andrzejnovak/Untitled.ipynb

## Untitled.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "87f7dcca-da4f-4e54-8843-9e5a177bead6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import uproot\n",
    "import mplhep as hep\n",
    "import plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6bae65c3-df52-4606-8b55-3510c43f0888",
   "metadata": {},
   "outputs": [],
   "source": [
    "f1 = uproot.open(\"fitDiagnostics.hadelModel_cristina.root\")\n",
    "f2 = uproot.open(\"fitDiagnostics.hadelModel_dylan.root\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "63ffde90-8804-43e1-8b45-e8fd59f6b092",
   "metadata": {},
   "outputs": [],
   "source": [
    "fk1 = [k.split(\"/\")[0] for k in f1['shapes_prefit'].keys() if 'data' in k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "a02548d3-fd4f-47c0-92f2-d11c495767a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "fk2= [k.split(\"/\")[0] for k in f2['shapes_prefit'].keys() if 'data' in k]\n",
    "# fk2 = [k if 'ptbin' not in k else k.split(\"bin0\")[-1] for k in a ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "01aced13-10d4-4fe2-9587-e427653f6dcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "match_dict = dict(zip(fk1, fk2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "673a4734-a5d8-42a5-9c64-7d12c2c17bd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'failhadel2017': 'ptbin0failhadel2017',\n",
       " 'loosepasshadel2017': 'ptbin0loosepasshadel2017',\n",
       " 'topCRfailhadel2017': 'ptbin0passhadel2017',\n",
       " 'topCRloosepasshadel2017': 'topCRfailhadel2017',\n",
       " 'topCRpasshadel2017': 'topCRloosepasshadel2017',\n",
       " 'wlnuCRfailhadel2017': 'topCRpasshadel2017',\n",
       " 'wlnuCRloosepasshadel2017': 'wlnuCRfailhadel2017',\n",
       " 'wlnuCRpasshadel2017': 'wlnuCRloosepasshadel2017',\n",
       " 'passhadel2017': 'wlnuCRpasshadel2017'}"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "11aba136-9713-49a2-bec7-ac917cb4791c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(338, 338)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(f2.keys()), len(set(f2.keys()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "b6794e1f-65d8-4e38-ab19-0bf001e26cd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/anovak/mplhep/src/mplhep/error_estimation.py:49: RuntimeWarning: divide by zero encountered in divide\n",
      "  counts = sumw / scale\n",
      "/home/anovak/mplhep/src/mplhep/error_estimation.py:49: RuntimeWarning: divide by zero encountered in divide\n",
      "  counts = sumw / scale\n",
      "/tmp/ipykernel_15666/2113438982.py:7: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
      "  fig, ax = plt.subplots()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l3759BkdVmiIgIAAajQZLlixBVlYWdu3ahZ07dzY4j7e3N9LT05GRkYHr16836ohLREQEbt68iYkTJ+LUqVPIysrCoUOHMH36dCmUeHt74+TJk8jJycH169fr3W/0ej3S0tKQlpYGvV6PK1euyNqzuTCgEFGr0717d5w5cwbDhw/Ha6+9hn79+mHUqFFISkrCli1bTFpWZWUlIiIi8NBDDyE0NBS9e/fG3//+dwDV/UJWrlyJxYsXw83NrUm/ygHgqaeewoIFCxAZGYlHHnkEJ06cwJtvvikrU15ejoyMDJOv9nj33XfxwAMPYOjQoQgPD0dISAgGDhzYpHrWZ+nSpRg4cCBCQkIQFBQEd3d3gxuHrV27FsOGDUN4eDiCg4Px2GOPYdCgQbIyNUcnXnvtNfTp0wdPP/00Tp06JR11qWvbtm2oqKhAREQEPDw8pOHVV1+VykyYMAHr1q3DsmXL8MgjjyAtLQ2JiYmyjrNbt26Fv7+/1HH18ccfh7+/P/bt2ydb3/bt2zF06FCDDtglJSVISkoyS0BxdHTERx99hK+++gr9+/fHJ598ctcrZmbPno0+ffpg8ODBcHFxwXfffXfX9Xh6euK7775DZWUlRo8ejf79+2P+/PlwcHCQgmN0dDQsLS3Rt29fuLi4SP2W6l7Fc/XqVfj7+8Pf3x95eXlYt24d/P39jQY5c1IJU3ucKUBxcTHs7e1RVFQk62RGpuNVPO1XaWkpsrOz4ePjc09PHAW4H1Hbtnv3bixduhQXL15s6arUKyMjA76+vrh8+TJ69uzZ5OXodDo4OTnh4MGDCAoKatIyGvrfYsr3N4+gEBERNcDW1tZoZ1OluHnzJv75z3/Czs7unm/Dn5ycjBEjRjQ5nJgTf+YQ0T3TqDsgZ83YuxckaoVGjx7d0lVo0MyZM5GamootW7bA2tr6npY1duxYg87ILYUBhYiIqBWr2+G6reApHiIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIrp3+hJghX31oC9p6doQURtgckA5fvw4wsPD4enpCZVKhb1798qmq1Qqo8PatWulMt7e3gbT16xZc88bQ0RkqqCgIMyfP79F1r1t2zZ4eXnBwsICGzZsaNQ83t7esrK1/w/n5ORApVLd9eFzTWFqO+3cudPkhza2RStWrMAjjzzSYJm6n1tzfo6tickBpaSkBH5+fti8ebPR6Xl5ebJhx44dUKlUGD9+vKzcqlWrZOVMfbQ5EbVf06ZNk37cWFlZwc3NDaNGjcKOHTvM/qC85lJcXIzIyEgsWrQIV65cwZw5cxo136lTpxpdVkl2796NUaNGwcXFBXZ2dggMDMShQ4cMym3evBne3t7o2LEjAgICDB6euG3bNgQFBcHOzg4qlQqFhYWy6UePHq33h/KpU6dkZY8dO3bPd1411bRp0wyeY+Tl5YW8vDz069fP6PvGaGyAvHDhAsaPHy8dKGhsMG4JJgeUsLAw/OUvf5Ee7V2Xu7u7bEhISMDw4cPRvXt3WbnOnTvLytV9ZDopm05fAe/FB+C9+AB0+oqWrg61Q6GhocjLy0NOTg4OHjyI4cOH49VXX8WTTz6Jigrl75O5ubkoLy/H2LFj4eHhAY1G06j5XFxcGl1WSY4fP45Ro0bhq6++QmpqKoYPH47w8HCcPXtWKvPpp58iKioKy5cvx5kzZ+Dn54eQkBBcu3ZNKqPT6RAaGoolS5YYXc/QoUMNfijPmjULPj4+GDx4sKxsQkICwsPDm2eDTWBpaQl3d3d06NDB6Htz0ul06N69O9asWQN3d3ezL9+cmrUPSkFBAQ4cOICZM2caTFuzZg2cnJzg7++PtWvXNvgPpaysDMXFxbKBiNo3a2truLu7o0uXLhg4cCCWLFmChIQEHDx4UHp8/YwZM/Dkk0/K5isvL4erqyu2b99udLn/+Mc/MHjwYOlH1KRJk2RfkDW/0JOSkjB48GBoNBoMHToUGRkZja77zp070b9/fwDVT2ZWqVTIyclBVlYWxo0bBzc3N9ja2uLRRx/FN998I5u37ikeY/7zn/9g+PDh0Gg08PPzQ0pKijTtxo0bmDhxIrp06QKNRiM9Ube2kpISTJkyBba2tvDw8MD69esN1lFWVobo6Gh06dIFnTp1QkBAAI4ePVpvnTZs2ICFCxfi0UcfRa9evbB69Wr06tULX375pVTm3XffxezZszF9+nT07dsXW7duhUajwY4dO6Qy8+fPx+LFi/GHP/zB6HrUarXsx6+TkxMSEhIwffp0qFQqWdl9+/ZJTygOCgrCvHnzMH/+fDzwwANwc3PDBx98gJKSEkyfPh2dO3dGz549cfDgQWl+Y6ex9u7da7CeGitWrMCHH36IhIQE6ajO0aNHG3WK5/z58wgLC4OtrS3c3Nzw4osv4vr16wCqj8ocO3YMGzdulJabk5NjtA6PPvoo1q5di+eff/6eb4vf3Jo1oHz44Yfo3LkznnnmGdn4V155BfHx8UhOTsZLL72E1atXY+HChfUuJzY2Fvb29tJwvw/JEbUbQlR3cm1o0P5mZLh+Zxna68bLNLRMMz1UfcSIEfDz88Pu3bsBALNmzUJiYiLy8vKkMvv374dOp8OECROMLqO8vBxvvfUWfvzxR+zduxc5OTmYNm2aQbk33ngD69evx+nTp9GhQwfMmDFDmlbzBVPfF/aECROk4PHDDz8gLy8PXl5e0Gq1GDNmDJKSknD27FmEhoYiPDwcubm5JrXDG2+8gejoaKSlpaF3796YOHGi9COwtLQUgwYNwoEDB3D+/HnMmTMHL774ouxUyuuvv45jx44hISEBX3/9NY4ePYozZ87I1hEZGYmUlBTEx8cjPT0dzz77LEJDQ3H58uVG1bGqqgq3bt2Co6MjAECv1yM1NRXBwcFSGQsLCwQHB8sClqn27duHGzduYPr06bLxFy5cwLVr1zBixAhp3IcffghnZ2f88MMPmDdvHubOnYtnn30WQ4cOxZkzZzB69Gi8+OKL0Ol0TapLdHQ0nnvuOenoX15eHoYOHXrX+QoLCzFixAj4+/vj9OnTSExMREFBAZ577jkAwMaNGxEYGIjZs2dLy635nvT29saKFSuaVN+W1qzP4tmxYwcmT55s8LjlqKgo6fWAAQOgVqvx0ksvITY21miii4mJkc1TXFzMkELUHMp1wGrPe1vGpgGmz7PkKqA2z2leX19fpKenA6g+3N+nTx/84x//kH4ExcXF4dlnn4Wtra3R+WsHje7du2PTpk149NFHodVqZfO8/fbbeOKJJwAAixcvxtixY1FaWoqOHTvCysoKffr0qfdUjI2NDZycnABUn7KpOdTu5+cHPz8/qdxbb72FPXv2YN++fYiMjGx0G0RHR0sPfFu5ciUefvhhZGZmwtfXF126dEF0dLRUdt68eTh06BA+++wzDBkyBFqtFtu3b8dHH32EkSNHAqj+4n7wwQeleXJzcxEXF4fc3Fx4enpK60xMTERcXBxWr1591zquW7cOWq1W+pK9fv06Kisr4ebmJivn5uaGf//7343e9rq2b9+OkJAQWf2B6tM7ISEhUKvV0jg/Pz8sXboUQPX3zpo1a+Ds7IzZs2cDAJYtW4YtW7YgPT293iM4DbG1tYWNjQ3KyspMOr3yt7/9Df7+/rJ23bFjB7y8vPDTTz+hd+/eUKvV0Gg0Bsvt0aMHnJ2dTa6rEjRbQPnXv/6FjIwMfPrpp3ctGxAQgIqKCuTk5KBPnz4G062trRV/KIqIlEEIITvEPmvWLGzbtg0LFy5EQUEBDh48iCNHjtQ7f2pqKlasWIEff/wRv//+u9TpNjc3F3379pXKDRhwJ4h5eHgAAK5du4auXbuiS5cuTfpS1Wq1WLFiBQ4cOIC8vDxUVFTg9u3bJh9Bqa9uvr6+qKysxOrVq/HZZ5/hypUr0Ov1KCsrk8JUVlYW9Ho9AgICpGU4OjrK/jefO3cOlZWV6N27t2y9ZWVlUvBqyK5du7By5UokJCTA1dXVpG0zxa+//iqFr7oSEhIMQl/tdrO0tISTk5N0Kg6AFJ5qn/K7H3788UckJycbDdVZWVkGn0NtSUlJzVm1ZtVsAWX79u0YNGiQ7NdAfdLS0mBhYdGsOyoRNYKVpvpoRkP0Rg5v63V3jpy8kg6ojRw5MDau9nrN5NKlS/Dx8ZHeT5kyBYsXL0ZKSgpOnDgBHx8fDBs2zOi8JSUlCAkJQUhICD7++GO4uLggNzcXISEh0Ov18ipbWUmvawLRvV5BFB0djcOHD2PdunXo2bMnbGxs8Kc//clg3XfTUN3Wrl2LjRs3YsOGDejfvz86deqE+fPnm7QOrVYLS0tLpKamwtLSUjatviNTNeLj4zFr1ix8/vnnstM5zs7OsLS0REFBgax8QUFBkztzxsXFwcnJSepnUiMvLw9nz56VjjLVqN1uAKSrxGq/B+60pYWFBUSd05Pl5eVNqmtDtFotwsPD8de//tVgWk0AbYtMDiharRaZmZnS++zsbKSlpcHR0RFdu3YFUH0K5vPPPzfasSolJQUnT57E8OHD0blzZ6SkpGDBggV44YUX8MADD9zDphDRPVOp7n6qxdj02jdns3U22+kaUx05cgTnzp3DggULpHFOTk54+umnERcXh5SUFIO+CLX9+9//xo0bN7BmzRrpNPLp06ebvd41vvvuO0ybNk26SlKr1dbb2fFe1jFu3Di88MILAKq/bH/66Sfp6FCPHj1gZWWFkydPSv/Tf//9d/z000/SKS1/f39UVlbi2rVr9YY9Yz755BPMmDED8fHxBuFArVZj0KBBSEpKki7DraqqQlJSkkmnt2oIIRAXF4cpU6YYBI8vv/wSQ4cOlfq/NJWLiwtu3bqFkpIS6UrUu927RK1Wo7Ky0qT1DBw4EF988QW8vb3rvbKnKctVOpM7yZ4+fRr+/v7w9/cHUN2fxN/fH8uWLZPKxMfHQwiBiRMnGsxvbW2N+Ph4PPHEE3j44Yfx9ttvY8GCBdi2bds9bAYRtTdlZWXIz8/HlStXcObMGaxevRrjxo3Dk08+iSlTpsjKzpo1Cx9++CEuXbqEqVOn1rvMrl27Qq1W4/3338d//vMf7Nu3D2+99ZbJdbty5Qp8fX0N7uFxN7169cLu3buRlpaGH3/8EZMmTTL7fV169eqFw4cP48SJE7h06RJeeukl2VELW1tbzJw5E6+//jqOHDmC8+fPY9q0abCwuPN10bt3b0yePBlTpkzB7t27kZ2djR9++AGxsbE4cOCA0fXu2rULU6ZMwfr16xEQEID8/Hzk5+ejqKhIKhMVFYUPPvhA+qzmzp0rXUVTIz8/H2lpadIP5XPnziEtLQ03b96Ure/IkSPIzs7GrFmzDOpS++qdexEQEACNRoMlS5YgKysLu3btkq4gq4+3tzfS09ORkZGB69evN+qIS0REBG7evImJEyfi1KlTyMrKwqFDhzB9+nQplHh7e+PkyZPIycnB9evX691v9Ho90tLSkJaWBr1ejytXrsjaU0lMDihBQUEQQhgMtT+UOXPmQKfTwd7e3mD+gQMH4vvvv0dhYSFu376NixcvIiYmhn1MiMgkiYmJ8PDwgLe3N0JDQ5GcnIxNmzYhISHB4LRDcHAwPDw8EBISInXqNMbFxQU7d+7E559/jr59+2LNmjVYt26dyXUrLy9HRkaGyVd7vPvuu3jggQcwdOhQhIeHIyQkBAMHDjR5/Q1ZunQpBg4ciJCQEAQFBcHd3d3gxmFr167FsGHDEB4ejuDgYDz22GMYNGiQrEzN0YnXXnsNffr0wdNPP41Tp05JR13q2rZtGyoqKhAREQEPDw9pePXVV6UyEyZMwLp167Bs2TI88sgjSEtLQ2Jioqzj7NatW+Hv7y91XH388cfh7++Pffv2yda3fft2DB06FL6+vrLxJSUlSEpKMktAcXR0xEcffYSvvvpKulz7blfMzJ49G3369MHgwYPh4uKC77777q7r8fT0xHfffYfKykqMHj0a/fv3x/z58+Hg4CAFx+joaFhaWqJv377SqUnA8Cqeq1evSgcZ8vLysG7dOvj7+xsNci1NJeqeQGsFiouLYW9vj6KiItjZ2bV0dVo1nb4CfZdV383x4qoQaNSNO+vX1PlIOUpLS5GdnQ0fHx+DK+1Mpi+5c/WPGa/IMRetVosuXbogLi7O4LYH1L7s3r0bS5cuxcWLF1u6KvXKyMiAr68vLl++jJ49ezZ5OTqdDk5OTjh48CCCgoLMV8G7aOh/iynf3/xWIaI2q6qqCtevX8f69evh4OBgll/N1LrZ2toa7WyqFDdv3sQ///lP2NnZ3fPtNJKTkzFixIj7Gk7MiQGFiO6duhOwouju5e6z3Nxc+Pj44MEHH8TOnTub5dbh1LqMHj26pavQoJkzZyI1NRVbtmy5564PY8eONeiM3Jrwr5WI2ixvb2+Dy0CJlGzPnj0tXQXFaNZb3RMRERE1BQMKERERKQ4DClE7x1MgRGRO5vqfwoBC1E7V3F2zqU9mJSIypuZ/St07+JqKnWSJ2ilLS0s4ODhIDz7TaDSyh+wREZlCCAGdTodr167BwcHB4IaJpmJAIWrHah7Cdr+fzkpEbZeDg0OTH/BYGwMKUTumUqng4eEBV1fXZnkKKxG1L1ZWVvd85KQGAwoRwdLS0mz/VIiIzIGdZImIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHFMDijHjx9HeHg4PD09oVKpsHfvXtn0adOmQaVSyYbQ0FBZmZs3b2Ly5Mmws7ODg4MDZs6cCa1We08bQkRERG2HyQGlpKQEfn5+2Lx5c71lQkNDkZeXJw2ffPKJbPrkyZNx4cIFHD58GPv378fx48cxZ84c02tPREREbVIHU2cICwtDWFhYg2Wsra3h7u5udNqlS5eQmJiIU6dOYfDgwQCA999/H2PGjMG6devg6elpapWIiIiojWmWPihHjx6Fq6sr+vTpg7lz5+LGjRvStJSUFDg4OEjhBACCg4NhYWGBkydPNkd1iIiIqJUx+QjK3YSGhuKZZ56Bj48PsrKysGTJEoSFhSElJQWWlpbIz8+Hq6urvBIdOsDR0RH5+flGl1lWVoaysjLpfXFxsbmrTURERApi9oDy/PPPS6/79++PAQMGoEePHjh69ChGjhzZpGXGxsZi5cqV5qoiERERKVyzX2bcvXt3ODs7IzMzEwDg7u6Oa9euycpUVFTg5s2b9fZbiYmJQVFRkTT88ssvzV1tIiIiakHNHlB+/fVX3LhxAx4eHgCAwMBAFBYWIjU1VSpz5MgRVFVVISAgwOgyrK2tYWdnJxuIiIio7TL5FI9Wq5WOhgBAdnY20tLS4OjoCEdHR6xcuRLjx4+Hu7s7srKysHDhQvTs2RMhISEAgIceegihoaGYPXs2tm7divLyckRGRuL555/nFTxEREQEoAlHUE6fPg1/f3/4+/sDAKKiouDv749ly5bB0tIS6enpeOqpp9C7d2/MnDkTgwYNwr/+9S9YW1tLy/j444/h6+uLkSNHYsyYMXjsscewbds2820VERERtWomH0EJCgqCEKLe6YcOHbrrMhwdHbFr1y5TV01ERETtBJ/FQ0RERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIpjckA5fvw4wsPD4enpCZVKhb1790rTysvLsWjRIvTv3x+dOnWCp6cnpkyZgqtXr8qW4e3tDZVKJRvWrFlzzxtDREREbYPJAaWkpAR+fn7YvHmzwTSdToczZ87gzTffxJkzZ7B7925kZGTgqaeeMii7atUq5OXlScO8efOatgVERETU5nQwdYawsDCEhYUZnWZvb4/Dhw/Lxv3tb3/DkCFDkJubi65du0rjO3fuDHd3d1NXT0RERO1As/dBKSoqgkqlgoODg2z8mjVr4OTkBH9/f6xduxYVFRX1LqOsrAzFxcWygYiIiNouk4+gmKK0tBSLFi3CxIkTYWdnJ41/5ZVXMHDgQDg6OuLEiROIiYlBXl4e3n33XaPLiY2NxcqVK5uzqkRERKQgzRZQysvL8dxzz0EIgS1btsimRUVFSa8HDBgAtVqNl156CbGxsbC2tjZYVkxMjGye4uJieHl5NVfViYiIqIU1S0CpCSc///wzjhw5Ijt6YkxAQAAqKiqQk5ODPn36GEy3trY2GlyIiIiobTJ7QKkJJ5cvX0ZycjKcnJzuOk9aWhosLCzg6upq7uoQERFRK2RyQNFqtcjMzJTeZ2dnIy0tDY6OjvDw8MCf/vQnnDlzBvv370dlZSXy8/MBAI6OjlCr1UhJScHJkycxfPhwdO7cGSkpKViwYAFeeOEFPPDAA+bbMiIiImq1TA4op0+fxvDhw6X3NX1Dpk6dihUrVmDfvn0AgEceeUQ2X3JyMoKCgmBtbY34+HisWLECZWVl8PHxwYIFC2R9TIiIiKh9MzmgBAUFQQhR7/SGpgHAwIED8f3335u6WiIiImpH+CweIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHJMDyvHjxxEeHg5PT0+oVCrs3btXNl0IgWXLlsHDwwM2NjYIDg7G5cuXZWVu3ryJyZMnw87ODg4ODpg5cya0Wu09bQgRERG1HSYHlJKSEvj5+WHz5s1Gp7/zzjvYtGkTtm7dipMnT6JTp04ICQlBaWmpVGby5Mm4cOECDh8+jP379+P48eOYM2dO07eCiIiI2pQOps4QFhaGsLAwo9OEENiwYQOWLl2KcePGAQD+3//7f3Bzc8PevXvx/PPP49KlS0hMTMSpU6cwePBgAMD777+PMWPGYN26dfD09LyHzSEiIqK2wKx9ULKzs5Gfn4/g4GBpnL29PQICApCSkgIASElJgYODgxROACA4OBgWFhY4efKkOatDRERErZTJR1Aakp+fDwBwc3OTjXdzc5Om5efnw9XVVV6JDh3g6OgolamrrKwMZWVl0vvi4mJzVpuIiIgUplVcxRMbGwt7e3tp8PLyaukqERERUTMya0Bxd3cHABQUFMjGFxQUSNPc3d1x7do12fSKigrcvHlTKlNXTEwMioqKpOGXX34xZ7WJiIhIYcwaUHx8fODu7o6kpCRpXHFxMU6ePInAwEAAQGBgIAoLC5GamiqVOXLkCKqqqhAQEGB0udbW1rCzs5MNRERE1HaZ3AdFq9UiMzNTep+dnY20tDQ4Ojqia9eumD9/Pv7yl7+gV69e8PHxwZtvvglPT088/fTTAICHHnoIoaGhmD17NrZu3Yry8nJERkbi+eef5xU8REREBKAJAeX06dMYPny49D4qKgoAMHXqVOzcuRMLFy5ESUkJ5syZg8LCQjz22GNITExEx44dpXk+/vhjREZGYuTIkbCwsMD48eOxadMmM2wOERERtQUmB5SgoCAIIeqdrlKpsGrVKqxatareMo6Ojti1a5epqyYiIqJ2olVcxUNERETtCwMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpjtkDire3N1QqlcEQEREBAAgKCjKY9vLLL5u7GkRERNSKdTD3Ak+dOoXKykrp/fnz5zFq1Cg8++yz0rjZs2dj1apV0nuNRmPuahAREVErZvaA4uLiInu/Zs0a9OjRA0888YQ0TqPRwN3d3dyrJiIiojaiWfug6PV6fPTRR5gxYwZUKpU0/uOPP4azszP69euHmJgY6HS6BpdTVlaG4uJi2UBERERtl9mPoNS2d+9eFBYWYtq0adK4SZMmoVu3bvD09ER6ejoWLVqEjIwM7N69u97lxMbGYuXKlc1ZVSIiIlKQZg0o27dvR1hYGDw9PaVxc+bMkV73798fHh4eGDlyJLKystCjRw+jy4mJiUFUVJT0vri4GF5eXs1XcSIiImpRzRZQfv75Z3zzzTcNHhkBgICAAABAZmZmvQHF2toa1tbWZq8jERERKVOz9UGJi4uDq6srxo4d22C5tLQ0AICHh0dzVYWIiIhamWY5glJVVYW4uDhMnToVHTrcWUVWVhZ27dqFMWPGwMnJCenp6ViwYAEef/xxDBgwoDmqQkRERK1QswSUb775Brm5uZgxY4ZsvFqtxjfffIMNGzagpKQEXl5eGD9+PJYuXdoc1SAiIqJWqlkCyujRoyGEMBjv5eWFY8eONccqiYiIqA3hs3iIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUNoInb4C3osPwHvxAej0FS1dHSIionvCgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIpj9oCyYsUKqFQq2eDr6ytNLy0tRUREBJycnGBra4vx48ejoKDA3NUgIiKiVqxZjqA8/PDDyMvLk4Zvv/1WmrZgwQJ8+eWX+Pzzz3Hs2DFcvXoVzzzzTHNUg4iIiFqpDs2y0A4d4O7ubjC+qKgI27dvx65duzBixAgAQFxcHB566CF8//33+MMf/tAc1SEiIqJWplmOoFy+fBmenp7o3r07Jk+ejNzcXABAamoqysvLERwcLJX19fVF165dkZKSUu/yysrKUFxcLBuIiIio7TJ7QAkICMDOnTuRmJiILVu2IDs7G8OGDcOtW7eQn58PtVoNBwcH2Txubm7Iz8+vd5mxsbGwt7eXBi8vL3NXm4iIiBTE7Kd4wsLCpNcDBgxAQEAAunXrhs8++ww2NjZNWmZMTAyioqKk98XFxQwpREREbVizX2bs4OCA3r17IzMzE+7u7tDr9SgsLJSVKSgoMNpnpYa1tTXs7OxkAxEREbVdzR5QtFotsrKy4OHhgUGDBsHKygpJSUnS9IyMDOTm5iIwMLC5q0JERESthNlP8URHRyM8PBzdunXD1atXsXz5clhaWmLixImwt7fHzJkzERUVBUdHR9jZ2WHevHkIDAzkFTxEREQkMXtA+fXXXzFx4kTcuHEDLi4ueOyxx/D999/DxcUFAPDee+/BwsIC48ePR1lZGUJCQvD3v//d3NUgIiKiVszsASU+Pr7B6R07dsTmzZuxefNmc6+aiIiI2gg+i4eIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFKdDS1eAzERfgpyOkwAAOn0uoLZv4QoRERE1HY+gEBERkeIwoBAREZHiMKAQERGR4jCgUJul01fAe/EBeC8+AJ2+oqWrQ0REJmBAISIiIsXhVTztHa/+ISIiBeIRFCIiIlIcsweU2NhYPProo+jcuTNcXV3x9NNPIyMjQ1YmKCgIKpVKNrz88svmrgoRERG1UmYPKMeOHUNERAS+//57HD58GOXl5Rg9ejRKSkpk5WbPno28vDxpeOedd8xdFSIiImqlzN4HJTExUfZ+586dcHV1RWpqKh5//HFpvEajgbu7u7lXT0RERG1As/dBKSoqAgA4OjrKxn/88cdwdnZGv379EBMTA51OV+8yysrKUFxcLBuIiIio7WrWq3iqqqowf/58/M///A/69esnjZ80aRK6desGT09PpKenY9GiRcjIyMDu3buNLic2NhYrV65szqoSERGRgjRrQImIiMD58+fx7bffysbPmTNHet2/f394eHhg5MiRyMrKQo8ePQyWExMTg6ioKOl9cXExvLy8mq/iRERE1KKaLaBERkZi//79OH78OB588MEGywYEBAAAMjMzjQYUa2trWFtbN0s9iYiISHnM3gdFCIHIyEjs2bMHR44cgY+Pz13nSUtLAwB4eHiYuzqkILz1PBERNZbZj6BERERg165dSEhIQOfOnZGfnw8AsLe3h42NDbKysrBr1y6MGTMGTk5OSE9Px4IFC/D4449jwIAB5q4OERERtUJmDyhbtmwBUH0zttri4uIwbdo0qNVqfPPNN9iwYQNKSkrg5eWF8ePHY+nSpeauCjUn3iKfiIiakdkDihCiweleXl44duyYuVdLREREbQifxUNERESKw4BCisfOtURE7Q8DigLxC5mIiNo7BhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUpxmfZox1U8IgdvllUan1b5yp6GreGysLKFSqcxeNyIiopbGgNJCbpdXou+yQ3ctN/gvSfVOO700GBq1JYDqIKP573idvgKoJ9gw1BARUWvAgKJANijFpY4zAAAPle7AbXQ0Wm7wX76pM0/162HvHK13nourQqBR82MnIiJl4zeVAtQ+EgIAOm0RsKn69b8WBkFje+dBfDp9pSyYEBERtUUMKAqgUVvKj2rUeq1Rd5BNs7GyxMVVIQbLYKghIqK2hAGllVGpVMZP0TQQaoiIiFobXmZMREREisOAQkRERIrDgKJAmjqna4iIiNobBhQiIiJSHAYUIiIiUhyeP2hndPrKOu95B1oiIlIeBpR2pu79UHgHWiIiUiKe4iEiIiLF4U/idsCmgwUuLn3M6DRdyS1gS/Xrfy0IgKZT5zvT9JUY9k5y9RshmruaREREEgaU1kYIoFxnOF5/W/5af+ejVel10KzrWc/y1MB/u5Zo/u4PjUovTdIA0ukfXXkuYG1vOD8REVEzYEBpRjp9BfouOwTAjH04ynXAak/D8bWCBjb2B2oFDSIiotaGAeUeCSFwu7zS6DRdrStidHWujql7Nc19E50JqDV33mtvAZv6VL9+9RxgW+sUT0kxNBt9zbdufQlyOk6qXrY+F1DziAwRERnHgHKPbpdXSkdJGjL4L0nmX3ntsNFA0JCx0gC1LxdW1wpOahtA3enOe1nAqqzznpcnExFR82FAac3UmjuBoqGgYQYh7yRCB2vpfUeU4ex/+6eMeucQSmtNqy115VPQWFuZtS5ERNT2MaCY0emlwdCoLaX3On2FdOTk9NKR9fZBsbGyNDpeSVI7zpW91wm19Po761dlnWtru16SDajsqufhURciImokBhQz0qgt6w0hGnWHVnejM3MEp2HvJEs3f+NN4YiIqLH4LdCMNOoOyFkz1vjE+i4XBgC9zvhrY++bkUrdCVhy1fhEdq4lIqJmxIDSUuq7XLiu+u5fcj+oVPX3ZWmgz4tNrZu6pS4NlqbptEXApurx/1oYBI3tnaCh01ca3IafiIjaLwYUMrva/Uc00OPOblZea3w5NCirNVcFbFAKANCV1b0km31XiIjaGwYUJah7bxK97s6Rk7rTarOqZ7yS1D4C1MDN5Grftfaht3fI+qew7woRUfvD/+ZKUPtyYVOmERERtVEMKLXUd1fYhi4X1pXdOTUBfQlkTdrQkZD72Nn1vrPSGO9c20DHWqEvgWpdLwBA6qKhsqNDzfFAw6Z81rXxdBIRUfNq0YCyefNmrF27Fvn5+fDz88P777+PIUOGtFh9GnNX2Lp3hK0+/TCj+s26BmZsyc6u91t9nWsb6Fhb+6ve4AqgZnigYVM+69p4OomIqHm12H/YTz/9FFFRUdi6dSsCAgKwYcMGhISEICMjA66uri1TKSHuHA2ppfquqdU3KvMv3SK7a6q8o2fLqf1ladIXp7oTvEt3AQAutvJTSbdLbsne137ekU5bDMhuoldp9LMWAEr/28elI0pR3zESYx15G3Pkpala2xGbZnlQJrUp3Efoblpsj3j33Xcxe/ZsTJ8+HQCwdetWHDhwADt27MDixYtbplLlujtHQ+pxts4dVWsT0Zer7x1Soy11djWHhsJQfaeFgEbfc8Vpy8Py+YQaOR2rj7boNqrrPfLSFIPe3iK79X/1yaXqBT72lwP1Bpu6GhuI/rVwuHSXYp2+EoPfSQEAnF4YKLt7sVI0FA7bq9bwud1P3EeUr/atIFpCiwQUvV6P1NRUxMTESOMsLCwQHByMlJQUg/JlZWUoK7tzpKKoqAgAUFxcbNZ66bTFqChrfD8GA6WVQFXtfg3WQNQv1S+r/jvd6Hy3DMfVzFdaCZQ2cjubMI9OX4Gqsur+MMXFxaho5K8Ynb4SvkX/BwD4obQSFVWNW1/6kmEAgIpSHYoND2AYX1eV+s66qtSoqNWOutsV9X5mOlGFCpUweG0OyaqX66xLjSFl1R1ljlrPrffW/022Fqg5ZlMh1Kj677oq3umNCnOvywxaQx3vN7aJHNtD+YpjfjX/Mv/7vS0a02dQtIArV64IAOLEiROy8a+//roYMmSIQfnly5cLVP/Y5MCBAwcOHDi08uGXX365a1ZoFSf9YmJiEBUVJb2vqqrCzZs34eTk1KrOy5tLcXExvLy88Msvv8DOzq6lq9Pi2B5ybA9DbBM5tocc28NQc7WJEAK3bt2Cp+fd76TeIgHF2dkZlpaWKCgokI0vKCiAu7u7QXlra2tYW1vLxjk4ODRnFVsFOzs7/jHVwvaQY3sYYpvIsT3k2B6GmqNN7O3tG1XOwqxrbSS1Wo1BgwYhKenOZZxVVVVISkpCYGBgS1SJiIiIFKTFTvFERUVh6tSpGDx4MIYMGYINGzagpKREuqqHiIiI2q8WCygTJkzAb7/9hmXLliE/Px+PPPIIEhMT4ebm1lJVajWsra2xfPlyg9Ne7RXbQ47tYYhtIsf2kGN7GFJCm6iEMOH+4ERERET3QYv0QSEiIiJqCAMKERERKQ4DChERESkOAwoREREpDgOKQq1YsQIqlUo2+Pr6StNLS0sREREBJycn2NraYvz48QY3vmvNjh8/jvDwcHh6ekKlUmHv3r2y6UIILFu2DB4eHrCxsUFwcDAuX74sK3Pz5k1MnjwZdnZ2cHBwwMyZM6HVau/jVpjX3dpk2rRpBvtMaGiorExbaZPY2Fg8+uij6Ny5M1xdXfH0008jIyNDVqYxfyO5ubkYO3YsNBoNXF1d8frrr6OiQv6k6taiMW0SFBRksI+8/LL8uVJtpU22bNmCAQMGSDcaCwwMxMGDB6Xp7W3/uFt7KHHfYEBRsIcffhh5eXnS8O2330rTFixYgC+//BKff/45jh07hqtXr+KZZ55pwdqaV0lJCfz8/LB582aj09955x1s2rQJW7duxcmTJ9GpUyeEhISgtPTOEwgnT56MCxcu4PDhw9i/fz+OHz+OOXPm3K9NMLu7tQkAhIaGyvaZTz75RDa9rbTJsWPHEBERge+//x6HDx9GeXk5Ro8ejZKSEqnM3f5GKisrMXbsWOj1epw4cQIffvghdu7ciWXLlrXEJt2zxrQJAMyePVu2j7zzzjvStLbUJg8++CDWrFmD1NRUnD59GiNGjMC4ceNw4cIFAO1v/7hbewAK3DfM8vQ/Mrvly5cLPz8/o9MKCwuFlZWV+Pzzz6Vxly5dEgBESkrKfarh/QNA7NmzR3pfVVUl3N3dxdq1a6VxhYWFwtraWnzyySdCCCEuXrwoAIhTp05JZQ4ePChUKpW4cuXKfat7c6nbJkIIMXXqVDFu3Lh652nLbXLt2jUBQBw7dkwI0bi/ka+++kpYWFiI/Px8qcyWLVuEnZ2dKCsru78b0AzqtokQQjzxxBPi1VdfrXeett4mDzzwgPi///s/7h//VdMeQihz3+ARFAW7fPkyPD090b17d0yePBm5ubkAgNTUVJSXlyM4OFgq6+vri65duyIlJaWlqnvfZGdnIz8/X7b99vb2CAgIkLY/JSUFDg4OGDx4sFQmODgYFhYWOHny5H2v8/1y9OhRuLq6ok+fPpg7dy5u3LghTWvLbVJUVAQAcHR0BNC4v5GUlBT0799fdnPIkJAQFBcXy35VtlZ126TGxx9/DGdnZ/Tr1w8xMTHQ6XTStLbaJpWVlYiPj0dJSQkCAwPb/f5Rtz1qKG3faBVPM26PAgICsHPnTvTp0wd5eXlYuXIlhg0bhvPnzyM/Px9qtdrggYlubm7Iz89vmQrfRzXbWPeuw7W3Pz8/H66urrLpHTp0gKOjY5tto9DQUDzzzDPw8fFBVlYWlixZgrCwMKSkpMDS0rLNtklVVRXmz5+P//mf/0G/fv0AoFF/I/n5+Ub3oZpprZmxNgGASZMmoVu3bvD09ER6ejoWLVqEjIwM7N69G0Dba5Nz584hMDAQpaWlsLW1xZ49e9C3b1+kpaW1y/2jvvYAlLlvMKAoVFhYmPR6wIABCAgIQLdu3fDZZ5/BxsamBWtGSvX8889Lr/v3748BAwagR48eOHr0KEaOHNmCNWteEREROH/+vKyPVntXX5vU7m/Uv39/eHh4YOTIkcjKykKPHj3udzWbXZ8+fZCWloaioiL885//xNSpU3Hs2LGWrlaLqa89+vbtq8h9g6d4WgkHBwf07t0bmZmZcHd3h16vR2FhoaxMQUEB3N3dW6aC91HNNtbtcV97+93d3XHt2jXZ9IqKCty8ebNdtBEAdO/eHc7OzsjMzATQNtskMjIS+/fvR3JyMh588EFpfGP+Rtzd3Y3uQzXTWqv62sSYgIAAAJDtI22pTdRqNXr27IlBgwYhNjYWfn5+2LhxY7vdP+prD2OUsG8woLQSWq0WWVlZ8PDwwKBBg2BlZYWkpCRpekZGBnJzc2XnE9sqHx8fuLu7y7a/uLgYJ0+elLY/MDAQhYWFSE1NlcocOXIEVVVV0h9eW/frr7/ixo0b8PDwANC22kQIgcjISOzZswdHjhyBj4+PbHpj/kYCAwNx7tw5WWg7fPgw7OzspMPercnd2sSYtLQ0AJDtI22pTeqqqqpCWVlZu9w/jKlpD2MUsW80S9dbumevvfaaOHr0qMjOzhbfffedCA4OFs7OzuLatWtCCCFefvll0bVrV3HkyBFx+vRpERgYKAIDA1u41uZz69YtcfbsWXH27FkBQLz77rvi7Nmz4ueffxZCCLFmzRrh4OAgEhISRHp6uhg3bpzw8fERt2/flpYRGhoq/P39xcmTJ8W3334revXqJSZOnNhSm3TPGmqTW7duiejoaJGSkiKys7PFN998IwYOHCh69eolSktLpWW0lTaZO3eusLe3F0ePHhV5eXnSoNPppDJ3+xupqKgQ/fr1E6NHjxZpaWkiMTFRuLi4iJiYmJbYpHt2tzbJzMwUq1atEqdPnxbZ2dkiISFBdO/eXTz++OPSMtpSmyxevFgcO3ZMZGdni/T0dLF48WKhUqnE119/LYRof/tHQ+2h1H2DAUWhJkyYIDw8PIRarRZdunQREyZMEJmZmdL027dviz//+c/igQceEBqNRvzxj38UeXl5LVhj80pOThYADIapU6cKIaovNX7zzTeFm5ubsLa2FiNHjhQZGRmyZdy4cUNMnDhR2NraCjs7OzF9+nRx69atFtga82ioTXQ6nRg9erRwcXERVlZWolu3bmL27NmySwKFaDttYqwdAIi4uDipTGP+RnJyckRYWJiwsbERzs7O4rXXXhPl5eX3eWvM425tkpubKx5//HHh6OgorK2tRc+ePcXrr78uioqKZMtpK20yY8YM0a1bN6FWq4WLi4sYOXKkFE6EaH/7R0PtodR9QyWEEM1zbIaIiIioadgHhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFIcBhYiIiBSHAYWIiIgUhwGFiIiIFOf/A9TUYjNjZ5GhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6ITAwEMeOHcNjjz2GXbt2AQB69+6NpKQktG/fvsxQ+g6ZP/30k6wOP/30E7p06WLStnfs2BHz5s3DwYMH8dxzz2HHjh3StPI+n8qIjY3F5MmT8eyzz6J79+5wdHTElStXpOmdO3dGQUEB4uPjpXFJSUmy/ah3797Q6/UwNzcv0w4tWrQod92rV6/GsmXLEBUVVaaHzsPDA46OjrJL0TMyMnD8+PEyPQ+VkZWVhc8++wwvv/xymWn79+/HyJEjpZ4NoHjffnC/7tKli9H9qWPHjrJ5K/q86xKGESKqUZs2bUJhYSH69++P//73v7h48SISExPx7rvvmvyPfO7cufj222+RnJyMn3/+GUeOHJH+sbq5uUGlUuHrr7/GrVu3kJWVVaX6dujQASkpKdi9ezcuX76Md999F/v27ZOV+f3339G5c+cy96KoyMKFC7Fq1SpEREQgKSkJixYtQkJCAubMmQOg+MRQS0tLBAQE4JdffsGRI0fw6quvYuLEiXBwcEBycjICAwMRFxeHq1ev4uDBg7h48aK0/UFBQdi5cydCQ0Px66+/IjExEbt378bixYtl9dizZw+2b9+O3377DcHBwThx4oR0kuzDtj03NxezZ89GTEwMrl69itjYWJw8eVKqQ0WfT2Xbfu/evUhISMCZM2cwfvx4qdcEADp16oThw4fj//7v/3D8+HHEx8dj6tSpsmc1+fj4wNvbG6NHj8bBgwdx5coVHDt2DG+99RZOnTpldL2rVq3CkiVLsH37dri7u0sXWpTsQyqVCnPnzsXbb7+NL7/8EufOncOkSZPg7Owsuw9HSkqKdEFHYWGhdLHHg/tiREQECgoK8M9//rNMXb788ssyl/S6u7vj6NGj+P3333H79m0AwOuvv47o6GgsW7YMv/32Gz7++GO8//77WLBggWze2NhYrF69Gr/99hs2bdqEPXv2SPtcec6fP4+EhATcvXsX6enpsotWasxDz0ypA3gCKzVq5ZzAWlW1fWmvEELcuHFDzJo1S7i5uQm1Wi1cXFzEM888I44cOSKVgZFbBTx4Uurs2bNFu3bthEajES1bthQTJ04Ut2/flsovXbpUODo6CpVKVeGlvQ+eDOjp6SmCg4Ol9wsXLhTNmzcX1tbWwt/fX7zzzjuyExJLLiUuXf8HGbu0NyQkRLi4uAgLCwuTL+3V6/Vi9OjRwsnJSbqUMygoSBQWFkrzR0VFiQEDBgitVitsbW1F//79xYcffihr402bNolhw4YJjUYj3N3dRUREhKwOFW17fn6+GDt2rHB1dRVqtVo4OzuL2bNnS/tkRZ+PsROMT58+LQCI5ORkqV2HDBkitFqtcHV1Fe+//36Zzy81NVWMHDlSaDQa0aZNG7Fz584yn2lGRoZ49dVXhbOzs7CwsBCurq5iwoQJIiUlxehn4+bmZvRCi9L7RFFRkViyZIlwcHAQGo1GDB06VCQlJcnaLiAgwOhyHtxPvL29xfjx48WDLl26JDQaTZnL4OPi4kSPHj2ERqMxemmvhYWFaNOmjezS45LtCg0NFWPGjBE6nU44OjqKjRs3lqlz6YtOKmqP8lTHCawqIUw8w0wBGRkZsLOzQ3p6Om+ARo2PIRtY4Yw8a1ckPxUBj7btHunEOj6bpvFSqVTYt29frd1Vk0yzfv16HD58GN988021LM/d3R1z586t8HEIgwYNwpAhQxASElLl9eTl5SE5ORkeHh5l/jdV9vub/4WIiIjqgNatWyMwMLDW1peeno7Lly8jMjKy1tZZHoYRokZGpzbHlZUjla4GET2gogfI1gQ7Oztcv369VtdZHoYRIqJGoh4cladqVPpKpLqOV9MQERGRohhGiIiISFEMI0RERKQohhEiIiJSFMMIERERKYphhKixMWQDIXbFg6Hs82KIiGobwwgR1RuDBw+u8G6SNSUkJKTKT2dtiGJiYqBSqar0oMOHcXd3lz3i/mH42TQMDCNEVKMmT54MlUoFlUoFCwsLODg4YNiwYdi+fbvsIWhE1WHbtm14/PHH0bRpUzRt2hQ+Pj5lHmgohEBQUBCcnJyg1Wrh4+ODixcvysosX74cAwYMgE6ng729fZn1hIeHS/v1g8PNmzdlZT/++GP8/e9/B2B62HoUeXl5mDx5Mrp37w5zc/M6/RgAhhEiqnHDhw9Hamoqrly5ggMHDmDIkCGYM2cOnn76aRQUFChdPWpAYmJiMG7cOBw5cgRxcXFwdXXFk08+id9//10qs3r1arz77rvYunUrjh8/DisrK/j6+iIvL08qYzAYMGbMGMyYMcPoevz9/ZGamiobfH19MWjQILRq1UpWdv/+/WWexFsbCgsLodVq8dprr8HHx6fW128KhhEiqnEajQaOjo5wcXFB79698eabb2L//v04cOAAwsPDAQAvvfQSnn76adl89+/fR6tWrfDvf//b6HI/+eQT9O3bFzY2NnB0dMT48eNlv0pLDidER0ejb9++0Ol0GDBgAJKSkh5pe4qKirB06VK0bt0aGo0GPXv2RFRUlKzMuXPn8MQTT0Cr1aJ58+Z45ZVXZI+Sj4mJQf/+/WFlZQV7e3sMHDgQV69elabv378fvXv3hqWlJdq2bYvQ0FBZcFOpVNiyZQtGjBgBrVaLtm3b4vPPP5fV4Y033kDHjh2h0+nQtm1bLFmyBPfv35emnzlzBkOGDIGNjQ1sbW3Rp08fnDp1CgBw9epV+Pn5oWnTprCyskK3bt3KPMAtPj6+3Ha9fPkyRo0aBQcHB1hbW6Nfv344fPiwbP6bN2/Cz88PWq0WHh4e+PTTT8u09b179zB16lS0bNkStra2eOKJJ3DmzJlyP5tPP/0UM2fORM+ePdG5c2d89NFHKCoqQnR0NIDiXpENGzZg8eLFGDVqFHr06IGdO3fixo0b+OKLL6TlhIaGYt68eejevbvR9Wi1Wjg6OkpDkyZN8N133+Hll1+WlcvLy8PBgwfxzDPPYPDgwbh69SrmzZsn9aKU+O9//4tu3bpBo9HA3d0d69atky3H3d0dy5Ytw7hx42BlZQUXFxds2rSp3HYAACsrK2zZsgXTpk2Do6NjhWWVxjBCVF8JUXwCakVD1i0jw+2/lpF123iZhy23Gm4r/sQTT8DT0xN79+4FAEydOhVRUVFITU2Vynz99dfIycmBv7+/0WXcv38fy5Ytw5kzZ/DFF1/gypUrmDx5cplyb731FtatW4dTp07B3NwcL730kjTtypUrUKlUiImJqXTdN27ciHXr1mHt2rU4e/YsfH198cwzz0hd/dnZ2fD19UXTpk1x8uRJ7NmzB4cPH8bs2bMBAAUFBRg9ejQGDRqEs2fPIi4uDq+88or05fTDDz9g0qRJmDNnDs6fP48PPvgA4eHhWL58uaweS5YswfPPP48zZ85gwoQJGDt2LBITE6XpNjY2CA8Px/nz57Fx40Zs27YN77zzjjR9woQJaN26NU6ePIn4+HgsWrQIFhYWAIBZs2YhPz8fR48exblz57Bq1SpYW1tXul2zsrLw1FNPITo6GqdPn8bw4cPh5+eHlJQUqczkyZNx7do1HDlyBJ9//jk2b95c5hDHmDFjcPPmTRw4cADx8fHo3bs3hg4dirt371bqs8rJycH9+/fRrFkzAEBycjL0er2sp8DOzg5eXl6Ii4ur1DKN2blzJ3Q6HV544QXZ+OjoaLi4uKBz587Yu3cvWrdujaVLl0q9KUBxqHvxxRcxduxYnDt3DiEhIViyZIkU1EusWbMGnp6eOH36NBYtWoQ5c+bg0KFD0vTJkydj8ODBVd4GRYl6ID09XQAQ6enpSleFqPblZwkRbCty13QT53/9ReTm5srGKzLkZ1W6+gEBAWLUqFFGp/n7+4suXbpI77t27SpWrVolvffz8xOTJ0+W3g8aNEjMmTOn3HWdPHlSABCZmZlCCCGOHDkiAIjDhw9LZSIjIwUAqR2vX78uOnXqJI4fP17ucoODg4Wnp6f03tnZWSxfvlxWpl+/fmLmzJlCCCE+/PBD0bRpU5GV9Vc7RUZGCjMzM6HX68WdO3cEABETE2N0fUOHDhUrVqyQjfvkk0+Ek5OT9B6AmD59uqyMl5eXmDFjRrnbsWbNGtGnTx/pvY2NjQgPDzdatnv37iIkJMTotMq0qzHdunUT7733nhBCiKSkJAFAnDhxQpqemJgoAIh33nlHCCHEDz/8IGxtbUVeXp5sOe3atRMffPCBEKLsZ/OgGTNmiLZt20r1io2NFQDEjRs3ZOXGjBkjXnzxxTLz79ixQ9jZ2ZW7/BJdunQx2vbTpk0TCxYskN67ublJ21di/PjxYtiwYbJxCxcuFF27dpXNN3z4cFkZf39/MWLECOn9okWLxMSJE43Wr6K/w0eVm5srzp8/b/Szr+z3N3tGiEgxQghZV/XUqVOxY8cOAEBaWhoOHDgg+7X9oPj4ePj5+aFNmzawsbHBoEGDAED26xsAevToIb12cnICAOkXuIuLCy5cuID+/ftXqs4ZGRm4ceMGBg4cKBs/cOBAqVciMTERnp6esLKykk0vKipCUlISmjVrhsmTJ8PX1xd+fn7YuHGjrEfozJkzWLp0KaytraVh2rRpSE1NRU5OjlTO29tbVgdvb29Zz0hERAQGDhwIR0dHWFtbY/HixbK2mT9/PqZOnQofHx+sXLkSly9flqa99tprePvttzFw4EAEBwfj7NmzZdqionbNysrCggUL0KVLF9jb28Pa2hqJiYnS+hMTE2Fubo4+ffpIy+jcubPsZNEzZ84gKysLzZs3l7VFcnKyrK7lWblyJXbv3o19+/bB0tLyoeWrKi4uDomJiWUO0Qgh8NVXXz30fJHExESj+9PFixdRWFgojXvY5x0WFoadO3dWdTMUxaf2EtVXFjrgzRsVlzHkGB/37p9fIq+dBdS6smWMjXtw3dUgMTERHh4e0vtJkyZh0aJFiIuLw7Fjx+Dh4YHHH3/c6Lwlh0J8fX3x6aefomXLlkhJSYGvry8MBoO8un8eegAghR+lr+TZsWMHXnvtNURFRSEiIgKLFy/GoUOH8Le//Q1ZWVkIDQ3Fc889V2a+yn6pxsXFYcKECQgNDYWvry/s7Oywe/du2bkIISEhGD9+PCIjI3HgwAEEBwdj9+7dePbZZzF16lT4+voiMjISBw8eRFhYGNatW4dXX31Vmr+idl2wYAEOHTqEtWvXon379tBqtXjhhRfKfDYVycrKgpOTk9FDaMaucClt7dq1WLlyJQ4fPiwLTSXnTqSlpUkBquR9VS8R/uijj9CzZ09ZsAKAEydOoKCgAAMGDKjSchsThhGi+kqlAtRWFZcxNr30jc6sWzx8GTXku+++w7lz5zBv3jxpXPPmzTF69Gjs2LEDcXFxmDJlSrnzX7hwAXfu3MHKlSvh6uoKANLJlzXJ1tYWzs7OiI2NlXpiACA2NlbqXenSpQvCw8ORnZ0t9Y7ExsbCzMwMnTp1kubp1asXevXqhcDAQHh7e2PXrl3429/+ht69eyMpKQnt27evsC4//fQTJk2aJHvfq1cvAMCxY8fg5uaGt956S5pe+gTZEh07dkTHjh0xb948jBs3Djt27MCzzz4LAHB1dcX06dMxffp0BAYGYtu2bbIwUpHY2FhMnjxZWlZWVpbskfadO3dGQUEB4uPj0a9fPwBAUlKS7N4lvXv3hl6vh7m5Odzd3Su1XqD4apnly5fj22+/Rd++fWXTPDw84OjoiOjoaCl8ZGRk4Pjx4+VeOVORrKwsfPbZZwgLCyszbf/+/Rg5ciSaNGkijVOr1bLeDqB4f4mNjZWNi42NRceOHWXz/vTTT7IyP/30E7p06WJynesihhEiqnH5+fnQ6/UoLCxEWloaoqKiEBYWhqefflr2ZQoUH6p5+umnUVhYiICAgHKX2aZNG6jVarz33nuYPn06fvnlFyxbtszkuv3+++8YOnQodu7cWelDNQsXLkRwcDDatWuHnj17YseOHUhISJCuBpkwYQKCg4MREBCAkJAQ3Lp1C6+++iomTpwIBwcHJCcn48MPP8QzzzwDZ2dnJCUl4eLFi1JbBAUF4emnn0abNm3wwgsvwMzMDGfOnMEvv/yCt99+W6rHnj170LdvX/z973/Hp59+ihMnTkhXHnXo0AEpKSnYvXs3+vXrh8jISOzbt0+aNzc3FwsXLsQLL7wADw8PXL9+HSdPnsTzzz8PAJg7dy5GjBiBjh074o8//sCRI0dM+uLr0KED9u7dCz8/P6hUKixZskTWG9WpUycMHz4c//d//4ctW7bA3Nwcc+fOhVarlcr4+PjA29sbo0ePxurVq9GxY0fcuHEDkZGRePbZZ8sEDQBYtWoVgoKCsGvXLri7u0Ov1wOAdIhHpVJh7ty5ePvtt9GhQwd4eHhgyZIlcHZ2lt2HIyUlBXfv3kVKSgoKCwuRkJAAAGjfvr3sRN6IiAgUFBTgn//8Z5m6fPnll1i6dKlsnLu7O44ePYqxY8dCo9GgRYsWeP3119GvXz8sW7YM/v7+iIuLw/vvv4/NmzfL5o2NjcXq1asxevRoHDp0CHv27EFkZGSFn8P58+dhMBhw9+5dZGZmSttR524UVyNns1QznsBKjVp5J7A+4vJMPRG1qgICAgQAAUCYm5uLli1bCh8fH7F9+3ZRWFhYpnxRUZFwc3MTTz31VJlpD57AumvXLuHu7i40Go3w9vYWX375pQAgTp8+LYT460TLP/74Q5rn9OnTAoBITk4WQgiRnJwsAIgjR46Uuw0PniRZWFgoQkJChIuLi7CwsBCenp7iwIEDsnnOnj0rhgwZIiwtLUWzZs3EtGnTpBNr9Xq9GD16tHBychJqtVq4ubmJoKAgWXtERUWJAQMGCK1WK2xtbUX//v3Fhx9+KE0HIDZt2iSGDRsmNBqNcHd3FxEREbI6LFy4UDRv3lxYW1sLf39/8c4770gnY+bn54uxY8cKV1dXoVarhbOzs5g9e7a0f82ePVu0a9dOaDQa0bJlSzFx4kRx+/Ztk9p1yJAhQqvVCldXV/H++++X+fxSU1PFyJEjhUajEW3atBE7d+4sc4JnRkaGePXVV4Wzs7OwsLAQrq6uYsKECSIlJcXoZ+Pm5ibtb6WH4OBgqUxRUZFYsmSJcHBwEBqNRgwdOlQkJSXJ2q70flt6eHA/8fb2FuPHjxcPunTpktBoNLKTmIUQIi4uTvTo0UNoNBpR+iv4888/F127dhUWFhaiTZs2Ys2aNbL53NzcRGhoqBgzZozQ6XTC0dFRbNy4sUydBw0aVGY+Y9tRnarjBFaVENVwjV4Ny8jIgJ2dHdLT02Fra6t0dYhqlyEbWOGMPGtXJD8VAY+27R7tZLw/lweg+JwThQ7TlCcrKwsuLi7YsWOH0XMmqJhKpcK+ffvq9F01G7P169fj8OHDZe7NUlXu7u6YO3duhY9DGDRoEIYMGYKQkJBqWWdl5eXlITk5GR4eHmX+N1X2+5uHaYioTigqKsLt27exbt062NvbK3LHSqLq0rp1awQGBtba+tLT03H58uWHHrapqxhGiBobtRUQkq50LcpISUmBh4cHWrdujfDwcJib898T1V8vvvhira7Pzs4O169fr9V1Vif+tRNRneDu7o56cNS4zmBbNS6lr0RqiHjTMyIiIlIUwwgREREpimGEqL74s1ue3fNEVJdUx/8khhGieqLJ/eLHz5tyO20ioppW8ryk0o8HMBVPYCWqJ8wN6dBZanDr1i1YWFjAzIy/JYhIOUII5OTk4ObNm7C3t5fdut5UDCPUMNTxG3lVBxUEnBxaIPl6mtFnjBARKcHe3l56AGFVMYwQ1SNqCwt06NCBh2qIqE6wsLB4pB6REgwjRPWMmZnZo90OnoiojuFBZyIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQERGRohhGiIiISFEMI0RERKQohhEiIiJSFMMIERERKYphhIiIiBTFMEJ1jyEbCLErHgzZSteGiIhqmMlh5OjRo/Dz84OzszNUKhW++OKLh84TExOD3r17Q6PRoH379ggPD69CVYmIiKghMjmMZGdnw9PTE5s2bapU+eTkZIwcORJDhgxBQkIC5s6di6lTp+Lbb781ubJERETU8JibOsOIESMwYsSISpffunUrPDw8sG7dOgBAly5d8OOPP+Kdd96Br6+vqasnIiKiBqbGzxmJi4uDj4+PbJyvry/i4uLKnSc/Px8ZGRmygYiIiBqmGg8jer0eDg4OsnEODg7IyMhAbm6u0XnCwsJgZ2cnDa6urjVdTSIiIlJInbyaJjAwEOnp6dJw7do1patERERENcTkc0ZM5ejoiLS0NNm4tLQ02NraQqvVGp1Ho9FAo9HUdNWIiIioDqjxnhFvb29ER0fLxh06dAje3t41vWoiIiKqB0wOI1lZWUhISEBCQgKA4kt3ExISkJKSAqD4EMukSZOk8tOnT8f//vc//Otf/8KFCxewefNmfPbZZ5g3b171bAERERHVayaHkVOnTqFXr17o1asXAGD+/Pno1asXgoKCAACpqalSMAEADw8PREZG4tChQ/D09MS6devw0Ucf8bJeIiIiAlCFc0YGDx4MIUS5043dXXXw4ME4ffq0qasiIiKiRqBOXk1DREREjQfDCBERESmKYYSIiIgUxTBCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQERGRohhGiIiISFEMI0RERKQohhEiIiJSFMMIERERKYphhIiIiBTFMEJERESKYhghIiIiRTGMEBERkaIYRoiIiEhRDCNERESkKIYRIiIiUhTDCBERESmKYYSIiIgUxTBCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQERGRohhGiIiISFEMI0RERKQohhEiIiJSFMMIERERKYphhIiIiBTFMEJERESKYhghIiIiRTGMEBERkaIYRoiIiEhRDCNERESkqCqFkU2bNsHd3R2Wlpbw8vLCiRMnKiy/YcMGdOrUCVqtFq6urpg3bx7y8vKqVGEiIiJqWEwOIxEREZg/fz6Cg4Px888/w9PTE76+vrh586bR8rt27cKiRYsQHByMxMRE/Pvf/0ZERATefPPNR648ERER1X8mh5H169dj2rRpmDJlCrp27YqtW7dCp9Nh+/btRssfO3YMAwcOxPjx4+Hu7o4nn3wS48aNe2hvChERETUOJoURg8GA+Ph4+Pj4/LUAMzP4+PggLi7O6DwDBgxAfHy8FD7+97//4ZtvvsFTTz1V7nry8/ORkZEhG4iIiKhhMjel8O3bt1FYWAgHBwfZeAcHB1y4cMHoPOPHj8ft27fx97//HUIIFBQUYPr06RUepgkLC0NoaKgpVSMiIqJ6qsavpomJicGKFSuwefNm/Pzzz9i7dy8iIyOxbNmycucJDAxEenq6NFy7dq2mq0lEREQKMalnpEWLFmjSpAnS0tJk49PS0uDo6Gh0niVLlmDixImYOnUqAKB79+7Izs7GK6+8grfeegtmZmXzkEajgUajMaVqREREVE+Z1DOiVqvRp08fREdHS+OKiooQHR0Nb29vo/Pk5OSUCRxNmjQBAAghTK0vERERNTAm9YwAwPz58xEQEIC+ffuif//+2LBhA7KzszFlyhQAwKRJk+Di4oKwsDAAgJ+fH9avX49evXrBy8sLly5dwpIlS+Dn5yeFEiIiImq8TA4j/v7+uHXrFoKCgqDX69GzZ09ERUVJJ7WmpKTIekIWL14MlUqFxYsX4/fff0fLli3h5+eH5cuXV99WEBERUb2lEvXgWElGRgbs7OyQnp4OW1tbpatDNc2QDaxwLn795g1AbVUz89QXDXnbiKhBq+z3N59NQ0RERIpiGCEiIiJFMYwQERGRohhGiIiISFEMI0RERKQohhEiIiJSFMMIERERKYphhIiIiBTFMEJERESKYhghIiIiRTGMEBERkaIYRoiIiEhRDCNERESkKIYRIiIiUhTDCBERESmKYYSIiIgUxTBCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjjY0hGwixKx4M2TU3DxERUSUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQ1RbePI6IyCiGESIiIlIUwwgREREpimGEGjceOiEiUhzDCBERESmKYYSIiIgUxTBCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYxQnZNjKDD6moiIGiaGESIiIlIUwwgREREpimGEiIiIFFWlMLJp0ya4u7vD0tISXl5eOHHiRIXl7927h1mzZsHJyQkajQYdO3bEN998U6UKExERUcNibuoMERERmD9/PrZu3QovLy9s2LABvr6+SEpKQqtWrcqUNxgMGDZsGFq1aoXPP/8cLi4uuHr1Kuzt7auj/kRERFTPmRxG1q9fj2nTpmHKlCkAgK1btyIyMhLbt2/HokWLypTfvn077t69i2PHjsHCwgIA4O7u/mi1JiIiogbDpMM0BoMB8fHx8PHx+WsBZmbw8fFBXFyc0Xm+/PJLeHt7Y9asWXBwcMBjjz2GFStWoLCwsNz15OfnIyMjQzZQPWTIBkLsigdDtmySKCpCTla68SE7UyqXk51ZbjlRVFTbW0RERDXApJ6R27dvo7CwEA4ODrLxDg4OuHDhgtF5/ve//+G7777DhAkT8M033+DSpUuYOXMm7t+/j+DgYKPzhIWFITQ01JSqUT2Tm5MJ3do2xicKNaAqfqnb3As6lcFosZwFKdBZ29VQDYmIqLbU+NU0RUVFaNWqFT788EP06dMH/v7+eOutt7B169Zy5wkMDER6ero0XLt2raarSURERAoxqWekRYsWaNKkCdLS0mTj09LS4OjoaHQeJycnWFhYoEmTJtK4Ll26QK/Xw2AwQK1Wl5lHo9FAo9GYUjWqx+7M+BVaKxvpfU52JnRbuhW/nnkaKDUtNzsTzf+cRkREDYNJPSNqtRp9+vRBdHS0NK6oqAjR0dHw9vY2Os/AgQNx6dIlFJU6vv/bb7/BycnJaBChxkdrZQOdtd1fQ6nwoXtgWunQQkREDYPJh2nmz5+Pbdu24eOPP0ZiYiJmzJiB7Oxs6eqaSZMmITAwUCo/Y8YM3L17F3PmzMFvv/2GyMhIrFixArNmzaq+rSAiIqJ6y+RLe/39/XHr1i0EBQVBr9ejZ8+eiIqKkk5qTUlJgZnZXxnH1dUV3377LebNm4cePXrAxcUFc+bMwRtvvFF9W0FERET1lslhBABmz56N2bNnG50WExNTZpy3tzd++umnqqyKiIiIGjg+m4aIiIgUxTBCREREimIYISIiIkUxjFCdo1ObG31NREQNE8MIERERKYphhIiIiBTFMEJERESKYhghIiIiRTGMEBERkaIYRoiIiEhRDCNERESkKIYRIiIiUhTDCBERESmKYYRqTI6hwOhrIiKi0hhGiIiISFEMI0RERKQohhGiqjBkAyF2xYMhW+naEBHVawwjREREpCiGESIiIlKUudIVoPpNFBUhNyfT6LSc7EzoSr0uLbfUNCIiatwYRuiR5OZkQre2jfGJQg2oil/qNveCTmWQJjGIEBFRCR6mISIiIkWxZ4SqzZ0Zv0JrZSO9z8nOhG5Lt+LXM08DpaaVptUZH09ERI0DwwhVG62VDXTWdkan6SqYRkREjRsP0xAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwjVGJ3a3OhrIiKi0hhGiIiISFEMI0RERKQohhEiIiJSFMMIERERKYphhIiIiBTFMEIPlWMoMPqaiIioOjCMEBERkaIYRoiIiEhRDCNERESkKIYRIiIiUhTv0U0SUVSE3JzMMuNzsjOhK/W6tNxS04iIiKqCYYQkuTmZ0K1tU3aCUAOq4pe6zb2gUxmkSQwiRET0qHiYhoiIiBTFnhEy6s6MX6G1sgHw52GaLd2KX888Dfw5/kFanfHxREREFWEYIaO0VjbQWduVGa8rZzwREVFV8TANERERKYphhIiIiBTFwzRUc9RWQEi60rUgIqI6jj0j9FA6tbnR10RERNWhSmFk06ZNcHd3h6WlJby8vHDixIlKzbd7926oVCqMHj26KqslIiKiBsjkMBIREYH58+cjODgYP//8Mzw9PeHr64ubN29WON+VK1ewYMECPP7441WuLBERETU8JoeR9evXY9q0aZgyZQq6du2KrVu3QqfTYfv27eXOU1hYiAkTJiA0NBRt27Z9pAoTERFRw2JSGDEYDIiPj4ePj89fCzAzg4+PD+Li4sqdb+nSpWjVqhVefvnlSq0nPz8fGRkZsoGoJuQYCoy+JiKi2mNSGLl9+zYKCwvh4OAgG+/g4AC9Xm90nh9//BH//ve/sW3btkqvJywsDHZ2dtLg6upqSjWJiIioHqnRq2kyMzMxceJEbNu2DS1atKj0fIGBgUhPT5eGa9eu1WAtiYiISEkmXafZokULNGnSBGlpabLxaWlpcHR0LFP+8uXLuHLlCvz8/KRxRUVFxSs2N0dSUhLatWtXZj6NRgONRmNK1YiIiKieMimMqNVq9OnTB9HR0dLluUVFRYiOjsbs2bPLlO/cuTPOnTsnG7d48WJkZmZi48aNPPxCtUIUFSE3J9PotJzsTOhKvS6PVmcDlRlvy0NEVBNMvoPV/PnzERAQgL59+6J///7YsGEDsrOzMWXKFADApEmT4OLigrCwMFhaWuKxxx6TzW9vbw8AZcYT1ZTcnEzo1rYxPlGoAVXxS93mXtCpDEaL5SxI4QMCiYhqiMlhxN/fH7du3UJQUBD0ej169uyJqKgo6aTWlJQUmPEXJBEREVVSle7tPXv2bKOHZQAgJiamwnnDw8OrskqianFnxq/QWtlI73OyM6Hb0q349czTQKlpudmZaP7nNCIiqjl80Ag1Klorm3IPt+gqmEZERDWHx1OIiIhIUQwjREREpCiGESIiIlIUwwg1ajq1udHXRERUexhGiGoJH8pHRGQcwwgREREpimGEiIiIFMWD5ETVrLxn4fA5OERExjGMEFWzcp+Fw+fgEBEZxZ9fREREpCj2jBDVoNLPwuFzcIiIjGMYIapB5T0Lh8/BISL6Cw/TEBERkaLYM0J1j9oKCElXuhZERFRL2DNCVEt463kiIuMYRpRmyAZC7IoHQ7bStSEiIqp1DCNERESkKIYRIiIiUhTDCBERESmKYYSIiIgUxTBCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQERGRohhGiIiISFEMI0RERKQohhEiIiJSlLnSFaB6QG0FhKQrXQsiImqg2DNCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQERGRohhGiIiISFEMI/WVIRsIsSseDNlK10ZxOYYCo6+JiKjuq1IY2bRpE9zd3WFpaQkvLy+cOHGi3LLbtm3D448/jqZNm6Jp06bw8fGpsDxRZeVmZyInK714yM6UxueUHp+VjtxS04iIqO4xN3WGiIgIzJ8/H1u3boWXlxc2bNgAX19fJCUloVWrVmXKx8TEYNy4cRgwYAAsLS2xatUqPPnkk/j111/h4uJSLRtBjVPzLd3+eiPUgKr4pW5zL+hUBmmSrgbWnWMokJabYyiATl0DKyEiaiRM7hlZv349pk2bhilTpqBr167YunUrdDodtm/fbrT8p59+ipkzZ6Jnz57o3LkzPvroIxQVFSE6OvqRK0/0yNRWQEh68aC2KrdY7gO9LeyJISKqPib1jBgMBsTHxyMwMFAaZ2ZmBh8fH8TFxVVqGTk5Obh//z6aNWtWbpn8/Hzk5+dL7zMyMkypJjVgWp0NchaklBmfk50J3Z89JTkzTwNWNuXOXxWyXhig1ntiiIgaMpPCyO3bt1FYWAgHBwfZeAcHB1y4cKFSy3jjjTfg7OwMHx+fcsuEhYUhNDTUlKpRI6EyM4PO2q7CMjorm4eWISKiusPkc0YexcqVK7F7927ExMTA0tKy3HKBgYGYP3++9D4jIwOurq61UUWqp3Rqc6OvH0V5vTBAzffEEBE1Jib9127RogWaNGmCtLQ02fi0tDQ4OjpWOO/atWuxcuVKHD58GD169KiwrEajgUajMaVqRNWuMr0wAHtiiIgelUknsKrVavTp00d28mnJyaje3t7lzrd69WosW7YMUVFR6Nu3b9VrS1RH1ERPDBFRY2Xyf9H58+cjICAAffv2Rf/+/bFhwwZkZ2djypQpAIBJkybBxcUFYWFhAIBVq1YhKCgIu3btgru7O/R6PQDA2toa1tbW1bgpREREVB+ZHEb8/f1x69YtBAUFQa/Xo2fPnoiKipJOak1JSYGZ2V8dLlu2bIHBYMALL7wgW05wcDBCQkIerfZERERU71Wpf3n27NmYPXu20WkxMTGy91euXKnKKoiIiKiR4LNpiIiISFEMI0RERKQoXgbQAImiIuTmGL8leU52Jlr8+fr2H39AZ/XXE25zszN591AiIqp1DCMNUG5OJnRr2xifyNuYExFRHcPDNERERKQo9ow0cHdm/AptqVuV8zbmRERU1zCMNHDaCm5VztuY1zK1FRCSrnQtiIjqHB6maWR4G3MiIqprGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJF8UYTdRgfeEdERI0Bw0gdxgfeERFRY8DDNERERKQo9ozUE3zgHRERNVQMI/XEgw+8K/1cmRZNmxY/hI2IiKge4mEaIiIiUhTDCBERESmKYYSIiIgUxTBCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMVn0xDVMbnZmfIRhhzo/nyZk5UBqAuMzqfV2UBlxt8XRFT/MIwQ1THN/3wac4kcoQZUf77Z2AM6lcHofDkLUmQPUyQiqi/4M4qIiIgUxZ6R6mTIBlY4F79+8wagtlK2PlRvaHU2yFmQYnyiIQd4t3Px6zlnkaPWSZNyszPL9KQQEdU3DCP1ldoKCElXuhZUTVRmZuUfYjH89Weqs7ZlyCWiBodhhKgqGAaJiKoNzxkhIiIiRTGMEBERkaIYRoiIqpshGwixKx4M2UrXhqjO4zkjJhJFRcjNyTQ+kTenIiIiMhnDiIlyczKhW9vmoeV0JZdiGsGbUxEREf2FYaQa5Qi1dHfM0q8fJLvddwW9KbnZmdCBqB7gPXaI6BEwjDyCOzN+hdbK5q8Rlbw5VXk3qXqwN4VBhOqLHEPBX6HaUACdWtHqEFE9wzDyCLRWNvLDLbw5FSmozAP2alFOqV68HAXrURrPzSKqPxhGakm5t/s25Eg9IjmvXQDUxvtDtDobo+OJSih6W/hSD/PTbe5V7iHK2sRzs4jqD4aRWlLu7b7Zm0JERI0cw0h14i3CqZZV+IC9WpSTnQndnz0zOTNPA1bK9OTxwYFE9VOVwsimTZuwZs0a6PV6eHp64r333kP//v3LLb9nzx4sWbIEV65cQYcOHbBq1So89dRTVa40ERWr8AF7tUin/utfSYumTdnDR0QmMfnsroiICMyfPx/BwcH4+eef4enpCV9fX9y8edNo+WPHjmHcuHF4+eWXcfr0aYwePRqjR4/GL7/88siVpyoo6b0JSecXBlUf7ldE9AhM7hlZv349pk2bhilTpgAAtm7disjISGzfvh2LFi0qU37jxo0YPnw4Fi5cCABYtmwZDh06hPfffx9bt259xOo/upws0w6r8N4fdRQPkdEDlLy6qLJ3YyaqK5TuYTUpjBgMBsTHxyMwMFAaZ2ZmBh8fH8TFxRmdJy4uDvPnz5eN8/X1xRdffFHuevLz85Gfny+9T08v/pLJyMgwpbqVE+ZqUnELACW1yMnIQEGR6tHWb8gG8kXx64wMQF34aMujhof7SKXlZGWg4M+2stjQFUpGAOm/1ZpOCtaCqHIyAq/XzHL//N4WQlRYzqQwcvv2bRQWFsLBwUE23sHBARcuXDA6j16vN1per9eXu56wsDCEhoaWGe/qalpwqHErH35beNOW51y9y6OGh/sIEdWElTXbM5KZmQk7u/LXUSevpgkMDJT1phQVFeHu3bto3rw5VKpH7ImoZzIyMuDq6opr167B1tZW6erUCWwTObaHHNujLLaJHNtDribbQwiBzMxMODtX/EPKpDDSokULNGnSBGlpabLxaWlpcHR0NDqPo6OjSeUBQKPRQKPRyMbZ29ubUtUGx9bWln80D2CbyLE95NgeZbFN5NgecjXVHhX1iJQw6WoatVqNPn36IDo6WhpXVFSE6OhoeHt7G53H29tbVh4ADh06VG55IiIialxMPkwzf/58BAQEoG/fvujfvz82bNiA7Oxs6eqaSZMmwcXFBWFhYQCAOXPmYNCgQVi3bh1GjhyJ3bt349SpU/jwww+rd0uIiIioXjI5jPj7++PWrVsICgqCXq9Hz549ERUVJZ2kmpKSArNSD6caMGAAdu3ahcWLF+PNN99Ehw4d8MUXX+Cxxx6rvq1owDQaDYKDg8sctmrM2CZybA85tkdZbBM5todcXWgPlXjY9TZERERENYjP1yYiIiJFMYwQERGRohhGiIiISFEMI0RERKQohpE6IiQkBCqVSjZ07txZmp6Xl4dZs2ahefPmsLa2xvPPP1/mZnL12dGjR+Hn5wdnZ2eoVKoyzy4SQiAoKAhOTk7QarXw8fHBxYsXZWXu3r2LCRMmwNbWFvb29nj55ZeRlZVVi1tRfR7WHpMnTy6zvwwfPlxWpiG1R1hYGPr16wcbGxu0atUKo0ePRlJSkqxMZf5GUlJSMHLkSOh0OrRq1QoLFy5EQUH9e4hdZdpj8ODBZfaR6dOny8o0lPYAgC1btqBHjx7Sjbu8vb1x4MABaXpj2j+Ah7dHXds/GEbqkG7duiE1NVUafvzxR2navHnz8NVXX2HPnj34/vvvcePGDTz33HMK1rZ6ZWdnw9PTE5s2bTI6ffXq1Xj33XexdetWHD9+HFZWVvD19UVeXp5UZsKECfj1119x6NAhfP311zh69CheeeWV2tqEavWw9gCA4cOHy/aX//znP7LpDak9vv/+e8yaNQs//fQTDh06hPv37+PJJ59Edna2VOZhfyOFhYUYOXIkDAYDjh07ho8//hjh4eEICgpSYpMeSWXaAwCmTZsm20dWr14tTWtI7QEArVu3xsqVKxEfH49Tp07hiSeewKhRo/Drr78CaFz7B/Dw9gDq2P4hqE4IDg4Wnp6eRqfdu3dPWFhYiD179kjjEhMTBQARFxdXSzWsPQDEvn37pPdFRUXC0dFRrFmzRhp37949odFoxH/+8x8hhBDnz58XAMTJkyelMgcOHBAqlUr8/vvvtVb3mvBgewghREBAgBg1alS58zTk9hBCiJs3bwoA4vvvvxdCVO5v5JtvvhFmZmZCr9dLZbZs2SJsbW1Ffn5+7W5ANXuwPYQQYtCgQWLOnDnlztOQ26NE06ZNxUcffdTo948SJe0hRN3bP9gzUodcvHgRzs7OaNu2LSZMmICUlBQAQHx8PO7fvw8fHx+pbOfOndGmTRvExcUpVd1ak5ycDL1eL9t+Ozs7eHl5SdsfFxcHe3t79O3bVyrj4+MDMzMzHD9+vNbrXBtiYmLQqlUrdOrUCTNmzMCdO3ekaQ29PdLT0wEAzZo1A1C5v5G4uDh0795d9hRxX19fZGRkyH4t1kcPtkeJTz/9FC1atMBjjz2GwMBA5OTkSNMacnsUFhZi9+7dyM7Ohre3d6PfPx5sjxJ1af+ok0/tbYy8vLwQHh6OTp06ITU1FaGhoXj88cfxyy+/QK/XQ61Wl3lYoIODA/R6vTIVrkUl21j6j6Lkfck0vV6PVq1ayaabm5ujWbNmDbKNhg8fjueeew4eHh64fPky3nzzTYwYMQJxcXFo0qRJg26PoqIizJ07FwMHDpTu5FyZvxG9Xm90HyqZVl8Zaw8AGD9+PNzc3ODs7IyzZ8/ijTfeQFJSEvbu3QugYbbHuXPn4O3tjby8PFhbW2Pfvn3o2rUrEhISGuX+UV57AHVv/2AYqSNGjBghve7Rowe8vLzg5uaGzz77DFqtVsGaUV00duxY6XX37t3Ro0cPtGvXDjExMRg6dKiCNat5s2bNwi+//CI7p6oxK689Sp8f1L17dzg5OWHo0KG4fPky2rVrV9vVrBWdOnVCQkIC0tPT8fnnnyMgIADff/+90tVSTHnt0bVr1zq3f/AwTR1lb2+Pjh074tKlS3B0dITBYMC9e/dkZdLS0uDo6KhMBWtRyTY+eOZ76e13dHTEzZs3ZdMLCgpw9+7dRtFGbdu2RYsWLXDp0iUADbc9Zs+eja+//hpHjhxB69atpfGV+RtxdHQ0ug+VTKuPymsPY7y8vABAto80tPZQq9Vo3749+vTpg7CwMHh6emLjxo2Ndv8orz2MUXr/YBipo7KysnD58mU4OTmhT58+sLCwQHR0tDQ9KSkJKSkpsuN/DZWHhwccHR1l25+RkYHjx49L2+/t7Y179+4hPj5eKvPdd9+hqKhI+iNryK5fv447d+7AyckJQMNrDyEEZs+ejX379uG7776Dh4eHbHpl/ka8vb1x7tw5WUg7dOgQbG1tpa7r+uJh7WFMQkICAMj2kYbSHuUpKipCfn5+o9s/ylPSHsYovn9U+ymxVCWvv/66iImJEcnJySI2Nlb4+PiIFi1aiJs3bwohhJg+fbpo06aN+O6778SpU6eEt7e38Pb2VrjW1SczM1OcPn1anD59WgAQ69evF6dPnxZXr14VQgixcuVKYW9vL/bv3y/Onj0rRo0aJTw8PERubq60jOHDh4tevXqJ48ePix9//FF06NBBjBs3TqlNeiQVtUdmZqZYsGCBiIuLE8nJyeLw4cOid+/eokOHDiIvL09aRkNqjxkzZgg7OzsRExMjUlNTpSEnJ0cq87C/kYKCAvHYY4+JJ598UiQkJIioqCjRsmVLERgYqMQmPZKHtcelS5fE0qVLxalTp0RycrLYv3+/aNu2rfjHP/4hLaMhtYcQQixatEh8//33Ijk5WZw9e1YsWrRIqFQqcfDgQSFE49o/hKi4Peri/sEwUkf4+/sLJycnoVarhYuLi/D39xeXLl2Spufm5oqZM2eKpk2bCp1OJ5599lmRmpqqYI2r15EjRwSAMkNAQIAQovjy3iVLlggHBweh0WjE0KFDRVJSkmwZd+7cEePGjRPW1tbC1tZWTJkyRWRmZiqwNY+uovbIyckRTz75pGjZsqWwsLAQbm5uYtq0abJL8IRoWO1hrC0AiB07dkhlKvM3cuXKFTFixAih1WpFixYtxOuvvy7u379fy1vz6B7WHikpKeIf//iHaNasmdBoNKJ9+/Zi4cKFIj09XbachtIeQgjx0ksvCTc3N6FWq0XLli3F0KFDpSAiROPaP4SouD3q4v6hEkKI6u9vISIiIqocnjNCREREimIYISIiIkUxjBAREZGiGEaIiIhIUQwjREREpCiGESIiIlIUwwgREREpimGEiIiIFMUwQkRERIpiGCEiIiJFMYwQERGRohhGiIiISFH/H8jQGwUnXmHYAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GQqHAnj178Ouvv0r/XdeXn58fsrKysG3bNly+fBlxcXHYtWuXTp0bN27A398fP/74Y4378fHxQWZmJlJTU/Hbb7+htLQUwcHB6NWrF8LCwnD69Gn8+OOPePnll/Hkk0/qXN6yt7dHeHg4fvrpJxw/fhxvvPEGXnjhBen+gujoaHh5eSEwMBBbtmxBWloaLl68iI0bN6JPnz61Hvurr76KCxcuSDcV19QGycnJ2L9/Py5cuIAFCxbg1KlTxjahUYxp55kzZ2Ljxo2Ij4/HhQsXEBUVhXPnzunUWbx4MWJiYhAXF4cLFy7g7NmziI+Px4oVKwy+7y+//IJBgwZh6NChmD17NjQaDTQaDX799VepztSpU3HlyhXMmTMH58+fx9q1a7F9+3a8+eabUp3CwkKkpqZKzwSp+l1nZWXpvF9BQQF27NiBV155RS+Wr776CsHBwTo9GQ09bwxt16VLF5SVlWH16tW4cuUKPv/8c6xbt86I346u3NxcpKamIi0tDcDdG9FTU1Oh0Wjqva96MWpsUQ1gYGhVRUWFGDRokDQkzdvbW6xcuVIq/+yzz4RardbZpqysTFhbW4udO3cafJ+SkhKRn58vLdevX+cwYzNr6qGqLZ0lDzMWQoibN2+K6dOnC29vb6FUKkWHDh3EM888Iw4fPizVMfR5Un2Y8YwZM8QDDzwg7OzsRPv27cVLL70kfvvtN6n+kiVLhLu7u1AoFLUOM773M0kIIQICAkRUVJT0+p133hFt27YVjo6OYuzYsWLlypU6QzGrhlveG391JSUlYsyYMUKtVjdomPHatWuFp6ensLe3F3/9619Fbm6uzv7z8vJERESE8PPzE0qlUri5uYng4GCxa9cuUVlZafDYq7z66quiZ8+eoqKiQgghhLOzsxRfVezjx48Xzs7OQq1Wi2nTpomIiAid4b3GDDO+33YWQojo6GjRrl074ejoKMLDw8WcOXP0hhlv3bpV9O7dWyiVStGmTRvxxBNPSN8n1YfGRkVF6Q3JBSC8vb119nn48GFpn507d9Zpn6pyQ/upOu+qrF+/XqhUKp1h4lUGDBggNmzYoLOuoedNTdutWLFCeHh4CJVKJUJCQsSWLVt0/qaqDzM2dG4bGsYMQOd3eS9TDTM2eYKybNky8dRTT0l/INVP0ujoaNG1a1e9fbVv316sXbvW4PvUdEIxQTEfJihNy9ITFDJeVYJCzduvv/4qbGxsdJIMOTh06JBQq9V6CXF9yPI5KCkpKdLjj429Rm2MyMhI5OfnS8u91+GIiIgsTW5uLlasWKE3nNncvv32W7z77rto06aNuUMx7TDj48eP49atW+jUqZO0rqKiAm+99RZWrVqFq1ev6g0zA+4OCcvNza3xkdZ2dnaws7MzWEZE9eOgtMHV5SPMHQZRi9a1a1d07drV3GHoqT5PkDmZtAflpZdews8//yzdOJSamgpPT0+888472L//7gOlgoKCkJeXh5SUFGm7Q4cOobKyUm+YGBFRS7No0SLOvEuEBvSgFBYW4tKlS9LrqruGXVxc0KlTJ7Rt21anvq2tLdzd3aUnB3bv3h3Dhg3D5MmTsW7dOpSVlWHGjBkYN26cwSHJRERE1PLUuwclOTkZffr0QZ8+fQDcnaa7T58+WLhwodH72Lp1K/z9/TFkyBA8/fTTGDBgAD755JP6hkJERETNVL17UAYOHFivx1dfvXpVb52Liwu++OKL+r41ERERtRCczZiIiIhkhwkKERERyQ4TFKKWRlsELHK+u2j158chIpIDJihEZDEGDhyoMzM66fvhhx/Qq1cv2Nra1jjTfHXjx4/XqVu9nX18fLBq1SqTxgncHVLdu3dvo+tfvXoVCoWCw7BrsGnTJqjVanOHYTJMUIioUY0fPx4KhQIKhQK2trZwc3PDU089hY0bN6KystLc4Rmlvl+k9VVQUIB58+bB398f9vb2cHd3R3BwMHbu3CkNShg4cKDUjvb29ujatStiYmL0Bi3Mnj0bvXv3RmZmJjZt2mTU+1c9AdzS/PTTT3jxxRfh5eUFlUqF7t2746OPPtKrd+TIETz88MOws7NDly5d9I712LFjGDVqFDw9PaFQKLB79269fVS1ffWl+oPN7ty5g1atWuHSpUsNPm8a83zbuXMnhg4dirZt28o+2WOCQkSNbtiwYcjOzsbVq1fx3XffYdCgQZg5cyZGjhyJ8vJyc4dnVnl5eejfvz+2bNmCyMhInD59GseOHcPYsWMxZ84c5OfnS3UnT56M7OxsZGRkIDIyEgsXLtSbnfby5csYPHgwOnbsaPR/087Ozhb5n3dKSgpcXV3xz3/+E+fOncO8efMQGRmJf/zjH1KdzMxMjBgxAoMGDUJqaipmzZqFV155RXp4KAAUFRUhICAAa9asqfG9srOzdZaNGzdCoVBgzJgxOvUSEhLg7e2NLl26mP6ATaCoqAgDBgzA+++/b+5Q6tbg2YDMqD6TDVHj4IRzTcuUkwWK0kIhopzuLqWF97+/OlSf9bbKwYMHBQBpNtcJEyaIESNG6NTRarWiffv24tNPPxVC6M+Yu2XLFtG3b1/h6Ogo3NzcxIsvvihycnKk8qoZZw8cOCD69u0rVCqVCAoKEufPnzc6fkMzudZ3ZuJ169aJjh07CpVKJZ5//nmdmW2nTZsmWrVqJW7cuKH33rdv3xZlZWUGj10IIR5++GHx3HPPCSH+nIW2epzl5eVi4sSJwsfHR9jb24uuXbtKs81XMWZm4ujoaDFhwgTh6OgovLy8xPr163X2MWfOHOHn5ydUKpXw9fUV8+fPF1qtVqdOTEyMcHV1FY6OjmLixIli7ty5ehMjbtiwQfj7+ws7OzvRrVs3sWbNGqms+szEhrz22mti0KBBOnH17NlTp87YsWNFSEiIwe1hYBJcQ0JDQ8XgwYP11lcdV0PPm9q2i42NFQ8++KBwcHAQHTt2FNOmTRO3b9+W3rv6zMS1MaYtG0qWkwUSURMS4u5NrrUthb8aWH77cx+FvxmuU9d+6/EspJoMHjwYAQEB2LlzJwDglVdewb59+5CdnS3V2bNnD4qLizF27FiD+ygrK8N7772Hn376Cbt378bVq1cxfvx4vXrz5s1DbGwskpOTYWNjg4kTJ0plVfc1HDlyxOB7jB07Fm+99RZ69uwp/fc8duxYVFZWIjQ0FLm5uTh69CgSEhJw5coVvVgvXbqE7du345tvvsG+fftw5swZvPbaawCAyspKbNu2DWFhYQafpO3o6AgbG/3HVQkhcPz4cZw/fx5KpRIA4OXlhezsbDg5OWHVqlU6cXbs2BE7duxAWloaFi5ciHfffRfbt283eLw1iY2NRb9+/aT4p02bhoyMDKm8devW2LRpE9LS0vDRRx9hw4YNWLlypVS+fft2LFq0CMuWLUNycjI8PDywdu1anffYunUrFi5ciOjoaKSnp2PZsmVYsGABNm/ebHSc+fn5cHFxkV4nJiYiODhYp05ISAgSExPrdfz3ysnJwd69ezFp0iSd9ZWVldizZw9CQ0MbfN7UtB0AWFlZIS4uDufOncPmzZtx6NAhzJkzp8Y46zq35c6kkwUSURMqKwaW3ef0EHEPNWy7d28Cylb3994A/P398fPPPwMA+vfvj27duuHzzz+XPnTj4+Px/PPPw9HR0eD29yYanTt3RlxcHB555BEUFhbqbBMdHY0nn3wSABAREYERI0agpKQE9vb2sLW1Rbdu3eDg4GDwPVQqlZQo3DuhaUJCAs6ePYvMzEx4eXkBALZs2YKePXvi1KlTeOSRRwAAJSUl2LJlCzp06AAAWL16NUaMGIHY2FhYWVnhjz/+gL+/v1HttXbtWnz66afQarUoKyuDvb093njjDQCAtbU13N3doVAo4OzsrBPr4sWLpZ99fX2RmJiI7du344UXXjDqfQHg6aeflhKruXPnYuXKlTh8+LA0jcn8+fOluj4+Pnj77bexbds26Xe5atUqTJo0SfpSX7p0KQ4cOICSkhJpu6ioKMTGxmL06NFSrGlpaVi/fj3Cw8PrjPHEiRP48ssvsXfvXmmdRqPRmzHYzc0NBQUFuHPnDlQqldFtUGXz5s1o3bq1FGeVkydPAgACAwNhZWXV4PPG0HYA9G5cXrp0KaZOnaqX6FWp69yWO/agEJHZCCGgUCik16+88gri4+MB3P0v9bvvvtNJQqpLSUnBqFGj0KlTJ7Ru3VpKQrKysnTqPfTQn4mYh4cHAEizqnfo0AHnz5/Ho48+Wq/Y09PT4eXlJX3JAECPHj2gVquRnp4urevUqZOUnAB3J0ytrKxERkZGvZ7KDQBhYWFITU3FDz/8gOHDh2PevHno379/ndutWbMGffv2Rfv27eHo6IhPPvlEr43qcm8bKhQKvZnpv/zySzz++ONwd3eHo6Mj5s+fr/Me6enpehPCBgUFST8XFRXh8uXLmDRpEhwdHaVl6dKluHz5cp3x/fLLLwgNDUVUVBSGDh1ar2Orr40bNyIsLAz29vY667/66iuMHDkSVlY1f7Uae94YcuDAAQwZMgQdOnRA69at8dJLL+H3339HcXGxwfoNPbflgj0oVCMhBO6UVRgsK9aWG/y5OpWttc4XEJmQrcPdnozaaA18cGmL/+w5eeNnQGngvytD66q/twmkp6fD19dXev3yyy8jIiICiYmJOHHiBHx9ffGXv/zF4LZFRUUICQlBSEgItm7divbt2yMrKwshISHQarW64draSj9XnY9yGEHUvn17qNVqnD9/3qj6zs7O0s2X27dvR5cuXfDYY4/pXcK417Zt2/D2228jNjYWQUFBaN26NT788EMkJSXVK9Z72xC4245VbZiYmIiwsDAsXrwYISEhcHZ2xrZt2xAbG2v0/gsLCwEAGzZs0EtkrK2ta902LS0NQ4YMwZQpU3R6cgDA3d0dOTk5OutycnLg5OTUoN6T48ePIyMjA19++aVe2ddff43ly5fXe5/GuHr1KkaOHIlp06YhOjoaLi4u+P777zFp0iRotVqL7SWpDRMUqtGdsgr0WLi/znr9lh6ssSxtSQgclDzNGoVCUfdlFkPl9z6czbGdSS7VNMShQ4dw9uxZvPnmm9K6tm3b4tlnn0V8fDwSExMxYcKEGrc/f/48fv/9dyxfvlz6bzQ5OblRYlUqlaio0E3Wu3fvjuvXr+P69evS+6elpSEvLw89evSQ6mVlZeHmzZvSPSYnT56ElZUVunXrBisrK4wbNw6ff/45oqKi9O5DKSwshL29vcH7UBwdHTFz5ky8/fbbOHPmTI3/CPzwww/o37+/dHkGgFE9EvVx4sQJeHt7Y968edK6a9eu6dTp3r07kpKS8PLLL0vrqi6JAHcvu3h6euLKlSsICwsz+r3PnTuHwYMHIzw8HNHR0XrlQUFB+Pbbb3XWJSQk6PTe1Mdnn32Gvn37IiAgQGf9xYsXce3aNTz11FPSuoaeN4a2S0lJQWVlpXRpEEC97yOyNLzEQ0SNrrS0FBqNBjdu3MDp06exbNkyhIaGYuTIkTpfWMDdyzybN29Genp6rfcddOrUCUqlEqtXr8aVK1fw9ddf47333qt3bDdu3IC/vz9+/PHHGuv4+PggMzMTqamp+O2331BaWorg4GD06tULYWFhOH36NH788Ue8/PLLePLJJ9GvXz9pW3t7e4SHh+Onn37C8ePH8cYbb+CFF16Q7i+Ijo6Gl5cXAgMDsWXLFqSlpeHixYvYuHEj+vTpI/UsGPLqq6/iwoUL+Pe//11jHT8/PyQnJ2P//v24cOECFixYgFOnTtW7nWrj5+eHrKwsbNu2DZcvX0ZcXBx27dqlU2fmzJnYuHEj4uPjceHCBURFReHcuXM6dRYvXoyYmBjExcXhwoULOHv2LOLj47FixQqD7/vLL79g0KBBGDp0KGbPng2NRgONRoNff/1VqjN16lRcuXIFc+bMwfnz57F27Vps375dJzEuLCxEamqq9EyQqt919ctgBQUF2LFjB1555RW9WL766isEBwfr9GQ09LwxtF2XLl1QVlYmne+ff/653hBzY+Tm5iI1NRVpaWkAgIyMDKSmpkKj0dR7X43O1MOLmgKHGTeNe4cS/3q7RBSVlknLr7fv3FN2p1pZCYcgm5ilDzPG/4ZL2tjYiPbt24vg4GCxceNGUVFRoVe/srJSeHt7i6efflqvrPrw1y+++EL4+PgIOzs7ERQUJL7++mudoZNVw4z/+OMPaZszZ84IACIzM1MI8edwy8OHD9d4DCUlJWLMmDFCrVY3aJjx2rVrhaenp7C3txd//etfRW5urs7+8/LyREREhPDz8xNKpVK4ubmJ4OBgsWvXLlFZWWnw2Ku8+uqromfPnlJbOjs7S/FVxT5+/Hjh7Ows1Gq1mDZtmoiIiNAZ3mvMMOOVK1fqvG9AQICIioqSXr/zzjuibdu2wtHRUYwdO1asXLlSb8hrdHS0aNeunXB0dBTh4eFizpw5esOMt27dKnr37i2USqVo06aNeOKJJ8TOnTuFEPpDY6OiovSG5AIQ3t7eOvs8fPiwtM/OnTvrtE9VuaH9hIeH69Rbv369UKlUOsPEqwwYMEAaMl+loedNTdutWLFCeHh4CJVKJUJCQsSWLVt0zu/qw4wNnduGhjED0Pld3i9TDTNWCGGC8YJNrKCgAM7OzsjPz4eTk5O5w2m2irXl0iWe6pdqGlpGDVNSUoLMzEz4+vrq3ZhXb9qiP0f/mGg0jikVFhaiQ4cOiI+P1xslYWkWLVqE3bt3y/ppnXT/fvvtN3h4eOC///2v3oghczp8+DBGjx6NK1euoE2bNk32vrV9XtXn+5vfHC0ckwmSi8rKSvz222+IjY2FWq3GM888Y+6QiIySm5uLFStWyCo5AYBvv/0W7777bpMmJ6bEbyOilkbZCliUX3e9JpaVlQVfX1907NgRmzZtMnhjKJEcde3aFV27djV3GHqqzxNkafgJQESy4OPjU+/ngsjdokWLsGjRInOHQWSROIqHiIiIZIcJChEREckOExQiC9LcLoEQUfNjqs8pJijUZIq15fCJ2AufiL21Ph6f9FU9ZrymOTeIiOSi6nOq+vQI9cWbZIksgLW1NdRqtTQ5m4ODA+c4IiJZEUKguLgYt27dglqtrnMOpbowQSGyEFWPRr93BlkiIrlRq9XS59X9YIJCZCEUCgU8PDzg6uqKsrIyc4dDRKTH1tb2vntOqjBBIbIw1tbWJvsAICKSK94kS0RERLLDBIWIiIhkhwkKERERyQ4TFCIiIpIdJihEREQkO0xQiIiISHaYoBAREZHsMEEhIiIi2eGD2loAIQTulFUYLLt30r7qE/gVaw1vQ0RE1NiYoLQAd8oq0GPh/jrr9Vt60Oh9OihtcHX5iPsJi4iIqEa8xENERESywx6UFiZ5fjAclH/O41KsLZd6TpLnD4GD0vApobLl3C9ERNR06t2DcuzYMYwaNQqenp5QKBTYvXu3VFZWVoa5c+eiV69eaNWqFTw9PfHyyy/j5s2bOvvIzc1FWFgYnJycoFarMWnSJBQWFt73wVDdHJTWcFDa6Cx/ltnUuCgUiga9X7G2AsXacmn5c315jYsQ4r6Pk4iILFu9e1CKiooQEBCAiRMnYvTo0TplxcXFOH36NBYsWICAgAD88ccfmDlzJp555hkkJydL9cLCwpCdnY2EhASUlZVhwoQJmDJlCr744ov7PyKSlX5LD9Swvub7XdKWhNTYk0NERC1Dvb8Fhg8fjuHDhxssc3Z2RkJCgs66f/zjH3j00UeRlZWFTp06IT09Hfv27cOpU6fQr18/AMDq1avx9NNP4+9//zs8PT0bcBhERETUnDT6v6n5+flQKBRQq9UAgMTERKjVaik5AYDg4GBYWVkhKSkJzz33XGOHRI1MZWuNtCUheutru9+lWFtRY28LERG1PI2aoJSUlGDu3Ll48cUX4eTkBADQaDRwdXXVDcLGBi4uLtBoNAb3U1paitLSUul1QUFB4wVN902hUNR5iab6/S9ERET3arRhxmVlZXjhhRcghMDHH398X/uKiYmBs7OztHh5eZkoSiIiIpKjRklQqpKTa9euISEhQeo9AQB3d3fcunVLp355eTlyc3Ph7u5ucH+RkZHIz8+XluvXrzdG2ERERCQTJu9jr0pOLl68iMOHD6Nt27Y65UFBQcjLy0NKSgr69u0LADh06BAqKysRGBhocJ92dnaws7MzdahEREQkU/VOUAoLC3Hp0iXpdWZmJlJTU+Hi4gIPDw/89a9/xenTp7Fnzx5UVFRI95W4uLhAqVSie/fuGDZsGCZPnox169ahrKwMM2bMwLhx4ziCh4iIiAA0IEFJTk7GoEGDpNezZ88GAISHh2PRokX4+uuvAQC9e/fW2e7w4cMYOHAgAGDr1q2YMWMGhgwZAisrK4wZMwZxcXENPAQiIiJqbuqdoAwcOLDWJ30a8xRQFxcXPpSNiIiIasTJAomIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREckOExQiIiKSHU4n28I5KG1wdfkIc4dBRESkgz0oREREJDvsQaEmw94aIiIyFntQiIiISHaYoBAREZHsMEEhIiIi2WGCQkRERLLDBIWIiIhkhwkKERERyQ4TFCIiIpIdJihEREQkO0xQiIiISHaYoBAREZHsMEEhIiIi2WGCQkRERLLDBIWIiIhkhwkKERERyQ4TFCIiIpIdJihEREQkO0xQiIiISHaYoBAREZHsMEEhIiIi2WGCQkRERLLDBIWIiIhkhwkKERERyQ4TFCIiIpIdJihEREQkO0xQiIiISHaYoBAREZHsMEEhIiIi2WGCQkRERLLDBIWIiIhkp94JyrFjxzBq1Ch4enpCoVBg9+7dOuVCCCxcuBAeHh5QqVQIDg7GxYsXderk5uYiLCwMTk5OUKvVmDRpEgoLC+/rQFq6Ym05fCL2widiL4q15eYOh4iI6L7UO0EpKipCQEAA1qxZY7D8gw8+QFxcHNatW4ekpCS0atUKISEhKCkpkeqEhYXh3LlzSEhIwJ49e3Ds2DFMmTKl4UdBzRqTLyKilsemvhsMHz4cw4cPN1gmhMCqVaswf/58hIaGAgC2bNkCNzc37N69G+PGjUN6ejr27duHU6dOoV+/fgCA1atX4+mnn8bf//53eHp63sfhEBERUXNg0ntQMjMzodFoEBwcLK1zdnZGYGAgEhMTAQCJiYlQq9VScgIAwcHBsLKyQlJSksH9lpaWoqCgQGchIiKi5sukCYpGowEAuLm56ax3c3OTyjQaDVxdXXXKbWxs4OLiItWpLiYmBs7OztLi5eVlyrCJiIhIZixiFE9kZCTy8/Ol5fr16+YOiYiIiBqRSRMUd3d3AEBOTo7O+pycHKnM3d0dt27d0ikvLy9Hbm6uVKc6Ozs7ODk56SxERETUfJk0QfH19YW7uzsOHjworSsoKEBSUhKCgoIAAEFBQcjLy0NKSopU59ChQ6isrERgYKApwyEiIiILVe9RPIWFhbh06ZL0OjMzE6mpqXBxcUGnTp0wa9YsLF26FH5+fvD19cWCBQvg6emJZ599FgDQvXt3DBs2DJMnT8a6detQVlaGGTNmYNy4cRzBQ0RERAAakKAkJydj0KBB0uvZs2cDAMLDw7Fp0ybMmTMHRUVFmDJlCvLy8jBgwADs27cP9vb20jZbt27FjBkzMGTIEFhZWWHMmDGIi4szweEQERFRc1DvBGXgwIEQQtRYrlAosGTJEixZsqTGOi4uLvjiiy/q+9ZERETUQljEKB4iIiJqWZigEBERkewwQSEiIiLZYYJCREREslPvm2TJvIQQuFNWobf+3ll+q8/4W6zVry9n1eOt7djupbK1hkKhaLS4iIio6TBBsTB3yirQY+H+Wuv0W3qw1nK567f0QC1lNR9b2pIQOCh5ShMRNQe8xENERESyw383LVjy/GA4KK0B3L30UdW7kDx/SI09CSpb6yaLrz5UttZIWxJisKy2YyvWVtTa40JERJaJCYoFc1BaG0xEHJQ2FnepQ6FQGBWzJR4bERHVHy/xEBERkewwQSEiIiLZYYJCREREssMEhYiIiGSHCQoRERHJDhMUIiIikh0mKERERCQ7TFCIiIhIdpigEBERkewwQSEiIiLZYYJCREREssMEhYiIiGSHCQoRERHJDqeFJdlzUNrg6vIR5g6DiIiaEBOUZoJf4kRE1JzwEg8RERHJDhMUIiIikh0mKERERCQ7TFCIiIhIdpigEBERkewwQSEiIiLZYYJCREREssMEhYiIiGSHCQoRERHJDhMUIiIikh0mKERERCQ7TFCIiIhIdpigEBERkewwQSEiIiLZMXmCUlFRgQULFsDX1xcqlQoPPPAA3nvvPQghpDpCCCxcuBAeHh5QqVQIDg7GxYsXTR0KERERWSiTJyjvv/8+Pv74Y/zjH/9Aeno63n//fXzwwQdYvXq1VOeDDz5AXFwc1q1bh6SkJLRq1QohISEoKSkxdThERERkgWxMvcMTJ04gNDQUI0aMAAD4+PjgX//6F3788UcAd3tPVq1ahfnz5yM0NBQAsGXLFri5uWH37t0YN26cqUMiIiIiC2PyHpT+/fvj4MGDuHDhAgDgp59+wvfff4/hw4cDADIzM6HRaBAcHCxt4+zsjMDAQCQmJpo6HCIiIrJAJu9BiYiIQEFBAfz9/WFtbY2KigpER0cjLCwMAKDRaAAAbm5uOtu5ublJZdWVlpaitLRUel1QUGDqsImIiEhGTN6Dsn37dmzduhVffPEFTp8+jc2bN+Pvf/87Nm/e3OB9xsTEwNnZWVq8vLxMGDERERHJjckTlHfeeQcREREYN24cevXqhZdeeglvvvkmYmJiAADu7u4AgJycHJ3tcnJypLLqIiMjkZ+fLy3Xr183ddhEREQkIyZPUIqLi2Flpbtba2trVFZWAgB8fX3h7u6OgwcPSuUFBQVISkpCUFCQwX3a2dnByclJZyEiIqLmy+T3oIwaNQrR0dHo1KkTevbsiTNnzmDFihWYOHEiAEChUGDWrFlYunQp/Pz84OvriwULFsDT0xPPPvusqcMhIiIiC2TyBGX16tVYsGABXnvtNdy6dQuenp549dVXsXDhQqnOnDlzUFRUhClTpiAvLw8DBgzAvn37YG9vb+pwiIiIyAIpxL2PeLUQBQUFcHZ2Rn5+fou73FOsLUePhfsBAGlLQuCgNHmOaVHYHkRElqM+39+ci4eIiIhkhwkKERERyQ4TFCIiIpIdJihEREQkO0xQiIiISHaYoBAREZHsMEEhIiIi2WGCQkRERLLDBIWIiIhkhwkKERERyQ4TFGq2irXl8InYC5+IvSjWlps7HCIiqgcmKERERCQ7TFCIiIhIdpigEBERkewwQSEiIiLZYYJCREREssMEhYiIiGSHCQoRERHJDhMUIiIikh0bcwdAZCrF2opqr8sN/lydytYaCoWi0eIiIqL6Y4JCzUa/pQdqKTtYY1nakhA4KPmnQEQkJ7zEQ0RERLLDfxvJoqlsrZG2JMRgWbG2XOo5SZ4/RKeXpFhbUWuPCxERmRcTFLJoCoXCqMszDkobXsYhIrIgvMRDREREssMEhYiIiGSHCQoRERHJDhMUIiIikh0mKERERCQ7TFCIiIhIdpigEBERkezwwRDUbDkobXB1+Qhzh0FERA3AHhQiIiKSHSYoREREJDtMUIiIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZKdREpQbN27g//2//4e2bdtCpVKhV69eSE5OlsqFEFi4cCE8PDygUqkQHByMixcvNkYoREREZIFMnqD88ccfePzxx2Fra4vvvvsOaWlpiI2NRZs2baQ6H3zwAeLi4rBu3TokJSWhVatWCAkJQUlJianDISIiIgtk8ifJvv/++/Dy8kJ8fLy0ztfXV/pZCIFVq1Zh/vz5CA0NBQBs2bIFbm5u2L17N8aNG2fqkIiIiMjCmLwH5euvv0a/fv3w/PPPw9XVFX369MGGDRuk8szMTGg0GgQHB0vrnJ2dERgYiMTERIP7LC0tRUFBgc5CREREzZfJE5QrV67g448/hp+fH/bv349p06bhjTfewObNmwEAGo0GAODm5qaznZubm1RWXUxMDJydnaXFy8vL1GETERGRjJg8QamsrMTDDz+MZcuWoU+fPpgyZQomT56MdevWNXifkZGRyM/Pl5br16+bMGIiIiKSG5MnKB4eHujRo4fOuu7duyMrKwsA4O7uDgDIycnRqZOTkyOVVWdnZwcnJyedhYiIiJovkycojz/+ODIyMnTWXbhwAd7e3gDu3jDr7u6OgwcPSuUFBQVISkpCUFCQqcMhIiIiC2TyUTxvvvkm+vfvj2XLluGFF17Ajz/+iE8++QSffPIJAEChUGDWrFlYunQp/Pz84OvriwULFsDT0xPPPvusqcMhIiIiC2TyBOWRRx7Brl27EBkZiSVLlsDX1xerVq1CWFiYVGfOnDkoKirClClTkJeXhwEDBmDfvn2wt7c3dThERERkgUyeoADAyJEjMXLkyBrLFQoFlixZgiVLljTG2xMREZGF41w8REREJDtMUIiIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREckOExQiIiKSHSYoREREJDtMUIiIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREckOExQZKtaWwydiL3wi9qJYW27ucIiIiJocExQiIiKSHSYoREREJDtMUIiIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREckOExQiIiKSHSYoRPfgU3yJiOTBxtwBtFRCCNwpqzBYdu8XY/UvyWKt4W2IiIiaEyYoZnKnrAI9Fu6vs16/pQebIBoiIiJ54SUeIiIikh32oMhA8vxgOCitpdfF2nKp5yR5/hA4KA3/mlS21gbXExERWTomKDLgoLSuMQlxUNrUWEZERNRc8ZuPWrx7bzyu7Qble6lsraFQKBo1LiKilowJCrV4/ZYeqGF9zTcopy0JYc8WEVEj4k2yREREJDv8F5BaJJWtNdKWhOitr+0G5WJtRY29LUREZFpMUKhFUigUdV6i4Q3KRETmw0s8REREJDtMUIiIiEh2Gj1BWb58ORQKBWbNmiWtKykpwfTp09G2bVs4OjpizJgxyMnJaexQiIiIyEI0aoJy6tQprF+/Hg899JDO+jfffBPffPMNduzYgaNHj+LmzZsYPXp0Y4ZiURyUNri6fASuLh/BeyCIiKhFarQEpbCwEGFhYdiwYQPatGkjrc/Pz8dnn32GFStWYPDgwejbty/i4+Nx4sQJnDx5srHCISIiIgvSaAnK9OnTMWLECAQHB+usT0lJQVlZmc56f39/dOrUCYmJiQb3VVpaioKCAp2FqDGw94qISB4a5RN427ZtOH36NE6dOqVXptFooFQqoVardda7ublBo9EY3F9MTAwWL17cGKESERGRDJm8B+X69euYOXMmtm7dCnt7e5PsMzIyEvn5+dJy/fp1k+yXiIiI5MnkCUpKSgpu3bqFhx9+GDY2NrCxscHRo0cRFxcHGxsbuLm5QavVIi8vT2e7nJwcuLu7G9ynnZ0dnJycdBYiIiJqvkx+iWfIkCE4e/aszroJEybA398fc+fOhZeXF2xtbXHw4EGMGTMGAJCRkYGsrCwEBQWZOhwiIiKyQCZPUFq3bo0HH3xQZ12rVq3Qtm1baf2kSZMwe/ZsuLi4wMnJCa+//jqCgoLw2GOPmTocIiIiskBmGaawcuVKWFlZYcyYMSgtLUVISAjWrl1rjlCIiIhIhpokQTly5IjOa3t7e6xZswZr1qxpircnIiIiC8O5eIiIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREckOExQiIiKSHSYoREREJDtMUIiIiEh2mKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREckOExQiIiKSHSYoREREJDtMUIiIiEh2mKAQmUCxthw+EXvhE7EXxdpyc4dDRGTxmKAQERGR7DBBISIiItlhgkJERESywwSFiIiIZIcJChEREcmOjbkDILJExdqKaq/LDf5cncrWGgqFotHiIiJqLpigEDVAv6UHaik7WGNZ2pIQOCj5Z0dEVBde4iEiIiLZ4b9yREZS2VojbUmIwbJibbnUc5I8f4hOL0mxtqLWHhciItLHBIXISAqFwqjLMw5KG17GISK6T7zEQ0RERLLDBIWIiIhkhwkKERERyQ4TFCIiIpId3slHZAIOShtcXT7C3GEQETUb7EEhIiIi2WGCQkRERLLDBIWIiIhkhwkKERERyQ4TFCIiIpIdJihEREQkOyZPUGJiYvDII4+gdevWcHV1xbPPPouMjAydOiUlJZg+fTratm0LR0dHjBkzBjk5OaYOhYiIiCyUyROUo0ePYvr06Th58iQSEhJQVlaGoUOHoqioSKrz5ptv4ptvvsGOHTtw9OhR3Lx5E6NHjzZ1KERERGShTP6gtn379um83rRpE1xdXZGSkoInnngC+fn5+Oyzz/DFF19g8ODBAID4+Hh0794dJ0+exGOPPWbqkIiIiMjCNPo9KPn5+QAAFxcXAEBKSgrKysoQHBws1fH390enTp2QmJhocB+lpaUoKCjQWYiIiKj5atQEpbKyErNmzcLjjz+OBx98EACg0WigVCqhVqt16rq5uUGj0RjcT0xMDJydnaXFy8urMcMmIiIiM2vUBGX69On45ZdfsG3btvvaT2RkJPLz86Xl+vXrJoqQyLyKteXwidgLn4i9KNaWmzscIiLZaLTJAmfMmIE9e/bg2LFj6Nixo7Te3d0dWq0WeXl5Or0oOTk5cHd3N7gvOzs72NnZNVaoREREJDMm70ERQmDGjBnYtWsXDh06BF9fX53yvn37wtbWFgcPHpTWZWRkICsrC0FBQaYOh4iIiCyQyXtQpk+fji+++AJfffUVWrduLd1X4uzsDJVKBWdnZ0yaNAmzZ8+Gi4sLnJyc8PrrryMoKIgjeMgwbRGwzPPuz+/eBJStzBvPfSjWVlR7XW7w5+pUttZQKBSNFhcRkdyYPEH5+OOPAQADBw7UWR8fH4/x48cDAFauXAkrKyuMGTMGpaWlCAkJwdq1a00dCpHs9Ft6oJaygzWWpS0JgYOy0a7IEhHJjsk/8YQQddaxt7fHmjVrsGbNGlO/PRERETUD/JeMqJGpbK2RtiTEYFmxtlzqOUmeP0Snl6RYW1FrjwsRUXPGBIWokSkUCqMuzzgobXgZh4jofzibMREREckOExQiIiKSHfYnU9NpRsOFTcVBaYOry0eYOwwiItlhDwo1jLYIWOR8d9EWmTuaFoWPxyeiloAJChEREckOExRqvtjLQ0RksZigEBERkezwJlmSByGAsmLDZdpiwz9XZ+sAcL4aIqJmgQkKyUNZ8Z8jfGrz9y41l3FkEBFRs8EEhcgC3DsLMmdAJqKWgAkKyc/blwClw5+vtcV/9pzUVtaM1TQnD2dAJqLmip9ejahYW44eC/cD4JdFvSgdar5UU1sZERE1G/zGJJKpmmZB5gzIRNQSMEEhupeMHsdvzCzInAGZiJorPgeFiIiIZIcJChEREckO+4bJ9Gp66FptD1yr7QFsRETU4jBBuU9CCNwpqzBYVtvzKu59rkWzY8xD11rA0GAiImo4Jij36U5ZhTSUuDa1Pa+CqD4clDa4unyEucMgImpUTFCocd37YLXaHrh2L9sa1hMRUYvBBMWEkucHw0FpLb2u7XkV91LZWhtc3yzU9GC1+jxwTdkKWJRfd73a7mvhJINERBaFCYoJOSita0xC+LyKJlDbfS2cZJCIyKJwmDERERHJDv+lJ8tm63C3B8QQTjJIRGSxmKCQZVMojLs8w0kGiYgsCi/xEBERkeywB6UR8XkVREREDcMeFCIiIpId9qBQ0zH2eSZERNTisQeFiEyuWFsOn4i98InYqzcPFRGRMdiDQtRMmXNCytomyjQnla01FHxqMJFFYIJihGJtuTQhYNqSkOb1RFht0Z8zD1d/oqoQd2cmNrhdLY+Rr+2x8tRk+i09YO4QAMhrosxm9/dL1IzxL5VqVlb8Z/JSG7k+8Kwhc/g0dP6e2hI9IiKqNyYoRDUlWBY4f4/K1hppS0LMHYbRE2U2TSwVsulNIiLjMUEh49T2qPjqZfeyrWE9NQqFQiGLSxh8BhAR3S/zf5LJiBACd8r0byys7YY/c96IaDRT3EtS26PiLfEx8jXN4WPs/D21tVV9Lg0REZFBZk1Q1qxZgw8//BAajQYBAQFYvXo1Hn30UbPFc6esQroZtiZmv+GvpmTDFBPjyfVeksZgzBw+tSVetbVVbWW19TbVhokNEbUwZktQvvzyS8yePRvr1q1DYGAgVq1ahZCQEGRkZMDV1dVcYTWd2no1amNMstGSEg1L09DfTUMSGyY1eiyix7MJcdg1yZnZEpQVK1Zg8uTJmDBhAgBg3bp12Lt3LzZu3IiIiAhzhQUAUKEEx+cMgoPSGsD/brL7IBEAkDwnSFqvt50oAbRG/rEb26tharyXpOFquiwEmKYHqzYN2b6hvTXNjbYcKpQAAP6ydI+Zg5GXez/niKpzcHQ26/ubJUHRarVISUlBZGSktM7KygrBwcFITEzUq19aWorS0lLpdX7+3aGjBQUFJo2rWFuOytJiJNlPAj4Equ42UQL4uSrvuGd9dbdNGo0RXk8FlKr6bVOhBEru/S/SDph9/e6PlahWdo+SakenLQJKxd2fCwoAZTP5z7TBx1VLOwolMON8A2K5A6zuXf/tqkQ/0PBtm5kkdhIYVsvnGVFB5H9Nv8//fW8LIeqsa5YE5bfffkNFRQXc3Nx01ru5ueH8ef0P8piYGCxevFhvvZeXV6PEZ96csR6Wy+QLaLkRz0qxRM31uIiIjLG88b4Nb9++DWfn2vdvEaN4IiMjMXv2bOl1ZWUlcnNz0bZt2xZ5/bSgoABeXl64fv06nJyczB2O2bE9dLE99LFNdLE9dLE99DVWmwghcPv2bXh61v0PoFkSlHbt2sHa2ho5OTk663NycuDu7q5X387ODnZ2djrr1Gp1Y4ZoEZycnPjHdA+2hy62hz62iS62hy62h77GaJO6ek6qmGU2Y6VSib59++LgwT+H7FZWVuLgwYMICgoyR0hEREQkI2a7xDN79myEh4ejX79+ePTRR7Fq1SoUFRVJo3qIiIio5TJbgjJ27Fj8+uuvWLhwITQaDXr37o19+/bp3ThL+uzs7BAVFaV32aulYnvoYnvoY5voYnvoYnvok0ObKIQxY32IiIiImpBZ7kEhIiIiqg0TFCIiIpIdJihEREQkO0xQiIiISHaYoMjUokWLoFAodBZ/f3+pvKSkBNOnT0fbtm3h6OiIMWPG6D34zpIdO3YMo0aNgqenJxQKBXbv3q1TLoTAwoUL4eHhAZVKheDgYFy8eFGnTm5uLsLCwuDk5AS1Wo1JkyahsLCwCY/CtOpqk/Hjx+udM8OGDdOp01zaJCYmBo888ghat24NV1dXPPvss8jIyNCpY8zfSFZWFkaMGAEHBwe4urrinXfeQXm5Zc5OY0ybDBw4UO8cmTp1qk6d5tImH3/8MR566CHpQWNBQUH47rvvpPKWdn7U1R5yPDeYoMhYz549kZ2dLS3ff/+9VPbmm2/im2++wY4dO3D06FHcvHkTo0ePNmO0plVUVISAgACsWbPGYPkHH3yAuLg4rFu3DklJSWjVqhVCQkJQUlIi1QkLC8O5c+eQkJCAPXv24NixY5gyZUpTHYLJ1dUmADBs2DCdc+Zf//qXTnlzaZOjR49i+vTpOHnyJBISElBWVoahQ4eiqKhIqlPX30hFRQVGjBgBrVaLEydOYPPmzdi0aRMWLlxojkO6b8a0CQBMnjxZ5xz54IMPpLLm1CYdO3bE8uXLkZKSguTkZAwePBihoaE4d+4cgJZ3ftTVHoAMzw1BshQVFSUCAgIMluXl5QlbW1uxY8cOaV16eroAIBITE5sowqYDQOzatUt6XVlZKdzd3cWHH34orcvLyxN2dnbiX//6lxBCiLS0NAFAnDp1Sqrz3XffCYVCIW7cuNFksTeW6m0ihBDh4eEiNDS0xm2ac5vcunVLABBHjx4VQhj3N/Ltt98KKysrodFopDoff/yxcHJyEqWlpU17AI2gepsIIcSTTz4pZs6cWeM2zb1N2rRpIz799FOeH/9T1R5CyPPcYA+KjF28eBGenp7o3LkzwsLCkJWVBQBISUlBWVkZgoODpbr+/v7o1KkTEhMTzRVuk8nMzIRGo9E5fmdnZwQGBkrHn5iYCLVajX79+kl1goODYWVlhaSkpCaPuakcOXIErq6u6NatG6ZNm4bff/9dKmvObZKfnw8AcHFxAWDc30hiYiJ69eql83DIkJAQFBQU6PxXaamqt0mVrVu3ol27dnjwwQcRGRmJ4uJiqay5tklFRQW2bduGoqIiBAUFtfjzo3p7VJHbuWERsxm3RIGBgdi0aRO6deuG7OxsLF68GH/5y1/wyy+/QKPRQKlU6k2Y6ObmBo1GY56Am1DVMVZ/6vC9x6/RaODq6qpTbmNjAxcXl2bbRsOGDcPo0aPh6+uLy5cv491338Xw4cORmJgIa2vrZtsmlZWVmDVrFh5//HE8+OCDAGDU34hGozF4DlWVWTJDbQIAf/vb3+Dt7Q1PT0/8/PPPmDt3LjIyMrBz504Aza9Nzp49i6CgIJSUlMDR0RG7du1Cjx49kJqa2iLPj5raA5DnucEERaaGDx8u/fzQQw8hMDAQ3t7e2L59O1QqlRkjI7kaN26c9HOvXr3w0EMP4YEHHsCRI0cwZMgQM0bWuKZPn45ffvlF5x6tlq6mNrn3fqNevXrBw8MDQ4YMweXLl/HAAw80dZiNrlu3bkhNTUV+fj7+7//+D+Hh4Th69Ki5wzKbmtqjR48esjw3eInHQqjVanTt2hWXLl2Cu7s7tFot8vLydOrk5OTA3d3dPAE2oapjrH7H/b3H7+7ujlu3bumUl5eXIzc3t0W0EQB07twZ7dq1w6VLlwA0zzaZMWMG9uzZg8OHD6Njx47SemP+Rtzd3Q2eQ1VllqqmNjEkMDAQAHTOkebUJkqlEl26dEHfvn0RExODgIAAfPTRRy32/KipPQyRw7nBBMVCFBYW4vLly/Dw8EDfvn1ha2uLgwcPSuUZGRnIysrSuZ7YXPn6+sLd3V3n+AsKCpCUlCQdf1BQEPLy8pCSkiLVOXToECorK6U/vObuv//9L37//Xd4eHgAaF5tIoTAjBkzsGvXLhw6dAi+vr465cb8jQQFBeHs2bM6SVtCQgKcnJykbm9LUlebGJKamgoAOudIc2qT6iorK1FaWtoizw9DqtrDEFmcG41y6y3dt7feekscOXJEZGZmih9++EEEBweLdu3aiVu3bgkhhJg6daro1KmTOHTokEhOThZBQUEiKCjIzFGbzu3bt8WZM2fEmTNnBACxYsUKcebMGXHt2jUhhBDLly8XarVafPXVV+Lnn38WoaGhwtfXV9y5c0fax7Bhw0SfPn1EUlKS+P7774Wfn5948cUXzXVI9622Nrl9+7Z4++23RWJiosjMzBQHDhwQDz/8sPDz8xMlJSXSPppLm0ybNk04OzuLI0eOiOzsbGkpLi6W6tT1N1JeXi4efPBBMXToUJGamir27dsn2rdvLyIjI81xSPetrja5dOmSWLJkiUhOThaZmZniq6++Ep07dxZPPPGEtI/m1CYRERHi6NGjIjMzU/z8888iIiJCKBQK8Z///EcI0fLOj9raQ67nBhMUmRo7dqzw8PAQSqVSdOjQQYwdO1ZcunRJKr9z54547bXXRJs2bYSDg4N47rnnRHZ2thkjNq3Dhw8LAHpLeHi4EOLuUOMFCxYINzc3YWdnJ4YMGSIyMjJ09vH777+LF198UTg6OgonJycxYcIEcfv2bTMcjWnU1ibFxcVi6NChon379sLW1lZ4e3uLyZMn6wwJFKL5tImhdgAg4uPjpTrG/I1cvXpVDB8+XKhUKtGuXTvx1ltvibKysiY+GtOoq02ysrLEE088IVxcXISdnZ3o0qWLeOedd0R+fr7OfppLm0ycOFF4e3sLpVIp2rdvL4YMGSIlJ0K0vPOjtvaQ67mhEEKIxumbISIiImoY3oNCREREssMEhYiIiGSHCQoRERHJDhMUIiIikh0mKERERCQ7TFCIiIhIdpigEBERkewwQSEiIiLZYYJCREREssMEhYiIiGSHCQoRERHJDhMUIiIikp3/D+t/V8zIlMHuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4BIaqDVMjQ1z+wqPYOoU95+VhVq505OXY9C4wVRsWqFPS0RVTo4KfKUyjRo2gUqkQFRVVqvqFnWZ63MiRI+Hh4YGAgAAcOHAACxYsgL+/Pz7xGVuq+eczMjKSjatUKuTl5QF4dAje29sbc+fOhYeHB7RaLTZv3gx/f/8yLeNZsbGxgZWVVan7VKvVomHDhgAe/cfesGFDtG/fvsBphopU5Hb65BOkpqaiT58+hV5AWtr/ctPS0uDh4QEPDw9s3LgRNjY2iI2NhYeHB7KysgAAPXv2xJ9//om9e/ciKCgI3bp1g4+PD77++mu0bt0aMTEx2LdvHw4ePIj+/fvD3d0dv/zyi7SM4vaRzZs3Y+rUqfD394der4elpSUWL16M06dPl7qP8u/aCQgIkIVVACVeeBoSEoI+ffpg6dKlGDJkiKxMp9MhISFBNi0hIaFMRyse98svvyA9Pb3AcrKyshAYGCgdWclXWL8V15f5YefxYJ5/KrIipaamok2bNoXetWVjY1Phy3sWeASGqg2VSgUzdY1ih9oWJgWGWhb//HKsZWFcaJ2S5lvau4Ksra3h4eGBlStXIi0trUB5eZ5v4ejoiNGjR2P79u2YMmUKfvjhBwCA+n+/JJ/2Ld0nT56Ek5MTPvvsM7Rt2xaNGjXCn3/+Web5qNXqAm1xdXXFrVu3cOvWLWna5cuXkZSUBDc3N2labGwsbt++LY2fOnVKOiRvYGCAgQMHYuPGjbI6+VJTU5GTU/gDCi0sLDBhwgRMnTq1yCM5rq6uOHHihGzaiRMn0LhxYxgaGsLV1RU5OTmyP9b3799HdHS0bB2K2k6tW7dGZGQk6tevj4YNG8qGxwPsk2Hg1KlTaNSoEQwNDREVFYX79+/jq6++QseOHdGkSZNC/6O3sbHB0KFD8Z///AfLli3D999/L5VpNBoMGDAAP/zwA7Zs2YJff/1VusalJPmnz8aOHYtWrVqhYcOGsv/itVot7O3tZeuQk5ODsLAwadzNzQ3GxsaIjY0t0A+PH6F7UnBwMDw9PbFw4UJ89NFHBcr1en2BxxMEBQVJp6nK6scff8Rbb71V4I98cHAwatas+dR34eTPNy4uTpr25G3dTyrsu1WS1q1b49q1a7C1tS3Q3/mPaSjPfJ8nBhii52zlypXIzc3Fq6++il9//RXXrl3DlStXsHz58jL/Up04cSL279+PmJgYnD9/HkeOHIGrqysAwKmuPVQqFfbsCcDdu3fL/VyKRo0aITY2Fps3b8aNGzewfPnyAhdf/v3332jSpAnOnDlT5Hzq16+PmJgYhIeH4969e8jMzIS7uzuaNWsGb29vnD9/HmfOnMGQIUPQuXNn2ekFExMTDB06FBcvXsSxY8cwfvx49O/fX/ov+ssvv4SjoyPatWuHDRs24PLly7h27RrWrl2LVq1aFbvuH3/8Ma5evSpd9PykKVOm4NChQ5g3bx6uXr2K9evX49tvv8XUqVOl/vHy8sKoUaNw/PhxXLx4Ee+//z7q1KkDLy8vAMVvJx8fHyQmJmLQoEE4e/Ysbty4gf3792P48OGyPx6xsbGYPHkyoqOj8fPPP2PFihWYMGECgEen2NRqNVasWIE//vgDu3fvLvCsn9mzZ2PXrl24fv06IiMjsWfPHqkNS5Yswc8//4yoqChcvXoV27Ztg06nK9XD0vL74Ny5c9i/fz+uXr2Kzz//HGfPnpXVmTBhAr766ivs3LkTUVFRGDt2rCywW1paYurUqZg0aRLWr1+PGzdu4Pz581ixYgXWr19f6HKPHDkCT09PjB8/Hv369UN8fDzi4+NlwWvChAkIDAyEv78/oqKi4Ofnh3PnzmHcuHFSncTERISHh+Py5csAHl34Hh4eXuA6mevXr+Po0aMYOXJkgbbs3r27wOmj8sgPbH5+frh27RoCAgJKPNpZ2HerJN7e3qhduza8vLxw7NgxxMTEIDg4GOPHj5cuKK5fvz4uXbqE6Oho3Lt3r9gjQeHh4QgPD0dqairu3r0r689npsR7nRSKt1FXf0q9jVoIIW7fvi18fHyEk5OTUKvVok6dOuKtt96S3aaIJ255FKLgLZbjxo0TL730kjA2NhY2Njbigw8+EPfu3RMiN0eIv8+LL6aOETqdTqhUqmJvo166dKlsOS1atBBz5syRxqdNmyZq1aolLCwsxIABA8TSpUul2ziF+Of20+Jus8zIyBD9+vUTVlZW5bqN+rvvvhMODg7CxMREvPvuuyIxMVE2/6SkJDFz5kzRqFEjoVarhZ2dnXB3dxc7duyQbjcu6hbPjz/+WDRt2lTk5uYWexu1kZGRqFevnli8eLHs8/m3UWu1WmFqaio8PDxkt1EXuZ3+5+rVq+Ltt9+WbsNu0qSJmDhxoqzdY8eOFaNHjxYajUbUrFlTfPrpp7LbqDdt2iTq168vjI2NhV6vF7t375bdEjxv3jzh6uoqTE1NhbW1tfDy8hJ//PGHEEKI77//XrRs2VKYm5sLjUYjunXrJs6fPy/Nu7B9UavVStswIyNDDBs2TGi1WmFlZSXGjBkjZs6cKVq0aCHVz87OFhMmTBAajUZYWVmJyZMnF7iNOi8vTyxbtky4uLgIIyMjYWNjIzw8PERISIgQouD+P3To0AK3+gIQnTt3lrV169atonHjxkKtVoumTZvKbmEXovBbkQHIvgNCCOHr6yscHR1Fbm6ueJKjo6MICgqSTcu/jfpxhe2DT34Hjx8/Lpo1ayZMTExEx44dxbZt24q8jTq//wv7bj253Z4cj4uLE0OGDBG1a9cWxsbGokGDBmLUqFHS3807d+6IN998U1hYWMi+3507d5Z+nzw+7ycHJyenAv2UryJuo1b9b8HVTkpKCrRaLZKTk6HRaCq7OfQMZGRkICYmBs7OzuV+mynw6LqY/LuXSns3UZWXlwvE/+9CUV1zwKB01+hURX5+fti5c2eJh9Grsy5duqBly5ZYtmxZZTeFCnH+/Hl07doVd+/eLXB9S1WRmZkJExMTBAUFPfX1Xk5OTpg7d+5T3Upd3O/v0v79LtMppFWrVqF58+bQaDTQaDTQ6/XYt2+frEE+Pj6oVasWLCws0K9fvwIXT8XGxsLT0xNmZmawtbXFtGnTCpyfDg4ORuvWrWFsbIyGDRvKnrdARERUleTk5GDFihVVNrykpKTg559/hoGBQakfN1CUyMhIaLXaAhcxV4Yy/atZt25dfPXVV2jUqBGEEFi/fj28vLxw4cIFNG3aFJMmTUJAQAC2bdsGrVaLcePG4Z133pEugMvNzYWnpyd0Oh1OnjyJuLg4DBkyBEZGRtIzEGJiYuDp6YnRo0dj48aNOHToEEaOHAl7e3t4eBR/hwlReZipa+DmV56V3QwiUqhXX321zI8QeJ7mzJmDTZs2YeHChahbt+5Tzatp06blflxDRXvqU0jW1tZYvHgx3n33XdjY2GDTpk149913AQBRUVFwdXVFaGgo2rdvj3379qF37964ffu29GCh1atXY8aMGbh79y7UajVmzJiBgIAA2XsqBg4ciKSkJAQGBpa6XTyFVP1V1CmkaqkanUIiournuZ9Celxubi42b96MtLQ06PV6hIWFITs7W3ZurUmTJqhXr570yObQ0FA0a9ZM9lREDw8PpKSkIDIyUqpTnsc+Z2ZmIiUlRTYQERFR9VTmABMREQELCwsYGxtj9OjR2LFjB9zc3BAfHw+1Wl3gtrvHH9lc1COd88uKq5OSkoKHDx8W2a4FCxZAq9VKQ3HPDSAiIiJlK3OAcXFxQXh4OE6fPo0xY8Zg6NChz/5e71Lw9fVFcnKyNDz+YCwiIiKqXsp8v6harZYew92mTRucPXsW33zzDQYMGICsrCwkJSXJjsI8/shmnU5X4EFX+XcpPV6nsMc+azQamJqaFtkuY2PjEh83TURERNXDUz+JNy8vD5mZmWjTpg2MjIxkj2yOjo5GbGys9HRRvV6PiIgI2SOug4KCoNFopEduV/Rjn4mIiKj6KdMRGF9fX/Ts2RP16tXDgwcPsGnTJgQHB2P//v3QarUYMWIEJk+eDGtra2g0GnzyySfQ6/Vo3749AKB79+5wc3PDBx98gEWLFiE+Ph6zZs2Cj4+PdPRk9OjR+PbbbzF9+nR8+OGHOHz4MLZu3YqAgICKX3siAMhKA+Y7PPr509uAuvgXKBIRUeUr0xGYO3fuYMiQIXBxcUG3bt1w9uxZ7N+/H2+++SYAYOnSpejduzf69euHTp06QafTYfv27dLnDQ0NsWfPHhgaGkKv1+P999/HkCFD8MUXX0h1nJ2dERAQgKCgILRo0QL+/v5Ys2YNnwFDVIguXbpg4sSJld2MKis4OBgqlapcL8msrlQqFXbu3Fnh8x02bBj69u1b6vrcNo+sW7euVO+cenK7PavtqCRlCjA//vgjbt68iczMTNy5cwcHDx6Uwgvw6IVrK1euRGJiItLS0rB9+/YCryx3cnLC3r17kZ6ejrt37+Lrr79GjRryA0FdunTBhQsXkJmZiRs3bjzV44qJqpphw4ZBpVJBpVLByMgIdnZ2ePPNN7F27Vrk5eVVdvNKxc/PDy1btnxm809JScFnn32GJk2awMTEBDqdDu7u7ti+fbv01uguXbpI/WhiYoLGjRtjwYIFRb5Vmqq24OBgeHl5wd7eHubm5mjZsiU2btxYoN62bduk/aJZs2bYu3evrHz79u3o3r07atWqBZVKVeAVFDdv3pT2myeHbdu2yer++eefMDU1LfeLUMujqO9WXFwcevbsWeR4SUobMOPi4jB48GA0btwYBgYGVfofJL6NmqgS9OjRA3Fxcbh58yb27duHN954AxMmTEDv3r0LvFrjRZOUlITXXnsNGzZsgK+vL86fP4+jR49iwIABmD59OpKTk6W6o0aNQlxcHKKjo+Hr64vZs2dj9erVldh6Kq+TJ0+iefPm+PXXX3Hp0iUMHz4cQ4YMwZ49e2R1Bg0ahBEjRuDChQvo27cv+vbtK3vwaVpaGl5//XUsXLiw0OU4OjoiLi5ONsydOxcWFhYFAsGuXbvwxhtvwMLC4tmsdBnodDrZjSpPjleUzMxM2NjYYNasWWjRokWFz79CFfuqRwXj26irv4p6G7XITBVijubRkJlaMY0rRmFvqBVCiEOHDgkA4ocffhBCCDF8+HDh6ekpq5OVlSVsbGzEmjVrhBAF32y7YcMG0aZNG2FhYSHsbGqJQX17iIS421J5/tt8Dx48KNq0aSNMTU2FXq8XUVFRpW5/YW/uLeubpVevXi3q1q0rTE1NxXvvvSeSkpKkOmPGjBHm5ubi77//LrDsBw8eiOzs7ELXXQghWrduLd5+++0C61vYm6XVarVwcnISX3/9tWwe+W+Wzn8zdI8ePWRvlr5586bo3bu3sLKyEmZmZsLNzU32duOIiAjRo0cPYW5uLmxtbcX7778v7t69K5V37txZ+Pj4CB8fH6HRaEStWrXErFmzZG+Wlm1HOzsxaNAgkZCQIGvj4MGDRe3atYWJiYlo2LChWLt2rRBCiMzMTOHj4yN0Op0wNjYW9erVE/Pnz5c+m7+P9e3bV5iamoqGDRuKXbt2SeU5OTniww8/FPXr1xcmJiaicePGYtmyZbI+ysnJEZMmTRJarVZYW1uLadOmFXizdG5urpg/f740n+bNm4tt27YVu22e1KtXLzF8+HBpvH///gW+E+3atRMff/xxgc/mvyE9/23cxWnZsqX48MMPC0zv2rWrWLVqlRDin+/tl19+KWxtbYVWqxVz584V2dnZYurUqaJmzZqiTp060nYoah0vXLhQ5Juli/tuoYQ3S8fGxor33ntPaLVaUbNmTfHWW29Jy5gzZ06B+Rb35vh8Rb29vSJUxNuoeQSGqg8hHl2QW9yQereQ4d4/80i9V3idkuZbAactunbtihYtWkjXjY0cORKBgYGIi4uT6uzZswfp6ekYMGBAofPIzs7GvHnzcPHCeez80R83b93GsOEfFqj32Wefwd/fH+fOnUONGjXw4Yf/1Mk/xB4cHFzoMgYMGIApU6agadOm0n+wAwYMQF5eHry8vJCYmIiQkBAEBQXhjz/+KNDW69evY+vWrfjtt98QGBiICxcuYOzYsQAe3dW4efNmeHt7w8HBocCyLSwsCpxyBgAhBI4dO4aoqCio1epC2w0AYWFh6N+/PwYOHIiIiAj4+fnh888/l70wdtiwYTh37hx2796N0NBQCCHQq1cvZGdnAwB8fHyQmZmJo0ePIiIiAgsXLpT+Q09KSkLXrl3RqlUrnDt3DoGBgUhISED//v1l7Vi/fj1q1KiBM2fO4JtvvsGSJUuwZs0aqVzajhcvYufOnbh586bsVPrnn3+Oy5cvY9++fbhy5QpWrVqF2rVrAwCWL1+O3bt3Y+vWrYiOjsbGjRtRv3592fLnzp2L/v3749KlS+jVqxe8vb2RmJgobYO6deti27ZtuHz5MmbPno1PP/0UW7dulT7v7++PdevWYe3atTh+/DgSExOxY8cO2TIWLFiADRs2YPXq1YiMjMSkSZPw/vvvIyQkpMjt86Tk5GRYW1tL4+V9UntxwsLCEB4ejhEjRsimJyUl4fjx43jrrbekaYcPH8bt27dx9OhRLFmyBHPmzEHv3r1Rs2ZNnD59GqNHj8bHH3+Mv/76q1xtKeq7VZLs7Gx4eHjA0tISx44dw4kTJ2BhYYEePXogKysLU6dORf/+/aUjv3FxcXjttdcAPDoVq9jLNJ5JtKoCeASm+iuQ4B8/kvK8hzIcuSnqCIwQQgwYMEC4urpK425ubmLhwoXSeJ8+fcSwYcOk8SL/Q8rNEeLv8+Ls3v8IAOLBgwdCCPkRmHwBAQECgNSPf/31l3BxcRGnT58uch3yj6Q87sCBA8LQ0FDExsZK0yIjIwUAcebMGelzhoaG4q+//pLq7Nu3TxgYGIi4uDiRkJAgAIglS5YUuezH193IyEiYm5sLIyMjAUCYmJiIEydOSHWe/A948ODB4s0335TNZ9q0acLNzU0IIcTVq1cFANk87t27J0xNTcXWrVuFEEI0a9ZM+Pn5FdqmefPmie7du8um3bp1SwAQ0dHRUrtdXV1lR1xmzJgh2+5POnv2rGw79unTR3Zk4nGffPKJ6Nq1q2z+jwMgZs2aJY2npqYKAGLfvn1FLt/Hx0f069dPGre3txeLFi2SxrOzs0XdunWl/TojI0OYmZmJkydPyuYzYsQIMWjQICFEyUdgtmzZItRqtfj999+laUZGRmLTpk2yeitXrhS2trYFPl/aIzBjxowptO83btwo2rZtK40PHTpUODk5idzcXGmai4uL6NixozSek5MjzM3Nxc8//1zkOhZ3BEaIwr9bQhR/BOb//u//hIuLi2ybZ2ZmClNTU7F//36p/YX93vnggw/EzJkzC0wXgkdgiKgMhBBQqVTS+MiRI/HTTz8BePRAx3379smOljwpLCwMffr0Qb36zrBs/Do69xsJAIiNjZXVa968ufSzvb09AEjPZ6pTpw6ioqLK/HbdK1euwNHRUfYaDzc3N1hZWeHKlSvStHr16qFOnTrSuF6vR15eHqKjo8t8Aa63tzfCw8Nx4sQJ9OzZE5999pn0n2VRbezQoYNsWocOHXDt2jXk5ubiypUrqFGjBtq1ayeV16pVCy4uLtI6jB8/Hv/617/QoUMHzJkzR/Zm3osXL+LIkSOwsLCQhiZNmgAAbty4IdVr3769bDvr9XqpDcBj27FePVhaWqJz584A/tmOY8aMwebNm9GyZUtMnz4dJ0+elOY1bNgwhIeHw8XFBePHj8eBAwcK9MPj29/c3BwajUb2fK6VK1eiTZs2sLGxgYWFBb7//ntp2cnJyYiLi5P1UY0aNdC2bVtp/Pr160hPT8ebb74p64sNGzbI+qEoR44cwfDhw/HDDz+gadOmJdYvr4cPH2LTpk0Fjr4Aj65/efzoC/DoTcwGBv/82bSzs0OzZs2kcUNDQ9SqVUvWl8/DxYsXcf36dVhaWkp9bW1tjYyMjBL7e8OGDViwYMFzamnFKvOTeImqLCOzR89xKU5WeuHTlv/vF/r4S4DarGCdwqY9uewKcOXKFTg7O0vjQ4YMwcyZMxEaGoqTJ0/C2dkZHTt2LPSzaWlp8PDwgIeHBzb+3wbYqBIR+3c8PAb7ICsrS95cIyPp5/w/pFXhDigbGxtYWVkhKiqqVPW1Wq30ZPCtW7eiYcOGaN++fYHTDBVp5MiR8PDwQEBAAA4cOIAFCxbA398fn3zyCVJTU9GnT59CLyDND4olkW3HjRthY2OD2NhYeHh4SNuxZ8+e+PPPP7F3714EBQWhW7du8PHxwddff43WrVsjJiYG+/btw8GDB9G/f3+4u7vjl19+kZbx+PYHHu0D+dt/8+bNmDp1Kvz9/aHX62FpaYnFixfj9OnTpe6j/Lt2AgICZGEVQIkXnoaEhKBPnz5YunQphgwZIisr6kntT97tWlq//PIL0tPTCywnKysLgYGB+PTTT2XTC+u34voyP+w8HszzT0VWpNTUVLRp06bQu7ZsbGwqfHlVBY/AUPWhUj16CF1xg4VNIUPtf+ZhUbvwOiXN97H/psvr8OHDiIiIQL9+/aRptWrVQt++ffHTTz9h3bp1GD58eJGfj4qKwv379/HVV1+hY8eOaNLQGXfuJT51uwqjVqulowX5XF1dcevWLdl7yC5fvoykpCTpSdvAo6MIt2//EzRPnToFAwMDuLi4wMDAAAMHDsTGjRtldfKlpqYWeZeWhYUFJkyYgKlTpxZ5JMfV1RUnTpyQTTtx4gQaN24MQ0NDuLq6IicnR/bH+v79+4iOjpatg6OjI0aPHo3t27djypQp+OGHHwAArVu3RmRkJOrXr4+GDRvKBnPzfx6Q+GQYOHXqFBo1agRDQ8OC27FJk0L/o7exscHQoUPxn//8B8uWLcP3338vlWk0GgwYMAA//PADtmzZgl9//VW6xqUkJ06cwGuvvYaxY8eiVatWaNiwoey/eK1WC3t7e9k65OTkICwsTBp3c3ODsbExYmNjC/RDcS/aDQ4OhqenJxYuXIiPPvqoQHlFP6n9xx9/xFtvvVXgj3xwcDBq1qz51Hfh5M/38evYnryt+0mFfbdK0rp1a1y7dg22trYF+lur1ZZ7vlUdAwxRJcjMzER8fDz+/vtvnD9/HvPnz4eXlxd69+5d4L/BkSNHYv369bhy5QqGDh1a5Dzr1asHtVqNFStW4I8//sDuAyGYt2xNkfWL8vfff6NJkyYF3lv2uPr16yMmJgbh4eG4d+8eMjMz4e7ujmbNmsHb2xvnz5/HmTNnMGTIEHTu3Fl2esHExARDhw7FxYsXcezYMYwfPx79+/eX/ov+8ssv4ejoiHbt2mHDhg24fPkyrl27hrVr16JVq1bFPpPj448/xtWrV/Hrr78WWj5lyhQcOnQI8+bNw9WrV7F+/Xp8++23mDp1KgCgUaNG8PLywqhRo3D8+HFcvHgR77//PurUqQMvLy8AwMSJE7F//37ExMTg/PnzOHLkCFxdXQE8usA3MTERgwYNwtmzZ3Hjxg3s378fw4cPl/3xiI2NxeTJkxEdHY2ff/4ZK1aswIQJEwAUsh1378a8efNk6zF79mzs2rUL169fR2RkJPbs2SO1YcmSJfj5558RFRWFq1evYtu2bdDpdKV6WFp+H5w7dw779+/H1atX8fnnn+Ps2bOyOhMmTMBXX32FnTt3IioqCmPHjpU9kM7S0hJTp07FpEmTsH79ety4cQPnz5/HihUrsH79+kKXe+TIEXh6emL8+PHo168f4uPjER8fLwteEyZMQGBgIPz9/REVFQU/Pz+cO3cO48aNk+okJiYiPDxceslwdHQ0wsPDER8fL1ve9evXcfToUYwcObJAW3bv3l3g9FF55Ac2Pz8/XLt2DQEBAfD39y/2M4V9t0ri7e2N2rVrw8vLC8eOHUNMTAyCg4Mxfvx46YLi+vXr49KlS4iOjsa9e/eKPRIUHh6O8PBwpKam4u7du7L+rFKexcU5VQEv4q3+lHwbNf53K2ONGjWEjY2NcHd3F2vXrpVdIJgvLy9PODk5iV69ehUoe/Iiu02bNon69esLY2NjoW/TXOz+aansQsbSXFSYf/FjcbdZZmRkiH79+gkrK6ty3Ub93XffCQcHB2FiYiLeffddkZiYKJt/UlKSmDlzpmjUqJFQq9XCzs5OuLu7ix07dkgXKhZ1geHHH38smjZtKnJzc4u9jdrIyEjUq1dPLF68WPb5/NuotVqtMDU1FR4eHrLbqMeNGydeeuklYWxsLGxsbMQHH3wg7t27J5VfvXpVvP3229Jt2E2aNBETJ06UtXvs2LFi9OjRQqPRiJo1a4pPP/1UdgGmbDvq9WL37t2y7Thv3jzh6uoqTE1NhbW1tfDy8hJ//PGHEEKI77//XrRs2VKYm5sLjUYjunXrJs6fPy/NG09cDCqEEFqtVtqGGRkZYtiwYUKr1QorKysxZswYMXPmTNmFpdnZ2WLChAlCo9EIKysrMXny5AK3Uefl5Ylly5YJFxcXYWRkJGxsbISHh4cICQkRQhTcFx//Xjw+dO7cWdbWrVu3isaNGwu1Wi2aNm0qu4VdiMJvRQYg5syZI6vn6+srHB0dC/3OOTo6iqCgINm0wi6CLWwfdHJyEkuXLpXGjx8/Lpo1ayZMTExEx44dxbZt24q9iLeo79aT2+3J8bi4ODFkyBBRu3ZtYWxsLBo0aCBGjRol/Q28c+eOePPNN4WFhYXs+925c2cxdOhQ2ToU1n9OTk4F+ulpVMRFvKr/NbbaSUlJgVarRXJyMjQaTWU3h56BjIwMxMTEwNnZGSYmJuWfURV/F1Jqairq1KmDn376Ce+8807pPpSXC8T/7+JSXXPAwPDZNbAM/Pz8sHPnzhIPo1dnXbp0QcuWLbFs2bLKbgoV4vz58+jatSvu3r1b4PqWqiIzMxMmJiYICgp66uu9nJycMHfu3Od+K3Vxv79L+/ebF/ESVVF5eXm4d+8e/P39YWVlVSGHtImoeDk5OVixYkWVDS8pKSnYvn07DAwMpDvcyisyMhJarbbAaWulYIAhUpsDfskl13vOYmNj4ezsjLp162LdunWFPsCNiCrWq6++WuZHCDxPc+bMwaZNm7Bw4ULUrVv3qebVtGlT2WMAlIankEixKuwUUnVURU8hEREBFXMKiXchERERkeIwwBAREZHiMMCQ4lXTs6BERNVWRfzeZoAhxcq/SyA9vZDXAxARUZWV/3v7ae724m0NpFiGhoawsrKSHrNuZmYme0HeCy0vF8j53384GRm8iJeIqgQhBNLT03Hnzh1YWVnB0LD8v5sYYEjR8h8//7zf/lrliTwg+e6jn1ONARUPthJR1WFlZVXul3DmY4AhRVOpVLC3t4etre0zecurYmWlA3sHPPr5o6Mlv02biOg5MTIyeqojL/kYYKhaMDQ0rJAvRLVhkAuk/u+t0CbGgJrPySGi6oXHlYmIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCoZFlpgJ/20ZCVVtmtISIiYoAhIiIi5WGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsUpU4BZsGABXnnlFVhaWsLW1hZ9+/ZFdHS0rE6XLl2gUqlkw+jRo2V1YmNj4enpCTMzM9ja2mLatGnIycmR1QkODkbr1q1hbGyMhg0bYt26deVbQyIiIqp2yhRgQkJC4OPjg1OnTiEoKAjZ2dno3r070tLkt9aOGjUKcXFx0rBo0SKpLDc3F56ensjKysLJkyexfv16rFu3DrNnz5bqxMTEwNPTE2+88QbCw8MxceJEjBw5Evv373/K1SUiIqLqoEZZKgcGBsrG161bB1tbW4SFhaFTp07SdDMzM+h0ukLnceDAAVy+fBkHDx6EnZ0dWrZsiXnz5mHGjBnw8/ODWq3G6tWr4ezsDH9/fwCAq6srjh8/jqVLl8LDw6Os60hERETVzFNdA5OcnAwAsLa2lk3fuHEjateujZdffhm+vr5IT0+XykJDQ9GsWTPY2dlJ0zw8PJCSkoLIyEipjru7u2yeHh4eCA0NLbItmZmZSElJkQ1ERERUPZXpCMzj8vLyMHHiRHTo0AEvv/yyNH3w4MFwcnKCg4MDLl26hBkzZiA6Ohrbt28HAMTHx8vCCwBpPD4+vtg6KSkpePjwIUxNTQu0Z8GCBZg7d255V4eIiIgUpNwBxsfHB7///juOHz8um/7RRx9JPzdr1gz29vbo1q0bbty4gZdeeqn8LS2Br68vJk+eLI2npKTA0dHxmS2PiIiIKk+5TiGNGzcOe/bswZEjR1C3bt1i67Zr1w4AcP36dQCATqdDQkKCrE7+eP51M0XV0Wg0hR59AQBjY2NoNBrZQERERNVTmQKMEALjxo3Djh07cPjwYTg7O5f4mfDwcACAvb09AECv1yMiIgJ37tyR6gQFBUGj0cDNzU2qc+jQIdl8goKCoNfry9JcIiIiqqbKFGB8fHzwn//8B5s2bYKlpSXi4+MRHx+Phw8fAgBu3LiBefPmISwsDDdv3sTu3bsxZMgQdOrUCc2bNwcAdO/eHW5ubvjggw9w8eJF7N+/H7NmzYKPjw+MjY0BAKNHj8Yff/yB6dOnIyoqCt999x22bt2KSZMmVfDqExERkRKVKcCsWrUKycnJ6NKlC+zt7aVhy5YtAAC1Wo2DBw+ie/fuaNKkCaZMmYJ+/frht99+k+ZhaGiIPXv2wNDQEHq9Hu+//z6GDBmCL774Qqrj7OyMgIAABAUFoUWLFvD398eaNWt4CzUREREBKONFvEKIYssdHR0REhJS4nycnJywd+/eYut06dIFFy5cKEvziIiI6AXBdyERERGR4jDAEBERkeIwwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiMMDQiy0rDfDTPhqy0iq7NUREVEoMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDhlCjALFizAK6+8AktLS9ja2qJv376Ijo6W1cnIyICPjw9q1aoFCwsL9OvXDwkJCbI6sbGx8PT0hJmZGWxtbTFt2jTk5OTI6gQHB6N169YwNjZGw4YNsW7duvKtIREREVU7ZQowISEh8PHxwalTpxAUFITs7Gx0794daWlpUp1Jkybht99+w7Zt2xASEoLbt2/jnXfekcpzc3Ph6emJrKwsnDx5EuvXr8e6deswe/ZsqU5MTAw8PT3xxhtvIDw8HBMnTsTIkSOxf//+ClhlIiIiUjqVEEKU98N3796Fra0tQkJC0KlTJyQnJ8PGxgabNm3Cu+++CwCIioqCq6srQkND0b59e+zbtw+9e/fG7du3YWdnBwBYvXo1ZsyYgbt370KtVmPGjBkICAjA77//Li1r4MCBSEpKQmBgYKnalpKSAq1Wi+TkZGg0mvKuIgFAVhow3+HRz5/eBtTmldueilRd1626rhcRVXul/fv9VNfAJCcnAwCsra0BAGFhYcjOzoa7u7tUp0mTJqhXrx5CQ0MBAKGhoWjWrJkUXgDAw8MDKSkpiIyMlOo8Po/8OvnzKExmZiZSUlJkAxEREVVP5Q4weXl5mDhxIjp06ICXX34ZABAfHw+1Wg0rKytZXTs7O8THx0t1Hg8v+eX5ZcXVSUlJwcOHDwttz4IFC6DVaqXB0dGxvKtGREREVVy5A4yPjw9+//13bN68uSLbU26+vr5ITk6Whlu3blV2k4iIiOgZqVGeD40bNw579uzB0aNHUbduXWm6TqdDVlYWkpKSZEdhEhISoNPppDpnzpyRzS//LqXH6zx551JCQgI0Gg1MTU0LbZOxsTGMjY3LszpERESkMGU6AiOEwLhx47Bjxw4cPnwYzs7OsvI2bdrAyMgIhw4dkqZFR0cjNjYWer0eAKDX6xEREYE7d+5IdYKCgqDRaODm5ibVeXwe+XXy50FEREQvtjIdgfHx8cGmTZuwa9cuWFpaStesaLVamJqaQqvVYsSIEZg8eTKsra2h0WjwySefQK/Xo3379gCA7t27w83NDR988AEWLVqE+Ph4zJo1Cz4+PtIRlNGjR+Pbb7/F9OnT8eGHH+Lw4cPYunUrAgICKnj1iYiISInKdARm1apVSE5ORpcuXWBvby8NW7ZskeosXboUvXv3Rr9+/dCpUyfodDps375dKjc0NMSePXtgaGgIvV6P999/H0OGDMEXX3wh1XF2dkZAQACCgoLQokUL+Pv7Y82aNfDw8KiAVSYiIiKlK9MRmNI8MsbExAQrV67EypUri6zj5OSEvXv3FjufLl264MKFC2VpHhEREb0g+C4kIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGCIiIlIcBhgiIiJSHAYYIiIiUpwyB5ijR4+iT58+cHBwgEqlws6dO2Xlw4YNg0qlkg09evSQ1UlMTIS3tzc0Gg2srKwwYsQIpKamyupcunQJHTt2hImJCRwdHbFo0aKyrx0RERFVS2UOMGlpaWjRogVWrlxZZJ0ePXogLi5OGn7++WdZube3NyIjIxEUFIQ9e/bg6NGj+Oijj6TylJQUdO/eHU5OTggLC8PixYvh5+eH77//vqzNJSIiomqoRlk/0LNnT/Ts2bPYOsbGxtDpdIWWXblyBYGBgTh79izatm0LAFixYgV69eqFr7/+Gg4ODti4cSOysrKwdu1aqNVqNG3aFOHh4ViyZIks6BAREdGL6ZlcAxMcHAxbW1u4uLhgzJgxuH//vlQWGhoKKysrKbwAgLu7OwwMDHD69GmpTqdOnaBWq6U6Hh4eiI6Oxn//+99Cl5mZmYmUlBTZQERERNVThQeYHj16YMOGDTh06BAWLlyIkJAQ9OzZE7m5uQCA+Ph42Nrayj5To0YNWFtbIz4+XqpjZ2cnq5M/nl/nSQsWLIBWq5UGR0fHil41IiIiqiLKfAqpJAMHDpR+btasGZo3b46XXnoJwcHB6NatW0UvTuLr64vJkydL4ykpKQwxRERE1dQzv426QYMGqF27Nq5fvw4A0Ol0uHPnjqxOTk4OEhMTpetmdDodEhISZHXyx4u6tsbY2BgajUY2EBERUfX0zAPMX3/9hfv378Pe3h4AoNfrkZSUhLCwMKnO4cOHkZeXh3bt2kl1jh49iuzsbKlOUFAQXFxcULNmzWfd5OorKw3w0z4astIquzVERETlVuYAk5qaivDwcISHhwMAYmJiEB4ejtjYWKSmpmLatGk4deoUbt68iUOHDsHLywsNGzaEh4cHAMDV1RU9evTAqFGjcObMGZw4cQLjxo3DwIED4eDgAAAYPHgw1Go1RowYgcjISGzZsgXffPON7BQRERERvbjKHGDOnTuHVq1aoVWrVgCAyZMno1WrVpg9ezYMDQ1x6dIlvPXWW2jcuDFGjBiBNm3a4NixYzA2NpbmsXHjRjRp0gTdunVDr1698Prrr8ue8aLVanHgwAHExMSgTZs2mDJlCmbPns1bqImIiAhAOS7i7dKlC4QQRZbv37+/xHlYW1tj06ZNxdZp3rw5jh07VtbmERER0QuA70IiIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFKXOAOXr0KPr06QMHBweoVCrs3LlTVi6EwOzZs2Fvbw9TU1O4u7vj2rVrsjqJiYnw9vaGRqOBlZUVRowYgdTUVFmdS5cuoWPHjjAxMYGjoyMWLVpU9rUjIiKiaqnMASYtLQ0tWrTAypUrCy1ftGgRli9fjtWrV+P06dMwNzeHh4cHMjIypDre3t6IjIxEUFAQ9uzZg6NHj+Kjjz6SylNSUtC9e3c4OTkhLCwMixcvhp+fH77//vtyrCIRERFVNzXK+oGePXuiZ8+ehZYJIbBs2TLMmjULXl5eAIANGzbAzs4OO3fuxMCBA3HlyhUEBgbi7NmzaNu2LQBgxYoV6NWrF77++ms4ODhg48aNyMrKwtq1a6FWq9G0aVOEh4djyZIlsqBDREREL6YKvQYmJiYG8fHxcHd3l6ZptVq0a9cOoaGhAIDQ0FBYWVlJ4QUA3N3dYWBggNOnT0t1OnXqBLVaLdXx8PBAdHQ0/vvf/1Zkk4mIiEiBynwEpjjx8fEAADs7O9l0Ozs7qSw+Ph62trbyRtSoAWtra1kdZ2fnAvPIL6tZs2aBZWdmZiIzM1MaT0lJecq1ISIioqqq2tyFtGDBAmi1WmlwdHSs7CYRERHRM1KhAUan0wEAEhISZNMTEhKkMp1Ohzt37sjKc3JykJiYKKtT2DweX8aTfH19kZycLA23bt16+hUiIiKiKqlCA4yzszN0Oh0OHTokTUtJScHp06eh1+sBAHq9HklJSQgLC5PqHD58GHl5eWjXrp1U5+jRo8jOzpbqBAUFwcXFpdDTRwBgbGwMjUYjG4iIiKh6KnOASU1NRXh4OMLDwwE8unA3PDwcsbGxUKlUmDhxIv71r39h9+7diIiIwJAhQ+Dg4IC+ffsCAFxdXdGjRw+MGjUKZ86cwYkTJzBu3DgMHDgQDg4OAIDBgwdDrVZjxIgRiIyMxJYtW/DNN99g8uTJFbbiRM9dVhrgp300ZKVVdmuIiBStzBfxnjt3Dm+88YY0nh8qhg4dinXr1mH69OlIS0vDRx99hKSkJLz++usIDAyEiYmJ9JmNGzdi3Lhx6NatGwwMDNCvXz8sX75cKtdqtThw4AB8fHzQpk0b1K5dG7Nnz+Yt1ERERASgHAGmS5cuEEIUWa5SqfDFF1/giy++KLKOtbU1Nm3aVOxymjdvjmPHjpW1eURERPQCqDZ3IREREdGLgwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwFGqbLSAD/toyErrbJbQ0RE9FwxwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiMMDQs8PXHRAR0TPCAENERESKwwBDREREisMAQ0RERIrDAFPZeJ0IERFRmTHAEBERkeIwwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiMMAQERGR4jDAEBERkeIwwBAREZHiVHiA8fPzg0qlkg1NmjSRyjMyMuDj44NatWrBwsIC/fr1Q0JCgmwesbGx8PT0hJmZGWxtbTFt2jTk5ORUdFMrFt9pRERE9NzUeBYzbdq0KQ4ePPjPQmr8s5hJkyYhICAA27Ztg1arxbhx4/DOO+/gxIkTAIDc3Fx4enpCp9Ph5MmTiIuLw5AhQ2BkZIT58+c/i+YSERGRwjyTAFOjRg3odLoC05OTk/Hjjz9i06ZN6Nq1KwDgp59+gqurK06dOoX27dvjwIEDuHz5Mg4ePAg7Ozu0bNkS8+bNw4wZM+Dn5we1Wv0smkxEREQK8kyugbl27RocHBzQoEEDeHt7IzY2FgAQFhaG7OxsuLu7S3WbNGmCevXqITQ0FAAQGhqKZs2awc7OTqrj4eGBlJQUREZGFrnMzMxMpKSkyAYiIiKqnio8wLRr1w7r1q1DYGAgVq1ahZiYGHTs2BEPHjxAfHw81Go1rKysZJ+xs7NDfHw8ACA+Pl4WXvLL88uKsmDBAmi1WmlwdHSs2BUjIiKiKqPCTyH17NlT+rl58+Zo164dnJycsHXrVpiamlb04iS+vr6YPHmyNJ6SksIQQ0REVE0989uorays0LhxY1y/fh06nQ5ZWVlISkqS1UlISJCumdHpdAXuSsofL+y6mnzGxsbQaDSygYiIiKqnZx5gUlNTcePGDdjb26NNmzYwMjLCoUOHpPLo6GjExsZCr9cDAPR6PSIiInDnzh2pTlBQEDQaDdzc3J51c4mIiEgBKvwU0tSpU9GnTx84OTnh9u3bmDNnDgwNDTFo0CBotVqMGDECkydPhrW1NTQaDT755BPo9Xq0b98eANC9e3e4ubnhgw8+wKJFixAfH49Zs2bBx8cHxsbGFd1cIiIiUqAKDzB//fUXBg0ahPv378PGxgavv/46Tp06BRsbGwDA0qVLYWBggH79+iEzMxMeHh747rvvpM8bGhpiz549GDNmDPR6PczNzTF06FB88cUXFd1UIiIiUqgKDzCbN28uttzExAQrV67EypUri6zj5OSEvXv3VnTTiIiIqJrgu5CIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgqHrISgP8tI+GrLTKbg0RET1jDDBERESkOAwwREREpDgMMERERKQ4DDBERESkOAwwREREpDgMMERVHe+wIiIqgAGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGiIiIFIcBhoiIiBSHAYaIiIgUhwGGqKz4ZFwiokrHAENERESKwwBDREREisMAQ0RERIrDAENERESKwwBDREREisMAQ0RERIrDAENVC29RJiKiUmCAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsVhgCEiIiLFYYAhIiIixWGAISIiIsWpUdkNoGIIAWSnF16WlV74z48zMgNUqopvFxERUSVjgKnKstOB+Q4l1/u6YeHTP70NqM0rtk1ERERVAANMdfbkkZnSHLUBeOSGiIiqPAYYpZh6HVCb/TOelf7PkZfHyx6fXtSRmZLKeOSGiIiqOAaY56G817I8Pq42KzpUFFdGRERUDVXpALNy5UosXrwY8fHxaNGiBVasWIFXX321sptVdk97LUtZGJk9OoJSmKKO2jxZ9qw97cXJAE9zERG94KpsgNmyZQsmT56M1atXo127dli2bBk8PDwQHR0NW1vbymlURRxJedZUqtIdjSnuqE15r50pbj5P/lyasFRcncICWGnaWNrgw5BFRFSlVdkAs2TJEowaNQrDhw8HAKxevRoBAQFYu3YtZs6cWTmNqoAjKekToh79YcuXlQ6z5U0elY2Pkv9RfpxQA1k5j30uB/k107NyAOQU9im54j7zWFm5r50pTkUf3SlnGwvt//yy1BRA/b8+yU6H2TdNnqodpV5WScrzufIui4iolMwstJW6fJUQQlRqCwqRlZUFMzMz/PLLL+jbt680fejQoUhKSsKuXbsKfCYzMxOZmZnSeHJyMurVq4dbt25Bo9FUUMPSAH+Xp5pF24yVyICJNG6CDJwz8Sm0rDjl+Vxxn3m8rKKkCyOYqbIL/Py4ThlLkA5jadwUmThmMhkA0DFjCR4+VmaGTBz9XxkVrzR9T0T0VHz/eiazTUlJgaOjI5KSkqDVFhOSRBX0999/CwDi5MmTsunTpk0Tr776aqGfmTNnjgDAgQMHDhw4cKgGw61bt4rNClX2FFJZ+fr6YvLkf/47z8vLQ2JiImrVqgXVC3YdQn56rdCjTwrHPpFjf8ixPwpin8ixP+SeZX8IIfDgwQM4OBR/yUaVDDC1a9eGoaEhEhISZNMTEhKg0+kK/YyxsTGMjY1l06ysrJ5VExVBo9Hwi/YE9okc+0OO/VEQ+0SO/SH3rPqj2FNH/1MlX+aoVqvRpk0bHDp0SJqWl5eHQ4cOQa/XV2LLiIiIqCqokkdgAGDy5MkYOnQo2rZti1dffRXLli1DWlqadFcSERERvbiqbIAZMGAA7t69i9mzZyM+Ph4tW7ZEYGAg7OzsKrtpVZ6xsTHmzJlT4JTai4x9Isf+kGN/FMQ+kWN/yFWF/qiSt1ETERERFadKXgNDREREVBwGGCIiIlIcBhgiIiJSHAYYIiIiUhwGGAXz8/ODSqWSDU2a/PMCwoyMDPj4+KBWrVqwsLBAv379CjwcUMmOHj2KPn36wMHBASqVCjt37pSVCyEwe/Zs2Nvbw9TUFO7u7rh27ZqsTmJiIry9vaHRaGBlZYURI0YgNTX1Oa5FxSmpP4YNG1Zgf+nRo4esTnXqjwULFuCVV16BpaUlbG1t0bdvX0RHR8vqlOY7EhsbC09PT5iZmcHW1hbTpk1DTo4yX45Zmj7p0qVLgf1k9OjRsjrVpU9WrVqF5s2bSw9j0+v12Ldvn1T+ou0fJfVHVds3GGAUrmnTpoiLi5OG48ePS2WTJk3Cb7/9hm3btiEkJAS3b9/GO++8U4mtrVhpaWlo0aIFVq5cWWj5okWLsHz5cqxevRqnT5+Gubk5PDw8kJGRIdXx9vZGZGQkgoKCsGfPHhw9ehQfffTR81qFClVSfwBAjx49ZPvLzz//LCuvTv0REhICHx8fnDp1CkFBQcjOzkb37t2RlpYm1SnpO5KbmwtPT09kZWXh5MmTWL9+PdatW4fZs2dXxio9tdL0CQCMGjVKtp8sWrRIKqtOfVK3bl189dVXCAsLw7lz59C1a1d4eXkhMjISwIu3f5TUH0AV2zcq5O2LVCnmzJkjWrRoUWhZUlKSMDIyEtu2bZOmXblyRQAQoaGhz6mFzw8AsWPHDmk8Ly9P6HQ6sXjxYmlaUlKSMDY2Fj///LMQQojLly8LAOLs2bNSnX379gmVSiX+/vvv59b2Z+HJ/hBCiKFDhwovL68iP1Od+0MIIe7cuSMAiJCQECFE6b4je/fuFQYGBiI+Pl6qs2rVKqHRaERmZubzXYFn4Mk+EUKIzp07iwkTJhT5mereJzVr1hRr1qzh/vE/+f0hRNXbN3gERuGuXbsGBwcHNGjQAN7e3oiNjQUAhIWFITs7G+7u7lLdJk2aoF69eggNDa2s5j43MTExiI+Pl62/VqtFu3btpPUPDQ2FlZUV2rZtK9Vxd3eHgYEBTp8+/dzb/DwEBwfD1tYWLi4uGDNmDO7fvy+VVff+SE5OBgBYW1sDKN13JDQ0FM2aNZM9QNPDwwMpKSmy/0qV6sk+ybdx40bUrl0bL7/8Mnx9fZGeni6VVdc+yc3NxebNm5GWlga9Xv/C7x9P9ke+qrRvVNkn8VLJ2rVrh3Xr1sHFxQVxcXGYO3cuOnbsiN9//x3x8fFQq9UFXmhpZ2eH+Pj4ymnwc5S/jk8+ufnx9Y+Pj4etra2svEaNGrC2tq6WfdSjRw+88847cHZ2xo0bN/Dpp5+iZ8+eCA0NhaGhYbXuj7y8PEycOBEdOnTAyy+/DACl+o7Ex8cXug/llylZYX0CAIMHD4aTkxMcHBxw6dIlzJgxA9HR0di+fTuA6tcnERER0Ov1yMjIgIWFBXbs2AE3NzeEh4e/kPtHUf0BVL19gwFGwXr27Cn93Lx5c7Rr1w5OTk7YunUrTE1NK7FlVBUNHDhQ+rlZs2Zo3rw5XnrpJQQHB6Nbt26V2LJnz8fHB7///rvsGrEXXVF98vg1T82aNYO9vT26deuGGzdu4KWXXnrezXzmXFxcEB4ejuTkZPzyyy8YOnQoQkJCKrtZlaao/nBzc6ty+wZPIVUjVlZWaNy4Ma5fvw6dToesrCwkJSXJ6iQkJECn01VOA5+j/HV88o6Bx9dfp9Phzp07svKcnBwkJia+EH3UoEED1K5dG9evXwdQfftj3Lhx2LNnD44cOYK6detK00vzHdHpdIXuQ/llSlVUnxSmXbt2ACDbT6pTn6jVajRs2BBt2rTBggUL0KJFC3zzzTcv7P5RVH8UprL3DQaYaiQ1NRU3btyAvb092rRpAyMjIxw6dEgqj46ORmxsrOx8ZnXl7OwMnU4nW/+UlBScPn1aWn+9Xo+kpCSEhYVJdQ4fPoy8vDzpi1md/fXXX7h//z7s7e0BVL/+EEJg3Lhx2LFjBw4fPgxnZ2dZeWm+I3q9HhEREbJgFxQUBI1GIx1WV5KS+qQw4eHhACDbT6pTnzwpLy8PmZmZL+T+UZj8/ihMpe8bFX5ZMD03U6ZMEcHBwSImJkacOHFCuLu7i9q1a4s7d+4IIYQYPXq0qFevnjh8+LA4d+6c0Ov1Qq/XV3KrK86DBw/EhQsXxIULFwQAsWTJEnHhwgXx559/CiGE+Oqrr4SVlZXYtWuXuHTpkvDy8hLOzs7i4cOH0jx69OghWrVqJU6fPi2OHz8uGjVqJAYNGlRZq/RUiuuPBw8eiKlTp4rQ0FARExMjDh48KFq3bi0aNWokMjIypHlUp/4YM2aM0Gq1Ijg4WMTFxUlDenq6VKek70hOTo54+eWXRffu3UV4eLgIDAwUNjY2wtfXtzJW6amV1CfXr18XX3zxhTh37pyIiYkRu3btEg0aNBCdOnWS5lGd+mTmzJkiJCRExMTEiEuXLomZM2cKlUolDhw4IIR48faP4vqjKu4bDDAKNmDAAGFvby/UarWoU6eOGDBggLh+/bpU/vDhQzF27FhRs2ZNYWZmJt5++20RFxdXiS2uWEeOHBEACgxDhw4VQjy6lfrzzz8XdnZ2wtjYWHTr1k1ER0fL5nH//n0xaNAgYWFhITQajRg+fLh48OBBJazN0yuuP9LT00X37t2FjY2NMDIyEk5OTmLUqFGy2x2FqF79UVhfABA//fSTVKc035GbN2+Knj17ClNTU1G7dm0xZcoUkZ2d/ZzXpmKU1CexsbGiU6dOwtraWhgbG4uGDRuKadOmieTkZNl8qkuffPjhh8LJyUmo1WphY2MjunXrJoUXIV68/aO4/qiK+4ZKCCEq/rgOERER0bPDa2CIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhxGGCIiIhIcRhgiIiISHEYYIiIiEhx/h8vJ5j47OwMuQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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