeOKJJyguLta2FRUVxX333Ye7uzudOnVi586dAOTl5RESEsKnn35Kly5dcHd3Z9CgQVy6dAmAS5cuMXPmTAICAvDw8KBDhw5a7/yXX37Bx8cHR0fHa+5fWFgYc+bMwdbWFoAFCxYwefJknn32Wby9vWnZsiWbNm0CICUlhaCgIBYtWkS7du3w8fFh/PjxXLx4EYDOnTuzZMkSre1169bRvHlzADZt2sTUqVPJz8/Hy8tL66GvWrWKNm3a4OnpydChQ6moqABgypQpdOjQgZKSkjt8RkV9JcEsNMuWLcPPz48RI0YYTXd3dwcgNzeXwsJC0tLSiIyMJCYmhpdffpmFCxdy8OBBPDw8mDJlCr169SIjI4M9e/YA8O6772rDIgDffPMNzz77LHPnziUtLY3HHnuMiRMncvnyZaysrMjKyuKnn35i8+bN7NixgwMHDrB7926UUowZM4bk5GT27t3LyZMnKS8v57fffoPqYL5Rb/mLL74A0Oq4fPky0dHRDBgwgISEBHr06ME777wDQGVlJTk5OdjY2LB37142bNhAdHQ0H330EaWlpZw8eZKQkBCt7cTERIKDgwEYNmwY7dq145///CcZGRnMnz+fpKQkZsyYwb///W+OHTvGk08+ibm5OQD29vY4ODig1+vv4NkU9ZkEs9Ds37+fgQMHYmZm/GORnp4OQNOmTcnMzKRnz5707duXhg0bMnbsWOzt7UlJSQHgyJEjhIWFGa1fVFREZmYmrVq1orKykpkzZ/Lyyy/zwAMPYGlpydChQykqKiI9PZ1Tp06h0+lYtGgRbm5uhIaGYmFhgZmZGV999RWHDh3ik08+wc3NjcrKSjIzM2nfvj1UB3Pbtm2vu3/JycnY29vj5eUFwKlTp3jsscfo378/9vb2BAcHa/uemZlJkyZNmDp1Kg4ODnTq1ImuXbuSkpLC8ePHqays1IIYwGAwaEFdXl5OfHy80XGo6R2fPn0aZ2dnBgwYoM1buHAhu3fvxsLC4g+fO3FvkWAWmtzcXDw9PWtN37VrF8HBwTg6OpKUlGQUSGVlZVy6dAknJyeqqqqIjY2tFcwGgwG9Xk9AQAAGg4GsrCzuv/9+bX5eXh4AjRs3JjExkWbNmmFvbw9ARkYGZWVl+Pv7s3nzZh588EEaNWoEwLFjx7CysiIwMJCysjKSk5MJDQ297v4ZDAajse8re7kAJ0+exN/fH6DWfgKcP3+exo0bYzAYcHZ2xtXV1ajtmuXj4+MpLy836r23bt2aFStW8M477xAREUFGRsYNz4X4a5NgFhpXV1dOnDhhNC0uLo6vvvqKSZMmQXUA1QwFAOzYsQMrKyu6devG8ePHKSoqqjWckJiYSIsWLbCysqKwsFDbVo2tW7fSrl07XFxcSExMNGo/ISEBS0tLfH19OXPmDD4+PkbbDgkJQa/Xk5qaSllZmdG6V7uy9qKiIjIyMmptq+b11SGemZlJXFwcvXr1Ijk52WjeqVOnyM3N1XrMMTEx+Pn5aWPZNR555BEOHjxIcXEx77///g3OhPirk2AWmuHDh/PZZ5+xfv164uPjWblyJY888giDBw9mxIgRFBYWkpmZyeXLlzl//jxbt27lxRdf5JVXXsHR0ZHc3FyoHlI4efIkSim4KhD9/f2xtLRkw4YNlJeXs2vXLlatWsXs2bO1Za/sqSYkJODv74+5uTkeHh7aG8fhw4dZtWoVdnZ2AOTn50P12PD1XFmHwWDAzMyMgIAAqB5qOH78uNH8iooKLly4wJEjRxg1ahT3338/vXr1oqSkhIKCAsrLyzl37hzPPfccer2ewMBAqP4EkJ+fz5kzZzh9+jQAK1euJCUlhXPnznH58mXti8KjR4/Svn17du/efUfPpajfzOu6AGE6Xn75ZcrKypgzZw6FhYX4+/szc+ZMxo4dC9VhZWdnx3vvvcfUqVNp1qwZs2bNYsyYMQB06NCBTp068be//Q1nZ2cSExO19SIiIgBwcXFh6dKlzJs3j7lz59KqVStWr16tDW0kJiYyevRoraYre9CvvvoqEydOpG3btjRq1Ii+ffty9OhRAMLDw+nTpw+PPvoo+/fvr7VvJSUlnDp1SmsrMTERPz8/LC0tofoqjJoed2VlJSkpKVhZWREcHEzDhg0ZOnQos2bNAmDkyJH897//JTAwkICAANzc3PD19cXa2hqAIUOGsH79ejp27MiAAQNYunQpW7ZsYfbs2TRs2JDhw4fz9NNPA1BaWkp+fr521YkQALq6LuBOWL169b4OHTp0d3Nzq+tS7mmrVq1i/fr17Nq1q65L+VOlpKTQpUsXzp49q4WtqB82bdpUXl5e7jR16tSLdV3L7ZChDHHTDAaD9uXYvcxgMODl5SWhLOqMBLO4aQaDgZYtW9Z1GX+6pKSkv8R+CtMlY8zipkVFRdV1CXfFK6+8UtcliL846TELIYSJkWAWQggTI8EshBAmRoJZCCFMjASzEEKYGAlmIYQwMRLMQghhYiSYhRDCxEgwCyGEiZFgFkIIEyPBLIQQJkaCWQghTIwEsxBCmBgJZiGEMDESzEIIYWIkmIUQwsRIMN8junfvznvvvXdXtpWSkqI9Abs+27p1K15eXlRVVQFQVVWFu7s7Tk5OODk5ce7cuT91++fPn8fJyYmYmJg/dTt/pquP4Z0wduxY7RysXLkSQHva+F+FBPM9oKSkhJSUFNq0aaNNW7hwIQ888MAd39aBAwd488030en+9xzf3Nxc/v73vxMUFISnpyc9evTgq6++uun2srOzGTlyJJmZmdq0vLw8QkJCbqmdPyIuLo7WrVtjZva/X4NTp05RUlLCxo0bSU5OpkmTJqxcuZLmzZvj6elJ586dmTlzJjk5OXdk+7/88gvm5uYEBwfDHdzvn3/+mXHjxt308jExMbRo0QIXFxd8fX3p378/O3fuvKl1rz6G0dHRhISEkJaW9ofrX7x4Mf/9738BCAwM1Gp89913/3Cb9Y0E8z0gMTGRiooKo2Bu06YNkZGRd3Q7OTk5TJ8+nTfffBOAX3/9lT59+pCYmMgHH3zAN998Q48ePXjqqafYv3//TbW5b98+jh49ioeHhzbN3t6evn374uvre0frv9ovv/xC27ZttddJSUnodDo6depEkyZNAPjpp58ICwtj+/btvPDCC+zatYuIiAgKCgpue/txcXEEBgZiZWUFd3C/169fj7n5zT817siRI9ja2hIdHU1UVBRt27Zl9OjRNxWuVx9Db29vIiMjcXJy+sP1N2rUiPz8fACCgoIA6N27N0uWLKG8vPwPt1ufSDCbiA0bNtCrVy9mzJhBy5YtCQoKYuHChdr83377jWnTpuHr60vz5s2ZMGECFy/+7wntv/zyCz4+Pjg6OgIwbdo0nnjiCYqLi7X19+zZQ+/evXFzcyMoKIj9+/fj5OTEoUOHtGX2799P48aNOX78+DVrnD9/Pn369NFCa8aMGVhaWrJlyxZ69epF+/btmTdvHv7+/mzduhWA++67j5kzZxIREYGXlxf9+vXT2t+0aRNTp04lPz8fLy8vZs6cSVZWFm5ubqxatQofHx+oHmJ45513CA0NxdPTkwEDBpCSkgLAggULmDx5Ms8++yze3t60bNmSTZs2aTX/8MMP9OnTB3d3d/z8/Hj88ce1X+64uDijN7Pk5GS8vLyws7PTpiUkJNC9e3dCQ0MZNmwYX3/9NQUFBaxbtw6Azp07s2TJEm35devW0bx585s6p7GxsVqoXWu/Af7zn/8QFhaGq6sr9913nzaE9PHHHxMeHo6bmxvBwcHMnz9fOydr164lKioKLy8vvvnmGwDKysqYN28erVu3xs3NjYiICAwGg3YcunbtSmhoKIGBgTz77LNUVFSQnJx8w2N/9TH84osv6NixI7GxsTg4OED1p5ARI0bQrFkzvL292bBhA8899xxDhw41+tl66KGHeOqpp4zOhaurK40aNQLAwcGB8vLyej3scyskmO+QkydP8sgjj+Dv789rr712y+sXFhaSlpZGZGQkMTExvPzyyyxcuJCDBw9SVlbG0KFDKS0t5ciRI+zbt49Dhw6xbNkyqA7mKwPm3XffxcPDg1atWgHw3XffMWLECB555BHi4uLYtm0bYWFhODg4kJqaqq330Ucf0bNnTwICAmrVl5OTw4YNGxg1ahQAqamp7Ny5k5deegkbGxujZd3d3cnNzYXqXnVeXh5r167lhx9+oLS0VHvY6bBhw2jXrh3//Oc/ycjIYP78+bi7u7NkyRKaNWtGw4YNAZg1axZff/01mzZtIjk5GUdHR1566SUALl++THR0NAMGDCAhIYEePXrwzjvvQPUbzciRI5k0aRLp6em8+uqrJCQkYGFhQVZWFufOnTM6bklJSdpHZ4Di4mJOnDhB69attWkeHh74+flx5swZSktLOXnyJCEhIdr8xMREbWjiRueUq0LtWvs9f/58Fi9ezLx58zh+/Dgff/wxOp2Of//733zwwQd8/PHHnD17lu7du3PmzBkA5s6di16vZ9u2bWRkZDBo0CCoHrfdvn07n332GSkpKbi6uvLhhx9C9RtEWFgYSikyMjKYM2cO9vb2dOjQ4YbH/upjOHz4cB599FHt5y47O5sBAwbg6OjI999/T0xMDPfddx9BQUFGP3cJCQkcOHCAiRMnXvdcAFRWVmr7ea+TYL5D1q5dy969e8nLy+ODDz7g5MmTt7R+ZmYmPXv2pG/fvjRs2JCxY8dib29PSkoK69atIzMzk/fff59GjRrh6elJt27dtB7P1R8ni4qKyMzM1H5BZs+ezfjx45kyZYo2jmhtbU1gYCAnTpwAID09nR07djBp0qRr1rdlyxbs7Oy0j5YHDhzAzMyMAQMG1Fo2PT0dV1dXLl++zPnz53nhhRdwd3enefPmDBs2TOtxlZeXEx8fT1hYmNH6SUlJWu0pKSksX76cDz/8EH9/f+zs7Bg4cCCJiYlQ3SN77LHH6N+/P/b29gQHB2NmZoZSihdeeIEJEyYwdOhQzM3NOX36NO3bt9eOma2tLf7+/kbbrdk/qkO2srLSKHip/tKuYcOGHD9+nMrKSi2IAQwGg7b8jc5pTWhf/cZQs985OTksWbKEJUuW0L9/fxwcHAgMDOTs2bO89dZbLF68mHbt2qHX60lLS9P2KzY2Fr1eb1Tzd999x86dO3nvvfdo164dBQUFpKWlERQURHFxMampqfzjH/+gSZMmtG3blpycHLZs2UJBQcENj/3Vx1Cn02EwGLR9ePfdd3F3d+eDDz6gefPmODs74+7uTmBgIJmZmVy+fBmqOwRhYWF06NBBqzk5OdnoXBQWFlJaWkpZWdk1fz7vNRLMf5KaL8duVlJSktEveFlZGZcuXcLJyYndu3fTpUsXGjRooM3Py8vD2dmZsrIykpOTCQ0N1eYZDAb0ej0BAQHk5uZiMBgYPHhwrW1eGczLly/H19eXXr16XbO+/fv3065dO+11bm4uzs7OWFtbGy2XmppKWloaXbt2JTk5GUtLS6Mx05orEQDi4+MpLy83Cqea+mt+uaOjo2ncuLHRscnPz8fZ2Rmu6qFS/cnF39+fhIQEUlJSGD16tDbvyJEjWoDFxcVpIU71m8SpU6eMemkJCQm4uLjQtGlTbVpiYiJZWVmEh4djMBhwdnbG1dXVqPaaem50TuPj4zEzM6sV6jX7/dNPP6HX62t9T7B161aaNm1KREQEAKWlpcTHx2v7FRMTQ+vWrY1+Vg4cOICdnR1Dhw7Fx8eHiIgI+vfvz+TJk0lISKCqqoqUlBRiYmLIysriq6++ol27dr977K8+hhUVFaSmpmqB+v333/PQQw/V+l0IDAxEKcWpU6fIy8vjyy+/NOoQVFVVkZqaanQuaq7KcHNz469AgvkOGTlyJA888ADOzs4888wztGjR4pbWv/KXEmDHjh1YWVnRrVs3CgsLjX75CwoKOHDgAH369CE1NZWysjKjdRMTE2nRogVWVlbaOPTVAcoVwXzp0iXWrl3L008/fd03lJMnT9KsWTPttaurK/n5+fz2229Gy82bNw9vb2/69u2LwWAgICAAvV4P1b9wO3fupHfv3lAdIn5+ftja2l73WBQWFhoFI9Xh1KdPH4qKisjIyDDa94SEBFq1asWZM2cwNzfHy8sLqgPl0KFD2ieLxMREo/VOnDhBeXm5URjUXHFQo7i4mBkzZuDv70+fPn1q9epOnTpFbm6u1lu90TlNSEigRYsWRuflyuWLioqwsrLSQq9Genq6NoZN9RtXeXm59sYcExNT640OoHXr1pw8eZK4uDhOnjzJ7NmzMTMzIy4uDm9vb5ydnWnWrBmWlpbaOjc69tc7hqWlpUb7cK2fO1dXVxwdHTlx4gSrV6+mUaNG2pALQFpaGiUlJUbn4uDBg+j1eu0N6F4nwXyH+Pr6snnzZlJSUnjjjTduad3CwkLto9358+fZunUrL774Iq+88gqOjo60bt2a7777juzsbPLz85k2bRrh4eH06dNH+/a6srJSa+/KX3AvLy9cXFx46623yMrKIj4+XvvCr02bNpw4cYK5c+ei0+l4/PHHr1tjZWWl9oUOQL9+/bCxsWHKlCnauPfo0aPZu3cvy5cvx8LCgqSkJCwsLMjLy+PEiRNMmTKFwsJCnn32Waju9efn53PmzBmtR5STk0NeXp5Wf2hoKKmpqRw5coSSkhLefvttzp49yzPPPIPBYMDMzEwbE6+oqOD48eO0atUKDw8PKioqOHXqFOXl5bzwwguUl5drX+zl5+cbHbOkpCTMzMyMhjYSEhJwdnYmMTGRjRs30qdPHzIzM1mzZg3m5uaUlJRQUFBAeXk5586d47nnnkOv1xMYGPi757Tmqo6aGq7e7/bt23PhwgXeeecdcnNz2bt3LxkZGXh4eJCRkUFJSQnnzp3j9ddfx8LCQgvU3Nxc0tLSyM7OJisrC4Dw8HBiYmLYtWsXVVVV7N27l5KSEqgejrjWdwq/d+yvdQwNBgONGzfWwjwsLIyVK1eSlJTEmTNn2LFjh7ZsmzZt+Oabb1i1ahXjx4/HwsLC6FzodDqjYP7pp5944IEHbutqj/pEgtkEGAwG7OzseO+992jVqhXz5s1j1qxZTJ06FYAXXngBf39/OnXqRPfu3fH09OT//u//0Ol0WkA/+uijRu3V9OTMzc1ZtWoVp0+fJiwsjJEjR1JUVARAhw4dCA0NZfny5YwaNapWz/VKbm5uRr0fFxcXvvjiC86dO8fgwYOZMGEC1tbWREdHa2PGBoOB0tJSOnXqRK9evSgtLWX79u3aN+1DhgzBysqKjh07am9mBoOBBg0a4OfnB0D//v2ZNGkSTzzxBEFBQcTGxhIVFUWTJk1ITEzEz89PC6WUlBTt00O7du2YOnUqAwcO5L777sPGxgYXFxftipCnn36a6OhovvzyS6ge0/Tx8dH2saqqCoPBwBdffEGfPn149913GTBgAPv27aNly5ZQ/Snp4sWLBAYGMnbsWJo0aaKN3//eOR06dCgWFha8/PLL19zv4OBgFi1axOrVqwkNDeXVV1/F3Nyc0aNH4+vrS1hYGIMHD6ZHjx6UlpZqX4qNHz+ew4cPExYWpl0Z079/f6ZOncrzzz9PSEgICxYs0I7ZjYL5Rsf+Wsfw6k8I8+fPp1mzZkRGRtK7d2+Sk5O1eWPHjiUqKorz588zduxYo+0mJyfj6emJvb09VH9SiY6OZtq0adf9+bzX3NpAqIlavXr1vg4dOnSvr+NPq1atYv369ezateuub3vnzp2MGjWKo0ePah/7r2Xx4sWcO3eOBQsW3HTbgYGBLF269Lrj1qZk1KhRKKVYu3btHWmvLs9pfREREUFISEitv1h96qmnKCoqYsOGDQB88sknHDhwQPsrwBvZtGlTeXl5udPUqVMv/mmF3wXSYzYBBoPB6CP03XDq1Ck+++wznn/+eZ544okbhjLA6NGjtatAbkZeXh7nzp276/v1RyUlJeHp6UlOTo7Rx/M/qi7OaX1QVVXFt99+y+TJk0lKSuLvf/+7Nq+wsJCcnByjT3xnzpzhm2+++Uv91R8SzKbBYDBoH4/vljVr1vDmm28ycOBA7S/5bqRx48Y899xzN92+wWDA2toaT0/P26z0z1dSUsLp06dZvnw5QUFB2hemt6Muzml9UFxczPjx4zlx4gTr1683+iLz6aefJigoyOhL1YSEBD799FPt2u6/ChnKEELcM2QoQwghxJ9CglkIIUyMBLMQQpgYCWYhhDAxEsxCCGFiJJiFEMLESDALIYSJkWAWQggTI8EshBAmRoJZCCFMjASzEEKYGAlmIYQwMRLMQghhYiSYhRDCxEgwCyGEiZFgFkIIEyPBLIQQJkaCWQghTIwEsxBCmBjzui7gTsnPz0cpVddlCCHq1j3xHNN7IpgrKyt3nzx5suLkyZN1XYqoI5cvXw6sqqqysra2Ttbr9SV1XY+oG3q9vtTCwqKiruu4XffEu4sQEyZMSNDpdMGVlZWtP/nkk4S6rkeI2yFjzEIIYWIkmIUQwsRIMAshhImRYBZCCBMjwSyEECZGglncE3Q6nVzELu4ZEsxCCGFiJJiFEMLESDCLe4Xif3/5JX80Jeo9CWYhhDAxEsxCCGFiJJjFPUFV31qwqqpKhu9NWn0AABH2SURBVDJEvSfBLIQQJkaCWdxT5Ms/cS+QYBb3BPkDE3EvkWAWQggTI8Es7gny5Z+4l0gwCyGEiZFgFkIIEyPBLO4JNV/+yVCGuBdIMAshhImRYBb3FLmOWdwLJJjFvUKuYxb3DOld1ENKKQfg33VdhymJiYkZXFxc7BwSErLF0dExv67rMSFf6nS6HXVdhLg1Esz1kFLKDciq6zpEvTBTp9MtqOsixK2RoQwhhDAxEsz3GE9PTyZNmlTXZdw1hYWFHDt2rK7LuKaEhAScnJzYsmWLNu169VZWVnLgwIG7XKEwVRLMol4LDQ3lk08+qesyrsnCwgJHR0caNGigTbtevU8++SQTJ068yxUKU2Ve1wUIcTtKSkrquoRalFLodDoCAgI4deqU0bzr1WuK+yGEuAVKKTellKqoqFCvvvqqcnV1Vfb29mrQoEGqUaNGauLEiarGwYMH1X333aesrKxU48aN1bhx41RBQYG60r59+1Tv3r2VnZ2dsrOzUw8++KCKiYlR5eXlClALFiwwWn7gwIGqU6dOSimljh07puzt7dW2bdtUaGiosrCwUL6+vmrlypVq/vz5ysvLS9nb26vBgwerc+fOGbWzZ88e1alTJ2VlZaWaNWumxo0bp7KysrR2ra2t1d69e1Xnzp2VlZWVCggIUF9//bW2vre3t6q+TE4BytvbW5v35ptvKk9PT2Vra6u6deumdu/erX5PaWmpcnR0VE899ZTR9AcffFDl5uZqr7OyspSZmZlatWqVys3NVYBatGiRGjFihLKxsVHdu3dXq1at0ur69ttvb1jvmDFjjKYDKi0t7aaOk1JKOTg4qPXr16vhw4crW1tb5e7urt54442a2a/U9c+rEH8JNcE8ceJEBajx48er1atXq8cff1wBWjAnJiYqGxsb1bFjR7V+/Xq1ZMkS5ejoqHr16qX9Uu/atUuZm5ursLAw9Z///EctXbpU9evXT/388883HcyAatasmdq2bZuKjo5WISEhClDdu3dXBw4cUOvXr1d2dnZq5MiRWhu7d+9WFhYWavz48Wrt2rVqyZIlqkWLFiowMFBdunRJa7dJkybq888/Vz///LPq27evsrGx0ULy8OHDysnJST3yyCNq37596vDhw1rbgBoxYoRas2aNeuKJJ9SWLVt+N5iVUmr06NGqadOmqrKyUimlVHp6ujIzM1OLFi3Slnn//feVhYWFKigo0ILZ0dFRzZw5Ux08eFAdOXJEnTlzRi1cuNAomK9Xb0pKiurVq5dq3ry52rdvn9q3b58qKSm5qeNUE8wWFhZq/vz56siRI+qll15SgIqKipJgFuJuUUq5xcTEKEDNmjXLKFhcXV21YP7b3/6m7O3t1fnz57X5a9asUYD6/vvvlVJKBQYGqpYtW2pBcKVbCeYvvvhCm1/TW0xISNCmjR8/Xrm6umqvW7VqpZ555hmjdpOTkxWgNm/erLX7+eefa/OPHj2qAPXll19q05o2baqmTp1q1M6KFSsUoH788cfayfs7tm7dqgB14MABpZRSb7zxhgKUv7+/tkyPHj1U//79lVJKC+Z+/frVauunn34yCubr1auUUo899pgKDg6uNf33jpOqDuZJkyZp8ysqKpSTk5N69tlnlQRz/SRf/tVTmzdvBuD55583mq7X67V/7927l4iICBwdHbVpffv2BeDIkSOcPn2a5ORkxo0bh6Wl5W3VY21trf3bysoKwKhNT09P8vLyADhz5gwGg4GPPvoIKysr7b82bdoAcPbsWW09W1tb7d/e3t4AZGXd+BLugQMH4uTkxMiRI4mKirql/YiMjMTBwYEtW7aglGL16tVMmDCBkydP8v3335Odnc3+/ft59NFHjdbr1avXLW3nZvzR46TX6/Hw8Pjd4yRMl3z5V0+lp6fj4OCAk5PTdZe5cOECTZo0MZpWs3xmZiY5OTkAeHl5/cnVgk6no/pe9mRnZwPw+uuv88gjj9Ra1t3dvdaXZoB2dUNFRcUNt+Xq6sqPP/7I3//+dx588EG6devGhg0b8PDw+N06GzRowKBBg/j666/p168fGRkZvPbaa+Tm5rJ8+XK6du2KXq9n8ODBRuvZ2dn9btu36maO04324/eOkzBdEsz1lIuLC4WFhZSWll63t+vp6Ul+vvFfJ9eEcaNGjbSedE0AXE2n+3P+MLRRo0YAXL58mcDAwNturybwrxQQEMD27dv57rvvGDJkCGPHjuXbb7+9qfaGDx/OmjVreOWVVxg0aBAeHh5MmjSJwYMHk5SURO/evbV9uFP1Xmv6nT5Oov6QoYx6KiwsDKUU69atu+4yXbp0Ye/evRQXF2vTNm3aBED37t3x9/fH09OTTz/91Kh3pZSiqqoKvV6Pk5OT0UdipRTp6em3VXvLli3x9vZm5cqVXLp0SZteUVFBWVnZLbVla2t7zY/spaWlAERERPDQQw9x9OjRm24zMjKShg0bcujQIe2PdSIjI/H09OTYsWO1hjHuRL22trZkZ2dTVVWlTbuTx0nULxLM9dRjjz1GYGAgkyZNYsaMGaxdu5apU6ca/dLPmjWLS5cu0a9fP9avX8+bb77Jyy+/TM+ePbn//vvR6XQsXLiQhIQEOnfuzAcffMCHH35I165dtcDv27cva9asYcuWLfz88888+uijJCcn31btOp2OxYsXk52dTefOnfnwww957733tH/fih49erB9+3befPNNli9fTnx8PIcPHyYgIIBFixaxbNkyduzYQXh4+E23aWlpyaBBg/Dz86N3795azRMnTsTCwqLWMMbt1lszvaCggEmTJvHZZ5+xdevWO3qchBB/sprL5U6fPq0efPBBZW1trVxdXdUzzzyjXFxcjK5jrrkO2NLSUjVu3FhNmDBBXbhwwehb/q+++kq1a9dONWjQQLm5uamHHnpIHTx4UCmlVE5OjhoyZIhq2LCh8vLyUvPnz1cDBgyodVXG1q1btfbWr1+vAJWamqpNe+2115RerzfablRUlAoLC1MNGjRQzs7O6pFHHlFHjx69brtFRUUKUIsXL9am/b/27i+k6v4O4Pjn2/ExtWHaGjmYovhgFFmku2s8QQ3xIvBpa1vUVQejgm5G24XricZgsLbBGBtFejxYCyKyWEMozYuxm9AlVHYVLYiKNPP0z7/P8ZzPLjrHx57STM/5/b7fn+8XiOj5ec63+PHme75+/f0GBwent9GVl5fr5cuX9fbt21pfX6/FxcVaVFSkDQ0N+ujRo/d2PMzlypUr72yR09QOjJ07d773PRHRU6dOvfccH9qV8aHxqqomEgk9fPiwFhYWaklJiTY1Nc3r/0lTuzKOHDnyzmvX1tZqQ0ODsivDTVxdzkFcXQ6fgKvLOYilDCwZTU1NUlRUNOtHZWWl30MERJgxu4kZ88LEYjF5/fr1rI+HQiFPtg56jBmzg9guhyVj1apVc+77BmxBmN30XEQ2+z0Ij/1QRH4924OxWOwH8Xi8oKio6NHy5cvHZznsvyLy5+wN0UpP/R4AgIBS1S8/aVvFh/1zHi8F+I5f/gGAZQgzAFiGMAOAZQgzAFiGMMMpQ0NDUlpaKhcuXJjX8R+6djJgO8IMpxQWFsqOHTukqqpqXsefOXNGcnLYFQoAGaeqXz5+/Hj6ZqXpCzFt375djx8/rtu2bdO8vDytqqrSO3fuqKrqwYMH1RijeXl5umLFCj158mSP3/8OAAiM9D7mlpYWLS8vf+cqajU1NXrr1i0dGBjQzz//fPqeeqOjo5qTk6O9vb3sY4ZTeI8Hp9y9e1eqq6unv75//76cO3du+j54FRUVsmzZ2xW6mzdvSigUmn4McAVrzHBKf3//dJgfPnwor169ko0bN04/fu/ePVm3bp2IiPT09MjmzZun7xUIuIIwwykzw3znzh1ZuXKllJWViaRuPvvw4cPpx3t6eqSmpsbX8QILwVIGnDEwMCBDQ0PvhHnmssbt27dFRGTDhg0iIvLs2TN58+aNPH36VJLJ5Lzukg3YgBkznNHf3y+5ubmydu1akVnCXFpaOn3370OHDsmNGzeksrJSLl265Nu4ASCQuLoclhJmzABgGcIMAJYhzABgGW7GCieoao6I5M32+JEjR/4Sj8cb8/Pzf3nixInILIdNGWMmsjdKIDOYMcMJxpgpY8zIbB8jIyOTk5OT8vLly/gcxxFlOIEwIxBUNZn6zDkN53ESIyiSqc+c03AeJzGCIilvlzw4p+E8TmIERULeLmWE/B4IsFiEGUHBjBmBwUmMQDDGsMaMwOAkRlAQZgQGJzECge1yCBJOYgQFM2YEBicxgiKR+syuDDiPMCMomDEjMLiIEZy0f//+cWPM1yKyTFWNiOQaYz5T1YSIJI0xJvX9kIiMtrS0fMfvMQPzxT3/4Kq89NXmjPlmfmGMCaWXM1LfH1PVv/s3TODT8bYPrhr92AGqKiISmpyc/JMnIwIyhDDDScaY36hq/CPHTCaTyT+ePXt22LuRAYtHmOGk5cuXn04tU8x1WCiRSPzNu1EBmcHWIjipt7c3UVtbqyKyRUQ+m7nOLG+XMb42xjS3tra2+zZIYIGYMcNZ8Xj8r3OsNRsR+a23IwIygzDDWW1tbRPGmK9EJD5zSUNVJ0TkbHNz83NfBwgsEGGG6/6Rup+fyDc7MXKTyeQf/B4YsFCEGU5rbm4eU9WvVHUyFeUpY8yZ1tbW+36PDVgowgznvXz58rSqDqS+zBGR3/s8JGBRCDOcd/HixYSI/MoYI8lk8l/Nzc3/83tMwGLwJ9kIhK1bt/44Ho8PhsPhBr/HAgBLXltb25W+vr4Xw8PDevr06cQ8fgQAkC3pKMdiMY3FYkqcAcBH344ycQYAH80WZeKMIOBC+XBOW1vblerq6i8qKiqK5jpOVaW9vT154MABrgkDpxBmOGW+UU4jznARYYYzPjXKacQZruEPTOCEhUZZUreY2rVrl7DmDFcwY4b1FhPlmVQ12d7eLsycYTvCDKtlKsppxBkuIMywVqajnEacYTvCDCtlK8ppxBk2I8ywTrajnEacYSvCDKt4FeU04gwbEWZYw+sopxFn2IYwwwp+RTmNOMMmhBm+8zvKacQZtiDM8JUtUU4jzrABYYZvbItyGnGG37hWBnwRjUYv2xhleXttjWVcWwN+IszwXDQavbxp06YfZTLKR48elbq6ukw9HXGGr3irBk/NiPL3MvF88XhcmpqapKKiQgoKCuTBgweSm5sra9asWfRzG2PM+vXrtbKy8nhHR8fvMjFeYD5y/B4Alo5MR1lEZHBwUPr7++Xq1asSCoUkLy9PiouLpbq6OiPPn5o5J0UkwZozvMKJBk9kI8oiIoWFhbJ69Wrp6+uTsrIyqa+vl8bGxky+BDNneI41ZmRdtqKc1tvbK7t375Zjx45Jd3e3TExMZPw1WHOGl9guh6zKdpS/TVXFmOyd1mylgxcIM7KmpaUlumXLlvqSkpLv+z2WTFJV6ejouJVIJOrC4fCQ3+NB8BBmZFU0Gn1VV1dXWFBQ4PdQMqa7u3tkamrqZ3v27Lnm91gQTIQZWRekOBNleIEwwxNBiPP169dfJxKJXxBlZBthhmdcjvP169dfT01N/XTv3r3dfo8FwUeY4SkX40yU4TXCDM+5FGeiDD/wBybwXDgcXtnZ2flqbGzM76HMiSjDL8yY4ZtoNBqrq6srtnHmTJThJ8IMX9kYZ6IMvxFm+M6mOBNl2IAwwwo2xJkowxaEGdbwM85dXV0vEonEz4kybMCuDFgjHA6v6urqeuH1bo2urq4X4+PjPyHKsAUzZljHy5lzOsr79u37d9ZfDJgnwgwreRFnogxbEWZYKxXnooKCgoyfp0QZNmONGdYKh8Orrl279mJsbEwz+bxEGbZjxgzrRSKR4fr6+uJMzJyJMlxAmOGETMSZKMMVhBnOWEyciTJcQpjhlIXEubOzc3hiYmIXUYYr+OUfnNLY2PjdT/mFYGdn5/Do6CgzZTiFGTOcNJ+ZczrKjY2N//F2dMDiEGY4a644E2UA8EkkEhl+8uRJPBaLafrj/PnzzyORyBd+jw0AlqxIJDKUjjNRRhCwlIFAiEQiQ/n5+cvGx8d3snwB1+X4PQAgE3Jzc8tHRkZyDhw48MrvsQAAAAAAAAAAAAAAAAAAAOCj/g9FiphCu4dWOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from haystack_integrations.document_stores.chroma import ChromaDocumentStore\n",
    "from haystack import Pipeline\n",
    "from haystack.components.converters import PyPDFToDocument\n",
    "from haystack.components.preprocessors import DocumentCleaner, DocumentSplitter\n",
    "from haystack.components.writers import DocumentWriter\n",
    "from haystack.components.embedders import SentenceTransformersDocumentEmbedder\n",
    "\n",
    "document_store = ChromaDocumentStore()\n",
    "\n",
    "pipeline = Pipeline()\n",
    "\n",
    "pipeline.add_component(\"converter\", PyPDFToDocument())\n",
    "pipeline.add_component(\"cleaner\", DocumentCleaner())\n",
    "pipeline.add_component(\"splitter\", DocumentSplitter(split_by=\"sentence\", split_length=5))\n",
    "pipeline.add_component(\"embedder\", SentenceTransformersDocumentEmbedder())\n",
    "pipeline.add_component(\"writer\", DocumentWriter(document_store=document_store))\n",
    "pipeline.connect(\"converter\", \"cleaner\")\n",
    "pipeline.connect(\"cleaner\", \"splitter\")\n",
    "pipeline.connect(\"splitter\", \"embedder\")\n",
    "pipeline.connect(\"embedder\", \"writer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "QfapXsA2t8Hp"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from google.colab import userdata\n",
    "\n",
    "os.environ[\"GOOGLE_API_KEY\"] = userdata.get('GOOGLE_API_KEY')\n",
    "os.environ[\"HF_API_TOKEN\"] = userdata.get('hf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121,
     "referenced_widgets": [
      "5bcdabd112ca4ff4b3899466ddfeb82f",
      "f5669314713849298ff7128a1c1272ca",
      "3207d656c5ae4e3e9f0e30fb4912ab58",
      "5ae46831adc54d19b21d21ffcddbbb07",
      "dd700445e9624f36909439c30e236b2f",
      "a5aac659b1734d0b956f414cfbd12180",
      "1b22f2c4a4fd4edca3c843d7f209cf2a",
      "8da75f71f5434f86bf819a55672b2188",
      "1cef36f1131b49ba8c5b104359c80a63",
      "798c14b01a184c368de8f94c7099df1b",
      "9c55b49c05bc4040b88a453faf51ea36"
     ]
    },
    "id": "Q_Ok46SeSjWH",
    "outputId": "2dcdce19-4964-4710-d83e-d9e6d06de8f7"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/sentence_transformers/SentenceTransformer.py:93: FutureWarning: The `use_auth_token` argument is deprecated and will be removed in v3 of SentenceTransformers.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5bcdabd112ca4ff4b3899466ddfeb82f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Batches:   0%|          | 0/82 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'writer': {'documents_written': 2595}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "book1 = \"/content/book1.pdf\"\n",
    "book2 = \"/content/book2.pdf\"\n",
    "\n",
    "pipeline.run({\"converter\": {\"sources\": [book1, book2]}})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "Yp7VNDDjWPDQ",
    "outputId": "b8787f73-9053-4448-b80a-18c33b1bafd4"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from haystack.components.embedders import SentenceTransformersTextEmbedder\n",
    "from haystack_integrations.components.retrievers.chroma import ChromaEmbeddingRetriever\n",
    "from haystack.components.builders import PromptBuilder\n",
    "from haystack_integrations.components.generators.google_ai import GoogleAIGeminiGenerator\n",
    "\n",
    "\n",
    "template = \"\"\"\n",
    "Given the following context, answer the question. If you are not sure about the answer, answer with \"I don't know\".\n",
    "\n",
    "Context:\n",
    "{% for document in documents %}\n",
    "    {{ document.content }}\n",
    "{% endfor %}\n",
    "\n",
    "Question: {{question}}\n",
    "Answer:\n",
    "\"\"\"\n",
    "\n",
    "rag = Pipeline()\n",
    "\n",
    "rag.add_component(\"query_embedder\", SentenceTransformersTextEmbedder())\n",
    "rag.add_component(\"retriever\", ChromaEmbeddingRetriever(document_store))\n",
    "rag.add_component(\"prompt_builder\", PromptBuilder(template=template))\n",
    "rag.add_component(\"generator\", GoogleAIGeminiGenerator(model=\"gemini-pro\"))\n",
    "\n",
    "rag.connect(\"query_embedder.embedding\", \"retriever.query_embedding\")\n",
    "rag.connect(\"retriever\", \"prompt_builder.documents\")\n",
    "rag.connect(\"prompt_builder\", \"generator\")"
   ]
  },
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     },
     "metadata": {},
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     "text": [
      "Ques:  Which professor can transform herself into a cat?\n",
      "Ans:   Professor McGonagall\n"
     ]
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     "text": [
      "Ques:  Who can transform into a cat?\n",
      "Ans:   I don't know.\n"
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      "Ques:  Who's hand was bleeding?\n",
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      "Ques:  Who is Dobby?\n",
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      "Ques:  What is fatal to Basilisk?\n",
      "Ans:   The crowing of a rooster\n"
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     "text": [
      "Ques:  What did harry do to the diary?\n",
      "Ans:   harry plunged the Basilisk fang into the heart of the diary\n"
     ]
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     "text": [
      "Ques:  Who stopped Harry's letters?\n",
      "Ans:   Uncle Vernon\n"
     ]
    }
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    "questions = [\"Which professor can transform herself into a cat?\",\n",
    "             \"Who can transform into a cat?\",\n",
    "             \"What is Ron's pet's name?\",\n",
    "             \"Who is the headmaster of Hogwarts?\",\n",
    "             \"Who's hand was bleeding?\",\n",
    "             \"Who is Dobby?\",\n",
    "             \"What is fatal to Basilisk?\",\n",
    "             \"What did harry do to the diary?\",\n",
    "             \"Who stopped Harry's letters?\"]\n",
    "\n",
    "for question in questions:\n",
    "  results = rag.run({\"query_embedder\": {\"text\": question},\n",
    "                    \"prompt_builder\": {\"question\": question}})\n",
    "  print(\"Ques: \", question)\n",
    "  print(\"Ans:  \", results[\"generator\"][\"answers\"][0])"
   ]
  },
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