{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "438726a5",
   "metadata": {},
   "source": [
    "# Visualizing IDyOM outputs\n",
    "\n",
    "This tutorial will cover some useful plotting in py2lispIDyOM. For an overview of the py2lispIDyOM functionality, see\n",
    "the [README](../README.md). In the current version, only limited basic plots are available.\n",
    "\n",
    "In this tutorial, We will continue the sample example as in the [1_running_IDyOM_tutorial.ipynb](1_running_IDyOM_tutorial.ipynb), and plot some IDyOM outputs from that experiment, where the log folder is `experiment_history/21-05-22_17.05.05/`\n",
    "\n",
    "Current version of py2lispIDyOM has the following types of basic plots:\n",
    "\n",
    "\n",
    "1. simple_plot\n",
    "2. selected_surprisal_entropy\n",
    "3. all_surprisal\n",
    "4. all_entropy\n",
    "5. pianoroll_pitch_prediction_groundtruth\n",
    "6. pianoroll_groundtruth_overall_surprisal\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fcafdbd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import BasicPlot from viz module\n",
    "\n",
    "import py2lispIDyOM as py2lispIDyOM\n",
    "from py2lispIDyOM.viz import BasicPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52832add",
   "metadata": {},
   "source": [
    "## Simple Plot\n",
    "\n",
    "`BasicPlot.simple_plot`\n",
    "\n",
    "Generate a simple line plot with time (in quarter note) on the x-axis, and selected IDyOM output on the y-axis.\n",
    "\n",
    "In the following example, we will: \n",
    "\n",
    "    - plot the `information.content` of the melodies named '\"chor-001\"', and '\"chor-002\"', \n",
    "    - save and show the figs here, \n",
    "    - use ggplot style and show grid.\n",
    "    \n",
    "Note that you can modify the figsize, dpi and other params as you like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e1755baf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simple_plot_information.content\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/simple_plot_information.content/\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/simple_plot_information.content/\n"
     ]
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.simple_plot(selected_idyom_output= 'information.content',\n",
    "                    experiment_folder_path=my_exp,\n",
    "                    melody_names = ['\"chor-001\"', '\"chor-002\"'],\n",
    "                    savefig = True,\n",
    "                    showfig = True,\n",
    "                    fig_format = 'png',\n",
    "                    dpi = 100,\n",
    "                    figsize = (4, 3),\n",
    "                    grid = True,\n",
    "                    ggplot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f6d5e60",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "3fb52d6f",
   "metadata": {},
   "source": [
    "## Selected surprisal and entropy\n",
    "\n",
    "`BasicPlot.selected_surprisal_entropy`\n",
    "\n",
    "Generate a figure that shows the selected entropy and information content. \n",
    "\n",
    "In the following example, we will: \n",
    "\n",
    "    - plot the `onset.information.content` and `onset.entropy` of the melodies named '\"chor-003\"'\n",
    "    - save and show the figs here, \n",
    "    - use ggplot style and show grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d700a54e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "selected_surprisal_entropy\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/selected_surprisal_entropy/\n"
     ]
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.selected_surprisal_entropy(experiment_folder_path=my_exp,\n",
    "                                    ic_source = 'onset.information.content',\n",
    "                                    entropy_source = 'onset.entropy',\n",
    "                                    melody_names = ['\"chor-003\"'],\n",
    "                                    savefig = True,\n",
    "                                    showfig = True,\n",
    "                                    fig_format = 'png',\n",
    "                                    dpi = 200,\n",
    "                                    figsize = (10, 6),\n",
    "                                    grid = True,\n",
    "                                    ggplot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "670b6e16",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "df59087d",
   "metadata": {},
   "source": [
    "## Plot all available surprisal outputs\n",
    "\n",
    "`BasicPlot.all_surprisal`\n",
    "\n",
    "Generate subplots of all available surprisal outputs.\n",
    "\n",
    "In the following example, we will: \n",
    "\n",
    "    - plot the all available surprisal outputs of IDyOM of the melodies named '\"chor-005\"'\n",
    "    - save and show the figs here, \n",
    "    - use ggplot style and show grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a27687be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "surprisals_plots\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x750 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/surprisals_plots/\n"
     ]
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.all_surprisal(experiment_folder_path=my_exp,\n",
    "                        melody_names = ['\"chor-005\"'],\n",
    "                        savefig = True,\n",
    "                        showfig = True,\n",
    "                        fig_format = 'png',\n",
    "                        dpi = 150,\n",
    "                        figsize = (8, 5),\n",
    "                        grid = True,\n",
    "                        ggplot = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2852438",
   "metadata": {},
   "source": [
    "## Plot all available entropy outputs\n",
    "\n",
    "`BasicPlot.all_entropy`\n",
    "\n",
    "Generate subplots of all available entropy outputs.\n",
    "\n",
    "In the following example, we will: \n",
    "\n",
    "    - plot the all available surprisal outputs of IDyOM of the melodies named '\"chor-006\"'\n",
    "    - save and show the figs here, \n",
    "    - use ggplot style and show grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a40de3fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entropy_plots\n"
     ]
    },
    {
     "data": {
      "image/png": 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772bKlCksWrSI3bt3k5CQQOXKlWnUqBGXXXYZt99+uyvrpziy2+0cPnw41+OcWV4F5YknniAiIoJPPvmEbdu2sW/fPowxbgvIe+Paa6+lXbt2jB8/noULF7Jv3z6CgoJo3bo1//nPfxg5cmSWaYDuXHXVVaxcuZJx48bxyy+/kJycTP369Rk4cCBPPvkkFStWzLUfgwcP5pdfflFBchERkTLEMvmtcikiIiJlxm+//eYqOP3XX395rAclpc/SpUvp2bMnkP8i6QADBgzgxx9/ZOjQoXz22Wf5Pp+IiIgUf5qOJyIiIl578803AUdGlAJQklf//POPqyB55imeIiIiUropCCUiIiJemTNnDp9++ikADz30UBH3RkqqhIQE7r77bux2Ox06dODiiy8u6i6JiIhIIVFNKBEREfFo3759dO3alVOnTnH06FEArrjiCvr27VvEPZOS5qGHHmLGjBkcOnSI1NRUAgMDmThxYlF3S0RERAqRMqFERETEo/T0dPbs2cOxY8eoXbs2I0eO5PPPPy/qbkkJdOzYMf7991+Cg4Pp1KkT8+bNo2PHjkXdLRERESlEKkwuIiIiIiIiIiJ+p0woERERERERERHxOwWhRERERERERETE7xSEEhERERERERERv1MQSkRERERERERE/E5BKBERERERERER8TsFoURERERERERExO8UhBIREREREREREb9TEEpERERERERERPxOQSgREREREREREfE7BaFERERERERERMTvFIQSERERERERERG/UxBKRERERERERET8TkEoERERERERERHxOwWhRERERERERETE7xSEEhERERERERERv1MQSkRERERERERE/E5BKBERERERERER8TsFoURERERERERExO8UhBIREREREREREb9TEEpERERERERERPxOQSgREREREREREfE7BaFERERERERERMTvFIQSERERERERERG/UxBKRERERERERET8TkEoERERERERERHxOwWhRERERERERETE7xSEEhERERERERERv1MQSkRERERERERE/E5BKBERERERERER8TsFoURERERERERExO8UhBIREREREREREb9TEEpERER8Nnz4cCzLYvjw4YV+7Q8//BDLsqhXr16hX7sgFeU9FBERESkKCkKJiIgUc2PGjMGyLNfXF198kWub/v37Z2mze/du/3dUyqzU1FQmTJhA+/btiYyMpHz58lxwwQU8++yznDx5Mtf2J0+eZMyYMVxwwQWUL1+eyMhI2rdvz2uvvUZqaqpXfTh06BBPP/007dq1o1KlSoSFhVG3bl369OnDuHHjSEtLy+/DFBERkXwKLOoOiIiIiG+mTZvGdddd53H/gQMHmD9/fiH2SMqyuLg4evfuzYYNGwAICQkhICCAP/74gz/++IOPPvqIZcuWUbduXbft9+zZQ48ePVyB0nLlypGSksK6detYt24d06dPZ9GiRVSsWNFjH7788kvuuOMOEhISAAgNDSU4OJh///2Xf//9l/nz53PXXXcRFRVVoI9dREREfKNMKBERkRKiSpUqhIeHs3DhQvbt2+fxuI8//piMjIwSP11NSobrr7+eDRs2EBERwZdffsmpU6dISkpiwYIF1KxZkz179jBgwAAyMjKytU1PT2fAgAHs3r2bmjVr8tNPP5GUlMSpU6f44osvqFChAhs2bOCGG27weP0ZM2YwbNgwEhISuOOOO/jzzz9JTk4mPj6ehIQEfv75Z0aNGkVQUJA/b4OIiIh4QUEoERGREiI8PJxrrrkGu93Ohx9+6PG4adOmAajWkPjdokWLmDt3LgDvv/8+Q4YMwWZzvLy89NJLmTVrFgCbN292O2Y/+ugjNm/eDMCsWbO45JJLALDZbFx77bW8//77AMyZM4dFixZla3/w4EHuvPNO7HY7r732Gu+//z7Nmzd37a9QoQIXX3wxEyZMIDw8vOAeuIiIiOSJglAiIiIlyIgRIwA8BqF++eUX/v77bxo0aEC3bt28Oufs2bMZNGgQ0dHRhISEULFiRbp168a7777rdT0ed5YuXcrgwYNd561SpQq9e/dm2rRpbrNiMlu1ahVXX301VapUISwsjPPPP58nn3ySxMREt8dnZGRQu3ZtLMvi1VdfzfHcH3zwAZZlUaFCBa/qFXkrNTWVKVOm0KdPH6pXr05ISAg1a9akU6dOPPfcc+zatSvH9jNnzqRHjx5UqlSJcuXK0bp1a9544w3sdnuO7fJyn511xnr06AE4AkCXXXYZ1apVw2azMWbMGK8e80cffQRAgwYNuPbaa7Pt79Spk+saH3/8scf2PXv2pFOnTtn2X3fdddSvX99j+//973/ExcXRpk0bRo0a5VWfRUREpOgoCCUiIlKCdOvWjYYNG7Jz505+/vnnbPszZ0FZlpXjuZKTkxk8eDBXXHEFX3/9NQcOHCA0NJT4+HiWL1/OPffcQ/fu3YmLi/O5n6NHj6Znz57MnDmTgwcPUq5cOU6cOMHixYu55ZZbuOyyyzwGgKZOnUqXLl347rvvOH78OCEhIezevZuXXnqJ9u3bu+1PQEAAt912GwBTpkzBGOOxb5MnTwZg6NChVKhQgd27d7sKuHsbfDnXrl27aNeuHbfffjvz58/n6NGjhIeHk5CQwKpVq3j22Wd54403PLa/7777GDx4MMuXL8cYQ3JyMhs3bmTkyJGuwKM7+bnPTg8++CDXXHMNCxcuJD093ZXJ5I2ffvoJgD59+ngcb3379gUcAdLk5GTX9lOnTrFixYosx5zLsiz69OkDwIIFC7LtdwambrjhhlzHu4iIiBQ9BaFERERKEMuyXNPspk6dmmVfUlISX331FTabzaupeHfccQczZ86kQYMGTJ8+nfj4eOLj4zl16hTfffcdDRo0YNWqVdxyyy0+9fGtt97i9ddfd13jwIEDxMXFER8fz+uvv05gYCCLFy/m9ttvz9Z2/fr1rulVPXr0YOvWrZw4cYLExEQ+//xzDh06xHPPPef2urfffjsBAQFs376dpUuXuj1m8+bNrF69GoA777zTp8flSUJCApdffjl//PEHFStWZNKkScTFxREbG0tSUhI7d+7ktdde81iY+/vvv2fy5MlMmDCBuLg44uLiOHbsmCuo9vHHH7N48eJs7fJzn51+++03JkyYwKOPPsrhw4ddfc4p8OV0/PhxDh06BEDLli09HufcZ7fb2bp1q2v71q1bXVle3rQ/dOgQsbGxru27du3iwIEDALRr147NmzczbNgwatasSUhICLVr1+baa691BbpERESkGDAiIiJSrD377LMGMHXr1jXGGPPvv/8am81mwsPDzcmTJ13HTZ061QDm0ksvNcYYs2TJEgMYwOzatSvLOX/++WcDmGrVqpl///3X7XX37t1rwsPDDWA2bNiQZd/NN99sAHPzzTdn2X7q1ClTqVIlA5ihQ4e6Pe///vc/V7/WrVuXZV/fvn0NYJo0aWJOnTqVre28efNcbZ33I7Orr77aAOa6665ze+377rvPAKZt27aubbt27XKd89lnn3XbLidPPfWUAUxISIhZv3691+2c9xAw06ZNc3tMu3btDGBuu+22LNvze5+dYwowo0eP9rrPmW3atMl1ju+++87jcb///rvruB9++MG1/fvvv3dt37hxo8f23377reu4zZs3u7ZnHgsvvviiCQ4ONoAJCwszERERrn2WZZnnnnsuT49RRERECpYyoUREREqYOnXqcMkll7gyn5ycU/G8yVz64IMPAMfKZnXq1HF7TO3atenZsycA8+fP96pvP/30kytbxdPUtnvuuYeaNWsC8Nlnn7m2nzhxwnWdhx9+mLCwsGxtL7/8cre1g5zuvvtuAL755huOHTuWZV9ycjKffvopkDULql69ehhjMMbkaTqeMyPttttuo02bNj63r1OnDjfffLPbfVdeeSUAmzZtyrI9P/c5M5vNxqOPPupzn4Es0/zKlSvn8bjM+zK3yW/7zNMyn376aWrVqsVPP/1EYmIi8fHx/Pnnn/To0QNjDM888wxff/21F49KRERE/ElBKBERkRLIOV3KGQDZsWMHy5cvp2LFilx99dW5tndOUfrggw+oUaOGx6+FCxcCsGfPHq/6tW7dOsARWGnSpInbYwICAujVq1eW48ExFc85Pcu5352c9l166aU0bNiQlJSUbIWsZ86cyYkTJyhfvjzDhg3z6vHkZs+ePa4pYQMGDMjTOdq3b++xnlGtWrUAskxDg/zd58waNWpEtWrV8tTvopa5YLsxxrW6nrOmVfPmzfnhhx+oUaMGAGPHji2SfoqIiMhZCkKJiIiUQP/5z3+oWLEiK1asYPv27a4sqKFDhxIaGppre2fgJCEhgcOHD3v8On36NOAoIu2NI0eOABAdHZ3jcbVr185y/Lnf59Te2dYdy7K44447gLMFyJ0mTZoEwLBhwyhfvnyO/fOWsyYS4LHmU24qVKjgcV9gYCAAaWlpWbbn5z5n5ikANXDgQLdByfbt27vtd07jI/O+zG0Ksn3v3r1p27Zttrbly5fn3nvvBRzZZIcPH/Z4HREREfE/BaFERERKoJCQEIYOHQo4VoNzZv14U1AaICMjA4B3333XNRUtp68PP/zQL4/DH2655RZCQkLYtm2bawXBbdu28csvvwC4glQFoaSvyBYQEOB2e2xsrNug5NGjR13HOLO0APbv3+/xGpn3ZW6T3/aZA3DNmjXz2L558+au773N6BMRERH/UBBKRESkhHIGnCZOnMi+ffto2bIlF110kVdtnVOUCvpNuTOzZt++fTke59yfORMn8/feBiXcqVKlCoMGDQLOZkM5/23Xrh3t2rXLsb0vnPcRCjfAkZ/77I2lS5e6DUbu3r3bdUzlypVdj/+PP/7weC7nPpvNliVY1KxZM9fUOW/a16hRg0qVKrm2N2/e3GMQLTNjjOv7kh40FBERKekUhBIRESmhLrroIi644AJSU1MB7wqSO3Xp0gWAH3/8scD7BI7gx99//+32mIyMDJYsWQKQZXpX27ZtXUEJ5353Fi9enGs/nAXKZ86cyaFDh1yZYgWZBQVw3nnnuTJyfvjhhwI9d07yc58L0qWXXgo4CtdnDvZkNm/ePAC6du2apdh8uXLlXOPQecy5jDGuYvWXXXZZln2hoaF069YNgK1bt3rs45YtWwBHAKpevXq5PSQRERHxIwWhRERESrBXXnmFBx98kAcffJAbbrjB63bOYMwff/zBu+++m+OxSUlJrkBXbi699FIqV64MeF617f3333fVpHJOKQSIiopyBRrGjx/vqkeV2cKFC1m5cmWu/ejatSstW7bk9OnTXHvttRw7dqxAC5JnduuttwKOaZEbNmwo8PO7k5/7XJCcq/rt3LmTGTNmZNu/evVqVyDspptu8th+yZIlrF69Otv+GTNm8M8//3hs78wGXLRoEevXr8+2PzExkXfeeQeADh06ULVqVa8el4iIiPiHglAiIiIlWN++fRk/fjzjx4/36Q129+7dXW/g7733XkaNGuV6sw+QkpLCqlWreOSRR6hbt67HwtbnCgsLcwVFPv/8c+666y5XMehTp07xv//9j5EjRwJw7bXXZpsa9/zzzxMQEMC2bdvo378/f/31FwDp6el89dVXDBkyhKioKK/6cueddwK46kJ5Kki+e/duLMvCsiyPAZ2cPPTQQzRu3JiUlBR69+7N5MmTSUhIcO3fuXMnzz33HOPHj/f53J7k9z4XlN69e9O3b1/AEdicMWOGa9W6RYsWMXDgQAAuuOAChg8fnq39zTffzAUXXIAxhkGDBrFo0SLAsfLdjBkzuP322wHHOO/du3e29tdffz0xMTFZ2juvv3XrVq688koOHTqEzWbjxRdfLPDHLyIiIj4yIiIiUqw9++yzBjB169b1qd2SJUsMYACza9eubPtTUlLMbbfd5joGMOXLlzcVK1Y0Npsty/Z9+/ZlaXvzzTcbwNx8881urz1q1ChXW8uyTMWKFU1gYKBrW8+ePU1CQoLbtu+//76xLMt1bGRkpAkJCTGAadq0qZkwYYJX9yM+Pt6Eh4e7zrNu3Tq3x+3atct1zLPPPpvjOT3ZuXOnad68ues8NpvNVKpUyZQrV8617YEHHsjSJrd7aIwx06ZNy/Gx5vU+O8dU9+7d8/R4M4uNjTVt2rRxXTM0NDTL465bt67ZvXu3x/a7du0y9erVcx1frlw5Exoa6vq5TZs2JjY21mP7gwcPZrn35cqVM5GRka6fg4KCzKRJk/L9OEVERCT/lAklIiJSRgUHBzN58mRWrlzJ8OHDadiwIRkZGSQmJlKtWjV69OjBM888w6ZNm7KsROaNCRMmsHjxYgYNGkT16tVJTEykQoUK9OzZk6lTp/LTTz9RoUIFt23vuOMOVqxYwYABA6hUqRIpKSnUrVuXxx9/nDVr1lCxYkWv+hAREeGa3lfQBcnP1aBBAzZs2MA777xDjx49qFixIidPniQqKopOnTrx/PPPM2rUqAK/bn7uc0GpWLEiq1atYvz48bRr146goCAsy6Jly5au8VO3bl2P7evVq8emTZt45plnaNmyJZZlERQURLt27Rg/fjyrVq3K8Xdeo0YN1q9fz/jx42nfvj1BQUEkJydTr149brnlFtavX+/KqBIREZGiZRnjoYqkiIiISAmWkpJCdHQ0x48f5/333y/wouQiIiIi4htlQomIiEip9Pnnn3P8+HEiIiL8UpBcRERERHyjIJSIiIiUOjt37uTpp58G4K677nJbkFxERERECpem44mIiEip0bVrV3bt2sWhQ4ew2+3Url2bzZs3e72inoiIiIj4jzKhREREpNTYt28fBw4coGLFivznP/9hyZIlCkCJiIiIFBPKhBIREREREREREb9TJpSIiIiIiIiIiPidglAiIiIiIiIiIuJ3CkKJiIiIiIiIiIjfKQglIiIiIiIiIiJ+pyCUiIiIiIiIiIj4nYJQIiIiIiIiIiLidwpCiYiIiIiIiIiI3ykIJSIiIiIiIiIifqcglIiIiIiIiIiI+J2CUCIiIiIiIiIi4ncKQomIiIiIiIiIiN8pCCUiIiIiIiIiIn6nIJSIiIiIiIiIiPidglAiIiIiIiIiIuJ3CkKJiIiIiIiIiIjfKQglIiIiIiIiIiJ+pyCUiIiIiIiIiIj4nYJQIiIiIiIiIiLidwpCiYiIiIiIiIiI3ykIJSIiIiIiIiIifqcglIiIiIiIiIiI+J2CUCIiIiIiIiIi4ncKQomIiIiIiIiIiN8pCCUiIiIiIiIiIn6nIJSIiIiIiIiIiPidglAiIiIiIiIiIuJ3CkKJiIiIiIiIiIjfBRZ1BwpTUlISSUlJAFSrVq2IeyMiIiIiIiIiUnaUqSDU7NmzmTlzJhEREUyZMqWouyMiIiIiIiIiUmZYxhhT1J0oLO4yoQ4dOkRJvgVVqlQB4NixY0XcEykqGgOiMSAaA6IxIBoDojEgGgPi7zFgWRY1atTI1znKVCZUeHg44eHhWbYZY0p0EMqpNDwGyR+NAdEYEI0B0RgQjQHRGBCNASnOY0CFyUVERERERERExO8UhBIREREREREREb9TEEpERERERERERPxOQSgREREREREREfE7BaFERERERERERMTvFIQSERERERERERG/UxBKRERERERERET8LrCoOyAiIiIiIiKSmTGmqLtQ4jjvme5d2eXrGLAsy5/dcUtBKBERERERESly6enpJCcnk5qaqkBKHsTFxQFgt9uLuCdSVPIyBgIDAwkODiYsLKxQglIKQomIiIiIiEiRSk9PJz4+ntDQUKKiorDZVDnGV4GBjrf36enpRdwTKSq+jgFjDGlpaZw+fZqUlBQiIyP9/n9PQSgREREREREpUsnJyYSGhhIeHl7UXSmxnFksRTHFSooHX8eAZVmEhIQQHBxMYmIiycnJfv8/qPCyiIiIiIiIFKnU1FRCQ0OLuhsiZZJlWYSFhXH69Gm/X0tBKBERERERESkyxhiMMZqCJ1KEAgICXP8X/Un/y0VERERERERExO8UhBIREREREREREb9TEEpERERERERERPyuTAWhkpKSOHLkCEeOHCnqroiIiIiIiIgUiZUrVxIdHc3IkSP9ep0OHToQHR3t12tIyVKmglCzZ8/mvvvu48EHHyzqroiIiIiIiIgUK6+99hrR0dF8+eWXRd2VIrN3716io6O55pprirorpVJgUXegMPXv358ePXoUdTdEREREREREikybNm1YtmwZFSpUKOquSBlTIEGoP//8k7Fjx+Z63JAhQ7yKJt57770cPXrU4/7XX389Tyl94eHhhIeH+9xORERERERESj6TlopZ+wtm4xpIToKwcKxWMVjtu2IFBRd19wpNWFgYjRo1KupuSBlUINPxoqKi6N69u9uviy++2HVc06ZNfTqvp3OWK1euILotIiIiIiIiZYTZuAb7I7dgpk2E9Sth60ZYvxIzbaJj+8Y1Rd3FbPbv38/TTz9N165dadiwIS1atKBv375MmDCBkydPAjBy5Eiio6NZsWIFixYt4uqrr6Zx48Y0b96c2267jR07dmQ7r7uaUB06dGDChAkAjB49mujoaNfXypUrs7Rfv349d999N+3ataN+/fq0adOGIUOGMH36dI+P5bPPPuOSSy6hYcOGtG7dmkceeYT4+Pg83ZMnn3ySzp0706BBA1q0aMFNN93E2rVrc3yccXFxPPbYY7Rp04b69evTq1cvvvjiiyzHv/baa3Ts2BGAX3/9Ncs9yHyvoqOj6dChA6mpqbz++ut069aN+vXrc8stt2Tp5yOPPEJMTAz169fnwgsv5LbbbuP333/P1s/MUwBPnjzJM888w0UXXUSDBg3o3r07kyZNwm63u45PSUmhZcuWNGzY0OM9XLt2LdHR0QwaNMiX2+t3BZIJFR0dzb333ut234YNG1i+fDmVK1emRYsWPp3X0zlFREREREREvGU2rsH+9otgjPsDEhOwv/0itnufxGoVU7id82D16tWMGDGC+Ph46tSpwyWXXMLp06fZsWMHr732GpdddhktW7Z0Hf/DDz/w4Ycf0qpVKy699FK2bt3K3LlzWbFiBTNnzsz1/Xj//v1Zvnw5W7ZsoX379tSrV8+1r1q1aq7vp0yZwtixY7Hb7Vx44YV06NCB2NhYtm7dygsvvMD111+f7dwvvPACH3zwAZ06daJevXqsXbuW6dOns2PHDmbNmoVlWV7dk3Xr1nHzzTdz4sQJGjZsSO/evTl+/DjLli1j6dKlvPnmm1x11VXZ2iUkJHDllVdy6tQpYmJiiI2NZfXq1Tz44IPY7XaGDRsGQIsWLejXrx9z5syhatWqWcr5xMRkHRd2u51bb72VVatW0bFjR5o1a0bFihUB2Lp1K0OGDCE2NpaGDRvSt29f9u/fz9y5c/npp5946623GDBgQLZ+pqSkMGTIEPbs2UOXLl1ITU3ll19+YezYsWzZsoWJEycCEBISwuDBg5k0aRLffPMNw4cPz3auzz77DMDt76Mo+b0m1PLlywG4+OKLvR5YIiIiIiIiIgXBpKVi//B/ngNQrgMN9g//h+3VqUU+NS8uLo7bb7+d+Ph4nn76ae644w5strMTmdatW0eNGjWytJk2bRrjx49n6NChABhjePnll3n77bcZNWoUCxYsyPGazzzzDK+99hpbtmxh6NChXHvttdmOWbVqFWPGjCE8PJwpU6ZkmfmUnp7OsmXL3J571qxZ/PTTT64pgLGxsQwYMIDVq1ezYsUKunbtmus9OXnyJHfccQcnT57kzTffZODAga59GzduZNiwYTz88MN07dqVypUrZ2k7f/58rrrqKl5//XVCQkIAmDdvHrfeeisTJ050BaH69OlDixYtmDNnDo0aNXIFfdw5cOAAwcHB/Pzzz9SsWdO13RjDf//7X2JjY7nnnnt44oknXLGQ2bNnc9ddd/Hggw8SExND9erVs5xz/fr1NGvWjF9++YVKlSoBsHv3bgYNGsSMGTPo06cPffr0AeCGG25g8uTJTJ8+PVsQ6uTJk/zwww9ERUXRr1+/XO9tYfLr6ninT592pcR169bNn5cSERERERGRUsYYgzmVmL+vFQshMcG7CyYmYFYuyv81cwt45eLzzz/n+PHj9OzZk7vuuitLAArgoosuokqVKlm2tW/fnhtvvNH1s2VZPPzww9SsWZM///yTNWvyP93w7bffxhjD/fffnyUABRAYGEjv3r3dtnv44Yez1KCqVKmSq6+rV6/26tpffPEFhw8f5rbbbssSgAJo1aoVDzzwAElJScyaNStb2woVKvDCCy+4AlDgCDg1bdqU/fv3s3fvXq/6cK7HH388SwAKHFMAt27dSnR0NI888kiWZJz+/fvTp08fkpKSsk0FdHrmmWdcASiAevXq8cADDwCOQKNTw4YN6dy5M1u2bMk2xe+bb74hOTmZQYMGERoamqfH5i9+zYRas2YNKSkp1K9fn9q1a/vc/vvvv+fQoUMEBQVRp04dYmJiiIiI8ENPRUREREREpNhJTsL+wLBCvaT59F3Mp+/m6xy2Nz6DcuXz3N45o+iGG27wus3VV1+dbVtQUBD9+/dnypQprF69OtuUMl+kp6e7akP5OsWre/fu2bY1aNAAgMOHD3t1jp9//hmAvn37ut3foUMHALc1ly644IIsgZ3Mfdi2bRuHDx+mTp06XvXDybIsLr300mzbncG+AQMGEBQUlG3/oEGDmDNnjtugYFRUlNsEnquvvprHH3+cdevWYbfbXUHJG2+8kRUrVvDZZ5/RunVr1/HFdSoe+DkIlXkqXl58+umnWX7+6KOPGDFiBL169cp330RERERERESKowMHDgBQt25dr9t4SvxwBle8DfZ4EhcXx+nTp4mKiiIqKsqntudmCwGUL+8I0qWmpnp1Dme2krtgW2axsbFeXR8gPDzcpz5kVqVKlSyZVU6HDh0C8BjUcv6enMe523euiIgIIiMjiY+P58SJE66AWp8+fahWrRrffvstzz77LJGRkWzatInNmzfTrl07zj//fJ8fl7/5LQgVFxfH5s2bsdlsXs3vzKxdu3a0bNmSBg0aEBERweHDh1myZAlz5szh/fffp0KFCrRv396rc40ePTrbtuDgYMaNGweQLYWxpAkMdPwKq1atWsQ9kaKiMSAaA6IxIBoDojEgJXkMGGOIi4sjMDAwWx1hExiI7+GBohcYGIgVmPe32877EBAQ4PrdeuLMirEsC8uysh2feb9zX0BAgGtf5uOdx7q7rrONu2vk9jiCg7PX2PLUB0+cUxwHDBhAuXLlPB7XqFGjbI8zMDDQ7TXcPV5vH2doaGiO5/T0uDJnR/l6zXMfS2BgIEOHDuWNN97ghx9+4MYbb3StUHjjjTd6/XsCx/212WxUrVrVr/W8/RaEWrFiBXa7ndatW/scJc28rCE4Iog33XQTtWrVYtKkSUyfPt3rIJSIiIiIiIiUUGHhBL/9Vb5OkbF6GRkfv+318QE33UdAh3zWNA4Lz1fzWrVqsX37dnbv3k3z5s29arNv374ct59byNxXlStXJiwsjLi4OOLj44mMjMzX+XxVs2ZNduzYwX//+19atWpVqNf2hfM+e/p9/Pvvv4D77Kz9+/e7bXPy5Eni4+MJCwvLdt9vvPFG3nzzTT799FMGDRrE119/TYUKFdyuElgc+C0I5ZyKV5AFyXv16sWXX37JgQMHOHLkSJZlIj2ZMGFCjvuPHTuW76JxRcn5ScfRo0eLuCdSVDQGRGNANAZEY0A0BqQkjwFjDHa7nfT0dPcZGMH5K6xsOvaErz/xrjh5+QhMxx5k5Hd1vIyMfDXv2rUry5Yt45NPPuGyyy7L8Vi73Q7Ad999x6233kp6erprX3p6Oj/++CPgKGbu3Jdxpn/O++7kzMhJTU3Nst2pU6dOLF68mI8++oh77rkn18fhfK/t7lye+uDJxRdfzPLly/nxxx9p0aJFrsd7cw3nvcvIyHDtd2YypaWl5dgvY4zb/RdddBHgqHH96KOPuu6p04wZMwBHIflzfx+xsbEsWbIkW0kjZ7H1tm3bZrtuzZo16dGjB4sXL+bll18mISGBm266ieDgYK/ua+bHY7fbOXr0qMdMKMuyPE5t9JZfVsfbt28fu3btIjQ0tEAzlmw2m2sJwxMnThTYeUVERERERKR0soKCsQ2/H3KbYmRZ2Ibfj5XfAFQBGDp0KJUqVWLx4sVMnjw5W+LEb7/9xrFjx7JsW716tasgtdP48ePZv38/zZo1cxXuzonz/fbOnTvd7r/nnnuwLIv//e9/rFixIsu+9PR0Fi1alOs1cjN37ly6devG/fffn2X7DTfcQJUqVXj33Xf59NNPXQGkzNdfunQp27Zty9f1K1WqRFBQEHv27HEFh3zRuXNnmjVrxt69e/m///u/LL+7uXPnMnfuXMLDw7nuuuvctn/++eez1LX6999/ef311wEYPny42zbOlQbff/99oHgWJHfySyaUs2p9TEyM20Jd+ZGUlARQ4OcVERERERGR0slqFYPt3iexf/g/9xlR5SMcAahWeV89riBVrFiR999/nxEjRjBmzBimTp1Kq1atOH36tGua3vz587PUOB4+fDijR4/m448/pm7dumzdupW//vqLChUqMHHiRK+u2717d0JDQ5k8eTJ//fUX1atXx7Is7rrrLho1akSnTp146qmneOGFFxgyZAitWrWifv36xMbGsmXLFlJTU9m6dWu+HntCQgI7d+7MNvMpMjKSqVOnMnz4cB599FHeeOMNmjZtSmRkJEeOHOGPP/4gPj6eDz74gKZNm+b5+sHBwfTo0YOffvqJSy+9lJYtWxIcHEz79u259tprc21vWRZvvvkmgwcP5s0332TevHm0aNGC/fv3s3btWgIDAxk/frwr4JdZ27ZtSUtLo2vXrnTp0oW0tDR++eUXkpOTGThwIP369XN7zd69e1OrVi0OHDhA69atadmyZZ4fv78VeBDKGOOKiBbkVDxwVMM/cOAAISEhREdHF+i5RUREREREpPSyWsVge3UqZt0KzO+rITkJwsKxWnfAuqhLsciAyqxz58789NNPvPPOOyxdupT58+dTrlw5zjvvPB566CHq1auX5fgrr7yS3r17M3HiRObPn09QUBCXX345jz32GE2aNPHqmjVq1GDq1Km8/vrrrFmzxpUEMnDgQBo1agTAXXfdRZs2bZg8eTJr165ly5YtVKpUiaZNm+a6cl1+tWvXjkWLFjF58mQWLVrEr7/+CjgyuDp27EifPn2yTWXLi/Hjx/Pcc8+xfPlyvv32W9d0PW+CUADNmjVj/vz5vPHGGyxZsoTZs2dToUIF+vTpw3333UebNm3ctgsJCWH69OmMGzeO+fPnExsbS506dRg2bBi33367x+sFBATQsWNHvv7662KdBQVgmQIuiLRlyxbGjBlDpUqVeOedd1zzKc81b9485s2bR0xMDMOGDXNtX79+PcHBwdkid3v27GHixIns37+fvn37MmLEiALp78GDB1UTSko0jQHRGBCNAdEYEI0BKcljwBjD8ePHqVy5sl9X5SqtRo4cyYwZM/j666/p0qWLT3WApHjYu3cvHTt2pFOnTsycOdPn9snJybRr14709HQ2bdpEaKjvddS8+X9YEDWhCjwTylmQvGvXrh4DUOBIsTtw4ABxcXFZtu/YsYOZM2dStWpV6tatS3BwMEeOHGHXrl1kZGTQokWLYh/ZExEREREREREpDB9++CHx8fHccsstlC9fvlgHIgs0CJWWlsaqVasA8pwC17p1a44fP87OnTv566+/OHXqFGFhYTRt2pSuXbvSs2fPHINbIiIiIiIiIiKlWWxsLC+99BJHjx5l8eLFhIeH89///reou5WrAg1CBQUFMW3aNK+OHTJkCEOGDMm2vUmTJl7PVxURERERERERKWuSkpL4/PPPXeWMnn76aWrVqlXU3cqVX1bHK66SkpJchdXOrbQvIiIiIiIiUtJMnDiRiRMnEhhYpt7elyp16tRh//79fm9THJSpUTp79mxmzpxJSEgIn3zySVF3R0RERERERESkzChTQaj+/fvTo0ePou6GiIiIiIiIiEiZU6aCUOHh4YSHhxd1N0REREREREREyhwtMyciIiIiIiIiIn6nIJSIiIiIiIgUGcuysCwLu91e1F0RKbMyMjJc/xf9SUEoERERERERKVLBwcGcPn26qLshUiYZY0hOTiY0NNTv1ypTNaFERERERESk+AkLCyM+Ph6AkJAQAgICirhHJY8xJsu/Uvb4OgaMMaSlpXH69GnsdjuRkZH+7B6gIJSIiIiIiIgUscDAQCIjI0lOTiY+Pl6BlDyw2RwTnTStsezKyxgIDAwkODiYsLAwv0/FAwWhREREREREpBgIDAykQoUKgLJ58qJq1aoAHD16tIh7IkXF1zFQGEGncykIJSIiIiIiIsVKUbw5Lumc90z3ruwqCWNAhclFRERERERERMTvFIQSERERERERERG/UxBKRERERERERET8TkEoERERERERERHxOwWhRERERERERETE7xSEEhERERERERERv1MQSkRERERERERE/E5BKBERERERERER8TsFoURERERERERExO8Ci7oDhSkpKYmkpCQAqlWrVsS9EREREREREREpO8pUEGr27NnMnDmTkJAQPvnkk6LujoiIiIiIiIhImVGmglD9+/enR48eRd0NEREREREREZEyp0wFocLDwwkPDy/qboiIiIiIiIiIlDkqTC4iIiIiIiIiIn6nIJSIiIiIiIiIiPidglAiIiIiIiIiIuJ3CkKJiIiIiIiIiIjfKQglIiIiIiIiIiJ+pyCUiIiIiIiIiIj4nYJQIiIiIiIiIiLidwpCiYiIiIiIiIiI3ykIJSIiIiIiIiIifhdYUCcaM2YMW7Zs8bj/iSeeoHXr1l6fLzExkRkzZrB27VpOnDhBVFQUMTExDB48mPDw8ALosYiIiIiIiIiIFJYCC0I5dejQgdDQ0GzbK1Wq5PU5EhISeOqppzh06BDVq1enffv27Nu3jzlz5rBhwwZefPFFypcvX5DdFhERERERERERPyrwINSNN95ItWrV8nWODz/8kEOHDhETE8OoUaMICAgAYOrUqcybN4+PPvqIe++9tyC6KyIiIiIiIiIihaDY1YSKi4tjxYoVBAYGctttt7kCUOAIcEVERLB8+XLi4+OLsJciIiIiIiIiIuKLAs+Eyq/ff/8dYwzNmjUjKioqy76goCDatWvHkiVL2LBhAz169CiSPhYHJi0Vs/YX4rZtxCSdJCMwGKtVDFb7rlhBwUXdPRERERERERGRLAo8CLV48WISExOxLIuaNWsSExNDlSpVvG6/Z88eAOrXr+92f/369VmyZInruLLIbFyD/cP/QWICKZm3r1+JmTEV2/D7sVrFFFn/RERERERERETOVeBBqK+//jrLz5988gmDBg3immuu8ar9sWPHAM+FzCtXrgzA0aNH89HLkstsXIP97RfBGPcHJCZgf/tFbPc+qUCUiIiIiIiIiBQbBRaEatasGb169eL888+nYsWKHDt2jFWrVvH111/z1VdfUa5cOfr165freU6fPg1ASEiI2/3O7c7jcjN69Ohs24KDgxk3bhyAT1laRc2kpnDk47c8B6BcBxrMx29Rdcq3WMHu76OUHoGBjv/GVatWLeKeSFHRGBCNAdEYEI0B0RgQjQEpCWOgwAqTX3vttXTr1o3q1asTHBxMrVq1GDhwIA8//DAAM2bMIDU1taAuVyadXrEIk3DCq2NNwglOr1js3w6JiIiIiIiIiHjJ74XJW7VqRcOGDdm5cyfbt2+nRYsWOR4fGhoKQEpKitv9zu3O43IzYcKEHPcfO3YMk1tmUTGRsXyRT8fHL19IYsuL/NQbKS6cUe6yOkVVNAZEY0A0BkRjQDQGRGNA/D8GnLW/86PAMqFyUqNGDQDi4uJyPdY5PS42Ntbt/uPHjwPFO73Mb5KTfDs+Md4//RARERERERER8VGhBKGSkhzBE2+yl+rWrQvArl273O53bnceV6aEhft2/PYtZLw3DrNxDSY93T99EhERERERERHxgt+n4yUkJLB161YA6tevn+vxrVu3xrIstm7dSnx8PJGRka59aWlp/Pbbb9hsNtq0aeO3PhdXVqsYzPqV3jcwBn5bif23lVAhEiumG1bnXlCnAZZl+a+jIiIiIiIiIiLnKJBMqL/++os1a9Zgt9uzbD9y5Aj/93//R0pKChdddBGVK1d27Zs3bx4jR47ks88+y9KmYsWKdOnShfT0dKZMmUJGRoZr36effkpCQgIXX3xxluBUWWG17wrlI7w8+Jwg08l4zKIfsD8/CvvY+7HP/wZzwv2URxERERERERGRglYgmVAHDx7knXfeISoqivr16xMeHs7Ro0f5559/SEtLo06dOtx5551Z2iQkJHDgwAG3daKGDx/O9u3bWb16NSNHjqRhw4bs3buXvXv3UrNmTW6++eaC6HaJYwUFYxt+P/a3X3RkOXk80MK66zGswEDMysWYjash83S8/XswM6dhZn0ELVpjdeqF1boDVnBItlOZtFTM2l8wG9c4alKFhWO1isFq3xUrKNgPj1JERERERERESqMCCUI1atSIyy67jO3bt7Nz506SkpIICQmhXr16dOrUicsuu4zgYO8DFhEREbz88st89dVXrF27ljVr1hAZGUnfvn0ZMmQI4eE+1kYqRaxWMdjufRL7h/+DxITsB5SPwDb8fqxWMY7jL2yPSUrErPsF8+ti2Lnt7LHGDn+sx/yxHhNWDuuirlidekGjZliWhdm4xu11zPqVmBlTs1xHCp8zQBi3bSMm6SQZgcEKEIqIiIiIiEixZRmTU0pN6Xfw4EFK4i0waamYdSsI3vo7JukkqYHBjmymi7rkGIAwhw9gfl2MWbUUjh9xf1DVGlCvCaxbnmvGle3eJxWIKgKeAoRAtkCklH5ajlc0BkRjQDQGRGNANAbE32PAsixq1qyZv3MoCFUyg1BOeR1kxm6H7X86AlLrVkJKct46UD4C26tT8515UxjT/krL1EKzcY1XUzIVICw79IJDNAZEY0A0BkRjQDQGpCQEofy+Op4UT5bNBudfgHX+BZihd2I2rHJM19u6MefgxrkSEzArFkH3Pnleca8wpv2VlqmFJi3V8Thy+x0Zg/3D/xVIgFBERERERESkICgIJVghoVgde0DHHpjYY9jfGAsH9njd3kx/FzNzGlSsDBWrYEU5/qViZayKVaCS43vCK2QLVOWa1ZOYgP3tF/OV1VMY1ygsZu0v7qfguZOYgFm3AqtTT/92SkRERERERMQLCkJJFlalKhAZ5VMQCoCU03BoPxzaT+ZQT5awT1Dw2UBVxcqYiChYNs+vWT2lLXPIbFzj2/G/rwYFoURERERERKQYUBBKsgvz0+qDaalw5CAcOYjPVbjymNVT6jKHEk74dnxykl+6ISIiIiIiIuIrBaEkG6tVDGb9Su+PH3YnVsOmEHccE3cM4o5D3DFM3PEz3x+F1NR89ysvWT2lJXPIHNyHmf817NjqW8OQUP90SERERETED0rLYkIi4p6CUJKN1b4rZsZU7zKIykdgdb3U8QfhvIa4K01ujIFTiXAmQOUMVJnlCyA+zvuO5SWrx9c2xSxzyOzchn3e17BxtW8F4512bsNsWot1YfuC75yIiIiISAEqLYsJiYhnCkJJNlZQMLbh9+dczBvAshx/CHL5RMKyLAiv4PiqXd8VqMo4sBd8yLjK0zRBXzOB/DUV0QfGGNi8Dvu8WbB9S/YDLMv7gNTJeOxvPg+tO2C79jasKtULtrMiIiIiIgWgNC0mJCKeKQglblmtYrDd+6TbTyIAKB+R708ifJ32R0Y6Jj0dK9C7YWt2bIGdf/nWp9YdfDq+IJn0dMyanzELvoH9bgrD16yD1WcghIZh3nsl90BU5mDV76uxb9mA1W8I1mX/wQoKKvgHICWCUtxFRESkuCltiwmJiGdlKgiVlJREUpJjulW1atWKuDfFn9UqBturUzHrVjhqJTnfsLbugHVRl3w/8fs07Q9g4xrs4x7BdutorJq1Pb6ZplV7mP0VZuH3vk1hKx+BdVGXvD2YfDCnkzHLF2AWfgexx7If0Kg5tj6D4IJ2WDabo40XAUKqVMc+/d2z2VSpqZhvP8X8ugTbsDuwmrfx46OS4kgp7iIiIlIclbrFhETEI8uYvBSaKZm++uorZs6cSUhICJ988gkABw8epCTfgqpVqwJw9OjRIu5J3uSadutOcDB07Anrf3X/x8qygbFn3gDerMfX/mIC7njY+3544G2miUk4gVn8I2bJHEfNrHO17oDt8oFYjZp5vs66FQRv/R2TdJLUwOBsAUJjDGbVUkew72R8lvZWuy5YQ27FqlQl349ZipY3zwNe/V+zLKW4l1Al/W+B5J/GgGgMSEkeAxnvjvOtTEfbzgTc/Zj/OlRCleQxIAXD32PAsixq1qyZr3OUqUyo/v3706NHj6LuhmTizbQ/a9hdsPV3RyFzcKy09/N8zyfNHICqEY1t+AOOOeSeruH02wrMP1diNTg/bw8G7zJNqFkH89O3mBWLIO2cVQMDArE6dse6fCBWzTo5XssKCsbq1JOKVw4B3D/RWJaF1aknplV7zHefOQJeZ+6P+W0F5o/fsAYMxeo9wOtpjpK74jblTSnuIiIiUqyV8MWERMR7ZepdZ3h4OOHhRV94WrLyatpf+66YC9tj/+hN71N1g4KxHnsVK7wCgPtrtGiNmTMTjh8Bux37B69je2Yilq8FzfGymOJbL+A2Mys0DKtbH6xLrsSqWNnna+fGKlcea+gdmC69sU9/D/45Uysr5TRm5jTMioXYrr8b6/yWBX7tsqY4TnlTiruIiIgUa74uDlQMFhMSkbwpU0EoKb6cWT3k8MbXat0BK/YI5vPJ3p00LRU2rXOd09M1TK3zsL/6hCND6MgBzMxpWNff7VP/vc40cRx99tuIKEfgqXsfrHLlfbpmXljnNcT26CuYFQsxX38EiScdOw7uxT7+CawO3bEG34IVWdHvfSmNiuuqLmbjGt+O/311jv8XRURERAqSrwsWFeViQiKSPwpCSYli/vrTt+O9eDNtNWqO1WcgZu5MR5ulczEXxmBd0M776/iSaQJQIRLr6uuxOvUq9GlPls2GdfFlmDYdMd98ilk+3xU0MauXYTatxbrqeqwe/bACAord1LLiqlhPeVOKu4iIiBRn9ZtkXdk5N5bl3/4UMb3+ltJMQSgpWfz0Ztq6cijmj99g7y4A7B/9D9uzb2JViPCqva+ZJjRujq1bH9/aFDCrfATWjfdgul7imKK3Z4djR/IpzBeTMSsWYsV0x8z/ulCmlpX0P7bFesqbUtxFRESkmDInEzDv+LZQkflgAvZjh7H6D8EqZQGp4ljaQaQg2Yq6AyI+8dObaSswCNutoyEwyLEhPg77p+94v3Kiz8GxU74d70dW/SbYnvg/rOvvgnKZ7tfeXZhZH3oOrJyZWuZzAM4Ns3EN9kduwUyb6FgZZetGWL8SM22iY3sBXMN1rbRU7CsXk/HuODImPE3Gu+Owr1yMObdIvDfnSk3B/PMX9qVzMT987lvb31f7fL28si5s79vxSnEXERGRQmBSUrC/9Twc2n92o6farGHlIPjsPvPddMyUCXl6DVdcuUo7FMLrb5GiokwoKVH8OV/ciq6LNfAmzFcfODasX4lZtdS7bBVn8MpbxSzTxLIFYPXoh2nbGTPrI8zKRd41LICpZYVZRyk/nyyZU4mOwNy//8C/Ox3/HtoHdrvb43N19CDGnoFlC8hbey8ZYzA7t3jfoHwE1kVd/NchEREREcBkZGCf9OrZBXPAURLi8v94XLCI40cdC/0cdgStzJplmOOHsd3zOFZEya5pWqxLO4gUIAWhpESx2nfFzJjq3bSnPLyZtnoPcHyy8NdmAMzn72OatMSqXNXt8cYYzOpl8Ncfvl2nmGaaWBFRWCMewF6xEmb2DO8aJSZgf3ccVsOmEFoOwsKwQss5Pq068zNh4Y7vg4OzpEwX5h9bX4Jd1GsM//6DcQab9v4DRw/l6boe7d2F/cm7HKsidr0Eq0JkwZ6fM+Nz1kew/CfvGliWIxCnFzQiIiLiR8YYzPR3YdNa1zarex/X9DqPCxbViMb2+P9hf28cbNvk2LZzG/YXH8L236exatcrnAfgB8W6tINIAVIQSkoUKygY2/D7cw4mQJ7fTFs2G7YRI7GP/a9jylzyKewTn4VadRw/Z6pTRFIi9k/fAV/TYUtApok5uD/3gzLbvA6zed3Z9p6Os9nOBKbKQWiYYwVDX/7YfjsdLrzIkXkWFARBwWe/Dzz7sxWQNbvIp2BXbmPrXMHBULs+BIecfTHkrWOHMV9/hPl+Ola7Llg9+kLDZgVW28DMmeGo6eVUPRqSEs6uiniu6LqqMSAiIiJ+Z77/HLN8wdkNrTtiDbvTq9dAVnh5bA+McXxY/PN8x8bYo9jHPYrt9oewWvlWhqC40GrGUlYoCCUljtUqBtu9T7qdVgVA+Yh8FeyzKlfFGnYn5oPXHRsO7XN8nWHWr8R89j4YO6SmnG0YGAwZaX4JjhU6f62OZrfDqUTHVx6YBd9gFnyT+4E2W5agFBnp3ge7cvr9lQuHOg2wzmsA5zV0/FsjGsvmWEXQ/sgt3l0nIBAyMnCF69LTHSsTrl7mCAT16IvVsYcjoyyP7It/xHz76dkNtetje+hFCA7OmuKelgY7zkzX27cb89cfWOe3zPN1RUREpHA5F3eJ27YRk3SSjMDgYr24i33ZPMyPX5zd0KgZttsf9KlEgRUYCDfcAzVrY76a5nhdnpKM/e0XsK4ZgXXpVSWvYLlWM5YyQkEoKZGsVjHYXp3qcb54vv/g5vbmPyU568/NWmG7+b+wb7ffgmOFyteaVVWqYzU4H3Mme4zTzn+THd9nZPinn57YzwQIMwcJfRVZCc5zBJys8xpAnQaOx+nhBY1PWXp3PwZ1GmCWL8Asnw/xcWf379+Dmf4eZuZHWJ16YHXv6zG13NOLTpOeDp9POntg9Whso8ZghZd3dCFTirsxBvv4J+DvPwGwf/cptodfLnkv3ERERMqgzPUuM7/qKa4rqZnfV2Gmv3d2Q8062O57Cis4xOdzWZaFdclVmOrR2Cf9n+N1pzGO0h2H9sGwO7F8rdtalLSasZQRlvF6+a/S6eDBg96vgFYMVa3qqFV09OjRIu5J6eFTRgvA9Xdh697X9abdpKX6Lzjmhj/GgH3lYsdKdV6ybhmFzUM6sDHGMe3u9ClITs4UoDqFffZXsHuH9x0LCYXwCpCe5sjgSU9znLugNW5OwCPj8tTUU/FzwG0g0qSnw8bV2JfMcdUiy6ZRc6wefbHadsYKCsr9OplVqoLtkVc81jUDMH//gf3/nnD9bBs1Fqt5m5zPW4I5g3dm45qz/0eL8SfG3tDfAtEYEI2BsifXepfg+PCrABZ3KQhmx1bsE54++9otqjK2x17N8TWK1+fevwf7m8/D8SNnN55/Aba7H8MKr5Dv8xeGgnj9recB8fcYsCyLmjVr5uscyoQSOYdPRQEBKyQsS9aIFRTsuZhiCVGQBeAty3LUSwoOgXNWLbFOnfLtj+31d2f7Y2uMcUy3yxyUOidIZf/6Y9juwwpxFaK8P/bcPvqYpWcFBkK7LgS064I5uA+zbC5m5eKsKdY7tmB2bMFUmILV9RKoWhPzydu5164KC8c2+oVcX9xZTVpC89aw5XcA7N9Ox9asdanMhsrPCokiIiLFRUlbSc0c3OsIEjkDUGHh2B54tkACUOBY5dr2xHjs77wEO7c5Nv61GftLDzsKlteILpDr+JPVvivmy8lwyotpdiWgxqyIJ7ai7oBIcZOnooCljHNqGbkFIfJZ48pq3xXKR3h3sIc/tpZlYQUGYYWVw6oQiVWpKla1WljRdbHqNsJq1Byr62W+9SufqxdaQcHYOvUk4O7HCBj9PAF3P4atU89c75NVsza2627H9n/TsG66D+o2ynrAyXjM3FmYj9/yrni6BVSq4lWfbVddf/aHXX/DpnWeDy6hXJ8Yewqunlkh0dfnABERkcKWl5XUioo5cRz7xDFna4IGBjqyswp4JTsrIgrbgy9gdexxduORA9hffgizdWOBXssvAoOgkhdBuZJSY1bEAwWhRM6looDA2QLwHoNE5SPynd5dkoJdhckKCcV28WUEPDUB2xOvYXXu7Siy7qtTSV6/6LQanA8XXOT62f799BIxVdmkpWJfuZiMd8eRMeFpMt4d50hnP2eapq+fGJ/bXkREpDgpKR+amlOJjgBU7JmpQZaF7bYH/bYIihUUjHXLKKyrbzi78VQS9onPYl82zy/XLDBbfod9u3M+pgBef4sUNU3HEzmXigK6+L0APPh9tUPwsWh4MftkyarfGKv+A5ght2BWLsZ8Nx1STnvd3pfle21XXY9985kMqH//gQ2/QtvOeel2ofBlal1ePjG2SvCUWhERKeVKwIemJi0N+zsvw/49rm3WtbdjtfPvh32WZWH1H4KpURv71AmQmgp2O+bTd7Af3Is15BafVuIrDMZuxz7rw7MbmrTE6nKJY+XkLRtcm61HXykRUwvzqzTW75SzFIQSOYfVKgazfqX3x+dz6lZxVxg1rkpLsMufrPAKWJdeRcamtbBtk/cNfXjRadVtCG06woZVANi//xxb645YtuKXNJtrMdYzU+vo0Q8r5TTmN9+mIZjvP8OenoZVrzHUOg8roHi9WC2t9KJTRMRLYbms5Hyuk/GY9LRCWy3O2O2Yqa9nWXTF6jsIW+8rCuX6AFa7ztiqVMP+1gtwItbRr0U/YA4fwHbHwxAYWGz+5pg1y2DvLtfPtsEjHK9BOvci46m74fB+x44tG6CUB6FUv7P0UxBK5BwFWZRbvFdagl1+V668b8f7mKlnu3IY9t9XO4I7+/dg1v2CFdPNt2vmkbcBCF+m1rFkNnmaVHjsMObjtxxtg4OhTgPHi8F6jRz/VqtVLINzJZledIqIeMccPZT7tK1z7duN/Zl7sa6+Aeuirn79G2aMwXz1AWbdL65tVqeeWP+5yW/X9MSq2wjbE685AlH/7nRs/OM37GPug9Onz9apOqMo/uaYtFTMt9PP9rn9xY7XGs6fW7XHLHAEocymtdCr8AJ5hc3bDxk1JbFkK1NBqKSkJJKSHFkB1apVK+LeSHFVkqduSe5K+uqF/s7Us2rXw7qoK2btcgDMD59j2nXxeyaQ36bWFYTUVNi5DXNmtR0DjuBe3YZY9RqfCU41hkpVSuWKgoVBLzqlsCnrTkoiYwzm1yWYz9+H08m+n+DoIczk8ZgF32K7ZjhW0wsLvpOAmf81ZtEPZze0aIN103+L7G+kVbEytkdexj71dVj/q2Nj7DHPDQr5b45ZMgeOH3H8EBCYtZ4VYF0Yg1nwreOHvzZjTp/CCvUxE64EKGkrPkrelakg1OzZs5k5cyYhISF88sknRd0dKcZK+tQtKb0KI1PPGjDUUdDc2OHQfszqZVide+Wht97xempdtz6OqXU+BOEAqFIdmreBn30oSNqkpeON6f49YLdn35+cBNs2YbZtOptpVSES6jXGcmZL1WuMFRHlW1/LIL3olMKmrDspiUzSScwn7/g8vRzLgpZtHUWvMzIc2/bswP7aU9CyHbZBNxfoKnX2X5dgZn10dkPdRtjuegwrsGjfdlohodjufBT71x/D/K9zb1BIf3PMqUTMnBln+9m9D1a1mlkPatTMkQl/KhHS0x2/y2JcszOvVL+z7ChTQaj+/fvTo0ePou6GlBClYuqWlDqFkaln1ayN1aE7ZtUSAMyPX2BiuvnlBaRPU+uWzc3b1LqqNbBddxv29Su9Dt7ZRo7BCgrGpKbA3l2Y3Ttg93bM7u2Ougzu+nsyHjavw2xed7aflapmDUzVbYRVrvQuZpAXRfGiU1kwxZe/fzfKupOSyGzdiH3qRDhx/OzGsHCs6+/CCg3z6kNTc/gA9m8+ht8yfZDzx2/Y/1yP1akX1lXDsCpVzV8//9yA+eh/ZzdUrYHt/mewQsPydd6CYtlsWLXO8/61RCEEOsy8WZB00vFDSBhW/yHZjrECArBatnPUjQLMxrVYpTEIlZcVHxWEKpHKVBAqPDyc8HC9+BfvlfSpW1I6FcqKggOuc7zYsdsd6fsrF2F1uzwfvXbPrF7m/6l1YeF5Dt5ZwSHQsClWw6Zn+5x8CvbswOzZAbvOBKacafTnij0KsUcdGRbObdWjseo1OhOcauyoNxUSkqeH5nzDHrdtIybpJBmBwSUumOLzi85P3iZj1RKsGrWhRm3HKkE160BkRa+mehRWFkxegillPTjm79+Nsu6kpDFpqZhvPsH89F3WHedfgG3ESKzKjqCR80PT4K2/Y5JOkhoYnO1DU6t6LQLuegyzc5tjFbbtW85cxGBWLsKsXY7VewBW30FYvtafBMyeHdjfHXc226pCJLaRY4tdRnBxCnSY2GOYhWenLVp9/uP5frVqD84g1OZ1GHtGsVvhL998XcHxnHpeUnJYxuT2lzhnKSkpbNy4kd9++41t27Zx7NgxbDYbNWrUoEOHDlxxxRWEhoZ6fb57772Xo0ePetz/+uuvEx1dcCsCHDx4kHzegiJVtarjj09O90xKN42Bssukpeb6ojM/7B+/hVm+wPFDeHnHFLXTyXl+Y2yMcRT83r0d/vkbs/tv2Lkt9zeEmVWt4Zhat2yu102sW0ZhO/MC0tObXCBfwTtzMh5278A4s6V2b4eEE941ttkcK/A5p/DVawzRdXPNPPPXYylsGeMecYyD/AorlyUo5QxSUbWG617mmgUDjkBkPrNg8vK7ye/vs6T/LSiI342x2x1vShITXF/mZKbv//kLdmz1uk+ZnztKgpI+BiQrs2839imvOaaFOwUEYv3nBqxLr3ZbWNzbMWCMgY1rHFPTDu7NujO8Ala/wVg9+2MFebeSnjlyEPu4RxwZwQAhodgeejFLce3iImPC07B1o/cNzr+AgIde9Etf7B/+D7NioeOHyIrYXnwfK8T9+2aTlIh99A2uEgG2x17N8gGZU0l+Hsh49+WzNbu8ERTsCJx27IkVfZ7/OlbC+HsMWJZFzZo1cz8wp3PkNwi1aNEi3n//fQCio6OpU6cOycnJ/P333yQnJxMdHc2YMWOIjIz06nzOIFT37t3d7h82bBgVK1bMT5ezUBBKSjqNAfHXGDDHj2B/4g73NZEg1zfGJukk7Pobs2s7ZtffjsCM8wVqXjVrhe2/T2N/5Bbvp9adk83gDN75c5qtMQbijrum8Jnd22HPDjjl5ad8gUFQp37WFflqRLs+9SysYIo/meRTmNlfYRZ841sg0lcBAVC1JlSrBVt/h7TU3Nu4GTfeysvvJj+/T2f2VPCZbLjUkpgNl5bq/f/pkFDo0Q8rOQmTmOB4Tkk8eSbQdNJRy66gtO1MwN2PFdz5/EyvB0oHY7djFv+AmfUxpKed3VGzDrbbHsQ6r4HHtr6OAZORgVmxEPP95xAfm3Vn5WqOlfRiurkCXm6zNc9viVn4PRw95GgXEIDtvqewWrbz/kEXoox3x4EvtSUDArEuudJRq6lqjQLrh9n/L/ax97ues6wb7sHWvU+ObTLGPwl/bXYc3/cabAOzrzZYUp8HzNFD2P/3HBzal7cTnNfAEYyK6YYVWXCxgpKoTAShli5dyt9//02/fv2oXbu2a3tcXBzjxo1j165ddOnShQceeMCr8zmDUF999VV+uuU1BaGkpNMYEL8FoTaucSxpnJMzb4xp3hr+/ccRbNn1tyPodORggfYHcL0pLIlBGGMMHD2I2bXdlTXFvzshNcW7E4SEQd2GUKcBrPjJu5WR8hFM8Rdjz8CsWIT55pM8BSWty/4DFSvBwf2YQ/scL1i9zTrzRYceWC3bYIWVh3LhZ77OfB8c4nbqn0/BlDO/GyDPQdXSkg1nX7kYM21iUXcju2atCBj9fFH3wmvF8fVAWZ9i6isTdxz7tInZMnWsXldgDbrZMUU8B3kdAyblNGbh9476ROf+bTmvAbZBw8E5nTWX5yprxEhsflzMJL/y/HxjWXDBRdh69oPmbdxmovki460XwDk1sHo0tjFv5poBbV/wrWNxGoDougSMeTPbMSXteYCAQMyyeZhZH0LK6fxfzLJBi9aOgFTrjnkud1CSlYkgVE7+/vtvnnrqKYKCgvjoo48I9KKorYJQvimOTzRSuDQGxB9jwKc30zYbYIE9w7uTV6uJVb8J1G/imCLz45de96swptYVJpORAQf3ujKlzK7tsG83ZKQX2DWK05Qi89cf2L+cDHt3Zd1hWd5lQ3kIqpmkRDi0zxGUOnj2X44eKtjMGKeAQEcwKizcFaCyypXHnDwBf/3h9WmsS64CY8+6lHlubc78PktiIPZcJvYoZusmzPfTc14u3Vc2G5SPcKxYWT4CylfAKh+B+esP3z5lVyZUvpSG5+jCZH5bgf3jt7PWuYms6LhPXmYV5XcMmJPxmB+/xCybe7a2ky869STgllF5unZh8en1jSfVamJ174vV5RKs8DzUz/r7T+z/97jrZ9vdj3lVaNwcPoD9qbvOtnt5MlaV6lmO8ffzgK+B5RyfB8LLQ1TlrFNOvWFZWCMegKREzKqljkxzd0LCsNp2ctT3Pb9l6auh5UFJCEL5tTB53bp1AUhLS+PkyZMFOo1ORET8x6cVyzxN1wPHG8D6TbDOfFG/MVZ4hbPXSUvFLJ3rdRaIdVEX14+lYQVLKyAAatdzLI/d9VIATFoa7Nvtqi1ldm93BFTyGEwpDqvHmKOHsM/8MPsUiOBgrMsHQa3zMJNezfOKj1Z4+WwF5OHMvTx6EA7tc1zfOV0kvzLSHVlcmTK58vJxlln4Xe4Hndvmp++wR0Rhpr1RqAW2CyKjxSSdhG2bMVt/x2zdBEcO5K0zkRWxOvZwBZms8hFngk5n/g0Ld5up5msGhNW6Q976J1qF0Acm+RTmi8mYlYuy7mjdEdtN92FViCi0vlgVIrGG3oHpfQXmm08x637x7QSbf8OkpRbrv7++LFRi3TYaEuIdr1MO7z+778hBzIypmO8+xerQA6tHvxynSWZmjHEUhndq2BTadPKu79VrQY1oOOToi9m0FqvXFV61LQi+Lh6R6/NAUqLjyym8AtawOyE4BPPRm94FsC+5EnNwL+bXJZjVS7N+oJGSjPl1MebXxRBVGatDN0eGVO16ebsBUmD8GoQ6fPgwAAEBAZQv71uU+Pvvv+fQoUMEBQVRp04dYmJiiIgovCdhEZGyzNfVYwAICoa6DV1ZTla9xlCleo4rluV11brM7UvbCpZWUJAjWFf/bEFXczrZNd3RzP/at+lncccwxni1clxBM6dPYebMcKzslJ41u8vq0B1r4M1Ylao4jg0q+BUfraAgqHWe42v1z74FoSIqQtXqjjpep5IgORFSvagn5W97/8FMfNb74wtgifG8rlpnUk7D9i2YbRsdQae9/xRM/a+GzbBdM8LnZlb7ro6pLN4G2APKxqfmBU2rEGaV41SkPTuwf/A6HDt8tkFIKNa1t2F1vbRInrcBrGq1sO58BHPZ1dinvu4KeuSqAJ5vCoOvqwybXlfAto3YF8+GTevOfiiUmopZvsCxiEvDpo5i7u06YwVmLeieZQwc3p8l88c28Gaffs/WhTGYQ984zrtxLRRSEMrXwLLXzwNOrWKw3XQvVoQjacW0aOP1h4xWzTpYA2/CXH0DbP/TEZBavxKST5096MRxzPxvMPO/gdr1sTr1wIrpjhVVKS+3Q/LJr9Px3nvvPRYvXky7du149NFHvWrjaXW8kJAQRowYQa9evs0xHj16dLZtwcHBjBs3DnBkaZVkzimO6ekFN3VDShaNAfHHGIh95r+kblrn9fFBjZtT6eX3c61n4MnpNcuJf+sljJvgihURReR9TxAac3Gezl3axL3yBCm/LvGpTWCd+oR2u4zQbpcTWD1/KdTeMBkZJC+ZQ+Kn72E/kbXYbVCTFlS4dSTB57fM3i41hdMrFnN6zXJM0kms8AqExlxMaJdeudZCyU3ykjnEv+F9fZ/IB54hrGffbP2zn0rCJJ3EnnjS8W9SIibxJPakkyQvnkPGgX+9voYVVg4sC+Ntwfo8CqhRm3L9BhJQpQYBVatjq1oDW2RFr974nF6znBMvP5ZzJp5lI+rxcYS07UTa9j9J3bSOlE3rSPvrj2zBx2x9qx6NrUo10v7c4PXjcfe78ZZXj8fJZiPi7kcpd+mVebpWYSsurwcK4v9aaZHT3zaCQxwLJWR6KxbUpAWRo54lsGadPF3PH2Mg7pXHSfl1qdfHh3TqScVHXyqw6/tTXv7mZBw5yKn533Dqpx/c/l5tUZUIu/RKyl3+HwKqVMt5DAQGEvXISz69vkn9cwOxT95zpn0Q1T6Ziy0sPNMpC34MmNQUjtx2tfvHcA4rIopqU74leek8Et4Z5/U1Ih54mnI9++Wjl1mZlNOcXvsLp5fOI2XDKvfTS202gi9sT1iPPoR07I4tNKzArl+UCuNvQZCXK2d64rcg1Pr163nllVew2Wy8/PLL1KtXz6t2U6dOpWXLljRo0ICIiAgOHz7MkiVLmDNnDsYYHnroIdq3b+91PxSEktJOY0D886LTt0BHQbzo9GcAojTx9Q3euYKaXUhYt8sJ7dIbW4R3K9f6IvXPDSR8MJH0f/7Ost1WuSoVbrqX0IsvzXdB17zIy4toX8ddXt58g/GpTUCtOmQcPpC3ei2ZBQe7glIBVaoTUK0GNufPVWsQUKUaGOP1PSMwEAKCICXngvm2yIoEX3jRma/2BFavWSi/m8xyDHqHl8ekZ2R5HBVuvpfw/9yQ5+sVluLyeqAo/n4UR74FPAMoP2QE4YNvxgrI+0SV4vChVPCFF1HpuewFs0sbx2uWRZyaM4u07VuyH2ALILBxM9L//jOXTG9HEN/bQJTJSOfIzf0wiScBHEGszmczz/wxBnx+3REU7N1KtJn483nAHh9H8vKFnF42l7TtW90eY4WGEdKxO2E9+hJ8QTtHuYQSqswGofbv389TTz1FUlISw4cPp1+//Ec1Fy5cyKRJk6hVqxYTJ07MfyfPUGFyKek0BsQfY8Dn2inFqPh1aedb0fgAzwXjAwKgZTvHtLgLY3JcQcabekDm6CFHnYvfzqn7FBSMdflArD4DsUJCvXyU/uHvYt6FtTqefcoE35YYz6uwcMfvOz9Cw+D8C7CaXojVrBXUOs/9yoKFXGjdpKV6nOrB4QPYJ47JsmS9dflAx+pkRTQ9yhvFpSBxxsuPwD/bvD9xCVuF0Bs+PRdYFtaDL2A7/4J8X9cfYyDj3XG+Pd+UsIL+BcHs2o5ZMhuzdjmk5yHBwceVbO1TXsOsXgaA1akXtltGuvYVizGQF4X0PGAO7sOsWuqoH3X8iPuDIiudrR9Vp77f+1TQymRh8tjYWF566SWSkpK44oorCiQABdCrVy++/PJLDhw4wJEjR6hWrVqBnFdERLLzqXbKOQXDxb98qqN1z+NQsw5mzTLHC9bMdT0yMmDjGszGNZiQMKy2HbE69ICmF2b5BDC3ekDWsDth764zdZ+yvvi2YrpjDbwJq3LVgnjo+eZrHRCfz5/HGme+trFaxTjqXXir6YWOT6ZjjzpedJ+7BLsneQlABQZCw2Zng071Gnv1ibK/fzfZrpdTPbna9bA9Og7768+46oiZ+V87Vi274e4ys8JSZrk+D9x4D2TYMT/P8y0ABY5gZynj0+IexhTs6pAFzNfnm7JY0N+q3xir/kjM4FswK35yFDL3FOBwx9daWhe2hzNBKLN5Hcae4d/npfx+GOGNQnoesGrWxvrPDZirhsGOLY6A1LoVWR9jfCxmwbeYBd9CdF2sTj0dr2cqVi6UPpYFBZoJlZiYyDPPPMO+ffvo0aMHd999d4F+YvTUU0/x999/88ILL9CkSZMCOacyoaSk0xgQf42B0rAEfGnm6/LnxhjYswOzepnj09r4OPcnjojCan8xVocemPhYzDsv+V5Mul5jbNfdnm21uuIipyyYgiiQnJel6X1pk5eMq8yPy5xKPBOQOoo58y+xzu+POMZGXl4b1WmA7dFXcsyqy42/fzc+9SU+DvvEZ2Hf7rMb23bCdttDjqL3xYQzQyl420ZM0klSA4N9Xrkwx/N787cgH0pjJm1RZQ/54/VAfp9vyiJjz8D+6uOw04eArA9jwJxKxD76Rte0bNujr2A1agYUk0yopq2wWrXHfDnF6yZF+Txg0lJh4xrsq5bCH7+5n+5uWY4P6Tr2xGrbCasY148qU5lQp0+f5qWXXmLfvn3ExMRw1113FXjKclKSI0IZko8XNyIi4p3CzkwQ31itYrC9OhWzbgXBW38/++bT0+oxluXISqnXGDN4BGzbhFm1DLPh16yZMQknMIt+wCz6ASybb288oyo5Vrzr0L1I6j55y9+rKmb+3XgbTPGlTb5XlSxXHsqVd6wQ5KaZSU+DuOPYp70B2//0/oFXrZGvABQUrxUvrciK2B5+Cfubz8OOM3VE1v+K/c3nsN3zOFZouaLtIFmDlymZt+eycqHX5/d1hSsnmw3sXtRCKq2ZtHE+ZjYVRqZJHuX3+aYssmwBjsLzvvBhDFjlykOj5vDXZgDMprWuIJQ/WNVq4MszgNW5F9ZFXTCzvyoRGfVWUDBc1JWAi7piTiZg1i3H/LoEdmWqbWkMbN2I2boRM/1drDYdsTr2hGatSnT9qKJSIEGotLQ0Xn31VXbs2EGrVq0YOXIktgJ+8bl3714OHDhASEgI0dHRBXpuERFxLy9vpqXwON+wV7xyCOD9p16WLQCat8Fq3gaTejdm41pHfYQ/1kNGpkKW3hTUdWrdAduto4v1p4OFKS/BFF/a+DNIbAUGOQJKXS/F+BCEKo3TcKxy5bGNfA77+6/A5jPFmbduxP7a09jufxarQkSR9c3XJdNzPJcxjuXME+Ig/gQmIQ7i4zBbf/d+WhlAw2bYrrkZk3jSqyzK0hS0MMbA339gnzsz65tXbxTzKYn6UCoPfP2d+ni81SoGkykIxcCbfLueF4wxmEXfY+Z/432jMwGlkhq8tCpEYPXsDz37Yw7tx6xeilm1FI4dPntQaoojq3z1MoisiNW+G1anHlCngcckHG9r6pUV+Q5C2e123njjDf744w+aNWvGQw895KrI7sm8efOYN28eMTExDBs2zLV9/fr1BAcH07Jl1mWb9+zZw8SJEzHG0KtXr1zPLyIiBac4ZSZIwbOCQ7Dad4X2XTGJCZjfVjoCUu5W+8mJLUABqELmazacz+dXbTgArJAQbPc8gZn2BmaNow4Lu7dj/7/HsY0ci1WpSqH3yesMJWOwT5uIde+TWEmJZ4JLJyAhDhPvCDQRHwcJJ3xezcqtyIpYjZpjASanoIVTfld5LAaM3Q6/r8Y+b5bvwaczSkIAVx9K+cbftbSsVu0xX33g+GH/Hsyxw1hVqvt0jpyY1BTMp+84MoK87lTWgFJJD15aNaKxrroec+Uw2LEVs2oJZt0vcCpz/ag4zMLvMAu/cyy80bGnIxs809+F3GrqFed74C/5jubMmzePNWvWAFChQgWmTHE/9/PGG28kIsLxaVFCQgIHDhwgLi5rPYodO3Ywc+ZMqlatSt26dQkODubIkSPs2rWLjIwMWrRowfXXX5/fLouIiIgbVvkIrO59oHsfMl559OwUJG8U4+kkpVles+G8PXdJ/CTbH6zAQLh1FISXxyyZ7dh4cC/2Vx7FNmosVo3ahdofnwpfJyViXn3cp+k0eZbpecB90KIc7NsDRw4AYJ/+LrbzW2KFVyiM3hUok57myIaY9zUc2pf9gFI4JVEfSnnP30F8q1otqFHbNfbMxrVYva/IS1ezMbFHsb/zMuzZcXZjpSpYl1yFmTPDp4BSaQheWpYFjZtjNW6Oue522LQO+6olsPm3rNnjB/7FfP0R5puPHavCduwJwcGYyeMLJGO1NMl3ECoxMdH1vTMY5c7gwYNdQShPWrduzfHjx9m5cyd//fUXp06dIiwsjKZNm9K1a1d69uxZ4NP8RERExI2Iir4dX8ynk0jelPRPsguSZbPB0DugfATmh88dG2OPYn/1cWwPjMGq27DQ+mI2en7NnS82G0REOf7/R1aEA//6tsrXOc8D7oIW5tB+7M894Mi8SjiB+WIK1q2jCugB+J85fQrz8wLHiqAnjmc/oFkrbH0GOTJJcpuSWAYCuGVVYQTxrVbtMc4g1KY1UABBKPP3n9jfGwcn489ubNIC252PYkVEYXr09TmgVJqCl1ZQMLTrTEC7zo7s8XW/OKbrZS5Cb4yj7ua2Td6d1BjsH/6vTBX1L9DV8Yq7pKQkV3HzatWqAVodT0o+jQHRGBB/jAH7ysWYaRO9Pr40rnBVkvj7eaA4rVpXHNgX/Yj5YtLZDaFh2O57Cuv8C/x6XWMM7NyK/f1X4USs9w1tAVC9lmP1y8gzAabIihBRESsy6mzQKbxClkUF/PU8YJ//DWbmtLPd++/TWBe29/7xFAFzMh6z+EfM4tlwKjHrTstyrJzYZxBWvcZn2+Rhpcz80OuB4sefY8D8/Sf2/3vc8UNAILbXP6XaeXUB38eAMQazdC7my8lZpslaPfthDbnNkQ0qHpkjBzCrztSPOnooT+coqNdRJWF1vDIVhPrqq6+YOXMmISEhfPLJJ4CCUFLyaQyIxoBoWW7R80Dhs69aivnwjbNv2AKDsN35MFbrjgV+LXPkoKMeSV7f4Piw/HuW6/rpecDYM7CPe/RsDaWoytjGvoVVrvAyKr0tFGyOHcYs+Baz4idIPaduVmAgVqdeWJf9B6uG+4WTCjOAq+eB4slfY8BkZGB/8CZIOgmA7a5HqdbnasC3MWDS0jCfvYf55aezGwMDsa6/G1vXS/Pcv7LI8UHBNsfz9S8/+Vb3Lo/P0+cqCUGoMhXS7N+/Pz169CjqboiIiBR7qgckkjNbxx6YcuHY33vFMbUsPQ37u+Owbv4vts69831+k5R4ZqrHEt/qs7mR18LX/noesGwBjvM+PxLS0+HEccyMqVg3/zdP/fSVN4WCqVwNM/9rzJqfs9d2Cg3D6t4H65IrsaIq53it0jQVSfLGX2PACgjAuqCdIzjNmWm6Z4JQ3jInjmN/dxz889fZjVGVsN39OFaD8wuus2WEZVnQqBlWo2ZkHNoPZ1Yw9EoZqq1ZpoJQ4eHhhIerZoWIiIg3VA9IJGfWhe2xjXoO+5vPO95A2O2YaW9gTzyJ7bKrfV6W26SnwR/rHUVvN65xBGiyXdSCJi1h9w5ISc69k/ksfO2v5wGr1nlYV1yH+fZTAMwvP2Eu6orVok2e++oNs3FNzkG1xATsb73gfl+FSEfgqUdfrHLl/dZHEa9d2B6cQajNv2EyMrACArxqanZuw/7uy44VMp0aNsV212NYUZX80NkyxtcFF8pQbc0yFYQSERER35SGlW1E/Mlq3Bzbwy9hn/gsJJwAwMyYSsY/fzk+Bc9lWW5jDOzegfl1MWbtcs9T32rWcUz9OrP8d67BFCiwTEV/PQ9Ylw/ErP8V/t0JgP3jt7CNfRMrtFy++uuJSUt1BNN8LcVRtYZjyl3nXljBIX7pm0heWC3aYgICHNO+EhNI2/4nwU0vzLWdffkCzPT3sqzuZl18GdbQO7GCgvzZ5TLDahWDWb/S++PzmLFaEikIJSIiIjnSdBKRnFl16mN7dBz2Cc+cXU3utxWeG5xZlpuY7o5l0M+scJVNhUhH0KljTzivgWOqh/OahZyp6I/nASswENuI+7G/8KDjzXDsUcysj7Cuv7vArpGZWfuLd/WtnCpWwbpmOFa7Ll5nl4gUJqtcODRuAWdWYktZ+0uOQSiTnob5cgpm6dyzGwMCsYbega17H393t0yx2nfFzJjqdU29/GSsljQKQomIiIiI5JNVrRa2x17B/vqzcODf3BsYA6uXZt8eGITVpiNWxx7QvE2Oq1JlzlAK3vo7JukkqYHBJSpT0apdH6vfYMwPnwNgls7FHloOc+SgV1MYvWFSTsP+PZhF3/vWsH5jbDHd8nRNkcJitWqPcQWhVlDhxnvcHmcS4rC/+wrs2HJ2Y0SUY/pd4+aF0dUyRbU1PVMQSkRERESkAFhRlbF69MN89p7vjZu0wOrYE6tdZ5/qDTkzlCpeOQQomSujWf2uwWz4FfbtBsDMm5Vl/7lTGD0xdjscOwz7dmP27cbs3+0459FDvk/BA0g+5XsbkUJmXRiD+fIDANL//Yf0wwfAlnVKndm1Hfs7L8GJ42c31mvsKEBeqUphdrdMUW1N9xSEEhEREREpIM6MBK/VrIPtv09jVa3hnw6VAFZgEFbn3pivPvB80JkpjLZ7n3TUWjmV5Mhu2rfbEXTavxv27fGuWLu3ylChYCm5rGo1oUZt17TeuLEjyahRx5VBaNYux3zyDqSnnW3TqRfWjfeUqeyboqLamtkpCCUiIiIiUlB8XWY7qlKZDkCBo2C4mTPDiwONYzn5yIoQ62PGV0goREQ5sqK8VJYKBUvJZTauOVuLDsg4sBcO7HVkEH76DqSlnj3YZsMachtWr/5ZasyJf6m2ZlYKQomIiIiIFBRfs2eUbeNbwfAzBcxzVLUG1K6HdeaL2vWgSg3ISMf+yC0qFCylRq6rZGYOQJWPwHbXo1jnX1A4nRPxQEEoEREREZEComW5fWc2rslbw7ByEH020GTVrgfR52GFlnN/vE2FgqX0MGmpjlpD3tQ7s9mwHn0Fq0a0/zsmkgsFoURERERECoiW5c4DX6cw1q6H7b6noFJVn6cUqVCwlBY+ZRDa7bDrb1AQSooBBaFERERERAqIluXOA1+nJFarhVW5Wp4vp0LBUhr4mkFofl+tmkRSLCgIJSIiIiJSgJRt45uimMKoQsFS4vmaQejr8SJ+oiCUiIiIiEgBU7aN9zSFUSQPtAiClFAKQomIiIiI+IGybbyjKYwivtMiCFJS2Yq6AyIiIiIiUrY5pzBSPsL9AeUjsN37pKYwipxhte/q+f/LuZRBKMWIMqFERERERKTIaQqjiPeUQSglVZkPQvm6rGtxVVoeh+SdxoBoDIjGgGgMSEkfA1ZwCHTu5fiSPCnpY0C8Z7XugHX/M9g/fdfzIgg33I11wUWF3zkpUv56HiiI81rG5BQ2LV2SkpJISnKsClCtWt6XdRUREREREREREd+UqUyo2bNnM3PmTCIiIpgyZUpRd0dEREREREREpMwoU4XJ+/fvz1tvvcVLL73EkSNHXFlRJdljjz3GY4895vfrHDlyhBtvvJEjR46U+OuUpscCGgPF+ToaA7qOxoCuozGg6xTWdTQGdB2NAV1HY6B4X6cwFNYYyI8ylQkVHh5OeHh4UXejQKWmphbatVJSUkrNdUrTY9EYKN7X0RjQdTQGdB2NAV2nMK6jMaDraAzoOhoDxf86/laYYyCvylQmlIiIiIiIiIiIFA0FocQr4eHhXHPNNX7PJCuM65Smx1KYStt9K01jrbCUpt9NYV1HY0DX0RjQdQrzOoWhtN2z0nadwlDa7llpu05hKG33rDT9bkqCMrU6Xmk0evRoACZMmFDEPZGiojEgGgOiMSAaA6IxIBoDojEgJWEMKBNKRERERERERET8TplQIiIiIiIiIiLid8qEEhERERERERERv1MQSkRERERERERE/E5BKBERERERERER8TsFoURERERERERExO8UhBIREREREREREb9TEEpERERERERERPxOQSgREREREREREfE7BaFERERERERERMTvFIQSERERERERERG/UxBKRERERERERET8TkEoERERERERERHxOwWhRERERERERETE7xSEEhERERERERERv1MQSkRERERERERE/E5BKBERERERERER8TsFoURERERERERExO8UhBIREREREREREb9TEEpERERERERERPxOQSgREREREREREfE7BaFERERERERERMTvFIQSERERERERERG/CyzqDhSmpKQkkpKSAKhWrVoR90ZEREREREREpOwoU0Go2bNnM3PmTCIiIpgyZUpRd0dEREREREREpMywjDGmqDtRWNxlQh06dIiSfAuqVKkCwLFjx4q4J1JUNAZEY0A0BkRjQDQGRGNANAbE32PAsixq1KiRr3OUqUyo8PBwwsPDs2wzxpToIJRTaXgMkj8aA6IxIBoDojEgGgOiMSAaA1Kcx4AKk4uIiIiIiIiIiN8pCCUiIiIiIiIiIn6nIJSIiIiIiIiIiPidglAiIiIiIiIiIuJ3CkKJiIiIiIiIiIjfKQglIiIiIiIiIiJ+F1jUHRARERERERHxRnFeer6oOe+N7lHZ5esYsCzLn91xS0EoERERERERKbbS09NJTk4mNTVVAZYcxMXFAWC324u4J1JU8jIGAgMDCQ4OJiwsrFCCUgpCiYiIiIiISLGUnp5OfHw8oaGhREVFYbOpoowngYGOt/fp6elF3BMpKr6OAWMMaWlpnD59mpSUFCIjI/3+f0xBKBERERERESmWkpOTCQ0NJTw8vKi7Uuw5s1iKYoqVFA++jgHLsggJCSE4OJjExESSk5P9/n9NYWQREREREREpllJTUwkNDS3qboiUapZlERYWxunTp/1+LQWhREREREREpNgxxmCM0RQ8kUIQEBDg+j/nT/rfLCIiIiIiIiIifqcglIiIiIiIiIiI+J2CUCIiIiIiIiIi4ndlanW8pKQkkpKSAKhWrVoR90ZEREREREREpOwoU0Go2bNnM3PmTEJCQvjkk0+KujsiIiIiIiIiImVGmZqO179/f9566y1ee+21ou6KiIiIiIiISJny2muvER0dzZdfflnUXfHommuuITo6mr179xZ1V0qlAsmE+vPPPxk7dmyuxw0ZMoRrrrkm1+Puvfdejh496nH/66+/TnR0tE99BAgPDyc8PNzndiIiIiIiIlJ6pWbY+WXPSdbsSyQpLYPwoABiapena90KBAeUqdwNEb8qkCBUVFQU3bt3d7vPbrezfPlyAJo2berTeT2ds1y5cr51UERERERERMSNNftO8uaqQySkZGTZ/uvek0xbf4T/dqxBTO0KRdQ7kdKlQIJQ0dHR3HvvvW73bdiwgeXLl1O5cmVatGjh03k9nVNEREREREQkv9bsO8lLy/ZjPOxPSMngpWX7eaJ7dLEJRK1bt463336bdevWkZiYSLVq1ejVqxcPPvggNWrUcB335ZdfMnr0aEaPHs11113HSy+9xM8//8ypU6do0qQJo0aN4rLLLst2/rVr1/Luu+/yxx9/cPToUSIjI4mOjqZLly488MAD2WYXrV+/nvfee4+1a9cSFxdH5cqV6dmzJ6NGjcoyg6lDhw7s27cPwNUvpxkzZtC5c+dcH3t6ejrTp09n5syZ/P3336Snp9OgQQOGDBnCiBEjCAzMGuJwXnP//v189tlnTJ06lV27dlGhQgUuu+wynnzySSIjIwHYu3cvHTt2dLXN/D3A/v37ARg5ciQzZsxgxowZpKam8tZbb/Hnn3+SkJDAli1biIyMJD09nY8//pivvvqKnTt3AtCkSROGDBnCDTfcQEBAQJZzX3PNNfz666+sWrWKNWvWMHnyZLZv3054eDg9e/bkscceo2bNmq7jn3zyST788ENeeeUVbrjhBrf36uKLL2bXrl2sWLGCunXr5npvC4vf8wqdWVAXX3wxlmX5+3IiIiIiIiIiuUrNsPPmqkMeA1BOBnhz1SFSM+yF0a0czZo1i4EDB7JgwQIaNmxI3759CQ4O5uOPP+aSSy5h+/bt2drs3buXfv368fvvv9O1a1datGjBpk2buPXWW1m2bFmWYxcsWOA6f7Vq1ejbty8tW7bkxIkTvP3228TGxmY5/sMPP+Sqq65i7ty5REdHc/nll1OxYkU+//xz+vbtm6U//fv3p3nz5gC0b9+ewYMHu768Wb0+OTmZoUOH8sQTT/DPP//Qtm1bLr74Yo4cOcKYMWO4/fbbsdvd/45eeOEFnnzySapVq0bPnj0xxjB9+nRGjBiBMY4REB4ezuDBg6latSoA/fr1y9LHc3377bfccMMNJCcn07NnT1q3bo1lWWRkZDBixAiefvppdu/eTbdu3bj44ovZsWMHTzzxBHfeeafHfr733nuuQN/ll19OuXLlmDlzJgMGDODAgQOu45yBp88++8zteX799Vf++ecfunbtWqwCUODn1fFOnz7N2rVrAejWrZs/LyUiIiIiIiJlhDGGpLT8BYWW707INgXPk4SUDBb9E8/FdSPydc3wIFuekzP279/PI488AsC0adNcWUx2u52xY8cyZcoU7rvvPmbPnp2l3YwZM7jzzjt56qmnsNkceSiTJ09mzJgxvPHGG1nK4Lz//vvY7XYmTZpE//79s5zn999/p2LFiq6ff/vtN5555hmqVavGtGnTuPDCC137Pv/8cx566CFGjRrFjz/+CMAzzzzDa6+9xpYtWxg6dCjXXnutT4//+eefZ+XKlVx55ZW88sorREQ4fheJiYncfffdLFiwgE8//ZSbbropW9tZs2bx008/0ahRIwBiY2MZMGAAq1evZsWKFXTt2pVKlSoxceJErrnmGo4ePcozzzxDnTp1PPZn+vTpvPPOO1x11VVZtr/33nssXryY888/ny+//NIV1Dp8+DCDBw9m7ty5fPTRR4wYMSLbOT/99FM++ugjevfuDUBaWhqjR4/m66+/5qmnnmLq1KkANGvWjIsuuoh169bxxx9/0LJlyyzncQanhg0b5tW9LUx+DUKtWbOGlJQU6tevT+3atX1u//3333Po0CGCgoKoU6cOMTExroEmIiIiIiIiZVNSmp3rZ2TP+vGn99Yc5r01h/N1jumDG1M+OCD3A934/PPPOX36NFdffXWWaXQ2m40nnniCH3/8kd9//521a9fSvn171/7zzjuPxx57zBWAAhgxYgQTJ05k/fr1pKamEhwcDMDx48cBx0ymc7Vu3TrLz2+//TYZGRmMGzcuSwAKYOjQoSxYsIAFCxa4DZL46tixY3z22WfUqlWLCRMmEBYW5tpXvnx5XnvtNTp06MDHH3/sNgj18MMPuwJQAJUqVeLGG2/k+eefZ/Xq1XTt2tXnPvXu3TtbAApwBYqeffZZVwAKoHr16jz11FOMGDGCKVOmuA1CDRgwwBWAAggKCmLs2LHMnTuXBQsWsH//ftcUxxtvvJF169bx2Wef8dJLL7nanDhxgjlz5lC5cmX69Onj8+PyN78GoTJPxcuLTz/9NMvPzmhhr169vD5H5nmmTsHBwYwbNw6AKlWq5KlvxYVzzmvmwS1li8aAaAyIxoBoDIjGgJTGMWCMIS4ujsDAwGzZQ4H2klnqJTAwkMDAvAWh1qxZAzjqB51b+ygwMJArr7ySSZMmsXbtWjp16uSqO9S5c+dsi3sFBgZy3nnnsWnTJk6ePEn16tUBaNWqFdu3b+eBBx5g9OjRtGrVKkvwyslut/PLL78QFhbGJZdckq0/AJ06dWLBggVs2rTJFcBynisgIMBtG09Wr15NWloavXr1okKF7LW5atWqRf369dm2bRtpaWmuIJVz3PTq1Svb9Ro3bgzA0aNHs+xztvHUR+dj6NOnT7b9zvpTlStXzhJMcurbty+RkZHs3r2b2NhY1zRE5zX/85//ZDtntWrV6NGjB3PnzuW3335zTa+7+uqrGTt2LN988w1jxoyhXLlyWJbFrFmzOH36NLfccotPi7oZY7DZbFStWtWvpZT8FoSKi4tj8+bN2Gw2n6OK7dq1o2XLljRo0ICIiAgOHz7MkiVLmDNnDu+//z4VKlTIEtkVERERERERKc0OH3ZkYXmaIubcfvDgwSzba9Wq5fb48uXLA5CSkuLa9sQTT7B161ZXFlNUVBQxMTFcfvnlXHPNNYSGhgKOjKmkpCSAXGc9ObOr8mPv3r2AI1Hl3GSVc504cSJLphS4vwfOx5+ampqnPrl73IcOHQI8/44sy6J27drEx8dz8ODBbLWwPN1L5/mcYwAgNDSUIUOG8N577/HDDz+4pjc678/111/v4yMqHH4LQq1YsQK73U7r1q2Jioryqe0tt9yS5ec6depw0003UatWLSZNmsT06dO9DkJNmDAhx/3Hjh1zFSIriZyfdBw9erSIeyJFRWNANAZEY0A0BkRjQErjGDDGYLfbSU9Pz5aZEWIZpg9unK/zL9+dwHtrvZ9ed1dM9XzXhAqx7KSn5+39p/N9a0ZGBunp6Tkel56eTkbG2XpX7o53d77q1aszZ84cVqxYwcKFC/n1119dAam33nqL77//nkqVKpGWlgY4inn369cvx343btzYdX5nQe7cHsO5nMe2aNHCVdzck4CAANfxzsdot9uzFQN33h/nGHPK7T47zxMYGJhtv/Oczt9BTjKf39trnrt/2LBhvP/++3zyyScMGjSITZs2sWXLFjp27Ei9evV8usfO/29Hjx71mAllWVaWVfrywm9BKOdUvIIsSN6rVy++/PJLDhw4wJEjR7yqoC8iIiIiIiKli2VZea6t5NS7YSSfbTrmVXHyiJAAejeIJDjA7wvMe1S9enV27tzJvn37OP/887Ptd2YL1ahRI1/XCQwMpHv37q6C5fv27WP06NGsWLGCd955h6eeeopKlSoRGhqKzWbj9ddf9+v0LcAV+IiJieGFF17w67Xyw3nv9+3b5/GY/fv3Zzk2s3379rkNsnlq07BhQzp37syKFSvYvn17sc+CAvDL/6B9+/axa9cuQkNDC3TanM1mc81VPXHiRIGdV0RERERERMqW4AAb/+1Yg9zCJxbw3441ijQABdChQwcAvv3222z7UlNT+eGHH7IcV1Bq167NvffeC8Bff/0FOAJVnTp14uTJk64EFG8EBQUBZMnS8kbnzp0JCAhg4cKFriwsf3H20ZcsIqfo6Giio6M5fvy42/uycOFCTpw4Qb169dwm1Th/h5nFxcWxbNkyLMtyG1+58cYbAZg0aRLffvstUVFRuWanFSW//C/6+eefAUeUMiQkpEDP7Zx3WtDnFRERERERkbIlpnYFnugeTUSI+6yqiJAAnugeTUzt7MWwC9vQoUMJDQ3l+++/Z+HCha7tdrudcePGcfDgQVq1apWvRJBJkyZx5MiRbNsXLVoEkGUq1v3334/NZmP06NGsXLkyW5ukpCS++OILkpOTXducSSU7d+702Idu3brRrVu3LLWtatasyXXXXcfevXu555573E473bVrF7Nnz/biUebMmz7mxFleaOzYsVnqYR05csSVxXXbbbe5bfvDDz+wdOlS18/p6emMGTOGU6dOcckll7hWxsusT58+VKtWjc8++4ykpKQstbuKowKfjmeMYcWKFUDBTsUDR3rhgQMHCAkJcXvzRURERERERHwRU7sCH/wnnBV7TrJ6XyJJaRmEBwXQoXZ5utStUOQZUE7R0dG88sorjBo1iuHDh9O+fXtq1arF5s2b2blzJ1WrVuXtt9/O1zVef/11nn/+eZo3b079+vUxxrBlyxb++ecfoqKiuOuuu1zHxsTE8OKLL/LUU08xePBgmjZtSoMGDQgMDGTv3r1s2bKFlJQU+vbt6yoU3r17d0JDQ5k8eTJ//fUX1atXx7Is7rrrLho1agScDf6cm4k0duxY9u7dy5z/Z+/Ow+Qqy7SB36f2pfd9X5KQnSwk3UlICE1YRMLgsAUvJIqiDt/EGSOigwzO4CgxLsMyOCoIigYdDREUCQSBJGQhS2ffl+50et/3qq69zvdHpaq701ud6jq13r/rytXpqrO8Vf3WqXOe87zP++672LlzJ+bMmYP8/HwMDAzgwoULuHz5Mj71qU9h9erVk3oPbrvtNrzxxhv42te+hpUrVyIpyVMH7Kc//alf63/lK1/B3r17sX37dqxYsQLLly+HKIrYs2cPTCYTbr/9dnzhC18Ydd3Pfe5zeOihh7B06VJkZWXh6NGjqKurQ05ODp555plR11Gr1XjggQfw4osvAhjMjIpUQQ9CnT17Fu3t7UhLS8PcuXPHXG7btm3Ytm0bysvL8eCDD/oeP3LkCDQazYh1a2tr8fzzz0MUxVGnVyQiIiIiIiIKhEapwE1TknHTlORwN2Vc9913H4qLi/G///u/OHToEI4ePYqsrCx8/vOfx2OPPYbc3NyAhpF5ff/738fOnTtx4sQJ7NixA4BnZrmvfvWr+OpXvzqiKPXnP/95XHfddXjllVewb98+fPjhh9Dr9cjJycHdd9+NT3/6074gDuCpafTrX/8azz33HA4ePOgb6XTPPff4glBj0ev1eP311/Hmm2/ijTfewOnTp3Hs2DGkp6cjPz8f9913H+66666AX7vXHXfcgaeffhp/+MMf8OGHH/pmD/Q3CKVUKvGb3/wGv/3tb7F582ZfZtP06dOxZs0arF27FgrF6IHNRx99FPPmzcOrr76Ko0ePQq/X495778UTTzwx5iyHALB8+XK8+OKLWLx4MWbOnDmpPiA3QQzy1HAvvfQSPvroI9x111146KGHxlxu8+bN2LJlC2688Ubf+NKhj2dmZqK4uBgajQZtbW2oqamBy+XCnDlz8J3vfAcajSYo7W1ububseBTV2AeIfYDYB4h9gNgHKBb7gCiK6OzsRHp6uuyFr2OBN1EjkgMQNLr77rsP+/btw/79+1FYWCh5/W9/+9v4/e9/jxdeeAGf/exnA+oD/nzeIm52PIfDgf379wMAbrjhhoC2sWDBAnR2dqK6uhrnz5/HwMAA9Ho9Zs6ciRUrVuCmm24aM2pIRERERERERBQvGhoa8Oc//xlpaWn4zGc+E+7mTCioQSi1Wo3f/OY3fi27Zs0arFmzZsTj06dPx/Tp04PZLB+z2exL9xutEj0RERERERERUaT7xS9+gTNnzmD37t2wWq34zne+46u9FcniqrDS1q1bsWXLFmi1WmzatCnczSEiIiIiIiIikuyjjz7Cvn37kJOTg8ceewyPPPJIuJvkl7gKQq1evRoVFRXhbgYREREREREREQBgy5YtIVknEsRVEMpoNMJoNIa7GUREREREREREcYcVvomIiIiIiIiISHYMQhERERERERERkewYhCIiIiIiIiIiItkxCEVEREREREQRRxAECIIAt9sd7qYQxTyXy+X7zMmJQSgiIiIiIiKKSBqNBlarNdzNIIppoijCYrFAp9PJvq+4mh2PiIiIiIiIooder0dvby8AQKvVQqlUhrlFkUsUxWE/Kf5I7QOiKMLhcMBqtcLtdiM5OVnO5gFgEIqIiIiIiIgilEqlQnJyMiwWC3p7exlgGYdC4RnoxOGL8SuQPqBSqaDRaKDX62UfigcwCEVEREREREQRTKVSITExEQCzfMaTmZkJAGhvbw9zSyhcpPaBUASdrsYgFBEREREREUWFcFw0Rwvve8P3KH5FQx9gYXIiIiIiIiIiIpIdg1BERERERERERCQ7BqGIiIiIiIiIiEh2DEIREREREREREZHsGIQiIiIiIiIiIiLZMQhFRERERERERESyU4W7AaFkNpthNpsBAFlZWWFuDRERERERERFR/IirINTWrVuxZcsWaLVabNq0KdzNISIiIiIiIiKKG3EVhFq9ejUqKirC3QwiIiIiIiIiorgTV0Eoo9EIo9EY7mYQEREREREREcUdFiYnIiIiIiIiIiLZMQhFRERERERERESyYxCKiIiIiIiIiIhkxyAUERERERERERHJjkEoIiIiIiIiIiKSHYNQREREREREREQkOwahiIiIiIiIiIhIdgxCERERERERERGR7FTB2tDTTz+NM2fOjPn8k08+iQULFvi9PZPJhDfeeAOVlZXo6elBSkoKysvLcf/998NoNAahxUREREREREREFCpBC0J5LVmyBDqdbsTjaWlpfm+jr68PTz31FFpaWpCdnY2ysjI0NDTg3XffxdGjR/HMM88gISEhmM0mIiIiIiIiIiIZBT0ItXbtWmRlZU1qG6+99hpaWlpQXl6Ob3zjG1AqlQCAX//619i2bRt++9vfYt26dcFoLhERERERERERhUDE1YTq7u7G3r17oVKp8OUvf9kXgAI8Aa6kpCTs3r0bvb29YWwlERERERERERFJEXFBqGPHjkEURcyaNQspKSnDnlOr1Vi0aBHcbjeOHj0angYSEREREREREZFkQR+Ot337dphMJgiCgNzcXJSXlyMjI8Pv9WtrawEApaWloz5fWlqKHTt2+JYjIiIiIiIiIqLIF/Qg1Jtvvjns902bNuHee+/Ffffd59f6HR0dAMYuZJ6eng4AaG9vn0QriYiIiIiIiIgolIIWhJo1axZWrVqFGTNmIDU1FR0dHdi/fz/efPNNbN68GQaDAXfccceE27FarQAArVY76vPex73LTeSxxx4b8ZhGo8HGjRsBQFKWViRSqTx/wszMzDC3hMKFfYDYB4h9gNgHiH2A2AeIfYCioQ8ErSbUAw88gJUrVyI7OxsajQZ5eXm455578K1vfQsA8MYbb8Butwdrd0REREREREREFEWCPhzvavPnz8fUqVNRXV2NixcvYs6cOeMur9PpAAA2m23U572Pe5ebyLPPPjvu8x0dHRBF0a9tRSJvhJPDE+MX+wCxDxD7ALEPEPsAsQ8Q+wDJ3Qe8tb8nIySz4+Xk5AAAuru7J1zWOzyuq6tr1Oc7OzsBRHZ6GRERERERERERDReSIJTZbAbgX/ZScXExAKCmpmbU572Pe5cjIiIiIiIiIqLIJ3sQqq+vD2fPngUAlJaWTrj8ggULIAgCzp49i97e3mHPORwOHD58GAqFAgsXLpSlvUREREREREREFHxBCUKdP38eBw8ehNvtHvZ4W1sbfvKTn8Bms2Hx4sVIT0/3Pbdt2zasX78ef/jDH4atk5qaiuXLl8PpdOKVV16By+XyPff666+jr68PN9xwA5KTk4PRdCIiIiIiIiIiCoGgFCZvbm7Gz3/+c6SkpKC0tBRGoxHt7e24dOkSHA4HCgsL8U//9E/D1unr60NTU9OodaIefvhhXLx4EQcOHMD69esxdepU1NfXo76+Hrm5ufjCF74QjGYTEREREREREVGIBCUINW3aNNx22224ePEiqqurYTabodVqUVJSgmXLluG2226DRqPxe3tJSUn44Q9/iM2bN6OyshIHDx5EcnIyPv3pT2PNmjUwGo3BaDYREREREREREYWIIIqiGO5GhFNzczOi+S3gNJzEPkDsA8Q+QOwDxD5A7APEPkBy9wFBEJCbmzupbYRkdjwiIiIiIiIiIopvDEIREREREREREZHsGIQiIiIiIiIiIiLZMQhFRERERERERESyYxCKiIiIiIiIiIhkxyAUERERERERERHJjkEoIiIiIiIiIiKSHYNQREREREREREQkOwahiIiIiIiIiIhIdqpwNyCUzGYzzGYzACArKyvMrSEiIiIiIiIiih9xFYTaunUrtmzZAq1Wi02bNoW7OUREREREREREcSOuglCrV69GRUVFuJtBRERERERERBR34ioIZTQaYTQaw90MIiIiIiIiIqK4w8LkREREREREREQkOwahiIiIiIiIiIhIdgxCERERERERERGR7BiEIiIiIiIiIiIi2cVVYfJYYne5sae2H8cPtMNkc0ENF8oLErCiOBEaJWOLRERE8YDnA0RERBRNGISKQgcb+vHi/hb02VzDHt9X34/fHGnDvyzNQXlBYphaR0RERKHA84HAeYN3BxtMMDtcMKqVsgTvQrGfUAUiA3ktoVonVK8nUvcTyX2A+wnN5yCS+0AkHwdCJdZez2QJoiiK4W5EODU3NyOa3oKDDf3Y8HEjxmuxAODJG/N54hknMjMzAQDt7e1hbgmFC/sAsQ/EH54PBG6s4B0AJGmVQQvehWI/kfxaQrVOIGJpP7H0WrifwNaJpdcS6DqRLNSvR+5zQkEQkJubO7ltMAgVPUEou8uNR96qHrUDXy1Jq8Srd0+Ny8hqvOHFJ7EPEPtAfOH5QOBCFbwLxX4i+bWEap1AxNJ+Yum1cD+BfQ5i6bUEuk4kC8friYYgFM9Iosie2n6/TjgBoM/mwt7afplbREREFDx2lxvbL/Vi465GfPejOmzc1Yjtl3phd7nD3bSIwvOBwNhdbry4v2XciwEAEAG8uL8l4H4Xiv1E8msJ1TqBiKX9xNJr4X4C+xyY7M6YeS2hPA6ESqy9nmBiTagocrDBJGn5Aw0m3DQlWabWEBERBQ/rG/mP5wOBkRq8+9n+ZlyTrpe8n4udFtn3E4p9BLof7//lXidS/zah2k8svRbuJ7DPwX/taIiZ1xLK40CoSH3f9tb2x813NYfjRdFwvO9+VIcTLQN+Lz8vx4Dv31wkY4tiXzQUkeMwHGIfILn7gNzHwlhLv5cbzwcCs3FXI/bVMyuMiIgiz7LCRDyxMn/S24mG4XjMhIoiRrVS1uVpON6VJyKS/1goNV391buNkw58hXK2Kjn2IfX7XasUJrW/WCCKIlpN9nA3g4iIaFRmh39ZU7GAQagoUl6QIOkOXrI2MjJ1otFEd+X7bC5s+LiRd+WJKKbJeSx0uERYHC58dKk3pOnqobjBIPc+chLUkpY/1TaAvXV9WF6UFPA+o5XTLWJvbR/+eq4Ll7ptktZN1SsDHrrSbfH/YiKQ/YRiH4HuB0BI1onUv02o9hNLr4X7CexzoFYADgllhCL5tYTyOBAqUt+3eEogYRAqiqwoTsRvjrT5fbK+raoXDjfw1bJs6FQMSPkrHHfliYgijZRj4bN7m/HF65ywu0RYnG5YHG4MXPlncbiG/H/wOYc7sKHwvzvWjupuKzINamQYVMgwen6m6FRQKsbP+AnFDQa59/FRdQ/+erZL0joWh4gf727CssJ+PFqWjRR97J/+me0u/L2qB387343OAWdA2/jCgqyAAp7bL/XihX3Nsu4nFPsIdD8iEJJ1IvVvE6r9xNJr4X4C+xzcNCUZf6/qlbSPSH0toTwOhIrU921JQYKMrYksvHKOIhqlAv+yNAdSkuo/utSLb753GZe7rbK1K9Zw1iEiImnHQovTjZ8fbMUrh9vw++MdePNMF7Zd7MGuy32obDTjdJsFNd02tJgc6LW5Ag5AAUCXxYm/nevGr4+04cd7mvDt92vxpbeqcf8fz+Mrf6nCd/5ei//e04TfHm3D1vPdOFDfj0tdVnSY7VE9W5UoivjjyQ78z/4W+LuWAGDoPah99f342tYafFzTGzX1MKVqMznw6uFWPPJWNV472j4iAOXvyMQkrRLLiwMLRK4oTkSS1r872oHuJxT7CHQ/oVonELG0n1h6LdxPYJ+DLyzMjJnXEsrjQKjE2usJprgKQpnNZrS1taGtrS3cTQlYeUEinrwxf8wOnaRVYt2SbMzI0Pkea+iz4/FttXj3QnfMnnQGUyCzDhERxRqpx8Jwc4lAm9mJM+0W7Krtw5tnuvDyoVZs2NWIb7x3GY/85ZKkGwzP7m3C5lMdkv49u7dpUjcx7C43tl/qxcZdjfjuR3XYuKsR2y/1YsDhws8OtOD/TnT4lk3WKfHF68a+AEnSKvHkjfn42Z1TMCdrcLhCv82FZz9pxjMfN6JzwOFXW6PBxU4LfrqnEf/0djXePtcNi3MwVKdSADeVJuH5O0rwxMr8CW/mCQD+ZWlOwFnO/t40nMx+QrGPQPcTqnUCEUv7iaXXwv0E9jlI0Khi5rWE8jgQKrH2eoIprmbH27x5M7Zs2QKtVotNmzYBiK7Z8Yayu9zYW9uPY+12mGwuqOHCkoIELL9S8NTpFvGH4+1480zXsDuyywoT8LUluUjwMyobj6Jt1iHOjEbx3AeiYQbLUJCjD0g9FhrVCszK1MOgVkKvVsBw5Z9+2M+Rz+2r68f/7G/xez/XFyYgSadCh9mBjgEnOgYcMNmlZy1FgqEz4YxVRwrwBFGGxFSQn6TBf95UgOwEzYTnAwDgFkW8d6EHvzvWBqtz8KzAqFHgkeuysGpKMgQh+oqXu0URlY0m/PVsF063WUY8b9QocPu0FKyekYp0w2AdrfHe6yStMmgTj4RiP5H8WkK1TiBiaT+x9Fq4n8DWiaXXEug6kSzUrycaZseLqyCU2WyG2WwGAGRlZQGI3iCU10Sd7FizGc9+0oRe62CnzzSo8M0VeZiVaQhJG6ON1CmcZ2fq8cPbin2/h/qiOJ4DEOQRr30g1k5SJkOOPvDDjxuwX0I2VKBTC9tdbjzyVrVfGURJWiVevXvqiGOpxeFG54AD7QPOK8GpKwGqIYGqocGXSJGsVeKRRVkQBE9dLX9aOCtTjydvLBiRAeVPH2g12fG/B1pw/Krg4nW5RvzzkhxkGqUVPJeDP9+hNqcbO2p68dez3WjqHznjXXaCGnfNTMXNU1KgV4/+vesN3h0Ysp+rg3fBej1y78efQGQw9yPltYRqnVC9nkjdTyT3Ae4nNJ+DSO4DkXwcCJVQvp64CELZbDYcP34chw8fxrlz59DR0QGFQoGcnBwsWbIEd955J3Q63cQbumLdunXjvmHPPfcc8vOln+SOJdaDUADQbXHi+U+acGzISadCAD43LxP3zEmDIgrvfspJahE5wDNz4RcWZqKpzx7yi+J4DUDQoHjsAxMVfwY86c3xMoNlsPuAyebCv/29Fg19/k9pv35ZbsAFQuX+e4qiiGc+bkRlo/9BtQyDCrOzpN2sOdM2gI4Ai2D7Q6UQ8Nt7pyJBM7KwuL99QBRFfFDdi18fbhs2ZE2vUuCL12Xhtmnhy4qaKLD8peuy0Gyy470LPaMuMyNDh8/MSsPSgsQJi9THonj8LqDh2AeIfYCiIQg16elR9uzZg5deegkAkJ+fj0WLFsFiseDChQvYvHkz9u7di6effhrJydJOTG+88cZRHzcYmL0jVapehf9cVYi3znTh9ePtcIuAWwQ2HW/HiVYzvnF9HlLjYKYcf60oTsSrh1slDe842GDCoQbTuMVigzHrEhFxBku5tZrs+K8dDZICUJMtqOmtdyhXEF8QBFxflCgpCPXQ/EzZZ6uSyukWUdlgntRsQIIg4LZpKViYa8QvDrbgcJMnQ9xTXL4Fe2r78LWlOchO0ASr2X7xZ1bB50d5bwUASwoT8I+z0pjhTUREFAUmHXlQKpW45ZZbcMcdd6CgoMD3eHd3NzZu3Iiamhq89tpr+PrXvy5pu+vWrZts02gIhSDg3jnpmJNlwH/vbUSb2XOn9njLAL7+bg3WL8vFdXnxMy3keFQKAZlGNUx227jLCfDU5fBeqPkTsuJFMdHkBTKDZSRP4RtJzndY8MzOBvT6+f4CwSuoWV6QiFfvNsqWrr6iOBG/OdLm97C/QGer8ncfBrUCSwoSsLu2b1i9p4kcaDAFpT9nGtX4bkUBdtT04ZXDrTBfufFyonUA/7q1Bp9fkIVPT08JSba0v4HlobRKATdPTcZdM9OQmxjagBkREREFbtJBqIqKClRUVIx4PDU1FY888gieeuopHDx4EE6nEyoVs23CbWamHs/dUYqf7W/x1T3qtbrwvR0NuGd2Gj43PxOqOExhH+pv57pR0z1+AMp7V74sPwGf1PXjFwdb0W/nRTFRKAQygyU/bxP7pK4Pz33SDLtrMBTw2WvTMSVVh58dCM0wY41SgZumJMvy9/LOUuPPsL/Jzlblzz6+cX0uygsS0TngxIlW/wvAmx3+BwgnIggCVk1JxvwcA35Z2er7bFmdIl4+1Iq9dX34l6W5yE3UyFrvcNflPr8Dy4CnOP0/L8lFIidZISIiijqyRoWKiz3Fmh0OB/r7+5Gamirn7shPCRol/u2GPLxf1YNXD7f5LjjePNOFU60DeHxFXsjT8AM5uZXjhPhSlxW/O9bm+70s34jrixJxsME85l355cVJ+PhyHw5IuDDmRTFR4KRehAfzoj0WiaKIv5ztwm+PtvsCJyoFsG5JLlZdOU4tzJMvQymU5B72F8g+jBppgRSjOviBl3SDGk+uzMfu2n68fKgV/VfafbrNgn/dWoOVxUk42Gga8Xr21ffjN0fa/H7PTHYXGvvsaOi1oaHP7vn/lZ9SiBAYgCIiIopSsgahWltbAXiG7CUkSBvq9fbbb6OlpQVqtRqFhYUoLy9HUlKSHM2MS4Ig4PZrUjEzQ4+f7GnyDSm70GnF+ncv42tLcrC8OCkkM72NVYh0vJPbQNaZiNXpxk/3NvmGRaTpVfjXZXlI0iqxakrKuOtapIylAC+KwynUsxdS8Em9CJfjoj1WuNwiXqpsxftVPb7HjBoFvrMyH9dmG32PyZmhFGpyD/uTuo/yggRJM7IuKZBn6LwgCFhZkoR52YYrWVCeNtldIj681DvmelfXO3SLIjrMTjT02XxBpoY+Oxp7bei2Bue7j9+hRERE0WvSs+ON55e//CW2b9+ORYsW4d/+7d/8Wmes2fG0Wi2++MUvYtWqVZLa8Nhjj414TKPRYOPGjQA8WVrRzDvE0ekMfDYei8OF53dW42+nW4c9vqQoBefaTOi1jtx2il6FJ2+djhVT0gPeLwDsudSJJ/52Bu5xeqFCADb+w2zfvgJZxx8//PAi/naqBYBnqMQL916LxYUpfq375DtnsLOq0+99VUxLx4Y7Z/u9/HiC0QfixZ5LndjwwQX0WOTr0+EQb33gvTOt+P7fL/i9/Hc/NR2fnpUtY4vCL5A+YLY58d13z2F/bbfvsbwkHX76j3NQksYCz6Fic7px96sHRj0uXS1Fr8JbjyyBVjUyUBbs48COix34yfaLfrULANRKAUWpejT0WGGTeGNGqmB+h8aSePsuoJHYB4h9gELRB9Rq9aTWly0T6siRI9ixYweUSiUeeOABv9dbtGgR5s6diylTpiApKQmtra3YsWMH3n33Xbz00ktITExEWVmZXM2OS3q1Et+5dToWF6XgRx9VYeBKbaMDdT1jrtNjceKJv52RHOgZyuZ0Y8MHF8YNJgGemfw2fHABbz2yBAAkrzPayfrVtl9s9wWgAOChxQV+B6AA4IYp6ZKCUAUpOr+XDTeb043tF9qx+1InTDYXErRK3DAlHaumZ/r13kaKiYKXwejToeb92+yt6Ua/zQmjRhGVfxupVk3PxIu7L/l1cZyoVWHVNZkhaFV0ae234Vt/PY2qDrPvsTk5ifjRXbORZmCR51DSqhR48tbpft1cefLW6SH7bN90TQa6Buz47x3Vfi3vcImo7pi4tpVBo0Rxqh7FaQbfz7quAfzyk1q/23bD1Og4RhMREdFIsmRCNTY24qmnnoLZbMbDDz+MO+64Y9Lb/PDDD/Hyyy8jLy8Pzz///OQbeUVzczNkTAaTXWam5+JqtOyxQDT32/Hj3Y24NEFhbq8krRIvrC6BW/QMZ7M6RNicblicbs/vvn8irA43rC6356fTjYY++4QFwIfKTlBDAaDZ5H/22vpluRMOH2k3O/D1d2t8MwNdk67DxtuKJRVot7vceOStakmFVVfPSMUXFkw+WBDsPjDUWMMegeAXJJaTlL9PklaJV++eGvFD82LlbxOogw39eObjxgmXS9Io8PzqUqQbJnfHJtJJOQ5c6rLi+zsb0DUkiHd9USLWL8uN6eBlpJvsZ1qO74KNuxolDRUcKsOgQkGSBvnJWhQkaTz/T9IgTa+CcNWMe7F4jA4HOc8HKDqwDxD7AMndBwRBQG5u7qS2EfRMqK6uLmzYsAFmsxl33nlnUAJQALBq1Sr86U9/QlNTE9ra2pCVlRWU7dJwuYka3DE9FT870DLxwvDUgvjim/7dJZ2sVgnBJ6+JCoC73CKe+6TJF4DSqRT45vI8yTME+jsj0lBbz3fjWLMZ37g+F9ek6yXtLxQONvSP+3qurgMSyfbU9vsdIAzG7IVy152Kpb9NoGZnGaAQMGFWZJ/djf/a0YAf3lYEA2tDobLBhJ/ubYTVOfjG3TM7DWsXZEIhxPfMqOEWilpVUkmtvVSYrMH6ZXnIT9JAr/a/vaGYuZCIiIgiQ1CDUCaTCT/4wQ/Q3t6OiooKrF27NmjbVigUyM7ORm9vL3p6ehiEktHhJvPEC0WJoSfQowUGABGn2yy+Zf6pLBu5iYENRfFnRqT756Tjw+pe1PZ6MsAa++z49vu1uH9uOtbMzZAc/JKL3eXGi/tbJgyoiQBe3N+CV+82RvRFwUEJMxcCwM6aXlxflBhQVogcRfOHirW/TaD21fX7AlA6lYAFuUYMONy+i/ZemxO/OeK5A3S5x4Yf7mrEf1QUQq2MjM9YOGw9341XDrf63jeFADxaloNPXZMS1nbRoEgrAC+1qH9BkhbT0gMbbh6KmQuJiIgo/IIWhLJardiwYQMaGhpQXl6ORx99dES69WSZzZ7giFarDep2abhAZ51RKTyZRFqVAnrfTwFalQI67z+1AjqlAJ1agb21/bjc4/9wvGvSdRBFoKrL6vc6HWYHuixOVHVaxjyx9VpZnISbSic3A6M/d7Jvn56CPxzvwF/OdkGEJ5PjTyc7cajRkxVVmBz+/h3qzCE5DThcaOj1v58BwLGWAaz50wWk61XISVQjJ0Hj+5mbqEZ2ggaJGsWIY5wcGUout4h+uwu9Vhd6rE58Uhf6v00kzij48eU+3/9XTUnGP5XljFimx+LCW2e7AAAnWgbws/3NWH99btC/myKdyy3iN0fb8LdzgwXI9SoFvn1DHq7Lk2emNYoNoZ65LxKzwYiIiCi4ghKEcjgc+PGPf4yqqirMnz8f69evh0IR3BOF+vp6NDU1QavVIj8/P6jbpuGk3vksy0/Av92QLznDIMOgxgv7mv1efvX0VIiApHWa+h145K2qCYfsAEBZgTEoF6cT3cnWKBV4+LoslBUk4IV9zb5hhtVdVnzj3cv4/MJM3DkjNaxDY6RmDk007DHUXG4RR5vN2FnTiwMNJthdgdV967Q40WlxDsuW8zKqFYMBqgQ1MoxqbDrW7leG0v/sb8HGW9UYcIjosTrRax0MMg37aXOi3+byq/+OZbJ/G7kzuwLROeDAqdbBAsg3loz++j6/MBOdA07sqvUErHZe7kO6QYXPzsuIuKCaXKxON57d24QDQz7T6QYV/qOiACWp0TNBAoXHiuJE/OZIm9+1mpYXT/5YEGnZYERERBRckw5Cud1uvPDCCzh16hRmzZqFxx9/3Dct4Fi2bduGbdu2oby8HA8++KDv8SNHjkCj0WDu3LnDlq+trcXzzz8PURSxatWqCbdPkyP1zufyosSAhrgEenLr7zpe/l7A/+pQG5YWhu4idE6WAc/fUYLfHGnD36t6AQAOt4hXD7fhYIMJX1+Wi0xj6Ispt5sduNTtf7YZAFzotOBosxlzs/RQh+kiXhRFVHVZ8XFNH3bV9qHXGlhGH+CpOzJRtzE73KjusqG6S1qWFQD021xY987lQJoWwL6GzyAnJaspUmtP7brc52tTToIaMzJGD6YoBAH/uiwH3VYnTl4JWv35TBe2XugeVhMJCG9QTS7dFid+sLNhWPbolFQtnqooiPlC7RQcrNVEREREwTbpaM62bdtw8OBBAEBiYiJeeeWVUZdbu3YtkpI8Q536+vrQ1NSE7u7uYctUVVVhy5YtyMzMRHFxMTQaDdra2lBTUwOXy4U5c+bgc5/73GSbTBMI1Z3PQE9u/V3n5inJ2F/fD5PD7Vd7wjGszKBWYt2SXJTnJ+JnB5rRcyVwcrJ1AP+6tQZfWZyNm0qTZB8+5HCJONRowgfVPTjabJacedM54MTT2+uhUymwMNeIsnwjFucnIFknf8C4zeTAx5d7sbOmDw199lGXSVALsLk9r3MiSVolXv7MFPTZXGjud6DFZEeL96fJgeZ+B6xO//pUMKkVAlJ0Slicbpjs/u//bLsF/3eiHatnpOFc+4DfWU2RXHtq6FC8lSXjfz7USgW+szIf3/mgDrVXhv9eHYDyisaC7t6g4vED7TDZXFDDhfKCBBQla7BxVyPaBwaDkGX5Cfjm8jxJBaOJWKuJiIiIgmnSV4gm02CKvzcYNZr777/fF4Qay4IFC9DZ2Ynq6mqcP38eAwMD0Ov1mDlzJlasWIGbbrop6MP8aKRQ3vkM5ORWyjomuwv7JQwtC9ewsrKCBLyYUYqfH2z1ZaENONx4YV8z9tf345+X5CBFhoBOQ68NH1T3YselXvRKyC4bi9Xpxr76fuyr74cAYHqGHuX5CVicb0RxinbcYIGUDB2T3YVP6vrxcU0vTo0yVA4AVAoBZflGVJQmY1FeAo42m/zu03q1Enq1EtkJGgDGYcuIoog+m+tKQMoTmGrpt+NAgwkDfgY8vRI1CiTrVEjRKYf9TNYpkXLVT73KU4Nq+6VeSUNSXSLwx5Od+PPpTozXvKsDMJFaF6yu14aa7sHssxtLJq7jZtQo8Z2Vefh/b9dEZFAtUOMNlbza6hmpeOS6LCgjZPIDii6s1URERETBIoiiOIlqI9HFbDb7ipt7Z9drbm5GNL8FmZmZAID29vagb3usCxwg+Hc+7S635JNbf9b57kd1ONEyMOr6o5mXY8D3by4KymsKhCiK+PhyH16ubIV5SMQgWafEuvIcLCkc+X5L7QNWpxt7a/vwQXUvzraPHsDJNqrQY3XB5kfmkE4lYE6WASdbB8atvZRlVPsypK7NNgwbtudPX1uY6wkk7azpw8EGExxjpGvNztSjojQZy4sSkaAdXt9Mzj69cVejpGGsSwsT8J2VBZL3Y3e58chb1ZKGpEqhVQooz0/A0RazpIyrZYWJeGKl/PX6Xj/WjjdOdwIApqZp8eynS/1aT2rw7tHybNw8JRkqhRDW+mxjmWio5FBfXpSFf5iZJnubKLzkPB+g6MA+QOwDxD5AcvcBQRCQm5s7qW3EVXGlrVu3YsuWLdBqtdi0aVO4mxPxQnnnM5BCpP6sI7XIutTlg00QBFSUJmNOlgH/s7/ZF0DrtbqwYVcjbp6SjC8vzoJBrRxzGM5omUPeekkfVPVi1+U+WEYZTqZWCFhWlIhbpyZjbrYBhxr9yxz65vI8lBckwuZ042TrAA42mHCo0YROy/BaRG1mB7Ze6MHWCz1Xhu0ZUJafAIUg4IV9zePWHXrm40boVYpR2w0AeYka3FSahBtLk65kL41Ozj4ttZba0gCDXVIyFR+7PhctJgf+fKZzzCFoV7O5ROyu8/91eAU6q6YUoij6iowDYxckH43UYvu/PNiKXx5sBeCZ+VOtUECtFDz/FJ6fGqUAlUIBzZDHvM9rlAqofP8f/rxGqYBKMeQ533qKq7bh+am6so5S8Bwj/B0qCQB6tQKfuiZF0msnIiIiIpJLXAWhVq9ejYqKinA3I6pE+yw1oZ5eOlgyjWp8b1Uh3r3Qjd8ebfdlGH10qRcnW824bVoK3j7XPWFtn36bCztrevFhdS8u94xeQLskRYtbpyXjxpJkJA7JHJI6VFKrUmBxfgIW5ydAFEXUdNtwsNGEygbTsMLIgHfYngn76v0PDFwdgErSKnFDcSIqSpNxTbrO77pZcvXpUM4iJfVvU9VlHTY7mhxCEcA912HxzSYpwPOe+2syQTKnG3C63bgqrhpyAuCbBMLfGR8tDnfIa90REREREY0lroJQRqMRRqNx4gUpZoRjeulgUQgC7pyRhgU5Rjy/rxkXOz2BnDazE68f7xhzPW9tn9mZelzotI46bE2vUmBlSRJunZaMaWljB3ACzRwSBAFT0nSYkqbDZ6/NQJfFiUONngypY81mv4b5jUYpAEsLE3FTaTIW5hmhiqD6NqGeRWro3+ZYu92XDTfa32asDLKxZBnVmJ9jwAfVvX6vE4oA7sc1g1lQ1+YYJM3wFu4sx2AQ4X/waahw1bojIiIiIrpaXAWhKP7EwvTSBcla/Oi2YrxxuhN/OtEBf8IJIoDTo9R7mp2px63TUnB9USJ0Kv9eazAyh9L0Ktw2LQW3TUvxDds71GjCR5d6JV1UL8pLwLdvkL/uUKBCPYuU92+zZsn4Y7+lBmCmpunw1bJsHGgw+V17KkEjb5DH6Raxd8gwQX8Kkg8lNSvy0fJsLC1IhMMlwu52w+kSYXeJcLhFOFxX/rndsLtEOK88Nvi8+8p6IpxXHrN713G5B7cxZD3nlW0N3X6wqhWGYqgkEREREZE/GISimBcL00srFQI+e20GRFHEH092Slo3WafEqtJk3DI1GQXJWpla6L+hw/Ya++w40ep/4XirS1pGTzhE4ixSgQxL9TeA6/XDXQ3412W5qCiVJ+PmWLPZ9/lVKwQsG6VI/3ikZkXePCU5rEFpURThEj2F6J1XAlrewNWvKlslfW5iIQuMiIiIiGIDg1AUFyIxMBCI2h67pOVnZOiw4dbiiBq2NpRRYvZMtFxMR1ottUCHpU4UwDWoFZ4giRtwicBznzSja8CJu2en+V2jy19Dh+Itzk+Q3HeiLStSEASoBEClUAJXjTq8aUqypCBUpNS6IyIiIiJiEIriRqQFBgIhdViNVqWI2AAUEL2F46PNZAIwEwVwa3ts+P6OBvReCVL99lg7Oi1OPLIoC4ogBaIsDjcONAwZilcqbSje0NcS7VmRQHTXuiMiIiKi+MYgFFEUkZoJFOmZQ7yYDp3JBGDGC+Bek67Hjz5VjKe316Plysx175zvRrfFifXX5wYlo+hAQ7+vmL1Ro8DivMAnmIiFrMhoy+oiIiIiIvJiEIooisRa5hAvpkNLrgBMbqIGP7qtGN/f2YCqLs8sjnvr+tFrdeI7NxZMumj50KF41xcmQj3JfhALWZGxktVFRERERPGFQSiiKBKLmUO8mA4tuQIwKXoVfnBLEX60uxFHm80AgFNtFjz59zr8x6oCZBjUE2xhdD1WJ461mH2/BzoULxYNDSoea7fDZHNBDVdUZXURERERUXxhEIooisRq5lAsDJEiQK9W4KmKAvxsfzN2XMlequ214dvv1+LpmwpRlCJ9dsY9tX1wX+ns6QYV5mQZgtnkqOcNKq5ZkgkAaG9vD3OLiIiIiIjGxiAUUZSJ1cyhWBgiRYBKIeDry3KRblBjy+lOAEDngBNPfFCLp24swGyJQaRdlweH4q0sTgpasXMiIiIiIgo9BqGIohCH4VAkEwQBaxdkIk2vwq8OtUIEYLa78R8f1eOby/OwrMi/AGlzvx3nO6y+3zkUj4iIiIgoujEIRRSlOAyHIt3qGalI1Svx7N5mONwiHG4RP9rdiK8szsbqGakTrj80C6ooWYOSAIbzERERERFR5GC6BBERyeb6oiR87+ZCGDWerxsRwMuHWrHpWDtEcezKZqIo4uMhQagbS5IhcCgeEREREVFUYxCKiIhkNSfLgI23FiPdMJh8u+V0J/5nfzOc7tEDUdVdNjT22X2/ryzhUDwiIiIiomjHIBQREcmuKEWLH3+qGMXJg0Pqtl/qwzM7G2BxuEcs//HlXt//Z2fqkZWgDkk7iYiIiIhIPgxCERFRSGQY1NhwWxHmZOl9jx1pNuOpD+vQY3XC7nJj+6Ve/HBXA9690ONb5no/C5kTEREREVFki6vC5GazGWazGQCQlZUV5tYQEcWfBI0ST68qxHOfNOOTun4AQFWXFV/fWgOnW4TJPjIr6k8nO5GdoEZ5AYNRRERERETRLK4yobZu3Yqvfe1r+OY3vxnuphARxS2NUoHHl+cNmyGvx+oaNQAFAP12FzZ83IiDDf2haiIREREREckgrjKhVq9ejYqKinA3g4go7ikVAr6yKAupWiVeP9Ex4fIigBf3t+DVu43QKOPq/gkRERERUcyIqzN5o9GIrKwsDsUjIooAgiAg3eh/wfE+mwt7a5kNRUREREQUreIqCEVERJHlYINJ0vIHJC5PRERERESRI66G441GEIRwNyEoYuV1UODYByga+4BDFKFT+38/xCGKUfk6Q4XvDbEPEPsAsQ8Q+wDJ1QeCsV1BFEUxCG0hIiIiIiIiIiIaE4fjERERERERERGR7BiEinJPPPEEnnjiCdn309bWhrVr16KtrS3q9xNLrwVgH4jk/bAPcD/sA9wP+wD3E6r9sA9wP+wD3A/7QGTvJxRC1QcmI+5rQkU7u90esn3ZbLaY2U8svRb2gcjeD/sA98M+wP2wD3A/odgP+wD3wz7A/bAPRP5+5BbKPhAoZkIREREREREREZHsGIQivxiNRtx3330wGo1Rv59Yei2hFGvvWyz1tVCJpb9NqPbDPsD9sA9wP6HcTyjE2nsWa/sJhVh7z2JtP6EQa+9ZLP1togFnx4tyjz32GADg2WefDXNLKFzYB4h9gNgHiH2A2AeIfYDYByga+gAzoYiIiIiIiIiISHbMhCIiIiIiIiIiItkxE4qIiIiIiIiIiGTHIBQREREREREREcmOQSgiIiIiIiIiIpIdg1BERERERERERCQ7BqGIiIiIiIiIiEh2DEIREREREREREZHsGIQiIiIiIiIiIiLZMQhFRERERERERESyYxCKiIiIiIiIiIhkxyAUERERERERERHJjkEoIiIiIiIiIiKSHYNQREREREREREQkOwahiIiIiIiIiIhIdgxCERERERERERGR7BiEIiIiIiIiIiIi2TEIRUREREREREREsmMQioiIiIiIiIiIZMcgFBERERERERERyY5BKCIiIiIiIiIikh2DUEREREREREREJDsGoYiIiIiIiIiISHaqcDcglMxmM8xmMwAgKysrzK0hIiIiIiIiIoofcRWE2rp1K7Zs2YKkpCS88sor4W4OEREREREREVHcEERRFMPdiFAZLROqpaUF0fwWZGRkAAA6OjrC3BIKF/YBYh8g9gFiHyD2AWIfIPYBkrsPCIKAnJycSW0jrjKhjEYjjEbjsMdEUYzqIJRXLLwGmhz2AWIfIPYBYh8g9gFiHyD2AYrkPsDC5EREREREREREJDsGoYiIiIiIiIiISHYMQhERERERERERkewYhCIiIiIiIiIiItkxCEVERERERERERLJjEIqIiIiIiIiIiGTHIBQREREREREREcmOQSgiIiIiIiIiIpKdKtwNoMC4XCKa6hw4eagZNpsLgBPZeWrkFamhVArhbh4RERERERER0TAMQkWhlkYHjlcOwG4Thz3e3ODAmeMC5pcZkJOvDlPriIiIiIiIiIhG4nC8KNPS6EDlHvOIAJSX3Saico8ZLY2OELeMiIiIiIiIiGhsDEJFEZdLxPHKAb+WPV45AJdr9EAVEREREREREVGoMQgVRZrqHGNmQF3NbhPRVM9sKCIiIiIiIiKKDAxCRZHWJmlBpVYOySMiIiIiIiKiCMEgVBRxOKQNr5O6PBERERERERGRXBiEiiJqtSDr8kREREREREREcomrIJTZbEZbWxva2trC3ZSAZOeppS2fL215IiIiIiIiIiK5qMLdgFDaunUrtmzZAq1Wi02bNoW7OZLlFalx5rjgV3FylQrIK2QQioiIiIiIiIgiQ1wFoVavXo2KiopwNyNgSqWA+WUGVO4xT7is0wV0dziRkc1AFBERERERERGFX1wNxzMajcjKykJWVla4mxKwnHw1ylYYodFOUO9JBCr3mtHX4wpNw4iIiIiIiIiIxhGUTKjTp0/je9/73oTLrVmzBvfdd9+Ey61btw7t7e1jPv/cc88hPz9fUhtjSU6+Gpk5SWiqd6CnQwGbzQXAiex8NQwGAft3meF2AU4HcGCXCStuSYTeEFfxRiIiIiIiIiKKMEEJQqWkpODGG28c9Tm3243du3cDAGbOnClpu2Nt02AwSGtgDFIqBRSWaHBdWSYADAvaLVpmROVeMyACVouIg7tMuP7mRM6WR0RERERERERhE5QgVH5+PtatWzfqc0ePHsXu3buRnp6OOXPmSNruWNuk8eXkqzF3oR6njlgAAH29bhzaa8aSlUYoFAxEEREREREREVHoyT5Gy5sFdcMNN0AQGAAJldJrtJg6U+v7vaPVieOVAxDFiWfWIyIiIiIiIiIKNlmDUFarFZWVlQCAlStXyrkrGsWseTrkFQ3Ojtdw2YELp61hbBERERERERERxaugDMcby8GDB2Gz2VBaWoqCggLJ67/99ttoaWmBWq1GYWEhysvLkZSUJENLY5MgCFhQboDVYkJXu2eWvAunbdAbFCiaop1gbSIiIiIiIiKi4BFEGcdnPfPMMzh+/Dg+//nP48477/R7vbFmx9NqtfjiF7+IVatW+b2txx57bMRjGo0GGzduBAA4HA6/txWJVCpPHNHpdI65jM3qwtY/N6Cn2w4AEATg1jvzUFBsDEkbSV7+9AGKbewDxD5A7APEPkDsA8Q+QKHoA2q1euKFxiFbJlR3dzdOnjwJhUKBFStWSFp30aJFmDt3LqZMmYKkpCS0trZix44dePfdd/HSSy8hMTERZWVlMrU89mh1Stz2D3n425Z6WAZcEEVg+7Zm3HF3ATKydOFuHhEREREREQDA6XSjpsqE+hozbDYXtFolCkuNKJ2WAJVK9pLGRCQz2TKh3nnnHfzud7/DggUL8OSTTwZlmx9++CFefvll5OXl4fnnnw/KNpubm6O6WHdmZiYAjJo5drWeLic+2WGC60pQVKsTsOKWBBiMSjmbSDKT0gcoNrEPEPsAsQ8Q+wDFQh9oaXTgeOUA7LaR12carYD5ZQbk5E8uCyOWxUIfoMmRuw8IgoDc3NxJbUO2ULJ3VrxgFiRftWoVkpOT0dTUhLa2tqBtN16kpKmw+HojvJMU2qwiDuwyw253h7dhREREREQU11oaHajcYx41AAUAdpuIyj1mtDRGdzkVongnSxCqoaEBNTU10Ol0QR02p1AokJ2dDQDo6ekJ2nbjSVauGvMW632/m/rcqNxjhssVvdlgREREREQUvVwuEccrB/xa9njlAK9diKKYLEGoXbt2AQDKy8uh1QZ3Fjaz2QwAQd9uPCmaosX0OYPvX1e7C8cODET1sEQiIiIiIopOTXWOMTOgrma3iWiqZzYUUbQKehBKFEXs3bsXQHCH4gFAfX09mpqaoNVqkZ+fH9Rtx5vpc3QoLNH4fm+qd+DsCWsYW0RERERERPGotUlaUKmVQ/KIolbQg1Bnz55Fe3s70tLSMHfu3DGX27ZtG9avX48//OEPwx4/cuQITp06NWL52tpaPPvssxBFEatWrfJNPUiBEQQB88r0yMgefB+rz9lQc9EWxlYREREREVG8cTikjciQujwRRY6gR3K8BclXrFgBhWLsGFdfXx+amprQ3d097PGqqips2bIFmZmZKC4uhkajQVtbG2pqauByuTBnzhx87nOfC3az45JCIWDxciM+2d6Pvh5PcfJTRy3QGxScdYKIiIiIiEJCrRZkXZ6IIkdQg1AOhwP79+8HANxwww0BbWPBggXo7OxEdXU1zp8/j4GBAej1esycORMrVqzATTfdNG5wi6RRqwWU35CAPR/2w2oRARE4vM+M629KQGo6s82IiIiIiEhe2XlqNDf4P8QumzfMiaJWUKMMarUav/nNb/xads2aNVizZs2Ix6dPn47p06cHs1k+ZrPZV9g8KytLln1EI71BgSUrE7B3ez+cDsDtAg7uNmPFzQkwJirD3TwiIiIiIophiSnSkgycDrdMLYkMLpeIpjoHWpsccDhEqNUCsvPUyCtSQ6lkFhhFt7hKddm6dSu2bNkCrVaLTZs2hbs5ESUpRYmy5Ubs32WG6PbMOrF/lxnLKozobHPxAEhEREREREFntbhxaI9Z0jqnjlgxYBIxe74OgiK2rklaGh04XjkwYrbA5gYHzhwXML/MwNIpFNXiKgi1evVqVFRUhLsZESsjW40FZQYcPTAAABgwubF9az/Eq+r+8QBIREREREST5bCLOPCxCZaBwQsOlQpwOkcuq7py2eG8Mmrv0gUbTP0uXLfMGDM1oloaHagcJyBnt4mo3GNG2Qojr8MoasVVEMpoNMJoNIa7GRGtoEQDy4Ab505aAWBEAMor2AdAppwSEREREcUPl0tE5V4z+noHh9bNXahH0VQNmuodaG0ccl2Qr0ZeoRp2m4iDu83o63EBANqandj7UT/KbzDCYIzuMiIul4jjlQN+LXu8cgCZOUm8TqKoFFdBKPJP6XQNLpy2wu3HUOtgHACZckpEREREFD9EUcSxAwPobBtMeZo2U4vS6VoAQGGJBoUlmhHr6Q0Clt+cgKP7B9DS6EmJ6u91Y/cHJpStMCItI3ovb5vqHCOuh8Zit4loqneM+h4RRTpOM0cjNNc7/QpAAYMHwEB5U07HOuB6M668XzJERERERBS9RFHE6aOWYdcQBSVqzJyn82t9lUrA4uUGTJul9T1mt4nYt8OEhsv2oLc3VFqbpF3vtPL6iKJU9IaKSTZSD4DHDgzg7HELVGoBarUAtebKP/XgT5V65GMKJXD8IFNOiYiIiIgC5S1rcfJQM2w2FwBnRJe1qD5vQ83FwWBRZo4K88sMEAT/2yoIAmbN0yMhUYHjhywQ3YDbDRw9MABTvwsz5uokbS8SOBz+ZUEFujxRpGAQikYI5IBms4qwWeU7EDLllIiIiIhouGgra9Fw2Y6zx62+35NTlVh8vRGKAGe4KyzVwpCgROUeMxx2z3tw8YwNpj43FiwxQKWKnkCU1OLqsVKMneIPh+PRCJF6QGPKKRERERGRR7SVtWhrceDYkFEQhgQFlqw0QjXJa4/0TBVuuDUBCUmDl7bNDQ58st0Eq8XPGiMRIDtPWrAwO4KCi0RSMBOKRsjOU6O5wf8vq5nX6pCepYLDLsLhEOG0i7Bf+elwiL7HHXYRTsfg/8eaeW8s0ZJyypn+iIiIiEhO0TaTWk+XE4f2mn3n/xqtgKU3GqHVBScnwpigxIqbE3F4nxntLZ5i573dLuz+oB9lK4xISYv8y968IjVOHQWcflyGabQC8goZhKLoFPmfRgq5vCI1zhwX/JqdQaMVMGWGVvKXmih6pmRtbXROvPAVk83QCiQ4JHWdaEuJJiIiIqLoE00zqZlNLhzYZYbrymm/UgUsWWmEMUEZ1P2oNQLKbzDizDGLr+aU1SLik+0mLFxqQG5BZJf1UCgArU4Bp2Pi7K35ZQbe3KaoxSAUjaBUeoIllXvMEy4b6AFQEATk5mskBaESkwO/UxJIcEjqOt6U6LF4U6LLVhgZiCIiIiKigAUyk1o4glA2qxsHPh4cMigIwOLr5ctMUigEzL3OgIREJU4dtUAUAZcLOLR3ADOvdWPaLG3EFixvaXTA3D9+AEqj5U1tin4MQtGocvLVKFthHDUIAwTnACgl4woALpy2QaEQMG2mFoJC8DtLKZDgkNR1oi0lmoiIiIiiVzTMpOZ0iDi42wyzaTCwMr/MgKxc+QMoJddoYUxU4NAnZt/wtnMnrTD1uzBvceRlEbndIs6dGCzYnpmjRH6xFo21dt/wQgBYVmFEUkrsX8KzvElsi/0eTAHLyVcjMycJTfUOtDYOOQDkq5FXOPkDgJSMK69zJ61ob3WioFiNsyesE2YpBRIc8v7fH0cPmHHtIj3aW5xRkxJNRERERNFNJfEqzmpxw+kQJ10E3F9ut4jD+8zo6XL5Hps5T4fC0tCd/2bmqLHilkQc3G3GwJVAWMNlB8wmE8qWewqiR0qgo77GDtOQLKjZ8w1ISlGisESDne/1ob/P81x7qzPmg1AsbxL7YrsH06QplQIKSzSyBUz8ybiaMkOL2iobLAOe5zvbnOhsG3sY39AsJYddlBQc2vleH0QRfq/jdABH91v8Wnao2mobcvPVITsRICIiokG8y07RrK/HNSy44w9Tnxsfbe3DjDk6FE3VQKGQr5+LoogTlRa0NQ+er5dM02DaTK1s+xxLYpISN9ySgMq9ZnS1e96z7g4Xdm7rh+gemSEWjkCH0yni/KnBLKjCEg2SUgbrZWXnq9HfZwMAtDY5MXVGSJoVFixvEh8YhKKw8yfjqmSqBicOWdBU7//498P7zFBLPDYNmEOTqtzd4cK2t3qRkqZERrYKGVkqpKaroFT5f0LgPYE+eagZNpsLgJMn0ERERBPgXXaKVqIoouaCDWdPWOGeuHb1CHabiJNHLLh0wYaZ83TILVDLUh/p3Ekr6i/bfb/nFqgxd6E+bLWYNFoFlt2YgBOHLaiv8bRrvBvOoQ50XLpgg83qaY9CCcy4Vjfs+ew8NarOeoJQXe1OOOxuqDXBmVUwkrC8SfxgEIoiwkQZV2qNAtctM0CpGkB9jX+BKLcLsEm7SRQQpcrTfn+zp7xEEejudKG704WLZ2xQKIDUDE9AKiNLhZQ0JRRjHFh5Ak1EsYjZKSQ33mWnaGW1uHH0wAA6Wv2f1Mcrt1CF1iYn3FfOi80mNw5/MoDUdCVmzdcjPTN4l4SXL9p8ARMASMtUYuFSAwQZM6/8oVAKmF+mhzFBwLmTtolXQGgCHTarG9VnB7OgSq/RQm8YHmBKTVNCo/Vca4gi0NbiRH5R7JX1iKYZH2lyGISiqCEIgq+woFxS0jypr1JSnLNy1MjOU+PYQf8i94DnLof7ql243YNDDc8DUCqBtMzBoFRyqhKCQuAJNBHFJAbXSW68y07RqqnejhOHLHDYB4+PWp2A+eUGiG74NZGQ1eLG+VNW1NXYgSuLdne68Ml2E7LzVJg1X4/EJOWIbUjR3GDHySODZSoSkxUoX2GMmM+RIAjQ6f1/jaEIdFw8Y4XzSlxRrREwbdbIIYuCQkBWrgoNlz0XQq1NjpgMQkXLjI80eQxCUVSROrOHRiPAbvd/nZJrtIAISQEl77BBf2f602gF3Lw6EaZ+NzranOhodaKrwwnXVTe2XC6gvcXpmxFDpQbSMpTobPMvQMYTaCKKFgyuUyjwLjtFG6dDxKkjlmFD2wAgO1+F+YsN0Oo8GTPeshY9HYrBEg1XTSSk0yswv8yAKdO1OHvCgtamwRPP1iYnWpv7UVSqwYy5Ouj00od6dbY7cWTf4PmzTi9gycqEiBs2FkmBDrPJhcvVg3/ba2ZpoRnj/crOU/uCUG3NTrjdoqx1vcJB6nWe3R7AmFSKCAxCUVRRSyzknZapRFeHy+/gUF6h5+JGSkDJ+wXv70x/88sMUKkVSElTICVNhWkzPTOI9HS50NHmROeVoNTVY/2dDqCt2f8MLZ5AE1E0YHbK5LA+oP8i6eKTaCJdHU4c3T+AAfPgCaFSBcxdqEdhqWZYfSVvWYvryjIBAO3t7WNuNzFZifIbEtDZ7sSZY5bB7H8RqLtkR0OtHVNnaDF1ps7v8+7+Xhcqd5t9565qjYClNyaMGFYWCaQGOmw2+QId509aIV7ZvN4geG6GjyErRw1BAU8xdbuI7g4X0rNi61Je6oyPXe0uHK8cQEGJBmkZyrDVHCPpYqvnTsBsNsNs9gQJsrKywtwaCkR2nhrNDf6fROYUaFBYKvgdHPKesEsJKHnX8Wemv7GGkygUAtIyVEjLUAGzPRcV3Z2eLKnONie6O10QA6iZ3tJgn/QJNGu0SMf3jMh/zE4JHIcwSiP14lPq8kTB4HaLuHDaiotnbb5hc4CnZMR1Sw0wJk5uyJxXeqYKK25JQHODA+dOWGE2eaIhbhdw8YwNtdV2TJ+tQ/FUja9G6WjnN6kZSlSfs8Jx5fRcoQTKVhiRmBycdgab1Bva3kBHyTQNklODd+nc0+VEY93gNc2MufpxzxFVagHpmSpfTbDWJkdMBaH6elzo7ZZWzFe8Ejitu2SH3qhAQbEaBSUaJATpM0LyiZ2e64etW7diy5Yt0Gq12LRpU7ibQwHIK5I27M2bpSQ1OBRoQMmfmf78oVQKyMhSIyPLs32nQ0RXhxMnDg3AMuD/SXFLoxN7PuxHcqoSyalKpKSpkJCk8Dt9NxYvcOQOEEX6e8YAGUUaqdkpzfWTD67HAg5hlMblFGGzSstokHqxSiPxO0caU78LR/cPDK9NKgDTZ2txzWxd0IdfCYKAvEINcvLVqKu24/xpq+/8xW4TceqoBZcu2jDrWh0USuB4pWXU85uhbb1uqSGohc6DTeoNbWAw0JGarkTJNVrkFajHnDzIH6Io4uyJwWLkScmeAMpEcvLUviBUS5MDsxfoA25DKI13HBAEoOqcDRdOD2aFBcJiduPiGRsunrEhJU2JghIN8orU0GojLxuPAEEUA8mviE6jZUI1Nzcjmt+CzMyJ025jzUQn3l5Xn3i7XKLk4FAg68jp0F6z5C/OqymUQFKyckhgSonEpJEz8QX6PkeysQJEwPiZalK2H473zN/jgNyvPxx4geMRzd8F+3b0o8PPWndeqelKZOaokZlzZSbRGKuLMRGXS8SHf+vz+4bMLf8Qv0MYRVFEw2UHzp2ywCrhJg4ALFhiiKqAZ6QdB2LxO0cuoiii7pIdp49a4BpyODQYFVi41ODJlPfDZPuA0yGi+rwV1edsw9rhr+KpGsxbbAho36Ei5fg5Fq1OQNEUDYqnjpzJzh9tLQ4c+HjwfHHJSiOycif+LAyYXfjonX7f7zfdkTgi60fu44DU867xjgNqtQC1Rhg25NRf1y0zwO0CGmrtY84YKQhAVq4KBSUaZOfFz3mh3H1AEATk5uZObhvxFIQaDYNQ0SleT2zqa+ySiqb7S6Hw1AjwBqaSkhWo3DPgV1H3aLnAkTtAFM6LQn+OAwwqxrZo/S7o73Nh70f9cNgnXnYsarWAjGwVMnNUyMxRw2Cc+IIg2oOXUr8Loi2YEiztLQ6cOW5BX4/0CxyVCrjtH5Ojoj94RdJxIBa/c+Ris7pxvHJgWKFwACgq1WDOQj1UEjLygtUHrBY3Lpy2ou6SXVI5iFg7J1x0vQEuF3D5om3UmbMFwTNBUek0DdKzVH7VJBJFEbv+bkJfj2d76VkqLKsw+l3PaOe2PvT3eo5psxfoMHWGbtjzch4HpJ53+fs+e+n0AuaV+T/jo5dlwI3GOjsaLtt9783VVGogr1CDgmIN0jJju35UNAShIjdXkmgcwRr2Fm0kDUfUCFi83ID+Pjd6u1zo6Xahv3f02lJuN9DbLX0sNhAdNVoCKXwMeIZvOJ0inA5c+Sn6frqcVx678ntvj38F8IHQv2exWPiZQ5Gim8sl4uIZK6rO2SaVfg946vY0NziuZIlakJCo8AWk0rNUUKlGZnlG8pBZf7DA9vj6elw4c9zim13WS6EAMnNVaG0c/a75UE4n0FhrR9GUsQsF0+hi8TtnMsYLene0OXH84ABs1sHjkVojYH6ZHrkF4fvM6vQKzFtsQOl0LY7uH/D7/DAazgkB6WU3Cks06Oly4vJFOxrr7L4C7KIItDQ40NLgQEKSAiXTtCgs0YwIHA7tA/19Lpj6Br/4Zs/XSQqIZOep0d9rA+CZ1XDqDKmvPjBSz7ukHAcAoKBYjbnX6X2zKUq5ztMbFJg2U4dpM3Xo7XahodaOxlr7sM+V0zGkfpRBQEGJJyCVkMT6UeHAIBRFLe9MIJH+RRdMkmbhKzcgPUuN9CE1+F0uEf29LvR0uXxBp/5e14iZ+KSK9AscqYWP3/1z77BioHIIZV2bWCv8zAuc6NbR6sCJwxaY+6UfeDRaAWXLDehsd6G9xYGujpGBdVO/G6Z+O2ou2qFQAGmZKmRme4JSlgEXKveM3XeCGbyUM9uKBbZHZxlw4/xJ64jp7AEgv0iNmdfqYEhQjns3f6jjlRY47CKmztSNuxwNF2vfOZMxXtD7xCGMOP/KzFFhQbkBOn1k1LFJTFLCYFRIukkZ6eeEXlJvaKekqbBgiQqzF+hQV2NHbZV92DAyU58bp45YcPaEBYUlGpRM0yIxefzjjUIBWC3Sjs/ZeWpUnfUEobranXDY3b7AjVyknnelZyairsYuachjRo562OsI9DrPM6pDj9nzdGhvc6Lxsh3NjQ64htx7sAyIvvpRyame+lH5RWpodZHxuYsHDEIRRZnJzMKnVApISVMhJW3wo+92iejvGx6YGi3leDyRfoHT0ihxrE8IXk5rkxMHdpmQW6BGdp68X3yxljXBC5zoZLe5cebYyACBzuA50bx4xjbhNuaXGZCWqUZaphrXzNbB6RDR0eZEe4sD7S1O3+xOXm430NHqmWl0aBHYiUw2eCl3tpXUaaxjvcC2wy6i6pwVly7Y4L7q6ys9S4XZ83XDvvfGu/hMTFTg4B6z7w76meNW2O0iZl4rLVshFvkbWI2175xATZQ5MjQApVAAs+frUXKNJuL6WSwHvQMJdGi0nqybqdO1aGtxouaibVjWpcsJXK6y43KVHYnJijGHhwGePiD1xkdqmhIarWdUhCgCbS1O5BfJ+/mRet617a0+yfsI9nFAUAjIylEjK0eNax0iWhodaKi1o73VOew833PtY8GZYxZk5njqR+XkqaFURdbnMNYwCEUUhYaeQPd0KGCzuQA4AxqOqFAKSE5VDZt2tnKPCS1+DFfw6u124nKVDXmFamgiZBYK0S2is92JxlrHiDoLUilVgEolQKUSoFQJUKmv/K4WfI+3tTiGpVf7o63ZibZmJyBYkJ6pQm6+GjkF6oCKXI5H6oxQkX4CyQuc6CKKIhpqHThz7KpZlQRgyjVazJirg0rtCZBLDa6r1AJy8tW+x80mF9pbnGhvcaKj1QFngB99u03EuVMW5BVooNYIvuKp/hRAl3uo6IBJ+tDpxOTIOC4Hm9slovaSHReGzOjllZCkwOz5emTljl6nZbyLz+U3J2D/TrMvy6HqrA12m4h5i/QQ4qwIvpe/gVVRFDEwEFvfOYGQkjkiCJ4+NzRQGkmkBrFjPejtJSg8QdjsPDXM/S5crrKjvsY+rD+PF4AaSsqND0EhIDtX7buh09rokD0IJfW8KxByHgdU6ivD70o0sFrcaKy1o6HWPqxeoCgOnper1EBugQYFJWqkZ/pX64ukicyjHRFNyHsCfV1Z8IvP5eRrJAWhHHbg5GELTh+1IDtPjYISDbJyVSGfsUoURfR0udBY50BT3fCx4FJkZHvS4VVqASol/LroSKpRBl40XgQ625zobHPi1FELUtKUyC3wBKSunvVkKO9d6ZOHmgcDkUPuSrtcIi5dsKG7U9oFa6SfQMbyXdlYY+534cRhy4iZa5JTlZi3WO93doq/wXVjghLGaUqUTNPC7RbR3enyZUlJzfC8dM6OS+eGZ20plfAFpVQaARqNJxjtDVIpVfArowsILNuqpdGBYwcGJPfpi2ds0BsUMVPfSBQ9dcDOnbCOyH7T6gTMmKtDYakm4O8gY4LSE4j62OS7iKy7ZIfDLmLhUkPcDe/1N7BaPFWD7k6Xr+CyvyL9OycQUjJHRBHo73MjJU3mRgUoO08taWbm7AivqScHY6IScxbqMeNaHRprPVlQUj4HUrO2s/NVviBUW4sTbrco6zl3KM6jQnUc0OkVmDpTh6kzdejrGawfNXRYpNPhmQCkvsZTPyq/2BPASmT9qKBhEIqIRpBSAH0otxu+AsEarYD8Ik9AKjlV3lko+vtcaKy1o7HOgQHTJAtcASgo0UjORpJaNH7hEj1am51oaXSMqAfQ0+UZEnn2hBWJyQpPQCpfg6QUhe99nOiudEGJGs31DlgkTkkORP4JJO/KRj63S0T1eRsunLEOGx6lVAEz5upQeo121BPmYNb6UygEpGeqkJ6pwsxrgb3b+9HVHsCc40O4XIDLIkqu4TGa0S46xhrulFOgwoXTNlw671+A62qi6Klv1NfjwuwF+pDfIJBioiFfXR1OnDlmGRFcV6qAaTN1mDJDO6IYfSB0egWuX5WAg7vMvn01Nzjg2G1G2XKjpBnL5DbRDYnJbtvfjJ7a6sCmuYz075xAxFLGrqTzG62AvMLY+3v6S6USUDxVi6IpGuzbYUKnhO8cKX0gM1sNhcJz3u2wi+jqcCEjS77LeqnnUZk5KuQWqHHikMXvdcJxHEhKUWJ2ih6zrtWho82Jhlo7mhtG1o+qOmtD1VnWjwomBqGIaAQpBdDnLND7pkYdmnlkt4mouegpDpyQpEBhiQb5xWMHd6QW8R0wu9FU55mlZKzptwVh8IvwzHErHHb5TqCkFo3PylMjK0+Dudd5sre8wburg2j9vW7099pw4bQNBqMnIKXRCuPWt7HbRFw6H9jFQDScQPKubGTr6nDixKGBEcMQsvNUmHudAQZjeE7ctFoFAP8vCJRKz3Blp0OUNEW5FHWXbCgoUkNQCOMGloVKDGuDUgXMW2yASiWMO4RxynQtLl2w+Z6vuWhHX68bi5YZIvIEerz34PQxAcZEBXquCj4JAlA0RYMZc3VBf00ajQJLKxJwaK/ZV/Olo9WJfTtNWLLSGBHDz+WuPyYlo2coQYBfn5to+M6RShRFDJhip7ampPObsvjLFByNIAiSh+5K6QMqtYD0LJXvuNTa5JA1CKXVS3st+cUa5BWqce7kyKHSown3cUBQCMjMUSMzR41rF12pH3XZj/pRxRpk56uDcuMj3giiKNepVXRobm5GNL8FmZnBH4pF0UXOPjDejB5X12hxu0W0tzjRcNmOlkbHmDPuZWSrUFiiQU7B4EHb3/3YrG401zvQUGdHd8fYJ3jpmUrkFWmG1aiaaDiB12RnxZLynl1NFEX097rR3OBAS4PnYjEYpkzXIjlVgaMHJr4jFYxZweTmcon48G99fl8Y3XBLAlLSY/ueSyR8Fzjsbpw9YR2RDaHVCZh7nR65Beqw1lWor7FLGjK7YIkBhSUaiKIIl9NzgeCwX/nnGPnTaRfR2iz9gl2jFZCUohwxZHEsiUkKLFpu9A0LcLnEcesDWgbcqNxjHlZHSm8QULbCOKwWYLj5e4weKjtfhVnz9LIPkXC7RBw7OIDGusHgd0KSAktvTAh6DT8pgvm95nKKsNncsFlEWK1u2KwibFY36i/bYTH736cNCQLKVyTAbHL72TYDcvIjMwNIKlH0XLxWnbVJHv6bW6DG4uXGSbchUs4JCTi01yzphpnUPlBz0YZTRzzndcZEBVbdkQQguH1AFEVcOG3FhdP+Z+FqtAJu+QfPUPNQnXvLxWrx3GRvuOwYc3ilSjWkflTW2PWj5Jwx92pynxMKgoDc3NzJbYNBKAahKLrJ3Qe8FzhSarQ47G401XvuInSNESxSqoC8Ag0MCQLOn5r4yy0pxTPDyFgf1+RUJfKL1MgrGjvbKlQnUIG8Z6Mx97vQ3OhAS4NDcl0nr1nzdZh2ZXrxiaYlFwRg1R2JMCRE/ph3KResao2ApTcaI7boazCE5DgwxsmTQuHJujh1xDKiDlvxVA1mzdNDrQn/XUIpwcuhJ9FSSL3okEqhAG65K+lKVtdw4/UBl1PE8UMDaKwdbJtCCSwoN8he0NYfUgPLyakKzFlgQLqMd/6vJooiTh2x4HLVYJBVbxCwtCJh3Np9cpHynqnVAhYs0cNhhyfAZBkMMlmv/HQGqdtmZKuwrCIBwMTfOQCwcIkBBRE6DM1fbpeIhlo7qs7ZYO4P7OaRN+g9WZF4ThivAr3x4a8BsxsfvTM4C91NdyQiIVEZtD7gcIg4ut8seXKfqwNKsRK87O91oeGyp6D5WEPydXoBBd76UcmD3wuhfg/iKgj19NNP48yZM2M+/+STT2LBggV+b89kMuGNN95AZWUlenp6kJKSgvLyctx///0wGid/p8CLQSiKdpHeB8wmFxouewJS3pmGgsWYqEB+kRr5RRok+HknPFpPoCwDbrQ0OkadBWo8V99Zu/r1K1VAV5sTjisXIHlFaixaFrxjrJw+fLsXljFOBJQqDBvTr1IB5SsTkJ4Zm4GocN39VmsEGIwCeruHf7YTkxWYt9iAtIzIer/lvisr9aIjEGNdqEzUB0RRxKXzNpw5YR02vGDaTC1mXqsL66xvki/WyvUoLA19kfXRsgI0Wk+QO9RZZaHoa4GY6DtHpQbM/W7fcF21RkDF7YnQ6cM/tFEqp0NEbbUNly7YRr0olTIkMZCg92gi/ZwwnoTixsfObX2+z9LsBTpMnaELSh8w9btQudsM05CgqjFRgdJrtGOeh44XTInWc+/RiKKIzjYnGi470NRgH3auOVRSihIFJWpoNAKOHQztSIRoCEIF/RtzyZIl0Ol0Ix5PS/N/yoe+vj489dRTaGlpQXZ2NsrKytDQ0IB3330XR48exTPPPIOEhIRgNpuIZGJMUGLGXCWmz9Giq8NzF6Gp3h7wXVedXkBekacoYCAFz4NZ+DiU9AbPl39Lo8PvYTvAyBoDo73+oRczTXUOTJnuRGqED18z9buGBaAyc1QQRQw7sWltcuDIvgGIIuB0Avs/NqFsuRHpWaqQpURHu4mCNg67iN4htdYUSmD6bB2mztBCEYHvZU6+GmUrjLLdkZRawPfGTyWgcs+ApKE7gRYwFgQBU2fqkJSixOF9A74aeVXnbOjrdeG6pQaoNeEJBEgu4tzkDEsQShAEzJirh1qjwOmjnosKu03EJztMKF+RENLMLLmmTNdoBWh1ArQ6BbQ6AQ6biLYW/79zrq7BN9p3zoDZjZ3b+jzDXO0iTh62YPFyQ9RMg26zulFz0YbLF+2j1vHJLVRj2kwtrBaRdZTiWChqaWXnqdHf6wmKtzY5MXWG5E2M0NrkwJH95mHn6Vm5Kly31Ai1RkDRFI3kgFK0nnuPRhAEZGSrkZGtxtxFerQ2Xakf1eIcFnTu63HhzDH/v9sDmTE3mgX923Lt2rXIysqa1DZee+01tLS0oLy8HN/4xjegVHoyHH79619j27Zt+O1vf4t169YFo7lEFCKCMDhT1dyFerQ0OXD66MjhO+NJy1Ti+psSouZEVQ5yzAxXUKLGpQtK33j308csWL4qst/nlsbBs6PEZE9tlqvlFWqgVAo49IkZbhfgdgEHdpuhUnqCUkMFq4hvLJEyKxYApGcpMX+xAcYwDE2SIidfjcycJFnuykq96NDplZJnWZtsAePMHDVuuDUBlXvMvjvobc1O7P7AhLIVxmFDCOTmdotobnCgvVVaQCXcRZynTNdeubt9JcjtAPbvMmHRMvnrmrjdItqanehslzZERqEAktOU0F0JLnmDTDr98N+vnjlRajaHP8WFDUYFZs/X4+RhTyCvpdGB5noH8iJgaOh4BkwuVJ+3oa7GPmzWT8Dz/haUaDB1pnbY8Ew5g94U+eS+8ZGTp0bVWU8QqqvdCbs98BEHoiji4lkbzp8cPvHNNbO1mDFX5zsnjKWA0mSpVALyizTIL9LAZnWjsc4TkBpag9Ffo82YG8si7lZ3d3c39u7dC5VKhS9/+cu+ABTgCXB98skn2L17Nx566CEkJyeHsaVEFCjllYN23SU7bFb/T6QVCiGiAyOhIMfMcIIgYM4CHfbt9Fw4d3e40NLoQG5B5H4Rtgx5D3ILxn6N2XlqLFlpxMHdZk/KtDgyAOVlt3nuWkdqgcxQkzorVmGJJuIDUF5ynkRLveiQI7A8EWOCEituTsTRgwO+z5LZ5MaeD/uxcKn8/d9mdaO22o7LVTZJNyK8gvEeTFZBiQZqzfAg96G9ZswvM6CwNLj9ShRF9HZ7MokbA5ytLjsvsMLXcmVzFE/1ZFN0tnkOyCePWJCepQrprI3+Fgru63Gh6pwVTXWOEcPrVCqgeJoWU6ZrRx1SKGfQm6KDnH0gJV0JjdaTfSuKQHuzE/n50rfjdHgmXxh6fqlUeWq2RfK5YCTR6hSYMt1zLOjv8xyvL12wjQhYjyfQTOdoFHFBqGPHjkEURcyaNQspKSnDnlOr1Vi0aBF27NiBo0ePoqKiIixtJKLgCMfFV7STOtzH3ylvM7LVyM5T+QpQnj1uRXauOiKHVFkt7mGF2ie6YM7IUmPJDUZ8ssO/QubxlhI9lmgZIhWJpFx0yBFY9odKLWDx9QZcPGPD+VOeO99OJ1C5x4wZc3W4ZrY26EH/7k4nai7a0FTvgDiJEoHBeg8mKztPjaUrE3BwjwlOh6f+z7GDA3DY3ZgyY2RpCqksA25PIdzL9mG1WQJq6yTeMzmyOQRBwPwyPT7e1g+Xy3MT4NQRCxZdH5qahGPVuhvMivUMu6w6a0Vb88g7F1qdgNLpWpRM1Uw4jJWZIyRXHxAET+C0vsYzYUIgw3TNJtewzFgAMCQoULbciKSU6LixFGkSk5SYNU+Pnk4nOtr8j0KFO8s3lIIehNq+fTtMJpOvYFV5eTkyMjL8Xr+2thYAUFpaOurzpaWl2LFjh285Iope4br4imZy1hiYNV+PtuZ+iKInK+JytR1TpkdeUGHoUDy9QfDrJGlAwhTj8ZYSPRaHxLT+eDp58oe/Fx1yBZb9IQgCps/x1Ik6ut/syxI8f8qK3m4XFi4xSB4ueDVvQdrLF0eftl6hAHILVGhtdvpVKzDY78FkpWepcP1NCdj/sdn3Nzx9zAq7XcSMuTq43ZBUg87pENHc4JkSvKNt9LRNhQLIylOho8U5ZmbnUMF4z+TI5jAmKDFznt5XX6up3oG8BrvsmRcT1brzZMWOPhTZYFRg6kwtCks1cX+jgiJDdp7KF4Rqa3bC7RL9voHY1uzAkf2DNQIBT43N65YZoAlTjcBY4glQ+x+Eiqeb7UEPQr355pvDft+0aRPuvfde3HfffX6t39HRAWDsQubp6ekAOOsDUSwI58VXNJOrxkBikhJFUzSorfaczFw4bUVhiTpsxYrHMjQIlVOg8StbQ+rdwcZaOwqK1XE7/LO91YEeiTUN4unkKZhCUbx2Ijn5aqy4NRGVu80wmzzBx5ZGB/Z82I+yFcaAhllaBtyorbahtto+6nFKpxdQPFWL4qkaaHUKv2cujMQizsmpKiy/2ROIslyZBfbiGU/QrbfLBbt9rGwbz3FadItob3Wi4bIdzY2OMYdvpGUoUVCiQV6h57gc6vdMjmyO0ms0aK63o6vD86JPHrYgPVMFjVae7x2pte68klKUmDZLi9wC9Yi6WUThlJmthkIBuN2em0GtLRbk5hvGXUcURVSft+FsBM6WGkt4s31sQQtCzZo1C6tWrcKMGTOQmpqKjo4O7N+/H2+++SY2b94Mg8GAO+64Y8LtWK2elHCtdvS7797HvctN5LHHHhvxmEajwcaNGwFAUpZWJFKpPH9C71SMFH+ivQ+svMWAj95tHncaY0EAVt6Sg5wczorplZkJzJrrxuUqE+ovD8Buc0GtUaCo1IiSaQlQqQI7gb/+Rica6y7D6RDhsItovKxE2fLIOU7abS50tvX4fp81JxOZmXo/1rQB8P9EoL3FiQ//ZkJ2rg45eXpk5+qRlqmN2IuPYB0HujpsqPykA4110i/SrpmZhszMpEntP15lZgLJySbs+agNVuvICIROp8SKm7NQVDr2MXCyfSAzE8gvcOHjv7egodbz9+/vc2PPR2bc9KkcZOfpUVNlQn2NGTabC1qtEoWlRpQOOd6IoojWZivOnujB5UumUYfcZefpMHteCopLE4bdrQ/GexBOmZlAdpYT295uRE+XJ5DfPs6sct4adEWlRrS3WmEZGD3ylJisxrQZiZg6IwlJycMvUKL9PfO66VMp+Msf6+ByibBZRVSdFXHjrfKc01w81we7rdfv5ZNT1ViyIhP5RdExe1+0nxNSYHILHL7v7cZaCwqLk8bsA06HG7u3t6Lm4uC1tFIl4IabszHlmsSQtDdepKa6ce7E5VGPz1fT6ZSYtzA34PP3oaLhOBC0INQDDzww7Pe8vDzcc889mDp1Kp555hm88cYbuOWWW6DRxPfwBiIarqg0ATffkRv1J9HhoFIpMG1mEmbO9WSOOv0ZlzEBvUGFeYvScGR/JwDg9PEezLw2GYlJkXF3pv6yGe4rF7Y6nRJZuf7VXdFqpWdyWC0u1F4yo/aSJ9NApRaQlaNDdq4eOXl6ZGbroFJHVpZYoEz9Dhw50Imqc/0Bra/TKVEyjZ/RySgqTcCahw24XGVC3ZBAz2QDy1JotUrcsjoPRw504sThbgCA3ebG+283QaUS4HQOv1twudqEyj0dWFaRCYfdjTMnetHVYRuxXaVSwNQZiZh1bQrSM8ce4hsJ78FkGBJUWH1PAd5/uxEdbSPfh9HU1YzMZNJoFZhyTSKmzUhEZo5u3ODH0PcsmDckQik5VYPrlqSj8hPPaIjq8/3Q6ZUw9zvHDHhKIYoiBswudHXacPJIt6R1U9O0KCgOTZ0qokAVlhh9QajaGhOWrswedbn+Pgc+erd52HE6IVGFm1fnIT0j8sovRDuVSoEVN2f5dbN9xc1ZUXG8DhbZC5PPnz8fU6dORXV1NS5evIg5c+aMu7xO57mgsNlG//L2Pu5dbiLPPvvsuM93dHRAHK9XRDhvhJPDE+NXLPQBfQKw6s6EcWpNWNDebgl3MyNWsPtAdr4InV6A1SLC7Rbxyc5GXLcsMk7CL5wbvGDLzFWis7PDr/VS0t1A9eT27XSIaKq3oKne0xcFAUhOVSItU4X0TBXSMpSyDSGZSKB9wGF34+JZG2ou2HzBPa+0TCWy89Q4e3zizONrF+vQ3d0pad80uuR04Np0FQZP0Wzo7p44oBHM40DxNECtMeDYwQG4rtwbuDoA5WW1urBjW8uoz+kNAkqmaVE0RQONVgE3+uBP8wJ9DyJFXpECHW3S1hEUQFauCoUlGmTlemssmdDRYfJr/eR0YNrMHADePhBd71l2voiUNKWvbtjpYz3Dnr9cbcKB3W0TDjV3OkWYel3o63Whr8eFvl43+npcw2reSGEyWaPq/CoWzglJOmPS4Bd4b7cdne0DsDuHZ/x1tDpw6JPh9Z8yslS47noD3KJ/x2aSTp8ALF4+cQkNfULwrnXkPg54a39PRkhmx8vJyUF1dTW6uye+++AdHtfV1TXq852dnpPcSE4vIyLpOHtM5FCpBMy8Vo9jB6+kdtc5UDrdidT08E6o6nKJaGseHFKXW+B/dpbU+mMrb0tAb7cbXR1OdLU70dPtGjG0SBSBni4XerpcuHTec7GXkKRAWobqSmBKCb1BEZFDOFwuEZerbLh4xjbi4iwhSYHZ8/XIylVBEAQkJCqDXn+MIl9ekQZ6gwJ7PvIvCDJURpYKJddokJOnjsvaIuMNwxtNUooCSysSoA1TEDsSCAoBBSUa9HSNfRHmHcJYtsKI7DwVLANu9PW4rwSbPEEns8k9rMbNZLHWHUUDg1GBxCQB/X2ezv/BO00wJnpqEuUWqlBXbceZ49Zh2ThTpmsxa74uYssMxBI5JnaIdiG5ojCbPXeu/cleKi4uBgDU1NSM+rz3ce9yREQUfAUlaly6oERfj+eu9NH9ZiSmKOF0YMLZneTS0eqE68q1nVIFZGT7/xUmtfiz3qCE3qD0BVdcThHdXS50tTvR1eFEd8fos1KZ+tww9dlRd8lTE0anFzwBqSuBqcTk8AalRFFEY60D505aYBkYfqWm0wuYMVeHghLNsJNSnjzFL1O/tBkS07OUuPY6AxKT43tab6kzRWq0irgOQAGewPiF0/7Vez201wyFEr7vA3/p9ALUGmHYVPQTiadCwRS9Whodw2YB7ut1oK/XMwnCiUMYlumsUALzFxtQwJu+IcWb7cPJHoTq6+vD2bNnAQClpaUTLr9gwQIIgoCzZ8+it7cXycnJvuccDgcOHz4MhUKBhQsXytZmIqJ4JwgC5izQYd9OT9DGbBJhNg2e8V89u1MotAyZYSQrR3rwYzKzCipVAjKyVMjI8nxtut0i+npc6OoYDEzZrCO3abWIaKpzoKnO03a1WkBqhtIXmEpOU4YsiNPe4sCZ41ZfYNFLpQKmzdKhdLoWKtXobeHJU3ySOqukRqOI+wAUID17htk2QFOdw69MVcCThTpeAEqhBJKSlUhKViIxRYmkFAWSkj3DpV0uER/+rY+z8lLMmGiWzKEBKJ1BQNlyI1LSwpvZThSUHnj+/Hn09vZi8eLFUCgG7+S0tbXhxRdfhM1mw+LFi5Genu57btu2bdi2bRvKy8vx4IMP+h5PTU3F8uXLsWfPHrzyyitYv349lErPCc3rr7+Ovr4+3HjjjcOCU0REFHwT1TkfOjRC7kCU6BbRMuSCOEfCULyhgpXVo1AISElTISVNhSnTtZ7CtyY3OtudvsCUd6r7oRwOEW3NTrQ1O69sB0hJV/qG8KWlq6DW+H9B6nJ5glwnDzXDZnMBcI7IUuvtduHsCcuIIUKCAJRM0+Ca2TpodfGdhUGjk5rRI3X5WMVpuaWTGvD00hsVSEpWIClF6fmXrIQxQTHmMFCpWbHM9KRI5nKJOF7p32y2ggAsX5UAg5E3Cij8ghKEam5uxs9//nOkpKSgtLQURqMR7e3tuHTpEhwOBwoLC/FP//RPw9bp6+tDU1PTqHWiHn74YVy8eBEHDhzA+vXrMXXqVNTX16O+vh65ubn4whe+EIxmExHRGKSc2ByvHEBmTpKsJ+tdHS7fnWtBAWTnBn7RJkdWjyAIMCYqYUxUomiK5zGrZbCmVFeHC709rhG1StxuoKvdha52F3DWU1cqKcVTVyo90xOY0ulHDxC1NDpGzeryZqnNnKdDV7sTDZdHXtzlFaox81odjIk8GaWxMaMnMFJr0DHbRnoAMzlViWUVCZKC9l6TyYoliiRSMwg7210MQlFECEoQatq0abjttttw8eJFVFdXw2w2Q6vVoqSkBMuWLcNtt90Gjcb/k/2kpCT88Ic/xObNm1FZWYmDBw8iOTkZn/70p7FmzRoYjZExSxMRUayScmJjt4loqnfIOlSruXEwkJKRJS1bKFx0egXyCjXIK/S8L06HiK7OwaBUd6cTbtfI9TyFdu24XOWpK2UwKpCWqfQFpoyJCrQ2Oce9k2+3iThRObLAb1qmErPn68NeZJ6iAzN6AsNsG+mkBjANRsWkvgdY645igdQMwtZGec/ViPwVlLPQgoICfPnLX5a0zpo1a7BmzZoxn09ISMCXvvQlfOlLX5ps84iISKJIOrERRREtQ4JQ0Xp3WqUWkJWjRlaOp/1ul4jebhc6h2RLjTaN+IDZjQGz25fRpNZMPFTyalfPeEfkD2b0BI7ZNtKEI+DJWncU7ThkmqIVb4USEdEIkXRi09fjgsU8WF8pVi7aFEoBqRkqpGaogJmeYJupz1tXyhOYunoGOwBw2KXtp7BUjXmLDZyGmSRjRs/kMNvGfwx4EknHIdMUrRiEIiKiESLpxGZoFlRqunLMGknRThAEJCYrkZisRMk0LQDAMnAlKHUlMCVlanEvpwMMQFHAmNEzOcy28Q8DnkTSccg0RSsGoYiIaASpJzZanYxBqIboH4oXKL1BgYJiDQqKPRewdpsb+3aa0NfjfzCK6fc0WczooVBgwJNIGmYQUrRiEIqIiEaQcmIDAJer7HC7gDnX6aFSBe+C1GxyoW9I9k9OQXyfQGm0ChgTlJKCUEy/p2BgRg+FAgOeRP5jBiFFKwahiIhoBCknNl51NXZ0djixaJkByanB+XoZmgWVmKRAQiKnFmb6PRHFMgY8ifzHDEKKRgxCERHRqPw5sZl5rQ51l+zo6XIBAMz9buz50ISZ83SYMl076ZnYmofOihfnWVBeTL8nIiIir6EZhD0dCthsLgBOZhBSxGIQioiIxuTP0IjCUg3On7Ki6qwNAOB2A2eOWdHe4sTCJQZodYEVErdZ3ejucA1rCzH9noiIiIbzZhBeV5YJAGhvbw9zi4jGxiAUERGNa6KhEQqFgFnz9MjMVuHI/gHYrJ4MnfYWJ3Zu68fCJQZk5UoPIA2dFU9vEJCcyqF4Xky/JyIiIqJoxCAUEREFRUa2GjfenojjBwfQ2uQEANhtIg7sMmPKdC1mztNJysoZGoTKyVdPemhfrGH6PRERERFFGwahiIgoaLRaBcpWGFFbZcfpYxa4r0zidumCDR1tnqLlCUkTZzQ5HCI6Wp2+35nRMzqm3xMRERFRNAmsUEeUMpvNaGtrQ1tbW7ibQkQUswRBQMk1WtxwayISkwa/Zvp6XNj1937UXbJBFMcvqt3W7PAFsNQaAWmZvGdCRERERBTt4ioItXXrVnzta1/DN7/5zXA3hYgo5iWlKHHDrYkomTZYS8rlAo5XWnB43wAcdveY67Y0DBmKl6eGQsGhZURERERE0S6ubi2vXr0aFRUV4W4GEVHcUKoEXLvIgMwcNY4dHIDD7smAaq53oKfTiYVLjUi/KsvJ5RLR1jwkCFXAoXhERERERLEgrjKhjEYjsrKykJWVFe6mEBHFlZx8NW78VCLSswYDTpYBEZ/sMOH8KSvcbhEul4j6Gjv27TTBeaUclCAAaRmcFY+IiIiIKBbEVSYUERGFj96gwLIbjag6Z8P5U1aIIgARuHDaiqY6O2w20Zcp5SWKwI73+jG/zMDi5EREREREUS6uMqGIiCi8BIWAa2brsPzmBBiMg19Bpn73iACUl90monKPGS2NjlGfJyIiIiKi6MAgFBERhVxqugorP5WIvCL/E3KPVw7A5Rp/Vj0iIiIiIopcDEIREVFYqNUCsnI0Ey94hd0moqme2VBERERERNGKQSgiIgqb1iZpQaVWDskjIiIiIopaDEIREVHYOBzShtdJXZ6IiIiIiCIHg1BERBQ2arUg6/JERERERBQ5GIQiIqKwyc5TS1s+X9ryREREREQUOfyfloh8RDFyhoN42xJJbSLpBIHZHRSf8orUOHNcgN028TFMoxWQV8ggFBERERFRtGIQyk9OpxMWiwV2uz2iAj7d3d0AALfbHeaW0GQIggCNRgO9Xg+Vih9Lih9KpYD5ZQZU7jFPuOz8MgOUSgZsiYiIiIiiFa92/eB0OtHb2wudToeUlBQoFJEzitEbsHA6nWFuCU2G2+2G1WpFb28vkpOTGYiiuJKTr0bZCiOOVw6MmhGl0XoCVTkcikdEREREFNV4pesHi8UCnU4Ho9EY7qaM4B3GxeFc0U2pVPr6l8ViQWJiYphbRBRaOflqZOYkoanegdZGBxwOEWq1gOx8NfIK1cyAIiIiIiKKAQxC+cFutyMlJSXczaA4oNVq0dvbG+5mEIWFUimgsESDwhJNuJtCREREREQyiJxxZRFKFEWIohhRQ/AodimVSl+fIyIiIiIiIooljKwQEREREREREZHs4mo4ntlshtnsmYEpKysrzK0hIiIiIiIiIoofcRWE2rp1K7Zs2QKtVotNmzaFuzlERERERERERHEjroJQq1evRkVFRbibQUREREREREQUd+IqCGU0GmE0GsPdDCIiIiIiIiKiuDPpIJTNZsPx48dx+PBhnDt3Dh0dHVAoFMjJycGSJUtw5513QqfT+b29devWob29fcznn3vuOeTn50+22RTh6uvrsXTpUixbtgxbtmwJd3OIiIiIiIiIaJImHYTas2cPXnrpJQBAfn4+Fi1aBIvFggsXLmDz5s3Yu3cvnn76aSQnJ0va7o033jjq4waDYbJNjlgul4imOgdamxxwOESo1QKy89TIK1JDqRTC3TwiIiIiIiIiooBNOgilVCpxyy234I477kBBQYHv8e7ubmzcuBE1NTV47bXX8PWvf13SdtetWzfZpkWVlkYHjlcOwG4Thz3e3ODAmeMC5pcZkJOvDlPriIiIiIiIiIgmRzHZDVRUVOCrX/3qsAAUAKSmpuKRRx4BABw8eBBOp3Oyu4pZLY0OVO4xjwhAedltIir3mNHS6Ahxy8bX2NiIf//3f8f111+PKVOmYM6cOfj85z+PysrKYct98sknyM/Px/r169Hd3Y0nnngCCxcuRGlpKVatWoU//vGPw5b/7//+byxduhQAsG/fPuTn5/v+rV+/3rdcfn4+lixZArvdjueeew4rV65EaWkpvvSlLw1r47e//W2Ul5ejtLQU8+bNw5e//GUcO3ZsxOupr69Hfn4+7rvvPvT39+M//uM/sHjxYkyZMgU33ngjXn75Zbjdbt/yNpsNc+fOxdSpU9Hb2zvqe1RZWYn8/Hzce++9Ut9eIiIiIiIiopgy6SDUeIqLiwEADocD/f39cu4qarlcIo5XDvi17PHKAbhcoweqQu3QoUO47bbb8Nprr0GlUuHmm2/GjBkz8PHHH+Pee+/FX//61xHr9PX14a677sIHH3yA8vJyLF68GFVVVfjmN7+JP/zhD77l5syZgzvuuAMAkJmZifvvv9/3r7y8fNg23W43HnnkEfz85z9HcXExbrvtNmRlZQEAzp49i9tvvx2///3vodPp8OlPfxqlpaV477338JnPfAZ/+9vfRn1tNpsNa9aswZYtW7Bw4ULccMMNaGhowPe+9z089thjvuW0Wi3uv/9+WK1WvPXWW6Nuy/u6Pve5z0l4d4mIiIiIiIhij6yz47W2tgLwDNlLSEiQtO7bb7+NlpYWqNVqFBYWory8HElJSXI0M2CiKMLpmFxQqLHOPmYG1NXsNhH1NTbkF2l8j3kzc1xO91irjaBSCxCEwGtM9ff346tf/Sr6+/vx4osv4p577vE9d/z4cTz44IP41re+hRUrViA9Pd333Pvvv4/PfOYzeO6556DVagEA27ZtwyOPPILnn38eDz74IADg9ttvx5w5c/Duu+9i2rRpeP7558dsS1NTEzQaDXbt2oXc3Fzf46Io4l/+5V/Q1dWFf/7nf8aTTz7pe81bt27Fo48+im9+85soLy9Hdnb2sG0eOXIEs2bNwp49e5CWlgYAuHz5Mu6991688cYbuP3223H77bcDAB566CH86le/wu9//3s8/PDDI96nv/3tb0hJSfEF1YiIiIiIiIjilaxBqHfffRcAsGDBAqjV0uoZvf7668N+/+1vf4svfvGLWLVqlaTtDM1c8dJoNNi4cSMAICMjY9z1RVFEd3c3VCrViMCN3e7Gtre6JLVnsk4etuLkYeuktrH6/jSo1YEnwW3evBmtra34f//v/2HNmjXDnlu0aBG+8Y1v4D//8z/x1ltv4dFHH4VSqQQA/0BvNAAAKCFJREFUJCYmYuPGjTAajb7l77zzTsycORPnzp1DU1MTioqKAMC3jiAIUKnG76ZPPfUUCgsLhz22Z88enD17FgUFBXjyySeH9b/PfOYz+Otf/4qtW7di8+bN+MY3vjFsnwDwve99z5dRBQDTpk3DY489hm9/+9t47bXXcOeddwIAZsyYgeXLl2PPnj04efIkFi5c6Fvn7bffhsViwec+9zm/g7CiKEKhUCAzM9PvQKH3/cnMzPRreYo97APEPkDsA8Q+QOwDxD5A0dAHZBuOd+TIEezYsQNKpRIPPPCA3+stWrQIjz/+OH7+85/j9ddfx3//93/jzjvvhMPhwEsvvTSi3hCF3scffwwAWL169ajPe+s5HT16dNjj8+bN82UWDTV16lQAg5lzUgiCgNtuu23E4wcOHAAA3HXXXaMGQO+7775hyw2Vmpo66uyMd999NwDPUMShtaG+8IUvABgZOPX+vnbtWr9eCxEREREREVEskyUTqrGxES+++CJEUcTatWtRUlLi97pDi0oDQGFhIT7/+c8jLy8PL7/8Mn7/+9+jrKzM7+09++yz4z7f0dEBURx7OJwoinC73XA6nSMyU6QMgYskLqcTTkXg8ce6ujoA8GUDjaWzsxNOpxMulwsAkJOTM2qBeoPBAACwWCy+573riKI4blH7jIwMKJXKEcs0NTUB8BQvH239vLw8AEBzc/OIfY61jsFgQHJyMnp7e9HR0eELqN16663IysrCW2+9hf/4j/+A0WjEyZMnceLECSxatAjTpk3zuzC/t7+1t7f7nQnljXK3t7f7tTzFHvYBYh8g9gFiHyD2AWIfILn7gCAIw8rgBCLoQaiuri5s2LABZrMZd955Z9Bq4axatQp/+tOf0NTUhLa2tmFDpcJFpRZw+92Tq1PVWGeXNLzu2kW6YTWhlFfS7VwSZh9UqQOvBwUM1qFavXq1L4A0mmnTpg37XTGJwNdYvLWlpJpMTayrqdVqPPDAA3jxxRfx17/+FQ8++CALkhMRERERERFdJahBKJPJhB/84Adob29HRUVFUIchKRQKZGdno7e3Fz09PRERhBIEAWrN5IIZhaVanD9l86s4uUYroLBUC6VycJ8qlSewM5nMJqlyc3NRXV2Nr33ta5g3b17I9itFTk4OAKChoWHU572Pe5cbqrGxcdR1+vv70dvbC51Oh+Tk5GHPPfTQQ/jf//1f/OEPf8Ddd9+Nv/zlL0hMTMRdd901mZdBREREREREFDOCFrmwWq3YsGEDGhoaUF5ejkcffTSo2SYAYDabAQSe/RKJlEoB88vGziYaan6ZYVgAKlxWrlwJAHjvvfdk24e3jpO/w9iuVl5eDgB45513fMPshvrzn/88bLmhuru7sXv37hGP//WvfwXgqVs2tIg5ABQUFKCiogJHjx7Fj370I/T19eHuu++GXq8PqP1EREREREREsSYoQSiHw4Ef//jHqKqqwvz587F+/fqgD72qr69HU1MTtFot8vPzg7rtcMvJV6NshREa7egBJo1WQNkKI3Lypc0wKJeHHnoIGRkZ+MUvfoHXX399WJFuwBM42rlzJ86dOxfwPtLS0qBWq1FbWztqEGki119/PWbNmoX6+nr85Cc/GVb367333sN7770Ho9GIz372s6Ou//3vfx9dXYMzH9bV1eG5554DADz88MOjruPN/PvVr34FgEPxiIiIiIiIiIaa9HA8t9uNF154AadOncKsWbPw+OOP+6YFHMu2bduwbds2lJeX48EHH/Q9fuTIEWg0GsydO3fY8rW1tXj++echiiJWrVo14fajUU6+Gpk5SWiqd6C10QGHQ4RaLSA7X428QnVEZEB5JScn49e//jUefvhh/Nu//RteeOEFzJw5E8nJyWhra8OpU6fQ29uLV199FTNnzgxoHxqNBhUVFfjggw9w6623Yu7cudBoNCgrK/NrtkVBEPDiiy/i/vvvx4svvoht27Zhzpw5aGxsRGVlJVQqFX76058iOzt7xLrXXXcdHA4HVqxYgeXLl8PhcGDPnj2wWCy45557xqxzdvPNNyMvLw9NTU2YP3/+iH5MREREREREFM8mHc3Ztm0bDh48CABITEzEK6+8Mupya9euRVKSp4h3X18fmpqa0N3dPWyZqqoqbNmyBZmZmSguLoZGo0FbWxtqamrgcrkwZ86cmM4uUSoFFJZoUFiimXjhMFu0aBE++ugj/OpXv8JHH32Effv2AQCys7OxdOlS3H777bjhhhsmtY+f/vSn+K//+i/s3r0bf/nLX+ByueB0Ov0KQgHArFmz8P777+OFF17Ajh07sHXrViQmJuL222/H1772NSxcuHDU9bRaLX7/+99j48aNeP/999HV1YXCwkI8+OCD+MpXvjLm/pRKJZYuXYo333xzWHCViIiIiIiIiIIQhDKZTL7/e4NRo7n//vt9QaixLFiwAJ2dnaiursb58+cxMDAAvV6PmTNnYsWKFbjppptkmWGNApOVlYV///d/x7//+7+Pu9z1118/ZrFvAHj++efx/PPPj3g8IyMD//M//zPmeuNt0ys/Px8//vGPJ1zuaklJSdiwYQM2bNjg9zoWiwUfffQRjEYj/vEf/1HyPomIiIiIiIhi2aSDUGvWrMGaNWuCss706dMxffr0yTZpTGaz2VfcPBJm16PY8tprr6G3txcPP/wwEhISwt0cIiIiIiIioogSe8WVxrF161Zs2bIFWq0WmzZtCndzKAZ0dXVhw4YNaG9vx/bt22E0GrFu3bpwN4uIiIiIiIgo4sRVEGr16tWoqKgIdzMohpjNZvzf//2fr6D+d7/7XeTl5YW7WUREREREREQRJ66CUEajEUajMdzNoAhVWFjoV52pya5DREREREREFI9Y5ZuIiIiIiIiIiGTHIBQREREREREREcmOQSgiIiIiIiIiIpIdg1BERERERERERCQ7BqEmIAgCBEGA2+0Od1MoDrhcLl+fIyIiIiIiIoolDEL5QaPRwGq1hrsZFAdsNhs0Gk24m0FEREREREQUdKpwNyAa6PV69Pb2AgC0Wi2USmWYWzRIFMVhPyk6uVwu2Gw2WK1WJCcnh7s5REREREREREHHIJQfVCoVkpOTYbFY0NvbG1EBH4XCk8zG4YLRTRAEaDQaJCcnQ6Xix5KIiIiIiIhiD692/aRSqZCYmAggsrKOMjMzAQDt7e1hbglNBmtAERERERERUaxjECoAkRQw8LYlktpERERERERERHQ1FiYnIiIiIiIiIiLZMQhFRERERERERESyYxCKiIiIiIiIiIhkxyAUERERERERERHJjkEoIiIiIiIiIiKSXdzPjhcrs8rFyuugwLEPEPsAsQ8Q+wCxDxD7ALEPkFx9IBjbFURRFIPQlqhgNpthNpsBAFlZWWFuDRERERERERFR/IirTKitW7diy5YtSEpKwiuvvBLu5hARERERERERxY24qgm1evVq/OxnP8OGDRvQ1tbmy4qKZk888QSeeOIJ2ffT1taGtWvXoq2tLer3E0uvBWAfiOT9sA9wP+wD3A/7APcTqv2wD3A/7APcD/tAZO8nFELVByYjrjKhjEYjjEZjuJsRVHa7PWT7stlsMbOfWHot7AORvR/2Ae6HfYD7YR/gfkKxH/YB7od9gPthH4j8/cgtlH0gUHGVCUVEREREREREROHBIBT5xWg04r777pM9kywU+4ml1xJKsfa+xVJfC5VY+tuEaj/sA9wP+wD3E8r9hEKsvWextp9QiLX3LNb2Ewqx9p7F0t8mGsTV7Hix6LHHHgMAPPvss2FuCYUL+wCxDxD7ALEPEPsAsQ8Q+wBFQx9gJhQREREREREREcmOmVBERERERERERCQ7ZkIREREREREREZHsGIQiIiIiIiIiIiLZMQhFRERERERERESyYxCKiIiIiIiIiIhkxyAUERERERERERHJjkEoIiIiIiIiIiKSHYNQREREREREREQkO1W4G0CBsdvteOutt/DJJ5+go6MDCQkJmD9/Pj772c8iLS0t3M0jmT399NM4c+bMmM8/+eSTWLBgQegaRLK4dOkSTpw4gaqqKlRVVaGrqwsAsHnz5nHX27lzJ95//300NDRApVJh+vTpuOeeezBjxoxQNJuCSGof2Lx5M7Zs2TLm9j7zmc/gc5/7nCxtJXnYbDYcP34chw8fxrlz59DR0QGFQoGcnBwsWbIEd955J3Q63ajr8lgQGwLpAzwWxJ533nkH586dQ11dHXp7e+FwOJCSkoLZs2fjrrvuQlFR0ajr8TgQO6T2AR4HYlt/fz++8Y1voK+vD9nZ2XjxxRfHXDbSjgMMQkUhu92O733ve7h48SJSU1OxePFitLe3Y+fOnThy5AieeeYZZGdnh7uZFAJLliwZ9eKDgcjYsGXLFhw6dEjSOq+99hreffddaDQazJs3Dw6HAydOnMDx48fx2GOPoby8XKbWkhwC6QMAMGPGDOTk5Ix4fMqUKcFoFoXQnj178NJLLwEA8vPzsWjRIlgsFly4cAGbN2/G3r178fTTTyM5OXnYejwWxI5A+wDAY0Eseeutt2C1WlFcXOwLNtTX12PXrl3Yu3cvHn/8cSxatGjYOjwOxJZA+gDA40Cs+t3vfof+/v4Jl4vE4wCDUFHozTffxMWLFzF9+nQ89dRTviDEO++8g9/97nf4xS9+gaeffjq8jaSQWLt2LbKyssLdDJLJ9OnTUVxcjKlTp2LatGlYt24dHA7HmMufOHEC7777LhITE/GDH/wAubm5AIALFy7g6aefxi9+8QvMmTMHRqMxVC+BJklqH/C6+eabUVFRIX8DSXZKpRK33HIL7rjjDhQUFPge7+7uxsaNG1FTU4PXXnsNX//6133P8VgQWwLpA148FsSOb33rW5gyZQo0Gs2wx99//328+uqr+OUvf4lf/vKXUCqVAHgciEVS+4AXjwOx5+TJk/j4449xyy234MMPPxxzuUg9DrAmVJRxOp3Ytm0bAOCRRx4ZlgVz5513ori4GGfOnMGlS5fC1UQiCpJ//Md/xAMPPIDFixcjJSVlwuW3bt0KALjnnnt8XzKAJ5Bx6623wmw2Y/v27XI1l2QgtQ9Q7KmoqMBXv/rVYcEHAEhNTcUjjzwCADh48CCcTqfvOR4LYksgfYBiz8yZM0cEHwDgU5/6FLKzs9Hb24uGhgbf4zwOxB6pfYBik91ux8svv4yCggL8wz/8w7jLRupxgEGoKHPu3DkMDAwgOzsbpaWlI55fsmQJAAQ0fIOIopfdbsepU6cAAEuXLh3xvPexw4cPh7RdRCSf4uJiAIDD4fCl5PNYEF9G6wMUf1Qq1bCfPA7En6v7AMWuN954A21tbfjKV74yIuttqEg+DrCXRpna2loAGDUABQyO7a2rqwtZmyh8tm/fDpPJBEEQkJubi/LycmRkZIS7WRQGTU1NcDgcSEpKQnp6+ojnvccM7zGEYtupU6dw+fJl2O12pKenY+HChaz9EINaW1sBeIZrJSQkAOCxIN6M1geG4rEg9u3atQtNTU3Izc31ZTrwOBBfRusDQ/E4EDtqa2vxzjvvoKKiArNmzUJbW9uYy0bycYBBqCjT0dEBAKN2JGCwIHV7e3vI2kTh8+abbw77fdOmTbj33ntx3333halFFC4THRt0Oh2MRiPMZjMsFgv0en0om0chtmvXrmG//+lPf8KSJUuwbt26MWdSo+jz7rvvAgAWLFgAtVoNgMeCeDNaHxiKx4LY8/bbb6O+vh42mw2NjY2or69Hamoqvv71r0Oh8Axy4XEgtvnTB4bicSA2uN1u/PKXv4TBYMBDDz004fKRfBxgECrKWK1WAIBWqx31ee+BxLscxaZZs2Zh1apVmDFjBlJTU9HR0YH9+/fjzTffxObNm2EwGHDHHXeEu5kUQt7P/Gi1Ary0Wi1POGNcTk4O1q5di4ULFyIjIwNmsxlnz57F66+/jgMHDsDtduNb3/pWuJtJQXDkyBHs2LEDSqUSDzzwgO9xHgvix1h9AOCxIJYdP34cJ0+e9P2emZmJdevWDcts4XEgtvnTBwAeB2LNtm3bUF1djX/+539GYmLihMtH8nGAQSiiKHT1yWZeXh7uueceTJ06Fc888wzeeOMN3HLLLeMedIgo9qxcuXLY7zqdDitWrMCcOXPw+OOPo7KyEhcuXMD06dPD1EIKhsbGRrz44osQRRFr165FSUlJuJtEITZRH+CxIHZ997vfBQCYzWbU1dVhy5YtePrpp/HZz34W99xzT5hbR6Hgbx/gcSB2dHR04I9//CNmz54dEzMdsjB5lPFmOtlstlGf90Y8mVoZn+bPn4+pU6fCbDbj4sWL4W4OhZD3M2+328dcxnvc4B3P+JOamuo7aTl27FhY20KT09XVhQ0bNsBsNuPOO+8ckfXKY0Hsm6gPjIfHgthhNBoxa9YsfOc738GUKVPwpz/9CVVVVQB4HIgX4/WB8fA4EH1eeeUVOJ1OfOUrX/F7nUg+DjATKsp4i053dnaO+nxXVxcAT1omxaecnBxUV1eju7s73E2hEJro2GC1WmE2m2E0GnnCGae8xUp7enrC2xAKmMlkwg9+8AO0t7ejoqICa9euHbEMjwWxzZ8+MBEeC2KLSqXC9ddfj0uXLuHw4cOYNm0ajwNxZrQ+MBEeB6LLkSNHYDQa8atf/WrY4w6HA4AnBvD0008DANavX4+UlJSIPg4wCBVlvFPx1tTUjPr8pUuXAABFRUUhaxNFFrPZDIDZcPEmLy8ParUafX196Orq8k1S4OU9ZniPIRR/TCYTgLFrClJks1qt2LBhAxoaGlBeXo5HH30UgiCMWI7Hgtjlbx+YCI8FscdbH6avrw8AjwPx6Oo+MBEeB6KP2WzGmTNnRn3O4XD4nvNmPkXycYDD8aLMzJkzYTAY0NraisuXL494/sCBAwCAxYsXh7hlFAn6+vpw9uxZAIPTblJ80Gg0mDt3LgBg3759I57fv38/AGDRokUhbRdFBlEUUVlZCYDHhmjkcDjw4x//GFVVVZg/fz7Wr18/6gxIAI8FsUpKHxgPjwWxyXvxmZ2dDYDHgXh0dR8YD48D0Wfz5s2j/vvZz34GwPN39z6WlZUFILKPAwxCRRmVSoXbb78dAPDqq68OmwXvnXfeQW1tLWbPnj1idgSKHefPn8fBgwfhdruHPd7W1oaf/OQnsNlsWLx48ZjTcVLsWr16NQDgzTffRHNzs+/xCxcu4MMPP4TRaMSqVavC1TySWV9fH7Zt2waLxTLscavVil/96le4ePEiUlJSsGTJkjC1kALhdrvxwgsv4NSpU5g1axYef/xxqFTjJ7LzWBBbpPYBHgtiz7lz53Ds/7d350FRn3ccx9/LKculBCjiEeUoBjS2Rk3UVKxXNaLEwSMzNkenuabJjNaZTpp21DjWNjOdxCQVY2rTitPOVOtBpkqgCUqjUkI1MQgoEjHiAEGURNZVrmX7B7O/cuwiq2wg+Hn9Bb/j2efZ5/f7yX79Pt89darb336tra28//77fPTRR/j5+TF9+nRjn54Dg4u714CeAwID9zlgstvt9m/8VeWONDc3s3HjRsrLyxk2bBjjxo3jypUrlJeXExISwubNm3sVBZdvp7y8PLZt28bQoUMZO3YsgYGB1NXVUVFRQUtLC6NGjWL9+vWEhob2d1flDn3yySfs27fP+P3zzz/HbrcTHx9vbEtLS2PSpEnG7zt37iQrKwt/f38mTJiAzWajqKgIu93O2rVrmTp16jc6Brkz7lwDly9f5sUXX2TIkCHExsYybNgwGhoauHDhAhaLhcDAQF566SXGjRvXH0OR25SVlcXOnTsBmDp1qsu6DY8//jghISHG73oWDB7uXgN6Fgw+jr/9goODiYmJITg4GIvFQmVlJV999RW+vr688MILnYJQoOfAYOLuNaDnwN3BMc/f+c53+MMf/uD0mIH4HFBNqG8hPz8/NmzYwIEDBzh27Bj//e9/CQoKYtasWaxcuVIZMINcXFwc8+fPp7y8nPPnz2O1WvH392fMmDFMmzaN+fPn4+fn19/dlD7Q0NDg9FsOO27ruvb/qaeeYsyYMWRnZ3P69Gl8fHyYMGECaWlpJCQkeLzP0rfcuQaCg4NJTU2lvLycmpoazp07h5eXF5GRkSQnJ5OSktKtHoAMfI66HQCFhYUuj1u+fHmnIJSeBYOHu9eAngWDT2JiIkuXLqW0tJTKykoaGhrw8fEhMjKSBx98kEceeYSoqKhu5+k5MHi4ew3oOSAOA/E5oEwoERERERERERHxONWEEhERERERERERj1MQSkREREREREREPE5BKBERERERERER8TgFoURERERERERExOMUhBIREREREREREY9TEEpERERERERERDxOQSgREREREREREfE4BaFERERERERERMTjFIQSERERERERERGPUxBKREREREREREQ8TkEoERERERERERHxOAWhREREBqkVK1awYsUKSkpK+rsrfaqkpMQYm4iIiIh8e/j0dwdERESkuzsJsPzsZz9j1qxZfdcZuatYrVYOHToEwKJFiwgMDOznHg1cJSUllJSUEBkZqXtORESkFxSEEhERGYBCQ0Odbm9sbKSpqanHY/z8/ACIjo4GwN/f3wM97D/+/v7G2KTvWa1W9u7dC8CsWbMUhOpBSUkJe/fuJTExUUEoERGRXlAQSkREZADasWOH0+179uwxAgSujnF44403+rpbA0JcXNygHZuIiIjIYKaaUCIiIiIiIiIi4nHKhBIRERmkHHWlNmzYQFJSkrH98uXLvPjiiwBs3boVk8nEvn37+Oyzz2hoaCAsLIwZM2bw6KOPMmTIEAAqKyvJzMzkzJkzNDQ0cM8995CcnExqaio+Pq7/nLh8+TJZWVkUFRVRV1eH3W4nPDyciRMnsnjxYsLDw90eV0lJCRs3bgTaM8M6ysvLY9u2bURERJCenk5FRQWZmZmcPXuW69evExYWxpQpU0hLSyMoKMjt13Y4d+4cmZmZlJWV0djYSHh4OA899BBLly6loKCgUx86euWVVygtLWXZsmUu6345st0SExN55ZVXOu27fv06hYWFnDp1iqqqKurr62lubiY0NJSEhAQWLlzId7/73V61W1BQwIcffsgXX3yBxWIhLS2N0tJSSktLjXMc14mDsz61traSm5tLQUEBlZWV3Lhxg6CgIOLj45k3bx7f//73nfan4/U5cuRIMjMz+eSTT7h69SrNzc3d5taV9PR0/v3vf5OcnMwLL7xAQUEB2dnZXLx4kZaWFoYPH84Pf/hDFixYgJeX6/9/LSkpIScnh7KyMiwWCwEBAdx777384Ac/IDk5udO5He8hgNLS0m7z6aw2myfuBxERkW8TBaFERETuYhcuXGD79u1YrVYCAgKw2WzU1tayf/9+zpw5w7p16ygqKmLLli00NTVhNptpbW3lyy+/ZPfu3Vy6dIk1a9Y4bfvo0aNs376dlpYWAHx9fTGZTFRXV1NdXU1eXh5r165l4sSJHhnbsWPHSE9Px2azYTabsdlsXL58mUOHDlFUVMTmzZuNIJs7Dh8+zDvvvIPdbgfAbDZTV1fHgQMHKCwsZM6cOX09FENWVpaxHNPLy4uAgAAArly5wpUrV8jPz+fJJ5/kkUce6bGdXbt2cfDgQUwmE2azGZPJBEBQUBDBwcFYLBYAgoODOwVfugbu6urqePXVV7l06RIAJpOJgIAArl27xokTJzhx4gTz5s3jmWeecdmXL7/8kjfeeINr167h6+vbY1DzVt59911ycnKMcTU3N3Px4kV27txJRUVFt6CaQ0ZGhlGM3XGu1WqluLiY4uJijh49yi9+8Qvj/fby8iI0NNSo0ebt7d3tvXHUZnPo7/tBRERkIFAQSkRE5C62fft2YmJi+MlPfsLIkSNpbm4mNzeXjIwMzpw5w969e8nOzuaBBx5g1apVRERE0NjYSGZmJvv37yc/P5/Zs2dz//33d2q3qKiIrVu34uXlxZIlS5g/fz4REREA1NTU8Pe//52CggJef/11XnvttT7PAGloaODtt98mOTmZZcuWER4eTlNTE0eOHCEjI4NLly7x3nvvsXLlSrfaraioYMeOHdjtdpKSknj66acZMWIEra2tfPzxx/zpT39i3759fTqWjsLCwli2bBmTJ09m9OjR+Pj4YLfbqaurIysri/fff59du3Zx3333MXbsWJdjKC0tJTU1lcWLFxMSEkJLSwtff/01ERERnbJ8fve73xEZGem0ncbGRn77299SVVVFUlISy5cvJz4+Hl9fX27cuMHhw4fZs2cPH3zwASNGjHAZGMvIyCAsLIzVq1eTmJiIl5cX1dXVbr83J06coKmpiSeeeILZs2djNpuxWCz87W9/4/Dhw3z00UfMmjWL8ePHdzovOzvbCEDNnTuXFStWMHToUBobG8nNzeWvf/0rxcXFvPPOO0bANTw8nB07dhjZZQkJCd0yxDrq7/tBRERkoFBNKBERkbtYWFgYv/zlLxk5ciTQnr2xcOFCHn74YQD2799PXFwcq1evNj40DxkyhMcee4z77rsPgPz8/E5ttrW18e6772K32/npT3/Kj3/8YyIjIzGZTJhMJqKjo1m7di2TJ0/m5s2bHDx4sM/H1dTUxPTp03n++eeND/T+/v4sWLCAhQsXAnD8+HG32929ezc2m43hw4fz8ssvM2LECAB8fHyYMWMGq1evxmq19t1AunAESWJiYoyMIZPJRGRkJE899RTz58+nra2NnJwcl200NjaSkpLCqlWrCAkJAdqzchzz21sHDx6kqqqKxMREfv3rX5OYmIivry/Qnh2WkpJiBLP27duHzWZz2o7JZGLdunWMHz/eyLq6nW8/tFqtPPvss6SkpGA2m4H2TK7nn3+emJgYoD07rqOOy/5mzJjBs88+y9ChQ4H263zRokU88cQTQPt1XlFR4Xa/BsL9ICIiMlAoCCUiInIXW7RokRE46KjjkqBHH33UWK7l7JiLFy922n7mzBlqamoIDg5m9uzZLl975syZAHz22We31fdbSUtLc7p98uTJQPsysKampl63Z7VaOXXqFABLlizpttwK4Hvf+57LmkzfhEmTJgFw9uxZl8eYTCZSU1Pv+LWOHDkCQEpKissldFOmTCEgIACLxeIygDNz5kzuueeeO+6Po06ZM445r6ys7LS9qKiI69evA7B8+XKn5/7oRz9i2LBhQPcgVm8MlPtBRERkINByPBERkbtYXFyc0+2hoaHGz7GxsT0e0zXzp6ysDIAbN27w3HPPuXzt1tZWoL2uUF8LCgoiKirK6b6wsDDjZ6vVir+/f6/avHDhglEHquuSro7Gjx/PuXPn3Oite2pra8nJyaGkpITa2lpu3rxp9Mvh6tWrLs+PiorqNL+3o76+3pi3t99+u8eC342NjUD7PMfHx3fbn5CQcEd9cYiNjXUaLAWMIJIj4ORw/vx5oD2A5Sr7ysvLi6SkJI4dO2Yc746BcD+IiIgMFApCiYiI3MVcFeb29vY2fnYUY3Z1TNdlVvX19cb2a9eu3bIPzc3NveqrO1z1GegUMHF88O+NjmPpGMjqqqd9d6qwsJA333zTKG4N7WN1ZGW1trZitVp7zPC60wAU/H+OAaOI+a24mue+6A/0POeurlXHnN5qzhyZWg0NDW73ayDcDyIiIgOFglAiIiLSp9ra2gCIj49n8+bN/dybwcNisZCenk5LSwvjx49n2bJlxMXFdVoWePr0aTZt2tRjOz1lLfWWY44BtmzZYtTGuh190Z+BTPeDiIjI/w3uf/VFRETkG+co7DzYlhV1zNjpmAnUVU/7HBk5HTOZurpx44bT7Z9++ik3b94kMDCQl156icTExG51qb7++muX7fYlxxzDt3ueHXPa05zB/5c3Ogq5u2Ow3g8iIiK3Q0EoERER6VPjxo0D2gMit1NDZ6AaO3asUXOopKTE5XE97QsMDAR6rtn0+eefO91+5coVoP2b41zVsTp9+rTLdnurN5lJkZGRxhK2kydP3vFr9hdHvbOrV69SXV3t9Ji2tjZjTrvWR3O8V11rcnU0WO8HERGR26EglIiIiPSppKQkoyh4RkbGLesudS0WPVAFBgYa3wj4z3/+02ntnqKiIqMQtTP33nsv0P4NaI6C3R0VFxe7LGpuNpsBqKmpcfraX3zxxW19e1tXHWsrdS0639GcOXMAOHz4MBcuXOixzYE6x/fffz/BwcEA/OMf/3B6zAcffMBXX30FwMMPP9xpn+O9cpW9BoP3fhAREbkdCkKJiIhIn/L29uaZZ57B29ubs2fPsmHDBk6fPt3pw3dtbS3/+te/ePnll8nJyenH3rpn5cqVeHl5UVVVxauvvmpkz9hsNvLz89myZYuR7eTMtGnTMJlMWCwW3nzzTSMjqrm5mby8PH7/+98TFBTk9NyJEydiMpm4fv06b731lrGErLW1lfz8fH7zm9/0WJy7twIDA40spyNHjnQr5u2wePFiRo8eTUtLCxs3biQ7O7tTkXKr1cqnn37K1q1bWb9+/R33yxP8/PxYvnw5AMePH+ePf/yjsaSxqamJrKwsdu7cCcD06dOJiYnpdP6oUaMAuHTpksvg42C+H0RERNylwuQiIiLS5yZMmMDPf/5z0tPTKS8vZ9OmTXh7e2M2m2lsbOxUE2nKlCn92FP3xMbG8vTTT7Njxw6Ki4tZs2YNZrOZlpYWWlpaGDFiBHPmzGHXrl1Oz4+OjiYtLY29e/dy8uRJTp48idlspqmpCZvNxpQpUxg1ahT79+/vdu7w4cNZsmQJ7733HoWFhRQWFnY6NzIykscee4y33nrrjsc5b948du/eTXZ2Nrm5uYSEhODl5UV8fDxr1qwB2r9Z8Ve/+hWvvfYa5eXl/PnPf+Yvf/kLZrOZtrY2bt68abTnyAQaiBYsWEBtbS2HDh3iww8/JDc317hOHQG4pKQknnvuuW7nJiUlER0dTXV1NevWrSMwMNDIWHv88cd56KGHgMF7P4iIiLhLQSgRERHxiKlTp5KQkEBOTg6nTp2ipqYGq9WKv78/0dHRxMbGMmnSJCZNmtTfXXXL3LlzGT16NAcOHKCsrIympibCw8N58MEHWbp0KR9//HGP569YsYKoqChycnKorKykra2NMWPGMHv2bObOnetyWRjAqlWrGDVqFNnZ2VRWVmKz2YiKimLq1Kmkpqbecllcby1dupSAgACOHj1KVVUV9fX12O12IiIiOh0XFhbGpk2b+M9//sPx48c5f/48FosFk8lEREQEo0ePZsKECUybNq1P+uUpTz75JA888AA5OTmUlZVhsVgYMmQIY8aMYebMmSQnJzutleXt7c369evZs2cPxcXF1NfXG0sYuy63HKz3g4iIiDtM9p4qKYqIiIiIW/Ly8ti2bRsRERGkp6f3d3dEREREBgzVhBIREREREREREY9TEEpERERERERERDxOQSgREREREREREfE4BaFERERERERERMTjVJhcREREREREREQ8TplQIiIiIiIiIiLicQpCiYiIiIiIiIiIxykIJSIiIiIiIiIiHqcglIiIiIiIiIiIeJyCUCIiIiIiIiIi4nEKQomIiIiIiIiIiMcpCCUiIiIiIiIiIh6nIJSIiIiIiIiIiHicglAiIiIiIiIiIuJxCkKJiIiIiIiIiIjHKQglIiIiIiIiIiIepyCUiIiIiIiIiIh4nIJQIiIiIiIiIiLicQpCiYiIiIiIiIiIx/0PrPnMrcXBbIkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x750 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/entropy_plots/\n"
     ]
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.all_entropy(experiment_folder_path=my_exp,\n",
    "                        melody_names = ['\"chor-006\"'],\n",
    "                        savefig = True,\n",
    "                        showfig = True,\n",
    "                        fig_format = 'png',\n",
    "                        dpi = 150,\n",
    "                        figsize = (8, 5),\n",
    "                        grid = True,\n",
    "                        ggplot = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95411fb2",
   "metadata": {},
   "source": [
    "## Plot piano roll of pitch prediction and ground truth\n",
    "\n",
    "`BasicPlot.pianoroll_pitch_prediction_groundtruth`\n",
    "\n",
    "Generate a pair of figures (the predicted pitch distribution and the ground truth) side by side.\n",
    "If users intend to plot figures for specific songs, they can do so by specifying either the melody names,\n",
    "or the starting/ending index in the melody list.\n",
    "\n",
    "In the following example, we will: \n",
    "\n",
    "    - plot the melody named '\"chor-010\"'\n",
    "    - save the fig ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "26ff3660",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pianoroll_pitch_prediction_groundtruth\n",
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/pianoroll_pitch_prediction_groundtruth/\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x4000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.pianoroll_pitch_prediction_groundtruth(experiment_folder_path=my_exp,\n",
    "                                                melody_names = ['\"chor-010\"'],\n",
    "                                                savefig = True,\n",
    "                                                fig_format = 'png',\n",
    "                                                dpi = 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1433ff55",
   "metadata": {},
   "source": [
    "For some melodies that are relatively short and you may want to show the subplot side-by-side. You can do so by setting the `nrows` and `ncols` parameters\n",
    "\n",
    "For example, in the following example, we will: \n",
    "\n",
    "    -  plot the melody named '\"chor-003\"'\n",
    "    - set the fig to show subplot side-by-side\n",
    "    - save and show the fig here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c7e5f80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pianoroll_pitch_prediction_groundtruth\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6000x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/pianoroll_pitch_prediction_groundtruth/\n"
     ]
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.pianoroll_pitch_prediction_groundtruth(experiment_folder_path=my_exp,\n",
    "                                                melody_names = ['\"chor-003\"'],\n",
    "                                                savefig = True,\n",
    "                                                showfig = True,\n",
    "                                                fig_format = 'png',\n",
    "                                                 figsize=(20,5),\n",
    "                                                dpi = 300,\n",
    "                                                nrows=1,\n",
    "                                                ncols=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d86ccd5d",
   "metadata": {},
   "source": [
    "## Plot piano roll of ground truth and overall surprisal (information content)\n",
    "\n",
    "`BasicPlot.pianoroll_groundtruth_overall_surprisal`\n",
    "\n",
    "Generate a pair of figures: ground truth piano roll on the top and the surprisal line plot on the bottom.\n",
    "\n",
    "In the following example, we will: \n",
    "\n",
    "    - plot the first 2 melodies,\n",
    "    - save and show the fig here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "88eba709",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pianoroll_groundtruth_surprisal\n",
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/pianoroll_groundtruth_surprisal/\n",
      "Plots saved in experiment_history/21-05-22_17.05.05/plots/pianoroll_groundtruth_surprisal/\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# specify experiment folder\n",
    "my_exp = 'experiment_history/21-05-22_17.05.05/'\n",
    "\n",
    "# specify plotting params\n",
    "BasicPlot.pianoroll_groundtruth_overall_surprisal(experiment_folder_path=my_exp,\n",
    "                                                starting_index=0,\n",
    "                                                  ending_index=2,\n",
    "                                                savefig = True,\n",
    "                                                showfig = False,\n",
    "                                                fig_format = 'png',\n",
    "                                                dpi = 400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "584f9b21",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "971527c5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4418dbb9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0df72bf4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7eda4dff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1574f53d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py2lispIDyOM",
   "language": "python",
   "name": "py2lispidyom"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}